diff --git a/.vscode/settings.json b/.vscode/settings.json
index 2369810..ca20f95 100644
--- a/.vscode/settings.json
+++ b/.vscode/settings.json
@@ -17,7 +17,6 @@
   "files.autoSave": "afterDelay",
   "screencastMode.onlyKeyboardShortcuts": true,
   "terminal.integrated.fontSize": 18,
-  "workbench.activityBar.visible": true,
   "workbench.colorTheme": "Visual Studio Dark",
   "workbench.fontAliasing": "antialiased",
   "workbench.statusBar.visible": true
diff --git a/data/BankChurners_v2.csv b/data/BankChurners_v2.csv
index e6cc074..3ed0318 100644
--- a/data/BankChurners_v2.csv
+++ b/data/BankChurners_v2.csv
@@ -1,10128 +1,10128 @@
 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,Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1,Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_2
-90032,Existing Customer,45,M,3,High School,Married,$60K - $80K,Blue,39,5,1,3,12691.0,777,11914.0,1.335,1144,42,1.625,0.061,9.344799999999999e-05,0.9999100000000001
-90033,Existing Customer,49,F,5,Graduate,Single,Less than $40K,Blue,44,6,1,2,8256.0,864,7392.0,1.541,1291,33,3.714,0.105,5.6861e-05,0.9999399999999999
+90032,Existing Customer,45,M,3,High School,Married,$60K - $80K,Blue,39,5,1,3,12691.0,777,11914.0,1.335,1144,42,1.625,0.061,9.3448e-05,0.99991
+90033,Existing Customer,49,F,5,Graduate,Single,Less than $40K,Blue,44,6,1,2,8256.0,864,7392.0,1.541,1291,33,3.714,0.105,5.6861e-05,0.99994
 90034,Existing Customer,51,M,3,Graduate,Married,$80K - $120K,Blue,36,4,1,0,3418.0,0,3418.0,2.594,1887,20,2.333,0.0,2.1081e-05,0.99998
 90035,Existing Customer,40,F,4,High School,,Less than $40K,Blue,34,3,4,1,3313.0,2517,796.0,1.405,1171,20,2.333,0.76,0.00013366,0.99987
 90036,Existing Customer,40,M,3,Uneducated,Married,$60K - $80K,Blue,21,5,1,0,4716.0,0,4716.0,2.175,816,28,2.5,0.0,2.1676e-05,0.99998
-90037,Existing Customer,44,M,2,Graduate,Married,$40K - $60K,Blue,36,3,1,2,4010.0,1247,2763.0,1.376,1088,24,0.846,0.311,5.5077e-05,0.9999399999999999
-90038,Existing Customer,51,M,4,,Married,$120K +,Gold,46,6,1,3,34516.0,2264,32252.0,1.975,1330,31,0.722,0.066,0.00012303,0.9998799999999999
-90039,Existing Customer,32,M,0,High School,,$60K - $80K,Silver,27,2,2,2,29081.0,1396,27685.0,2.204,1538,36,0.7140000000000001,0.048,8.5795e-05,0.9999100000000001
-90040,Existing Customer,37,M,3,Uneducated,Single,$60K - $80K,Blue,36,5,2,0,22352.0,2517,19835.0,3.355,1350,24,1.182,0.113,4.4796e-05,0.9999600000000001
-90041,Existing Customer,48,M,2,Graduate,Single,$80K - $120K,Blue,36,6,3,3,11656.0,1677,9979.0,1.524,1441,32,0.882,0.14400000000000002,0.00030251,0.9997
-90042,Existing Customer,42,M,5,Uneducated,,$120K +,Blue,31,5,3,2,6748.0,1467,5281.0,0.831,1201,42,0.68,0.217,0.00019094,0.9998100000000001
+90037,Existing Customer,44,M,2,Graduate,Married,$40K - $60K,Blue,36,3,1,2,4010.0,1247,2763.0,1.376,1088,24,0.846,0.311,5.5077e-05,0.99994
+90038,Existing Customer,51,M,4,,Married,$120K +,Gold,46,6,1,3,34516.0,2264,32252.0,1.975,1330,31,0.722,0.066,0.00012303,0.99988
+90039,Existing Customer,32,M,0,High School,,$60K - $80K,Silver,27,2,2,2,29081.0,1396,27685.0,2.204,1538,36,0.714,0.048,8.5795e-05,0.99991
+90040,Existing Customer,37,M,3,Uneducated,Single,$60K - $80K,Blue,36,5,2,0,22352.0,2517,19835.0,3.355,1350,24,1.182,0.113,4.4796e-05,0.99996
+90041,Existing Customer,48,M,2,Graduate,Single,$80K - $120K,Blue,36,6,3,3,11656.0,1677,9979.0,1.524,1441,32,0.882,0.144,0.00030251,0.9997
+90042,Existing Customer,42,M,5,Uneducated,,$120K +,Blue,31,5,3,2,6748.0,1467,5281.0,0.831,1201,42,0.68,0.217,0.00019094,0.99981
 90043,Existing Customer,65,M,1,,Married,$40K - $60K,Blue,54,6,2,3,9095.0,1587,7508.0,1.433,1314,26,1.364,0.174,0.00019751,0.9998
-90044,Existing Customer,56,M,1,College,Single,$80K - $120K,Blue,36,3,6,0,11751.0,0,11751.0,3.397,1539,17,3.25,0.0,4.7798999999999994e-05,0.99995
-90045,Existing Customer,35,M,3,Graduate,,$60K - $80K,Blue,30,5,1,3,8547.0,1666,6881.0,1.163,1311,33,2.0,0.195,9.612600000000001e-05,0.9999
-90046,Existing Customer,57,F,2,Graduate,Married,Less than $40K,Blue,48,5,2,2,2436.0,680,1756.0,1.19,1570,29,0.611,0.27899999999999997,0.00011382,0.99989
-90047,Existing Customer,44,M,4,,,$80K - $120K,Blue,37,5,1,2,4234.0,972,3262.0,1.7069999999999999,1348,27,1.7,0.23,6.3492e-05,0.9999399999999999
-90048,Existing Customer,48,M,4,Post-Graduate,Single,$80K - $120K,Blue,36,6,2,3,30367.0,2362,28005.0,1.7080000000000002,1671,27,0.929,0.078,0.00023623,0.99976
+90044,Existing Customer,56,M,1,College,Single,$80K - $120K,Blue,36,3,6,0,11751.0,0,11751.0,3.397,1539,17,3.25,0.0,4.7799e-05,0.99995
+90045,Existing Customer,35,M,3,Graduate,,$60K - $80K,Blue,30,5,1,3,8547.0,1666,6881.0,1.163,1311,33,2.0,0.195,9.6126e-05,0.9999
+90046,Existing Customer,57,F,2,Graduate,Married,Less than $40K,Blue,48,5,2,2,2436.0,680,1756.0,1.19,1570,29,0.611,0.279,0.00011382,0.99989
+90047,Existing Customer,44,M,4,,,$80K - $120K,Blue,37,5,1,2,4234.0,972,3262.0,1.707,1348,27,1.7,0.23,6.3492e-05,0.99994
+90048,Existing Customer,48,M,4,Post-Graduate,Single,$80K - $120K,Blue,36,6,2,3,30367.0,2362,28005.0,1.708,1671,27,0.929,0.078,0.00023623,0.99976
 90049,Existing Customer,41,M,3,,Married,$80K - $120K,Blue,34,4,4,1,13535.0,1291,12244.0,0.653,1028,21,1.625,0.095,0.00014953,0.99985
-90050,Existing Customer,61,M,1,High School,Married,$40K - $60K,Blue,56,2,2,3,3193.0,2517,676.0,1.831,1336,30,1.143,0.7879999999999999,0.00017468,0.9998299999999999
-90051,Existing Customer,45,F,2,Graduate,Married,,Blue,37,6,1,2,14470.0,1157,13313.0,0.966,1207,21,0.909,0.08,5.5077e-05,0.9999399999999999
-90052,Existing Customer,47,M,1,Doctorate,Divorced,$60K - $80K,Blue,42,5,2,0,20979.0,1800,19179.0,0.9059999999999999,1178,27,0.929,0.086,5.703e-05,0.9999399999999999
+90050,Existing Customer,61,M,1,High School,Married,$40K - $60K,Blue,56,2,2,3,3193.0,2517,676.0,1.831,1336,30,1.143,0.788,0.00017468,0.99983
+90051,Existing Customer,45,F,2,Graduate,Married,,Blue,37,6,1,2,14470.0,1157,13313.0,0.966,1207,21,0.909,0.08,5.5077e-05,0.99994
+90052,Existing Customer,47,M,1,Doctorate,Divorced,$60K - $80K,Blue,42,5,2,0,20979.0,1800,19179.0,0.906,1178,27,0.929,0.086,5.703e-05,0.99994
 90053,Attrited Customer,62,F,0,Graduate,Married,Less than $40K,Blue,49,2,3,3,1438.3,0,1438.3,1.047,692,16,0.6,0.0,0.99616,0.0038363
-90054,Existing Customer,41,M,3,High School,Married,$40K - $60K,Blue,33,4,2,1,4470.0,680,3790.0,1.608,931,18,1.571,0.152,6.9242e-05,0.9999299999999999
+90054,Existing Customer,41,M,3,High School,Married,$40K - $60K,Blue,33,4,2,1,4470.0,680,3790.0,1.608,931,18,1.571,0.152,6.9242e-05,0.99993
 90055,Existing Customer,47,F,4,,Single,Less than $40K,Blue,36,3,3,2,2492.0,1560,932.0,0.573,1126,23,0.353,0.626,0.00020735,0.99979
 90056,Existing Customer,54,M,2,,Married,$80K - $120K,Blue,42,4,2,3,12217.0,0,12217.0,1.075,1110,21,0.75,0.0,0.00021042,0.99979
-90057,Existing Customer,41,F,3,Graduate,Single,Less than $40K,Blue,28,6,1,2,7768.0,1669,6099.0,0.797,1051,22,0.833,0.215,5.7151e-05,0.9999399999999999
-90058,Existing Customer,59,M,1,High School,,$40K - $60K,Blue,46,4,1,2,14784.0,1374,13410.0,0.9209999999999999,1197,23,1.3,0.09300000000000001,5.0256e-05,0.99995
-90059,Existing Customer,63,M,1,,Married,$60K - $80K,Blue,56,3,3,2,10215.0,1010,9205.0,0.843,1904,40,1.0,0.099,0.00018558,0.9998100000000001
-90060,Existing Customer,44,F,3,Uneducated,Single,,Blue,34,5,2,2,10100.0,0,10100.0,0.525,1052,18,1.571,0.0,0.00012144,0.9998799999999999
-90061,Existing Customer,47,M,4,High School,Married,$40K - $60K,Blue,42,6,0,0,4785.0,1362,3423.0,0.7390000000000001,1045,38,0.9,0.285,7.6642e-06,0.9999899999999999
-90062,Existing Customer,53,M,3,,Married,$80K - $120K,Blue,33,3,2,3,2753.0,1811,942.0,0.977,1038,25,2.571,0.6579999999999999,0.00021834,0.9997799999999999
-90063,Existing Customer,53,M,2,Uneducated,Married,$60K - $80K,Blue,48,2,5,1,2451.0,1690,761.0,1.3230000000000002,1596,26,1.6,0.69,0.00012458,0.9998799999999999
-90064,Existing Customer,41,M,4,Graduate,Married,$60K - $80K,Blue,36,4,1,2,8923.0,2517,6406.0,1.726,1589,24,1.6669999999999998,0.282,5.7762e-05,0.9999399999999999
-90065,Existing Customer,53,F,2,College,Married,Less than $40K,Blue,38,5,2,3,2650.0,1490,1160.0,1.75,1411,28,1.0,0.562,0.00018612,0.9998100000000001
-90066,Existing Customer,58,M,0,Graduate,Married,$80K - $120K,Blue,49,6,2,2,12555.0,1696,10859.0,0.519,1291,24,0.7140000000000001,0.135,9.7673e-05,0.9999
-90067,Existing Customer,55,F,1,College,Single,Less than $40K,Blue,36,4,2,1,3520.0,1914,1606.0,0.51,1407,43,0.483,0.544,6.2639e-05,0.9999399999999999
+90057,Existing Customer,41,F,3,Graduate,Single,Less than $40K,Blue,28,6,1,2,7768.0,1669,6099.0,0.797,1051,22,0.833,0.215,5.7151e-05,0.99994
+90058,Existing Customer,59,M,1,High School,,$40K - $60K,Blue,46,4,1,2,14784.0,1374,13410.0,0.921,1197,23,1.3,0.093,5.0256e-05,0.99995
+90059,Existing Customer,63,M,1,,Married,$60K - $80K,Blue,56,3,3,2,10215.0,1010,9205.0,0.843,1904,40,1.0,0.099,0.00018558,0.99981
+90060,Existing Customer,44,F,3,Uneducated,Single,,Blue,34,5,2,2,10100.0,0,10100.0,0.525,1052,18,1.571,0.0,0.00012144,0.99988
+90061,Existing Customer,47,M,4,High School,Married,$40K - $60K,Blue,42,6,0,0,4785.0,1362,3423.0,0.739,1045,38,0.9,0.285,7.6642e-06,0.99999
+90062,Existing Customer,53,M,3,,Married,$80K - $120K,Blue,33,3,2,3,2753.0,1811,942.0,0.977,1038,25,2.571,0.658,0.00021834,0.99978
+90063,Existing Customer,53,M,2,Uneducated,Married,$60K - $80K,Blue,48,2,5,1,2451.0,1690,761.0,1.323,1596,26,1.6,0.69,0.00012458,0.99988
+90064,Existing Customer,41,M,4,Graduate,Married,$60K - $80K,Blue,36,4,1,2,8923.0,2517,6406.0,1.726,1589,24,1.667,0.282,5.7762e-05,0.99994
+90065,Existing Customer,53,F,2,College,Married,Less than $40K,Blue,38,5,2,3,2650.0,1490,1160.0,1.75,1411,28,1.0,0.562,0.00018612,0.99981
+90066,Existing Customer,58,M,0,Graduate,Married,$80K - $120K,Blue,49,6,2,2,12555.0,1696,10859.0,0.519,1291,24,0.714,0.135,9.7673e-05,0.9999
+90067,Existing Customer,55,F,1,College,Single,Less than $40K,Blue,36,4,2,1,3520.0,1914,1606.0,0.51,1407,43,0.483,0.544,6.2639e-05,0.99994
 90068,Existing Customer,55,F,3,Graduate,Married,Less than $40K,Blue,36,6,2,3,3035.0,2298,737.0,1.724,1877,37,1.176,0.757,0.00019864,0.9998
 90069,Existing Customer,42,F,4,High School,Married,Less than $40K,Gold,36,2,3,3,15433.0,0,15433.0,0.865,966,22,1.2,0.0,0.00035532,0.99964
-90070,Existing Customer,57,F,1,Graduate,,$40K - $60K,Blue,49,3,3,2,3672.0,886,2786.0,1.32,1464,28,0.556,0.24100000000000002,0.00016883,0.9998299999999999
-90071,Attrited Customer,66,F,0,Doctorate,Married,,Blue,56,5,4,3,7882.0,605,7277.0,1.052,704,16,0.14300000000000002,0.077,0.9978,0.00219708
-90072,Existing Customer,45,M,3,Graduate,Single,$80K - $120K,Blue,41,2,2,2,32426.0,578,31848.0,1.042,1109,28,0.474,0.018000000000000002,0.00011811,0.9998799999999999
-90073,Existing Customer,51,M,2,,Married,$40K - $60K,Blue,44,4,1,0,6205.0,2204,4001.0,0.8029999999999999,1347,28,0.556,0.355,2.2331e-05,0.99998
+90070,Existing Customer,57,F,1,Graduate,,$40K - $60K,Blue,49,3,3,2,3672.0,886,2786.0,1.32,1464,28,0.556,0.241,0.00016883,0.99983
+90071,Attrited Customer,66,F,0,Doctorate,Married,,Blue,56,5,4,3,7882.0,605,7277.0,1.052,704,16,0.143,0.077,0.9978,0.00219708
+90072,Existing Customer,45,M,3,Graduate,Single,$80K - $120K,Blue,41,2,2,2,32426.0,578,31848.0,1.042,1109,28,0.474,0.018,0.00011811,0.99988
+90073,Existing Customer,51,M,2,,Married,$40K - $60K,Blue,44,4,1,0,6205.0,2204,4001.0,0.803,1347,28,0.556,0.355,2.2331e-05,0.99998
 90074,Existing Customer,50,F,1,College,Single,$40K - $60K,Silver,43,3,2,3,17304.0,2517,14787.0,1.449,1756,33,1.2,0.145,0.00015785,0.99984
-90075,Existing Customer,49,M,3,High School,Married,$60K - $80K,Blue,37,5,2,1,3906.0,0,3906.0,1.214,1756,32,1.0,0.0,6.9242e-05,0.9999299999999999
-90076,Existing Customer,38,F,4,Graduate,Single,,Blue,28,2,3,3,9830.0,2055,7775.0,0.977,1042,23,0.917,0.209,0.00031726,0.9996799999999999
-90077,Existing Customer,49,M,4,Uneducated,Single,$80K - $120K,Blue,30,3,2,3,34516.0,0,34516.0,1.621,1444,28,1.3330000000000002,0.0,0.00020643,0.99979
-90078,Existing Customer,56,M,2,Doctorate,Married,$60K - $80K,Blue,45,6,2,0,2283.0,1430,853.0,2.316,1741,27,0.588,0.626,6.0759e-05,0.9999399999999999
-90079,Existing Customer,59,M,1,Doctorate,Married,$40K - $60K,Blue,52,3,2,2,2548.0,2020,528.0,2.3569999999999998,1719,27,1.7,0.7929999999999999,0.00015460000000000002,0.99985
-90080,Existing Customer,46,M,3,High School,Married,$80K - $120K,Blue,40,4,3,3,19458.0,1435,18023.0,0.787,1217,27,0.8,0.07400000000000001,0.00030516,0.99969
+90075,Existing Customer,49,M,3,High School,Married,$60K - $80K,Blue,37,5,2,1,3906.0,0,3906.0,1.214,1756,32,1.0,0.0,6.9242e-05,0.99993
+90076,Existing Customer,38,F,4,Graduate,Single,,Blue,28,2,3,3,9830.0,2055,7775.0,0.977,1042,23,0.917,0.209,0.00031726,0.99968
+90077,Existing Customer,49,M,4,Uneducated,Single,$80K - $120K,Blue,30,3,2,3,34516.0,0,34516.0,1.621,1444,28,1.333,0.0,0.00020643,0.99979
+90078,Existing Customer,56,M,2,Doctorate,Married,$60K - $80K,Blue,45,6,2,0,2283.0,1430,853.0,2.316,1741,27,0.588,0.626,6.0759e-05,0.99994
+90079,Existing Customer,59,M,1,Doctorate,Married,$40K - $60K,Blue,52,3,2,2,2548.0,2020,528.0,2.357,1719,27,1.7,0.793,0.0001546,0.99985
+90080,Existing Customer,46,M,3,High School,Married,$80K - $120K,Blue,40,4,3,3,19458.0,1435,18023.0,0.787,1217,27,0.8,0.074,0.00030516,0.99969
 90081,Existing Customer,52,M,1,College,Single,$80K - $120K,Blue,40,5,1,1,4745.0,1227,3518.0,0.624,1140,40,0.6,0.259,3.031e-05,0.99997
 90082,Existing Customer,52,F,3,,Married,Less than $40K,Blue,41,6,3,2,2622.0,1549,1073.0,1.321,1878,30,1.143,0.591,0.00020516,0.99979
-90083,Attrited Customer,54,F,1,Graduate,Married,Less than $40K,Blue,40,2,3,1,1438.3,808,630.3,0.997,705,19,0.9,0.562,0.9902799999999999,0.00972
+90083,Attrited Customer,54,F,1,Graduate,Married,Less than $40K,Blue,40,2,3,1,1438.3,808,630.3,0.997,705,19,0.9,0.562,0.99028,0.00972
 90084,Existing Customer,66,F,0,High School,Married,Less than $40K,Blue,54,3,4,2,3171.0,2179,992.0,1.224,1946,38,1.923,0.687,0.00018134,0.99982
-90085,Existing Customer,49,M,2,,Married,$120K +,Blue,36,4,2,0,19763.0,2517,17246.0,0.664,1414,35,0.25,0.127,4.6151000000000006e-05,0.99995
+90085,Existing Customer,49,M,2,,Married,$120K +,Blue,36,4,2,0,19763.0,2517,17246.0,0.664,1414,35,0.25,0.127,4.6151e-05,0.99995
 90086,Attrited Customer,56,M,2,Graduate,Married,$120K +,Blue,36,1,3,3,15769.0,0,15769.0,1.041,602,15,0.364,0.0,0.99671,0.00329379
-90087,Existing Customer,49,F,4,Graduate,,Less than $40K,Blue,36,6,4,2,3298.0,2200,1098.0,0.6779999999999999,1052,32,0.6,0.667,0.00022797,0.99977
-90088,Existing Customer,49,F,3,Graduate,Single,Less than $40K,Blue,36,2,2,0,2802.0,2363,439.0,0.75,1295,40,0.6,0.843,4.3568e-05,0.9999600000000001
-90089,Existing Customer,56,M,2,Uneducated,Married,$40K - $60K,Blue,50,4,2,3,4458.0,1880,2578.0,1.107,1424,29,1.4169999999999998,0.42200000000000004,0.00019683,0.9998
-90090,Existing Customer,44,F,5,Graduate,Married,,Blue,35,4,1,2,6273.0,978,5295.0,2.275,1359,25,1.083,0.156,5.6861e-05,0.9999399999999999
+90087,Existing Customer,49,F,4,Graduate,,Less than $40K,Blue,36,6,4,2,3298.0,2200,1098.0,0.678,1052,32,0.6,0.667,0.00022797,0.99977
+90088,Existing Customer,49,F,3,Graduate,Single,Less than $40K,Blue,36,2,2,0,2802.0,2363,439.0,0.75,1295,40,0.6,0.843,4.3568e-05,0.99996
+90089,Existing Customer,56,M,2,Uneducated,Married,$40K - $60K,Blue,50,4,2,3,4458.0,1880,2578.0,1.107,1424,29,1.417,0.422,0.00019683,0.9998
+90090,Existing Customer,44,F,5,Graduate,Married,,Blue,35,4,1,2,6273.0,978,5295.0,2.275,1359,25,1.083,0.156,5.6861e-05,0.99994
 90091,Existing Customer,42,M,2,High School,Single,$60K - $80K,Blue,34,4,4,3,3336.0,1753,1583.0,0.69,1168,27,1.25,0.525,0.00035539,0.99964
-90092,Existing Customer,55,M,3,,Married,$80K - $120K,Blue,47,4,2,3,3436.0,2016,1420.0,0.9009999999999999,1097,33,0.833,0.5870000000000001,0.00021834,0.9997799999999999
+90092,Existing Customer,55,M,3,,Married,$80K - $120K,Blue,47,4,2,3,3436.0,2016,1420.0,0.901,1097,33,0.833,0.587,0.00021834,0.99978
 90093,Attrited Customer,48,M,2,Graduate,Married,$60K - $80K,Silver,35,2,4,4,34516.0,0,34516.0,0.763,691,15,0.5,0.0,0.99823,0.00177065
-90094,Existing Customer,39,M,1,High School,Divorced,$60K - $80K,Blue,33,5,3,3,5926.0,1251,4675.0,0.9440000000000001,1316,28,1.1540000000000001,0.21100000000000002,0.00027604,0.99972
-90095,Existing Customer,44,M,4,Post-Graduate,Single,$120K +,Blue,32,2,4,2,23957.0,2102,21855.0,0.997,1276,26,0.733,0.08800000000000001,0.00026824,0.9997299999999999
-90096,Existing Customer,53,M,2,High School,Single,$120K +,Blue,44,4,2,2,14734.0,1634,13100.0,0.9890000000000001,1289,23,0.917,0.111,0.00011065,0.99989
-90097,Existing Customer,51,M,4,Uneducated,Single,$80K - $120K,Silver,38,4,1,4,34516.0,1515,33001.0,0.5920000000000001,1293,32,0.6,0.044000000000000004,0.00015398,0.99985
+90094,Existing Customer,39,M,1,High School,Divorced,$60K - $80K,Blue,33,5,3,3,5926.0,1251,4675.0,0.944,1316,28,1.154,0.211,0.00027604,0.99972
+90095,Existing Customer,44,M,4,Post-Graduate,Single,$120K +,Blue,32,2,4,2,23957.0,2102,21855.0,0.997,1276,26,0.733,0.088,0.00026824,0.99973
+90096,Existing Customer,53,M,2,High School,Single,$120K +,Blue,44,4,2,2,14734.0,1634,13100.0,0.989,1289,23,0.917,0.111,0.00011065,0.99989
+90097,Existing Customer,51,M,4,Uneducated,Single,$80K - $120K,Silver,38,4,1,4,34516.0,1515,33001.0,0.592,1293,32,0.6,0.044,0.00015398,0.99985
 90098,Existing Customer,57,M,2,College,Married,$60K - $80K,Blue,52,5,3,3,6584.0,1817,4767.0,0.62,1353,35,0.667,0.276,0.00029411,0.99971
-90099,Existing Customer,44,F,2,Uneducated,Single,Less than $40K,Blue,20,6,3,3,2084.0,1468,616.0,1.004,1132,28,0.556,0.7040000000000001,0.00031104,0.99969
-90100,Existing Customer,49,M,2,Graduate,Married,$60K - $80K,Blue,32,2,2,2,1687.0,1107,580.0,1.715,1670,17,2.4,0.6559999999999999,0.00011382,0.99989
+90099,Existing Customer,44,F,2,Uneducated,Single,Less than $40K,Blue,20,6,3,3,2084.0,1468,616.0,1.004,1132,28,0.556,0.704,0.00031104,0.99969
+90100,Existing Customer,49,M,2,Graduate,Married,$60K - $80K,Blue,32,2,2,2,1687.0,1107,580.0,1.715,1670,17,2.4,0.656,0.00011382,0.99989
 90101,Existing Customer,50,M,2,Doctorate,Married,$80K - $120K,Blue,38,6,2,2,25300.0,1330,23970.0,1.072,837,15,2.0,0.053,0.00016471,0.99984
 90102,Existing Customer,51,M,4,Graduate,Single,$120K +,Blue,42,3,2,3,34516.0,1763,32753.0,1.266,1550,41,1.05,0.051,0.00020077,0.9998
-90103,Existing Customer,55,F,2,Graduate,Married,Less than $40K,Blue,42,5,3,3,2216.0,1034,1182.0,0.758,1540,36,0.28600000000000003,0.467,0.00030251,0.9997
+90103,Existing Customer,55,F,2,Graduate,Married,Less than $40K,Blue,42,5,3,3,2216.0,1034,1182.0,0.758,1540,36,0.286,0.467,0.00030251,0.9997
 90104,Existing Customer,54,M,1,Graduate,,$60K - $80K,Blue,43,4,2,3,2910.0,2030,880.0,0.769,1256,21,0.4,0.698,0.00017969,0.99982
-90105,Existing Customer,42,M,5,Uneducated,Married,$80K - $120K,Blue,37,6,2,2,22913.0,1528,21385.0,0.414,1394,35,0.522,0.067,0.00012082,0.9998799999999999
-90106,Existing Customer,44,M,1,College,Single,$60K - $80K,Blue,35,3,3,3,24312.0,1932,22380.0,1.3119999999999998,1341,24,1.182,0.079,0.00027607,0.99972
+90105,Existing Customer,42,M,5,Uneducated,Married,$80K - $120K,Blue,37,6,2,2,22913.0,1528,21385.0,0.414,1394,35,0.522,0.067,0.00012082,0.99988
+90106,Existing Customer,44,M,1,College,Single,$60K - $80K,Blue,35,3,3,3,24312.0,1932,22380.0,1.312,1341,24,1.182,0.079,0.00027607,0.99972
 90107,Existing Customer,53,M,2,Graduate,Single,$80K - $120K,Blue,36,5,3,2,5272.0,1515,3757.0,0.857,1289,33,0.435,0.287,0.00017987,0.99982
 90108,Existing Customer,44,F,4,Graduate,Single,Less than $40K,Blue,36,6,4,2,7000.0,2517,4483.0,0.475,1112,23,1.875,0.36,0.00022797,0.99977
-90109,Existing Customer,37,F,3,Uneducated,Single,Less than $40K,Blue,29,4,4,2,7038.0,1801,5237.0,0.7509999999999999,2339,57,0.966,0.256,0.00023192,0.99977
-90110,Existing Customer,49,M,3,Graduate,Divorced,$60K - $80K,Blue,30,6,1,2,2536.0,1823,713.0,0.703,1468,23,0.353,0.7190000000000001,5.7151e-05,0.9999399999999999
+90109,Existing Customer,37,F,3,Uneducated,Single,Less than $40K,Blue,29,4,4,2,7038.0,1801,5237.0,0.751,2339,57,0.966,0.256,0.00023192,0.99977
+90110,Existing Customer,49,M,3,Graduate,Divorced,$60K - $80K,Blue,30,6,1,2,2536.0,1823,713.0,0.703,1468,23,0.353,0.719,5.7151e-05,0.99994
 90111,Existing Customer,47,M,2,Graduate,Married,$80K - $120K,Blue,38,6,3,2,28904.0,1899,27005.0,0.85,1334,35,0.4,0.066,0.00017987,0.99982
 90112,Existing Customer,47,M,3,Graduate,Married,$60K - $80K,Blue,37,4,4,0,8567.0,1695,6872.0,1.242,1457,41,1.412,0.198,8.3212e-05,0.99992
-90113,Existing Customer,44,M,1,,,$120K +,Blue,36,6,2,2,34516.0,1533,32983.0,0.924,1603,29,0.526,0.044000000000000004,0.00011743,0.9998799999999999
-90114,Attrited Customer,55,F,4,,Married,$40K - $60K,Blue,45,2,4,3,2158.0,0,2158.0,0.585,615,12,0.7140000000000001,0.0,0.9976299999999999,0.00236635
-90115,Existing Customer,59,F,1,Graduate,Married,,Blue,52,2,3,3,10133.0,1417,8716.0,0.38299999999999995,1068,20,0.818,0.14,0.00028395,0.99972
+90113,Existing Customer,44,M,1,,,$120K +,Blue,36,6,2,2,34516.0,1533,32983.0,0.924,1603,29,0.526,0.044,0.00011743,0.99988
+90114,Attrited Customer,55,F,4,,Married,$40K - $60K,Blue,45,2,4,3,2158.0,0,2158.0,0.585,615,12,0.714,0.0,0.99763,0.00236635
+90115,Existing Customer,59,F,1,Graduate,Married,,Blue,52,2,3,3,10133.0,1417,8716.0,0.383,1068,20,0.818,0.14,0.00028395,0.99972
 90116,Existing Customer,53,M,1,Graduate,Divorced,$80K - $120K,Blue,35,5,4,2,34516.0,1219,33297.0,1.129,1590,27,2.0,0.035,0.00020404,0.9998
-90117,Existing Customer,52,M,2,Graduate,Married,$60K - $80K,Blue,47,5,3,0,3085.0,1910,1175.0,0.9209999999999999,1531,35,0.667,0.619,6.6354e-05,0.9999299999999999
-90118,Existing Customer,53,M,2,High School,Single,$120K +,Blue,35,4,2,1,19040.0,2056,16984.0,0.607,1212,31,0.722,0.10800000000000001,6.6728e-05,0.9999299999999999
+90117,Existing Customer,52,M,2,Graduate,Married,$60K - $80K,Blue,47,5,3,0,3085.0,1910,1175.0,0.921,1531,35,0.667,0.619,6.6354e-05,0.99993
+90118,Existing Customer,53,M,2,High School,Single,$120K +,Blue,35,4,2,1,19040.0,2056,16984.0,0.607,1212,31,0.722,0.108,6.6728e-05,0.99993
 90119,Existing Customer,43,F,3,Uneducated,Single,Less than $40K,Blue,35,5,2,3,4026.0,0,4026.0,0.483,1237,32,0.6,0.0,0.00020424,0.9998
 90120,Existing Customer,44,M,3,High School,Single,$60K - $80K,Blue,31,4,3,1,12756.0,837,11919.0,1.932,1413,14,1.8,0.066,0.00010943,0.99989
-90121,Existing Customer,57,M,2,,Married,$120K +,Blue,45,5,3,3,5266.0,0,5266.0,1.702,1516,29,1.636,0.0,0.00033251,0.9996700000000001
-90122,Existing Customer,51,F,2,High School,Single,Less than $40K,Blue,36,3,2,2,9930.0,0,9930.0,0.731,1276,21,1.3330000000000002,0.0,0.00011065,0.99989
-90123,Existing Customer,49,M,4,High School,Single,$80K - $120K,Blue,38,4,3,0,31302.0,1953,29349.0,0.875,1564,35,2.182,0.062,6.765e-05,0.9999299999999999
+90121,Existing Customer,57,M,2,,Married,$120K +,Blue,45,5,3,3,5266.0,0,5266.0,1.702,1516,29,1.636,0.0,0.00033251,0.99967
+90122,Existing Customer,51,F,2,High School,Single,Less than $40K,Blue,36,3,2,2,9930.0,0,9930.0,0.731,1276,21,1.333,0.0,0.00011065,0.99989
+90123,Existing Customer,49,M,4,High School,Single,$80K - $120K,Blue,38,4,3,0,31302.0,1953,29349.0,0.875,1564,35,2.182,0.062,6.765e-05,0.99993
 90124,Existing Customer,45,M,1,Graduate,Single,$40K - $60K,Blue,36,4,4,3,6576.0,0,6576.0,0.579,1465,34,0.619,0.0,0.00034315,0.99966
-90125,Existing Customer,53,M,0,Graduate,Single,$80K - $120K,Blue,42,5,4,1,2664.0,2037,627.0,0.85,1286,29,0.9329999999999999,0.765,0.0001125,0.99989
-90126,Existing Customer,45,F,3,,Married,,Blue,28,5,1,2,2535.0,2440,95.0,1.705,1312,20,1.222,0.963,6.282e-05,0.9999399999999999
+90125,Existing Customer,53,M,0,Graduate,Single,$80K - $120K,Blue,42,5,4,1,2664.0,2037,627.0,0.85,1286,29,0.933,0.765,0.0001125,0.99989
+90126,Existing Customer,45,F,3,,Married,,Blue,28,5,1,2,2535.0,2440,95.0,1.705,1312,20,1.222,0.963,6.282e-05,0.99994
 90127,Existing Customer,64,M,1,Graduate,Married,Less than $40K,Blue,52,6,4,3,1709.0,895,814.0,1.656,1673,32,0.882,0.524,0.00034315,0.99966
-90128,Existing Customer,45,M,3,Graduate,Married,$40K - $60K,Blue,35,5,4,2,3454.0,1200,2254.0,0.597,1313,30,0.304,0.34700000000000003,0.00022556,0.99977
-90129,Existing Customer,53,M,3,Doctorate,Married,$40K - $60K,Blue,35,5,3,2,3789.0,1706,2083.0,1.047,1609,42,0.68,0.45,0.00027008,0.9997299999999999
-90130,Existing Customer,56,M,3,College,Married,$120K +,Blue,50,3,2,0,9689.0,2250,7439.0,0.5760000000000001,1158,19,0.727,0.23199999999999998,4.2358000000000003e-05,0.9999600000000001
+90128,Existing Customer,45,M,3,Graduate,Married,$40K - $60K,Blue,35,5,4,2,3454.0,1200,2254.0,0.597,1313,30,0.304,0.347,0.00022556,0.99977
+90129,Existing Customer,53,M,3,Doctorate,Married,$40K - $60K,Blue,35,5,3,2,3789.0,1706,2083.0,1.047,1609,42,0.68,0.45,0.00027008,0.99973
+90130,Existing Customer,56,M,3,College,Married,$120K +,Blue,50,3,2,0,9689.0,2250,7439.0,0.576,1158,19,0.727,0.232,4.2358e-05,0.99996
 90131,Attrited Customer,47,M,2,,Married,$80K - $120K,Blue,37,2,3,3,5449.0,1628,3821.0,0.696,836,18,0.385,0.299,0.997,0.00299743
 90132,Existing Customer,49,F,3,College,Single,,Blue,43,4,4,0,23032.0,1960,21072.0,0.619,1289,22,1.0,0.085,8.0901e-05,0.99992
-90133,Existing Customer,41,F,3,,Married,,Silver,34,5,3,3,34516.0,2053,32463.0,1.034,1487,26,0.733,0.059000000000000004,0.00031177,0.99969
-90134,Existing Customer,53,M,3,Graduate,Married,$120K +,Blue,34,6,2,2,2940.0,1264,1676.0,0.562,1259,33,0.5,0.43,0.00011811,0.9998799999999999
-90135,Existing Customer,44,F,2,Graduate,Single,Less than $40K,Blue,32,3,3,3,3031.0,1879,1152.0,0.7879999999999999,1298,15,1.5,0.62,0.00030251,0.9997
-90136,Existing Customer,44,M,3,High School,,$60K - $80K,Blue,25,3,3,0,1862.0,0,1862.0,0.883,1226,34,0.789,0.0,6.6935e-05,0.9999299999999999
-90137,Existing Customer,43,F,4,Post-Graduate,Married,Less than $40K,Blue,33,2,3,3,8358.0,926,7432.0,0.762,1566,37,0.542,0.111,0.00037329,0.9996299999999999
-90138,Existing Customer,53,M,2,Post-Graduate,Single,$120K +,Blue,36,6,1,2,34516.0,931,33585.0,0.828,1022,21,1.1,0.027000000000000003,6.4807e-05,0.9999399999999999
-90139,Existing Customer,44,M,1,Uneducated,Married,$60K - $80K,Blue,36,5,2,3,14450.0,2440,12010.0,1.2830000000000001,1235,30,0.667,0.16899999999999998,0.00018475,0.99982
-90140,Existing Customer,62,F,1,,Married,Less than $40K,Blue,56,6,0,0,1438.3,0,1438.3,0.813,1951,44,1.095,0.0,7.7559e-06,0.9999899999999999
-90141,Existing Customer,54,M,4,,Divorced,$120K +,Blue,36,6,3,2,33791.0,1960,31831.0,0.618,1047,31,0.8240000000000001,0.057999999999999996,0.00020735,0.99979
-90142,Existing Customer,57,M,4,Graduate,Married,$60K - $80K,Blue,39,4,3,0,8466.0,1886,6580.0,0.56,1342,32,0.391,0.223,6.9589e-05,0.9999299999999999
-90143,Existing Customer,42,M,3,,Married,$60K - $80K,Blue,36,5,3,3,15088.0,865,14223.0,0.9390000000000001,1107,21,1.625,0.057,0.00034503,0.99965
-90144,Existing Customer,42,M,4,High School,Divorced,$60K - $80K,Blue,36,5,1,2,3263.0,1674,1589.0,0.588,1251,35,0.34600000000000003,0.513,5.6153e-05,0.9999399999999999
-90145,Existing Customer,54,F,0,Uneducated,Married,Less than $40K,Blue,36,2,2,2,1494.0,706,788.0,1.6740000000000002,1305,24,3.0,0.473,0.00010043,0.9999
-90146,Existing Customer,48,M,3,Graduate,Single,$80K - $120K,Blue,35,6,1,0,13551.0,1294,12257.0,0.7909999999999999,1388,37,1.056,0.095,2.1081e-05,0.99998
-90147,Existing Customer,49,M,1,Graduate,Single,$80K - $120K,Blue,36,6,2,2,18886.0,895,17991.0,1.8259999999999998,1235,18,1.571,0.047,0.00010684,0.99989
-90148,Existing Customer,52,M,3,High School,,$80K - $120K,Blue,48,3,2,0,11976.0,1273,10703.0,1.024,2089,36,1.1179999999999999,0.106,4.2353999999999995e-05,0.9999600000000001
-90149,Existing Customer,50,M,3,High School,Single,$80K - $120K,Blue,39,4,1,4,9964.0,1559,8405.0,1.8730000000000002,1626,25,0.7859999999999999,0.156,0.00015942,0.99984
-90150,Existing Customer,49,M,1,Doctorate,Married,$60K - $80K,Blue,36,4,6,3,24159.0,1196,22963.0,0.7120000000000001,1111,24,1.0,0.05,0.00032436,0.9996799999999999
-90151,Existing Customer,53,F,2,High School,Married,Less than $40K,Blue,44,3,2,3,5362.0,1901,3461.0,0.816,1553,38,1.0,0.355,0.0001861,0.9998100000000001
+90133,Existing Customer,41,F,3,,Married,,Silver,34,5,3,3,34516.0,2053,32463.0,1.034,1487,26,0.733,0.059,0.00031177,0.99969
+90134,Existing Customer,53,M,3,Graduate,Married,$120K +,Blue,34,6,2,2,2940.0,1264,1676.0,0.562,1259,33,0.5,0.43,0.00011811,0.99988
+90135,Existing Customer,44,F,2,Graduate,Single,Less than $40K,Blue,32,3,3,3,3031.0,1879,1152.0,0.788,1298,15,1.5,0.62,0.00030251,0.9997
+90136,Existing Customer,44,M,3,High School,,$60K - $80K,Blue,25,3,3,0,1862.0,0,1862.0,0.883,1226,34,0.789,0.0,6.6935e-05,0.99993
+90137,Existing Customer,43,F,4,Post-Graduate,Married,Less than $40K,Blue,33,2,3,3,8358.0,926,7432.0,0.762,1566,37,0.542,0.111,0.00037329,0.99963
+90138,Existing Customer,53,M,2,Post-Graduate,Single,$120K +,Blue,36,6,1,2,34516.0,931,33585.0,0.828,1022,21,1.1,0.027,6.4807e-05,0.99994
+90139,Existing Customer,44,M,1,Uneducated,Married,$60K - $80K,Blue,36,5,2,3,14450.0,2440,12010.0,1.283,1235,30,0.667,0.169,0.00018475,0.99982
+90140,Existing Customer,62,F,1,,Married,Less than $40K,Blue,56,6,0,0,1438.3,0,1438.3,0.813,1951,44,1.095,0.0,7.7559e-06,0.99999
+90141,Existing Customer,54,M,4,,Divorced,$120K +,Blue,36,6,3,2,33791.0,1960,31831.0,0.618,1047,31,0.824,0.058,0.00020735,0.99979
+90142,Existing Customer,57,M,4,Graduate,Married,$60K - $80K,Blue,39,4,3,0,8466.0,1886,6580.0,0.56,1342,32,0.391,0.223,6.9589e-05,0.99993
+90143,Existing Customer,42,M,3,,Married,$60K - $80K,Blue,36,5,3,3,15088.0,865,14223.0,0.939,1107,21,1.625,0.057,0.00034503,0.99965
+90144,Existing Customer,42,M,4,High School,Divorced,$60K - $80K,Blue,36,5,1,2,3263.0,1674,1589.0,0.588,1251,35,0.346,0.513,5.6153e-05,0.99994
+90145,Existing Customer,54,F,0,Uneducated,Married,Less than $40K,Blue,36,2,2,2,1494.0,706,788.0,1.674,1305,24,3.0,0.473,0.00010043,0.9999
+90146,Existing Customer,48,M,3,Graduate,Single,$80K - $120K,Blue,35,6,1,0,13551.0,1294,12257.0,0.791,1388,37,1.056,0.095,2.1081e-05,0.99998
+90147,Existing Customer,49,M,1,Graduate,Single,$80K - $120K,Blue,36,6,2,2,18886.0,895,17991.0,1.826,1235,18,1.571,0.047,0.00010684,0.99989
+90148,Existing Customer,52,M,3,High School,,$80K - $120K,Blue,48,3,2,0,11976.0,1273,10703.0,1.024,2089,36,1.118,0.106,4.2354e-05,0.99996
+90149,Existing Customer,50,M,3,High School,Single,$80K - $120K,Blue,39,4,1,4,9964.0,1559,8405.0,1.873,1626,25,0.786,0.156,0.00015942,0.99984
+90150,Existing Customer,49,M,1,Doctorate,Married,$60K - $80K,Blue,36,4,6,3,24159.0,1196,22963.0,0.712,1111,24,1.0,0.05,0.00032436,0.99968
+90151,Existing Customer,53,F,2,High School,Married,Less than $40K,Blue,44,3,2,3,5362.0,1901,3461.0,0.816,1553,38,1.0,0.355,0.0001861,0.99981
 90152,Existing Customer,50,M,2,Graduate,Single,$120K +,Blue,36,3,2,2,34516.0,1023,33493.0,1.004,1064,13,0.625,0.03,0.00011382,0.99989
-90153,Existing Customer,55,F,1,Doctorate,Married,Less than $40K,Blue,36,4,1,0,3174.0,1951,1223.0,0.7659999999999999,1243,29,0.611,0.615,2.7595999999999998e-05,0.99997
-90154,Existing Customer,53,M,1,High School,Married,$80K - $120K,Blue,47,3,2,2,12262.0,1836,10426.0,1.584,1659,38,1.5330000000000001,0.15,0.00010386,0.9999
-90155,Existing Customer,47,F,3,High School,Single,$40K - $60K,Blue,41,4,3,3,3788.0,1540,2248.0,0.5660000000000001,1594,47,0.382,0.40700000000000003,0.00030516,0.99969
-90156,Existing Customer,55,M,2,College,Single,$120K +,Silver,42,2,3,2,34516.0,1527,32989.0,0.526,1268,42,0.355,0.044000000000000004,0.00015801,0.99984
-90157,Existing Customer,47,M,3,Graduate,Single,$60K - $80K,Blue,36,4,2,2,2926.0,0,2926.0,0.6759999999999999,1304,24,0.846,0.0,0.00011811,0.9998799999999999
-90158,Existing Customer,58,M,4,Graduate,Single,$120K +,Blue,52,6,1,0,32090.0,0,32090.0,0.5670000000000001,1368,30,0.364,0.0,2.1306999999999998e-05,0.99998
-90159,Attrited Customer,53,M,2,Graduate,Married,$80K - $120K,Blue,41,3,3,2,11669.0,2227,9442.0,0.622,720,23,0.353,0.191,0.9944700000000001,0.005529999999999999
-90160,Existing Customer,52,M,2,High School,Single,$40K - $60K,Blue,45,3,1,2,13532.0,1300,12232.0,0.846,1521,29,1.4169999999999998,0.096,5.3541999999999997e-05,0.99995
-90161,Existing Customer,50,F,1,Uneducated,,Less than $40K,Silver,36,4,2,2,11888.0,2090,9798.0,0.7,1137,30,0.765,0.17600000000000002,9.9255e-05,0.9999
-90162,Existing Customer,42,F,1,Graduate,Married,Less than $40K,Blue,36,5,1,2,2393.0,1985,408.0,0.7879999999999999,978,16,0.778,0.83,5.1696999999999996e-05,0.99995
-90163,Existing Customer,43,M,4,,Married,$40K - $60K,Blue,39,5,1,2,6111.0,2517,3594.0,0.632,1221,16,2.2,0.41200000000000003,6.3492e-05,0.9999399999999999
+90153,Existing Customer,55,F,1,Doctorate,Married,Less than $40K,Blue,36,4,1,0,3174.0,1951,1223.0,0.766,1243,29,0.611,0.615,2.7596e-05,0.99997
+90154,Existing Customer,53,M,1,High School,Married,$80K - $120K,Blue,47,3,2,2,12262.0,1836,10426.0,1.584,1659,38,1.533,0.15,0.00010386,0.9999
+90155,Existing Customer,47,F,3,High School,Single,$40K - $60K,Blue,41,4,3,3,3788.0,1540,2248.0,0.566,1594,47,0.382,0.407,0.00030516,0.99969
+90156,Existing Customer,55,M,2,College,Single,$120K +,Silver,42,2,3,2,34516.0,1527,32989.0,0.526,1268,42,0.355,0.044,0.00015801,0.99984
+90157,Existing Customer,47,M,3,Graduate,Single,$60K - $80K,Blue,36,4,2,2,2926.0,0,2926.0,0.676,1304,24,0.846,0.0,0.00011811,0.99988
+90158,Existing Customer,58,M,4,Graduate,Single,$120K +,Blue,52,6,1,0,32090.0,0,32090.0,0.567,1368,30,0.364,0.0,2.1307e-05,0.99998
+90159,Attrited Customer,53,M,2,Graduate,Married,$80K - $120K,Blue,41,3,3,2,11669.0,2227,9442.0,0.622,720,23,0.353,0.191,0.99447,0.00553
+90160,Existing Customer,52,M,2,High School,Single,$40K - $60K,Blue,45,3,1,2,13532.0,1300,12232.0,0.846,1521,29,1.417,0.096,5.3542e-05,0.99995
+90161,Existing Customer,50,F,1,Uneducated,,Less than $40K,Silver,36,4,2,2,11888.0,2090,9798.0,0.7,1137,30,0.765,0.176,9.9255e-05,0.9999
+90162,Existing Customer,42,F,1,Graduate,Married,Less than $40K,Blue,36,5,1,2,2393.0,1985,408.0,0.788,978,16,0.778,0.83,5.1697e-05,0.99995
+90163,Existing Customer,43,M,4,,Married,$40K - $60K,Blue,39,5,1,2,6111.0,2517,3594.0,0.632,1221,16,2.2,0.412,6.3492e-05,0.99994
 90164,Existing Customer,57,M,4,Graduate,Married,$80K - $120K,Blue,46,3,2,3,19270.0,1662,17608.0,1.186,1565,28,1.545,0.086,0.00020077,0.9998
-90165,Existing Customer,52,M,1,Graduate,Married,$80K - $120K,Blue,43,3,1,4,3710.0,2517,1193.0,1.541,1578,34,0.7,0.6779999999999999,0.00014834,0.99985
-90166,Existing Customer,47,M,2,Doctorate,Single,Less than $40K,Blue,37,2,1,3,3235.0,797,2438.0,0.541,1493,32,1.0,0.24600000000000002,0.00013405,0.99987
+90165,Existing Customer,52,M,1,Graduate,Married,$80K - $120K,Blue,43,3,1,4,3710.0,2517,1193.0,1.541,1578,34,0.7,0.678,0.00014834,0.99985
+90166,Existing Customer,47,M,2,Doctorate,Single,Less than $40K,Blue,37,2,1,3,3235.0,797,2438.0,0.541,1493,32,1.0,0.246,0.00013405,0.99987
 90167,Existing Customer,44,F,3,Graduate,Single,$40K - $60K,Blue,38,3,1,0,11749.0,788,10961.0,0.688,1178,27,0.929,0.067,2.1081e-05,0.99998
-90168,Existing Customer,53,M,2,High School,Divorced,$60K - $80K,Blue,36,5,3,2,7753.0,2100,5653.0,0.8390000000000001,991,26,0.733,0.271,0.00017486,0.9998299999999999
-90169,Existing Customer,45,M,4,College,Divorced,$60K - $80K,Blue,40,5,1,0,10408.0,1186,9222.0,1.689,2560,42,1.2109999999999999,0.114,2.0715e-05,0.99998
-90170,Existing Customer,63,F,1,College,Married,,Blue,36,6,2,3,3967.0,1568,2399.0,1.236,1657,29,1.2309999999999999,0.395,0.0001747,0.9998299999999999
-90171,Existing Customer,39,F,2,Post-Graduate,Single,Less than $40K,Blue,27,4,2,2,6205.0,2517,3688.0,0.9390000000000001,1204,19,0.727,0.406,0.00013393,0.99987
+90168,Existing Customer,53,M,2,High School,Divorced,$60K - $80K,Blue,36,5,3,2,7753.0,2100,5653.0,0.839,991,26,0.733,0.271,0.00017486,0.99983
+90169,Existing Customer,45,M,4,College,Divorced,$60K - $80K,Blue,40,5,1,0,10408.0,1186,9222.0,1.689,2560,42,1.211,0.114,2.0715e-05,0.99998
+90170,Existing Customer,63,F,1,College,Married,,Blue,36,6,2,3,3967.0,1568,2399.0,1.236,1657,29,1.231,0.395,0.0001747,0.99983
+90171,Existing Customer,39,F,2,Post-Graduate,Single,Less than $40K,Blue,27,4,2,2,6205.0,2517,3688.0,0.939,1204,19,0.727,0.406,0.00013393,0.99987
 90172,Attrited Customer,48,F,5,High School,Married,Less than $40K,Blue,38,1,3,3,8025.0,0,8025.0,0.654,673,18,0.8,0.0,0.99672,0.00328187
 90173,Existing Customer,51,M,1,,Single,$120K +,Blue,42,6,2,3,9036.0,2327,6709.0,0.649,1131,18,0.636,0.258,0.00019751,0.9998
-90174,Existing Customer,54,M,4,Graduate,Married,$80K - $120K,Blue,34,2,3,2,14926.0,2517,12409.0,1.996,1576,25,1.5,0.16899999999999998,0.00018864,0.9998100000000001
-90175,Existing Customer,59,F,1,Graduate,Single,Less than $40K,Blue,36,3,2,3,6335.0,1128,5207.0,0.397,1217,20,0.667,0.17800000000000002,0.00017969,0.99982
+90174,Existing Customer,54,M,4,Graduate,Married,$80K - $120K,Blue,34,2,3,2,14926.0,2517,12409.0,1.996,1576,25,1.5,0.169,0.00018864,0.99981
+90175,Existing Customer,59,F,1,Graduate,Single,Less than $40K,Blue,36,3,2,3,6335.0,1128,5207.0,0.397,1217,20,0.667,0.178,0.00017969,0.99982
 90176,Attrited Customer,59,M,1,College,Single,$60K - $80K,Blue,53,2,3,3,14979.0,0,14979.0,0.71,530,10,1.0,0.0,0.99639,0.00360825
 90177,Attrited Customer,48,F,4,Uneducated,Married,Less than $40K,Blue,38,3,2,3,2732.0,0,2732.0,0.76,739,16,0.455,0.0,0.99518,0.00481999
 90178,Existing Customer,41,F,2,Graduate,Single,Less than $40K,Blue,32,6,3,2,2250.0,2117,133.0,1.162,1617,31,2.875,0.941,0.00017987,0.99982
-90179,Existing Customer,55,M,2,Graduate,Married,$120K +,Blue,50,3,2,0,10916.0,1536,9380.0,1.317,1592,34,1.0,0.141,4.1986e-05,0.9999600000000001
+90179,Existing Customer,55,M,2,Graduate,Married,$120K +,Blue,50,3,2,0,10916.0,1536,9380.0,1.317,1592,34,1.0,0.141,4.1986e-05,0.99996
 90180,Existing Customer,47,F,4,Graduate,Married,,Blue,36,4,1,3,5349.0,1228,4121.0,0.728,1343,30,1.308,0.23,9.7154e-05,0.9999
-90181,Existing Customer,41,M,2,High School,Married,$80K - $120K,Blue,24,4,1,3,9366.0,1104,8262.0,0.5720000000000001,1303,39,0.625,0.11800000000000001,9.0056e-05,0.9999100000000001
+90181,Existing Customer,41,M,2,High School,Married,$80K - $120K,Blue,24,4,1,3,9366.0,1104,8262.0,0.572,1303,39,0.625,0.118,9.0056e-05,0.99991
 90182,Existing Customer,40,M,3,High School,Single,$80K - $120K,Blue,28,5,1,0,21617.0,0,21617.0,1.047,1351,22,0.467,0.0,2.0494e-05,0.99998
-90183,Existing Customer,68,M,1,Graduate,Married,,Blue,56,5,2,3,13860.0,1652,12208.0,1.255,1910,32,1.909,0.11900000000000001,0.00017969,0.99982
-90184,Existing Customer,50,F,1,Graduate,Single,$40K - $60K,Silver,31,2,2,3,18386.0,0,18386.0,0.868,1298,22,0.5710000000000001,0.0,0.00016236,0.99984
-90185,Existing Customer,47,M,4,Uneducated,Single,$60K - $80K,Blue,41,6,2,2,2405.0,1540,865.0,0.469,1087,29,1.2309999999999999,0.64,0.00012274,0.9998799999999999
-90186,Existing Customer,53,F,1,College,Married,Less than $40K,Blue,47,4,2,3,2154.0,930,1224.0,2.121,1439,26,1.364,0.43200000000000005,0.0001747,0.9998299999999999
-90187,Existing Customer,42,F,5,,Married,$40K - $60K,Blue,36,3,3,3,2038.0,0,2038.0,0.7859999999999999,1238,28,0.75,0.0,0.00034328,0.99966
-90188,Existing Customer,48,F,4,High School,Single,$40K - $60K,Blue,38,6,1,3,8135.0,0,8135.0,1.3730000000000002,1716,29,0.812,0.0,9.444700000000001e-05,0.9999100000000001
-90189,Existing Customer,49,M,1,Doctorate,Married,$120K +,Blue,38,6,1,3,9364.0,618,8746.0,0.5539999999999999,1099,27,0.8,0.066,0.00012583,0.99987
-90190,Existing Customer,44,F,2,Uneducated,Married,,Silver,35,4,3,2,32643.0,0,32643.0,1.3,1058,24,2.4290000000000003,0.0,0.00016711,0.9998299999999999
+90183,Existing Customer,68,M,1,Graduate,Married,,Blue,56,5,2,3,13860.0,1652,12208.0,1.255,1910,32,1.909,0.119,0.00017969,0.99982
+90184,Existing Customer,50,F,1,Graduate,Single,$40K - $60K,Silver,31,2,2,3,18386.0,0,18386.0,0.868,1298,22,0.571,0.0,0.00016236,0.99984
+90185,Existing Customer,47,M,4,Uneducated,Single,$60K - $80K,Blue,41,6,2,2,2405.0,1540,865.0,0.469,1087,29,1.231,0.64,0.00012274,0.99988
+90186,Existing Customer,53,F,1,College,Married,Less than $40K,Blue,47,4,2,3,2154.0,930,1224.0,2.121,1439,26,1.364,0.432,0.0001747,0.99983
+90187,Existing Customer,42,F,5,,Married,$40K - $60K,Blue,36,3,3,3,2038.0,0,2038.0,0.786,1238,28,0.75,0.0,0.00034328,0.99966
+90188,Existing Customer,48,F,4,High School,Single,$40K - $60K,Blue,38,6,1,3,8135.0,0,8135.0,1.373,1716,29,0.812,0.0,9.4447e-05,0.99991
+90189,Existing Customer,49,M,1,Doctorate,Married,$120K +,Blue,38,6,1,3,9364.0,618,8746.0,0.554,1099,27,0.8,0.066,0.00012583,0.99987
+90190,Existing Customer,44,F,2,Uneducated,Married,,Silver,35,4,3,2,32643.0,0,32643.0,1.3,1058,24,2.429,0.0,0.00016711,0.99983
 90191,Existing Customer,43,F,4,Graduate,Divorced,Less than $40K,Blue,34,2,3,1,3195.0,1954,1241.0,0.971,1285,29,0.706,0.612,0.00011377,0.99989
-90192,Existing Customer,56,M,0,High School,Married,$80K - $120K,Blue,43,5,2,1,2852.0,1024,1828.0,1.0090000000000001,1651,28,1.0,0.359,5.7261000000000006e-05,0.9999399999999999
-90193,Existing Customer,59,F,1,College,Single,,Blue,36,2,3,3,4224.0,1305,2919.0,0.852,1152,31,0.8240000000000001,0.309,0.00027607,0.99972
-90194,Existing Customer,46,M,1,Uneducated,Married,$60K - $80K,Blue,36,3,2,2,20459.0,2071,18388.0,1.248,1767,38,2.167,0.10099999999999999,0.00010985,0.99989
+90192,Existing Customer,56,M,0,High School,Married,$80K - $120K,Blue,43,5,2,1,2852.0,1024,1828.0,1.009,1651,28,1.0,0.359,5.7261e-05,0.99994
+90193,Existing Customer,59,F,1,College,Single,,Blue,36,2,3,3,4224.0,1305,2919.0,0.852,1152,31,0.824,0.309,0.00027607,0.99972
+90194,Existing Customer,46,M,1,Uneducated,Married,$60K - $80K,Blue,36,3,2,2,20459.0,2071,18388.0,1.248,1767,38,2.167,0.101,0.00010985,0.99989
 90195,Existing Customer,47,F,4,,Divorced,Less than $40K,Blue,41,6,5,3,3482.0,2114,1368.0,0.508,1039,24,0.263,0.607,0.00038948,0.99961
-90196,Existing Customer,50,F,4,Uneducated,Married,$40K - $60K,Blue,40,5,2,3,3065.0,1570,1495.0,1.077,1130,28,1.3330000000000002,0.512,0.00020643,0.99979
-90197,Existing Customer,51,F,3,Uneducated,Married,Less than $40K,Blue,43,3,1,2,2185.0,1761,424.0,0.682,1645,30,0.429,0.8059999999999999,5.8763e-05,0.9999399999999999
-90198,Existing Customer,47,F,3,Uneducated,Married,Less than $40K,Blue,36,4,1,0,1611.0,746,865.0,0.993,1413,29,0.706,0.46299999999999997,2.1676e-05,0.99998
-90199,Existing Customer,58,F,4,Uneducated,Married,Less than $40K,Blue,47,3,3,3,2822.0,2173,649.0,1.456,1218,23,2.286,0.77,0.0003262,0.9996700000000001
-90200,Attrited Customer,46,M,5,Graduate,Single,$80K - $120K,Blue,33,6,3,3,32975.0,2517,30458.0,0.6579999999999999,597,17,0.7,0.076,0.9968100000000001,0.00319072
-90201,Existing Customer,53,M,3,High School,Married,$60K - $80K,Blue,47,5,2,2,1438.3,0,1438.3,0.7759999999999999,2184,53,0.828,0.0,0.00011482,0.99989
-90202,Existing Customer,45,F,4,Uneducated,Divorced,,Blue,36,4,3,3,15875.0,1719,14156.0,0.86,1592,37,1.4669999999999999,0.10800000000000001,0.0003262,0.9996700000000001
-90203,Existing Customer,52,F,1,High School,Married,Less than $40K,Blue,45,6,3,3,6703.0,893,5810.0,0.5670000000000001,1388,28,0.75,0.133,0.00027604,0.99972
-90204,Attrited Customer,53,M,2,,Married,$80K - $120K,Blue,36,2,2,1,3212.0,0,3212.0,0.713,757,20,0.25,0.0,0.98692,0.013080000000000001
-90205,Existing Customer,50,M,2,High School,Married,$80K - $120K,Silver,45,3,1,3,34516.0,1260,33256.0,0.588,1504,34,0.789,0.037000000000000005,8.1371e-05,0.99992
-90206,Existing Customer,41,F,3,High School,Married,$40K - $60K,Blue,36,4,1,2,9797.0,1434,8363.0,0.644,1503,34,0.478,0.146,5.5558999999999994e-05,0.9999399999999999
-90207,Existing Customer,45,F,5,Graduate,Divorced,$40K - $60K,Blue,36,5,2,2,10400.0,1777,8623.0,0.7909999999999999,1105,28,0.867,0.171,0.00011751,0.9998799999999999
-90208,Existing Customer,53,M,3,Uneducated,Married,$80K - $120K,Blue,42,2,1,2,26792.0,1836,24956.0,1.432,2398,47,0.88,0.069,5.8763e-05,0.9999399999999999
-90209,Existing Customer,67,F,1,Graduate,Married,Less than $40K,Blue,56,4,3,2,3006.0,2517,489.0,2.053,1661,32,1.0,0.8370000000000001,0.00016883,0.9998299999999999
-90210,Existing Customer,57,F,2,Uneducated,Single,$40K - $60K,Silver,36,6,3,0,19482.0,1072,18410.0,0.706,1421,22,1.444,0.055,6.1645e-05,0.9999399999999999
+90196,Existing Customer,50,F,4,Uneducated,Married,$40K - $60K,Blue,40,5,2,3,3065.0,1570,1495.0,1.077,1130,28,1.333,0.512,0.00020643,0.99979
+90197,Existing Customer,51,F,3,Uneducated,Married,Less than $40K,Blue,43,3,1,2,2185.0,1761,424.0,0.682,1645,30,0.429,0.806,5.8763e-05,0.99994
+90198,Existing Customer,47,F,3,Uneducated,Married,Less than $40K,Blue,36,4,1,0,1611.0,746,865.0,0.993,1413,29,0.706,0.463,2.1676e-05,0.99998
+90199,Existing Customer,58,F,4,Uneducated,Married,Less than $40K,Blue,47,3,3,3,2822.0,2173,649.0,1.456,1218,23,2.286,0.77,0.0003262,0.99967
+90200,Attrited Customer,46,M,5,Graduate,Single,$80K - $120K,Blue,33,6,3,3,32975.0,2517,30458.0,0.658,597,17,0.7,0.076,0.99681,0.00319072
+90201,Existing Customer,53,M,3,High School,Married,$60K - $80K,Blue,47,5,2,2,1438.3,0,1438.3,0.776,2184,53,0.828,0.0,0.00011482,0.99989
+90202,Existing Customer,45,F,4,Uneducated,Divorced,,Blue,36,4,3,3,15875.0,1719,14156.0,0.86,1592,37,1.467,0.108,0.0003262,0.99967
+90203,Existing Customer,52,F,1,High School,Married,Less than $40K,Blue,45,6,3,3,6703.0,893,5810.0,0.567,1388,28,0.75,0.133,0.00027604,0.99972
+90204,Attrited Customer,53,M,2,,Married,$80K - $120K,Blue,36,2,2,1,3212.0,0,3212.0,0.713,757,20,0.25,0.0,0.98692,0.01308
+90205,Existing Customer,50,M,2,High School,Married,$80K - $120K,Silver,45,3,1,3,34516.0,1260,33256.0,0.588,1504,34,0.789,0.037,8.1371e-05,0.99992
+90206,Existing Customer,41,F,3,High School,Married,$40K - $60K,Blue,36,4,1,2,9797.0,1434,8363.0,0.644,1503,34,0.478,0.146,5.5559e-05,0.99994
+90207,Existing Customer,45,F,5,Graduate,Divorced,$40K - $60K,Blue,36,5,2,2,10400.0,1777,8623.0,0.791,1105,28,0.867,0.171,0.00011751,0.99988
+90208,Existing Customer,53,M,3,Uneducated,Married,$80K - $120K,Blue,42,2,1,2,26792.0,1836,24956.0,1.432,2398,47,0.88,0.069,5.8763e-05,0.99994
+90209,Existing Customer,67,F,1,Graduate,Married,Less than $40K,Blue,56,4,3,2,3006.0,2517,489.0,2.053,1661,32,1.0,0.837,0.00016883,0.99983
+90210,Existing Customer,57,F,2,Uneducated,Single,$40K - $60K,Silver,36,6,3,0,19482.0,1072,18410.0,0.706,1421,22,1.444,0.055,6.1645e-05,0.99994
 90211,Existing Customer,59,F,1,Uneducated,Married,$40K - $60K,Blue,36,4,2,3,3356.0,985,2371.0,0.35,999,28,0.556,0.294,0.00018475,0.99982
-90212,Existing Customer,45,M,2,Uneducated,Married,$40K - $60K,Blue,34,3,2,1,5771.0,2248,3523.0,1.791,1387,18,0.8,0.39,7.057600000000001e-05,0.9999299999999999
+90212,Existing Customer,45,M,2,Uneducated,Married,$40K - $60K,Blue,34,3,2,1,5771.0,2248,3523.0,1.791,1387,18,0.8,0.39,7.0576e-05,0.99993
 90213,Existing Customer,51,M,3,Graduate,Married,$80K - $120K,Blue,36,6,2,3,11106.0,2107,8999.0,0.948,1243,24,1.0,0.19,0.00019864,0.9998
-90214,Existing Customer,59,F,1,Uneducated,Married,Less than $40K,Blue,54,5,3,0,2890.0,2001,889.0,1.334,1860,36,1.0,0.6920000000000001,6.4038e-05,0.9999399999999999
+90214,Existing Customer,59,F,1,Uneducated,Married,Less than $40K,Blue,54,5,3,0,2890.0,2001,889.0,1.334,1860,36,1.0,0.692,6.4038e-05,0.99994
 90215,Existing Customer,53,M,1,Graduate,Married,$60K - $80K,Blue,45,6,2,2,3380.0,1701,1679.0,0.747,1502,25,1.273,0.503,0.00010684,0.99989
-90216,Existing Customer,47,M,3,Graduate,Married,$60K - $80K,Blue,36,2,1,2,21331.0,1251,20080.0,0.9490000000000001,1460,50,1.083,0.059000000000000004,5.7151e-05,0.9999399999999999
-90217,Existing Customer,49,F,3,Uneducated,Single,,Blue,38,6,2,1,12860.0,0,12860.0,0.6459999999999999,1348,27,0.28600000000000003,0.0,7.3235e-05,0.9999299999999999
-90218,Existing Customer,49,M,3,Post-Graduate,Single,$80K - $120K,Blue,33,3,1,0,6278.0,462,5816.0,1.161,1087,33,0.941,0.07400000000000001,2.4806e-05,0.99998
-90219,Existing Customer,60,F,0,College,Single,Less than $40K,Blue,55,5,1,3,1438.3,738,700.3,0.782,1226,33,0.5710000000000001,0.513,7.7286e-05,0.99992
-90220,Existing Customer,50,F,2,High School,Married,Less than $40K,Blue,36,5,1,2,9355.0,1626,7729.0,0.701,1230,28,0.867,0.174,5.3541999999999997e-05,0.99995
+90216,Existing Customer,47,M,3,Graduate,Married,$60K - $80K,Blue,36,2,1,2,21331.0,1251,20080.0,0.949,1460,50,1.083,0.059,5.7151e-05,0.99994
+90217,Existing Customer,49,F,3,Uneducated,Single,,Blue,38,6,2,1,12860.0,0,12860.0,0.646,1348,27,0.286,0.0,7.3235e-05,0.99993
+90218,Existing Customer,49,M,3,Post-Graduate,Single,$80K - $120K,Blue,33,3,1,0,6278.0,462,5816.0,1.161,1087,33,0.941,0.074,2.4806e-05,0.99998
+90219,Existing Customer,60,F,0,College,Single,Less than $40K,Blue,55,5,1,3,1438.3,738,700.3,0.782,1226,33,0.571,0.513,7.7286e-05,0.99992
+90220,Existing Customer,50,F,2,High School,Married,Less than $40K,Blue,36,5,1,2,9355.0,1626,7729.0,0.701,1230,28,0.867,0.174,5.3542e-05,0.99995
 90221,Existing Customer,41,F,2,Post-Graduate,Married,,Blue,31,6,1,3,20758.0,0,20758.0,0.688,1555,32,0.684,0.0,0.000109,0.99989
 90222,Existing Customer,57,M,1,Graduate,Married,$80K - $120K,Blue,47,5,3,1,14612.0,1976,12636.0,1.768,1827,24,3.0,0.135,0.00010182,0.9999
-90223,Existing Customer,43,M,4,Graduate,,$80K - $120K,Blue,27,5,2,0,27259.0,0,27259.0,0.731,1376,35,0.591,0.0,4.4033000000000003e-05,0.9999600000000001
-90224,Existing Customer,57,F,3,Graduate,Married,Less than $40K,Blue,47,4,2,3,6347.0,1594,4753.0,0.8959999999999999,1771,37,0.762,0.251,0.00019864,0.9998
+90223,Existing Customer,43,M,4,Graduate,,$80K - $120K,Blue,27,5,2,0,27259.0,0,27259.0,0.731,1376,35,0.591,0.0,4.4033e-05,0.99996
+90224,Existing Customer,57,F,3,Graduate,Married,Less than $40K,Blue,47,4,2,3,6347.0,1594,4753.0,0.896,1771,37,0.762,0.251,0.00019864,0.9998
 90225,Existing Customer,54,M,3,Doctorate,Married,$120K +,Blue,41,3,3,0,21592.0,1676,19916.0,1.097,1873,52,0.529,0.078,9.9638e-05,0.9999
-90226,Existing Customer,51,F,5,Post-Graduate,Married,Less than $40K,Blue,44,5,1,1,3449.0,1598,1851.0,0.971,1679,42,0.556,0.46299999999999997,4.0349e-05,0.9999600000000001
-90227,Existing Customer,47,F,3,High School,Married,Less than $40K,Blue,34,2,1,2,6028.0,799,5229.0,0.8190000000000001,1002,22,0.5710000000000001,0.133,5.5558999999999994e-05,0.9999399999999999
-90228,Existing Customer,41,M,0,High School,,$120K +,Blue,36,3,2,3,18214.0,1998,16216.0,0.8290000000000001,1344,21,1.1,0.11,0.0001597,0.99984
-90229,Existing Customer,53,M,3,Uneducated,Married,$80K - $120K,Blue,43,3,3,1,16393.0,1423,14970.0,1.642,1461,42,0.75,0.087,0.00011574,0.9998799999999999
-90230,Attrited Customer,68,M,0,High School,Married,Less than $40K,Blue,52,1,3,2,1438.3,900,538.3,0.743,760,21,0.615,0.626,0.9933799999999999,0.00662
-90231,Existing Customer,59,M,1,College,Married,$60K - $80K,Blue,36,4,1,2,7871.0,1687,6184.0,1.242,1428,22,1.444,0.214,5.0261000000000005e-05,0.99995
-90232,Existing Customer,48,M,4,,Married,$80K - $120K,Blue,36,5,3,0,5288.0,866,4422.0,0.8690000000000001,1777,42,0.75,0.16399999999999998,7.6492e-05,0.99992
-90233,Existing Customer,44,M,5,Graduate,Married,$60K - $80K,Blue,32,4,5,3,11376.0,2006,9370.0,0.619,1302,27,0.8,0.17600000000000002,0.00034882,0.99965
-90234,Existing Customer,48,M,3,College,Married,$80K - $120K,Blue,41,4,5,3,12302.0,1632,10670.0,1.5090000000000001,1483,41,0.519,0.133,0.00034086,0.99966
-90235,Existing Customer,47,M,4,Graduate,Married,$60K - $80K,Silver,33,3,2,1,34516.0,1679,32837.0,0.623,1060,27,0.5,0.049,6.5045e-05,0.9999299999999999
+90226,Existing Customer,51,F,5,Post-Graduate,Married,Less than $40K,Blue,44,5,1,1,3449.0,1598,1851.0,0.971,1679,42,0.556,0.463,4.0349e-05,0.99996
+90227,Existing Customer,47,F,3,High School,Married,Less than $40K,Blue,34,2,1,2,6028.0,799,5229.0,0.819,1002,22,0.571,0.133,5.5559e-05,0.99994
+90228,Existing Customer,41,M,0,High School,,$120K +,Blue,36,3,2,3,18214.0,1998,16216.0,0.829,1344,21,1.1,0.11,0.0001597,0.99984
+90229,Existing Customer,53,M,3,Uneducated,Married,$80K - $120K,Blue,43,3,3,1,16393.0,1423,14970.0,1.642,1461,42,0.75,0.087,0.00011574,0.99988
+90230,Attrited Customer,68,M,0,High School,Married,Less than $40K,Blue,52,1,3,2,1438.3,900,538.3,0.743,760,21,0.615,0.626,0.99338,0.00662
+90231,Existing Customer,59,M,1,College,Married,$60K - $80K,Blue,36,4,1,2,7871.0,1687,6184.0,1.242,1428,22,1.444,0.214,5.0261e-05,0.99995
+90232,Existing Customer,48,M,4,,Married,$80K - $120K,Blue,36,5,3,0,5288.0,866,4422.0,0.869,1777,42,0.75,0.164,7.6492e-05,0.99992
+90233,Existing Customer,44,M,5,Graduate,Married,$60K - $80K,Blue,32,4,5,3,11376.0,2006,9370.0,0.619,1302,27,0.8,0.176,0.00034882,0.99965
+90234,Existing Customer,48,M,3,College,Married,$80K - $120K,Blue,41,4,5,3,12302.0,1632,10670.0,1.509,1483,41,0.519,0.133,0.00034086,0.99966
+90235,Existing Customer,47,M,4,Graduate,Married,$60K - $80K,Silver,33,3,2,1,34516.0,1679,32837.0,0.623,1060,27,0.5,0.049,6.5045e-05,0.99993
 90236,Existing Customer,47,M,2,Graduate,Married,$60K - $80K,Silver,32,4,2,2,34516.0,1468,33048.0,0.505,1330,32,0.684,0.043,0.00010284,0.9999
-90237,Existing Customer,43,F,1,High School,Divorced,Less than $40K,Silver,35,3,2,2,10514.0,1580,8934.0,0.504,1229,27,0.8,0.15,9.384399999999999e-05,0.9999100000000001
-90238,Attrited Customer,55,F,2,Graduate,Married,Less than $40K,Blue,43,2,4,3,1438.3,0,1438.3,0.7070000000000001,886,27,0.42100000000000004,0.0,0.9972700000000001,0.00272694
+90237,Existing Customer,43,F,1,High School,Divorced,Less than $40K,Silver,35,3,2,2,10514.0,1580,8934.0,0.504,1229,27,0.8,0.15,9.3844e-05,0.99991
+90238,Attrited Customer,55,F,2,Graduate,Married,Less than $40K,Blue,43,2,4,3,1438.3,0,1438.3,0.707,886,27,0.421,0.0,0.99727,0.00272694
 90239,Attrited Customer,59,M,2,Post-Graduate,Married,$60K - $80K,Blue,46,3,3,3,1438.3,0,1438.3,0.688,844,24,0.5,0.0,0.9972,0.00280059
-90240,Existing Customer,63,M,1,Graduate,Married,$40K - $60K,Blue,56,2,1,2,2619.0,1779,840.0,1.2590000000000001,1450,37,0.9470000000000001,0.679,5.1696999999999996e-05,0.99995
-90241,Existing Customer,58,M,2,College,Married,$120K +,Blue,53,2,3,0,24407.0,2395,22012.0,1.071,2311,48,0.7140000000000001,0.098,6.4511e-05,0.9999399999999999
-90242,Existing Customer,53,F,2,High School,Married,Less than $40K,Blue,36,4,1,2,2377.0,1649,728.0,0.93,1378,26,1.167,0.6940000000000001,5.3541999999999997e-05,0.99995
+90240,Existing Customer,63,M,1,Graduate,Married,$40K - $60K,Blue,56,2,1,2,2619.0,1779,840.0,1.259,1450,37,0.947,0.679,5.1697e-05,0.99995
+90241,Existing Customer,58,M,2,College,Married,$120K +,Blue,53,2,3,0,24407.0,2395,22012.0,1.071,2311,48,0.714,0.098,6.4511e-05,0.99994
+90242,Existing Customer,53,F,2,High School,Married,Less than $40K,Blue,36,4,1,2,2377.0,1649,728.0,0.93,1378,26,1.167,0.694,5.3542e-05,0.99995
 90243,Existing Customer,59,M,0,,,$80K - $120K,Silver,40,3,2,3,34516.0,1359,33157.0,1.327,1033,26,1.364,0.039,0.00016316,0.99984
-90244,Existing Customer,52,M,3,Graduate,Married,$120K +,Blue,47,5,3,3,11086.0,2207,8879.0,0.8690000000000001,1523,40,1.105,0.19899999999999998,0.0003139,0.99969
+90244,Existing Customer,52,M,3,Graduate,Married,$120K +,Blue,47,5,3,3,11086.0,2207,8879.0,0.869,1523,40,1.105,0.199,0.0003139,0.99969
 90245,Existing Customer,48,M,3,High School,Single,$60K - $80K,Blue,36,4,2,2,11432.0,2517,8915.0,0.615,1374,37,0.762,0.22,0.00011482,0.99989
-90246,Existing Customer,43,M,4,High School,Married,$40K - $60K,Blue,36,5,3,2,13258.0,1721,11537.0,0.9079999999999999,1080,21,1.3330000000000002,0.13,0.00018339,0.99982
-90247,Existing Customer,48,M,2,College,Single,Less than $40K,Blue,36,3,2,3,2571.0,1955,616.0,0.531,1234,24,0.7140000000000001,0.76,0.00018612,0.9998100000000001
-90248,Existing Customer,43,F,4,Graduate,Single,Less than $40K,Blue,31,5,2,0,5781.0,1168,4613.0,0.638,1600,32,0.455,0.20199999999999999,4.4033000000000003e-05,0.9999600000000001
-90249,Existing Customer,44,M,4,,Married,$60K - $80K,Blue,30,5,1,2,7872.0,2509,5363.0,0.971,1155,32,0.882,0.319,6.3492e-05,0.9999399999999999
-90250,Existing Customer,41,M,3,High School,Married,$80K - $120K,Blue,35,6,1,2,34516.0,1202,33314.0,0.603,1353,33,0.737,0.035,5.5558999999999994e-05,0.9999399999999999
-90251,Existing Customer,44,F,3,Uneducated,Divorced,Less than $40K,Silver,38,4,1,3,11127.0,1835,9292.0,2.3680000000000003,1546,25,1.273,0.165,8.9305e-05,0.9999100000000001
+90246,Existing Customer,43,M,4,High School,Married,$40K - $60K,Blue,36,5,3,2,13258.0,1721,11537.0,0.908,1080,21,1.333,0.13,0.00018339,0.99982
+90247,Existing Customer,48,M,2,College,Single,Less than $40K,Blue,36,3,2,3,2571.0,1955,616.0,0.531,1234,24,0.714,0.76,0.00018612,0.99981
+90248,Existing Customer,43,F,4,Graduate,Single,Less than $40K,Blue,31,5,2,0,5781.0,1168,4613.0,0.638,1600,32,0.455,0.202,4.4033e-05,0.99996
+90249,Existing Customer,44,M,4,,Married,$60K - $80K,Blue,30,5,1,2,7872.0,2509,5363.0,0.971,1155,32,0.882,0.319,6.3492e-05,0.99994
+90250,Existing Customer,41,M,3,High School,Married,$80K - $120K,Blue,35,6,1,2,34516.0,1202,33314.0,0.603,1353,33,0.737,0.035,5.5559e-05,0.99994
+90251,Existing Customer,44,F,3,Uneducated,Divorced,Less than $40K,Silver,38,4,1,3,11127.0,1835,9292.0,2.368,1546,25,1.273,0.165,8.9305e-05,0.99991
 90252,Existing Customer,50,M,2,,Single,$40K - $60K,Blue,43,2,1,3,1857.0,1603,254.0,0.579,1590,43,1.263,0.863,0.00010183,0.9999
 90253,Existing Customer,60,F,1,Uneducated,Married,Less than $40K,Blue,36,5,1,0,1913.0,1272,641.0,1.008,1448,22,1.0,0.665,1.9607e-05,0.99998
-90254,Existing Customer,44,M,4,Graduate,Single,$80K - $120K,Blue,24,5,3,0,3839.0,2295,1544.0,0.569,1271,24,0.7140000000000001,0.598,6.9589e-05,0.9999299999999999
-90255,Existing Customer,48,F,3,Graduate,Divorced,$40K - $60K,Blue,39,6,2,3,2115.0,1141,974.0,0.616,1223,20,0.5379999999999999,0.539,0.00019864,0.9998
-90256,Existing Customer,44,F,2,Graduate,Divorced,Less than $40K,Blue,27,5,2,2,1438.3,679,759.3,0.8590000000000001,1117,29,1.071,0.47200000000000003,0.00011382,0.99989
-90257,Existing Customer,41,M,2,High School,Single,$80K - $120K,Blue,28,4,3,0,27756.0,1789,25967.0,0.75,994,24,0.846,0.064,6.4505e-05,0.9999399999999999
-90258,Existing Customer,45,M,3,College,Single,$60K - $80K,Blue,32,4,1,2,1438.3,0,1438.3,0.81,1468,26,0.625,0.0,5.5564e-05,0.9999399999999999
-90259,Existing Customer,47,F,2,Uneducated,Divorced,Less than $40K,Silver,34,6,4,2,13878.0,2222,11656.0,0.853,1658,38,0.35700000000000004,0.16,0.00020195,0.9998
-90260,Existing Customer,51,F,2,Graduate,Married,Less than $40K,Blue,36,3,1,3,3106.0,1304,1802.0,0.604,1368,38,0.40700000000000003,0.42,9.2637e-05,0.9999100000000001
+90254,Existing Customer,44,M,4,Graduate,Single,$80K - $120K,Blue,24,5,3,0,3839.0,2295,1544.0,0.569,1271,24,0.714,0.598,6.9589e-05,0.99993
+90255,Existing Customer,48,F,3,Graduate,Divorced,$40K - $60K,Blue,39,6,2,3,2115.0,1141,974.0,0.616,1223,20,0.538,0.539,0.00019864,0.9998
+90256,Existing Customer,44,F,2,Graduate,Divorced,Less than $40K,Blue,27,5,2,2,1438.3,679,759.3,0.859,1117,29,1.071,0.472,0.00011382,0.99989
+90257,Existing Customer,41,M,2,High School,Single,$80K - $120K,Blue,28,4,3,0,27756.0,1789,25967.0,0.75,994,24,0.846,0.064,6.4505e-05,0.99994
+90258,Existing Customer,45,M,3,College,Single,$60K - $80K,Blue,32,4,1,2,1438.3,0,1438.3,0.81,1468,26,0.625,0.0,5.5564e-05,0.99994
+90259,Existing Customer,47,F,2,Uneducated,Divorced,Less than $40K,Silver,34,6,4,2,13878.0,2222,11656.0,0.853,1658,38,0.357,0.16,0.00020195,0.9998
+90260,Existing Customer,51,F,2,Graduate,Married,Less than $40K,Blue,36,3,1,3,3106.0,1304,1802.0,0.604,1368,38,0.407,0.42,9.2637e-05,0.99991
 90261,Existing Customer,51,M,2,Graduate,Married,$120K +,Blue,44,4,3,3,34516.0,1666,32850.0,0.613,1218,18,0.8,0.048,0.00030251,0.9997
-90262,Attrited Customer,60,F,1,Uneducated,Married,$40K - $60K,Blue,50,4,4,3,1438.3,1025,413.3,0.838,702,12,0.7140000000000001,0.713,0.9971700000000001,0.00282527
-90263,Existing Customer,57,M,2,,Married,$80K - $120K,Blue,46,2,3,0,18871.0,1740,17131.0,1.7269999999999999,1516,21,2.0,0.092,7.293600000000001e-05,0.9999299999999999
-90264,Existing Customer,41,M,5,Graduate,Single,$120K +,Blue,29,5,2,2,5207.0,1748,3459.0,1.073,1310,26,1.0,0.336,0.00011751,0.9998799999999999
-90265,Existing Customer,44,M,3,Post-Graduate,Divorced,$80K - $120K,Blue,36,6,2,2,17965.0,1644,16321.0,0.9209999999999999,1767,50,0.9229999999999999,0.092,0.00013897,0.9998600000000001
-90266,Existing Customer,43,M,1,College,Single,$60K - $80K,Blue,37,6,3,3,2733.0,1819,914.0,0.767,933,25,0.9229999999999999,0.6659999999999999,0.00027607,0.99972
-90267,Existing Customer,55,M,2,College,Married,$60K - $80K,Blue,48,4,3,2,8863.0,1301,7562.0,1.207,1512,27,1.455,0.147,0.00017488,0.9998299999999999
+90262,Attrited Customer,60,F,1,Uneducated,Married,$40K - $60K,Blue,50,4,4,3,1438.3,1025,413.3,0.838,702,12,0.714,0.713,0.99717,0.00282527
+90263,Existing Customer,57,M,2,,Married,$80K - $120K,Blue,46,2,3,0,18871.0,1740,17131.0,1.727,1516,21,2.0,0.092,7.2936e-05,0.99993
+90264,Existing Customer,41,M,5,Graduate,Single,$120K +,Blue,29,5,2,2,5207.0,1748,3459.0,1.073,1310,26,1.0,0.336,0.00011751,0.99988
+90265,Existing Customer,44,M,3,Post-Graduate,Divorced,$80K - $120K,Blue,36,6,2,2,17965.0,1644,16321.0,0.921,1767,50,0.923,0.092,0.00013897,0.99986
+90266,Existing Customer,43,M,1,College,Single,$60K - $80K,Blue,37,6,3,3,2733.0,1819,914.0,0.767,933,25,0.923,0.666,0.00027607,0.99972
+90267,Existing Customer,55,M,2,College,Married,$60K - $80K,Blue,48,4,3,2,8863.0,1301,7562.0,1.207,1512,27,1.455,0.147,0.00017488,0.99983
 90268,Attrited Customer,52,M,1,Uneducated,Married,$80K - $120K,Blue,36,2,3,3,1857.0,1833,24.0,0.723,829,17,0.7,0.987,0.99659,0.00341249
 90269,Existing Customer,44,M,3,Graduate,,$80K - $120K,Blue,33,3,3,3,34516.0,0,34516.0,0.483,1120,27,0.35,0.0,0.0003139,0.99969
-90270,Existing Customer,41,M,2,Uneducated,Married,$40K - $60K,Blue,30,5,3,3,11107.0,1222,9885.0,0.5379999999999999,1506,33,0.941,0.11,0.00031104,0.99969
-90271,Existing Customer,44,M,4,,Single,$80K - $120K,Blue,34,4,1,2,21573.0,1585,19988.0,0.621,1384,36,2.273,0.073,6.3492e-05,0.9999399999999999
+90270,Existing Customer,41,M,2,Uneducated,Married,$40K - $60K,Blue,30,5,3,3,11107.0,1222,9885.0,0.538,1506,33,0.941,0.11,0.00031104,0.99969
+90271,Existing Customer,44,M,4,,Single,$80K - $120K,Blue,34,4,1,2,21573.0,1585,19988.0,0.621,1384,36,2.273,0.073,6.3492e-05,0.99994
 90272,Attrited Customer,53,F,2,,Married,Less than $40K,Blue,33,2,3,3,2859.0,2517,342.0,0.993,817,30,0.667,0.88,0.997,0.00299743
 90273,Existing Customer,39,M,2,High School,Single,$80K - $120K,Blue,36,4,2,2,5269.0,1475,3794.0,1.148,2094,25,0.667,0.28,0.00011065,0.99989
-90274,Attrited Customer,49,M,5,College,Married,$40K - $60K,Blue,45,2,2,3,1438.3,0,1438.3,0.7340000000000001,815,21,0.615,0.0,0.99482,0.00518
-90275,Attrited Customer,45,F,2,College,Married,Less than $40K,Blue,36,1,3,2,3387.0,0,3387.0,0.789,510,24,0.6,0.0,0.9943200000000001,0.005679999999999999
-90276,Existing Customer,54,M,2,Graduate,Married,$80K - $120K,Blue,46,6,2,3,1982.0,1289,693.0,0.9390000000000001,1377,49,0.69,0.65,0.00019143,0.9998100000000001
-90277,Existing Customer,49,M,3,Uneducated,Single,$80K - $120K,Blue,43,2,2,2,4645.0,1650,2995.0,0.912,1193,33,0.65,0.355,0.00012144,0.9998799999999999
-90278,Existing Customer,46,F,3,Doctorate,Single,,Blue,36,6,3,2,2189.0,1666,523.0,0.34299999999999997,1287,36,0.636,0.7609999999999999,0.00027008,0.9997299999999999
+90274,Attrited Customer,49,M,5,College,Married,$40K - $60K,Blue,45,2,2,3,1438.3,0,1438.3,0.734,815,21,0.615,0.0,0.99482,0.00518
+90275,Attrited Customer,45,F,2,College,Married,Less than $40K,Blue,36,1,3,2,3387.0,0,3387.0,0.789,510,24,0.6,0.0,0.99432,0.00568
+90276,Existing Customer,54,M,2,Graduate,Married,$80K - $120K,Blue,46,6,2,3,1982.0,1289,693.0,0.939,1377,49,0.69,0.65,0.00019143,0.99981
+90277,Existing Customer,49,M,3,Uneducated,Single,$80K - $120K,Blue,43,2,2,2,4645.0,1650,2995.0,0.912,1193,33,0.65,0.355,0.00012144,0.99988
+90278,Existing Customer,46,F,3,Doctorate,Single,,Blue,36,6,3,2,2189.0,1666,523.0,0.343,1287,36,0.636,0.761,0.00027008,0.99973
 90279,Attrited Customer,46,M,4,High School,Married,$120K +,Blue,30,3,3,3,2442.0,0,2442.0,0.98,701,19,0.727,0.0,0.99677,0.00323086
-90280,Existing Customer,47,M,3,Graduate,Married,$60K - $80K,Blue,38,4,1,2,21304.0,1532,19772.0,1.018,1770,25,0.9229999999999999,0.07200000000000001,5.7151e-05,0.9999399999999999
-90281,Existing Customer,44,M,2,Doctorate,Single,$60K - $80K,Blue,36,5,1,2,7577.0,2480,5097.0,0.435,1409,35,0.16699999999999998,0.327,7.9702e-05,0.99992
-90282,Existing Customer,50,M,3,Post-Graduate,Single,$120K +,Blue,31,4,1,2,3234.0,1486,1748.0,0.868,1354,28,0.647,0.45899999999999996,6.724899999999999e-05,0.9999299999999999
-90283,Existing Customer,73,M,0,High School,Married,$40K - $60K,Blue,36,5,3,2,4469.0,1125,3344.0,1.3630000000000002,1765,34,1.615,0.252,0.00015005,0.99985
-90284,Existing Customer,56,M,3,,,$40K - $60K,Blue,46,6,3,4,2910.0,709,2201.0,0.5379999999999999,1192,27,0.588,0.244,0.00058851,0.99941
-90285,Attrited Customer,59,M,0,High School,Single,$40K - $60K,Blue,48,2,4,3,3616.0,1054,2562.0,0.616,687,17,0.545,0.29100000000000004,0.9967299999999999,0.00326713
+90280,Existing Customer,47,M,3,Graduate,Married,$60K - $80K,Blue,38,4,1,2,21304.0,1532,19772.0,1.018,1770,25,0.923,0.072,5.7151e-05,0.99994
+90281,Existing Customer,44,M,2,Doctorate,Single,$60K - $80K,Blue,36,5,1,2,7577.0,2480,5097.0,0.435,1409,35,0.167,0.327,7.9702e-05,0.99992
+90282,Existing Customer,50,M,3,Post-Graduate,Single,$120K +,Blue,31,4,1,2,3234.0,1486,1748.0,0.868,1354,28,0.647,0.459,6.7249e-05,0.99993
+90283,Existing Customer,73,M,0,High School,Married,$40K - $60K,Blue,36,5,3,2,4469.0,1125,3344.0,1.363,1765,34,1.615,0.252,0.00015005,0.99985
+90284,Existing Customer,56,M,3,,,$40K - $60K,Blue,46,6,3,4,2910.0,709,2201.0,0.538,1192,27,0.588,0.244,0.00058851,0.99941
+90285,Attrited Customer,59,M,0,High School,Single,$40K - $60K,Blue,48,2,4,3,3616.0,1054,2562.0,0.616,687,17,0.545,0.291,0.99673,0.00326713
 90286,Existing Customer,70,M,0,High School,Married,Less than $40K,Blue,56,3,2,3,3252.0,1495,1757.0,0.581,1227,15,0.875,0.46,0.0001597,0.99984
-90287,Existing Customer,55,F,2,High School,Married,Less than $40K,Blue,36,4,3,3,2358.0,1152,1206.0,0.9690000000000001,1737,26,1.6,0.489,0.00029408,0.99971
+90287,Existing Customer,55,F,2,High School,Married,Less than $40K,Blue,36,4,3,3,2358.0,1152,1206.0,0.969,1737,26,1.6,0.489,0.00029408,0.99971
 90288,Existing Customer,43,M,4,,Single,$60K - $80K,Blue,36,4,1,0,22322.0,953,21369.0,0.769,1348,34,1.125,0.043,2.342e-05,0.99998
-90289,Existing Customer,45,M,1,Uneducated,Single,$120K +,Blue,39,4,2,2,3133.0,1510,1623.0,0.609,1435,38,0.462,0.48200000000000004,0.00010985,0.99989
-90290,Existing Customer,45,F,2,Uneducated,Single,$40K - $60K,Blue,35,2,3,0,3540.0,849,2691.0,0.456,1321,28,0.75,0.24,6.8225e-05,0.9999299999999999
-90291,Existing Customer,40,M,1,Graduate,Married,$40K - $60K,Blue,23,6,3,2,6990.0,1378,5612.0,0.73,1479,29,0.611,0.19699999999999998,0.00016883,0.9998299999999999
-90292,Existing Customer,36,M,2,College,,$80K - $120K,Blue,22,2,2,3,34516.0,1652,32864.0,0.8540000000000001,1283,39,1.294,0.048,0.00018612,0.9998100000000001
+90289,Existing Customer,45,M,1,Uneducated,Single,$120K +,Blue,39,4,2,2,3133.0,1510,1623.0,0.609,1435,38,0.462,0.482,0.00010985,0.99989
+90290,Existing Customer,45,F,2,Uneducated,Single,$40K - $60K,Blue,35,2,3,0,3540.0,849,2691.0,0.456,1321,28,0.75,0.24,6.8225e-05,0.99993
+90291,Existing Customer,40,M,1,Graduate,Married,$40K - $60K,Blue,23,6,3,2,6990.0,1378,5612.0,0.73,1479,29,0.611,0.197,0.00016883,0.99983
+90292,Existing Customer,36,M,2,College,,$80K - $120K,Blue,22,2,2,3,34516.0,1652,32864.0,0.854,1283,39,1.294,0.048,0.00018612,0.99981
 90293,Attrited Customer,59,F,0,Post-Graduate,Married,$40K - $60K,Blue,40,1,4,1,1438.3,0,1438.3,1.038,689,23,0.353,0.0,0.9925,0.0075
 90294,Existing Customer,43,M,4,,Married,$60K - $80K,Blue,35,6,3,2,24396.0,1171,23225.0,0.655,965,17,1.125,0.048,0.00020735,0.99979
-90295,Existing Customer,46,F,1,,Married,Less than $40K,Blue,36,2,3,2,2474.0,2143,331.0,1.53,1541,40,1.0,0.866,0.00018558,0.9998100000000001
-90296,Existing Customer,41,M,2,Uneducated,Married,$40K - $60K,Blue,32,5,1,3,5214.0,795,4419.0,0.7070000000000001,1258,23,1.3,0.152,9.5249e-05,0.9999
-90297,Existing Customer,51,F,2,Graduate,Married,Less than $40K,Blue,46,5,2,2,5207.0,1650,3557.0,0.708,1339,20,0.5379999999999999,0.317,0.00011382,0.99989
+90295,Existing Customer,46,F,1,,Married,Less than $40K,Blue,36,2,3,2,2474.0,2143,331.0,1.53,1541,40,1.0,0.866,0.00018558,0.99981
+90296,Existing Customer,41,M,2,Uneducated,Married,$40K - $60K,Blue,32,5,1,3,5214.0,795,4419.0,0.707,1258,23,1.3,0.152,9.5249e-05,0.9999
+90297,Existing Customer,51,F,2,Graduate,Married,Less than $40K,Blue,46,5,2,2,5207.0,1650,3557.0,0.708,1339,20,0.538,0.317,0.00011382,0.99989
 90298,Existing Customer,51,F,3,,,Less than $40K,Blue,25,2,2,2,9512.0,1082,8430.0,0.701,1007,22,1.444,0.114,0.00012982,0.99987
-90299,Existing Customer,43,F,4,Graduate,Divorced,,Blue,23,6,3,2,3187.0,2430,757.0,0.617,1387,33,1.357,0.762,0.00018864,0.9998100000000001
+90299,Existing Customer,43,F,4,Graduate,Divorced,,Blue,23,6,3,2,3187.0,2430,757.0,0.617,1387,33,1.357,0.762,0.00018864,0.99981
 90300,Attrited Customer,64,F,0,High School,Married,$40K - $60K,Blue,53,1,3,3,3353.0,0,3353.0,1.021,960,18,0.385,0.0,0.99605,0.00394582
-90301,Existing Customer,54,M,5,Graduate,Married,$60K - $80K,Blue,38,3,3,3,2290.0,1434,856.0,0.9229999999999999,1119,18,3.5,0.626,0.00031231,0.99969
-90302,Existing Customer,48,M,3,,Single,$40K - $60K,Blue,43,6,1,3,5279.0,1115,4164.0,0.5489999999999999,1642,41,0.519,0.21100000000000002,0.00010566,0.99989
-90303,Existing Customer,40,M,2,Uneducated,Divorced,$60K - $80K,Blue,29,5,3,0,23603.0,0,23603.0,0.795,1382,31,1.067,0.0,6.8225e-05,0.9999299999999999
-90304,Existing Customer,57,M,0,Uneducated,Married,$40K - $60K,Blue,45,6,2,2,2601.0,0,2601.0,0.8140000000000001,1232,32,0.684,0.0,0.00010043,0.9999
-90305,Existing Customer,45,M,4,Graduate,Single,$80K - $120K,Blue,40,4,3,0,6363.0,1029,5334.0,0.838,1542,16,1.286,0.162,6.9589e-05,0.9999299999999999
+90301,Existing Customer,54,M,5,Graduate,Married,$60K - $80K,Blue,38,3,3,3,2290.0,1434,856.0,0.923,1119,18,3.5,0.626,0.00031231,0.99969
+90302,Existing Customer,48,M,3,,Single,$40K - $60K,Blue,43,6,1,3,5279.0,1115,4164.0,0.549,1642,41,0.519,0.211,0.00010566,0.99989
+90303,Existing Customer,40,M,2,Uneducated,Divorced,$60K - $80K,Blue,29,5,3,0,23603.0,0,23603.0,0.795,1382,31,1.067,0.0,6.8225e-05,0.99993
+90304,Existing Customer,57,M,0,Uneducated,Married,$40K - $60K,Blue,45,6,2,2,2601.0,0,2601.0,0.814,1232,32,0.684,0.0,0.00010043,0.9999
+90305,Existing Customer,45,M,4,Graduate,Single,$80K - $120K,Blue,40,4,3,0,6363.0,1029,5334.0,0.838,1542,16,1.286,0.162,6.9589e-05,0.99993
 90306,Existing Customer,41,M,3,High School,Single,$80K - $120K,Blue,36,4,3,3,8029.0,1576,6453.0,0.826,1094,32,0.524,0.196,0.00030516,0.99969
-90307,Existing Customer,42,F,4,Uneducated,Married,Less than $40K,Blue,31,2,2,2,2410.0,1769,641.0,0.759,1217,30,1.143,0.7340000000000001,0.00012274,0.9998799999999999
-90308,Attrited Customer,45,M,2,Graduate,Single,$60K - $80K,Blue,36,1,1,2,3401.0,0,3401.0,0.898,744,18,1.0,0.0,0.9821700000000001,0.017830000000000002
+90307,Existing Customer,42,F,4,Uneducated,Married,Less than $40K,Blue,31,2,2,2,2410.0,1769,641.0,0.759,1217,30,1.143,0.734,0.00012274,0.99988
+90308,Attrited Customer,45,M,2,Graduate,Single,$60K - $80K,Blue,36,1,1,2,3401.0,0,3401.0,0.898,744,18,1.0,0.0,0.98217,0.01783
 90309,Existing Customer,42,F,4,Uneducated,Married,Less than $40K,Blue,23,4,2,0,2260.0,1007,1253.0,0.84,1614,33,0.737,0.446,4.5275e-05,0.99995
-90310,Existing Customer,47,M,4,Uneducated,Divorced,$80K - $120K,Blue,30,5,2,2,17682.0,2481,15201.0,1.3019999999999998,1747,31,1.214,0.14,0.00012274,0.9998799999999999
-90311,Existing Customer,48,F,4,High School,Married,$40K - $60K,Blue,42,3,1,3,4206.0,1100,3106.0,0.5870000000000001,1144,22,1.0,0.262,9.444700000000001e-05,0.9999100000000001
+90310,Existing Customer,47,M,4,Uneducated,Divorced,$80K - $120K,Blue,30,5,2,2,17682.0,2481,15201.0,1.302,1747,31,1.214,0.14,0.00012274,0.99988
+90311,Existing Customer,48,F,4,High School,Married,$40K - $60K,Blue,42,3,1,3,4206.0,1100,3106.0,0.587,1144,22,1.0,0.262,9.4447e-05,0.99991
 90312,Existing Customer,43,M,1,Graduate,Single,$80K - $120K,Silver,37,4,3,2,34516.0,1440,33076.0,1.117,1575,34,2.4,0.042,0.00015255,0.99985
-90313,Existing Customer,41,M,4,High School,,$80K - $120K,Blue,36,4,3,0,23018.0,2168,20850.0,0.8590000000000001,1463,24,1.6669999999999998,0.094,6.765e-05,0.9999299999999999
-90314,Existing Customer,54,F,1,Uneducated,Married,$40K - $60K,Blue,44,5,2,3,5556.0,1711,3845.0,1.4340000000000002,1706,21,1.625,0.308,0.00018475,0.99982
+90313,Existing Customer,41,M,4,High School,,$80K - $120K,Blue,36,4,3,0,23018.0,2168,20850.0,0.859,1463,24,1.667,0.094,6.765e-05,0.99993
+90314,Existing Customer,54,F,1,Uneducated,Married,$40K - $60K,Blue,44,5,2,3,5556.0,1711,3845.0,1.434,1706,21,1.625,0.308,0.00018475,0.99982
 90315,Attrited Customer,54,F,2,High School,Married,,Blue,44,3,3,1,6094.0,0,6094.0,1.129,909,14,0.273,0.0,0.99061,0.00939
-90316,Existing Customer,61,M,0,Graduate,Married,$40K - $60K,Blue,52,3,1,2,2939.0,1999,940.0,2.145,2434,33,1.538,0.68,4.7263000000000005e-05,0.99995
-90317,Existing Customer,61,M,0,Uneducated,Married,$80K - $120K,Blue,48,2,1,0,5362.0,1274,4088.0,1.015,1876,41,0.7829999999999999,0.23800000000000002,1.7925e-05,0.99998
-90318,Attrited Customer,48,M,2,High School,Married,$120K +,Blue,36,3,3,3,27126.0,0,27126.0,0.953,1000,25,0.7859999999999999,0.0,0.99661,0.00338788
-90319,Existing Customer,45,F,4,Graduate,Single,Less than $40K,Blue,36,6,3,2,3342.0,2517,825.0,0.7709999999999999,1139,30,0.765,0.753,0.00018864,0.9998100000000001
+90316,Existing Customer,61,M,0,Graduate,Married,$40K - $60K,Blue,52,3,1,2,2939.0,1999,940.0,2.145,2434,33,1.538,0.68,4.7263e-05,0.99995
+90317,Existing Customer,61,M,0,Uneducated,Married,$80K - $120K,Blue,48,2,1,0,5362.0,1274,4088.0,1.015,1876,41,0.783,0.238,1.7925e-05,0.99998
+90318,Attrited Customer,48,M,2,High School,Married,$120K +,Blue,36,3,3,3,27126.0,0,27126.0,0.953,1000,25,0.786,0.0,0.99661,0.00338788
+90319,Existing Customer,45,F,4,Graduate,Single,Less than $40K,Blue,36,6,3,2,3342.0,2517,825.0,0.771,1139,30,0.765,0.753,0.00018864,0.99981
 90320,Attrited Customer,54,F,4,Graduate,Married,,Blue,40,6,2,2,2532.0,2221,311.0,0.491,799,21,0.235,0.877,0.99169,0.00831
-90321,Existing Customer,54,F,3,Doctorate,Married,,Blue,46,2,2,3,1900.0,1376,524.0,0.89,1881,45,0.607,0.7240000000000001,0.00028744,0.99971
-90322,Existing Customer,44,M,3,Graduate,Single,$60K - $80K,Blue,37,2,3,2,14546.0,1703,12843.0,0.955,1273,27,0.588,0.11699999999999999,0.00018665,0.9998100000000001
-90323,Existing Customer,50,F,4,Doctorate,Single,,Blue,36,2,3,2,2521.0,1608,913.0,0.5870000000000001,1328,33,0.5710000000000001,0.638,0.00027297,0.9997299999999999
-90324,Existing Customer,55,M,2,Doctorate,Married,$60K - $80K,Blue,36,3,4,3,16427.0,1682,14745.0,0.631,1579,36,1.1179999999999999,0.102,0.00052896,0.9994700000000001
-90325,Existing Customer,48,M,2,Graduate,,$40K - $60K,Blue,36,5,1,2,13068.0,1718,11350.0,0.607,937,28,0.556,0.131,5.5077e-05,0.9999399999999999
-90326,Existing Customer,45,M,2,College,Single,$60K - $80K,Blue,33,6,3,0,23218.0,1814,21404.0,1.178,1749,37,2.083,0.078,6.4511e-05,0.9999399999999999
-90327,Existing Customer,60,M,0,High School,Married,$40K - $60K,Blue,36,5,1,3,3281.0,837,2444.0,1.859,1424,29,1.4169999999999998,0.255,7.727899999999999e-05,0.99992
-90328,Existing Customer,55,M,2,High School,Married,$40K - $60K,Blue,47,5,3,2,3096.0,2217,879.0,0.799,2011,41,0.7829999999999999,0.716,0.00017486,0.9998299999999999
+90321,Existing Customer,54,F,3,Doctorate,Married,,Blue,46,2,2,3,1900.0,1376,524.0,0.89,1881,45,0.607,0.724,0.00028744,0.99971
+90322,Existing Customer,44,M,3,Graduate,Single,$60K - $80K,Blue,37,2,3,2,14546.0,1703,12843.0,0.955,1273,27,0.588,0.117,0.00018665,0.99981
+90323,Existing Customer,50,F,4,Doctorate,Single,,Blue,36,2,3,2,2521.0,1608,913.0,0.587,1328,33,0.571,0.638,0.00027297,0.99973
+90324,Existing Customer,55,M,2,Doctorate,Married,$60K - $80K,Blue,36,3,4,3,16427.0,1682,14745.0,0.631,1579,36,1.118,0.102,0.00052896,0.99947
+90325,Existing Customer,48,M,2,Graduate,,$40K - $60K,Blue,36,5,1,2,13068.0,1718,11350.0,0.607,937,28,0.556,0.131,5.5077e-05,0.99994
+90326,Existing Customer,45,M,2,College,Single,$60K - $80K,Blue,33,6,3,0,23218.0,1814,21404.0,1.178,1749,37,2.083,0.078,6.4511e-05,0.99994
+90327,Existing Customer,60,M,0,High School,Married,$40K - $60K,Blue,36,5,1,3,3281.0,837,2444.0,1.859,1424,29,1.417,0.255,7.7279e-05,0.99992
+90328,Existing Customer,55,M,2,High School,Married,$40K - $60K,Blue,47,5,3,2,3096.0,2217,879.0,0.799,2011,41,0.783,0.716,0.00017486,0.99983
 90329,Existing Customer,62,F,0,High School,Married,$40K - $60K,Blue,52,5,2,3,2052.0,1250,802.0,0.728,1208,31,0.632,0.609,0.0001597,0.99984
-90330,Existing Customer,38,F,1,High School,,Less than $40K,Blue,30,2,3,0,1438.3,583,855.3,0.888,1259,24,1.0,0.405,6.0547e-05,0.9999399999999999
+90330,Existing Customer,38,F,1,High School,,Less than $40K,Blue,30,2,3,0,1438.3,583,855.3,0.888,1259,24,1.0,0.405,6.0547e-05,0.99994
 90331,Existing Customer,46,M,3,High School,Single,$40K - $60K,Blue,39,2,3,2,9432.0,1418,8014.0,0.612,1319,26,0.368,0.15,0.00018145,0.99982
-90332,Existing Customer,50,M,0,High School,Single,$120K +,Silver,45,5,2,3,14938.0,2303,12635.0,0.804,949,27,2.0,0.154,0.0001443,0.9998600000000001
-90333,Existing Customer,45,M,2,Uneducated,Married,$60K - $80K,Blue,36,5,3,2,2221.0,1343,878.0,0.8690000000000001,1338,30,1.308,0.605,0.00018494,0.99982
+90332,Existing Customer,50,M,0,High School,Single,$120K +,Silver,45,5,2,3,14938.0,2303,12635.0,0.804,949,27,2.0,0.154,0.0001443,0.99986
+90333,Existing Customer,45,M,2,Uneducated,Married,$60K - $80K,Blue,36,5,3,2,2221.0,1343,878.0,0.869,1338,30,1.308,0.605,0.00018494,0.99982
 90334,Existing Customer,47,M,3,Post-Graduate,Divorced,$60K - $80K,Blue,37,6,3,0,5731.0,1577,4154.0,0.657,1554,26,0.444,0.275,8.1018e-05,0.99992
-90335,Existing Customer,48,M,4,College,Married,$60K - $80K,Gold,33,2,2,3,34516.0,2061,32455.0,0.722,1350,32,0.455,0.06,0.00022488,0.9997799999999999
-90336,Existing Customer,35,M,3,Uneducated,Married,$60K - $80K,Blue,22,5,2,2,6985.0,1130,5855.0,0.963,1694,44,0.76,0.162,0.00012144,0.9998799999999999
-90337,Existing Customer,51,M,2,Graduate,Married,$120K +,Blue,42,3,3,0,24221.0,1707,22514.0,0.816,1678,40,0.5379999999999999,0.07,6.6354e-05,0.9999299999999999
+90335,Existing Customer,48,M,4,College,Married,$60K - $80K,Gold,33,2,2,3,34516.0,2061,32455.0,0.722,1350,32,0.455,0.06,0.00022488,0.99978
+90336,Existing Customer,35,M,3,Uneducated,Married,$60K - $80K,Blue,22,5,2,2,6985.0,1130,5855.0,0.963,1694,44,0.76,0.162,0.00012144,0.99988
+90337,Existing Customer,51,M,2,Graduate,Married,$120K +,Blue,42,3,3,0,24221.0,1707,22514.0,0.816,1678,40,0.538,0.07,6.6354e-05,0.99993
 90338,Existing Customer,36,F,3,High School,Married,,Blue,24,4,1,1,15439.0,0,15439.0,0.742,2069,43,0.536,0.0,3.3505e-05,0.99997
-90339,Existing Customer,47,M,4,Graduate,Single,$80K - $120K,Blue,36,6,3,2,21637.0,2030,19607.0,0.7759999999999999,1222,23,0.43799999999999994,0.094,0.00018864,0.9998100000000001
-90340,Existing Customer,52,M,2,Graduate,Single,$120K +,Blue,37,2,3,2,14543.0,0,14543.0,0.7879999999999999,1536,37,0.423,0.0,0.00017987,0.99982
-90341,Existing Customer,43,F,4,Uneducated,Married,Less than $40K,Blue,36,2,1,1,9684.0,2475,7209.0,0.6970000000000001,1400,31,2.1,0.256,3.5816e-05,0.9999600000000001
-90342,Existing Customer,63,M,2,High School,Married,$40K - $60K,Blue,36,2,2,2,5007.0,930,4077.0,0.885,1050,28,1.1540000000000001,0.18600000000000003,0.00011065,0.99989
-90343,Existing Customer,61,M,0,Graduate,Married,$60K - $80K,Blue,54,3,2,0,1616.0,1047,569.0,0.9840000000000001,1389,33,1.2,0.648,3.6029000000000004e-05,0.9999600000000001
-90344,Existing Customer,53,M,2,Uneducated,Single,$60K - $80K,Blue,40,5,2,2,19116.0,0,19116.0,0.6559999999999999,1184,29,0.611,0.0,0.00011703,0.9998799999999999
-90345,Existing Customer,53,F,3,Graduate,Married,Less than $40K,Blue,47,5,6,2,2759.0,2223,536.0,1.32,2093,42,1.0,0.8059999999999999,0.00014734,0.99985
-90346,Attrited Customer,57,M,3,Graduate,Married,$120K +,Blue,38,2,3,3,8249.0,1381,6868.0,0.7979999999999999,678,11,0.833,0.16699999999999998,0.9968299999999999,0.00317458
-90347,Existing Customer,38,F,2,Graduate,Single,,Blue,31,2,3,2,14041.0,2154,11887.0,1.084,1467,29,1.4169999999999998,0.153,0.00017987,0.99982
-90348,Existing Customer,53,M,3,High School,Married,$60K - $80K,Blue,43,5,3,2,5264.0,2169,3095.0,0.374,1219,27,0.5,0.41200000000000003,0.00018145,0.99982
-90349,Existing Customer,63,F,0,,Married,Less than $40K,Blue,54,4,2,1,2420.0,1912,508.0,1.256,1730,36,0.565,0.79,6.4745e-05,0.9999399999999999
-90350,Existing Customer,49,F,4,High School,Married,Less than $40K,Blue,43,4,2,0,2826.0,2070,756.0,0.541,1025,28,0.647,0.732,4.2806e-05,0.9999600000000001
-90351,Existing Customer,45,M,2,High School,Married,$80K - $120K,Blue,34,5,5,2,12518.0,1539,10979.0,0.645,1165,33,0.833,0.12300000000000001,0.0001953,0.9998
-90352,Existing Customer,67,M,0,Graduate,Married,$40K - $60K,Blue,56,4,2,1,5876.0,1297,4579.0,1.012,2133,55,0.7190000000000001,0.221,5.8902e-05,0.9999399999999999
-90353,Existing Customer,48,M,3,Graduate,Single,$80K - $120K,Silver,37,3,2,3,34516.0,0,34516.0,0.44799999999999995,1122,13,0.182,0.0,0.00017949,0.99982
-90354,Existing Customer,51,F,2,Uneducated,Divorced,Less than $40K,Blue,38,4,1,2,9648.0,1926,7722.0,0.5489999999999999,1083,22,1.75,0.2,5.663e-05,0.9999399999999999
-90355,Existing Customer,52,M,2,High School,Single,$80K - $120K,Silver,40,3,3,3,34516.0,2177,32339.0,1.32,1234,23,1.875,0.063,0.00026573,0.9997299999999999
-90356,Existing Customer,55,F,2,Uneducated,Married,,Blue,35,3,3,0,3025.0,2376,649.0,1.252,1277,23,1.875,0.785,6.8225e-05,0.9999299999999999
-90357,Existing Customer,34,M,3,High School,Married,$60K - $80K,Blue,26,4,3,3,3265.0,2517,748.0,0.9520000000000001,1843,35,0.9440000000000001,0.7709999999999999,0.00030516,0.99969
-90358,Existing Customer,56,M,1,Uneducated,Married,$120K +,Blue,36,3,2,2,6041.0,1355,4686.0,0.685,1747,49,0.581,0.22399999999999998,0.00010985,0.99989
+90339,Existing Customer,47,M,4,Graduate,Single,$80K - $120K,Blue,36,6,3,2,21637.0,2030,19607.0,0.776,1222,23,0.438,0.094,0.00018864,0.99981
+90340,Existing Customer,52,M,2,Graduate,Single,$120K +,Blue,37,2,3,2,14543.0,0,14543.0,0.788,1536,37,0.423,0.0,0.00017987,0.99982
+90341,Existing Customer,43,F,4,Uneducated,Married,Less than $40K,Blue,36,2,1,1,9684.0,2475,7209.0,0.697,1400,31,2.1,0.256,3.5816e-05,0.99996
+90342,Existing Customer,63,M,2,High School,Married,$40K - $60K,Blue,36,2,2,2,5007.0,930,4077.0,0.885,1050,28,1.154,0.186,0.00011065,0.99989
+90343,Existing Customer,61,M,0,Graduate,Married,$60K - $80K,Blue,54,3,2,0,1616.0,1047,569.0,0.984,1389,33,1.2,0.648,3.6029e-05,0.99996
+90344,Existing Customer,53,M,2,Uneducated,Single,$60K - $80K,Blue,40,5,2,2,19116.0,0,19116.0,0.656,1184,29,0.611,0.0,0.00011703,0.99988
+90345,Existing Customer,53,F,3,Graduate,Married,Less than $40K,Blue,47,5,6,2,2759.0,2223,536.0,1.32,2093,42,1.0,0.806,0.00014734,0.99985
+90346,Attrited Customer,57,M,3,Graduate,Married,$120K +,Blue,38,2,3,3,8249.0,1381,6868.0,0.798,678,11,0.833,0.167,0.99683,0.00317458
+90347,Existing Customer,38,F,2,Graduate,Single,,Blue,31,2,3,2,14041.0,2154,11887.0,1.084,1467,29,1.417,0.153,0.00017987,0.99982
+90348,Existing Customer,53,M,3,High School,Married,$60K - $80K,Blue,43,5,3,2,5264.0,2169,3095.0,0.374,1219,27,0.5,0.412,0.00018145,0.99982
+90349,Existing Customer,63,F,0,,Married,Less than $40K,Blue,54,4,2,1,2420.0,1912,508.0,1.256,1730,36,0.565,0.79,6.4745e-05,0.99994
+90350,Existing Customer,49,F,4,High School,Married,Less than $40K,Blue,43,4,2,0,2826.0,2070,756.0,0.541,1025,28,0.647,0.732,4.2806e-05,0.99996
+90351,Existing Customer,45,M,2,High School,Married,$80K - $120K,Blue,34,5,5,2,12518.0,1539,10979.0,0.645,1165,33,0.833,0.123,0.0001953,0.9998
+90352,Existing Customer,67,M,0,Graduate,Married,$40K - $60K,Blue,56,4,2,1,5876.0,1297,4579.0,1.012,2133,55,0.719,0.221,5.8902e-05,0.99994
+90353,Existing Customer,48,M,3,Graduate,Single,$80K - $120K,Silver,37,3,2,3,34516.0,0,34516.0,0.448,1122,13,0.182,0.0,0.00017949,0.99982
+90354,Existing Customer,51,F,2,Uneducated,Divorced,Less than $40K,Blue,38,4,1,2,9648.0,1926,7722.0,0.549,1083,22,1.75,0.2,5.663e-05,0.99994
+90355,Existing Customer,52,M,2,High School,Single,$80K - $120K,Silver,40,3,3,3,34516.0,2177,32339.0,1.32,1234,23,1.875,0.063,0.00026573,0.99973
+90356,Existing Customer,55,F,2,Uneducated,Married,,Blue,35,3,3,0,3025.0,2376,649.0,1.252,1277,23,1.875,0.785,6.8225e-05,0.99993
+90357,Existing Customer,34,M,3,High School,Married,$60K - $80K,Blue,26,4,3,3,3265.0,2517,748.0,0.952,1843,35,0.944,0.771,0.00030516,0.99969
+90358,Existing Customer,56,M,1,Uneducated,Married,$120K +,Blue,36,3,2,2,6041.0,1355,4686.0,0.685,1747,49,0.581,0.224,0.00010985,0.99989
 90359,Existing Customer,44,F,2,Post-Graduate,Married,Less than $40K,Blue,36,3,3,2,2293.0,1823,470.0,0.617,1166,22,1.444,0.795,0.00021165,0.99979
-90360,Existing Customer,47,M,3,Post-Graduate,,$80K - $120K,Blue,36,6,2,2,13399.0,2505,10894.0,0.627,1326,31,0.8240000000000001,0.187,0.00013897,0.9998600000000001
-90361,Existing Customer,46,F,3,,Married,Less than $40K,Blue,38,4,3,3,4317.0,2517,1800.0,0.9440000000000001,1619,36,1.0,0.583,0.00034503,0.99965
-90362,Existing Customer,43,F,3,Graduate,Single,$40K - $60K,Blue,29,5,2,0,3378.0,1069,2309.0,0.581,1285,16,0.33299999999999996,0.316,4.3568e-05,0.9999600000000001
-90363,Existing Customer,50,F,1,Graduate,Single,Less than $40K,Blue,36,4,1,3,5012.0,2242,2770.0,0.816,1142,28,1.0,0.447,8.6952e-05,0.9999100000000001
+90360,Existing Customer,47,M,3,Post-Graduate,,$80K - $120K,Blue,36,6,2,2,13399.0,2505,10894.0,0.627,1326,31,0.824,0.187,0.00013897,0.99986
+90361,Existing Customer,46,F,3,,Married,Less than $40K,Blue,38,4,3,3,4317.0,2517,1800.0,0.944,1619,36,1.0,0.583,0.00034503,0.99965
+90362,Existing Customer,43,F,3,Graduate,Single,$40K - $60K,Blue,29,5,2,0,3378.0,1069,2309.0,0.581,1285,16,0.333,0.316,4.3568e-05,0.99996
+90363,Existing Customer,50,F,1,Graduate,Single,Less than $40K,Blue,36,4,1,3,5012.0,2242,2770.0,0.816,1142,28,1.0,0.447,8.6952e-05,0.99991
 90364,Existing Customer,38,F,4,Uneducated,Single,Less than $40K,Blue,30,4,1,0,2569.0,1605,964.0,0.574,1190,46,0.643,0.625,2.1907e-05,0.99998
-90365,Existing Customer,53,F,1,Graduate,Single,Less than $40K,Blue,45,3,1,2,3471.0,1785,1686.0,1.051,1052,24,0.7140000000000001,0.514,5.1696999999999996e-05,0.99995
-90366,Existing Customer,43,M,5,Graduate,Divorced,$120K +,Silver,31,5,3,3,34516.0,1699,32817.0,0.7709999999999999,1628,38,0.727,0.049,0.00028220000000000003,0.99972
+90365,Existing Customer,53,F,1,Graduate,Single,Less than $40K,Blue,45,3,1,2,3471.0,1785,1686.0,1.051,1052,24,0.714,0.514,5.1697e-05,0.99995
+90366,Existing Customer,43,M,5,Graduate,Divorced,$120K +,Silver,31,5,3,3,34516.0,1699,32817.0,0.771,1628,38,0.727,0.049,0.0002822,0.99972
 90367,Existing Customer,53,M,1,High School,Married,$120K +,Blue,36,6,3,2,3312.0,1844,1468.0,0.986,1740,32,0.882,0.557,0.00016413,0.99984
-90368,Existing Customer,56,F,1,Graduate,Married,Less than $40K,Blue,38,4,3,3,2578.0,2462,116.0,1.7069999999999999,1378,29,0.812,0.955,0.00028395,0.99972
+90368,Existing Customer,56,F,1,Graduate,Married,Less than $40K,Blue,38,4,3,3,2578.0,2462,116.0,1.707,1378,29,0.812,0.955,0.00028395,0.99972
 90369,Attrited Customer,54,M,2,,Married,$40K - $60K,Blue,44,4,3,2,2902.0,2517,385.0,0.821,996,26,0.444,0.867,0.99497,0.00503
-90370,Existing Customer,57,F,3,High School,Married,Less than $40K,Blue,39,3,2,1,2742.0,2321,421.0,1.315,1389,32,0.6,0.846,6.9242e-05,0.9999299999999999
-90371,Existing Customer,62,M,1,High School,Married,Less than $40K,Blue,53,5,3,3,2077.0,1571,506.0,1.031,1365,38,1.0,0.7559999999999999,0.00027604,0.99972
-90372,Existing Customer,46,F,4,Graduate,Single,Less than $40K,Blue,40,5,1,2,6265.0,1942,4323.0,1.0270000000000001,1715,43,0.87,0.31,5.7762e-05,0.9999399999999999
-90373,Existing Customer,49,M,2,Uneducated,Married,$60K - $80K,Blue,44,6,3,0,7819.0,1560,6259.0,0.8270000000000001,1582,25,0.7859999999999999,0.2,6.8225e-05,0.9999299999999999
-90374,Existing Customer,52,M,3,Graduate,Single,$80K - $120K,Blue,42,6,3,3,2731.0,1692,1039.0,0.62,1220,22,0.6920000000000001,0.62,0.0003139,0.99969
-90375,Attrited Customer,58,M,1,Uneducated,Married,$40K - $60K,Blue,36,2,4,3,1438.3,537,901.3,0.8190000000000001,715,13,0.182,0.373,0.9971700000000001,0.00282527
-90376,Existing Customer,54,M,0,High School,Married,$80K - $120K,Blue,36,3,1,2,16286.0,1710,14576.0,1.2229999999999999,2552,49,1.227,0.105,4.5946000000000004e-05,0.99995
+90370,Existing Customer,57,F,3,High School,Married,Less than $40K,Blue,39,3,2,1,2742.0,2321,421.0,1.315,1389,32,0.6,0.846,6.9242e-05,0.99993
+90371,Existing Customer,62,M,1,High School,Married,Less than $40K,Blue,53,5,3,3,2077.0,1571,506.0,1.031,1365,38,1.0,0.756,0.00027604,0.99972
+90372,Existing Customer,46,F,4,Graduate,Single,Less than $40K,Blue,40,5,1,2,6265.0,1942,4323.0,1.027,1715,43,0.87,0.31,5.7762e-05,0.99994
+90373,Existing Customer,49,M,2,Uneducated,Married,$60K - $80K,Blue,44,6,3,0,7819.0,1560,6259.0,0.827,1582,25,0.786,0.2,6.8225e-05,0.99993
+90374,Existing Customer,52,M,3,Graduate,Single,$80K - $120K,Blue,42,6,3,3,2731.0,1692,1039.0,0.62,1220,22,0.692,0.62,0.0003139,0.99969
+90375,Attrited Customer,58,M,1,Uneducated,Married,$40K - $60K,Blue,36,2,4,3,1438.3,537,901.3,0.819,715,13,0.182,0.373,0.99717,0.00282527
+90376,Existing Customer,54,M,0,High School,Married,$80K - $120K,Blue,36,3,1,2,16286.0,1710,14576.0,1.223,2552,49,1.227,0.105,4.5946e-05,0.99995
 90377,Existing Customer,49,M,1,Graduate,Married,$120K +,Blue,39,3,2,3,34516.0,0,34516.0,0.507,1106,31,0.938,0.0,0.00017969,0.99982
-90378,Existing Customer,58,F,3,High School,Married,Less than $40K,Blue,47,6,1,0,2609.0,2439,170.0,1.2690000000000001,1731,34,1.8330000000000002,0.935,2.0494e-05,0.99998
-90379,Existing Customer,52,M,2,High School,Single,$60K - $80K,Blue,45,5,3,2,7567.0,1173,6394.0,0.541,1435,32,0.6,0.155,0.00017486,0.9998299999999999
-90380,Existing Customer,41,M,5,High School,Married,$60K - $80K,Blue,33,5,3,3,22770.0,2517,20253.0,0.9940000000000001,1882,38,0.652,0.111,0.00030361,0.9997
+90378,Existing Customer,58,F,3,High School,Married,Less than $40K,Blue,47,6,1,0,2609.0,2439,170.0,1.269,1731,34,1.833,0.935,2.0494e-05,0.99998
+90379,Existing Customer,52,M,2,High School,Single,$60K - $80K,Blue,45,5,3,2,7567.0,1173,6394.0,0.541,1435,32,0.6,0.155,0.00017486,0.99983
+90380,Existing Customer,41,M,5,High School,Married,$60K - $80K,Blue,33,5,3,3,22770.0,2517,20253.0,0.994,1882,38,0.652,0.111,0.00030361,0.9997
 90381,Existing Customer,62,F,0,Uneducated,Married,Less than $40K,Blue,50,5,1,2,3791.0,1648,2143.0,1.227,2058,34,0.789,0.435,4.8595e-05,0.99995
-90382,Existing Customer,54,M,2,Graduate,Married,Less than $40K,Blue,39,4,4,2,2702.0,2517,185.0,1.0190000000000001,1658,32,1.462,0.932,0.00021738,0.9997799999999999
-90383,Existing Customer,40,F,3,High School,Divorced,Less than $40K,Blue,35,3,1,3,2555.0,2117,438.0,1.0490000000000002,1334,32,0.6,0.8290000000000001,9.344799999999999e-05,0.9999100000000001
-90384,Existing Customer,43,M,3,Graduate,Married,$80K - $120K,Blue,26,5,3,2,2355.0,1090,1265.0,0.7509999999999999,1441,29,0.812,0.46299999999999997,0.00018665,0.9998100000000001
-90385,Existing Customer,53,F,2,Graduate,Single,$40K - $60K,Blue,42,6,2,0,5332.0,0,5332.0,0.9390000000000001,1371,39,1.167,0.0,4.1986e-05,0.9999600000000001
-90386,Existing Customer,55,M,1,Uneducated,Single,$40K - $60K,Blue,49,6,3,2,1443.0,1375,68.0,0.6829999999999999,1991,38,0.583,0.953,0.0001736,0.9998299999999999
+90382,Existing Customer,54,M,2,Graduate,Married,Less than $40K,Blue,39,4,4,2,2702.0,2517,185.0,1.019,1658,32,1.462,0.932,0.00021738,0.99978
+90383,Existing Customer,40,F,3,High School,Divorced,Less than $40K,Blue,35,3,1,3,2555.0,2117,438.0,1.049,1334,32,0.6,0.829,9.3448e-05,0.99991
+90384,Existing Customer,43,M,3,Graduate,Married,$80K - $120K,Blue,26,5,3,2,2355.0,1090,1265.0,0.751,1441,29,0.812,0.463,0.00018665,0.99981
+90385,Existing Customer,53,F,2,Graduate,Single,$40K - $60K,Blue,42,6,2,0,5332.0,0,5332.0,0.939,1371,39,1.167,0.0,4.1986e-05,0.99996
+90386,Existing Customer,55,M,1,Uneducated,Single,$40K - $60K,Blue,49,6,3,2,1443.0,1375,68.0,0.683,1991,38,0.583,0.953,0.0001736,0.99983
 90387,Existing Customer,46,M,4,Graduate,Single,$60K - $80K,Blue,39,6,2,3,10741.0,755,9986.0,1.166,1278,22,1.444,0.07,0.00020077,0.9998
-90388,Existing Customer,41,M,1,Uneducated,Married,$60K - $80K,Blue,25,3,2,0,7984.0,1503,6481.0,0.797,1734,39,1.167,0.188,4.0521e-05,0.9999600000000001
-90389,Existing Customer,49,M,3,Uneducated,Single,$60K - $80K,Blue,32,3,2,2,18584.0,2517,16067.0,0.703,1330,34,1.125,0.135,0.00012144,0.9998799999999999
-90390,Existing Customer,61,F,0,Graduate,Married,,Blue,56,4,1,3,5585.0,1465,4120.0,1.5030000000000001,1787,31,0.722,0.262,7.9494e-05,0.99992
-90391,Existing Customer,46,M,2,Uneducated,Married,$80K - $120K,Blue,38,6,3,2,34516.0,2165,32351.0,0.8370000000000001,1672,32,0.524,0.063,0.00018494,0.99982
-90392,Existing Customer,50,F,1,Uneducated,Married,Less than $40K,Blue,43,6,3,4,1438.3,0,1438.3,1.068,1439,41,1.05,0.0,0.0004980000000000001,0.9995
+90388,Existing Customer,41,M,1,Uneducated,Married,$60K - $80K,Blue,25,3,2,0,7984.0,1503,6481.0,0.797,1734,39,1.167,0.188,4.0521e-05,0.99996
+90389,Existing Customer,49,M,3,Uneducated,Single,$60K - $80K,Blue,32,3,2,2,18584.0,2517,16067.0,0.703,1330,34,1.125,0.135,0.00012144,0.99988
+90390,Existing Customer,61,F,0,Graduate,Married,,Blue,56,4,1,3,5585.0,1465,4120.0,1.503,1787,31,0.722,0.262,7.9494e-05,0.99992
+90391,Existing Customer,46,M,2,Uneducated,Married,$80K - $120K,Blue,38,6,3,2,34516.0,2165,32351.0,0.837,1672,32,0.524,0.063,0.00018494,0.99982
+90392,Existing Customer,50,F,1,Uneducated,Married,Less than $40K,Blue,43,6,3,4,1438.3,0,1438.3,1.068,1439,41,1.05,0.0,0.000498,0.9995
 90393,Existing Customer,40,M,2,Graduate,Single,$80K - $120K,Blue,24,5,1,0,2478.0,2031,447.0,1.284,1558,31,0.938,0.82,2.0316e-05,0.99998
-90394,Existing Customer,51,M,4,High School,Single,$120K +,Blue,46,6,3,3,34516.0,2274,32242.0,0.7879999999999999,1795,47,0.679,0.066,0.00030842,0.99969
-90395,Existing Customer,50,F,2,Graduate,Married,$40K - $60K,Blue,44,6,2,3,2339.0,1440,899.0,0.431,893,22,0.375,0.616,0.00019143,0.9998100000000001
-90396,Existing Customer,47,F,2,Graduate,Married,Less than $40K,Blue,36,6,3,2,2726.0,0,2726.0,0.8440000000000001,1099,27,0.588,0.0,0.00017987,0.99982
+90394,Existing Customer,51,M,4,High School,Single,$120K +,Blue,46,6,3,3,34516.0,2274,32242.0,0.788,1795,47,0.679,0.066,0.00030842,0.99969
+90395,Existing Customer,50,F,2,Graduate,Married,$40K - $60K,Blue,44,6,2,3,2339.0,1440,899.0,0.431,893,22,0.375,0.616,0.00019143,0.99981
+90396,Existing Customer,47,F,2,Graduate,Married,Less than $40K,Blue,36,6,3,2,2726.0,0,2726.0,0.844,1099,27,0.588,0.0,0.00017987,0.99982
 90397,Existing Customer,43,M,4,,Married,$120K +,Blue,39,3,3,3,14881.0,848,14033.0,0.762,1408,23,1.091,0.057,0.00034872,0.99965
-90398,Existing Customer,36,F,4,Graduate,Married,$40K - $60K,Blue,36,6,3,3,1628.0,969,659.0,0.9990000000000001,1893,15,2.75,0.595,0.00031726,0.9996799999999999
+90398,Existing Customer,36,F,4,Graduate,Married,$40K - $60K,Blue,36,6,3,3,1628.0,969,659.0,0.999,1893,15,2.75,0.595,0.00031726,0.99968
 90399,Existing Customer,47,F,2,Graduate,Married,Less than $40K,Blue,34,5,2,2,3156.0,1644,1512.0,1.052,1151,31,1.385,0.521,0.00011382,0.99989
-90400,Existing Customer,46,F,2,Graduate,Single,Less than $40K,Blue,41,5,3,0,4745.0,1270,3475.0,0.93,1519,31,0.938,0.268,6.6354e-05,0.9999299999999999
-90401,Existing Customer,46,M,2,High School,Married,$120K +,Blue,36,5,3,2,19727.0,1785,17942.0,0.5720000000000001,1245,25,0.7859999999999999,0.09,0.00017486,0.9998299999999999
-90402,Existing Customer,52,M,0,Uneducated,Married,$60K - $80K,Blue,36,3,3,2,22720.0,793,21927.0,0.685,1102,27,0.28600000000000003,0.035,0.00015871,0.99984
-90403,Existing Customer,43,M,4,,Married,$40K - $60K,Blue,36,5,3,0,8129.0,1799,6330.0,0.5660000000000001,1402,33,0.737,0.221,7.6492e-05,0.99992
-90404,Existing Customer,40,F,4,Graduate,Single,Less than $40K,Blue,27,6,2,3,3751.0,1521,2230.0,0.9740000000000001,1060,30,1.308,0.405,0.00020077,0.9998
-90405,Existing Customer,54,F,4,High School,Married,Less than $40K,Blue,36,3,5,3,1594.0,1411,183.0,0.8170000000000001,1459,35,1.188,0.885,0.00034447,0.99966
-90406,Existing Customer,55,F,1,High School,Single,Less than $40K,Blue,43,4,2,0,2569.0,1403,1166.0,0.8859999999999999,1456,39,0.444,0.546,3.8311e-05,0.9999600000000001
-90407,Existing Customer,49,F,4,Post-Graduate,Single,,Blue,44,6,3,2,18206.0,1586,16620.0,0.9209999999999999,1439,48,1.0,0.087,0.00022196,0.9997799999999999
+90400,Existing Customer,46,F,2,Graduate,Single,Less than $40K,Blue,41,5,3,0,4745.0,1270,3475.0,0.93,1519,31,0.938,0.268,6.6354e-05,0.99993
+90401,Existing Customer,46,M,2,High School,Married,$120K +,Blue,36,5,3,2,19727.0,1785,17942.0,0.572,1245,25,0.786,0.09,0.00017486,0.99983
+90402,Existing Customer,52,M,0,Uneducated,Married,$60K - $80K,Blue,36,3,3,2,22720.0,793,21927.0,0.685,1102,27,0.286,0.035,0.00015871,0.99984
+90403,Existing Customer,43,M,4,,Married,$40K - $60K,Blue,36,5,3,0,8129.0,1799,6330.0,0.566,1402,33,0.737,0.221,7.6492e-05,0.99992
+90404,Existing Customer,40,F,4,Graduate,Single,Less than $40K,Blue,27,6,2,3,3751.0,1521,2230.0,0.974,1060,30,1.308,0.405,0.00020077,0.9998
+90405,Existing Customer,54,F,4,High School,Married,Less than $40K,Blue,36,3,5,3,1594.0,1411,183.0,0.817,1459,35,1.188,0.885,0.00034447,0.99966
+90406,Existing Customer,55,F,1,High School,Single,Less than $40K,Blue,43,4,2,0,2569.0,1403,1166.0,0.886,1456,39,0.444,0.546,3.8311e-05,0.99996
+90407,Existing Customer,49,F,4,Post-Graduate,Single,,Blue,44,6,3,2,18206.0,1586,16620.0,0.921,1439,48,1.0,0.087,0.00022196,0.99978
 90408,Existing Customer,45,M,4,High School,Married,$40K - $60K,Blue,34,6,3,3,3104.0,1766,1338.0,0.828,1353,24,1.182,0.569,0.00030842,0.99969
-90409,Existing Customer,49,M,3,Graduate,Married,$40K - $60K,Blue,41,5,3,2,2406.0,1560,846.0,0.7509999999999999,1173,32,0.391,0.648,0.00018665,0.9998100000000001
-90410,Existing Customer,63,M,1,Uneducated,Married,$80K - $120K,Blue,36,5,2,3,24571.0,1955,22616.0,1.1740000000000002,1746,28,1.0,0.08,0.00018475,0.99982
-90411,Existing Customer,40,F,3,High School,Single,Less than $40K,Gold,36,3,2,3,15534.0,726,14808.0,0.556,1279,28,0.867,0.047,0.00022248,0.9997799999999999
-90412,Existing Customer,41,F,2,Graduate,Married,Less than $40K,Silver,33,4,2,0,12301.0,2250,10051.0,0.484,1307,29,0.261,0.183,3.7937e-05,0.9999600000000001
+90409,Existing Customer,49,M,3,Graduate,Married,$40K - $60K,Blue,41,5,3,2,2406.0,1560,846.0,0.751,1173,32,0.391,0.648,0.00018665,0.99981
+90410,Existing Customer,63,M,1,Uneducated,Married,$80K - $120K,Blue,36,5,2,3,24571.0,1955,22616.0,1.174,1746,28,1.0,0.08,0.00018475,0.99982
+90411,Existing Customer,40,F,3,High School,Single,Less than $40K,Gold,36,3,2,3,15534.0,726,14808.0,0.556,1279,28,0.867,0.047,0.00022248,0.99978
+90412,Existing Customer,41,F,2,Graduate,Married,Less than $40K,Silver,33,4,2,0,12301.0,2250,10051.0,0.484,1307,29,0.261,0.183,3.7937e-05,0.99996
 90413,Existing Customer,37,M,4,Graduate,Married,$80K - $120K,Blue,26,6,2,3,2846.0,1818,1028.0,0.711,1473,37,1.176,0.639,0.00020077,0.9998
 90414,Existing Customer,58,M,2,Uneducated,,$120K +,Blue,49,6,2,3,9788.0,1794,7994.0,0.778,1805,37,0.762,0.183,0.00019683,0.9998
-90415,Existing Customer,55,M,2,High School,Married,$60K - $80K,Blue,36,4,3,3,7231.0,2381,4850.0,0.996,1421,23,1.3,0.32899999999999996,0.00029408,0.99971
-90416,Existing Customer,53,F,1,High School,Married,Less than $40K,Blue,48,6,3,2,2324.0,1576,748.0,0.728,1272,37,1.3119999999999998,0.6779999999999999,0.00016413,0.99984
-90417,Existing Customer,57,M,2,Graduate,Married,$80K - $120K,Blue,40,3,2,3,12208.0,1980,10228.0,0.616,1409,34,0.619,0.162,0.00019143,0.9998100000000001
-90418,Attrited Customer,43,M,4,Post-Graduate,,$80K - $120K,Blue,30,2,5,3,5639.0,1547,4092.0,1.087,647,15,0.364,0.27399999999999997,0.99761,0.00239178
-90419,Existing Customer,58,M,1,Graduate,Married,$60K - $80K,Blue,46,3,3,2,10021.0,1617,8404.0,0.578,1275,25,0.667,0.161,0.00016883,0.9998299999999999
+90415,Existing Customer,55,M,2,High School,Married,$60K - $80K,Blue,36,4,3,3,7231.0,2381,4850.0,0.996,1421,23,1.3,0.329,0.00029408,0.99971
+90416,Existing Customer,53,F,1,High School,Married,Less than $40K,Blue,48,6,3,2,2324.0,1576,748.0,0.728,1272,37,1.312,0.678,0.00016413,0.99984
+90417,Existing Customer,57,M,2,Graduate,Married,$80K - $120K,Blue,40,3,2,3,12208.0,1980,10228.0,0.616,1409,34,0.619,0.162,0.00019143,0.99981
+90418,Attrited Customer,43,M,4,Post-Graduate,,$80K - $120K,Blue,30,2,5,3,5639.0,1547,4092.0,1.087,647,15,0.364,0.274,0.99761,0.00239178
+90419,Existing Customer,58,M,1,Graduate,Married,$60K - $80K,Blue,46,3,3,2,10021.0,1617,8404.0,0.578,1275,25,0.667,0.161,0.00016883,0.99983
 90420,Existing Customer,64,M,0,,Married,Less than $40K,Blue,56,6,1,0,2215.0,1915,300.0,0.794,1270,27,0.588,0.865,1.9163e-05,0.99998
-90421,Existing Customer,54,F,2,Graduate,Married,Less than $40K,Blue,44,3,2,3,2027.0,1480,547.0,0.9790000000000001,1702,37,0.9470000000000001,0.73,0.00019143,0.9998100000000001
+90421,Existing Customer,54,F,2,Graduate,Married,Less than $40K,Blue,44,3,2,3,2027.0,1480,547.0,0.979,1702,37,0.947,0.73,0.00019143,0.99981
 90422,Existing Customer,53,M,2,Graduate,Married,$60K - $80K,Blue,47,6,2,2,6363.0,1162,5201.0,0.644,1256,26,1.0,0.183,0.00011382,0.99989
-90423,Existing Customer,39,F,3,College,Single,Less than $40K,Blue,25,6,1,2,3920.0,2008,1912.0,0.9440000000000001,3178,53,0.6559999999999999,0.512,5.5564e-05,0.9999399999999999
-90424,Existing Customer,56,M,3,High School,Married,$60K - $80K,Blue,36,5,1,3,9226.0,1233,7993.0,1.521,1626,29,1.636,0.134,9.344799999999999e-05,0.9999100000000001
-90425,Existing Customer,54,F,4,,Divorced,Less than $40K,Blue,49,6,1,1,9376.0,1288,8088.0,0.597,1562,33,0.5,0.13699999999999998,3.8289e-05,0.9999600000000001
-90426,Existing Customer,59,F,1,Post-Graduate,Married,$40K - $60K,Blue,46,5,3,3,1944.0,1346,598.0,1.052,1960,57,0.727,0.6920000000000001,0.00033411,0.9996700000000001
+90423,Existing Customer,39,F,3,College,Single,Less than $40K,Blue,25,6,1,2,3920.0,2008,1912.0,0.944,3178,53,0.656,0.512,5.5564e-05,0.99994
+90424,Existing Customer,56,M,3,High School,Married,$60K - $80K,Blue,36,5,1,3,9226.0,1233,7993.0,1.521,1626,29,1.636,0.134,9.3448e-05,0.99991
+90425,Existing Customer,54,F,4,,Divorced,Less than $40K,Blue,49,6,1,1,9376.0,1288,8088.0,0.597,1562,33,0.5,0.137,3.8289e-05,0.99996
+90426,Existing Customer,59,F,1,Post-Graduate,Married,$40K - $60K,Blue,46,5,3,3,1944.0,1346,598.0,1.052,1960,57,0.727,0.692,0.00033411,0.99967
 90427,Existing Customer,42,M,3,Uneducated,Single,$40K - $60K,Blue,36,3,1,0,9599.0,1554,8045.0,1.087,1154,38,1.235,0.162,2.1676e-05,0.99998
 90428,Existing Customer,42,M,4,Graduate,Married,$60K - $80K,Silver,28,5,1,2,28202.0,843,27359.0,0.637,1629,38,0.727,0.03,5.2192e-05,0.99995
-90429,Existing Customer,43,M,3,College,,$80K - $120K,Blue,39,3,3,1,24850.0,1662,23188.0,0.693,1226,25,0.9229999999999999,0.067,0.00010944,0.99989
-90430,Existing Customer,55,M,0,High School,Married,$120K +,Blue,49,5,3,3,3805.0,2233,1572.0,1.095,1743,27,0.929,0.5870000000000001,0.00025237,0.99975
-90431,Existing Customer,52,M,1,Uneducated,Single,$80K - $120K,Blue,37,5,2,2,2733.0,1306,1427.0,0.7909999999999999,1139,39,0.444,0.478,0.00010985,0.99989
+90429,Existing Customer,43,M,3,College,,$80K - $120K,Blue,39,3,3,1,24850.0,1662,23188.0,0.693,1226,25,0.923,0.067,0.00010944,0.99989
+90430,Existing Customer,55,M,0,High School,Married,$120K +,Blue,49,5,3,3,3805.0,2233,1572.0,1.095,1743,27,0.929,0.587,0.00025237,0.99975
+90431,Existing Customer,52,M,1,Uneducated,Single,$80K - $120K,Blue,37,5,2,2,2733.0,1306,1427.0,0.791,1139,39,0.444,0.478,0.00010985,0.99989
 90432,Existing Customer,46,M,1,Uneducated,,$40K - $60K,Blue,27,6,3,3,12781.0,1253,11528.0,0.638,1073,21,0.4,0.098,0.00029196,0.99971
 90433,Attrited Customer,57,M,2,Uneducated,Married,$120K +,Blue,40,3,3,3,3106.0,1120,1986.0,1.045,683,17,0.7,0.361,0.9968,0.00320374
-90434,Existing Customer,48,M,3,College,Married,$80K - $120K,Blue,42,3,3,0,7477.0,0,7477.0,0.511,1159,32,0.684,0.0,6.694100000000001e-05,0.9999299999999999
+90434,Existing Customer,48,M,3,College,Married,$80K - $120K,Blue,42,3,3,0,7477.0,0,7477.0,0.511,1159,32,0.684,0.0,6.6941e-05,0.99993
 90435,Existing Customer,45,M,4,,Married,$120K +,Blue,33,6,1,3,34516.0,2086,32430.0,0.986,1859,47,0.958,0.06,0.00010679,0.99989
 90436,Existing Customer,48,M,2,High School,Married,$120K +,Blue,36,6,5,2,29963.0,2094,27869.0,0.648,1205,28,0.867,0.07,0.0001953,0.9998
-90437,Existing Customer,47,M,1,Graduate,Single,$40K - $60K,Blue,36,5,3,0,6509.0,2033,4476.0,0.83,1409,37,0.37,0.312,6.2282e-05,0.9999399999999999
-90438,Attrited Customer,42,M,3,College,Married,$60K - $80K,Blue,34,3,3,3,13450.0,0,13450.0,0.742,1000,18,0.059000000000000004,0.0,0.99674,0.00326498
-90439,Existing Customer,41,M,2,Graduate,,$60K - $80K,Silver,36,6,2,0,27000.0,0,27000.0,0.61,1209,39,0.3,0.0,3.7937e-05,0.9999600000000001
-90440,Existing Customer,51,M,4,College,Married,$120K +,Silver,31,5,2,1,34516.0,1254,33262.0,0.8690000000000001,1366,25,0.7859999999999999,0.036000000000000004,6.3239e-05,0.9999399999999999
+90437,Existing Customer,47,M,1,Graduate,Single,$40K - $60K,Blue,36,5,3,0,6509.0,2033,4476.0,0.83,1409,37,0.37,0.312,6.2282e-05,0.99994
+90438,Attrited Customer,42,M,3,College,Married,$60K - $80K,Blue,34,3,3,3,13450.0,0,13450.0,0.742,1000,18,0.059,0.0,0.99674,0.00326498
+90439,Existing Customer,41,M,2,Graduate,,$60K - $80K,Silver,36,6,2,0,27000.0,0,27000.0,0.61,1209,39,0.3,0.0,3.7937e-05,0.99996
+90440,Existing Customer,51,M,4,College,Married,$120K +,Silver,31,5,2,1,34516.0,1254,33262.0,0.869,1366,25,0.786,0.036,6.3239e-05,0.99994
 90441,Existing Customer,55,F,2,Graduate,Single,Less than $40K,Blue,47,5,3,2,6347.0,0,6347.0,0.466,1161,44,0.375,0.0,0.00017987,0.99982
-90442,Existing Customer,67,M,1,Uneducated,Married,$40K - $60K,Blue,49,4,3,2,3106.0,1675,1431.0,0.7809999999999999,1512,38,0.40700000000000003,0.539,0.0001736,0.9998299999999999
-90443,Existing Customer,39,M,1,Graduate,Married,$60K - $80K,Blue,31,4,1,1,2536.0,913,1623.0,1.0590000000000002,1750,35,1.3330000000000002,0.36,3.1176e-05,0.99997
+90442,Existing Customer,67,M,1,Uneducated,Married,$40K - $60K,Blue,49,4,3,2,3106.0,1675,1431.0,0.781,1512,38,0.407,0.539,0.0001736,0.99983
+90443,Existing Customer,39,M,1,Graduate,Married,$60K - $80K,Blue,31,4,1,1,2536.0,913,1623.0,1.059,1750,35,1.333,0.36,3.1176e-05,0.99997
 90444,Existing Customer,54,M,3,Post-Graduate,Single,$60K - $80K,Blue,35,6,3,0,13048.0,1954,11094.0,1.139,1170,24,0.846,0.15,8.1018e-05,0.99992
-90445,Existing Customer,55,F,2,,Married,Less than $40K,Blue,37,3,3,1,2453.0,968,1485.0,1.081,2218,50,0.613,0.395,0.00011924,0.9998799999999999
+90445,Existing Customer,55,F,2,,Married,Less than $40K,Blue,37,3,3,1,2453.0,968,1485.0,1.081,2218,50,0.613,0.395,0.00011924,0.99988
 90446,Existing Customer,47,M,3,High School,Married,$40K - $60K,Silver,36,3,2,2,16138.0,1249,14889.0,1.01,1198,33,0.833,0.077,0.00010374,0.9999
-90447,Existing Customer,49,M,2,Post-Graduate,Married,$60K - $80K,Blue,38,3,2,0,8077.0,1965,6112.0,0.637,1329,26,0.444,0.243,4.9403999999999997e-05,0.99995
-90448,Attrited Customer,42,F,2,Graduate,Married,Less than $40K,Blue,23,3,3,3,1929.0,1673,256.0,0.835,857,36,1.1179999999999999,0.867,0.99671,0.00329379
+90447,Existing Customer,49,M,2,Post-Graduate,Married,$60K - $80K,Blue,38,3,2,0,8077.0,1965,6112.0,0.637,1329,26,0.444,0.243,4.9404e-05,0.99995
+90448,Attrited Customer,42,F,2,Graduate,Married,Less than $40K,Blue,23,3,3,3,1929.0,1673,256.0,0.835,857,36,1.118,0.867,0.99671,0.00329379
 90449,Existing Customer,57,M,2,,Single,$80K - $120K,Blue,36,3,3,2,3127.0,2517,610.0,0.589,1470,30,1.143,0.805,0.00019771,0.9998
-90450,Existing Customer,44,M,5,Uneducated,Married,$60K - $80K,Blue,36,3,3,2,8645.0,1454,7191.0,0.708,1435,25,1.778,0.168,0.00019094,0.9998100000000001
+90450,Existing Customer,44,M,5,Uneducated,Married,$60K - $80K,Blue,36,3,3,2,8645.0,1454,7191.0,0.708,1435,25,1.778,0.168,0.00019094,0.99981
 90451,Existing Customer,56,M,3,,Single,$60K - $80K,Blue,49,3,1,3,1438.3,0,1438.3,0.503,1093,22,0.833,0.0,0.00010566,0.99989
 90452,Attrited Customer,49,F,3,Graduate,Married,Less than $40K,Blue,38,6,3,2,2185.0,0,2185.0,0.727,715,20,0.818,0.0,0.99467,0.00533
-90453,Existing Customer,45,M,3,Graduate,Single,$80K - $120K,Blue,32,5,2,2,24487.0,2517,21970.0,0.912,1512,42,0.909,0.10300000000000001,0.00011811,0.9998799999999999
+90453,Existing Customer,45,M,3,Graduate,Single,$80K - $120K,Blue,32,5,2,2,24487.0,2517,21970.0,0.912,1512,42,0.909,0.103,0.00011811,0.99988
 90454,Existing Customer,63,M,0,High School,Married,$60K - $80K,Blue,36,6,2,3,2567.0,0,2567.0,1.636,2399,43,0.955,0.0,0.0001597,0.99984
-90455,Existing Customer,44,M,3,Graduate,Single,$80K - $120K,Blue,33,6,3,3,4131.0,785,3346.0,0.5429999999999999,906,22,1.2,0.19,0.0003139,0.99969
+90455,Existing Customer,44,M,3,Graduate,Single,$80K - $120K,Blue,33,6,3,3,4131.0,785,3346.0,0.543,906,22,1.2,0.19,0.0003139,0.99969
 90456,Existing Customer,44,F,4,College,Married,Less than $40K,Silver,37,3,2,2,10790.0,1930,8860.0,0.75,1052,16,1.286,0.179,0.00010486,0.9999
-90457,Existing Customer,40,M,3,High School,Married,$40K - $60K,Blue,33,4,3,3,6884.0,1001,5883.0,0.7859999999999999,975,11,0.833,0.145,0.00030516,0.99969
-90458,Attrited Customer,39,M,2,Uneducated,Single,$60K - $80K,Blue,36,5,3,3,13961.0,1299,12662.0,0.8420000000000001,783,20,0.667,0.09300000000000001,0.9968,0.00320374
-90459,Existing Customer,42,M,4,High School,Married,$80K - $120K,Blue,30,6,1,0,29801.0,1916,27885.0,0.7809999999999999,990,21,0.909,0.064,2.0713000000000003e-05,0.99998
-90460,Existing Customer,54,M,3,High School,Married,$120K +,Blue,43,4,1,1,13219.0,0,13219.0,0.5760000000000001,1097,24,0.5,0.0,3.3505e-05,0.99997
-90461,Attrited Customer,58,F,4,,Married,Less than $40K,Blue,46,2,3,3,2536.0,0,2536.0,0.917,901,35,0.522,0.0,0.9971399999999999,0.00285845
-90462,Existing Customer,46,F,4,Graduate,Divorced,Less than $40K,Blue,36,5,3,1,9478.0,820,8658.0,0.64,1327,41,0.8640000000000001,0.087,0.00011377,0.99989
-90463,Existing Customer,47,F,4,,Divorced,$40K - $60K,Blue,34,6,1,2,3502.0,1851,1651.0,2.023,1814,31,0.722,0.529,6.3492e-05,0.9999399999999999
-90464,Existing Customer,67,F,0,,Married,,Blue,56,4,3,3,10509.0,2388,8121.0,0.777,1365,34,1.429,0.22699999999999998,0.00028535,0.99971
-90465,Existing Customer,50,F,2,College,Divorced,Less than $40K,Blue,36,3,3,0,1491.0,0,1491.0,0.8759999999999999,1058,34,0.889,0.0,6.4511e-05,0.9999399999999999
-90466,Existing Customer,55,M,0,High School,Divorced,$60K - $80K,Blue,46,6,1,2,9734.0,0,9734.0,0.785,1476,38,0.9,0.0,4.5946000000000004e-05,0.99995
-90467,Existing Customer,46,F,2,Graduate,Married,$40K - $60K,Blue,22,6,1,3,2305.0,1627,678.0,0.747,1230,36,0.565,0.706,9.2637e-05,0.9999100000000001
-90468,Existing Customer,47,F,4,Uneducated,Married,$40K - $60K,Blue,36,3,1,3,14241.0,2081,12160.0,0.909,1581,44,0.833,0.146,9.989299999999999e-05,0.9999
-90469,Existing Customer,36,F,2,,Married,$40K - $60K,Blue,25,3,1,2,4789.0,1257,3532.0,1.1340000000000001,1534,29,0.9329999999999999,0.262,6.054e-05,0.9999399999999999
-90470,Existing Customer,40,M,4,Doctorate,Divorced,$60K - $80K,Blue,34,4,2,3,23138.0,1727,21411.0,0.693,1612,39,1.4380000000000002,0.075,0.00029051,0.99971
+90457,Existing Customer,40,M,3,High School,Married,$40K - $60K,Blue,33,4,3,3,6884.0,1001,5883.0,0.786,975,11,0.833,0.145,0.00030516,0.99969
+90458,Attrited Customer,39,M,2,Uneducated,Single,$60K - $80K,Blue,36,5,3,3,13961.0,1299,12662.0,0.842,783,20,0.667,0.093,0.9968,0.00320374
+90459,Existing Customer,42,M,4,High School,Married,$80K - $120K,Blue,30,6,1,0,29801.0,1916,27885.0,0.781,990,21,0.909,0.064,2.0713e-05,0.99998
+90460,Existing Customer,54,M,3,High School,Married,$120K +,Blue,43,4,1,1,13219.0,0,13219.0,0.576,1097,24,0.5,0.0,3.3505e-05,0.99997
+90461,Attrited Customer,58,F,4,,Married,Less than $40K,Blue,46,2,3,3,2536.0,0,2536.0,0.917,901,35,0.522,0.0,0.99714,0.00285845
+90462,Existing Customer,46,F,4,Graduate,Divorced,Less than $40K,Blue,36,5,3,1,9478.0,820,8658.0,0.64,1327,41,0.864,0.087,0.00011377,0.99989
+90463,Existing Customer,47,F,4,,Divorced,$40K - $60K,Blue,34,6,1,2,3502.0,1851,1651.0,2.023,1814,31,0.722,0.529,6.3492e-05,0.99994
+90464,Existing Customer,67,F,0,,Married,,Blue,56,4,3,3,10509.0,2388,8121.0,0.777,1365,34,1.429,0.227,0.00028535,0.99971
+90465,Existing Customer,50,F,2,College,Divorced,Less than $40K,Blue,36,3,3,0,1491.0,0,1491.0,0.876,1058,34,0.889,0.0,6.4511e-05,0.99994
+90466,Existing Customer,55,M,0,High School,Divorced,$60K - $80K,Blue,46,6,1,2,9734.0,0,9734.0,0.785,1476,38,0.9,0.0,4.5946e-05,0.99995
+90467,Existing Customer,46,F,2,Graduate,Married,$40K - $60K,Blue,22,6,1,3,2305.0,1627,678.0,0.747,1230,36,0.565,0.706,9.2637e-05,0.99991
+90468,Existing Customer,47,F,4,Uneducated,Married,$40K - $60K,Blue,36,3,1,3,14241.0,2081,12160.0,0.909,1581,44,0.833,0.146,9.9893e-05,0.9999
+90469,Existing Customer,36,F,2,,Married,$40K - $60K,Blue,25,3,1,2,4789.0,1257,3532.0,1.134,1534,29,0.933,0.262,6.054e-05,0.99994
+90470,Existing Customer,40,M,4,Doctorate,Divorced,$60K - $80K,Blue,34,4,2,3,23138.0,1727,21411.0,0.693,1612,39,1.438,0.075,0.00029051,0.99971
 90471,Existing Customer,57,M,2,,Single,$80K - $120K,Blue,38,6,1,3,23008.0,2280,20728.0,0.674,1302,36,0.636,0.099,0.00010183,0.9999
-90472,Existing Customer,48,M,1,,Divorced,$80K - $120K,Blue,36,3,1,0,3131.0,2517,614.0,0.602,1439,40,0.48100000000000004,0.804,2.0960999999999998e-05,0.99998
-90473,Existing Customer,58,F,3,Graduate,Married,Less than $40K,Blue,53,5,3,2,5798.0,1794,4004.0,0.564,1724,45,0.452,0.309,0.00018665,0.9998100000000001
-90474,Existing Customer,48,M,3,Graduate,Single,$40K - $60K,Blue,36,5,2,3,6880.0,1390,5490.0,1.205,1784,35,0.9440000000000001,0.20199999999999999,0.00019864,0.9998
-90475,Existing Customer,48,M,3,Graduate,,$80K - $120K,Platinum,41,3,2,2,34516.0,1531,32985.0,0.862,1156,29,1.071,0.044000000000000004,0.00020517,0.99979
-90476,Existing Customer,53,F,2,College,Married,$40K - $60K,Blue,34,6,2,1,2075.0,1469,606.0,1.3219999999999998,2556,49,1.13,0.708,6.6734e-05,0.9999299999999999
-90477,Existing Customer,50,M,2,Graduate,Married,$80K - $120K,Blue,44,3,3,0,4589.0,0,4589.0,0.845,1590,37,0.37,0.0,6.6354e-05,0.9999299999999999
-90478,Attrited Customer,52,F,1,Graduate,Single,Less than $40K,Blue,40,1,2,2,2317.0,0,2317.0,1.005,884,19,0.727,0.0,0.9907299999999999,0.00927
-90479,Attrited Customer,53,F,2,Uneducated,Single,Less than $40K,Blue,45,1,1,1,1981.0,1518,463.0,1.0190000000000001,973,25,0.9229999999999999,0.7659999999999999,0.97155,0.02845
-90480,Existing Customer,56,F,1,Graduate,Single,$40K - $60K,Blue,47,3,2,1,6038.0,0,6038.0,0.741,1447,30,0.875,0.0,6.4428e-05,0.9999399999999999
-90481,Existing Customer,44,M,5,,Single,$80K - $120K,Blue,32,5,3,2,14910.0,877,14033.0,0.772,1150,26,0.625,0.059000000000000004,0.00020412,0.9998
+90472,Existing Customer,48,M,1,,Divorced,$80K - $120K,Blue,36,3,1,0,3131.0,2517,614.0,0.602,1439,40,0.481,0.804,2.0961e-05,0.99998
+90473,Existing Customer,58,F,3,Graduate,Married,Less than $40K,Blue,53,5,3,2,5798.0,1794,4004.0,0.564,1724,45,0.452,0.309,0.00018665,0.99981
+90474,Existing Customer,48,M,3,Graduate,Single,$40K - $60K,Blue,36,5,2,3,6880.0,1390,5490.0,1.205,1784,35,0.944,0.202,0.00019864,0.9998
+90475,Existing Customer,48,M,3,Graduate,,$80K - $120K,Platinum,41,3,2,2,34516.0,1531,32985.0,0.862,1156,29,1.071,0.044,0.00020517,0.99979
+90476,Existing Customer,53,F,2,College,Married,$40K - $60K,Blue,34,6,2,1,2075.0,1469,606.0,1.322,2556,49,1.13,0.708,6.6734e-05,0.99993
+90477,Existing Customer,50,M,2,Graduate,Married,$80K - $120K,Blue,44,3,3,0,4589.0,0,4589.0,0.845,1590,37,0.37,0.0,6.6354e-05,0.99993
+90478,Attrited Customer,52,F,1,Graduate,Single,Less than $40K,Blue,40,1,2,2,2317.0,0,2317.0,1.005,884,19,0.727,0.0,0.99073,0.00927
+90479,Attrited Customer,53,F,2,Uneducated,Single,Less than $40K,Blue,45,1,1,1,1981.0,1518,463.0,1.019,973,25,0.923,0.766,0.97155,0.02845
+90480,Existing Customer,56,F,1,Graduate,Single,$40K - $60K,Blue,47,3,2,1,6038.0,0,6038.0,0.741,1447,30,0.875,0.0,6.4428e-05,0.99994
+90481,Existing Customer,44,M,5,,Single,$80K - $120K,Blue,32,5,3,2,14910.0,877,14033.0,0.772,1150,26,0.625,0.059,0.00020412,0.9998
 90482,Existing Customer,49,M,3,High School,Married,$80K - $120K,Blue,39,3,3,2,29659.0,1143,28516.0,0.512,1193,21,0.615,0.039,0.00018145,0.99982
-90483,Attrited Customer,54,M,2,Graduate,Married,$60K - $80K,Blue,42,3,3,2,4320.0,0,4320.0,0.9670000000000001,706,21,0.5,0.0,0.9944700000000001,0.005529999999999999
-90484,Existing Customer,39,F,1,,Single,$40K - $60K,Blue,36,6,1,3,11213.0,0,11213.0,0.563,1257,23,0.643,0.0,9.557700000000001e-05,0.9999
-90485,Existing Customer,39,F,3,Uneducated,Divorced,,Blue,29,5,1,2,26181.0,0,26181.0,0.9129999999999999,1303,35,0.75,0.0,5.8763e-05,0.9999399999999999
-90486,Existing Customer,41,F,4,High School,Single,Less than $40K,Blue,31,3,1,0,5773.0,0,5773.0,0.67,1306,39,0.5,0.0,2.0713000000000003e-05,0.99998
+90483,Attrited Customer,54,M,2,Graduate,Married,$60K - $80K,Blue,42,3,3,2,4320.0,0,4320.0,0.967,706,21,0.5,0.0,0.99447,0.00553
+90484,Existing Customer,39,F,1,,Single,$40K - $60K,Blue,36,6,1,3,11213.0,0,11213.0,0.563,1257,23,0.643,0.0,9.5577e-05,0.9999
+90485,Existing Customer,39,F,3,Uneducated,Divorced,,Blue,29,5,1,2,26181.0,0,26181.0,0.913,1303,35,0.75,0.0,5.8763e-05,0.99994
+90486,Existing Customer,41,F,4,High School,Single,Less than $40K,Blue,31,3,1,0,5773.0,0,5773.0,0.67,1306,39,0.5,0.0,2.0713e-05,0.99998
 90487,Attrited Customer,53,M,2,Uneducated,Married,$80K - $120K,Blue,36,1,3,3,4503.0,0,4503.0,0.659,748,20,0.429,0.0,0.9968,0.00320374
-90488,Existing Customer,47,M,3,Uneducated,Married,$80K - $120K,Blue,36,6,2,2,29770.0,1565,28205.0,0.674,1774,42,2.0,0.053,0.00012144,0.9998799999999999
-90489,Existing Customer,46,F,2,Post-Graduate,Married,Less than $40K,Blue,28,5,1,1,5014.0,1910,3104.0,0.863,1209,25,1.5,0.381,3.9081999999999996e-05,0.9999600000000001
+90488,Existing Customer,47,M,3,Uneducated,Married,$80K - $120K,Blue,36,6,2,2,29770.0,1565,28205.0,0.674,1774,42,2.0,0.053,0.00012144,0.99988
+90489,Existing Customer,46,F,2,Post-Graduate,Married,Less than $40K,Blue,28,5,1,1,5014.0,1910,3104.0,0.863,1209,25,1.5,0.381,3.9082e-05,0.99996
 90490,Existing Customer,53,F,1,High School,Married,Less than $40K,Blue,47,6,1,2,3445.0,1074,2371.0,0.67,1074,31,0.632,0.312,5.0256e-05,0.99995
-90491,Existing Customer,60,M,1,Graduate,Married,$80K - $120K,Blue,50,6,2,2,23412.0,1078,22334.0,0.79,1786,50,0.7859999999999999,0.046,0.00010684,0.99989
-90492,Existing Customer,59,F,0,Graduate,Single,Less than $40K,Blue,46,4,1,2,3044.0,1611,1433.0,0.74,1456,36,0.7140000000000001,0.529,4.7263000000000005e-05,0.99995
-90493,Existing Customer,38,M,1,,Single,$60K - $80K,Blue,29,5,2,1,14596.0,2192,12404.0,0.898,1300,25,1.083,0.15,7.0819e-05,0.9999299999999999
-90494,Existing Customer,56,M,4,Uneducated,Single,Less than $40K,Blue,36,3,2,2,3864.0,1654,2210.0,0.491,1470,42,0.235,0.428,0.00012274,0.9998799999999999
-90495,Attrited Customer,35,M,3,Post-Graduate,,$80K - $120K,Blue,29,2,1,3,17030.0,1911,15119.0,0.528,715,25,0.562,0.11199999999999999,0.99124,0.008759999999999999
-90496,Existing Customer,50,M,3,Graduate,Single,$60K - $80K,Blue,44,4,2,3,23090.0,839,22251.0,1.3259999999999998,1198,24,1.0,0.036000000000000004,0.00019864,0.9998
-90497,Existing Customer,53,M,2,Post-Graduate,,$80K - $120K,Blue,36,4,2,0,29205.0,1208,27997.0,0.9570000000000001,1556,43,1.048,0.040999999999999995,4.9403999999999997e-05,0.99995
-90498,Existing Customer,63,M,2,Graduate,Married,$60K - $80K,Blue,49,5,2,3,14035.0,2061,11974.0,2.271,1606,30,1.5,0.147,0.00019143,0.9998100000000001
-90499,Attrited Customer,43,F,2,Uneducated,Single,Less than $40K,Blue,24,2,3,2,2962.0,2517,445.0,1.046,929,31,0.409,0.85,0.9946200000000001,0.005379999999999999
-90500,Existing Customer,46,M,2,,Married,$80K - $120K,Blue,30,6,3,0,18578.0,1385,17193.0,0.565,1606,54,0.42100000000000004,0.075,7.293600000000001e-05,0.9999299999999999
-90501,Existing Customer,61,M,1,Uneducated,Single,$60K - $80K,Blue,46,5,3,2,2201.0,1138,1063.0,0.675,1199,32,0.6,0.517,0.0001736,0.9998299999999999
-90502,Existing Customer,37,F,0,Post-Graduate,Married,Less than $40K,Blue,25,4,3,2,2061.0,1483,578.0,1.3619999999999999,2400,60,0.622,0.72,0.00018162,0.99982
-90503,Existing Customer,42,F,5,Doctorate,Married,,Blue,23,4,2,2,24602.0,1660,22942.0,0.588,1337,44,0.76,0.067,0.00017004,0.9998299999999999
-90504,Existing Customer,41,M,2,Uneducated,Divorced,$120K +,Blue,29,3,2,2,15911.0,896,15015.0,0.9540000000000001,1270,33,0.833,0.055999999999999994,0.00011703,0.9998799999999999
+90491,Existing Customer,60,M,1,Graduate,Married,$80K - $120K,Blue,50,6,2,2,23412.0,1078,22334.0,0.79,1786,50,0.786,0.046,0.00010684,0.99989
+90492,Existing Customer,59,F,0,Graduate,Single,Less than $40K,Blue,46,4,1,2,3044.0,1611,1433.0,0.74,1456,36,0.714,0.529,4.7263e-05,0.99995
+90493,Existing Customer,38,M,1,,Single,$60K - $80K,Blue,29,5,2,1,14596.0,2192,12404.0,0.898,1300,25,1.083,0.15,7.0819e-05,0.99993
+90494,Existing Customer,56,M,4,Uneducated,Single,Less than $40K,Blue,36,3,2,2,3864.0,1654,2210.0,0.491,1470,42,0.235,0.428,0.00012274,0.99988
+90495,Attrited Customer,35,M,3,Post-Graduate,,$80K - $120K,Blue,29,2,1,3,17030.0,1911,15119.0,0.528,715,25,0.562,0.112,0.99124,0.00876
+90496,Existing Customer,50,M,3,Graduate,Single,$60K - $80K,Blue,44,4,2,3,23090.0,839,22251.0,1.326,1198,24,1.0,0.036,0.00019864,0.9998
+90497,Existing Customer,53,M,2,Post-Graduate,,$80K - $120K,Blue,36,4,2,0,29205.0,1208,27997.0,0.957,1556,43,1.048,0.041,4.9404e-05,0.99995
+90498,Existing Customer,63,M,2,Graduate,Married,$60K - $80K,Blue,49,5,2,3,14035.0,2061,11974.0,2.271,1606,30,1.5,0.147,0.00019143,0.99981
+90499,Attrited Customer,43,F,2,Uneducated,Single,Less than $40K,Blue,24,2,3,2,2962.0,2517,445.0,1.046,929,31,0.409,0.85,0.99462,0.00538
+90500,Existing Customer,46,M,2,,Married,$80K - $120K,Blue,30,6,3,0,18578.0,1385,17193.0,0.565,1606,54,0.421,0.075,7.2936e-05,0.99993
+90501,Existing Customer,61,M,1,Uneducated,Single,$60K - $80K,Blue,46,5,3,2,2201.0,1138,1063.0,0.675,1199,32,0.6,0.517,0.0001736,0.99983
+90502,Existing Customer,37,F,0,Post-Graduate,Married,Less than $40K,Blue,25,4,3,2,2061.0,1483,578.0,1.362,2400,60,0.622,0.72,0.00018162,0.99982
+90503,Existing Customer,42,F,5,Doctorate,Married,,Blue,23,4,2,2,24602.0,1660,22942.0,0.588,1337,44,0.76,0.067,0.00017004,0.99983
+90504,Existing Customer,41,M,2,Uneducated,Divorced,$120K +,Blue,29,3,2,2,15911.0,896,15015.0,0.954,1270,33,0.833,0.056,0.00011703,0.99988
 90505,Attrited Customer,56,M,2,College,Single,$120K +,Blue,50,2,2,3,16867.0,0,16867.0,0.885,654,14,0.4,0.0,0.99466,0.00534
-90506,Existing Customer,56,M,3,Graduate,Married,$60K - $80K,Blue,37,3,3,0,2783.0,1526,1257.0,0.9420000000000001,1909,54,0.688,0.5479999999999999,6.8853e-05,0.9999299999999999
-90507,Attrited Customer,52,F,3,Post-Graduate,Single,Less than $40K,Blue,47,3,3,2,2972.0,0,2972.0,1.035,922,25,0.562,0.0,0.9954700000000001,0.00453174
+90506,Existing Customer,56,M,3,Graduate,Married,$60K - $80K,Blue,37,3,3,0,2783.0,1526,1257.0,0.942,1909,54,0.688,0.548,6.8853e-05,0.99993
+90507,Attrited Customer,52,F,3,Post-Graduate,Single,Less than $40K,Blue,47,3,3,2,2972.0,0,2972.0,1.035,922,25,0.562,0.0,0.99547,0.00453174
 90508,Existing Customer,40,F,3,High School,Single,$40K - $60K,Blue,36,5,3,2,5124.0,2235,2889.0,0.542,1158,42,0.355,0.436,0.00018145,0.99982
 90509,Existing Customer,63,M,1,Graduate,Married,$40K - $60K,Blue,53,6,6,2,2880.0,2362,518.0,0.89,1323,26,0.444,0.82,0.00013328,0.99987
-90510,Existing Customer,58,M,1,High School,Single,$40K - $60K,Blue,46,4,1,0,5579.0,0,5579.0,0.48100000000000004,1025,35,0.667,0.0,1.8538e-05,0.99998
-90511,Existing Customer,58,M,4,,Married,$60K - $80K,Blue,44,5,1,3,12010.0,2149,9861.0,0.8009999999999999,1700,35,1.5,0.179,0.00010679,0.99989
+90510,Existing Customer,58,M,1,High School,Single,$40K - $60K,Blue,46,4,1,0,5579.0,0,5579.0,0.481,1025,35,0.667,0.0,1.8538e-05,0.99998
+90511,Existing Customer,58,M,4,,Married,$60K - $80K,Blue,44,5,1,3,12010.0,2149,9861.0,0.801,1700,35,1.5,0.179,0.00010679,0.99989
 90512,Existing Customer,46,M,2,Uneducated,Divorced,$80K - $120K,Blue,36,6,3,3,34516.0,1597,32919.0,0.858,1628,51,1.217,0.046,0.00031104,0.99969
 90513,Existing Customer,37,F,1,Graduate,Married,$40K - $60K,Blue,29,5,2,2,4394.0,885,3509.0,1.04,1377,32,0.684,0.201,0.00010684,0.99989
-90514,Existing Customer,46,M,4,Graduate,Single,$80K - $120K,Blue,35,4,3,3,18325.0,723,17602.0,0.815,1517,33,0.65,0.039,0.00031726,0.9996799999999999
-90515,Existing Customer,46,F,4,Post-Graduate,Married,Less than $40K,Blue,37,5,3,2,3773.0,1972,1801.0,0.7829999999999999,1528,25,1.083,0.523,0.00022196,0.9997799999999999
-90516,Existing Customer,41,M,1,Graduate,Single,$80K - $120K,Blue,29,5,1,3,21684.0,1748,19936.0,0.715,1329,24,0.6,0.081,8.6952e-05,0.9999100000000001
-90517,Existing Customer,48,F,3,High School,Divorced,$40K - $60K,Blue,40,4,1,2,1919.0,774,1145.0,0.965,1505,33,0.737,0.40299999999999997,5.5558999999999994e-05,0.9999399999999999
-90518,Existing Customer,49,F,3,Graduate,Single,$40K - $60K,Blue,33,5,3,2,9995.0,1713,8282.0,0.96,1172,38,0.462,0.171,0.00018665,0.9998100000000001
-90519,Existing Customer,44,M,2,Graduate,Married,$80K - $120K,Blue,35,3,2,2,11910.0,2098,9812.0,1.16,1646,39,1.294,0.17600000000000002,0.00011382,0.99989
-90520,Existing Customer,39,F,3,College,Married,Less than $40K,Blue,36,4,2,0,2279.0,1529,750.0,1.26,1693,32,1.286,0.6709999999999999,4.2358000000000003e-05,0.9999600000000001
-90521,Existing Customer,57,M,1,College,Single,$40K - $60K,Blue,48,3,1,2,3539.0,0,3539.0,0.7809999999999999,1336,23,0.21100000000000002,0.0,5.0261000000000005e-05,0.99995
-90522,Existing Customer,48,M,3,High School,Married,$80K - $120K,Blue,36,5,1,3,30579.0,1351,29228.0,0.759,1289,19,0.727,0.044000000000000004,9.344799999999999e-05,0.9999100000000001
+90514,Existing Customer,46,M,4,Graduate,Single,$80K - $120K,Blue,35,4,3,3,18325.0,723,17602.0,0.815,1517,33,0.65,0.039,0.00031726,0.99968
+90515,Existing Customer,46,F,4,Post-Graduate,Married,Less than $40K,Blue,37,5,3,2,3773.0,1972,1801.0,0.783,1528,25,1.083,0.523,0.00022196,0.99978
+90516,Existing Customer,41,M,1,Graduate,Single,$80K - $120K,Blue,29,5,1,3,21684.0,1748,19936.0,0.715,1329,24,0.6,0.081,8.6952e-05,0.99991
+90517,Existing Customer,48,F,3,High School,Divorced,$40K - $60K,Blue,40,4,1,2,1919.0,774,1145.0,0.965,1505,33,0.737,0.403,5.5559e-05,0.99994
+90518,Existing Customer,49,F,3,Graduate,Single,$40K - $60K,Blue,33,5,3,2,9995.0,1713,8282.0,0.96,1172,38,0.462,0.171,0.00018665,0.99981
+90519,Existing Customer,44,M,2,Graduate,Married,$80K - $120K,Blue,35,3,2,2,11910.0,2098,9812.0,1.16,1646,39,1.294,0.176,0.00011382,0.99989
+90520,Existing Customer,39,F,3,College,Married,Less than $40K,Blue,36,4,2,0,2279.0,1529,750.0,1.26,1693,32,1.286,0.671,4.2358e-05,0.99996
+90521,Existing Customer,57,M,1,College,Single,$40K - $60K,Blue,48,3,1,2,3539.0,0,3539.0,0.781,1336,23,0.211,0.0,5.0261e-05,0.99995
+90522,Existing Customer,48,M,3,High School,Married,$80K - $120K,Blue,36,5,1,3,30579.0,1351,29228.0,0.759,1289,19,0.727,0.044,9.3448e-05,0.99991
 90523,Existing Customer,47,M,3,High School,Single,$80K - $120K,Blue,42,4,1,0,24480.0,1923,22557.0,0.505,1416,32,0.778,0.079,2.0494e-05,0.99998
 90524,Existing Customer,56,F,1,Uneducated,Divorced,,Blue,52,6,1,2,17561.0,0,17561.0,0.94,1608,33,1.2,0.0,5.3155e-05,0.99995
 90525,Existing Customer,54,F,0,College,Married,Less than $40K,Blue,40,3,1,2,1638.0,0,1638.0,0.75,1885,51,0.545,0.0,4.595e-05,0.99995
-90526,Existing Customer,54,M,1,Graduate,Married,$60K - $80K,Blue,36,3,3,2,2947.0,2216,731.0,0.76,1744,53,0.606,0.752,0.00016883,0.9998299999999999
-90527,Existing Customer,52,M,4,High School,Married,$80K - $120K,Blue,42,6,1,0,5738.0,1112,4626.0,1.5190000000000001,1922,48,0.655,0.19399999999999998,2.0713000000000003e-05,0.99998
+90526,Existing Customer,54,M,1,Graduate,Married,$60K - $80K,Blue,36,3,3,2,2947.0,2216,731.0,0.76,1744,53,0.606,0.752,0.00016883,0.99983
+90527,Existing Customer,52,M,4,High School,Married,$80K - $120K,Blue,42,6,1,0,5738.0,1112,4626.0,1.519,1922,48,0.655,0.194,2.0713e-05,0.99998
 90528,Existing Customer,43,M,4,,,$120K +,Blue,34,5,2,2,33304.0,1833,31471.0,0.428,1448,29,0.381,0.055,0.00013121,0.99987
 90529,Existing Customer,59,M,1,College,Single,$40K - $60K,Blue,48,6,3,3,7251.0,1603,5648.0,0.591,1300,36,0.8,0.221,0.00027607,0.99972
-90530,Existing Customer,44,M,1,,Married,,Blue,34,6,2,0,2885.0,1895,990.0,0.387,1366,31,0.632,0.657,4.3318999999999996e-05,0.9999600000000001
-90531,Existing Customer,56,F,1,College,Married,Less than $40K,Blue,36,6,2,3,2641.0,1257,1384.0,0.8909999999999999,1439,39,1.053,0.47600000000000003,0.0001747,0.9998299999999999
-90532,Existing Customer,45,F,4,Graduate,Married,,Blue,35,6,3,0,2801.0,2043,758.0,0.583,1241,46,0.643,0.7290000000000001,6.9589e-05,0.9999299999999999
-90533,Existing Customer,55,M,1,High School,Married,$80K - $120K,Blue,45,3,3,3,16794.0,809,15985.0,1.5659999999999998,1917,33,0.941,0.048,0.00027604,0.99972
-90534,Existing Customer,48,F,3,College,Divorced,$40K - $60K,Blue,41,4,1,3,9336.0,1672,7664.0,0.696,1391,39,0.625,0.179,9.345700000000001e-05,0.9999100000000001
-90535,Existing Customer,56,F,5,College,Single,Less than $40K,Blue,43,4,1,0,2763.0,2517,246.0,0.938,1246,31,0.8240000000000001,0.9109999999999999,2.0392e-05,0.99998
-90536,Existing Customer,41,M,3,Uneducated,Married,$60K - $80K,Blue,36,5,3,2,17391.0,1044,16347.0,1.08,1248,27,0.688,0.06,0.00019191,0.9998100000000001
-90537,Existing Customer,65,F,1,High School,Married,Less than $40K,Blue,36,3,2,0,3198.0,2493,705.0,0.665,1936,44,1.3159999999999998,0.78,3.8311e-05,0.9999600000000001
-90538,Existing Customer,34,M,4,Post-Graduate,Single,$80K - $120K,Blue,26,3,3,2,5100.0,1786,3314.0,1.06,2375,63,0.575,0.35,0.00022196,0.9997799999999999
-90539,Existing Customer,56,M,3,Post-Graduate,Married,$60K - $80K,Blue,39,3,1,2,3955.0,2517,1438.0,0.484,1238,25,1.083,0.636,6.724899999999999e-05,0.9999299999999999
-90540,Existing Customer,62,F,1,High School,Married,Less than $40K,Blue,48,5,3,1,3140.0,1985,1155.0,1.3459999999999999,1626,41,0.8640000000000001,0.632,9.8983e-05,0.9999
-90541,Attrited Customer,45,F,3,Uneducated,Single,,Blue,36,3,3,3,4028.0,710,3318.0,0.731,791,22,0.833,0.17600000000000002,0.9969100000000001,0.00308778
-90542,Existing Customer,38,F,2,Uneducated,Single,Less than $40K,Blue,32,5,3,3,2264.0,0,2264.0,0.479,1204,28,0.33299999999999996,0.0,0.00031104,0.99969
-90543,Existing Customer,49,M,3,,,$120K +,Blue,44,5,2,2,21620.0,2008,19612.0,0.691,1300,33,0.5,0.09300000000000001,0.00012982,0.99987
-90544,Existing Customer,58,M,2,High School,Single,$60K - $80K,Blue,45,3,2,0,6385.0,1535,4850.0,1.138,1612,47,0.88,0.24,4.0816e-05,0.9999600000000001
+90530,Existing Customer,44,M,1,,Married,,Blue,34,6,2,0,2885.0,1895,990.0,0.387,1366,31,0.632,0.657,4.3319e-05,0.99996
+90531,Existing Customer,56,F,1,College,Married,Less than $40K,Blue,36,6,2,3,2641.0,1257,1384.0,0.891,1439,39,1.053,0.476,0.0001747,0.99983
+90532,Existing Customer,45,F,4,Graduate,Married,,Blue,35,6,3,0,2801.0,2043,758.0,0.583,1241,46,0.643,0.729,6.9589e-05,0.99993
+90533,Existing Customer,55,M,1,High School,Married,$80K - $120K,Blue,45,3,3,3,16794.0,809,15985.0,1.566,1917,33,0.941,0.048,0.00027604,0.99972
+90534,Existing Customer,48,F,3,College,Divorced,$40K - $60K,Blue,41,4,1,3,9336.0,1672,7664.0,0.696,1391,39,0.625,0.179,9.3457e-05,0.99991
+90535,Existing Customer,56,F,5,College,Single,Less than $40K,Blue,43,4,1,0,2763.0,2517,246.0,0.938,1246,31,0.824,0.911,2.0392e-05,0.99998
+90536,Existing Customer,41,M,3,Uneducated,Married,$60K - $80K,Blue,36,5,3,2,17391.0,1044,16347.0,1.08,1248,27,0.688,0.06,0.00019191,0.99981
+90537,Existing Customer,65,F,1,High School,Married,Less than $40K,Blue,36,3,2,0,3198.0,2493,705.0,0.665,1936,44,1.316,0.78,3.8311e-05,0.99996
+90538,Existing Customer,34,M,4,Post-Graduate,Single,$80K - $120K,Blue,26,3,3,2,5100.0,1786,3314.0,1.06,2375,63,0.575,0.35,0.00022196,0.99978
+90539,Existing Customer,56,M,3,Post-Graduate,Married,$60K - $80K,Blue,39,3,1,2,3955.0,2517,1438.0,0.484,1238,25,1.083,0.636,6.7249e-05,0.99993
+90540,Existing Customer,62,F,1,High School,Married,Less than $40K,Blue,48,5,3,1,3140.0,1985,1155.0,1.346,1626,41,0.864,0.632,9.8983e-05,0.9999
+90541,Attrited Customer,45,F,3,Uneducated,Single,,Blue,36,3,3,3,4028.0,710,3318.0,0.731,791,22,0.833,0.176,0.99691,0.00308778
+90542,Existing Customer,38,F,2,Uneducated,Single,Less than $40K,Blue,32,5,3,3,2264.0,0,2264.0,0.479,1204,28,0.333,0.0,0.00031104,0.99969
+90543,Existing Customer,49,M,3,,,$120K +,Blue,44,5,2,2,21620.0,2008,19612.0,0.691,1300,33,0.5,0.093,0.00012982,0.99987
+90544,Existing Customer,58,M,2,High School,Single,$60K - $80K,Blue,45,3,2,0,6385.0,1535,4850.0,1.138,1612,47,0.88,0.24,4.0816e-05,0.99996
 90545,Existing Customer,41,F,4,Graduate,Single,$40K - $60K,Blue,31,4,2,3,2375.0,1658,717.0,0.638,1071,28,1.0,0.698,0.00020077,0.9998
 90546,Existing Customer,33,M,2,Graduate,Married,$60K - $80K,Blue,13,3,3,3,1963.0,1721,242.0,0.68,1378,37,0.762,0.877,0.00030251,0.9997
-90547,Existing Customer,47,F,4,College,Single,Less than $40K,Blue,37,6,2,2,4256.0,1084,3172.0,0.63,1100,29,0.381,0.255,0.00011605,0.9998799999999999
+90547,Existing Customer,47,F,4,College,Single,Less than $40K,Blue,37,6,2,2,4256.0,1084,3172.0,0.63,1100,29,0.381,0.255,0.00011605,0.99988
 90548,Existing Customer,56,F,1,Graduate,Married,Less than $40K,Blue,49,5,1,0,5097.0,1152,3945.0,0.94,2052,45,0.607,0.226,1.9069e-05,0.99998
-90549,Existing Customer,51,M,1,Graduate,Single,$60K - $80K,Blue,45,3,2,3,3228.0,2517,711.0,0.9490000000000001,1349,33,1.357,0.78,0.00017969,0.99982
-90550,Existing Customer,49,M,1,Graduate,,$40K - $60K,Silver,41,6,1,3,20231.0,977,19254.0,0.893,1215,36,0.7140000000000001,0.048,7.8567e-05,0.99992
-90551,Attrited Customer,50,M,1,,Single,$120K +,Blue,39,3,2,3,27512.0,2137,25375.0,1.048,1149,25,0.562,0.078,0.9949600000000001,0.00504
-90552,Existing Customer,55,F,3,,Married,$40K - $60K,Blue,47,5,2,0,1929.0,1540,389.0,1.1420000000000001,2354,50,0.7859999999999999,0.7979999999999999,4.7888999999999995e-05,0.99995
-90553,Existing Customer,26,M,0,Graduate,Single,Less than $40K,Blue,13,6,3,2,2585.0,2019,566.0,0.525,2644,40,0.48100000000000004,0.7809999999999999,0.00015435,0.99985
-90554,Attrited Customer,58,M,1,College,Married,$80K - $120K,Blue,47,3,3,3,12151.0,1799,10352.0,1.022,918,14,0.556,0.14800000000000002,0.99639,0.00360825
+90549,Existing Customer,51,M,1,Graduate,Single,$60K - $80K,Blue,45,3,2,3,3228.0,2517,711.0,0.949,1349,33,1.357,0.78,0.00017969,0.99982
+90550,Existing Customer,49,M,1,Graduate,,$40K - $60K,Silver,41,6,1,3,20231.0,977,19254.0,0.893,1215,36,0.714,0.048,7.8567e-05,0.99992
+90551,Attrited Customer,50,M,1,,Single,$120K +,Blue,39,3,2,3,27512.0,2137,25375.0,1.048,1149,25,0.562,0.078,0.99496,0.00504
+90552,Existing Customer,55,F,3,,Married,$40K - $60K,Blue,47,5,2,0,1929.0,1540,389.0,1.142,2354,50,0.786,0.798,4.7889e-05,0.99995
+90553,Existing Customer,26,M,0,Graduate,Single,Less than $40K,Blue,13,6,3,2,2585.0,2019,566.0,0.525,2644,40,0.481,0.781,0.00015435,0.99985
+90554,Attrited Customer,58,M,1,College,Married,$80K - $120K,Blue,47,3,3,3,12151.0,1799,10352.0,1.022,918,14,0.556,0.148,0.99639,0.00360825
 90555,Existing Customer,46,M,3,High School,Single,$80K - $120K,Gold,42,3,2,2,34516.0,2113,32403.0,0.618,1362,31,1.214,0.061,0.00013228,0.99987
-90556,Existing Customer,48,M,4,High School,Married,$120K +,Blue,31,6,3,1,34516.0,1013,33503.0,0.575,1222,37,0.85,0.028999999999999998,0.00011059999999999999,0.99989
-90557,Existing Customer,42,M,4,Uneducated,Divorced,$60K - $80K,Blue,32,4,1,2,5504.0,0,5504.0,0.62,1364,32,0.684,0.0,5.9391e-05,0.9999399999999999
-90558,Existing Customer,37,M,4,Graduate,Married,$80K - $120K,Blue,28,4,1,2,10021.0,1203,8818.0,0.93,1463,40,1.0,0.12,5.7762e-05,0.9999399999999999
-90559,Existing Customer,63,F,0,,Married,Less than $40K,Blue,49,5,3,0,3558.0,2318,1240.0,1.265,1631,31,0.8240000000000001,0.6509999999999999,6.2588e-05,0.9999399999999999
-90560,Existing Customer,50,M,3,High School,Single,$40K - $60K,Silver,44,4,3,4,19853.0,1513,18340.0,0.802,1878,55,0.41,0.076,0.00047034,0.9995299999999999
-90561,Existing Customer,41,F,1,High School,Single,$40K - $60K,Blue,31,6,3,2,4969.0,838,4131.0,0.591,1489,32,0.455,0.16899999999999998,0.00016413,0.99984
+90556,Existing Customer,48,M,4,High School,Married,$120K +,Blue,31,6,3,1,34516.0,1013,33503.0,0.575,1222,37,0.85,0.029,0.0001106,0.99989
+90557,Existing Customer,42,M,4,Uneducated,Divorced,$60K - $80K,Blue,32,4,1,2,5504.0,0,5504.0,0.62,1364,32,0.684,0.0,5.9391e-05,0.99994
+90558,Existing Customer,37,M,4,Graduate,Married,$80K - $120K,Blue,28,4,1,2,10021.0,1203,8818.0,0.93,1463,40,1.0,0.12,5.7762e-05,0.99994
+90559,Existing Customer,63,F,0,,Married,Less than $40K,Blue,49,5,3,0,3558.0,2318,1240.0,1.265,1631,31,0.824,0.651,6.2588e-05,0.99994
+90560,Existing Customer,50,M,3,High School,Single,$40K - $60K,Silver,44,4,3,4,19853.0,1513,18340.0,0.802,1878,55,0.41,0.076,0.00047034,0.99953
+90561,Existing Customer,41,F,1,High School,Single,$40K - $60K,Blue,31,6,3,2,4969.0,838,4131.0,0.591,1489,32,0.455,0.169,0.00016413,0.99984
 90562,Existing Customer,48,F,3,Graduate,Divorced,Less than $40K,Blue,40,3,2,3,3117.0,1603,1514.0,1.167,1437,37,0.609,0.514,0.00019864,0.9998
-90563,Existing Customer,46,M,2,College,Single,$80K - $120K,Blue,41,4,2,0,21526.0,2332,19194.0,0.755,1313,37,0.609,0.10800000000000001,4.082e-05,0.9999600000000001
-90564,Existing Customer,61,M,0,High School,Single,$60K - $80K,Blue,51,4,2,2,5504.0,1412,4092.0,0.722,1290,38,0.462,0.257,9.4951e-05,0.9999100000000001
-90565,Existing Customer,59,F,0,,Married,Less than $40K,Blue,53,4,3,2,5512.0,1124,4388.0,1.391,1975,49,1.579,0.204,0.00016966,0.9998299999999999
-90566,Attrited Customer,53,F,2,Doctorate,Married,,Blue,39,1,2,3,1438.3,0,1438.3,0.644,807,22,0.6920000000000001,0.0,0.9964,0.00359603
-90567,Existing Customer,39,F,3,Doctorate,,$40K - $60K,Blue,28,5,3,0,7262.0,1466,5796.0,0.512,1438,28,0.556,0.20199999999999999,9.9638e-05,0.9999
+90563,Existing Customer,46,M,2,College,Single,$80K - $120K,Blue,41,4,2,0,21526.0,2332,19194.0,0.755,1313,37,0.609,0.108,4.082e-05,0.99996
+90564,Existing Customer,61,M,0,High School,Single,$60K - $80K,Blue,51,4,2,2,5504.0,1412,4092.0,0.722,1290,38,0.462,0.257,9.4951e-05,0.99991
+90565,Existing Customer,59,F,0,,Married,Less than $40K,Blue,53,4,3,2,5512.0,1124,4388.0,1.391,1975,49,1.579,0.204,0.00016966,0.99983
+90566,Attrited Customer,53,F,2,Doctorate,Married,,Blue,39,1,2,3,1438.3,0,1438.3,0.644,807,22,0.692,0.0,0.9964,0.00359603
+90567,Existing Customer,39,F,3,Doctorate,,$40K - $60K,Blue,28,5,3,0,7262.0,1466,5796.0,0.512,1438,28,0.556,0.202,9.9638e-05,0.9999
 90568,Existing Customer,51,M,3,High School,Married,$120K +,Blue,40,6,3,2,7319.0,1692,5627.0,0.701,1233,29,0.611,0.231,0.00018145,0.99982
-90569,Attrited Customer,45,M,2,Graduate,Married,$60K - $80K,Blue,25,3,5,3,1438.3,0,1438.3,0.6759999999999999,709,27,0.42100000000000004,0.0,0.99705,0.00294997
+90569,Attrited Customer,45,M,2,Graduate,Married,$60K - $80K,Blue,25,3,5,3,1438.3,0,1438.3,0.676,709,27,0.421,0.0,0.99705,0.00294997
 90570,Existing Customer,48,M,4,,Single,$60K - $80K,Blue,30,4,3,3,7712.0,1387,6325.0,0.861,1597,39,0.56,0.18,0.00034872,0.99965
-90571,Existing Customer,47,M,1,Graduate,Married,$60K - $80K,Blue,37,6,3,0,2053.0,0,2053.0,0.865,1283,28,1.1540000000000001,0.0,6.2282e-05,0.9999399999999999
-90572,Existing Customer,41,M,2,High School,Married,$40K - $60K,Blue,32,3,1,3,12804.0,2517,10287.0,0.892,1101,37,0.276,0.19699999999999998,9.0056e-05,0.9999100000000001
-90573,Existing Customer,48,M,4,College,Married,$80K - $120K,Blue,36,3,3,2,26443.0,1601,24842.0,0.493,1593,36,0.33299999999999996,0.061,0.0001834,0.99982
-90574,Existing Customer,50,F,4,Graduate,Single,Less than $40K,Blue,36,6,2,0,3125.0,1928,1197.0,0.41200000000000003,1631,46,0.5329999999999999,0.617,4.4033000000000003e-05,0.9999600000000001
-90575,Existing Customer,56,F,2,Post-Graduate,Married,Less than $40K,Blue,48,6,1,2,4930.0,2259,2671.0,1.1340000000000001,2194,53,0.606,0.45799999999999996,6.4807e-05,0.9999399999999999
+90571,Existing Customer,47,M,1,Graduate,Married,$60K - $80K,Blue,37,6,3,0,2053.0,0,2053.0,0.865,1283,28,1.154,0.0,6.2282e-05,0.99994
+90572,Existing Customer,41,M,2,High School,Married,$40K - $60K,Blue,32,3,1,3,12804.0,2517,10287.0,0.892,1101,37,0.276,0.197,9.0056e-05,0.99991
+90573,Existing Customer,48,M,4,College,Married,$80K - $120K,Blue,36,3,3,2,26443.0,1601,24842.0,0.493,1593,36,0.333,0.061,0.0001834,0.99982
+90574,Existing Customer,50,F,4,Graduate,Single,Less than $40K,Blue,36,6,2,0,3125.0,1928,1197.0,0.412,1631,46,0.533,0.617,4.4033e-05,0.99996
+90575,Existing Customer,56,F,2,Post-Graduate,Married,Less than $40K,Blue,48,6,1,2,4930.0,2259,2671.0,1.134,2194,53,0.606,0.458,6.4807e-05,0.99994
 90576,Existing Customer,39,F,2,College,Single,Less than $40K,Blue,36,6,3,3,9476.0,0,9476.0,0.605,1128,27,0.929,0.0,0.00029411,0.99971
-90577,Existing Customer,47,M,1,Graduate,Married,$80K - $120K,Blue,37,6,3,3,11722.0,1667,10055.0,0.5660000000000001,1497,35,0.25,0.142,0.00028395,0.99972
-90578,Existing Customer,44,M,2,Graduate,Single,$120K +,Blue,33,4,1,3,13301.0,0,13301.0,1.058,1385,50,0.515,0.0,9.2637e-05,0.9999100000000001
+90577,Existing Customer,47,M,1,Graduate,Married,$80K - $120K,Blue,37,6,3,3,11722.0,1667,10055.0,0.566,1497,35,0.25,0.142,0.00028395,0.99972
+90578,Existing Customer,44,M,2,Graduate,Single,$120K +,Blue,33,4,1,3,13301.0,0,13301.0,1.058,1385,50,0.515,0.0,9.2637e-05,0.99991
 90579,Existing Customer,61,F,1,,Married,,Blue,47,4,2,3,1438.3,0,1438.3,1.337,1449,27,1.455,0.0,0.00019751,0.9998
 90580,Attrited Customer,43,F,2,Post-Graduate,Married,Less than $40K,Blue,37,3,3,1,1438.3,0,1438.3,1.004,974,28,0.273,0.0,0.99223,0.00777
-90581,Attrited Customer,59,M,1,High School,Married,$60K - $80K,Blue,36,3,2,3,6705.0,0,6705.0,0.7490000000000001,731,18,0.5,0.0,0.99431,0.00569
-90582,Existing Customer,42,F,2,Uneducated,Married,,Blue,31,4,2,0,22718.0,0,22718.0,0.7909999999999999,1191,37,1.176,0.0,4.317e-05,0.9999600000000001
+90581,Attrited Customer,59,M,1,High School,Married,$60K - $80K,Blue,36,3,2,3,6705.0,0,6705.0,0.749,731,18,0.5,0.0,0.99431,0.00569
+90582,Existing Customer,42,F,2,Uneducated,Married,,Blue,31,4,2,0,22718.0,0,22718.0,0.791,1191,37,1.176,0.0,4.317e-05,0.99996
 90583,Existing Customer,40,M,4,,Divorced,$40K - $60K,Gold,28,4,2,2,23981.0,1788,22193.0,0.631,1421,34,0.308,0.075,0.00015117,0.99985
 90584,Existing Customer,65,M,2,,Married,Less than $40K,Blue,56,4,2,4,2318.0,1010,1308.0,0.81,1256,35,0.591,0.436,0.00035894,0.99964
-90585,Existing Customer,48,M,1,College,Married,$60K - $80K,Blue,29,4,3,2,19324.0,1040,18284.0,0.904,1744,50,0.852,0.054000000000000006,0.00016415,0.99984
+90585,Existing Customer,48,M,1,College,Married,$60K - $80K,Blue,29,4,3,2,19324.0,1040,18284.0,0.904,1744,50,0.852,0.054,0.00016415,0.99984
 90586,Existing Customer,44,M,2,Graduate,Single,$40K - $60K,Blue,34,5,3,1,5331.0,1993,3338.0,0.777,1766,39,0.625,0.374,0.00010848,0.99989
-90587,Existing Customer,36,F,4,,Married,,Blue,31,5,2,0,15700.0,1276,14424.0,1.389,2229,48,0.778,0.081,4.8401000000000006e-05,0.99995
-90588,Existing Customer,45,M,4,Graduate,Single,$60K - $80K,Blue,30,6,2,2,17625.0,894,16731.0,1.285,1773,39,1.053,0.051,0.00011937,0.9998799999999999
+90587,Existing Customer,36,F,4,,Married,,Blue,31,5,2,0,15700.0,1276,14424.0,1.389,2229,48,0.778,0.081,4.8401e-05,0.99995
+90588,Existing Customer,45,M,4,Graduate,Single,$60K - $80K,Blue,30,6,2,2,17625.0,894,16731.0,1.285,1773,39,1.053,0.051,0.00011937,0.99988
 90589,Existing Customer,39,M,2,Graduate,Married,$80K - $120K,Blue,34,6,3,2,17438.0,0,17438.0,1.078,1860,37,0.85,0.0,0.00017987,0.99982
 90590,Existing Customer,40,M,4,College,,$80K - $120K,Blue,25,3,3,1,1962.0,0,1962.0,0.684,1179,27,0.688,0.0,0.00011061,0.99989
-90591,Attrited Customer,62,M,0,High School,Married,$60K - $80K,Blue,56,3,3,2,8077.0,0,8077.0,0.7490000000000001,906,16,0.33299999999999996,0.0,0.9933799999999999,0.00662
-90592,Existing Customer,26,M,0,Graduate,Single,$40K - $60K,Blue,13,6,1,2,3290.0,1616,1674.0,0.466,2781,54,0.35,0.491,4.7263000000000005e-05,0.99995
-90593,Existing Customer,60,M,0,Uneducated,Single,Less than $40K,Blue,53,5,3,2,2402.0,1728,674.0,0.652,1650,53,0.606,0.7190000000000001,0.00015871,0.99984
-90594,Existing Customer,54,F,3,Doctorate,Single,Less than $40K,Blue,42,6,1,0,9256.0,1999,7257.0,0.812,1446,37,0.762,0.21600000000000003,3.0508000000000003e-05,0.99997
-90595,Existing Customer,62,M,0,Graduate,Married,$60K - $80K,Blue,36,6,3,3,3674.0,895,2779.0,0.6579999999999999,1703,48,0.371,0.244,0.0002596,0.99974
+90591,Attrited Customer,62,M,0,High School,Married,$60K - $80K,Blue,56,3,3,2,8077.0,0,8077.0,0.749,906,16,0.333,0.0,0.99338,0.00662
+90592,Existing Customer,26,M,0,Graduate,Single,$40K - $60K,Blue,13,6,1,2,3290.0,1616,1674.0,0.466,2781,54,0.35,0.491,4.7263e-05,0.99995
+90593,Existing Customer,60,M,0,Uneducated,Single,Less than $40K,Blue,53,5,3,2,2402.0,1728,674.0,0.652,1650,53,0.606,0.719,0.00015871,0.99984
+90594,Existing Customer,54,F,3,Doctorate,Single,Less than $40K,Blue,42,6,1,0,9256.0,1999,7257.0,0.812,1446,37,0.762,0.216,3.0508e-05,0.99997
+90595,Existing Customer,62,M,0,Graduate,Married,$60K - $80K,Blue,36,6,3,3,3674.0,895,2779.0,0.658,1703,48,0.371,0.244,0.0002596,0.99974
 90596,Attrited Customer,57,M,2,College,Married,$40K - $60K,Blue,50,2,5,3,6462.0,0,6462.0,0.856,761,17,0.214,0.0,0.99697,0.00303398
-90597,Existing Customer,59,M,0,Graduate,Single,$40K - $60K,Blue,48,4,2,2,1638.0,0,1638.0,0.5329999999999999,1536,44,0.63,0.0,9.7673e-05,0.9999
-90598,Existing Customer,46,M,4,Graduate,Single,$60K - $80K,Blue,38,3,3,2,4335.0,2480,1855.0,0.5429999999999999,1373,36,1.1179999999999999,0.5720000000000001,0.00018864,0.9998100000000001
+90597,Existing Customer,59,M,0,Graduate,Single,$40K - $60K,Blue,48,4,2,2,1638.0,0,1638.0,0.533,1536,44,0.63,0.0,9.7673e-05,0.9999
+90598,Existing Customer,46,M,4,Graduate,Single,$60K - $80K,Blue,38,3,3,2,4335.0,2480,1855.0,0.543,1373,36,1.118,0.572,0.00018864,0.99981
 90599,Existing Customer,44,M,4,High School,Single,$60K - $80K,Blue,32,5,3,2,3233.0,1034,2199.0,0.759,1256,29,0.706,0.32,0.00018339,0.99982
-90600,Attrited Customer,48,M,4,,Single,$80K - $120K,Blue,36,1,3,1,11862.0,2517,9345.0,0.7659999999999999,643,16,0.231,0.212,0.9920700000000001,0.00793
-90601,Existing Customer,43,M,2,Uneducated,Divorced,$120K +,Silver,24,4,2,0,34516.0,1938,32578.0,0.426,1215,45,0.406,0.055999999999999994,3.9007e-05,0.9999600000000001
+90600,Attrited Customer,48,M,4,,Single,$80K - $120K,Blue,36,1,3,1,11862.0,2517,9345.0,0.766,643,16,0.231,0.212,0.99207,0.00793
+90601,Existing Customer,43,M,2,Uneducated,Divorced,$120K +,Silver,24,4,2,0,34516.0,1938,32578.0,0.426,1215,45,0.406,0.056,3.9007e-05,0.99996
 90602,Existing Customer,57,M,4,Uneducated,Married,$120K +,Blue,38,6,6,2,19802.0,1961,17841.0,1.125,2244,58,0.706,0.099,0.00015311,0.99985
 90603,Existing Customer,46,M,3,College,,$80K - $120K,Blue,36,4,2,2,24869.0,1729,23140.0,0.408,1409,36,0.5,0.07,0.00011483,0.99989
-90604,Existing Customer,40,M,3,High School,,$60K - $80K,Blue,36,4,2,1,3624.0,1975,1649.0,0.708,1469,23,1.091,0.545,6.9242e-05,0.9999299999999999
-90605,Existing Customer,54,M,1,,Married,$80K - $120K,Blue,36,4,1,2,6175.0,960,5215.0,0.7090000000000001,1847,59,0.405,0.155,5.6825e-05,0.9999399999999999
-90606,Existing Customer,57,F,1,Graduate,Single,$40K - $60K,Blue,48,5,1,0,10953.0,1945,9008.0,0.8859999999999999,1277,29,0.526,0.17800000000000002,1.9069e-05,0.99998
+90604,Existing Customer,40,M,3,High School,,$60K - $80K,Blue,36,4,2,1,3624.0,1975,1649.0,0.708,1469,23,1.091,0.545,6.9242e-05,0.99993
+90605,Existing Customer,54,M,1,,Married,$80K - $120K,Blue,36,4,1,2,6175.0,960,5215.0,0.709,1847,59,0.405,0.155,5.6825e-05,0.99994
+90606,Existing Customer,57,F,1,Graduate,Single,$40K - $60K,Blue,48,5,1,0,10953.0,1945,9008.0,0.886,1277,29,0.526,0.178,1.9069e-05,0.99998
 90607,Existing Customer,44,M,4,Graduate,Married,$60K - $80K,Blue,28,6,2,3,11338.0,0,11338.0,0.695,1227,24,0.5,0.0,0.00020077,0.9998
 90608,Existing Customer,47,F,2,Doctorate,Married,Less than $40K,Blue,35,3,2,2,5544.0,1184,4360.0,0.85,1336,38,0.652,0.214,0.00016471,0.99984
-90609,Existing Customer,47,M,4,Doctorate,Married,$60K - $80K,Blue,36,4,1,1,19665.0,706,18959.0,1.317,1110,58,0.349,0.036000000000000004,5.0408e-05,0.99995
-90610,Existing Customer,50,F,2,High School,Married,Less than $40K,Blue,43,6,2,3,2927.0,1412,1515.0,0.763,1474,26,0.857,0.48200000000000004,0.0001861,0.9998100000000001
+90609,Existing Customer,47,M,4,Doctorate,Married,$60K - $80K,Blue,36,4,1,1,19665.0,706,18959.0,1.317,1110,58,0.349,0.036,5.0408e-05,0.99995
+90610,Existing Customer,50,F,2,High School,Married,Less than $40K,Blue,43,6,2,3,2927.0,1412,1515.0,0.763,1474,26,0.857,0.482,0.0001861,0.99981
 90611,Existing Customer,53,F,3,College,Married,$40K - $60K,Blue,33,4,3,3,5146.0,1618,3528.0,1.073,1955,44,0.76,0.314,0.00030519,0.99969
 90612,Attrited Customer,56,M,1,College,Married,$60K - $80K,Blue,44,5,3,3,1704.0,0,1704.0,0.701,660,17,0.308,0.0,0.99639,0.00360825
 90613,Attrited Customer,55,M,1,High School,Married,$60K - $80K,Blue,46,2,2,3,1438.3,0,1438.3,1.037,888,18,1.25,0.0,0.99431,0.00569
-90614,Existing Customer,53,F,4,High School,Married,Less than $40K,Blue,36,6,1,3,2974.0,1170,1804.0,1.297,1785,45,1.143,0.39299999999999996,9.444700000000001e-05,0.9999100000000001
-90615,Attrited Customer,61,M,1,,Married,$40K - $60K,Blue,49,1,2,2,5472.0,788,4684.0,0.526,705,14,0.273,0.14400000000000002,0.99156,0.008440000000000001
-90616,Existing Customer,57,M,2,High School,Married,$60K - $80K,Blue,38,3,1,2,2736.0,1822,914.0,0.593,1211,25,0.9229999999999999,0.6659999999999999,5.3541999999999997e-05,0.99995
-90617,Existing Customer,50,M,2,Graduate,Married,$80K - $120K,Blue,37,6,2,1,1438.3,862,576.3,0.65,1391,40,0.212,0.599,6.864e-05,0.9999299999999999
-90618,Existing Customer,56,F,2,,Married,,Blue,45,4,3,0,5406.0,1782,3624.0,0.976,1407,29,0.812,0.33,7.293600000000001e-05,0.9999299999999999
-90619,Existing Customer,52,M,2,Graduate,Single,$120K +,Blue,44,5,1,1,34516.0,2174,32342.0,0.426,1616,50,0.515,0.063,3.3214000000000004e-05,0.99997
-90620,Existing Customer,60,M,0,Graduate,Married,Less than $40K,Blue,36,6,2,2,1976.0,1311,665.0,0.995,1498,43,0.536,0.6629999999999999,9.7673e-05,0.9999
-90621,Existing Customer,49,M,4,Uneducated,Married,$80K - $120K,Blue,40,3,1,1,8714.0,2252,6462.0,0.831,1536,38,0.652,0.258,3.5816e-05,0.9999600000000001
+90614,Existing Customer,53,F,4,High School,Married,Less than $40K,Blue,36,6,1,3,2974.0,1170,1804.0,1.297,1785,45,1.143,0.393,9.4447e-05,0.99991
+90615,Attrited Customer,61,M,1,,Married,$40K - $60K,Blue,49,1,2,2,5472.0,788,4684.0,0.526,705,14,0.273,0.144,0.99156,0.00844
+90616,Existing Customer,57,M,2,High School,Married,$60K - $80K,Blue,38,3,1,2,2736.0,1822,914.0,0.593,1211,25,0.923,0.666,5.3542e-05,0.99995
+90617,Existing Customer,50,M,2,Graduate,Married,$80K - $120K,Blue,37,6,2,1,1438.3,862,576.3,0.65,1391,40,0.212,0.599,6.864e-05,0.99993
+90618,Existing Customer,56,F,2,,Married,,Blue,45,4,3,0,5406.0,1782,3624.0,0.976,1407,29,0.812,0.33,7.2936e-05,0.99993
+90619,Existing Customer,52,M,2,Graduate,Single,$120K +,Blue,44,5,1,1,34516.0,2174,32342.0,0.426,1616,50,0.515,0.063,3.3214e-05,0.99997
+90620,Existing Customer,60,M,0,Graduate,Married,Less than $40K,Blue,36,6,2,2,1976.0,1311,665.0,0.995,1498,43,0.536,0.663,9.7673e-05,0.9999
+90621,Existing Customer,49,M,4,Uneducated,Married,$80K - $120K,Blue,40,3,1,1,8714.0,2252,6462.0,0.831,1536,38,0.652,0.258,3.5816e-05,0.99996
 90622,Existing Customer,46,F,4,Doctorate,Divorced,Less than $40K,Blue,41,4,1,1,8693.0,1378,7315.0,0.799,1594,45,0.452,0.159,5.0408e-05,0.99995
 90623,Existing Customer,42,M,1,Uneducated,Married,$80K - $120K,Blue,36,6,1,2,9247.0,710,8537.0,0.735,1190,30,0.5,0.077,5.3155e-05,0.99995
-90624,Existing Customer,45,M,3,High School,Married,Less than $40K,Blue,33,6,5,0,7717.0,1430,6287.0,0.8220000000000001,1248,37,0.85,0.185,7.4762e-05,0.9999299999999999
-90625,Attrited Customer,45,F,4,Uneducated,Married,Less than $40K,Blue,38,3,4,3,4908.0,0,4908.0,0.993,827,21,0.75,0.0,0.9974700000000001,0.00252933
-90626,Attrited Customer,44,F,3,Doctorate,Married,Less than $40K,Blue,38,6,1,3,7222.0,0,7222.0,0.685,920,18,0.5,0.0,0.9928600000000001,0.0071400000000000005
-90627,Existing Customer,61,M,0,Uneducated,Single,$80K - $120K,Blue,48,6,2,2,21740.0,0,21740.0,0.6759999999999999,1755,54,0.5429999999999999,0.0,0.00010043,0.9999
-90628,Attrited Customer,55,M,3,Uneducated,Married,$60K - $80K,Blue,44,3,2,2,2323.0,0,2323.0,0.737,804,15,0.5,0.0,0.9918299999999999,0.00817
-90629,Existing Customer,44,M,4,,Divorced,$60K - $80K,Blue,29,4,2,2,7788.0,0,7788.0,0.29600000000000004,1196,30,0.429,0.0,0.00013121,0.99987
-90630,Attrited Customer,55,F,1,,Married,Less than $40K,Blue,36,4,1,3,1438.3,361,1077.3,0.963,850,22,0.6920000000000001,0.251,0.98965,0.01035
-90631,Existing Customer,57,M,2,,Married,$120K +,Blue,36,3,2,2,23700.0,1314,22386.0,1.4869999999999999,1644,28,0.647,0.055,0.00012511,0.99987
-90632,Existing Customer,45,M,2,Doctorate,Married,$80K - $120K,Blue,40,6,3,1,11710.0,693,11017.0,0.914,1749,50,0.429,0.059000000000000004,0.00015697,0.99984
-90633,Existing Customer,57,F,0,High School,Married,$40K - $60K,Blue,45,3,2,2,2278.0,845,1433.0,1.328,2307,45,0.8,0.371,9.4951e-05,0.9999100000000001
-90634,Existing Customer,31,M,0,Uneducated,Married,$40K - $60K,Blue,22,3,3,0,4048.0,1113,2935.0,0.7170000000000001,1757,45,0.607,0.275,5.8546000000000005e-05,0.9999399999999999
-90635,Existing Customer,34,F,2,Graduate,Married,Less than $40K,Blue,24,6,2,2,3663.0,1853,1810.0,0.963,1826,35,1.0590000000000002,0.506,0.00011382,0.99989
-90636,Attrited Customer,53,F,1,Graduate,Single,Less than $40K,Blue,36,2,2,3,1438.3,0,1438.3,0.672,799,17,0.214,0.0,0.9944700000000001,0.005529999999999999
-90637,Existing Customer,35,F,1,College,Single,,Blue,28,4,5,2,3518.0,1575,1943.0,0.625,2121,60,0.579,0.44799999999999995,0.00018334,0.99982
-90638,Existing Customer,44,F,4,Graduate,Married,Less than $40K,Blue,36,4,1,0,1717.0,0,1717.0,0.619,1468,29,0.381,0.0,2.1306999999999998e-05,0.99998
+90624,Existing Customer,45,M,3,High School,Married,Less than $40K,Blue,33,6,5,0,7717.0,1430,6287.0,0.822,1248,37,0.85,0.185,7.4762e-05,0.99993
+90625,Attrited Customer,45,F,4,Uneducated,Married,Less than $40K,Blue,38,3,4,3,4908.0,0,4908.0,0.993,827,21,0.75,0.0,0.99747,0.00252933
+90626,Attrited Customer,44,F,3,Doctorate,Married,Less than $40K,Blue,38,6,1,3,7222.0,0,7222.0,0.685,920,18,0.5,0.0,0.99286,0.00714
+90627,Existing Customer,61,M,0,Uneducated,Single,$80K - $120K,Blue,48,6,2,2,21740.0,0,21740.0,0.676,1755,54,0.543,0.0,0.00010043,0.9999
+90628,Attrited Customer,55,M,3,Uneducated,Married,$60K - $80K,Blue,44,3,2,2,2323.0,0,2323.0,0.737,804,15,0.5,0.0,0.99183,0.00817
+90629,Existing Customer,44,M,4,,Divorced,$60K - $80K,Blue,29,4,2,2,7788.0,0,7788.0,0.296,1196,30,0.429,0.0,0.00013121,0.99987
+90630,Attrited Customer,55,F,1,,Married,Less than $40K,Blue,36,4,1,3,1438.3,361,1077.3,0.963,850,22,0.692,0.251,0.98965,0.01035
+90631,Existing Customer,57,M,2,,Married,$120K +,Blue,36,3,2,2,23700.0,1314,22386.0,1.487,1644,28,0.647,0.055,0.00012511,0.99987
+90632,Existing Customer,45,M,2,Doctorate,Married,$80K - $120K,Blue,40,6,3,1,11710.0,693,11017.0,0.914,1749,50,0.429,0.059,0.00015697,0.99984
+90633,Existing Customer,57,F,0,High School,Married,$40K - $60K,Blue,45,3,2,2,2278.0,845,1433.0,1.328,2307,45,0.8,0.371,9.4951e-05,0.99991
+90634,Existing Customer,31,M,0,Uneducated,Married,$40K - $60K,Blue,22,3,3,0,4048.0,1113,2935.0,0.717,1757,45,0.607,0.275,5.8546e-05,0.99994
+90635,Existing Customer,34,F,2,Graduate,Married,Less than $40K,Blue,24,6,2,2,3663.0,1853,1810.0,0.963,1826,35,1.059,0.506,0.00011382,0.99989
+90636,Attrited Customer,53,F,1,Graduate,Single,Less than $40K,Blue,36,2,2,3,1438.3,0,1438.3,0.672,799,17,0.214,0.0,0.99447,0.00553
+90637,Existing Customer,35,F,1,College,Single,,Blue,28,4,5,2,3518.0,1575,1943.0,0.625,2121,60,0.579,0.448,0.00018334,0.99982
+90638,Existing Customer,44,F,4,Graduate,Married,Less than $40K,Blue,36,4,1,0,1717.0,0,1717.0,0.619,1468,29,0.381,0.0,2.1307e-05,0.99998
 90639,Existing Customer,50,M,1,Graduate,Married,$80K - $120K,Blue,45,3,2,2,16813.0,1185,15628.0,0.552,1482,46,0.643,0.07,0.00010684,0.99989
 90640,Existing Customer,33,M,3,Post-Graduate,Married,$80K - $120K,Blue,25,4,2,3,16434.0,2104,14330.0,0.955,1726,37,0.85,0.128,0.00023373,0.99977
-90641,Existing Customer,50,M,3,Graduate,Single,$60K - $80K,Blue,45,4,2,3,21872.0,1118,20754.0,0.6579999999999999,1806,31,0.409,0.051,0.00019864,0.9998
-90642,Existing Customer,51,M,4,High School,Married,$80K - $120K,Blue,41,5,2,0,15897.0,1437,14460.0,0.584,1405,43,0.387,0.09,4.2806e-05,0.9999600000000001
-90643,Existing Customer,56,F,4,,Married,Less than $40K,Blue,46,5,3,2,4271.0,1150,3121.0,1.064,2052,50,0.7240000000000001,0.26899999999999996,0.00020735,0.99979
-90644,Existing Customer,55,F,3,Graduate,Single,Less than $40K,Blue,29,6,1,2,7361.0,1309,6052.0,0.504,1175,34,0.7,0.17800000000000002,5.7151e-05,0.9999399999999999
-90645,Existing Customer,26,M,0,College,Single,Less than $40K,Blue,36,4,1,3,1438.3,479,959.3,0.5529999999999999,1786,37,0.37,0.33299999999999996,7.7286e-05,0.99992
+90641,Existing Customer,50,M,3,Graduate,Single,$60K - $80K,Blue,45,4,2,3,21872.0,1118,20754.0,0.658,1806,31,0.409,0.051,0.00019864,0.9998
+90642,Existing Customer,51,M,4,High School,Married,$80K - $120K,Blue,41,5,2,0,15897.0,1437,14460.0,0.584,1405,43,0.387,0.09,4.2806e-05,0.99996
+90643,Existing Customer,56,F,4,,Married,Less than $40K,Blue,46,5,3,2,4271.0,1150,3121.0,1.064,2052,50,0.724,0.269,0.00020735,0.99979
+90644,Existing Customer,55,F,3,Graduate,Single,Less than $40K,Blue,29,6,1,2,7361.0,1309,6052.0,0.504,1175,34,0.7,0.178,5.7151e-05,0.99994
+90645,Existing Customer,26,M,0,College,Single,Less than $40K,Blue,36,4,1,3,1438.3,479,959.3,0.553,1786,37,0.37,0.333,7.7286e-05,0.99992
 90646,Existing Customer,42,F,3,Graduate,Married,Less than $40K,Blue,33,6,3,3,8628.0,1077,7551.0,0.872,1675,58,0.415,0.125,0.0003139,0.99969
 90647,Existing Customer,54,M,2,College,Married,$80K - $120K,Blue,44,4,3,3,18750.0,1705,17045.0,0.807,1200,36,0.895,0.091,0.00029411,0.99971
 90648,Existing Customer,44,F,3,Graduate,Married,,Blue,36,4,2,3,21242.0,819,20423.0,0.499,1283,37,0.542,0.039,0.00019864,0.9998
-90649,Existing Customer,65,F,0,Graduate,Married,$40K - $60K,Blue,56,5,3,0,2961.0,1570,1391.0,0.9079999999999999,1937,57,0.7809999999999999,0.53,5.694e-05,0.9999399999999999
-90650,Existing Customer,38,F,3,High School,Married,,Blue,29,4,2,2,11327.0,1528,9799.0,1.1420000000000001,2033,38,0.727,0.135,0.00011482,0.99989
-90651,Existing Customer,58,M,3,High School,Married,$60K - $80K,Blue,40,6,1,3,8308.0,2517,5791.0,1.455,1915,37,1.056,0.303,9.344799999999999e-05,0.9999100000000001
-90652,Existing Customer,39,F,3,Post-Graduate,Married,$40K - $60K,Blue,28,4,2,2,3249.0,2217,1032.0,1.06,1988,36,0.895,0.682,0.00013897,0.9998600000000001
-90653,Existing Customer,52,M,2,High School,Married,$120K +,Blue,36,5,1,2,2981.0,1358,1623.0,1.242,1648,30,1.5,0.456,5.3541999999999997e-05,0.99995
+90649,Existing Customer,65,F,0,Graduate,Married,$40K - $60K,Blue,56,5,3,0,2961.0,1570,1391.0,0.908,1937,57,0.781,0.53,5.694e-05,0.99994
+90650,Existing Customer,38,F,3,High School,Married,,Blue,29,4,2,2,11327.0,1528,9799.0,1.142,2033,38,0.727,0.135,0.00011482,0.99989
+90651,Existing Customer,58,M,3,High School,Married,$60K - $80K,Blue,40,6,1,3,8308.0,2517,5791.0,1.455,1915,37,1.056,0.303,9.3448e-05,0.99991
+90652,Existing Customer,39,F,3,Post-Graduate,Married,$40K - $60K,Blue,28,4,2,2,3249.0,2217,1032.0,1.06,1988,36,0.895,0.682,0.00013897,0.99986
+90653,Existing Customer,52,M,2,High School,Married,$120K +,Blue,36,5,1,2,2981.0,1358,1623.0,1.242,1648,30,1.5,0.456,5.3542e-05,0.99995
 90654,Existing Customer,45,F,3,Graduate,Married,Less than $40K,Blue,31,4,1,0,8829.0,901,7928.0,0.825,1902,45,0.667,0.102,2.1081e-05,0.99998
 90655,Existing Customer,42,M,3,,Single,$80K - $120K,Blue,33,3,3,2,3714.0,2170,1544.0,0.524,1454,35,0.522,0.584,0.00020516,0.99979
-90656,Attrited Customer,42,M,2,College,Married,$60K - $80K,Blue,28,6,1,3,7340.0,0,7340.0,0.65,838,24,0.41200000000000003,0.0,0.9890200000000001,0.01098
-90657,Existing Customer,57,M,4,Post-Graduate,Married,$120K +,Blue,51,4,2,3,16952.0,0,16952.0,0.7090000000000001,1918,61,0.649,0.0,0.00023623,0.99976
-90658,Attrited Customer,55,M,3,Doctorate,Single,$80K - $120K,Blue,35,4,1,3,20865.0,0,20865.0,0.8809999999999999,837,25,0.667,0.0,0.9928600000000001,0.0071400000000000005
-90659,Existing Customer,44,F,3,College,,Less than $40K,Blue,25,6,3,2,3083.0,1040,2043.0,0.7290000000000001,4311,78,0.56,0.337,0.00018146,0.99982
-90660,Existing Customer,37,F,3,Graduate,Married,,Blue,24,3,2,2,10584.0,1550,9034.0,0.6920000000000001,1567,33,0.32,0.146,0.00011811,0.9998799999999999
-90661,Existing Customer,50,F,3,,Married,Less than $40K,Blue,42,4,1,2,2240.0,0,2240.0,0.6679999999999999,1905,39,0.345,0.0,6.282e-05,0.9999399999999999
-90662,Existing Customer,51,M,2,Graduate,Married,$40K - $60K,Blue,40,5,1,2,12240.0,1566,10674.0,0.539,1422,26,0.529,0.128,5.5077e-05,0.9999399999999999
-90663,Existing Customer,37,M,1,Graduate,Married,$80K - $120K,Blue,21,6,2,0,5120.0,0,5120.0,0.867,1680,32,0.778,0.0,3.941e-05,0.9999600000000001
-90664,Existing Customer,36,F,2,Graduate,Married,Less than $40K,Blue,24,3,1,3,3124.0,1593,1531.0,0.8690000000000001,1652,41,0.36700000000000005,0.51,9.2637e-05,0.9999100000000001
-90665,Existing Customer,51,F,2,High School,Married,Less than $40K,Silver,36,5,3,0,11261.0,2485,8776.0,0.736,1158,26,0.857,0.221,5.8284e-05,0.9999399999999999
-90666,Existing Customer,65,M,1,Uneducated,Married,$40K - $60K,Blue,56,3,3,2,2468.0,2021,447.0,0.9059999999999999,1797,46,0.586,0.8190000000000001,0.0001736,0.9998299999999999
-90667,Existing Customer,43,M,2,College,Married,$60K - $80K,Blue,28,4,2,3,22157.0,1355,20802.0,0.69,1911,55,0.5710000000000001,0.061,0.00018612,0.9998100000000001
+90656,Attrited Customer,42,M,2,College,Married,$60K - $80K,Blue,28,6,1,3,7340.0,0,7340.0,0.65,838,24,0.412,0.0,0.98902,0.01098
+90657,Existing Customer,57,M,4,Post-Graduate,Married,$120K +,Blue,51,4,2,3,16952.0,0,16952.0,0.709,1918,61,0.649,0.0,0.00023623,0.99976
+90658,Attrited Customer,55,M,3,Doctorate,Single,$80K - $120K,Blue,35,4,1,3,20865.0,0,20865.0,0.881,837,25,0.667,0.0,0.99286,0.00714
+90659,Existing Customer,44,F,3,College,,Less than $40K,Blue,25,6,3,2,3083.0,1040,2043.0,0.729,4311,78,0.56,0.337,0.00018146,0.99982
+90660,Existing Customer,37,F,3,Graduate,Married,,Blue,24,3,2,2,10584.0,1550,9034.0,0.692,1567,33,0.32,0.146,0.00011811,0.99988
+90661,Existing Customer,50,F,3,,Married,Less than $40K,Blue,42,4,1,2,2240.0,0,2240.0,0.668,1905,39,0.345,0.0,6.282e-05,0.99994
+90662,Existing Customer,51,M,2,Graduate,Married,$40K - $60K,Blue,40,5,1,2,12240.0,1566,10674.0,0.539,1422,26,0.529,0.128,5.5077e-05,0.99994
+90663,Existing Customer,37,M,1,Graduate,Married,$80K - $120K,Blue,21,6,2,0,5120.0,0,5120.0,0.867,1680,32,0.778,0.0,3.941e-05,0.99996
+90664,Existing Customer,36,F,2,Graduate,Married,Less than $40K,Blue,24,3,1,3,3124.0,1593,1531.0,0.869,1652,41,0.367,0.51,9.2637e-05,0.99991
+90665,Existing Customer,51,F,2,High School,Married,Less than $40K,Silver,36,5,3,0,11261.0,2485,8776.0,0.736,1158,26,0.857,0.221,5.8284e-05,0.99994
+90666,Existing Customer,65,M,1,Uneducated,Married,$40K - $60K,Blue,56,3,3,2,2468.0,2021,447.0,0.906,1797,46,0.586,0.819,0.0001736,0.99983
+90667,Existing Customer,43,M,2,College,Married,$60K - $80K,Blue,28,4,2,3,22157.0,1355,20802.0,0.69,1911,55,0.571,0.061,0.00018612,0.99981
 90668,Existing Customer,46,M,3,Graduate,Married,$40K - $60K,Blue,32,6,2,3,11477.0,0,11477.0,0.767,1260,27,0.688,0.0,0.00019864,0.9998
 90669,Existing Customer,43,F,2,Graduate,Married,Less than $40K,Blue,33,5,2,2,3933.0,852,3081.0,0.433,1489,45,0.324,0.217,0.00011382,0.99989
-90670,Existing Customer,56,M,3,Graduate,Married,$80K - $120K,Blue,50,3,3,3,8022.0,1372,6650.0,0.8959999999999999,1794,31,1.385,0.171,0.0003139,0.99969
-90671,Existing Customer,43,M,3,,Single,$60K - $80K,Blue,34,6,2,0,13771.0,2517,11254.0,0.501,1510,42,0.75,0.183,4.7888999999999995e-05,0.99995
-90672,Attrited Customer,53,M,1,Graduate,Single,$80K - $120K,Blue,48,3,3,3,30271.0,1406,28865.0,1.3359999999999999,3231,47,0.306,0.046,0.99649,0.00350838
-90673,Existing Customer,50,M,2,High School,,$60K - $80K,Blue,41,6,2,2,3244.0,1762,1482.0,0.6609999999999999,1274,32,1.0,0.5429999999999999,0.00011065,0.99989
-90674,Existing Customer,43,F,3,Graduate,Married,$40K - $60K,Blue,36,6,1,3,2936.0,2379,557.0,0.6940000000000001,1572,57,0.6759999999999999,0.81,9.612600000000001e-05,0.9999
-90675,Existing Customer,54,M,3,High School,Married,$80K - $120K,Blue,36,6,1,2,1438.3,1133,305.3,0.759,1935,41,0.708,0.7879999999999999,5.5558999999999994e-05,0.9999399999999999
-90676,Existing Customer,33,M,2,,Married,$60K - $80K,Blue,25,6,3,3,6242.0,491,5751.0,1.054,2187,59,0.405,0.079,0.00033251,0.9996700000000001
-90677,Existing Customer,58,F,2,Uneducated,Married,$40K - $60K,Blue,49,3,1,3,6175.0,1166,5009.0,0.8029999999999999,1417,25,0.25,0.18899999999999997,9.5249e-05,0.9999
-90678,Existing Customer,41,M,3,Graduate,Single,$80K - $120K,Blue,26,4,3,2,11806.0,1811,9995.0,0.754,1465,31,0.47600000000000003,0.153,0.00018665,0.9998100000000001
-90679,Existing Customer,48,M,3,Post-Graduate,Single,$60K - $80K,Blue,39,5,2,2,4734.0,954,3780.0,0.6,1570,45,0.452,0.20199999999999999,0.00013897,0.9998600000000001
-90680,Existing Customer,55,M,2,High School,Single,$40K - $60K,Blue,36,5,2,0,6244.0,2517,3727.0,0.607,1445,40,0.29,0.40299999999999997,4.0816e-05,0.9999600000000001
-90681,Attrited Customer,54,F,2,Graduate,Married,Less than $40K,Blue,45,3,1,3,1438.3,306,1132.3,1.035,694,15,0.364,0.213,0.9893200000000001,0.01068
-90682,Existing Customer,51,F,3,Post-Graduate,Divorced,,Platinum,34,3,1,2,34516.0,1578,32938.0,0.725,1929,40,0.48100000000000004,0.046,0.00011683,0.9998799999999999
-90683,Existing Customer,35,M,3,Graduate,Single,$80K - $120K,Blue,24,4,1,2,23561.0,864,22697.0,1.3730000000000002,2447,64,1.0,0.037000000000000005,5.7151e-05,0.9999399999999999
-90684,Existing Customer,50,M,3,Uneducated,Single,$80K - $120K,Blue,36,5,2,3,24742.0,1676,23066.0,0.5660000000000001,1306,31,0.55,0.068,0.00020424,0.9998
+90670,Existing Customer,56,M,3,Graduate,Married,$80K - $120K,Blue,50,3,3,3,8022.0,1372,6650.0,0.896,1794,31,1.385,0.171,0.0003139,0.99969
+90671,Existing Customer,43,M,3,,Single,$60K - $80K,Blue,34,6,2,0,13771.0,2517,11254.0,0.501,1510,42,0.75,0.183,4.7889e-05,0.99995
+90672,Attrited Customer,53,M,1,Graduate,Single,$80K - $120K,Blue,48,3,3,3,30271.0,1406,28865.0,1.336,3231,47,0.306,0.046,0.99649,0.00350838
+90673,Existing Customer,50,M,2,High School,,$60K - $80K,Blue,41,6,2,2,3244.0,1762,1482.0,0.661,1274,32,1.0,0.543,0.00011065,0.99989
+90674,Existing Customer,43,F,3,Graduate,Married,$40K - $60K,Blue,36,6,1,3,2936.0,2379,557.0,0.694,1572,57,0.676,0.81,9.6126e-05,0.9999
+90675,Existing Customer,54,M,3,High School,Married,$80K - $120K,Blue,36,6,1,2,1438.3,1133,305.3,0.759,1935,41,0.708,0.788,5.5559e-05,0.99994
+90676,Existing Customer,33,M,2,,Married,$60K - $80K,Blue,25,6,3,3,6242.0,491,5751.0,1.054,2187,59,0.405,0.079,0.00033251,0.99967
+90677,Existing Customer,58,F,2,Uneducated,Married,$40K - $60K,Blue,49,3,1,3,6175.0,1166,5009.0,0.803,1417,25,0.25,0.189,9.5249e-05,0.9999
+90678,Existing Customer,41,M,3,Graduate,Single,$80K - $120K,Blue,26,4,3,2,11806.0,1811,9995.0,0.754,1465,31,0.476,0.153,0.00018665,0.99981
+90679,Existing Customer,48,M,3,Post-Graduate,Single,$60K - $80K,Blue,39,5,2,2,4734.0,954,3780.0,0.6,1570,45,0.452,0.202,0.00013897,0.99986
+90680,Existing Customer,55,M,2,High School,Single,$40K - $60K,Blue,36,5,2,0,6244.0,2517,3727.0,0.607,1445,40,0.29,0.403,4.0816e-05,0.99996
+90681,Attrited Customer,54,F,2,Graduate,Married,Less than $40K,Blue,45,3,1,3,1438.3,306,1132.3,1.035,694,15,0.364,0.213,0.98932,0.01068
+90682,Existing Customer,51,F,3,Post-Graduate,Divorced,,Platinum,34,3,1,2,34516.0,1578,32938.0,0.725,1929,40,0.481,0.046,0.00011683,0.99988
+90683,Existing Customer,35,M,3,Graduate,Single,$80K - $120K,Blue,24,4,1,2,23561.0,864,22697.0,1.373,2447,64,1.0,0.037,5.7151e-05,0.99994
+90684,Existing Customer,50,M,3,Uneducated,Single,$80K - $120K,Blue,36,5,2,3,24742.0,1676,23066.0,0.566,1306,31,0.55,0.068,0.00020424,0.9998
 90685,Attrited Customer,55,M,4,High School,Married,$80K - $120K,Blue,41,2,2,2,27560.0,900,26660.0,1.031,646,10,0.25,0.033,0.99146,0.00854
-90686,Existing Customer,45,F,0,College,Divorced,Less than $40K,Blue,35,6,1,3,5923.0,1686,4237.0,0.7020000000000001,1236,35,0.591,0.285,7.7286e-05,0.99992
-90687,Existing Customer,34,M,2,Uneducated,Married,$60K - $80K,Blue,36,6,1,2,8581.0,2326,6255.0,1.226,2513,63,0.615,0.271,5.663e-05,0.9999399999999999
-90688,Existing Customer,55,F,4,Graduate,Married,$40K - $60K,Blue,41,4,3,3,3156.0,2517,639.0,1.516,2091,48,0.778,0.7979999999999999,0.00031726,0.9996799999999999
-90689,Attrited Customer,48,F,2,,Married,Less than $40K,Blue,36,5,1,3,7151.0,800,6351.0,0.986,854,22,0.375,0.11199999999999999,0.9902799999999999,0.00972
-90690,Existing Customer,46,M,4,Graduate,Married,$60K - $80K,Blue,35,5,1,2,1535.0,700,835.0,2.282,1848,25,1.083,0.456,5.7762e-05,0.9999399999999999
+90686,Existing Customer,45,F,0,College,Divorced,Less than $40K,Blue,35,6,1,3,5923.0,1686,4237.0,0.702,1236,35,0.591,0.285,7.7286e-05,0.99992
+90687,Existing Customer,34,M,2,Uneducated,Married,$60K - $80K,Blue,36,6,1,2,8581.0,2326,6255.0,1.226,2513,63,0.615,0.271,5.663e-05,0.99994
+90688,Existing Customer,55,F,4,Graduate,Married,$40K - $60K,Blue,41,4,3,3,3156.0,2517,639.0,1.516,2091,48,0.778,0.798,0.00031726,0.99968
+90689,Attrited Customer,48,F,2,,Married,Less than $40K,Blue,36,5,1,3,7151.0,800,6351.0,0.986,854,22,0.375,0.112,0.99028,0.00972
+90690,Existing Customer,46,M,4,Graduate,Married,$60K - $80K,Blue,35,5,1,2,1535.0,700,835.0,2.282,1848,25,1.083,0.456,5.7762e-05,0.99994
 90691,Attrited Customer,61,F,0,Graduate,Married,Less than $40K,Blue,56,3,3,3,2122.0,554,1568.0,0.857,949,17,0.133,0.261,0.99616,0.0038363
 90692,Existing Customer,48,M,1,Uneducated,,$60K - $80K,Blue,35,3,2,2,17131.0,1213,15918.0,0.604,1371,37,0.423,0.071,0.00010985,0.99989
 90693,Existing Customer,51,F,1,Graduate,Married,Less than $40K,Blue,42,6,2,2,5822.0,2387,3435.0,0.76,1804,49,0.75,0.41,0.00010684,0.99989
-90694,Existing Customer,39,M,3,Doctorate,Married,$60K - $80K,Blue,29,3,1,3,3537.0,2517,1020.0,1.021,1605,43,0.344,0.7120000000000001,0.0001391,0.9998600000000001
-90695,Existing Customer,43,M,3,Graduate,Married,$120K +,Blue,33,3,1,3,34516.0,2129,32387.0,0.5870000000000001,1463,38,0.583,0.062,9.612600000000001e-05,0.9999
-90696,Existing Customer,53,M,3,Graduate,Single,$60K - $80K,Blue,47,6,4,3,16320.0,0,16320.0,0.757,1279,41,0.708,0.0,0.00037935,0.9996200000000001
+90694,Existing Customer,39,M,3,Doctorate,Married,$60K - $80K,Blue,29,3,1,3,3537.0,2517,1020.0,1.021,1605,43,0.344,0.712,0.0001391,0.99986
+90695,Existing Customer,43,M,3,Graduate,Married,$120K +,Blue,33,3,1,3,34516.0,2129,32387.0,0.587,1463,38,0.583,0.062,9.6126e-05,0.9999
+90696,Existing Customer,53,M,3,Graduate,Single,$60K - $80K,Blue,47,6,4,3,16320.0,0,16320.0,0.757,1279,41,0.708,0.0,0.00037935,0.99962
 90697,Existing Customer,38,M,2,High School,Married,$80K - $120K,Blue,36,5,3,3,2407.0,843,1564.0,1.008,1470,28,0.4,0.35,0.00029408,0.99971
-90698,Existing Customer,49,F,2,High School,Single,Less than $40K,Blue,43,4,1,2,3538.0,0,3538.0,0.48100000000000004,1265,38,0.462,0.0,5.3541999999999997e-05,0.99995
+90698,Existing Customer,49,F,2,High School,Single,Less than $40K,Blue,43,4,1,2,3538.0,0,3538.0,0.481,1265,38,0.462,0.0,5.3542e-05,0.99995
 90699,Existing Customer,37,F,0,,Married,Less than $40K,Blue,31,5,2,2,2684.0,1381,1303.0,0.794,2002,60,0.429,0.515,0.00010736,0.99989
-90700,Existing Customer,53,M,3,Graduate,Single,$80K - $120K,Blue,36,4,3,2,34516.0,2517,31999.0,0.741,1475,33,0.833,0.073,0.00018665,0.9998100000000001
-90701,Existing Customer,46,M,2,Post-Graduate,Single,$40K - $60K,Silver,40,4,2,2,15459.0,0,15459.0,0.789,1419,30,0.667,0.0,0.00012101,0.9998799999999999
-90702,Existing Customer,44,F,3,Uneducated,Single,Less than $40K,Blue,36,5,3,3,4307.0,0,4307.0,0.745,1628,37,0.542,0.0,0.00032275,0.9996799999999999
+90700,Existing Customer,53,M,3,Graduate,Single,$80K - $120K,Blue,36,4,3,2,34516.0,2517,31999.0,0.741,1475,33,0.833,0.073,0.00018665,0.99981
+90701,Existing Customer,46,M,2,Post-Graduate,Single,$40K - $60K,Silver,40,4,2,2,15459.0,0,15459.0,0.789,1419,30,0.667,0.0,0.00012101,0.99988
+90702,Existing Customer,44,F,3,Uneducated,Single,Less than $40K,Blue,36,5,3,3,4307.0,0,4307.0,0.745,1628,37,0.542,0.0,0.00032275,0.99968
 90703,Existing Customer,50,F,1,,Single,Less than $40K,Blue,46,4,2,3,2081.0,1235,846.0,1.485,1337,29,1.071,0.593,0.00019751,0.9998
-90704,Existing Customer,58,F,2,Uneducated,Married,$40K - $60K,Blue,47,3,2,2,2848.0,1468,1380.0,0.517,1135,27,0.42100000000000004,0.515,0.00011703,0.9998799999999999
-90705,Existing Customer,55,M,3,High School,Single,$120K +,Blue,51,3,1,3,34516.0,1266,33250.0,0.846,1161,26,0.368,0.037000000000000005,9.344799999999999e-05,0.9999100000000001
-90706,Existing Customer,44,M,3,College,,$80K - $120K,Blue,35,6,1,2,6361.0,1292,5069.0,1.0270000000000001,1571,38,0.52,0.203,5.5564e-05,0.9999399999999999
-90707,Existing Customer,57,M,4,High School,Married,$80K - $120K,Blue,38,4,1,3,15428.0,1553,13875.0,0.747,1916,40,0.5379999999999999,0.10099999999999999,9.444700000000001e-05,0.9999100000000001
-90708,Existing Customer,57,M,1,High School,Married,$40K - $60K,Blue,48,5,1,3,2544.0,1927,617.0,0.9390000000000001,1346,30,0.364,0.757,8.453e-05,0.99992
-90709,Attrited Customer,48,M,3,High School,Married,$80K - $120K,Blue,42,1,1,3,9959.0,0,9959.0,0.688,805,24,0.14300000000000002,0.0,0.98941,0.01059
-90710,Existing Customer,51,M,1,Graduate,Single,$60K - $80K,Blue,39,3,3,2,8796.0,2517,6279.0,0.49200000000000005,1195,18,0.8,0.28600000000000003,0.00016883,0.9998299999999999
+90704,Existing Customer,58,F,2,Uneducated,Married,$40K - $60K,Blue,47,3,2,2,2848.0,1468,1380.0,0.517,1135,27,0.421,0.515,0.00011703,0.99988
+90705,Existing Customer,55,M,3,High School,Single,$120K +,Blue,51,3,1,3,34516.0,1266,33250.0,0.846,1161,26,0.368,0.037,9.3448e-05,0.99991
+90706,Existing Customer,44,M,3,College,,$80K - $120K,Blue,35,6,1,2,6361.0,1292,5069.0,1.027,1571,38,0.52,0.203,5.5564e-05,0.99994
+90707,Existing Customer,57,M,4,High School,Married,$80K - $120K,Blue,38,4,1,3,15428.0,1553,13875.0,0.747,1916,40,0.538,0.101,9.4447e-05,0.99991
+90708,Existing Customer,57,M,1,High School,Married,$40K - $60K,Blue,48,5,1,3,2544.0,1927,617.0,0.939,1346,30,0.364,0.757,8.453e-05,0.99992
+90709,Attrited Customer,48,M,3,High School,Married,$80K - $120K,Blue,42,1,1,3,9959.0,0,9959.0,0.688,805,24,0.143,0.0,0.98941,0.01059
+90710,Existing Customer,51,M,1,Graduate,Single,$60K - $80K,Blue,39,3,3,2,8796.0,2517,6279.0,0.492,1195,18,0.8,0.286,0.00016883,0.99983
 90711,Existing Customer,53,F,3,Uneducated,Married,Less than $40K,Blue,48,6,1,3,3428.0,1566,1862.0,0.557,1155,34,0.545,0.457,9.8837e-05,0.9999
-90712,Existing Customer,45,F,1,Doctorate,Single,Less than $40K,Blue,36,6,2,2,1438.3,0,1438.3,0.597,1431,34,0.545,0.0,0.00015460000000000002,0.99985
-90713,Existing Customer,41,M,4,Post-Graduate,Married,$60K - $80K,Blue,32,5,3,2,18001.0,906,17095.0,0.62,1194,25,0.47100000000000003,0.05,0.00022196,0.9997799999999999
-90714,Existing Customer,51,F,4,Graduate,Single,Less than $40K,Blue,42,3,1,3,2680.0,1753,927.0,0.32,1154,33,0.5710000000000001,0.654,9.7154e-05,0.9999
+90712,Existing Customer,45,F,1,Doctorate,Single,Less than $40K,Blue,36,6,2,2,1438.3,0,1438.3,0.597,1431,34,0.545,0.0,0.0001546,0.99985
+90713,Existing Customer,41,M,4,Post-Graduate,Married,$60K - $80K,Blue,32,5,3,2,18001.0,906,17095.0,0.62,1194,25,0.471,0.05,0.00022196,0.99978
+90714,Existing Customer,51,F,4,Graduate,Single,Less than $40K,Blue,42,3,1,3,2680.0,1753,927.0,0.32,1154,33,0.571,0.654,9.7154e-05,0.9999
 90715,Existing Customer,46,F,2,High School,Married,Less than $40K,Blue,35,6,4,3,4675.0,1734,2941.0,0.413,1232,34,0.545,0.371,0.00035539,0.99964
-90716,Existing Customer,40,F,5,College,Married,Less than $40K,Blue,35,3,1,3,2448.0,1693,755.0,0.502,1269,30,0.875,0.6920000000000001,9.298200000000001e-05,0.9999100000000001
+90716,Existing Customer,40,F,5,College,Married,Less than $40K,Blue,35,3,1,3,2448.0,1693,755.0,0.502,1269,30,0.875,0.692,9.2982e-05,0.99991
 90717,Existing Customer,33,M,2,Doctorate,Married,$60K - $80K,Blue,28,3,3,3,4049.0,0,4049.0,0.898,1742,35,1.5,0.0,0.00043772,0.99956
 90718,Existing Customer,53,M,1,High School,Single,$80K - $120K,Blue,38,6,2,2,8154.0,996,7158.0,0.594,1379,26,1.0,0.122,0.00010386,0.9999
-90719,Existing Customer,63,M,1,High School,Married,$40K - $60K,Blue,36,5,3,2,4559.0,1571,2988.0,1.4409999999999998,1870,35,0.8420000000000001,0.345,0.00016413,0.99984
-90720,Existing Customer,61,M,0,Uneducated,Single,$80K - $120K,Blue,36,4,2,1,19354.0,984,18370.0,0.956,1207,32,0.684,0.051,6.0563e-05,0.9999399999999999
+90719,Existing Customer,63,M,1,High School,Married,$40K - $60K,Blue,36,5,3,2,4559.0,1571,2988.0,1.441,1870,35,0.842,0.345,0.00016413,0.99984
+90720,Existing Customer,61,M,0,Uneducated,Single,$80K - $120K,Blue,36,4,2,1,19354.0,984,18370.0,0.956,1207,32,0.684,0.051,6.0563e-05,0.99994
 90721,Attrited Customer,56,M,4,High School,Married,$60K - $80K,Blue,46,3,3,3,2340.0,1930,410.0,0.987,781,15,0.364,0.825,0.99677,0.00323086
-90722,Existing Customer,53,M,2,Graduate,Single,$60K - $80K,Blue,47,6,3,0,13848.0,1389,12459.0,1.178,1773,38,0.40700000000000003,0.1,6.6354e-05,0.9999299999999999
-90723,Attrited Customer,62,F,2,Graduate,Married,Less than $40K,Blue,52,4,2,2,2490.0,513,1977.0,0.6779999999999999,864,20,0.33299999999999996,0.20600000000000002,0.99129,0.008709999999999999
-90724,Existing Customer,50,F,4,,Married,,Silver,36,6,1,2,32156.0,1791,30365.0,0.9059999999999999,1559,39,1.167,0.055999999999999994,5.7369e-05,0.9999399999999999
-90725,Existing Customer,37,M,4,Graduate,Married,$60K - $80K,Blue,30,5,3,2,2578.0,2517,61.0,0.8959999999999999,1830,64,0.524,0.976,0.00018864,0.9998100000000001
+90722,Existing Customer,53,M,2,Graduate,Single,$60K - $80K,Blue,47,6,3,0,13848.0,1389,12459.0,1.178,1773,38,0.407,0.1,6.6354e-05,0.99993
+90723,Attrited Customer,62,F,2,Graduate,Married,Less than $40K,Blue,52,4,2,2,2490.0,513,1977.0,0.678,864,20,0.333,0.206,0.99129,0.00871
+90724,Existing Customer,50,F,4,,Married,,Silver,36,6,1,2,32156.0,1791,30365.0,0.906,1559,39,1.167,0.056,5.7369e-05,0.99994
+90725,Existing Customer,37,M,4,Graduate,Married,$60K - $80K,Blue,30,5,3,2,2578.0,2517,61.0,0.896,1830,64,0.524,0.976,0.00018864,0.99981
 90726,Existing Customer,62,F,0,Graduate,Married,,Blue,52,6,3,2,9050.0,1538,7512.0,0.77,1542,43,0.654,0.17,0.00015435,0.99985
 90727,Existing Customer,49,M,3,Uneducated,Single,$80K - $120K,Silver,41,4,1,2,34516.0,0,34516.0,0.499,1506,47,0.516,0.0,5.3096e-05,0.99995
-90728,Existing Customer,57,F,3,High School,Married,,Blue,51,6,1,0,8362.0,0,8362.0,0.528,1175,41,0.46399999999999997,0.0,2.0494e-05,0.99998
-90729,Existing Customer,55,M,2,High School,Married,$80K - $120K,Blue,36,3,2,3,6514.0,2258,4256.0,0.785,1383,20,1.857,0.34700000000000003,0.0001861,0.9998100000000001
-90730,Existing Customer,50,M,1,Graduate,Married,$80K - $120K,Blue,42,3,3,4,4051.0,1183,2868.0,0.794,1837,57,0.629,0.292,0.00048435,0.9995200000000001
-90731,Existing Customer,48,M,3,College,Married,$60K - $80K,Blue,37,3,3,2,11959.0,1665,10294.0,0.675,1191,40,0.48100000000000004,0.139,0.00018146,0.99982
+90728,Existing Customer,57,F,3,High School,Married,,Blue,51,6,1,0,8362.0,0,8362.0,0.528,1175,41,0.464,0.0,2.0494e-05,0.99998
+90729,Existing Customer,55,M,2,High School,Married,$80K - $120K,Blue,36,3,2,3,6514.0,2258,4256.0,0.785,1383,20,1.857,0.347,0.0001861,0.99981
+90730,Existing Customer,50,M,1,Graduate,Married,$80K - $120K,Blue,42,3,3,4,4051.0,1183,2868.0,0.794,1837,57,0.629,0.292,0.00048435,0.99952
+90731,Existing Customer,48,M,3,College,Married,$60K - $80K,Blue,37,3,3,2,11959.0,1665,10294.0,0.675,1191,40,0.481,0.139,0.00018146,0.99982
 90732,Existing Customer,60,F,1,Uneducated,Divorced,$40K - $60K,Blue,48,3,2,2,2070.0,0,2070.0,0.708,1793,53,0.963,0.0,0.00010985,0.99989
-90733,Existing Customer,46,M,1,,Single,$120K +,Blue,32,5,2,1,11840.0,1295,10545.0,0.84,1560,49,0.4,0.109,7.0819e-05,0.9999299999999999
-90734,Existing Customer,47,M,2,College,Married,$120K +,Blue,35,4,3,2,3636.0,1010,2626.0,0.596,1564,59,0.6859999999999999,0.278,0.00017488,0.9998299999999999
-90735,Existing Customer,54,M,2,Uneducated,Married,$60K - $80K,Blue,36,3,3,3,11067.0,2517,8550.0,1.048,1843,38,1.235,0.22699999999999998,0.00031104,0.99969
+90733,Existing Customer,46,M,1,,Single,$120K +,Blue,32,5,2,1,11840.0,1295,10545.0,0.84,1560,49,0.4,0.109,7.0819e-05,0.99993
+90734,Existing Customer,47,M,2,College,Married,$120K +,Blue,35,4,3,2,3636.0,1010,2626.0,0.596,1564,59,0.686,0.278,0.00017488,0.99983
+90735,Existing Customer,54,M,2,Uneducated,Married,$60K - $80K,Blue,36,3,3,3,11067.0,2517,8550.0,1.048,1843,38,1.235,0.227,0.00031104,0.99969
 90736,Existing Customer,53,M,2,Doctorate,Married,$60K - $80K,Blue,40,3,3,3,11262.0,1435,9827.0,0.735,2165,61,0.649,0.127,0.00043772,0.99956
-90737,Existing Customer,56,F,3,Graduate,Single,$40K - $60K,Blue,36,4,1,0,5108.0,1656,3452.0,0.711,1631,41,0.32299999999999995,0.324,2.1081e-05,0.99998
-90738,Existing Customer,56,F,4,High School,Married,$40K - $60K,Blue,36,5,1,1,2072.0,1543,529.0,0.486,1265,32,0.391,0.745,3.3863000000000004e-05,0.99997
-90739,Existing Customer,41,M,3,Uneducated,Married,$80K - $120K,Blue,24,4,3,3,4119.0,1656,2463.0,0.561,1455,35,0.667,0.402,0.00032275,0.9996799999999999
+90737,Existing Customer,56,F,3,Graduate,Single,$40K - $60K,Blue,36,4,1,0,5108.0,1656,3452.0,0.711,1631,41,0.323,0.324,2.1081e-05,0.99998
+90738,Existing Customer,56,F,4,High School,Married,$40K - $60K,Blue,36,5,1,1,2072.0,1543,529.0,0.486,1265,32,0.391,0.745,3.3863e-05,0.99997
+90739,Existing Customer,41,M,3,Uneducated,Married,$80K - $120K,Blue,24,4,3,3,4119.0,1656,2463.0,0.561,1455,35,0.667,0.402,0.00032275,0.99968
 90740,Existing Customer,60,F,1,Graduate,Married,$40K - $60K,Blue,42,5,3,3,5903.0,1335,4568.0,0.914,1137,27,0.929,0.226,0.00028395,0.99972
 90741,Existing Customer,40,M,5,Graduate,,$40K - $60K,Blue,25,6,2,3,7860.0,541,7319.0,0.764,1367,35,0.75,0.069,0.00019764,0.9998
-90742,Existing Customer,49,F,3,Post-Graduate,Married,$40K - $60K,Blue,36,6,2,2,5918.0,842,5076.0,0.56,1292,26,0.733,0.142,0.00013897,0.9998600000000001
-90743,Existing Customer,46,M,4,Graduate,Single,$40K - $60K,Blue,41,5,3,2,6741.0,1745,4996.0,0.5589999999999999,1682,46,0.43799999999999994,0.259,0.00018864,0.9998100000000001
-90744,Existing Customer,36,F,3,High School,Married,Less than $40K,Blue,36,6,1,2,3880.0,1542,2338.0,1.015,1598,39,0.5,0.397,5.5558999999999994e-05,0.9999399999999999
-90745,Existing Customer,57,F,2,,Married,Less than $40K,Blue,45,4,2,0,2494.0,1639,855.0,0.858,1555,39,0.625,0.657,4.6151000000000006e-05,0.99995
+90742,Existing Customer,49,F,3,Post-Graduate,Married,$40K - $60K,Blue,36,6,2,2,5918.0,842,5076.0,0.56,1292,26,0.733,0.142,0.00013897,0.99986
+90743,Existing Customer,46,M,4,Graduate,Single,$40K - $60K,Blue,41,5,3,2,6741.0,1745,4996.0,0.559,1682,46,0.438,0.259,0.00018864,0.99981
+90744,Existing Customer,36,F,3,High School,Married,Less than $40K,Blue,36,6,1,2,3880.0,1542,2338.0,1.015,1598,39,0.5,0.397,5.5559e-05,0.99994
+90745,Existing Customer,57,F,2,,Married,Less than $40K,Blue,45,4,2,0,2494.0,1639,855.0,0.858,1555,39,0.625,0.657,4.6151e-05,0.99995
 90746,Existing Customer,38,M,1,High School,Married,$80K - $120K,Blue,23,4,3,2,22149.0,987,21162.0,1.633,2409,36,0.8,0.045,0.00016413,0.99984
-90747,Existing Customer,50,M,3,Graduate,Divorced,$80K - $120K,Blue,36,4,3,1,34516.0,1542,32974.0,0.8690000000000001,1770,65,0.585,0.045,0.00011256,0.99989
-90748,Existing Customer,62,M,0,Graduate,Married,$60K - $80K,Blue,51,3,2,0,5450.0,967,4483.0,0.701,1526,45,0.8,0.177,3.6029000000000004e-05,0.9999600000000001
-90749,Attrited Customer,43,M,3,,Married,$40K - $60K,Blue,35,2,2,3,1438.3,0,1438.3,0.6940000000000001,891,28,0.4,0.0,0.99544,0.00455805
-90750,Existing Customer,44,F,5,,Single,Less than $40K,Blue,24,4,3,3,2003.0,1224,779.0,0.6459999999999999,1756,42,0.355,0.611,0.00034328,0.99966
-90751,Existing Customer,39,M,2,Uneducated,Single,$40K - $60K,Blue,32,6,3,2,7723.0,1902,5821.0,1.181,1241,22,1.0,0.24600000000000002,0.00018494,0.99982
-90752,Existing Customer,38,M,2,College,Married,$80K - $120K,Blue,23,4,1,1,18226.0,1847,16379.0,0.845,1681,43,0.87,0.10099999999999999,3.2291e-05,0.99997
-90753,Existing Customer,44,F,4,College,Married,Less than $40K,Blue,39,4,2,2,8128.0,1846,6282.0,0.857,1224,32,0.778,0.22699999999999998,0.00011605,0.9998799999999999
-90754,Existing Customer,43,M,3,High School,Married,$80K - $120K,Blue,32,6,2,3,5851.0,1660,4191.0,0.7859999999999999,1572,38,0.52,0.284,0.00019311,0.9998100000000001
-90755,Existing Customer,54,M,1,Post-Graduate,Single,$80K - $120K,Blue,40,6,3,3,10260.0,942,9318.0,1.042,1566,50,0.562,0.092,0.00033411,0.9996700000000001
-90756,Existing Customer,38,F,3,,Single,,Blue,32,5,1,0,26945.0,727,26218.0,0.687,1579,40,0.6,0.027000000000000003,2.3171999999999998e-05,0.99998
-90757,Existing Customer,55,M,2,,Single,$60K - $80K,Blue,36,6,3,3,2243.0,1418,825.0,0.39,1334,31,0.409,0.632,0.00033251,0.9996700000000001
-90758,Existing Customer,42,M,5,,,$120K +,Blue,36,4,1,2,34516.0,1839,32677.0,0.69,1230,34,0.889,0.053,6.250199999999999e-05,0.9999399999999999
+90747,Existing Customer,50,M,3,Graduate,Divorced,$80K - $120K,Blue,36,4,3,1,34516.0,1542,32974.0,0.869,1770,65,0.585,0.045,0.00011256,0.99989
+90748,Existing Customer,62,M,0,Graduate,Married,$60K - $80K,Blue,51,3,2,0,5450.0,967,4483.0,0.701,1526,45,0.8,0.177,3.6029e-05,0.99996
+90749,Attrited Customer,43,M,3,,Married,$40K - $60K,Blue,35,2,2,3,1438.3,0,1438.3,0.694,891,28,0.4,0.0,0.99544,0.00455805
+90750,Existing Customer,44,F,5,,Single,Less than $40K,Blue,24,4,3,3,2003.0,1224,779.0,0.646,1756,42,0.355,0.611,0.00034328,0.99966
+90751,Existing Customer,39,M,2,Uneducated,Single,$40K - $60K,Blue,32,6,3,2,7723.0,1902,5821.0,1.181,1241,22,1.0,0.246,0.00018494,0.99982
+90752,Existing Customer,38,M,2,College,Married,$80K - $120K,Blue,23,4,1,1,18226.0,1847,16379.0,0.845,1681,43,0.87,0.101,3.2291e-05,0.99997
+90753,Existing Customer,44,F,4,College,Married,Less than $40K,Blue,39,4,2,2,8128.0,1846,6282.0,0.857,1224,32,0.778,0.227,0.00011605,0.99988
+90754,Existing Customer,43,M,3,High School,Married,$80K - $120K,Blue,32,6,2,3,5851.0,1660,4191.0,0.786,1572,38,0.52,0.284,0.00019311,0.99981
+90755,Existing Customer,54,M,1,Post-Graduate,Single,$80K - $120K,Blue,40,6,3,3,10260.0,942,9318.0,1.042,1566,50,0.562,0.092,0.00033411,0.99967
+90756,Existing Customer,38,F,3,,Single,,Blue,32,5,1,0,26945.0,727,26218.0,0.687,1579,40,0.6,0.027,2.3172e-05,0.99998
+90757,Existing Customer,55,M,2,,Single,$60K - $80K,Blue,36,6,3,3,2243.0,1418,825.0,0.39,1334,31,0.409,0.632,0.00033251,0.99967
+90758,Existing Customer,42,M,5,,,$120K +,Blue,36,4,1,2,34516.0,1839,32677.0,0.69,1230,34,0.889,0.053,6.2502e-05,0.99994
 90759,Attrited Customer,56,M,3,,Married,$60K - $80K,Blue,45,5,3,2,12248.0,0,12248.0,0.894,767,25,0.562,0.0,0.99515,0.00484967
-90760,Attrited Customer,59,F,1,,Married,,Blue,50,3,2,3,1438.3,0,1438.3,0.57,724,16,0.231,0.0,0.9949600000000001,0.00504
-90761,Existing Customer,46,M,4,Uneducated,Single,$80K - $120K,Blue,28,4,3,2,19843.0,1178,18665.0,0.909,1638,49,0.633,0.059000000000000004,0.00019396,0.9998100000000001
+90760,Attrited Customer,59,F,1,,Married,,Blue,50,3,2,3,1438.3,0,1438.3,0.57,724,16,0.231,0.0,0.99496,0.00504
+90761,Existing Customer,46,M,4,Uneducated,Single,$80K - $120K,Blue,28,4,3,2,19843.0,1178,18665.0,0.909,1638,49,0.633,0.059,0.00019396,0.99981
 90762,Existing Customer,55,F,2,Post-Graduate,Married,Less than $40K,Blue,45,3,3,3,2163.0,0,2163.0,0.816,1349,47,0.88,0.0,0.00035594,0.99964
-90763,Existing Customer,52,M,1,Doctorate,Married,$120K +,Blue,41,4,2,2,33864.0,989,32875.0,1.219,1751,48,0.92,0.028999999999999998,0.00015460000000000002,0.99985
-90764,Existing Customer,39,F,2,Graduate,Married,Less than $40K,Blue,26,3,1,2,4531.0,1214,3317.0,0.813,1414,40,0.33299999999999996,0.268,5.5077e-05,0.9999399999999999
+90763,Existing Customer,52,M,1,Doctorate,Married,$120K +,Blue,41,4,2,2,33864.0,989,32875.0,1.219,1751,48,0.92,0.029,0.0001546,0.99985
+90764,Existing Customer,39,F,2,Graduate,Married,Less than $40K,Blue,26,3,1,2,4531.0,1214,3317.0,0.813,1414,40,0.333,0.268,5.5077e-05,0.99994
 90765,Existing Customer,42,F,4,Graduate,Single,Less than $40K,Blue,26,5,2,3,2950.0,1705,1245.0,0.605,1260,32,0.6,0.578,0.00020077,0.9998
-90766,Attrited Customer,43,F,4,College,Married,Less than $40K,Blue,23,6,2,3,7706.0,392,7314.0,0.764,965,27,0.42100000000000004,0.051,0.9949,0.0051
+90766,Attrited Customer,43,F,4,College,Married,Less than $40K,Blue,23,6,2,3,7706.0,392,7314.0,0.764,965,27,0.421,0.051,0.9949,0.0051
 90767,Existing Customer,47,F,1,High School,,,Blue,36,5,1,0,25657.0,2216,23441.0,0.856,1121,25,0.667,0.086,1.8538e-05,0.99998
-90768,Existing Customer,42,F,4,,Divorced,,Blue,36,5,3,2,17536.0,1525,16011.0,0.8590000000000001,1411,28,0.474,0.087,0.00020735,0.99979
+90768,Existing Customer,42,F,4,,Divorced,,Blue,36,5,3,2,17536.0,1525,16011.0,0.859,1411,28,0.474,0.087,0.00020735,0.99979
 90769,Existing Customer,39,M,1,College,Single,$40K - $60K,Blue,24,4,3,3,3770.0,1197,2573.0,0.621,1602,49,0.441,0.318,0.00027607,0.99972
-90770,Existing Customer,50,M,1,Uneducated,Single,$60K - $80K,Blue,45,5,2,2,10344.0,1274,9070.0,0.445,1617,47,0.424,0.12300000000000001,0.00010985,0.99989
-90771,Existing Customer,57,M,2,Post-Graduate,Divorced,$120K +,Blue,51,4,1,1,26437.0,1472,24965.0,0.742,1244,36,0.5,0.055999999999999994,3.9081999999999996e-05,0.9999600000000001
-90772,Existing Customer,41,M,4,,Married,Less than $40K,Blue,30,4,6,1,2450.0,1967,483.0,0.589,1263,29,0.611,0.8029999999999999,9.871399999999999e-05,0.9999
+90770,Existing Customer,50,M,1,Uneducated,Single,$60K - $80K,Blue,45,5,2,2,10344.0,1274,9070.0,0.445,1617,47,0.424,0.123,0.00010985,0.99989
+90771,Existing Customer,57,M,2,Post-Graduate,Divorced,$120K +,Blue,51,4,1,1,26437.0,1472,24965.0,0.742,1244,36,0.5,0.056,3.9082e-05,0.99996
+90772,Existing Customer,41,M,4,,Married,Less than $40K,Blue,30,4,6,1,2450.0,1967,483.0,0.589,1263,29,0.611,0.803,9.8714e-05,0.9999
 90773,Existing Customer,52,F,1,High School,Married,$40K - $60K,Blue,36,5,1,2,3136.0,1864,1272.0,0.693,1036,25,0.25,0.594,5.0256e-05,0.99995
-90774,Existing Customer,43,M,2,High School,Single,$60K - $80K,Blue,36,4,3,2,6976.0,0,6976.0,0.519,1217,39,1.4380000000000002,0.0,0.00017486,0.9998299999999999
-90775,Existing Customer,42,M,3,High School,Single,$80K - $120K,Blue,36,4,3,1,21134.0,1508,19626.0,0.505,1556,35,0.8420000000000001,0.071,0.00010943,0.99989
+90774,Existing Customer,43,M,2,High School,Single,$60K - $80K,Blue,36,4,3,2,6976.0,0,6976.0,0.519,1217,39,1.438,0.0,0.00017486,0.99983
+90775,Existing Customer,42,M,3,High School,Single,$80K - $120K,Blue,36,4,3,1,21134.0,1508,19626.0,0.505,1556,35,0.842,0.071,0.00010943,0.99989
 90776,Existing Customer,58,F,2,Uneducated,Married,$40K - $60K,Blue,53,6,2,3,2019.0,1380,639.0,1.158,2005,62,0.59,0.684,0.00019683,0.9998
-90777,Existing Customer,42,M,4,College,Married,$80K - $120K,Blue,34,3,2,3,34516.0,668,33848.0,0.6779999999999999,1698,67,0.763,0.019,0.00019519,0.9998
-90778,Existing Customer,55,M,1,Post-Graduate,Married,$80K - $120K,Blue,45,5,3,3,9959.0,1890,8069.0,1.043,2041,45,0.875,0.19,0.00033411,0.9996700000000001
-90779,Existing Customer,38,M,2,,Single,$80K - $120K,Blue,28,4,3,2,20241.0,1203,19038.0,0.66,1102,31,0.632,0.059000000000000004,0.00019771,0.9998
-90780,Existing Customer,40,F,2,Graduate,Married,Less than $40K,Blue,28,3,1,2,2421.0,1747,674.0,0.691,1346,30,1.308,0.722,5.5077e-05,0.9999399999999999
+90777,Existing Customer,42,M,4,College,Married,$80K - $120K,Blue,34,3,2,3,34516.0,668,33848.0,0.678,1698,67,0.763,0.019,0.00019519,0.9998
+90778,Existing Customer,55,M,1,Post-Graduate,Married,$80K - $120K,Blue,45,5,3,3,9959.0,1890,8069.0,1.043,2041,45,0.875,0.19,0.00033411,0.99967
+90779,Existing Customer,38,M,2,,Single,$80K - $120K,Blue,28,4,3,2,20241.0,1203,19038.0,0.66,1102,31,0.632,0.059,0.00019771,0.9998
+90780,Existing Customer,40,F,2,Graduate,Married,Less than $40K,Blue,28,3,1,2,2421.0,1747,674.0,0.691,1346,30,1.308,0.722,5.5077e-05,0.99994
 90781,Existing Customer,48,M,4,Uneducated,Married,$80K - $120K,Blue,37,5,6,3,30948.0,2404,28544.0,0.609,1511,35,0.207,0.078,0.00025751,0.99974
-90782,Existing Customer,32,F,1,,Married,Less than $40K,Blue,22,3,3,2,2642.0,2035,607.0,1.119,1761,42,0.909,0.77,0.00018558,0.9998100000000001
-90783,Existing Customer,33,F,2,High School,Single,Less than $40K,Blue,36,4,1,1,8070.0,2350,5720.0,1.03,2117,61,0.649,0.29100000000000004,3.2288e-05,0.99997
-90784,Attrited Customer,58,M,2,Graduate,Married,$40K - $60K,Blue,48,2,3,3,4085.0,2238,1847.0,0.568,596,15,0.5,0.5479999999999999,0.99671,0.00329379
+90782,Existing Customer,32,F,1,,Married,Less than $40K,Blue,22,3,3,2,2642.0,2035,607.0,1.119,1761,42,0.909,0.77,0.00018558,0.99981
+90783,Existing Customer,33,F,2,High School,Single,Less than $40K,Blue,36,4,1,1,8070.0,2350,5720.0,1.03,2117,61,0.649,0.291,3.2288e-05,0.99997
+90784,Attrited Customer,58,M,2,Graduate,Married,$40K - $60K,Blue,48,2,3,3,4085.0,2238,1847.0,0.568,596,15,0.5,0.548,0.99671,0.00329379
 90785,Existing Customer,26,M,0,,Single,$40K - $60K,Blue,19,5,2,2,2187.0,1597,590.0,0.777,2560,46,0.314,0.73,0.00010736,0.99989
 90786,Existing Customer,46,M,0,,Married,$60K - $80K,Gold,36,3,3,2,34516.0,1092,33424.0,0.737,1409,39,0.345,0.032,0.00019547,0.9998
-90787,Existing Customer,39,F,1,Graduate,Married,,Blue,29,4,3,2,3358.0,1758,1600.0,0.723,1759,33,0.737,0.524,0.00016883,0.9998299999999999
-90788,Existing Customer,36,F,1,College,Single,$40K - $60K,Blue,25,6,3,3,1888.0,0,1888.0,0.9279999999999999,1886,66,0.65,0.0,0.00027607,0.99972
+90787,Existing Customer,39,F,1,Graduate,Married,,Blue,29,4,3,2,3358.0,1758,1600.0,0.723,1759,33,0.737,0.524,0.00016883,0.99983
+90788,Existing Customer,36,F,1,College,Single,$40K - $60K,Blue,25,6,3,3,1888.0,0,1888.0,0.928,1886,66,0.65,0.0,0.00027607,0.99972
 90789,Attrited Customer,43,M,2,Uneducated,Married,$60K - $80K,Blue,24,2,3,3,14447.0,0,14447.0,0.856,915,29,2.222,0.0,0.9968,0.00320374
-90790,Existing Customer,45,M,2,,Single,$60K - $80K,Silver,26,6,3,2,32349.0,1630,30719.0,0.6459999999999999,1343,41,0.519,0.05,0.00017865,0.99982
-90791,Existing Customer,51,F,3,College,Married,,Blue,36,3,2,3,12605.0,1449,11156.0,0.703,1870,56,0.647,0.115,0.00019313,0.9998100000000001
+90790,Existing Customer,45,M,2,,Single,$60K - $80K,Silver,26,6,3,2,32349.0,1630,30719.0,0.646,1343,41,0.519,0.05,0.00017865,0.99982
+90791,Existing Customer,51,F,3,College,Married,,Blue,36,3,2,3,12605.0,1449,11156.0,0.703,1870,56,0.647,0.115,0.00019313,0.99981
 90792,Existing Customer,62,F,0,,Married,$40K - $60K,Blue,36,4,2,2,2964.0,2400,564.0,1.296,1557,25,1.778,0.81,0.00010736,0.99989
-90793,Existing Customer,58,M,0,Uneducated,Married,$80K - $120K,Blue,38,6,3,3,3785.0,1935,1850.0,1.558,1824,49,1.45,0.511,0.00026692,0.9997299999999999
-90794,Existing Customer,42,M,4,Graduate,Single,$60K - $80K,Blue,36,5,1,0,2727.0,834,1893.0,0.568,1294,26,0.444,0.306,2.1306999999999998e-05,0.99998
-90795,Existing Customer,49,M,4,Doctorate,Married,$60K - $80K,Blue,44,3,1,1,3343.0,1581,1762.0,1.146,1545,31,0.8240000000000001,0.473,5.0408e-05,0.99995
-90796,Attrited Customer,53,F,3,Uneducated,Single,Less than $40K,Blue,35,6,3,1,9786.0,0,9786.0,0.701,820,25,0.562,0.0,0.9914299999999999,0.00857
-90797,Existing Customer,45,F,2,High School,Married,$40K - $60K,Blue,36,4,1,3,6407.0,1884,4523.0,0.6779999999999999,1675,47,0.469,0.294,9.0056e-05,0.9999100000000001
-90798,Existing Customer,29,M,2,High School,Married,$80K - $120K,Blue,15,6,2,2,4158.0,1635,2523.0,0.778,1678,37,0.542,0.39299999999999996,0.00011065,0.99989
-90799,Existing Customer,60,M,1,Doctorate,Married,$120K +,Blue,50,6,1,2,21697.0,2144,19553.0,0.654,2117,48,0.655,0.099,7.4811e-05,0.9999299999999999
-90800,Existing Customer,50,M,3,Post-Graduate,Single,$80K - $120K,Blue,40,5,2,2,31383.0,1688,29695.0,0.765,1721,56,0.75,0.054000000000000006,0.00013897,0.9998600000000001
-90801,Existing Customer,53,M,3,Doctorate,Single,$120K +,Blue,36,3,1,0,30883.0,1694,29189.0,0.86,1267,23,0.5329999999999999,0.055,3.0508000000000003e-05,0.99997
-90802,Existing Customer,45,M,3,,Married,$80K - $120K,Blue,38,6,3,1,12918.0,1345,11573.0,1.061,1562,33,1.2,0.10400000000000001,0.00012373,0.9998799999999999
-90803,Existing Customer,50,F,2,Uneducated,Single,Less than $40K,Blue,37,3,3,0,8520.0,814,7706.0,0.504,1193,35,0.34600000000000003,0.096,6.8225e-05,0.9999299999999999
-90804,Existing Customer,46,M,2,Doctorate,Single,$80K - $120K,Blue,34,4,3,2,14310.0,694,13616.0,0.5579999999999999,1254,34,0.478,0.048,0.00026028,0.99974
-90805,Existing Customer,61,M,0,Post-Graduate,Married,,Blue,53,6,2,3,14434.0,1927,12507.0,2.675,1731,32,3.571,0.134,0.0001933,0.9998100000000001
-90806,Existing Customer,46,M,4,College,Single,$120K +,Blue,36,5,2,1,7793.0,1705,6088.0,0.597,1099,39,0.696,0.21899999999999997,6.998800000000001e-05,0.9999299999999999
+90793,Existing Customer,58,M,0,Uneducated,Married,$80K - $120K,Blue,38,6,3,3,3785.0,1935,1850.0,1.558,1824,49,1.45,0.511,0.00026692,0.99973
+90794,Existing Customer,42,M,4,Graduate,Single,$60K - $80K,Blue,36,5,1,0,2727.0,834,1893.0,0.568,1294,26,0.444,0.306,2.1307e-05,0.99998
+90795,Existing Customer,49,M,4,Doctorate,Married,$60K - $80K,Blue,44,3,1,1,3343.0,1581,1762.0,1.146,1545,31,0.824,0.473,5.0408e-05,0.99995
+90796,Attrited Customer,53,F,3,Uneducated,Single,Less than $40K,Blue,35,6,3,1,9786.0,0,9786.0,0.701,820,25,0.562,0.0,0.99143,0.00857
+90797,Existing Customer,45,F,2,High School,Married,$40K - $60K,Blue,36,4,1,3,6407.0,1884,4523.0,0.678,1675,47,0.469,0.294,9.0056e-05,0.99991
+90798,Existing Customer,29,M,2,High School,Married,$80K - $120K,Blue,15,6,2,2,4158.0,1635,2523.0,0.778,1678,37,0.542,0.393,0.00011065,0.99989
+90799,Existing Customer,60,M,1,Doctorate,Married,$120K +,Blue,50,6,1,2,21697.0,2144,19553.0,0.654,2117,48,0.655,0.099,7.4811e-05,0.99993
+90800,Existing Customer,50,M,3,Post-Graduate,Single,$80K - $120K,Blue,40,5,2,2,31383.0,1688,29695.0,0.765,1721,56,0.75,0.054,0.00013897,0.99986
+90801,Existing Customer,53,M,3,Doctorate,Single,$120K +,Blue,36,3,1,0,30883.0,1694,29189.0,0.86,1267,23,0.533,0.055,3.0508e-05,0.99997
+90802,Existing Customer,45,M,3,,Married,$80K - $120K,Blue,38,6,3,1,12918.0,1345,11573.0,1.061,1562,33,1.2,0.104,0.00012373,0.99988
+90803,Existing Customer,50,F,2,Uneducated,Single,Less than $40K,Blue,37,3,3,0,8520.0,814,7706.0,0.504,1193,35,0.346,0.096,6.8225e-05,0.99993
+90804,Existing Customer,46,M,2,Doctorate,Single,$80K - $120K,Blue,34,4,3,2,14310.0,694,13616.0,0.558,1254,34,0.478,0.048,0.00026028,0.99974
+90805,Existing Customer,61,M,0,Post-Graduate,Married,,Blue,53,6,2,3,14434.0,1927,12507.0,2.675,1731,32,3.571,0.134,0.0001933,0.99981
+90806,Existing Customer,46,M,4,College,Single,$120K +,Blue,36,5,2,1,7793.0,1705,6088.0,0.597,1099,39,0.696,0.219,6.9988e-05,0.99993
 90807,Attrited Customer,62,F,1,High School,Married,,Blue,56,2,1,2,8990.0,0,8990.0,0.935,747,19,0.583,0.0,0.98049,0.01951
-90808,Existing Customer,43,F,3,Graduate,Married,$40K - $60K,Blue,33,6,2,3,4343.0,0,4343.0,0.563,1352,35,0.9440000000000001,0.0,0.00019864,0.9998
-90809,Existing Customer,54,M,4,Graduate,Married,$120K +,Blue,50,4,2,0,2872.0,2035,837.0,0.613,1770,47,0.741,0.7090000000000001,4.4033000000000003e-05,0.9999600000000001
-90810,Existing Customer,50,M,2,,Single,$120K +,Blue,36,5,1,3,9697.0,0,9697.0,0.759,1812,50,0.9229999999999999,0.0,0.00010183,0.9999
-90811,Existing Customer,35,M,2,High School,Married,$40K - $60K,Blue,21,3,3,1,2967.0,1843,1124.0,0.6809999999999999,1673,58,0.526,0.621,0.00010545,0.99989
-90812,Existing Customer,35,M,3,Doctorate,Single,$40K - $60K,Blue,23,4,3,2,2148.0,1545,603.0,0.682,2167,65,0.512,0.7190000000000001,0.00027008,0.9997299999999999
-90813,Existing Customer,36,F,1,High School,Single,Less than $40K,Blue,36,6,3,1,6116.0,2517,3599.0,0.691,2369,56,0.75,0.41200000000000003,9.8983e-05,0.9999
-90814,Existing Customer,42,M,3,,Married,$80K - $120K,Blue,36,5,2,2,18085.0,1487,16598.0,0.792,1582,47,1.043,0.08199999999999999,0.00012982,0.99987
-90815,Existing Customer,39,F,2,,Married,Less than $40K,Blue,32,6,3,0,2524.0,1395,1129.0,1.048,1800,33,0.5,0.5529999999999999,7.293600000000001e-05,0.9999299999999999
-90816,Existing Customer,50,M,1,,Married,$80K - $120K,Blue,45,5,2,2,33951.0,0,33951.0,0.8220000000000001,1567,44,0.467,0.0,0.00011743,0.9998799999999999
+90808,Existing Customer,43,F,3,Graduate,Married,$40K - $60K,Blue,33,6,2,3,4343.0,0,4343.0,0.563,1352,35,0.944,0.0,0.00019864,0.9998
+90809,Existing Customer,54,M,4,Graduate,Married,$120K +,Blue,50,4,2,0,2872.0,2035,837.0,0.613,1770,47,0.741,0.709,4.4033e-05,0.99996
+90810,Existing Customer,50,M,2,,Single,$120K +,Blue,36,5,1,3,9697.0,0,9697.0,0.759,1812,50,0.923,0.0,0.00010183,0.9999
+90811,Existing Customer,35,M,2,High School,Married,$40K - $60K,Blue,21,3,3,1,2967.0,1843,1124.0,0.681,1673,58,0.526,0.621,0.00010545,0.99989
+90812,Existing Customer,35,M,3,Doctorate,Single,$40K - $60K,Blue,23,4,3,2,2148.0,1545,603.0,0.682,2167,65,0.512,0.719,0.00027008,0.99973
+90813,Existing Customer,36,F,1,High School,Single,Less than $40K,Blue,36,6,3,1,6116.0,2517,3599.0,0.691,2369,56,0.75,0.412,9.8983e-05,0.9999
+90814,Existing Customer,42,M,3,,Married,$80K - $120K,Blue,36,5,2,2,18085.0,1487,16598.0,0.792,1582,47,1.043,0.082,0.00012982,0.99987
+90815,Existing Customer,39,F,2,,Married,Less than $40K,Blue,32,6,3,0,2524.0,1395,1129.0,1.048,1800,33,0.5,0.553,7.2936e-05,0.99993
+90816,Existing Customer,50,M,1,,Married,$80K - $120K,Blue,45,5,2,2,33951.0,0,33951.0,0.822,1567,44,0.467,0.0,0.00011743,0.99988
 90817,Attrited Customer,43,M,3,Doctorate,Single,$60K - $80K,Blue,35,3,3,2,3312.0,0,3312.0,0.698,647,19,0.462,0.0,0.99631,0.00368792
-90818,Existing Customer,39,F,1,High School,Single,$40K - $60K,Blue,20,3,2,2,9956.0,1117,8839.0,0.515,1447,39,0.696,0.11199999999999999,0.00010386,0.9999
+90818,Existing Customer,39,F,1,High School,Single,$40K - $60K,Blue,20,3,2,2,9956.0,1117,8839.0,0.515,1447,39,0.696,0.112,0.00010386,0.9999
 90819,Existing Customer,47,M,2,Post-Graduate,Married,Less than $40K,Blue,36,6,1,3,3888.0,1663,2225.0,0.664,1145,37,0.423,0.428,0.000109,0.99989
 90820,Existing Customer,60,M,1,Post-Graduate,Single,$80K - $120K,Blue,48,3,1,3,30655.0,0,30655.0,0.475,3280,78,0.625,0.0,0.00010231,0.9999
-90821,Existing Customer,30,M,2,High School,Married,Less than $40K,Blue,23,4,2,0,2997.0,1393,1604.0,1.12,1577,35,0.522,0.465,4.0816e-05,0.9999600000000001
-90822,Existing Customer,44,M,4,,Single,$60K - $80K,Blue,24,5,3,2,11042.0,2211,8831.0,0.897,1140,25,0.7859999999999999,0.2,0.00020735,0.99979
-90823,Existing Customer,52,M,0,Graduate,Single,$120K +,Blue,41,6,3,2,3386.0,1794,1592.0,0.6709999999999999,1736,40,1.105,0.53,0.00015435,0.99985
-90824,Existing Customer,45,F,4,,Single,Less than $40K,Gold,36,6,1,3,15987.0,1648,14339.0,0.732,1436,36,1.25,0.10300000000000001,0.00012303,0.9998799999999999
-90825,Existing Customer,40,M,4,Graduate,Divorced,$120K +,Blue,30,5,3,3,25188.0,1295,23893.0,0.557,1513,38,0.583,0.051,0.00031726,0.9996799999999999
-90826,Existing Customer,36,F,3,Post-Graduate,Single,Less than $40K,Blue,23,6,2,1,2410.0,1705,705.0,0.7979999999999999,2505,69,0.568,0.7070000000000001,8.381e-05,0.99992
-90827,Existing Customer,65,F,0,High School,Married,,Blue,53,4,3,0,4315.0,717,3598.0,0.8079999999999999,1723,51,0.5,0.166,5.5353000000000003e-05,0.9999399999999999
-90828,Existing Customer,35,F,0,,Married,Less than $40K,Blue,24,6,1,1,2592.0,2227,365.0,0.633,1695,48,0.5479999999999999,0.8590000000000001,3.1329e-05,0.99997
-90829,Existing Customer,54,F,2,,Divorced,$40K - $60K,Blue,49,5,3,2,5476.0,2517,2959.0,0.9670000000000001,1532,44,0.6920000000000001,0.46,0.00019771,0.9998
-90830,Existing Customer,53,M,3,,Married,$80K - $120K,Blue,43,5,3,0,2464.0,2116,348.0,0.7440000000000001,2110,43,1.048,0.8590000000000001,7.5683e-05,0.99992
-90831,Existing Customer,62,F,1,College,Married,Less than $40K,Blue,44,3,2,3,2378.0,1610,768.0,0.44799999999999995,1807,45,0.607,0.677,0.0001747,0.9998299999999999
-90832,Existing Customer,40,M,2,,Single,$120K +,Blue,21,6,4,3,20056.0,1602,18454.0,0.466,1687,46,0.5329999999999999,0.08,0.00040183,0.9996
-90833,Existing Customer,41,M,4,High School,Married,$60K - $80K,Blue,36,4,2,2,8013.0,2025,5988.0,0.789,1481,45,0.452,0.253,0.00011604,0.9998799999999999
-90834,Existing Customer,53,M,2,,Married,$120K +,Blue,49,6,2,3,3386.0,1984,1402.0,0.573,1318,37,0.19399999999999998,0.586,0.00021042,0.99979
-90835,Existing Customer,30,M,1,High School,Married,$60K - $80K,Blue,17,3,3,2,7906.0,1631,6275.0,0.889,1946,45,0.552,0.20600000000000002,0.00016413,0.99984
-90836,Existing Customer,46,M,3,Uneducated,Divorced,$60K - $80K,Blue,34,4,3,0,11501.0,713,10788.0,0.84,1481,41,0.519,0.062,7.0795e-05,0.9999299999999999
-90837,Existing Customer,29,M,0,Post-Graduate,Single,$40K - $60K,Blue,19,4,1,2,13632.0,1482,12150.0,0.893,2168,42,2.5,0.109,5.5613000000000004e-05,0.9999399999999999
-90838,Existing Customer,37,F,3,Uneducated,Married,Less than $40K,Blue,27,6,1,3,2229.0,1791,438.0,1.139,1583,32,0.6,0.8029999999999999,9.8837e-05,0.9999
+90821,Existing Customer,30,M,2,High School,Married,Less than $40K,Blue,23,4,2,0,2997.0,1393,1604.0,1.12,1577,35,0.522,0.465,4.0816e-05,0.99996
+90822,Existing Customer,44,M,4,,Single,$60K - $80K,Blue,24,5,3,2,11042.0,2211,8831.0,0.897,1140,25,0.786,0.2,0.00020735,0.99979
+90823,Existing Customer,52,M,0,Graduate,Single,$120K +,Blue,41,6,3,2,3386.0,1794,1592.0,0.671,1736,40,1.105,0.53,0.00015435,0.99985
+90824,Existing Customer,45,F,4,,Single,Less than $40K,Gold,36,6,1,3,15987.0,1648,14339.0,0.732,1436,36,1.25,0.103,0.00012303,0.99988
+90825,Existing Customer,40,M,4,Graduate,Divorced,$120K +,Blue,30,5,3,3,25188.0,1295,23893.0,0.557,1513,38,0.583,0.051,0.00031726,0.99968
+90826,Existing Customer,36,F,3,Post-Graduate,Single,Less than $40K,Blue,23,6,2,1,2410.0,1705,705.0,0.798,2505,69,0.568,0.707,8.381e-05,0.99992
+90827,Existing Customer,65,F,0,High School,Married,,Blue,53,4,3,0,4315.0,717,3598.0,0.808,1723,51,0.5,0.166,5.5353e-05,0.99994
+90828,Existing Customer,35,F,0,,Married,Less than $40K,Blue,24,6,1,1,2592.0,2227,365.0,0.633,1695,48,0.548,0.859,3.1329e-05,0.99997
+90829,Existing Customer,54,F,2,,Divorced,$40K - $60K,Blue,49,5,3,2,5476.0,2517,2959.0,0.967,1532,44,0.692,0.46,0.00019771,0.9998
+90830,Existing Customer,53,M,3,,Married,$80K - $120K,Blue,43,5,3,0,2464.0,2116,348.0,0.744,2110,43,1.048,0.859,7.5683e-05,0.99992
+90831,Existing Customer,62,F,1,College,Married,Less than $40K,Blue,44,3,2,3,2378.0,1610,768.0,0.448,1807,45,0.607,0.677,0.0001747,0.99983
+90832,Existing Customer,40,M,2,,Single,$120K +,Blue,21,6,4,3,20056.0,1602,18454.0,0.466,1687,46,0.533,0.08,0.00040183,0.9996
+90833,Existing Customer,41,M,4,High School,Married,$60K - $80K,Blue,36,4,2,2,8013.0,2025,5988.0,0.789,1481,45,0.452,0.253,0.00011604,0.99988
+90834,Existing Customer,53,M,2,,Married,$120K +,Blue,49,6,2,3,3386.0,1984,1402.0,0.573,1318,37,0.194,0.586,0.00021042,0.99979
+90835,Existing Customer,30,M,1,High School,Married,$60K - $80K,Blue,17,3,3,2,7906.0,1631,6275.0,0.889,1946,45,0.552,0.206,0.00016413,0.99984
+90836,Existing Customer,46,M,3,Uneducated,Divorced,$60K - $80K,Blue,34,4,3,0,11501.0,713,10788.0,0.84,1481,41,0.519,0.062,7.0795e-05,0.99993
+90837,Existing Customer,29,M,0,Post-Graduate,Single,$40K - $60K,Blue,19,4,1,2,13632.0,1482,12150.0,0.893,2168,42,2.5,0.109,5.5613e-05,0.99994
+90838,Existing Customer,37,F,3,Uneducated,Married,Less than $40K,Blue,27,6,1,3,2229.0,1791,438.0,1.139,1583,32,0.6,0.803,9.8837e-05,0.9999
 90839,Existing Customer,51,F,1,High School,Married,Less than $40K,Blue,40,4,1,1,5158.0,2190,2968.0,0.426,1229,34,0.478,0.425,3.0307e-05,0.99997
-90840,Existing Customer,31,M,0,Graduate,Married,$40K - $60K,Blue,21,3,3,0,2158.0,1729,429.0,1.1,1718,42,0.44799999999999995,0.8009999999999999,5.694e-05,0.9999399999999999
-90841,Existing Customer,45,M,2,Uneducated,,$80K - $120K,Blue,41,6,2,2,23271.0,1262,22009.0,0.718,1402,34,0.889,0.054000000000000006,0.00011703,0.9998799999999999
+90840,Existing Customer,31,M,0,Graduate,Married,$40K - $60K,Blue,21,3,3,0,2158.0,1729,429.0,1.1,1718,42,0.448,0.801,5.694e-05,0.99994
+90841,Existing Customer,45,M,2,Uneducated,,$80K - $120K,Blue,41,6,2,2,23271.0,1262,22009.0,0.718,1402,34,0.889,0.054,0.00011703,0.99988
 90842,Attrited Customer,57,M,1,Graduate,Single,$80K - $120K,Blue,36,2,3,2,10244.0,861,9383.0,0.78,1127,29,0.381,0.084,0.99411,0.00589
-90843,Existing Customer,43,M,3,,Divorced,$60K - $80K,Blue,30,3,2,1,2588.0,1669,919.0,0.7879999999999999,1053,31,0.55,0.645,7.8291e-05,0.99992
-90844,Existing Customer,44,M,3,Graduate,Married,$40K - $60K,Blue,27,4,2,3,10747.0,1603,9144.0,0.47100000000000003,1340,25,0.9229999999999999,0.149,0.00019864,0.9998
+90843,Existing Customer,43,M,3,,Divorced,$60K - $80K,Blue,30,3,2,1,2588.0,1669,919.0,0.788,1053,31,0.55,0.645,7.8291e-05,0.99992
+90844,Existing Customer,44,M,3,Graduate,Married,$40K - $60K,Blue,27,4,2,3,10747.0,1603,9144.0,0.471,1340,25,0.923,0.149,0.00019864,0.9998
 90845,Attrited Customer,53,M,2,High School,Married,$120K +,Blue,46,4,3,1,7474.0,0,7474.0,0.858,732,21,0.615,0.0,0.99061,0.00939
-90846,Existing Customer,32,F,3,Graduate,Single,Less than $40K,Blue,36,3,1,3,3555.0,0,3555.0,0.813,2346,71,0.6509999999999999,0.0,9.612600000000001e-05,0.9999
-90847,Existing Customer,53,M,1,Graduate,Married,$80K - $120K,Blue,38,6,3,2,22140.0,733,21407.0,0.987,1580,45,0.667,0.033,0.00016883,0.9998299999999999
-90848,Attrited Customer,54,M,3,High School,Married,$80K - $120K,Blue,36,2,3,4,9457.0,350,9107.0,1.024,1196,28,0.33299999999999996,0.037000000000000005,0.99808,0.00191647
-90849,Existing Customer,42,M,3,Uneducated,,Less than $40K,Blue,35,4,5,0,6218.0,2134,4084.0,1.25,2086,50,0.7859999999999999,0.34299999999999997,7.907300000000001e-05,0.99992
-90850,Existing Customer,38,F,1,College,Married,Less than $40K,Blue,25,3,3,1,2580.0,2265,315.0,0.8240000000000001,1665,57,0.629,0.878,9.8992e-05,0.9999
-90851,Existing Customer,44,M,2,,Married,$80K - $120K,Blue,39,6,2,2,1438.3,0,1438.3,0.871,1495,39,0.39299999999999996,0.0,0.00012511,0.99987
+90846,Existing Customer,32,F,3,Graduate,Single,Less than $40K,Blue,36,3,1,3,3555.0,0,3555.0,0.813,2346,71,0.651,0.0,9.6126e-05,0.9999
+90847,Existing Customer,53,M,1,Graduate,Married,$80K - $120K,Blue,38,6,3,2,22140.0,733,21407.0,0.987,1580,45,0.667,0.033,0.00016883,0.99983
+90848,Attrited Customer,54,M,3,High School,Married,$80K - $120K,Blue,36,2,3,4,9457.0,350,9107.0,1.024,1196,28,0.333,0.037,0.99808,0.00191647
+90849,Existing Customer,42,M,3,Uneducated,,Less than $40K,Blue,35,4,5,0,6218.0,2134,4084.0,1.25,2086,50,0.786,0.343,7.9073e-05,0.99992
+90850,Existing Customer,38,F,1,College,Married,Less than $40K,Blue,25,3,3,1,2580.0,2265,315.0,0.824,1665,57,0.629,0.878,9.8992e-05,0.9999
+90851,Existing Customer,44,M,2,,Married,$80K - $120K,Blue,39,6,2,2,1438.3,0,1438.3,0.871,1495,39,0.393,0.0,0.00012511,0.99987
 90852,Existing Customer,54,M,2,Graduate,Married,$60K - $80K,Blue,43,6,3,1,6224.0,1892,4332.0,0.983,2187,58,0.657,0.304,0.00010848,0.99989
-90853,Existing Customer,37,F,4,High School,Single,$40K - $60K,Blue,36,5,3,1,3093.0,2517,576.0,0.855,1371,23,0.917,0.8140000000000001,0.00011059999999999999,0.99989
-90854,Existing Customer,48,F,2,Graduate,Married,$40K - $60K,Blue,42,4,3,3,4076.0,0,4076.0,0.8079999999999999,1235,37,0.682,0.0,0.00030251,0.9997
-90855,Existing Customer,55,F,3,Graduate,Married,,Blue,36,3,2,0,4861.0,1123,3738.0,0.938,1556,40,0.5379999999999999,0.231,4.3568e-05,0.9999600000000001
+90853,Existing Customer,37,F,4,High School,Single,$40K - $60K,Blue,36,5,3,1,3093.0,2517,576.0,0.855,1371,23,0.917,0.814,0.0001106,0.99989
+90854,Existing Customer,48,F,2,Graduate,Married,$40K - $60K,Blue,42,4,3,3,4076.0,0,4076.0,0.808,1235,37,0.682,0.0,0.00030251,0.9997
+90855,Existing Customer,55,F,3,Graduate,Married,,Blue,36,3,2,0,4861.0,1123,3738.0,0.938,1556,40,0.538,0.231,4.3568e-05,0.99996
 90856,Existing Customer,43,F,1,Graduate,,,Blue,36,6,3,3,9851.0,0,9851.0,1.034,1212,24,0.6,0.0,0.00028395,0.99972
-90857,Existing Customer,37,M,1,High School,Single,$60K - $80K,Blue,26,4,3,2,7349.0,2517,4832.0,0.877,2701,60,0.7140000000000001,0.342,0.00016413,0.99984
-90858,Existing Customer,34,M,2,High School,Married,$60K - $80K,Blue,28,3,3,3,2853.0,2420,433.0,0.858,1750,47,0.8079999999999999,0.848,0.00029408,0.99971
-90859,Existing Customer,46,F,4,Graduate,Single,,Blue,36,4,3,2,17023.0,1084,15939.0,0.9279999999999999,1610,43,0.387,0.064,0.00018864,0.9998100000000001
+90857,Existing Customer,37,M,1,High School,Single,$60K - $80K,Blue,26,4,3,2,7349.0,2517,4832.0,0.877,2701,60,0.714,0.342,0.00016413,0.99984
+90858,Existing Customer,34,M,2,High School,Married,$60K - $80K,Blue,28,3,3,3,2853.0,2420,433.0,0.858,1750,47,0.808,0.848,0.00029408,0.99971
+90859,Existing Customer,46,F,4,Graduate,Single,,Blue,36,4,3,2,17023.0,1084,15939.0,0.928,1610,43,0.387,0.064,0.00018864,0.99981
 90860,Existing Customer,32,M,1,,Single,$40K - $60K,Blue,24,6,2,3,10060.0,2322,7738.0,0.894,2184,63,1.032,0.231,0.00019751,0.9998
-90861,Existing Customer,53,M,3,,Married,$40K - $60K,Blue,41,6,1,2,1595.0,870,725.0,0.6940000000000001,1745,41,0.5770000000000001,0.545,6.282e-05,0.9999399999999999
-90862,Existing Customer,46,M,3,Graduate,Divorced,$80K - $120K,Blue,38,3,2,1,8475.0,1385,7090.0,0.611,1381,40,0.48100000000000004,0.163,7.1226e-05,0.9999299999999999
-90863,Existing Customer,38,M,1,College,Married,Less than $40K,Blue,25,6,3,3,5559.0,658,4901.0,0.627,1793,37,0.9470000000000001,0.11800000000000001,0.00027607,0.99972
-90864,Existing Customer,31,F,0,Graduate,Married,Less than $40K,Blue,22,3,3,2,2917.0,2127,790.0,1.074,1831,36,1.0,0.7290000000000001,0.00015435,0.99985
-90865,Existing Customer,38,M,2,,Single,$60K - $80K,Blue,36,3,3,3,6692.0,2037,4655.0,0.401,1468,36,0.24100000000000002,0.304,0.00033251,0.9996700000000001
-90866,Attrited Customer,46,F,3,Graduate,Single,Less than $40K,Blue,28,2,2,3,8551.0,1067,7484.0,0.9309999999999999,1097,32,0.778,0.125,0.9949899999999999,0.0050100000000000006
-90867,Existing Customer,47,M,3,High School,Married,$60K - $80K,Blue,36,6,2,3,10569.0,0,10569.0,0.838,1682,44,1.0,0.0,0.00019311,0.9998100000000001
-90868,Existing Customer,47,F,3,Graduate,Married,Less than $40K,Blue,36,5,2,2,7051.0,0,7051.0,0.527,1451,37,0.19399999999999998,0.0,0.00011811,0.9998799999999999
-90869,Existing Customer,56,M,1,College,Married,$60K - $80K,Blue,46,3,2,1,10117.0,2242,7875.0,0.662,1509,44,0.467,0.222,6.2639e-05,0.9999399999999999
-90870,Existing Customer,47,M,2,Uneducated,,$60K - $80K,Blue,36,6,2,1,8311.0,0,8311.0,0.584,1895,57,0.425,0.0,7.057600000000001e-05,0.9999299999999999
-90871,Existing Customer,47,M,4,Graduate,Single,$80K - $120K,Blue,41,5,3,2,26442.0,1642,24800.0,0.6509999999999999,1403,40,0.429,0.062,0.00018864,0.9998100000000001
-90872,Existing Customer,64,F,0,Graduate,Married,Less than $40K,Blue,51,6,3,1,4920.0,1142,3778.0,0.507,1420,31,0.348,0.23199999999999998,9.308700000000001e-05,0.9999100000000001
+90861,Existing Customer,53,M,3,,Married,$40K - $60K,Blue,41,6,1,2,1595.0,870,725.0,0.694,1745,41,0.577,0.545,6.282e-05,0.99994
+90862,Existing Customer,46,M,3,Graduate,Divorced,$80K - $120K,Blue,38,3,2,1,8475.0,1385,7090.0,0.611,1381,40,0.481,0.163,7.1226e-05,0.99993
+90863,Existing Customer,38,M,1,College,Married,Less than $40K,Blue,25,6,3,3,5559.0,658,4901.0,0.627,1793,37,0.947,0.118,0.00027607,0.99972
+90864,Existing Customer,31,F,0,Graduate,Married,Less than $40K,Blue,22,3,3,2,2917.0,2127,790.0,1.074,1831,36,1.0,0.729,0.00015435,0.99985
+90865,Existing Customer,38,M,2,,Single,$60K - $80K,Blue,36,3,3,3,6692.0,2037,4655.0,0.401,1468,36,0.241,0.304,0.00033251,0.99967
+90866,Attrited Customer,46,F,3,Graduate,Single,Less than $40K,Blue,28,2,2,3,8551.0,1067,7484.0,0.931,1097,32,0.778,0.125,0.99499,0.00501
+90867,Existing Customer,47,M,3,High School,Married,$60K - $80K,Blue,36,6,2,3,10569.0,0,10569.0,0.838,1682,44,1.0,0.0,0.00019311,0.99981
+90868,Existing Customer,47,F,3,Graduate,Married,Less than $40K,Blue,36,5,2,2,7051.0,0,7051.0,0.527,1451,37,0.194,0.0,0.00011811,0.99988
+90869,Existing Customer,56,M,1,College,Married,$60K - $80K,Blue,46,3,2,1,10117.0,2242,7875.0,0.662,1509,44,0.467,0.222,6.2639e-05,0.99994
+90870,Existing Customer,47,M,2,Uneducated,,$60K - $80K,Blue,36,6,2,1,8311.0,0,8311.0,0.584,1895,57,0.425,0.0,7.0576e-05,0.99993
+90871,Existing Customer,47,M,4,Graduate,Single,$80K - $120K,Blue,41,5,3,2,26442.0,1642,24800.0,0.651,1403,40,0.429,0.062,0.00018864,0.99981
+90872,Existing Customer,64,F,0,Graduate,Married,Less than $40K,Blue,51,6,3,1,4920.0,1142,3778.0,0.507,1420,31,0.348,0.232,9.3087e-05,0.99991
 90873,Existing Customer,37,F,3,,Married,Less than $40K,Blue,25,6,2,1,1438.3,674,764.3,2.18,1717,31,0.722,0.469,7.8291e-05,0.99992
-90874,Existing Customer,42,M,1,College,Married,$60K - $80K,Silver,29,5,2,2,26750.0,1204,25546.0,0.428,1131,29,0.318,0.045,9.385200000000001e-05,0.9999100000000001
-90875,Existing Customer,41,M,4,College,Married,$80K - $120K,Silver,34,4,3,3,34516.0,1347,33169.0,0.8009999999999999,1005,22,1.0,0.039,0.00027871,0.99972
-90876,Existing Customer,65,F,0,High School,Married,Less than $40K,Blue,36,3,3,2,1438.3,747,691.3,0.491,948,24,0.7140000000000001,0.519,0.00015005,0.99985
-90877,Existing Customer,49,F,3,Post-Graduate,Married,$40K - $60K,Blue,41,6,2,2,1869.0,758,1111.0,0.91,1549,34,0.478,0.406,0.00013897,0.9998600000000001
+90874,Existing Customer,42,M,1,College,Married,$60K - $80K,Silver,29,5,2,2,26750.0,1204,25546.0,0.428,1131,29,0.318,0.045,9.3852e-05,0.99991
+90875,Existing Customer,41,M,4,College,Married,$80K - $120K,Silver,34,4,3,3,34516.0,1347,33169.0,0.801,1005,22,1.0,0.039,0.00027871,0.99972
+90876,Existing Customer,65,F,0,High School,Married,Less than $40K,Blue,36,3,3,2,1438.3,747,691.3,0.491,948,24,0.714,0.519,0.00015005,0.99985
+90877,Existing Customer,49,F,3,Post-Graduate,Married,$40K - $60K,Blue,41,6,2,2,1869.0,758,1111.0,0.91,1549,34,0.478,0.406,0.00013897,0.99986
 90878,Attrited Customer,54,M,5,High School,Married,$60K - $80K,Blue,36,5,2,3,14539.0,0,14539.0,0.907,965,26,0.529,0.0,0.99482,0.00518
-90879,Existing Customer,46,M,3,Uneducated,Single,$120K +,Blue,36,5,1,3,26977.0,1961,25016.0,0.6409999999999999,1958,41,1.05,0.073,9.8837e-05,0.9999
-90880,Existing Customer,50,M,2,,Married,$40K - $60K,Blue,36,3,1,3,5426.0,1478,3948.0,0.664,1266,22,0.5710000000000001,0.272,0.00010183,0.9999
-90881,Existing Customer,50,F,3,,Married,Less than $40K,Blue,34,6,1,3,7623.0,2517,5106.0,1.0070000000000001,1367,29,1.071,0.33,0.00010566,0.99989
+90879,Existing Customer,46,M,3,Uneducated,Single,$120K +,Blue,36,5,1,3,26977.0,1961,25016.0,0.641,1958,41,1.05,0.073,9.8837e-05,0.9999
+90880,Existing Customer,50,M,2,,Married,$40K - $60K,Blue,36,3,1,3,5426.0,1478,3948.0,0.664,1266,22,0.571,0.272,0.00010183,0.9999
+90881,Existing Customer,50,F,3,,Married,Less than $40K,Blue,34,6,1,3,7623.0,2517,5106.0,1.007,1367,29,1.071,0.33,0.00010566,0.99989
 90882,Existing Customer,48,F,1,Doctorate,Married,Less than $40K,Blue,39,3,3,3,4844.0,1576,3268.0,0.809,1489,48,0.6,0.325,0.00041087,0.99959
 90883,Existing Customer,62,F,0,,Married,,Blue,52,6,1,1,2683.0,1707,976.0,1.254,1582,33,0.941,0.636,3.1329e-05,0.99997
-90884,Existing Customer,39,F,1,College,Married,Less than $40K,Blue,22,3,1,2,3214.0,2257,957.0,1.2790000000000001,2516,42,0.75,0.7020000000000001,5.0261000000000005e-05,0.99995
-90885,Existing Customer,46,M,1,,Married,$60K - $80K,Blue,39,4,3,3,5374.0,2324,3050.0,0.423,1557,49,0.4,0.43200000000000005,0.00031211,0.99969
-90886,Attrited Customer,41,M,2,Uneducated,Married,$80K - $120K,Blue,33,5,3,3,8004.0,1452,6552.0,0.929,1084,32,0.524,0.18100000000000002,0.9968,0.00320374
-90887,Existing Customer,39,F,2,Graduate,Married,,Blue,31,4,2,3,1438.3,997,441.3,1.867,2583,47,0.958,0.693,0.00019143,0.9998100000000001
-90888,Existing Customer,46,M,2,,Married,$80K - $120K,Blue,34,3,3,3,2925.0,2365,560.0,0.691,1371,30,0.579,0.809,0.00033251,0.9996700000000001
+90884,Existing Customer,39,F,1,College,Married,Less than $40K,Blue,22,3,1,2,3214.0,2257,957.0,1.279,2516,42,0.75,0.702,5.0261e-05,0.99995
+90885,Existing Customer,46,M,1,,Married,$60K - $80K,Blue,39,4,3,3,5374.0,2324,3050.0,0.423,1557,49,0.4,0.432,0.00031211,0.99969
+90886,Attrited Customer,41,M,2,Uneducated,Married,$80K - $120K,Blue,33,5,3,3,8004.0,1452,6552.0,0.929,1084,32,0.524,0.181,0.9968,0.00320374
+90887,Existing Customer,39,F,2,Graduate,Married,,Blue,31,4,2,3,1438.3,997,441.3,1.867,2583,47,0.958,0.693,0.00019143,0.99981
+90888,Existing Customer,46,M,2,,Married,$80K - $120K,Blue,34,3,3,3,2925.0,2365,560.0,0.691,1371,30,0.579,0.809,0.00033251,0.99967
 90889,Existing Customer,39,F,2,Uneducated,Single,Less than $40K,Blue,35,5,3,3,9235.0,1479,7756.0,0.843,1537,49,0.581,0.16,0.00031104,0.99969
-90890,Existing Customer,44,M,0,Uneducated,Married,Less than $40K,Blue,24,5,3,0,8837.0,2103,6734.0,0.5589999999999999,3753,60,0.875,0.23800000000000002,5.8546000000000005e-05,0.9999399999999999
-90891,Existing Customer,57,F,3,,Single,Less than $40K,Blue,29,6,1,1,8801.0,1421,7380.0,0.568,1104,31,0.292,0.161,3.7884e-05,0.9999600000000001
-90892,Existing Customer,40,M,3,,Single,$40K - $60K,Blue,28,4,1,1,3563.0,1707,1856.0,0.506,1482,42,0.312,0.479,3.7884e-05,0.9999600000000001
-90893,Existing Customer,65,F,0,High School,Married,,Blue,36,4,3,2,8138.0,2104,6034.0,0.8370000000000001,1299,29,0.812,0.259,0.00015005,0.99985
-90894,Existing Customer,26,F,1,Graduate,Single,$40K - $60K,Blue,20,6,3,3,1438.3,673,765.3,0.595,2167,48,0.41200000000000003,0.46799999999999997,0.00028395,0.99972
-90895,Existing Customer,47,M,2,High School,,$60K - $80K,Blue,33,4,2,2,2458.0,1399,1059.0,0.7390000000000001,1563,40,1.222,0.569,0.00011065,0.99989
-90896,Existing Customer,47,M,4,High School,Married,$60K - $80K,Blue,34,5,2,3,4592.0,1635,2957.0,0.9520000000000001,1772,52,0.486,0.35600000000000004,0.00019517,0.9998
-90897,Attrited Customer,57,F,2,High School,Married,$40K - $60K,Blue,45,2,1,3,1438.3,0,1438.3,1.036,1254,35,0.8420000000000001,0.0,0.9890200000000001,0.01098
-90898,Existing Customer,31,M,1,,Married,Less than $40K,Blue,36,3,3,3,1868.0,1515,353.0,1.359,2229,35,0.667,0.8109999999999999,0.00031211,0.99969
-90899,Existing Customer,54,M,4,Graduate,Married,$60K - $80K,Blue,49,3,1,2,5269.0,1099,4170.0,1.178,2195,63,0.9690000000000001,0.209,5.7762e-05,0.9999399999999999
-90900,Existing Customer,43,F,2,Post-Graduate,Married,,Blue,36,3,3,3,20156.0,1759,18397.0,0.47600000000000003,1362,28,0.556,0.087,0.00035594,0.99964
-90901,Existing Customer,39,M,2,College,Married,$60K - $80K,Blue,35,4,3,2,7410.0,2517,4893.0,1.9240000000000002,2398,37,1.176,0.34,0.00017488,0.9998299999999999
-90902,Existing Customer,53,M,3,Graduate,Married,$120K +,Blue,44,3,2,3,12163.0,2082,10081.0,1.554,2649,56,0.6970000000000001,0.171,0.00019864,0.9998
-90903,Existing Customer,44,M,3,,Married,$60K - $80K,Blue,37,3,2,3,6224.0,0,6224.0,0.738,1463,34,0.889,0.0,0.00021834,0.9997799999999999
-90904,Existing Customer,59,M,0,College,Married,Less than $40K,Blue,49,3,3,3,4250.0,1095,3155.0,0.9470000000000001,1174,27,0.8,0.258,0.00025239,0.99975
-90905,Existing Customer,53,F,3,Graduate,Married,,Blue,40,6,3,1,12059.0,1978,10081.0,0.877,1836,36,0.895,0.16399999999999998,0.00011256,0.99989
+90890,Existing Customer,44,M,0,Uneducated,Married,Less than $40K,Blue,24,5,3,0,8837.0,2103,6734.0,0.559,3753,60,0.875,0.238,5.8546e-05,0.99994
+90891,Existing Customer,57,F,3,,Single,Less than $40K,Blue,29,6,1,1,8801.0,1421,7380.0,0.568,1104,31,0.292,0.161,3.7884e-05,0.99996
+90892,Existing Customer,40,M,3,,Single,$40K - $60K,Blue,28,4,1,1,3563.0,1707,1856.0,0.506,1482,42,0.312,0.479,3.7884e-05,0.99996
+90893,Existing Customer,65,F,0,High School,Married,,Blue,36,4,3,2,8138.0,2104,6034.0,0.837,1299,29,0.812,0.259,0.00015005,0.99985
+90894,Existing Customer,26,F,1,Graduate,Single,$40K - $60K,Blue,20,6,3,3,1438.3,673,765.3,0.595,2167,48,0.412,0.468,0.00028395,0.99972
+90895,Existing Customer,47,M,2,High School,,$60K - $80K,Blue,33,4,2,2,2458.0,1399,1059.0,0.739,1563,40,1.222,0.569,0.00011065,0.99989
+90896,Existing Customer,47,M,4,High School,Married,$60K - $80K,Blue,34,5,2,3,4592.0,1635,2957.0,0.952,1772,52,0.486,0.356,0.00019517,0.9998
+90897,Attrited Customer,57,F,2,High School,Married,$40K - $60K,Blue,45,2,1,3,1438.3,0,1438.3,1.036,1254,35,0.842,0.0,0.98902,0.01098
+90898,Existing Customer,31,M,1,,Married,Less than $40K,Blue,36,3,3,3,1868.0,1515,353.0,1.359,2229,35,0.667,0.811,0.00031211,0.99969
+90899,Existing Customer,54,M,4,Graduate,Married,$60K - $80K,Blue,49,3,1,2,5269.0,1099,4170.0,1.178,2195,63,0.969,0.209,5.7762e-05,0.99994
+90900,Existing Customer,43,F,2,Post-Graduate,Married,,Blue,36,3,3,3,20156.0,1759,18397.0,0.476,1362,28,0.556,0.087,0.00035594,0.99964
+90901,Existing Customer,39,M,2,College,Married,$60K - $80K,Blue,35,4,3,2,7410.0,2517,4893.0,1.924,2398,37,1.176,0.34,0.00017488,0.99983
+90902,Existing Customer,53,M,3,Graduate,Married,$120K +,Blue,44,3,2,3,12163.0,2082,10081.0,1.554,2649,56,0.697,0.171,0.00019864,0.9998
+90903,Existing Customer,44,M,3,,Married,$60K - $80K,Blue,37,3,2,3,6224.0,0,6224.0,0.738,1463,34,0.889,0.0,0.00021834,0.99978
+90904,Existing Customer,59,M,0,College,Married,Less than $40K,Blue,49,3,3,3,4250.0,1095,3155.0,0.947,1174,27,0.8,0.258,0.00025239,0.99975
+90905,Existing Customer,53,F,3,Graduate,Married,,Blue,40,6,3,1,12059.0,1978,10081.0,0.877,1836,36,0.895,0.164,0.00011256,0.99989
 90906,Existing Customer,34,F,3,Uneducated,Married,$40K - $60K,Blue,28,5,1,3,2799.0,1762,1037.0,0.986,1817,39,0.56,0.63,9.8837e-05,0.9999
-90907,Existing Customer,47,M,4,Doctorate,Single,$80K - $120K,Blue,36,3,1,1,18037.0,0,18037.0,0.74,1387,36,0.33299999999999996,0.0,5.0408e-05,0.99995
-90908,Existing Customer,54,M,2,College,Married,$120K +,Blue,43,3,2,3,5657.0,1719,3938.0,0.606,2028,55,0.667,0.304,0.00018612,0.9998100000000001
-90909,Existing Customer,42,F,2,Graduate,Married,,Blue,33,6,1,1,13770.0,2517,11253.0,0.7879999999999999,1582,36,0.385,0.183,3.3214000000000004e-05,0.99997
-90910,Existing Customer,53,F,3,College,Married,Less than $40K,Blue,44,6,2,3,4646.0,1730,2916.0,0.6829999999999999,1774,37,0.85,0.37200000000000005,0.00019313,0.9998100000000001
+90907,Existing Customer,47,M,4,Doctorate,Single,$80K - $120K,Blue,36,3,1,1,18037.0,0,18037.0,0.74,1387,36,0.333,0.0,5.0408e-05,0.99995
+90908,Existing Customer,54,M,2,College,Married,$120K +,Blue,43,3,2,3,5657.0,1719,3938.0,0.606,2028,55,0.667,0.304,0.00018612,0.99981
+90909,Existing Customer,42,F,2,Graduate,Married,,Blue,33,6,1,1,13770.0,2517,11253.0,0.788,1582,36,0.385,0.183,3.3214e-05,0.99997
+90910,Existing Customer,53,F,3,College,Married,Less than $40K,Blue,44,6,2,3,4646.0,1730,2916.0,0.683,1774,37,0.85,0.372,0.00019313,0.99981
 90911,Existing Customer,50,M,2,Graduate,Single,$80K - $120K,Blue,35,3,3,1,2514.0,1521,993.0,0.638,1636,36,0.385,0.605,0.00010848,0.99989
-90912,Attrited Customer,56,M,0,College,Married,$80K - $120K,Blue,51,3,2,3,14501.0,0,14501.0,0.8540000000000001,1031,25,0.389,0.0,0.9937799999999999,0.006220000000000001
-90913,Attrited Customer,43,M,3,High School,Married,$60K - $80K,Blue,36,1,3,3,8663.0,288,8375.0,0.639,916,33,0.32,0.033,0.9967299999999999,0.00326528
-90914,Existing Customer,44,F,4,High School,Divorced,Less than $40K,Blue,36,5,3,3,2333.0,1485,848.0,0.6920000000000001,1198,31,0.722,0.637,0.00030842,0.99969
-90915,Existing Customer,34,F,4,Graduate,Divorced,$40K - $60K,Blue,26,5,5,3,3038.0,1539,1499.0,0.7070000000000001,2189,54,0.688,0.507,0.00035434,0.99965
+90912,Attrited Customer,56,M,0,College,Married,$80K - $120K,Blue,51,3,2,3,14501.0,0,14501.0,0.854,1031,25,0.389,0.0,0.99378,0.00622
+90913,Attrited Customer,43,M,3,High School,Married,$60K - $80K,Blue,36,1,3,3,8663.0,288,8375.0,0.639,916,33,0.32,0.033,0.99673,0.00326528
+90914,Existing Customer,44,F,4,High School,Divorced,Less than $40K,Blue,36,5,3,3,2333.0,1485,848.0,0.692,1198,31,0.722,0.637,0.00030842,0.99969
+90915,Existing Customer,34,F,4,Graduate,Divorced,$40K - $60K,Blue,26,5,5,3,3038.0,1539,1499.0,0.707,2189,54,0.688,0.507,0.00035434,0.99965
 90916,Existing Customer,61,M,1,Graduate,,$80K - $120K,Blue,52,6,6,1,8851.0,0,8851.0,0.731,1257,36,0.44,0.0,8.0376e-05,0.99992
-90917,Existing Customer,54,F,0,,Married,Less than $40K,Blue,44,6,3,1,2945.0,2206,739.0,0.983,1503,35,0.8420000000000001,0.7490000000000001,0.00010232,0.9999
+90917,Existing Customer,54,F,0,,Married,Less than $40K,Blue,44,6,3,1,2945.0,2206,739.0,0.983,1503,35,0.842,0.749,0.00010232,0.9999
 90918,Existing Customer,49,F,3,High School,Divorced,,Blue,40,3,3,2,5267.0,0,5267.0,0.442,1353,24,0.263,0.0,0.00018145,0.99982
 90919,Attrited Customer,56,M,3,High School,Single,$60K - $80K,Blue,45,2,1,3,8512.0,0,8512.0,1.038,811,27,1.25,0.0,0.98941,0.01059
-90920,Existing Customer,47,M,1,Graduate,Married,$60K - $80K,Blue,36,4,3,2,19063.0,1714,17349.0,0.7859999999999999,1270,21,0.615,0.09,0.00016883,0.9998299999999999
-90921,Existing Customer,53,M,4,Graduate,Single,$80K - $120K,Blue,33,5,3,3,5376.0,1177,4199.0,0.9390000000000001,1840,53,0.606,0.21899999999999997,0.00031726,0.9996799999999999
-90922,Existing Customer,30,F,0,Graduate,Divorced,,Blue,13,5,1,2,7772.0,1890,5882.0,0.754,2585,75,0.8290000000000001,0.243,4.7263000000000005e-05,0.99995
+90920,Existing Customer,47,M,1,Graduate,Married,$60K - $80K,Blue,36,4,3,2,19063.0,1714,17349.0,0.786,1270,21,0.615,0.09,0.00016883,0.99983
+90921,Existing Customer,53,M,4,Graduate,Single,$80K - $120K,Blue,33,5,3,3,5376.0,1177,4199.0,0.939,1840,53,0.606,0.219,0.00031726,0.99968
+90922,Existing Customer,30,F,0,Graduate,Divorced,,Blue,13,5,1,2,7772.0,1890,5882.0,0.754,2585,75,0.829,0.243,4.7263e-05,0.99995
 90923,Existing Customer,39,F,2,High School,Married,$40K - $60K,Blue,29,6,1,1,9173.0,2047,7126.0,1.419,1807,33,0.737,0.223,3.2288e-05,0.99997
 90924,Existing Customer,44,M,2,Graduate,Married,$80K - $120K,Silver,35,4,1,3,34516.0,1726,32790.0,0.867,1729,52,0.677,0.05,8.3703e-05,0.99992
-90925,Existing Customer,54,F,3,Uneducated,Single,,Blue,36,5,1,2,11975.0,1542,10433.0,0.77,1211,35,0.4,0.129,5.8763e-05,0.9999399999999999
-90926,Existing Customer,46,M,2,Graduate,Married,$60K - $80K,Blue,36,3,2,3,15405.0,1691,13714.0,0.8140000000000001,1763,44,0.18899999999999997,0.11,0.00019143,0.9998100000000001
-90927,Existing Customer,43,M,3,,Single,$40K - $60K,Blue,38,6,1,1,2615.0,0,2615.0,0.589,1395,34,0.259,0.0,3.7884e-05,0.9999600000000001
+90925,Existing Customer,54,F,3,Uneducated,Single,,Blue,36,5,1,2,11975.0,1542,10433.0,0.77,1211,35,0.4,0.129,5.8763e-05,0.99994
+90926,Existing Customer,46,M,2,Graduate,Married,$60K - $80K,Blue,36,3,2,3,15405.0,1691,13714.0,0.814,1763,44,0.189,0.11,0.00019143,0.99981
+90927,Existing Customer,43,M,3,,Single,$40K - $60K,Blue,38,6,1,1,2615.0,0,2615.0,0.589,1395,34,0.259,0.0,3.7884e-05,0.99996
 90928,Existing Customer,35,M,1,High School,Married,$80K - $120K,Blue,25,6,1,2,23991.0,2307,21684.0,0.912,1843,43,0.72,0.096,5.0256e-05,0.99995
 90929,Existing Customer,39,F,4,College,Married,Less than $40K,Blue,31,4,3,3,1888.0,1292,596.0,0.772,1517,33,1.357,0.684,0.00030845,0.99969
-90930,Existing Customer,61,F,1,Graduate,Married,Less than $40K,Blue,54,3,2,2,3102.0,2091,1011.0,0.7040000000000001,1977,50,1.0,0.674,0.00010684,0.99989
-90931,Existing Customer,40,F,3,Graduate,Divorced,Less than $40K,Blue,29,5,2,2,3170.0,2517,653.0,1.301,2027,49,0.815,0.794,0.00011811,0.9998799999999999
-90932,Existing Customer,53,M,3,College,Single,$120K +,Blue,36,6,2,0,34516.0,1901,32615.0,0.914,1497,43,1.15,0.055,4.2358000000000003e-05,0.9999600000000001
+90930,Existing Customer,61,F,1,Graduate,Married,Less than $40K,Blue,54,3,2,2,3102.0,2091,1011.0,0.704,1977,50,1.0,0.674,0.00010684,0.99989
+90931,Existing Customer,40,F,3,Graduate,Divorced,Less than $40K,Blue,29,5,2,2,3170.0,2517,653.0,1.301,2027,49,0.815,0.794,0.00011811,0.99988
+90932,Existing Customer,53,M,3,College,Single,$120K +,Blue,36,6,2,0,34516.0,1901,32615.0,0.914,1497,43,1.15,0.055,4.2358e-05,0.99996
 90933,Existing Customer,55,M,2,,Married,$120K +,Blue,41,4,3,2,14938.0,0,14938.0,0.49,1134,31,0.632,0.0,0.00019771,0.9998
-90934,Existing Customer,41,M,2,,Single,$60K - $80K,Blue,24,6,2,2,17298.0,2310,14988.0,0.8440000000000001,3663,65,0.8059999999999999,0.134,0.00012511,0.99987
-90935,Existing Customer,35,M,2,Uneducated,Married,Less than $40K,Blue,36,4,3,3,3131.0,629,2502.0,0.7490000000000001,1483,31,0.632,0.201,0.00031104,0.99969
-90936,Existing Customer,61,M,1,,Single,$40K - $60K,Blue,47,3,2,2,11915.0,1631,10284.0,0.748,1956,63,0.537,0.13699999999999998,0.00011743,0.9998799999999999
-90937,Attrited Customer,51,M,2,Uneducated,Single,$120K +,Blue,39,3,3,1,16868.0,0,16868.0,0.938,940,25,0.47100000000000003,0.0,0.99111,0.00889
-90938,Existing Customer,42,M,3,High School,Single,$40K - $60K,Blue,35,4,3,3,3266.0,1900,1366.0,1.568,2183,56,0.75,0.5820000000000001,0.00030516,0.99969
-90939,Existing Customer,46,M,2,,Divorced,$80K - $120K,Blue,30,3,3,3,2770.0,1286,1484.0,1.068,2920,74,0.721,0.46399999999999997,0.00033251,0.9996700000000001
-90940,Existing Customer,46,F,4,High School,Single,Less than $40K,Blue,40,3,2,2,3556.0,2172,1384.0,0.402,1221,41,0.708,0.611,0.00011604,0.9998799999999999
-90941,Existing Customer,46,M,4,Uneducated,Married,$40K - $60K,Blue,35,3,2,2,9149.0,1566,7583.0,0.971,1790,60,0.765,0.171,0.00012274,0.9998799999999999
-90942,Existing Customer,26,M,0,Graduate,Single,,Blue,19,4,1,2,1438.3,0,1438.3,0.47200000000000003,2005,47,0.469,0.0,4.7263000000000005e-05,0.99995
-90943,Existing Customer,46,M,3,High School,Married,$60K - $80K,Blue,35,4,3,3,14701.0,1635,13066.0,0.618,3490,69,0.5329999999999999,0.111,0.00030516,0.99969
+90934,Existing Customer,41,M,2,,Single,$60K - $80K,Blue,24,6,2,2,17298.0,2310,14988.0,0.844,3663,65,0.806,0.134,0.00012511,0.99987
+90935,Existing Customer,35,M,2,Uneducated,Married,Less than $40K,Blue,36,4,3,3,3131.0,629,2502.0,0.749,1483,31,0.632,0.201,0.00031104,0.99969
+90936,Existing Customer,61,M,1,,Single,$40K - $60K,Blue,47,3,2,2,11915.0,1631,10284.0,0.748,1956,63,0.537,0.137,0.00011743,0.99988
+90937,Attrited Customer,51,M,2,Uneducated,Single,$120K +,Blue,39,3,3,1,16868.0,0,16868.0,0.938,940,25,0.471,0.0,0.99111,0.00889
+90938,Existing Customer,42,M,3,High School,Single,$40K - $60K,Blue,35,4,3,3,3266.0,1900,1366.0,1.568,2183,56,0.75,0.582,0.00030516,0.99969
+90939,Existing Customer,46,M,2,,Divorced,$80K - $120K,Blue,30,3,3,3,2770.0,1286,1484.0,1.068,2920,74,0.721,0.464,0.00033251,0.99967
+90940,Existing Customer,46,F,4,High School,Single,Less than $40K,Blue,40,3,2,2,3556.0,2172,1384.0,0.402,1221,41,0.708,0.611,0.00011604,0.99988
+90941,Existing Customer,46,M,4,Uneducated,Married,$40K - $60K,Blue,35,3,2,2,9149.0,1566,7583.0,0.971,1790,60,0.765,0.171,0.00012274,0.99988
+90942,Existing Customer,26,M,0,Graduate,Single,,Blue,19,4,1,2,1438.3,0,1438.3,0.472,2005,47,0.469,0.0,4.7263e-05,0.99995
+90943,Existing Customer,46,M,3,High School,Married,$60K - $80K,Blue,35,4,3,3,14701.0,1635,13066.0,0.618,3490,69,0.533,0.111,0.00030516,0.99969
 90944,Existing Customer,62,M,1,Graduate,Married,$60K - $80K,Blue,44,5,2,2,14825.0,962,13863.0,0.76,1904,49,0.531,0.065,0.00010684,0.99989
-90945,Existing Customer,55,M,2,Uneducated,Divorced,$60K - $80K,Blue,49,4,5,3,10127.0,1873,8254.0,0.573,1647,53,0.47200000000000003,0.185,0.0003474,0.99965
+90945,Existing Customer,55,M,2,Uneducated,Divorced,$60K - $80K,Blue,49,4,5,3,10127.0,1873,8254.0,0.573,1647,53,0.472,0.185,0.0003474,0.99965
 90946,Existing Customer,55,M,2,College,Married,$80K - $120K,Blue,45,5,1,2,2929.0,2431,498.0,1.632,1903,39,0.625,0.83,5.3547e-05,0.99995
-90947,Existing Customer,32,M,0,High School,Married,$40K - $60K,Blue,24,5,2,0,3735.0,1176,2559.0,1.1840000000000002,1564,41,0.708,0.315,3.5025e-05,0.9999600000000001
-90948,Existing Customer,37,F,4,Uneducated,Married,Less than $40K,Blue,18,5,1,2,2930.0,2024,906.0,0.903,1686,34,0.7,0.691,5.9391e-05,0.9999399999999999
-90949,Existing Customer,33,F,4,High School,Single,,Blue,29,6,2,3,12716.0,1496,11220.0,1.032,2412,64,0.6,0.11800000000000001,0.00019517,0.9998
-90950,Existing Customer,42,M,2,College,Married,$80K - $120K,Blue,32,5,2,2,22120.0,1805,20315.0,0.65,3981,65,0.667,0.08199999999999999,0.00011066,0.99989
-90951,Existing Customer,33,M,2,Post-Graduate,Married,$80K - $120K,Blue,22,3,3,3,1438.3,681,757.3,1.5419999999999998,2730,48,0.778,0.473,0.00035594,0.99964
-90952,Existing Customer,60,F,0,High School,Single,,Blue,36,3,2,2,4546.0,0,4546.0,0.66,1361,34,0.308,0.0,9.4951e-05,0.9999100000000001
+90947,Existing Customer,32,M,0,High School,Married,$40K - $60K,Blue,24,5,2,0,3735.0,1176,2559.0,1.184,1564,41,0.708,0.315,3.5025e-05,0.99996
+90948,Existing Customer,37,F,4,Uneducated,Married,Less than $40K,Blue,18,5,1,2,2930.0,2024,906.0,0.903,1686,34,0.7,0.691,5.9391e-05,0.99994
+90949,Existing Customer,33,F,4,High School,Single,,Blue,29,6,2,3,12716.0,1496,11220.0,1.032,2412,64,0.6,0.118,0.00019517,0.9998
+90950,Existing Customer,42,M,2,College,Married,$80K - $120K,Blue,32,5,2,2,22120.0,1805,20315.0,0.65,3981,65,0.667,0.082,0.00011066,0.99989
+90951,Existing Customer,33,M,2,Post-Graduate,Married,$80K - $120K,Blue,22,3,3,3,1438.3,681,757.3,1.542,2730,48,0.778,0.473,0.00035594,0.99964
+90952,Existing Customer,60,F,0,High School,Single,,Blue,36,3,2,2,4546.0,0,4546.0,0.66,1361,34,0.308,0.0,9.4951e-05,0.99991
 90953,Attrited Customer,65,M,1,High School,Married,Less than $40K,Blue,47,3,2,1,1759.0,0,1759.0,1.058,821,18,0.5,0.0,0.98429,0.01571
 90954,Attrited Customer,57,M,1,Graduate,Married,$80K - $120K,Blue,36,3,3,3,4829.0,2418,2411.0,0.601,938,21,0.4,0.501,0.99649,0.00350838
-90955,Existing Customer,59,F,0,,Married,Less than $40K,Blue,47,5,3,2,7692.0,1678,6014.0,1.423,1861,42,0.5,0.218,0.00016966,0.9998299999999999
-90956,Existing Customer,45,F,5,Graduate,Married,Less than $40K,Blue,39,4,3,2,2156.0,1208,948.0,0.569,1345,28,0.647,0.56,0.0001857,0.9998100000000001
+90955,Existing Customer,59,F,0,,Married,Less than $40K,Blue,47,5,3,2,7692.0,1678,6014.0,1.423,1861,42,0.5,0.218,0.00016966,0.99983
+90956,Existing Customer,45,F,5,Graduate,Married,Less than $40K,Blue,39,4,3,2,2156.0,1208,948.0,0.569,1345,28,0.647,0.56,0.0001857,0.99981
 90957,Existing Customer,62,M,1,Uneducated,Married,$60K - $80K,Blue,36,6,3,3,9521.0,1669,7852.0,1.308,2444,63,0.4,0.175,0.00029196,0.99971
-90958,Existing Customer,51,M,2,College,Single,$120K +,Blue,41,6,3,2,26714.0,2517,24197.0,0.758,1686,50,0.7240000000000001,0.094,0.00017488,0.9998299999999999
-90959,Existing Customer,57,M,2,Graduate,Married,$80K - $120K,Blue,47,6,2,3,2092.0,1387,705.0,0.731,1468,30,0.304,0.6629999999999999,0.00019143,0.9998100000000001
-90960,Existing Customer,38,F,3,High School,Married,,Blue,32,4,2,1,11594.0,2072,9522.0,0.983,2320,51,0.594,0.179,6.9242e-05,0.9999299999999999
-90961,Existing Customer,32,F,0,Graduate,Married,Less than $40K,Blue,19,6,1,0,2834.0,1418,1416.0,1.4580000000000002,1598,39,0.773,0.5,1.7434e-05,0.99998
-90962,Existing Customer,43,F,4,Graduate,Married,Less than $40K,Blue,37,4,3,2,4724.0,2056,2668.0,0.423,1232,31,0.55,0.435,0.00018864,0.9998100000000001
-90963,Existing Customer,51,F,0,,Divorced,Less than $40K,Blue,47,6,4,3,3049.0,1151,1898.0,0.5329999999999999,4027,76,0.52,0.37799999999999995,0.00034484,0.99966
-90964,Existing Customer,50,M,2,,Divorced,$80K - $120K,Blue,36,4,3,1,20614.0,0,20614.0,0.9259999999999999,1922,48,0.6,0.0,0.00011924,0.9998799999999999
+90958,Existing Customer,51,M,2,College,Single,$120K +,Blue,41,6,3,2,26714.0,2517,24197.0,0.758,1686,50,0.724,0.094,0.00017488,0.99983
+90959,Existing Customer,57,M,2,Graduate,Married,$80K - $120K,Blue,47,6,2,3,2092.0,1387,705.0,0.731,1468,30,0.304,0.663,0.00019143,0.99981
+90960,Existing Customer,38,F,3,High School,Married,,Blue,32,4,2,1,11594.0,2072,9522.0,0.983,2320,51,0.594,0.179,6.9242e-05,0.99993
+90961,Existing Customer,32,F,0,Graduate,Married,Less than $40K,Blue,19,6,1,0,2834.0,1418,1416.0,1.458,1598,39,0.773,0.5,1.7434e-05,0.99998
+90962,Existing Customer,43,F,4,Graduate,Married,Less than $40K,Blue,37,4,3,2,4724.0,2056,2668.0,0.423,1232,31,0.55,0.435,0.00018864,0.99981
+90963,Existing Customer,51,F,0,,Divorced,Less than $40K,Blue,47,6,4,3,3049.0,1151,1898.0,0.533,4027,76,0.52,0.378,0.00034484,0.99966
+90964,Existing Customer,50,M,2,,Divorced,$80K - $120K,Blue,36,4,3,1,20614.0,0,20614.0,0.926,1922,48,0.6,0.0,0.00011924,0.99988
 90965,Existing Customer,64,F,0,Uneducated,Married,,Blue,54,6,1,2,3250.0,1992,1258.0,0.715,1355,36,0.565,0.613,4.8595e-05,0.99995
-90966,Existing Customer,53,F,1,Doctorate,Married,Less than $40K,Blue,36,3,1,2,3128.0,2517,611.0,0.696,2361,42,0.826,0.805,7.4811e-05,0.9999299999999999
+90966,Existing Customer,53,F,1,Doctorate,Married,Less than $40K,Blue,36,3,1,2,3128.0,2517,611.0,0.696,2361,42,0.826,0.805,7.4811e-05,0.99993
 90967,Attrited Customer,42,M,2,Uneducated,Single,$60K - $80K,Blue,30,2,2,3,6414.0,0,6414.0,0.718,708,14,0.4,0.0,0.99495,0.00505
-90968,Existing Customer,53,M,3,Graduate,Single,$80K - $120K,Blue,34,6,3,0,2506.0,0,2506.0,0.598,1687,62,0.59,0.0,6.8853e-05,0.9999299999999999
+90968,Existing Customer,53,M,3,Graduate,Single,$80K - $120K,Blue,34,6,3,0,2506.0,0,2506.0,0.598,1687,62,0.59,0.0,6.8853e-05,0.99993
 90969,Existing Customer,52,F,4,High School,Single,,Blue,47,6,2,3,7469.0,2338,5131.0,0.441,1212,33,0.32,0.313,0.00019517,0.9998
-90970,Existing Customer,60,F,2,High School,Married,Less than $40K,Blue,36,4,3,2,3460.0,2517,943.0,1.1440000000000001,1752,34,1.125,0.727,0.00017486,0.9998299999999999
-90971,Existing Customer,30,M,1,Graduate,Married,$80K - $120K,Blue,19,5,3,2,9959.0,2377,7582.0,1.1,1560,39,0.696,0.239,0.00016883,0.9998299999999999
-90972,Existing Customer,43,F,3,Uneducated,Married,Less than $40K,Blue,39,4,1,2,4175.0,2517,1658.0,0.551,1520,36,0.44,0.603,5.8763e-05,0.9999399999999999
-90973,Existing Customer,60,M,1,Uneducated,Married,$60K - $80K,Blue,48,3,1,3,10264.0,2073,8191.0,0.62,1685,45,0.364,0.20199999999999999,8.9404e-05,0.9999100000000001
+90970,Existing Customer,60,F,2,High School,Married,Less than $40K,Blue,36,4,3,2,3460.0,2517,943.0,1.144,1752,34,1.125,0.727,0.00017486,0.99983
+90971,Existing Customer,30,M,1,Graduate,Married,$80K - $120K,Blue,19,5,3,2,9959.0,2377,7582.0,1.1,1560,39,0.696,0.239,0.00016883,0.99983
+90972,Existing Customer,43,F,3,Uneducated,Married,Less than $40K,Blue,39,4,1,2,4175.0,2517,1658.0,0.551,1520,36,0.44,0.603,5.8763e-05,0.99994
+90973,Existing Customer,60,M,1,Uneducated,Married,$60K - $80K,Blue,48,3,1,3,10264.0,2073,8191.0,0.62,1685,45,0.364,0.202,8.9404e-05,0.99991
 90974,Existing Customer,46,M,2,High School,Single,$40K - $60K,Blue,36,4,3,3,4129.0,0,4129.0,0.96,1678,40,1.0,0.0,0.00029408,0.99971
 90975,Existing Customer,65,F,2,High School,Married,$40K - $60K,Blue,45,6,2,2,2658.0,1514,1144.0,1.193,1627,26,1.0,0.57,0.00011065,0.99989
-90976,Existing Customer,44,F,2,College,Single,$40K - $60K,Blue,33,4,2,3,4589.0,1240,3349.0,0.856,1637,61,0.9059999999999999,0.27,0.00018612,0.9998100000000001
-90977,Existing Customer,56,F,2,College,Married,Less than $40K,Blue,36,6,1,2,2781.0,1035,1746.0,0.816,1707,42,1.2109999999999999,0.37200000000000005,5.3547e-05,0.99995
+90976,Existing Customer,44,F,2,College,Single,$40K - $60K,Blue,33,4,2,3,4589.0,1240,3349.0,0.856,1637,61,0.906,0.27,0.00018612,0.99981
+90977,Existing Customer,56,F,2,College,Married,Less than $40K,Blue,36,6,1,2,2781.0,1035,1746.0,0.816,1707,42,1.211,0.372,5.3547e-05,0.99995
 90978,Existing Customer,45,F,4,High School,Married,,Blue,39,4,3,2,24880.0,836,24044.0,0.701,1208,25,1.083,0.034,0.00018339,0.99982
-90979,Existing Customer,37,M,3,Graduate,,$40K - $60K,Blue,31,6,1,2,8504.0,1956,6548.0,0.963,1881,51,0.41700000000000004,0.23,5.7151e-05,0.9999399999999999
-90980,Existing Customer,48,M,2,High School,Married,$80K - $120K,Blue,39,5,1,3,8091.0,1996,6095.0,0.6459999999999999,1360,28,0.647,0.247,9.0056e-05,0.9999100000000001
-90981,Existing Customer,37,F,4,College,Married,$40K - $60K,Blue,30,4,4,3,3417.0,2517,900.0,0.992,1641,32,0.882,0.737,0.00037275,0.9996299999999999
-90982,Existing Customer,39,M,1,Uneducated,Single,$60K - $80K,Blue,22,4,3,3,9204.0,845,8359.0,0.6729999999999999,1820,58,0.611,0.092,0.00029196,0.99971
-90983,Existing Customer,41,M,2,Graduate,Married,$120K +,Blue,32,5,2,3,14302.0,2097,12205.0,0.40700000000000003,1505,35,0.591,0.147,0.00019143,0.9998100000000001
-90984,Existing Customer,55,F,2,High School,Married,Less than $40K,Blue,45,5,2,0,3187.0,2517,670.0,1.1440000000000001,1627,38,0.652,0.79,4.0816e-05,0.9999600000000001
-90985,Existing Customer,34,M,1,Graduate,Married,$80K - $120K,Blue,36,5,3,2,6313.0,782,5531.0,0.9309999999999999,1703,34,0.889,0.124,0.00016883,0.9998299999999999
+90979,Existing Customer,37,M,3,Graduate,,$40K - $60K,Blue,31,6,1,2,8504.0,1956,6548.0,0.963,1881,51,0.417,0.23,5.7151e-05,0.99994
+90980,Existing Customer,48,M,2,High School,Married,$80K - $120K,Blue,39,5,1,3,8091.0,1996,6095.0,0.646,1360,28,0.647,0.247,9.0056e-05,0.99991
+90981,Existing Customer,37,F,4,College,Married,$40K - $60K,Blue,30,4,4,3,3417.0,2517,900.0,0.992,1641,32,0.882,0.737,0.00037275,0.99963
+90982,Existing Customer,39,M,1,Uneducated,Single,$60K - $80K,Blue,22,4,3,3,9204.0,845,8359.0,0.673,1820,58,0.611,0.092,0.00029196,0.99971
+90983,Existing Customer,41,M,2,Graduate,Married,$120K +,Blue,32,5,2,3,14302.0,2097,12205.0,0.407,1505,35,0.591,0.147,0.00019143,0.99981
+90984,Existing Customer,55,F,2,High School,Married,Less than $40K,Blue,45,5,2,0,3187.0,2517,670.0,1.144,1627,38,0.652,0.79,4.0816e-05,0.99996
+90985,Existing Customer,34,M,1,Graduate,Married,$80K - $120K,Blue,36,5,3,2,6313.0,782,5531.0,0.931,1703,34,0.889,0.124,0.00016883,0.99983
 90986,Existing Customer,52,M,2,,Single,$80K - $120K,Blue,47,6,1,3,15904.0,1024,14880.0,0.369,1433,33,0.5,0.064,0.00010183,0.9999
-90987,Existing Customer,54,F,0,Post-Graduate,Single,Less than $40K,Silver,39,6,2,3,11696.0,2288,9408.0,0.973,2445,60,0.765,0.196,0.00017466,0.9998299999999999
-90988,Existing Customer,40,M,3,Post-Graduate,Married,$80K - $120K,Blue,36,5,3,2,20371.0,1832,18539.0,0.907,1665,45,0.8,0.09,0.00021962,0.9997799999999999
-90989,Existing Customer,52,M,0,High School,Married,$120K +,Silver,41,3,3,1,34516.0,1043,33473.0,0.562,1489,38,0.35700000000000004,0.03,8.1766e-05,0.99992
-90990,Existing Customer,45,M,3,Graduate,Single,$60K - $80K,Blue,33,3,1,3,7552.0,0,7552.0,0.46299999999999997,1393,32,0.455,0.0,9.612600000000001e-05,0.9999
-90991,Existing Customer,61,M,0,Post-Graduate,Married,$40K - $60K,Blue,53,5,1,2,5561.0,1434,4127.0,1.423,1820,42,0.826,0.258,5.5613000000000004e-05,0.9999399999999999
-90992,Existing Customer,57,F,2,High School,Married,Less than $40K,Blue,52,6,3,2,1441.0,0,1441.0,1.364,2742,58,0.758,0.0,0.00017486,0.9998299999999999
-90993,Existing Customer,51,M,2,,,$120K +,Blue,33,6,2,2,19715.0,1014,18701.0,1.4369999999999998,1979,40,0.667,0.051,0.00012511,0.99987
-90994,Existing Customer,60,M,1,,Single,Less than $40K,Blue,52,5,3,2,2486.0,1464,1022.0,0.731,1378,27,0.42100000000000004,0.589,0.00018558,0.9998100000000001
-90995,Existing Customer,48,F,2,College,Married,Less than $40K,Blue,44,5,1,3,4570.0,2439,2131.0,0.693,1520,34,0.7,0.534,9.0064e-05,0.9999100000000001
-90996,Existing Customer,34,M,0,High School,Married,$40K - $60K,Blue,13,3,3,2,3870.0,1394,2476.0,0.8270000000000001,1588,36,0.7140000000000001,0.36,0.00015005,0.99985
+90987,Existing Customer,54,F,0,Post-Graduate,Single,Less than $40K,Silver,39,6,2,3,11696.0,2288,9408.0,0.973,2445,60,0.765,0.196,0.00017466,0.99983
+90988,Existing Customer,40,M,3,Post-Graduate,Married,$80K - $120K,Blue,36,5,3,2,20371.0,1832,18539.0,0.907,1665,45,0.8,0.09,0.00021962,0.99978
+90989,Existing Customer,52,M,0,High School,Married,$120K +,Silver,41,3,3,1,34516.0,1043,33473.0,0.562,1489,38,0.357,0.03,8.1766e-05,0.99992
+90990,Existing Customer,45,M,3,Graduate,Single,$60K - $80K,Blue,33,3,1,3,7552.0,0,7552.0,0.463,1393,32,0.455,0.0,9.6126e-05,0.9999
+90991,Existing Customer,61,M,0,Post-Graduate,Married,$40K - $60K,Blue,53,5,1,2,5561.0,1434,4127.0,1.423,1820,42,0.826,0.258,5.5613e-05,0.99994
+90992,Existing Customer,57,F,2,High School,Married,Less than $40K,Blue,52,6,3,2,1441.0,0,1441.0,1.364,2742,58,0.758,0.0,0.00017486,0.99983
+90993,Existing Customer,51,M,2,,,$120K +,Blue,33,6,2,2,19715.0,1014,18701.0,1.437,1979,40,0.667,0.051,0.00012511,0.99987
+90994,Existing Customer,60,M,1,,Single,Less than $40K,Blue,52,5,3,2,2486.0,1464,1022.0,0.731,1378,27,0.421,0.589,0.00018558,0.99981
+90995,Existing Customer,48,F,2,College,Married,Less than $40K,Blue,44,5,1,3,4570.0,2439,2131.0,0.693,1520,34,0.7,0.534,9.0064e-05,0.99991
+90996,Existing Customer,34,M,0,High School,Married,$40K - $60K,Blue,13,3,3,2,3870.0,1394,2476.0,0.827,1588,36,0.714,0.36,0.00015005,0.99985
 90997,Existing Customer,49,M,4,High School,Married,$60K - $80K,Blue,36,6,3,2,12938.0,661,12277.0,0.725,1282,32,0.778,0.051,0.00018339,0.99982
-90998,Existing Customer,53,M,3,High School,Married,$120K +,Blue,36,3,1,3,21178.0,1796,19382.0,1.182,1872,59,1.107,0.085,9.344799999999999e-05,0.9999100000000001
-90999,Existing Customer,34,M,2,Uneducated,Single,$80K - $120K,Blue,36,3,2,0,12182.0,1136,11046.0,0.753,2295,63,0.5,0.09300000000000001,4.317e-05,0.9999600000000001
-91000,Existing Customer,54,M,2,Graduate,Married,$60K - $80K,Blue,42,6,2,0,3583.0,0,3583.0,1.088,1065,28,1.545,0.0,4.1986e-05,0.9999600000000001
+90998,Existing Customer,53,M,3,High School,Married,$120K +,Blue,36,3,1,3,21178.0,1796,19382.0,1.182,1872,59,1.107,0.085,9.3448e-05,0.99991
+90999,Existing Customer,34,M,2,Uneducated,Single,$80K - $120K,Blue,36,3,2,0,12182.0,1136,11046.0,0.753,2295,63,0.5,0.093,4.317e-05,0.99996
+91000,Existing Customer,54,M,2,Graduate,Married,$60K - $80K,Blue,42,6,2,0,3583.0,0,3583.0,1.088,1065,28,1.545,0.0,4.1986e-05,0.99996
 91001,Existing Customer,40,M,3,Graduate,Single,$120K +,Blue,27,4,2,3,17018.0,0,17018.0,0.69,1550,47,0.621,0.0,0.00019864,0.9998
 91002,Existing Customer,49,F,5,College,Single,,Blue,41,6,3,2,16031.0,2245,13786.0,0.635,1527,57,0.462,0.14,0.00018054,0.99982
-91003,Attrited Customer,41,F,4,High School,Single,Less than $40K,Blue,36,6,2,3,4203.0,2517,1686.0,0.7709999999999999,1489,43,0.536,0.599,0.9949,0.0051
-91004,Existing Customer,46,M,3,Graduate,Divorced,Less than $40K,Blue,36,5,1,3,4213.0,997,3216.0,0.6679999999999999,1264,30,0.667,0.237,9.612600000000001e-05,0.9999
-91005,Existing Customer,46,M,4,Graduate,Married,$60K - $80K,Blue,33,6,2,2,21548.0,1180,20368.0,0.52,1582,38,0.652,0.055,0.00011937,0.9998799999999999
+91003,Attrited Customer,41,F,4,High School,Single,Less than $40K,Blue,36,6,2,3,4203.0,2517,1686.0,0.771,1489,43,0.536,0.599,0.9949,0.0051
+91004,Existing Customer,46,M,3,Graduate,Divorced,Less than $40K,Blue,36,5,1,3,4213.0,997,3216.0,0.668,1264,30,0.667,0.237,9.6126e-05,0.9999
+91005,Existing Customer,46,M,4,Graduate,Married,$60K - $80K,Blue,33,6,2,2,21548.0,1180,20368.0,0.52,1582,38,0.652,0.055,0.00011937,0.99988
 91006,Existing Customer,30,M,0,Graduate,,$60K - $80K,Blue,36,3,5,3,18513.0,2517,15996.0,0.524,1567,33,0.941,0.136,0.00028995,0.99971
-91007,Existing Customer,59,M,1,Post-Graduate,Married,$40K - $60K,Blue,36,4,2,2,2483.0,1372,1111.0,1.642,1704,35,0.45799999999999996,0.5529999999999999,0.00012571,0.99987
-91008,Existing Customer,50,M,0,Doctorate,Single,$80K - $120K,Blue,38,5,2,2,3460.0,1881,1579.0,0.622,1546,35,1.0590000000000002,0.544,0.00014134,0.9998600000000001
+91007,Existing Customer,59,M,1,Post-Graduate,Married,$40K - $60K,Blue,36,4,2,2,2483.0,1372,1111.0,1.642,1704,35,0.458,0.553,0.00012571,0.99987
+91008,Existing Customer,50,M,0,Doctorate,Single,$80K - $120K,Blue,38,5,2,2,3460.0,1881,1579.0,0.622,1546,35,1.059,0.544,0.00014134,0.99986
 91009,Existing Customer,49,M,2,,,$60K - $80K,Blue,36,5,3,2,6511.0,1790,4721.0,0.397,1478,38,0.267,0.275,0.00019771,0.9998
 91010,Attrited Customer,45,M,5,High School,,$60K - $80K,Blue,40,3,3,1,1438.3,0,1438.3,1.23,2132,31,0.107,0.0,0.9909,0.0091
-91011,Existing Customer,53,F,1,High School,Single,Less than $40K,Blue,36,3,2,2,2615.0,1772,843.0,0.611,1419,38,0.35700000000000004,0.6779999999999999,0.00010386,0.9999
+91011,Existing Customer,53,F,1,High School,Single,Less than $40K,Blue,36,3,2,2,2615.0,1772,843.0,0.611,1419,38,0.357,0.678,0.00010386,0.9999
 91012,Existing Customer,42,F,1,Doctorate,Married,$40K - $60K,Blue,35,4,3,2,2985.0,2355,630.0,0.602,1065,27,0.588,0.789,0.00024431,0.99976
-91013,Existing Customer,46,M,5,High School,Married,$40K - $60K,Silver,28,5,1,3,18797.0,2158,16639.0,0.446,1364,40,0.5379999999999999,0.115,8.4008e-05,0.99992
-91014,Existing Customer,33,M,1,Graduate,Married,$60K - $80K,Blue,22,3,1,3,2859.0,2517,342.0,1.254,2247,36,0.636,0.88,8.6952e-05,0.9999100000000001
-91015,Existing Customer,46,F,2,Graduate,Married,Less than $40K,Blue,38,4,3,0,2888.0,2245,643.0,0.772,1111,26,0.368,0.777,6.6354e-05,0.9999299999999999
-91016,Existing Customer,61,M,0,High School,Married,$60K - $80K,Blue,36,4,3,3,9172.0,1567,7605.0,1.4509999999999998,1836,42,0.75,0.171,0.00025237,0.99975
-91017,Existing Customer,42,M,5,Uneducated,Married,$40K - $60K,Blue,34,5,3,2,14281.0,1519,12762.0,0.256,1164,35,0.522,0.106,0.00019094,0.9998100000000001
-91018,Existing Customer,47,F,4,Graduate,Single,Less than $40K,Blue,39,3,2,3,7353.0,1450,5903.0,0.7390000000000001,2005,54,0.45899999999999996,0.19699999999999998,0.00020077,0.9998
-91019,Existing Customer,47,F,2,Graduate,Single,Less than $40K,Blue,36,6,2,2,5145.0,0,5145.0,0.693,1588,35,0.9440000000000001,0.0,0.00011382,0.99989
+91013,Existing Customer,46,M,5,High School,Married,$40K - $60K,Silver,28,5,1,3,18797.0,2158,16639.0,0.446,1364,40,0.538,0.115,8.4008e-05,0.99992
+91014,Existing Customer,33,M,1,Graduate,Married,$60K - $80K,Blue,22,3,1,3,2859.0,2517,342.0,1.254,2247,36,0.636,0.88,8.6952e-05,0.99991
+91015,Existing Customer,46,F,2,Graduate,Married,Less than $40K,Blue,38,4,3,0,2888.0,2245,643.0,0.772,1111,26,0.368,0.777,6.6354e-05,0.99993
+91016,Existing Customer,61,M,0,High School,Married,$60K - $80K,Blue,36,4,3,3,9172.0,1567,7605.0,1.451,1836,42,0.75,0.171,0.00025237,0.99975
+91017,Existing Customer,42,M,5,Uneducated,Married,$40K - $60K,Blue,34,5,3,2,14281.0,1519,12762.0,0.256,1164,35,0.522,0.106,0.00019094,0.99981
+91018,Existing Customer,47,F,4,Graduate,Single,Less than $40K,Blue,39,3,2,3,7353.0,1450,5903.0,0.739,2005,54,0.459,0.197,0.00020077,0.9998
+91019,Existing Customer,47,F,2,Graduate,Single,Less than $40K,Blue,36,6,2,2,5145.0,0,5145.0,0.693,1588,35,0.944,0.0,0.00011382,0.99989
 91020,Existing Customer,53,F,4,Graduate,Married,$40K - $60K,Blue,36,3,2,3,4753.0,2472,2281.0,1.274,2242,49,0.815,0.52,0.00020077,0.9998
 91021,Existing Customer,46,F,3,Graduate,Single,Less than $40K,Blue,26,3,3,3,2171.0,1418,753.0,0.505,1415,45,0.406,0.653,0.0003139,0.99969
 91022,Existing Customer,26,M,0,College,Divorced,Less than $40K,Blue,36,5,2,3,4150.0,456,3694.0,1.126,2483,74,0.542,0.11,0.00015971,0.99984
 91023,Existing Customer,45,M,3,Graduate,Married,$60K - $80K,Blue,41,6,3,3,9106.0,2477,6629.0,0.515,1239,33,0.737,0.272,0.0003139,0.99969
-91024,Existing Customer,36,M,2,High School,Divorced,$40K - $60K,Blue,36,3,3,2,2686.0,1733,953.0,0.706,2057,53,0.71,0.645,0.00017486,0.9998299999999999
-91025,Existing Customer,42,M,3,High School,,$60K - $80K,Blue,38,5,1,2,10239.0,510,9729.0,0.344,1228,26,0.529,0.05,5.5558999999999994e-05,0.9999399999999999
-91026,Existing Customer,52,M,1,Graduate,Married,$80K - $120K,Blue,36,4,3,2,34516.0,549,33967.0,0.78,1629,32,0.778,0.016,0.00016883,0.9998299999999999
-91027,Existing Customer,37,M,3,Graduate,Married,$120K +,Blue,25,3,3,0,15017.0,1733,13284.0,0.635,2076,58,0.48700000000000004,0.115,6.8853e-05,0.9999299999999999
-91028,Existing Customer,53,M,1,Uneducated,Married,$40K - $60K,Blue,43,3,1,2,4426.0,1530,2896.0,0.518,1231,34,0.214,0.34600000000000003,5.3155e-05,0.99995
-91029,Existing Customer,65,F,1,Post-Graduate,Married,$40K - $60K,Blue,52,5,3,3,2155.0,0,2155.0,1.423,1655,27,1.25,0.0,0.00033411,0.9996700000000001
-91030,Existing Customer,47,M,1,Uneducated,,$80K - $120K,Blue,34,4,1,3,20620.0,1085,19535.0,1.276,1477,23,0.5329999999999999,0.053,8.9404e-05,0.9999100000000001
-91031,Existing Customer,38,M,0,Uneducated,Married,$60K - $80K,Blue,19,3,1,3,3238.0,2146,1092.0,0.6729999999999999,1501,45,0.667,0.6629999999999999,8.1736e-05,0.99992
-91032,Existing Customer,52,M,2,High School,Married,$60K - $80K,Blue,46,5,3,0,14316.0,1081,13235.0,0.67,1313,36,0.636,0.076,6.4505e-05,0.9999399999999999
+91024,Existing Customer,36,M,2,High School,Divorced,$40K - $60K,Blue,36,3,3,2,2686.0,1733,953.0,0.706,2057,53,0.71,0.645,0.00017486,0.99983
+91025,Existing Customer,42,M,3,High School,,$60K - $80K,Blue,38,5,1,2,10239.0,510,9729.0,0.344,1228,26,0.529,0.05,5.5559e-05,0.99994
+91026,Existing Customer,52,M,1,Graduate,Married,$80K - $120K,Blue,36,4,3,2,34516.0,549,33967.0,0.78,1629,32,0.778,0.016,0.00016883,0.99983
+91027,Existing Customer,37,M,3,Graduate,Married,$120K +,Blue,25,3,3,0,15017.0,1733,13284.0,0.635,2076,58,0.487,0.115,6.8853e-05,0.99993
+91028,Existing Customer,53,M,1,Uneducated,Married,$40K - $60K,Blue,43,3,1,2,4426.0,1530,2896.0,0.518,1231,34,0.214,0.346,5.3155e-05,0.99995
+91029,Existing Customer,65,F,1,Post-Graduate,Married,$40K - $60K,Blue,52,5,3,3,2155.0,0,2155.0,1.423,1655,27,1.25,0.0,0.00033411,0.99967
+91030,Existing Customer,47,M,1,Uneducated,,$80K - $120K,Blue,34,4,1,3,20620.0,1085,19535.0,1.276,1477,23,0.533,0.053,8.9404e-05,0.99991
+91031,Existing Customer,38,M,0,Uneducated,Married,$60K - $80K,Blue,19,3,1,3,3238.0,2146,1092.0,0.673,1501,45,0.667,0.663,8.1736e-05,0.99992
+91032,Existing Customer,52,M,2,High School,Married,$60K - $80K,Blue,46,5,3,0,14316.0,1081,13235.0,0.67,1313,36,0.636,0.076,6.4505e-05,0.99994
 91033,Existing Customer,36,M,3,High School,Married,$80K - $120K,Blue,36,5,3,2,2607.0,1880,727.0,1.464,2045,39,0.95,0.721,0.00018145,0.99982
 91034,Existing Customer,43,M,4,College,Married,$60K - $80K,Blue,24,3,5,4,6231.0,0,6231.0,1.054,1448,30,0.875,0.0,0.00058762,0.99941
-91035,Attrited Customer,38,F,3,,Single,Less than $40K,Blue,30,6,2,2,3730.0,2517,1213.0,0.853,858,22,0.467,0.675,0.99236,0.007640000000000001
-91036,Existing Customer,65,F,0,Graduate,Married,Less than $40K,Blue,56,4,1,4,3094.0,2266,828.0,0.7240000000000001,1591,37,0.321,0.732,0.00013562,0.9998600000000001
+91035,Attrited Customer,38,F,3,,Single,Less than $40K,Blue,30,6,2,2,3730.0,2517,1213.0,0.853,858,22,0.467,0.675,0.99236,0.00764
+91036,Existing Customer,65,F,0,Graduate,Married,Less than $40K,Blue,56,4,1,4,3094.0,2266,828.0,0.724,1591,37,0.321,0.732,0.00013562,0.99986
 91037,Attrited Customer,51,F,2,Doctorate,Married,Less than $40K,Blue,41,2,2,3,6630.0,916,5714.0,0.927,842,24,0.5,0.138,0.9964,0.00359603
-91038,Attrited Customer,40,M,3,Graduate,Divorced,$80K - $120K,Blue,22,2,2,3,1925.0,0,1925.0,0.672,781,28,0.75,0.0,0.9949899999999999,0.0050100000000000006
-91039,Existing Customer,39,M,3,College,,$80K - $120K,Blue,36,4,2,3,33406.0,1692,31714.0,1.242,1529,30,0.875,0.051,0.00019313,0.9998100000000001
-91040,Existing Customer,39,F,1,Graduate,Married,,Blue,30,3,2,3,2917.0,1357,1560.0,1.5930000000000002,2422,46,0.43799999999999994,0.465,0.00017969,0.99982
-91041,Existing Customer,60,M,0,Uneducated,Married,$60K - $80K,Blue,47,3,3,3,9452.0,2517,6935.0,0.73,1825,50,0.613,0.266,0.00026692,0.9997299999999999
+91038,Attrited Customer,40,M,3,Graduate,Divorced,$80K - $120K,Blue,22,2,2,3,1925.0,0,1925.0,0.672,781,28,0.75,0.0,0.99499,0.00501
+91039,Existing Customer,39,M,3,College,,$80K - $120K,Blue,36,4,2,3,33406.0,1692,31714.0,1.242,1529,30,0.875,0.051,0.00019313,0.99981
+91040,Existing Customer,39,F,1,Graduate,Married,,Blue,30,3,2,3,2917.0,1357,1560.0,1.593,2422,46,0.438,0.465,0.00017969,0.99982
+91041,Existing Customer,60,M,0,Uneducated,Married,$60K - $80K,Blue,47,3,3,3,9452.0,2517,6935.0,0.73,1825,50,0.613,0.266,0.00026692,0.99973
 91042,Existing Customer,43,F,2,Uneducated,Single,$40K - $60K,Blue,29,6,3,2,2162.0,1377,785.0,0.6,1555,29,0.706,0.637,0.00018494,0.99982
 91043,Existing Customer,31,M,2,Uneducated,Married,Less than $40K,Blue,18,3,2,4,1438.3,0,1438.3,1.561,2789,50,1.083,0.0,0.00033577,0.99966
-91044,Existing Customer,55,M,1,Graduate,Single,$120K +,Blue,42,4,2,3,34516.0,1478,33038.0,0.9670000000000001,1308,41,0.414,0.043,0.00017969,0.99982
-91045,Existing Customer,65,F,1,College,Married,Less than $40K,Blue,54,3,3,3,2888.0,1134,1754.0,1.479,2489,54,0.742,0.39299999999999996,0.00027607,0.99972
+91044,Existing Customer,55,M,1,Graduate,Single,$120K +,Blue,42,4,2,3,34516.0,1478,33038.0,0.967,1308,41,0.414,0.043,0.00017969,0.99982
+91045,Existing Customer,65,F,1,College,Married,Less than $40K,Blue,54,3,3,3,2888.0,1134,1754.0,1.479,2489,54,0.742,0.393,0.00027607,0.99972
 91046,Existing Customer,54,F,1,High School,Married,Less than $40K,Blue,44,3,3,3,3947.0,1746,2201.0,0.478,1110,21,0.4,0.442,0.00027604,0.99972
-91047,Existing Customer,40,F,1,High School,Married,,Blue,31,3,3,4,15970.0,1212,14758.0,0.542,1260,32,0.524,0.076,0.00047086,0.9995299999999999
-91048,Existing Customer,38,F,2,High School,Married,Less than $40K,Blue,27,4,1,2,1830.0,0,1830.0,0.736,1741,43,0.654,0.0,5.3541999999999997e-05,0.99995
-91049,Existing Customer,36,M,2,Post-Graduate,Married,$60K - $80K,Blue,29,5,3,3,7712.0,2517,5195.0,0.6759999999999999,1845,40,0.7390000000000001,0.326,0.00035594,0.99964
+91047,Existing Customer,40,F,1,High School,Married,,Blue,31,3,3,4,15970.0,1212,14758.0,0.542,1260,32,0.524,0.076,0.00047086,0.99953
+91048,Existing Customer,38,F,2,High School,Married,Less than $40K,Blue,27,4,1,2,1830.0,0,1830.0,0.736,1741,43,0.654,0.0,5.3542e-05,0.99995
+91049,Existing Customer,36,M,2,Post-Graduate,Married,$60K - $80K,Blue,29,5,3,3,7712.0,2517,5195.0,0.676,1845,40,0.739,0.326,0.00035594,0.99964
 91050,Existing Customer,43,M,3,High School,,$60K - $80K,Blue,36,5,3,3,20811.0,1425,19386.0,0.382,1483,38,0.52,0.068,0.00030516,0.99969
-91051,Existing Customer,41,M,3,Graduate,Married,$120K +,Blue,31,3,3,2,11789.0,1420,10369.0,0.659,1463,32,0.684,0.12,0.00018665,0.9998100000000001
-91052,Existing Customer,50,M,3,High School,Divorced,$120K +,Blue,37,3,1,2,3073.0,1792,1281.0,1.099,1734,35,1.188,0.583,5.5558999999999994e-05,0.9999399999999999
+91051,Existing Customer,41,M,3,Graduate,Married,$120K +,Blue,31,3,3,2,11789.0,1420,10369.0,0.659,1463,32,0.684,0.12,0.00018665,0.99981
+91052,Existing Customer,50,M,3,High School,Divorced,$120K +,Blue,37,3,1,2,3073.0,1792,1281.0,1.099,1734,35,1.188,0.583,5.5559e-05,0.99994
 91053,Existing Customer,48,M,3,College,Married,$80K - $120K,Silver,36,6,2,2,34516.0,0,34516.0,0.691,1733,54,0.636,0.0,0.00010375,0.9999
-91054,Existing Customer,39,M,4,,Single,$120K +,Silver,26,6,2,2,34516.0,2517,31999.0,0.887,1689,42,1.1,0.073,0.00011856,0.9998799999999999
+91054,Existing Customer,39,M,4,,Single,$120K +,Silver,26,6,2,2,34516.0,2517,31999.0,0.887,1689,42,1.1,0.073,0.00011856,0.99988
 91055,Existing Customer,55,F,2,Post-Graduate,Married,$40K - $60K,Blue,46,6,2,2,6725.0,2025,4700.0,0.604,1865,53,0.767,0.301,0.00013393,0.99987
-91056,Existing Customer,44,M,3,Graduate,,Less than $40K,Blue,39,5,2,4,2978.0,2134,844.0,0.579,1413,46,0.39399999999999996,0.7170000000000001,0.00033886,0.99966
-91057,Attrited Customer,42,M,3,Graduate,Married,$80K - $120K,Blue,36,1,1,3,34516.0,781,33735.0,0.8029999999999999,853,12,0.091,0.023,0.9897100000000001,0.01029
-91058,Existing Customer,54,M,3,Graduate,Married,$120K +,Blue,46,3,1,3,34516.0,854,33662.0,0.9279999999999999,1999,54,0.8,0.025,9.612600000000001e-05,0.9999
+91056,Existing Customer,44,M,3,Graduate,,Less than $40K,Blue,39,5,2,4,2978.0,2134,844.0,0.579,1413,46,0.394,0.717,0.00033886,0.99966
+91057,Attrited Customer,42,M,3,Graduate,Married,$80K - $120K,Blue,36,1,1,3,34516.0,781,33735.0,0.803,853,12,0.091,0.023,0.98971,0.01029
+91058,Existing Customer,54,M,3,Graduate,Married,$120K +,Blue,46,3,1,3,34516.0,854,33662.0,0.928,1999,54,0.8,0.025,9.6126e-05,0.9999
 91059,Existing Customer,57,M,1,Uneducated,Married,$120K +,Blue,36,6,2,3,24545.0,1735,22810.0,0.664,1671,45,0.5,0.071,0.00018475,0.99982
 91060,Existing Customer,53,F,1,Uneducated,Married,$40K - $60K,Blue,46,5,2,3,1438.3,0,1438.3,0.743,2118,64,0.455,0.0,0.00018475,0.99982
-91061,Existing Customer,41,F,4,Uneducated,Single,Less than $40K,Blue,31,5,1,2,2490.0,627,1863.0,0.345,1391,45,0.364,0.252,5.9391e-05,0.9999399999999999
-91062,Existing Customer,39,M,1,Graduate,Single,$120K +,Blue,24,6,2,4,10074.0,2517,7557.0,0.77,1729,52,0.9259999999999999,0.25,0.00030653,0.99969
-91063,Existing Customer,45,M,2,Graduate,Divorced,$40K - $60K,Blue,40,3,3,2,2259.0,954,1305.0,0.695,1393,35,0.8420000000000001,0.42200000000000004,0.00017987,0.99982
-91064,Existing Customer,46,M,2,Graduate,Married,$80K - $120K,Silver,35,6,3,2,34516.0,1236,33280.0,0.5489999999999999,1665,40,0.667,0.036000000000000004,0.00016253,0.99984
-91065,Existing Customer,54,M,2,High School,Married,$80K - $120K,Blue,50,4,2,3,9519.0,1936,7583.0,0.929,2489,62,1.0,0.203,0.0001861,0.9998100000000001
-91066,Existing Customer,40,F,4,Graduate,Married,,Blue,36,3,1,2,3706.0,1043,2663.0,0.384,1688,38,0.583,0.281,5.7762e-05,0.9999399999999999
-91067,Existing Customer,48,M,4,Graduate,,$80K - $120K,Blue,40,6,2,2,4438.0,2472,1966.0,0.69,1725,60,0.622,0.557,0.00011937,0.9998799999999999
-91068,Attrited Customer,56,F,3,High School,Married,$40K - $60K,Blue,51,5,2,1,1438.3,0,1438.3,0.597,594,14,0.556,0.0,0.9857600000000001,0.014240000000000001
-91069,Existing Customer,33,F,4,Post-Graduate,Married,$40K - $60K,Blue,36,4,2,3,2372.0,1887,485.0,0.8,1852,55,0.618,0.7959999999999999,0.00023623,0.99976
-91070,Existing Customer,44,F,4,Graduate,Single,Less than $40K,Blue,34,5,1,2,4214.0,1249,2965.0,0.542,1389,34,0.478,0.29600000000000004,5.7762e-05,0.9999399999999999
-91071,Existing Customer,62,F,1,Post-Graduate,Married,Less than $40K,Blue,53,3,1,3,1438.3,0,1438.3,0.6990000000000001,902,31,0.409,0.0,0.00010231,0.9999
-91072,Existing Customer,33,F,0,Graduate,Married,,Blue,36,4,2,4,2613.0,1599,1014.0,0.7490000000000001,1387,31,0.722,0.612,0.00028024,0.99972
-91073,Existing Customer,36,F,3,High School,Married,Less than $40K,Blue,26,6,1,4,4331.0,1445,2886.0,1.07,2053,33,1.75,0.33399999999999996,0.00015942,0.99984
-91074,Existing Customer,46,M,3,Graduate,,$80K - $120K,Blue,27,5,1,3,3665.0,1725,1940.0,0.495,1881,55,0.618,0.47100000000000003,9.612600000000001e-05,0.9999
+91061,Existing Customer,41,F,4,Uneducated,Single,Less than $40K,Blue,31,5,1,2,2490.0,627,1863.0,0.345,1391,45,0.364,0.252,5.9391e-05,0.99994
+91062,Existing Customer,39,M,1,Graduate,Single,$120K +,Blue,24,6,2,4,10074.0,2517,7557.0,0.77,1729,52,0.926,0.25,0.00030653,0.99969
+91063,Existing Customer,45,M,2,Graduate,Divorced,$40K - $60K,Blue,40,3,3,2,2259.0,954,1305.0,0.695,1393,35,0.842,0.422,0.00017987,0.99982
+91064,Existing Customer,46,M,2,Graduate,Married,$80K - $120K,Silver,35,6,3,2,34516.0,1236,33280.0,0.549,1665,40,0.667,0.036,0.00016253,0.99984
+91065,Existing Customer,54,M,2,High School,Married,$80K - $120K,Blue,50,4,2,3,9519.0,1936,7583.0,0.929,2489,62,1.0,0.203,0.0001861,0.99981
+91066,Existing Customer,40,F,4,Graduate,Married,,Blue,36,3,1,2,3706.0,1043,2663.0,0.384,1688,38,0.583,0.281,5.7762e-05,0.99994
+91067,Existing Customer,48,M,4,Graduate,,$80K - $120K,Blue,40,6,2,2,4438.0,2472,1966.0,0.69,1725,60,0.622,0.557,0.00011937,0.99988
+91068,Attrited Customer,56,F,3,High School,Married,$40K - $60K,Blue,51,5,2,1,1438.3,0,1438.3,0.597,594,14,0.556,0.0,0.98576,0.01424
+91069,Existing Customer,33,F,4,Post-Graduate,Married,$40K - $60K,Blue,36,4,2,3,2372.0,1887,485.0,0.8,1852,55,0.618,0.796,0.00023623,0.99976
+91070,Existing Customer,44,F,4,Graduate,Single,Less than $40K,Blue,34,5,1,2,4214.0,1249,2965.0,0.542,1389,34,0.478,0.296,5.7762e-05,0.99994
+91071,Existing Customer,62,F,1,Post-Graduate,Married,Less than $40K,Blue,53,3,1,3,1438.3,0,1438.3,0.699,902,31,0.409,0.0,0.00010231,0.9999
+91072,Existing Customer,33,F,0,Graduate,Married,,Blue,36,4,2,4,2613.0,1599,1014.0,0.749,1387,31,0.722,0.612,0.00028024,0.99972
+91073,Existing Customer,36,F,3,High School,Married,Less than $40K,Blue,26,6,1,4,4331.0,1445,2886.0,1.07,2053,33,1.75,0.334,0.00015942,0.99984
+91074,Existing Customer,46,M,3,Graduate,,$80K - $120K,Blue,27,5,1,3,3665.0,1725,1940.0,0.495,1881,55,0.618,0.471,9.6126e-05,0.9999
 91075,Attrited Customer,61,F,0,Graduate,Married,Less than $40K,Blue,49,6,2,3,1438.3,0,1438.3,0.94,840,20,0.818,0.0,0.99395,0.00605
-91076,Attrited Customer,41,F,2,,Single,,Blue,28,2,1,3,4411.0,2517,1894.0,0.988,803,15,0.875,0.5710000000000001,0.9902799999999999,0.00972
+91076,Attrited Customer,41,F,2,,Single,,Blue,28,2,1,3,4411.0,2517,1894.0,0.988,803,15,0.875,0.571,0.99028,0.00972
 91077,Existing Customer,42,M,4,Graduate,,$40K - $60K,Silver,37,3,6,2,15871.0,2086,13785.0,0.745,1562,43,0.955,0.131,0.00013456,0.99987
-91078,Attrited Customer,35,M,2,Graduate,Married,$80K - $120K,Blue,27,3,2,3,12643.0,0,12643.0,0.39299999999999996,787,21,0.16699999999999998,0.0,0.9948,0.0052
-91079,Existing Customer,65,F,0,High School,Married,$40K - $60K,Blue,36,5,2,3,6088.0,2145,3943.0,1.371,2098,52,0.733,0.35200000000000004,0.0001597,0.99984
-91080,Attrited Customer,36,M,3,Post-Graduate,Married,$120K +,Blue,27,2,1,2,13873.0,0,13873.0,0.233,694,18,0.28600000000000003,0.0,0.98535,0.01465
+91078,Attrited Customer,35,M,2,Graduate,Married,$80K - $120K,Blue,27,3,2,3,12643.0,0,12643.0,0.393,787,21,0.167,0.0,0.9948,0.0052
+91079,Existing Customer,65,F,0,High School,Married,$40K - $60K,Blue,36,5,2,3,6088.0,2145,3943.0,1.371,2098,52,0.733,0.352,0.0001597,0.99984
+91080,Attrited Customer,36,M,3,Post-Graduate,Married,$120K +,Blue,27,2,1,2,13873.0,0,13873.0,0.233,694,18,0.286,0.0,0.98535,0.01465
 91081,Existing Customer,42,F,4,Graduate,Single,Less than $40K,Blue,32,3,2,3,6158.0,0,6158.0,1.411,3132,66,0.784,0.0,0.00020077,0.9998
-91082,Existing Customer,51,M,1,Uneducated,Married,$80K - $120K,Blue,41,5,3,3,5638.0,808,4830.0,0.7809999999999999,2036,50,0.613,0.14300000000000002,0.00029196,0.99971
-91083,Existing Customer,54,F,1,Uneducated,Married,Less than $40K,Blue,40,5,2,4,2178.0,1144,1034.0,1.585,1724,47,1.043,0.525,0.00031517,0.9996799999999999
+91082,Existing Customer,51,M,1,Uneducated,Married,$80K - $120K,Blue,41,5,3,3,5638.0,808,4830.0,0.781,2036,50,0.613,0.143,0.00029196,0.99971
+91083,Existing Customer,54,F,1,Uneducated,Married,Less than $40K,Blue,40,5,2,4,2178.0,1144,1034.0,1.585,1724,47,1.043,0.525,0.00031517,0.99968
 91084,Existing Customer,40,F,3,College,,$40K - $60K,Blue,22,3,3,3,12588.0,2005,10583.0,0.996,1561,26,1.0,0.159,0.00030519,0.99969
-91085,Existing Customer,40,M,5,Graduate,Married,$80K - $120K,Blue,34,6,2,4,11942.0,1651,10291.0,0.598,1085,29,0.20800000000000002,0.138,0.00033714,0.99966
-91086,Existing Customer,57,F,2,College,Married,Less than $40K,Blue,44,6,3,2,3914.0,0,3914.0,0.524,1964,54,0.8,0.0,0.00017488,0.9998299999999999
-91087,Existing Customer,57,M,4,Graduate,Married,$80K - $120K,Blue,49,4,2,4,3038.0,1410,1628.0,0.644,1762,34,0.7,0.46399999999999997,0.00034248,0.99966
+91085,Existing Customer,40,M,5,Graduate,Married,$80K - $120K,Blue,34,6,2,4,11942.0,1651,10291.0,0.598,1085,29,0.208,0.138,0.00033714,0.99966
+91086,Existing Customer,57,F,2,College,Married,Less than $40K,Blue,44,6,3,2,3914.0,0,3914.0,0.524,1964,54,0.8,0.0,0.00017488,0.99983
+91087,Existing Customer,57,M,4,Graduate,Married,$80K - $120K,Blue,49,4,2,4,3038.0,1410,1628.0,0.644,1762,34,0.7,0.464,0.00034248,0.99966
 91088,Existing Customer,53,M,2,Uneducated,Married,$40K - $60K,Blue,47,3,1,3,5579.0,1423,4156.0,0.503,1514,47,1.136,0.255,9.5249e-05,0.9999
-91089,Existing Customer,40,M,2,Graduate,Married,$80K - $120K,Blue,31,5,1,2,18693.0,2052,16641.0,0.5,1516,44,0.63,0.11,5.5077e-05,0.9999399999999999
+91089,Existing Customer,40,M,2,Graduate,Married,$80K - $120K,Blue,31,5,1,2,18693.0,2052,16641.0,0.5,1516,44,0.63,0.11,5.5077e-05,0.99994
 91090,Existing Customer,28,M,0,Graduate,Married,Less than $40K,Blue,18,5,1,3,2943.0,1789,1154.0,1.271,2591,55,0.897,0.608,7.9494e-05,0.99992
-91091,Existing Customer,38,F,3,High School,Married,Less than $40K,Blue,28,4,2,3,2435.0,1888,547.0,0.922,1847,39,0.696,0.775,0.00019311,0.9998100000000001
-91092,Existing Customer,37,F,2,Graduate,Married,Less than $40K,Blue,30,5,2,2,2077.0,1392,685.0,1.5530000000000002,1629,36,1.25,0.67,0.00011382,0.99989
+91091,Existing Customer,38,F,3,High School,Married,Less than $40K,Blue,28,4,2,3,2435.0,1888,547.0,0.922,1847,39,0.696,0.775,0.00019311,0.99981
+91092,Existing Customer,37,F,2,Graduate,Married,Less than $40K,Blue,30,5,2,2,2077.0,1392,685.0,1.553,1629,36,1.25,0.67,0.00011382,0.99989
 91093,Existing Customer,65,F,1,High School,Married,,Blue,36,5,2,2,5756.0,0,5756.0,1.046,2144,44,0.63,0.0,0.00010386,0.9999
-91094,Attrited Customer,58,F,4,High School,Divorced,,Blue,45,4,1,1,21065.0,2517,18548.0,0.84,1060,32,0.33299999999999996,0.11900000000000001,0.9713200000000001,0.02868
-91095,Existing Customer,41,M,2,High School,Married,$60K - $80K,Blue,30,6,3,2,9428.0,1765,7663.0,0.5870000000000001,1457,43,0.593,0.187,0.00017486,0.9998299999999999
-91096,Existing Customer,54,M,5,Graduate,Married,$80K - $120K,Blue,47,4,1,3,6065.0,1728,4337.0,0.41700000000000004,1114,27,0.688,0.285,9.5638e-05,0.9999
-91097,Existing Customer,39,F,4,Graduate,Married,,Blue,21,6,1,4,5024.0,1613,3411.0,0.758,1925,40,0.667,0.321,0.00016574,0.9998299999999999
-91098,Existing Customer,26,M,1,Graduate,Single,Less than $40K,Blue,13,3,3,2,2174.0,1514,660.0,0.607,2510,44,0.294,0.696,0.00016883,0.9998299999999999
-91099,Existing Customer,60,M,1,,Married,$60K - $80K,Blue,54,5,3,3,3398.0,2341,1057.0,0.7140000000000001,1169,31,0.409,0.6890000000000001,0.00031211,0.99969
-91100,Existing Customer,35,F,2,High School,Married,,Blue,36,3,2,4,4319.0,1151,3168.0,0.594,1852,47,0.424,0.266,0.00031746,0.9996799999999999
+91094,Attrited Customer,58,F,4,High School,Divorced,,Blue,45,4,1,1,21065.0,2517,18548.0,0.84,1060,32,0.333,0.119,0.97132,0.02868
+91095,Existing Customer,41,M,2,High School,Married,$60K - $80K,Blue,30,6,3,2,9428.0,1765,7663.0,0.587,1457,43,0.593,0.187,0.00017486,0.99983
+91096,Existing Customer,54,M,5,Graduate,Married,$80K - $120K,Blue,47,4,1,3,6065.0,1728,4337.0,0.417,1114,27,0.688,0.285,9.5638e-05,0.9999
+91097,Existing Customer,39,F,4,Graduate,Married,,Blue,21,6,1,4,5024.0,1613,3411.0,0.758,1925,40,0.667,0.321,0.00016574,0.99983
+91098,Existing Customer,26,M,1,Graduate,Single,Less than $40K,Blue,13,3,3,2,2174.0,1514,660.0,0.607,2510,44,0.294,0.696,0.00016883,0.99983
+91099,Existing Customer,60,M,1,,Married,$60K - $80K,Blue,54,5,3,3,3398.0,2341,1057.0,0.714,1169,31,0.409,0.689,0.00031211,0.99969
+91100,Existing Customer,35,F,2,High School,Married,,Blue,36,3,2,4,4319.0,1151,3168.0,0.594,1852,47,0.424,0.266,0.00031746,0.99968
 91101,Existing Customer,46,M,3,Graduate,Divorced,$80K - $120K,Blue,40,6,3,3,3673.0,2292,1381.0,0.637,1257,34,0.545,0.624,0.0003139,0.99969
 91102,Existing Customer,47,M,4,,,$60K - $80K,Blue,39,5,2,2,1815.0,740,1075.0,1.124,1931,67,0.718,0.408,0.00013121,0.99987
-91103,Existing Customer,53,F,3,High School,Married,,Blue,45,5,1,3,2495.0,1354,1141.0,0.623,1311,31,0.47600000000000003,0.5429999999999999,9.344799999999999e-05,0.9999100000000001
+91103,Existing Customer,53,F,3,High School,Married,,Blue,45,5,1,3,2495.0,1354,1141.0,0.623,1311,31,0.476,0.543,9.3448e-05,0.99991
 91104,Existing Customer,55,M,1,Graduate,Married,$80K - $120K,Blue,36,3,2,4,34516.0,2102,32414.0,0.912,1612,33,0.737,0.061,0.00030653,0.99969
-91105,Existing Customer,50,F,1,Post-Graduate,Married,Less than $40K,Blue,43,3,1,3,3368.0,844,2524.0,0.838,2022,59,0.6859999999999999,0.251,0.00010231,0.9999
-91106,Attrited Customer,38,F,2,High School,Married,$40K - $60K,Blue,28,3,2,2,7225.0,0,7225.0,0.419,738,16,0.231,0.0,0.9910399999999999,0.00896
-91107,Existing Customer,39,F,3,Graduate,Single,Less than $40K,Blue,30,5,3,4,5202.0,815,4387.0,1.1079999999999999,1558,48,0.778,0.157,0.00053543,0.99946
-91108,Existing Customer,39,F,2,,Single,Less than $40K,Blue,29,6,2,4,1923.0,845,1078.0,0.5870000000000001,1670,37,0.682,0.439,0.00035894,0.99964
-91109,Existing Customer,39,M,3,High School,Single,$60K - $80K,Blue,36,4,2,3,6929.0,1691,5238.0,0.534,1388,27,0.929,0.244,0.00019311,0.9998100000000001
-91110,Existing Customer,49,F,3,Graduate,Single,Less than $40K,Blue,44,3,3,2,4364.0,1507,2857.0,1.05,1392,38,1.375,0.345,0.00018665,0.9998100000000001
-91111,Existing Customer,45,F,3,Graduate,Married,Less than $40K,Blue,38,3,3,2,2400.0,1613,787.0,0.629,1311,34,0.41700000000000004,0.672,0.00018665,0.9998100000000001
-91112,Existing Customer,55,M,3,Graduate,Married,$80K - $120K,Blue,36,3,2,3,25878.0,1733,24145.0,0.43799999999999994,1777,54,0.862,0.067,0.00019864,0.9998
+91105,Existing Customer,50,F,1,Post-Graduate,Married,Less than $40K,Blue,43,3,1,3,3368.0,844,2524.0,0.838,2022,59,0.686,0.251,0.00010231,0.9999
+91106,Attrited Customer,38,F,2,High School,Married,$40K - $60K,Blue,28,3,2,2,7225.0,0,7225.0,0.419,738,16,0.231,0.0,0.99104,0.00896
+91107,Existing Customer,39,F,3,Graduate,Single,Less than $40K,Blue,30,5,3,4,5202.0,815,4387.0,1.108,1558,48,0.778,0.157,0.00053543,0.99946
+91108,Existing Customer,39,F,2,,Single,Less than $40K,Blue,29,6,2,4,1923.0,845,1078.0,0.587,1670,37,0.682,0.439,0.00035894,0.99964
+91109,Existing Customer,39,M,3,High School,Single,$60K - $80K,Blue,36,4,2,3,6929.0,1691,5238.0,0.534,1388,27,0.929,0.244,0.00019311,0.99981
+91110,Existing Customer,49,F,3,Graduate,Single,Less than $40K,Blue,44,3,3,2,4364.0,1507,2857.0,1.05,1392,38,1.375,0.345,0.00018665,0.99981
+91111,Existing Customer,45,F,3,Graduate,Married,Less than $40K,Blue,38,3,3,2,2400.0,1613,787.0,0.629,1311,34,0.417,0.672,0.00018665,0.99981
+91112,Existing Customer,55,M,3,Graduate,Married,$80K - $120K,Blue,36,3,2,3,25878.0,1733,24145.0,0.438,1777,54,0.862,0.067,0.00019864,0.9998
 91113,Existing Customer,44,M,5,Graduate,Married,$120K +,Blue,24,4,1,4,11876.0,1926,9950.0,0.51,1367,33,0.737,0.162,0.00016316,0.99984
-91114,Existing Customer,49,F,5,Post-Graduate,,$40K - $60K,Blue,39,3,1,4,4568.0,0,4568.0,0.9790000000000001,1431,27,0.688,0.0,0.00019198,0.9998100000000001
-91115,Existing Customer,41,M,3,Uneducated,Married,$80K - $120K,Blue,31,4,2,2,4740.0,1348,3392.0,0.47200000000000003,1406,23,0.5329999999999999,0.284,0.00012144,0.9998799999999999
-91116,Existing Customer,49,F,2,,,$40K - $60K,Blue,42,6,1,4,4949.0,1495,3454.0,0.7909999999999999,3597,64,0.684,0.302,0.00017371,0.9998299999999999
-91117,Existing Customer,45,F,3,Graduate,Single,,Blue,36,3,3,4,11189.0,2517,8672.0,2.041,2959,58,1.2309999999999999,0.225,0.00053543,0.99946
-91118,Existing Customer,44,M,4,,Married,$120K +,Blue,31,4,3,4,34516.0,1197,33319.0,0.669,1594,43,1.15,0.035,0.0005947999999999999,0.99941
-91119,Existing Customer,65,M,2,Graduate,Married,,Blue,55,3,2,2,6099.0,2175,3924.0,0.5820000000000001,1319,34,0.545,0.35700000000000004,0.00011382,0.99989
+91114,Existing Customer,49,F,5,Post-Graduate,,$40K - $60K,Blue,39,3,1,4,4568.0,0,4568.0,0.979,1431,27,0.688,0.0,0.00019198,0.99981
+91115,Existing Customer,41,M,3,Uneducated,Married,$80K - $120K,Blue,31,4,2,2,4740.0,1348,3392.0,0.472,1406,23,0.533,0.284,0.00012144,0.99988
+91116,Existing Customer,49,F,2,,,$40K - $60K,Blue,42,6,1,4,4949.0,1495,3454.0,0.791,3597,64,0.684,0.302,0.00017371,0.99983
+91117,Existing Customer,45,F,3,Graduate,Single,,Blue,36,3,3,4,11189.0,2517,8672.0,2.041,2959,58,1.231,0.225,0.00053543,0.99946
+91118,Existing Customer,44,M,4,,Married,$120K +,Blue,31,4,3,4,34516.0,1197,33319.0,0.669,1594,43,1.15,0.035,0.0005948,0.99941
+91119,Existing Customer,65,M,2,Graduate,Married,,Blue,55,3,2,2,6099.0,2175,3924.0,0.582,1319,34,0.545,0.357,0.00011382,0.99989
 91120,Attrited Customer,35,M,3,College,Married,$80K - $120K,Blue,27,3,2,3,3575.0,1884,1691.0,0.384,861,15,1.5,0.527,0.99485,0.00515
-91121,Existing Customer,26,M,0,High School,Single,,Blue,36,5,2,3,3184.0,1421,1763.0,0.7120000000000001,2253,59,0.439,0.446,0.0001597,0.99984
+91121,Existing Customer,26,M,0,High School,Single,,Blue,36,5,2,3,3184.0,1421,1763.0,0.712,2253,59,0.439,0.446,0.0001597,0.99984
 91122,Existing Customer,38,M,1,High School,Married,$80K - $120K,Blue,24,4,3,2,13363.0,1230,12133.0,0.688,1815,33,0.435,0.092,0.00016413,0.99984
-91123,Existing Customer,65,M,0,,Single,$40K - $60K,Blue,36,5,2,3,2163.0,932,1231.0,1.127,2229,57,0.8390000000000001,0.431,0.00018057,0.99982
+91123,Existing Customer,65,M,0,,Single,$40K - $60K,Blue,36,5,2,3,2163.0,932,1231.0,1.127,2229,57,0.839,0.431,0.00018057,0.99982
 91124,Existing Customer,58,M,3,College,Married,$120K +,Blue,54,5,1,4,3452.0,2088,1364.0,0.768,1008,21,0.4,0.605,0.00015944,0.99984
-91125,Existing Customer,47,F,5,Post-Graduate,Married,$40K - $60K,Blue,41,6,2,2,4466.0,777,3689.0,1.02,1757,59,0.595,0.174,0.00013827,0.9998600000000001
+91125,Existing Customer,47,F,5,Post-Graduate,Married,$40K - $60K,Blue,41,6,2,2,4466.0,777,3689.0,1.02,1757,59,0.595,0.174,0.00013827,0.99986
 91126,Existing Customer,33,F,3,Graduate,Married,Less than $40K,Blue,25,4,1,4,3030.0,2517,513.0,0.785,1805,44,0.467,0.831,0.00016399,0.99984
-91127,Existing Customer,54,F,3,Doctorate,Married,$40K - $60K,Blue,39,3,1,3,2112.0,1594,518.0,1.204,1338,29,2.222,0.755,0.0001391,0.9998600000000001
-91128,Existing Customer,35,F,1,Graduate,Married,Less than $40K,Blue,18,5,1,2,7583.0,1619,5964.0,1.4680000000000002,2229,53,1.208,0.214,5.1696999999999996e-05,0.99995
-91129,Existing Customer,47,M,5,Graduate,Single,$120K +,Blue,27,5,3,4,11760.0,2306,9454.0,0.616,1498,49,0.96,0.196,0.00053272,0.9994700000000001
-91130,Existing Customer,35,M,3,College,Married,$60K - $80K,Blue,17,3,3,2,2259.0,1776,483.0,1.2919999999999998,1790,31,0.8240000000000001,0.7859999999999999,0.00018146,0.99982
-91131,Existing Customer,48,M,4,High School,Married,$80K - $120K,Blue,36,6,2,4,19762.0,507,19255.0,0.85,2793,67,0.595,0.026000000000000002,0.00033294,0.9996700000000001
+91127,Existing Customer,54,F,3,Doctorate,Married,$40K - $60K,Blue,39,3,1,3,2112.0,1594,518.0,1.204,1338,29,2.222,0.755,0.0001391,0.99986
+91128,Existing Customer,35,F,1,Graduate,Married,Less than $40K,Blue,18,5,1,2,7583.0,1619,5964.0,1.468,2229,53,1.208,0.214,5.1697e-05,0.99995
+91129,Existing Customer,47,M,5,Graduate,Single,$120K +,Blue,27,5,3,4,11760.0,2306,9454.0,0.616,1498,49,0.96,0.196,0.00053272,0.99947
+91130,Existing Customer,35,M,3,College,Married,$60K - $80K,Blue,17,3,3,2,2259.0,1776,483.0,1.292,1790,31,0.824,0.786,0.00018146,0.99982
+91131,Existing Customer,48,M,4,High School,Married,$80K - $120K,Blue,36,6,2,4,19762.0,507,19255.0,0.85,2793,67,0.595,0.026,0.00033294,0.99967
 91132,Existing Customer,36,M,4,Doctorate,Married,$60K - $80K,Blue,17,5,2,4,2803.0,1848,955.0,0.614,1968,64,0.524,0.659,0.00049554,0.9995
-91133,Existing Customer,44,M,3,Graduate,Married,$80K - $120K,Blue,36,3,3,2,25666.0,756,24910.0,0.69,4088,84,0.867,0.028999999999999998,0.00018665,0.9998100000000001
+91133,Existing Customer,44,M,3,Graduate,Married,$80K - $120K,Blue,36,3,3,2,25666.0,756,24910.0,0.69,4088,84,0.867,0.029,0.00018665,0.99981
 91134,Existing Customer,44,F,3,College,Single,Less than $40K,Blue,24,5,1,4,9297.0,1668,7629.0,0.521,1264,31,0.632,0.179,0.00015944,0.99984
-91135,Existing Customer,36,F,1,Graduate,Married,Less than $40K,Blue,25,5,1,2,2999.0,1247,1752.0,0.9620000000000001,2017,40,0.6,0.41600000000000004,5.1696999999999996e-05,0.99995
-91136,Existing Customer,64,M,0,Doctorate,Married,$40K - $60K,Blue,56,3,2,2,4234.0,1893,2341.0,0.585,1439,42,0.355,0.447,0.00014134,0.9998600000000001
-91137,Existing Customer,34,F,1,Graduate,Single,Less than $40K,Gold,28,4,3,2,15987.0,0,15987.0,1.494,2327,65,0.8059999999999999,0.0,0.00019451,0.9998100000000001
-91138,Existing Customer,49,M,4,Graduate,Single,$80K - $120K,Blue,33,5,5,3,16435.0,0,16435.0,0.6759999999999999,1721,56,0.514,0.0,0.00035434,0.99965
+91135,Existing Customer,36,F,1,Graduate,Married,Less than $40K,Blue,25,5,1,2,2999.0,1247,1752.0,0.962,2017,40,0.6,0.416,5.1697e-05,0.99995
+91136,Existing Customer,64,M,0,Doctorate,Married,$40K - $60K,Blue,56,3,2,2,4234.0,1893,2341.0,0.585,1439,42,0.355,0.447,0.00014134,0.99986
+91137,Existing Customer,34,F,1,Graduate,Single,Less than $40K,Gold,28,4,3,2,15987.0,0,15987.0,1.494,2327,65,0.806,0.0,0.00019451,0.99981
+91138,Existing Customer,49,M,4,Graduate,Single,$80K - $120K,Blue,33,5,5,3,16435.0,0,16435.0,0.676,1721,56,0.514,0.0,0.00035434,0.99965
 91139,Existing Customer,37,M,4,High School,Married,$60K - $80K,Blue,24,3,1,4,5335.0,2145,3190.0,0.879,1888,43,0.433,0.402,0.00016112,0.99984
-91140,Existing Customer,65,M,1,High School,Married,$40K - $60K,Blue,53,3,3,3,3506.0,1604,1902.0,0.574,1953,61,0.649,0.45799999999999996,0.00027604,0.99972
-91141,Existing Customer,53,M,2,Post-Graduate,Married,$80K - $120K,Blue,36,5,1,2,3610.0,1629,1981.0,0.821,1652,40,0.48100000000000004,0.451,6.4807e-05,0.9999399999999999
-91142,Existing Customer,32,M,0,High School,Married,$40K - $60K,Blue,28,5,1,2,3172.0,2055,1117.0,0.6629999999999999,1939,36,0.636,0.648,4.5946000000000004e-05,0.99995
-91143,Existing Customer,44,M,5,,Single,$80K - $120K,Blue,34,6,2,3,8206.0,763,7443.0,0.87,1715,43,0.72,0.09300000000000001,0.00021724,0.9997799999999999
+91140,Existing Customer,65,M,1,High School,Married,$40K - $60K,Blue,53,3,3,3,3506.0,1604,1902.0,0.574,1953,61,0.649,0.458,0.00027604,0.99972
+91141,Existing Customer,53,M,2,Post-Graduate,Married,$80K - $120K,Blue,36,5,1,2,3610.0,1629,1981.0,0.821,1652,40,0.481,0.451,6.4807e-05,0.99994
+91142,Existing Customer,32,M,0,High School,Married,$40K - $60K,Blue,28,5,1,2,3172.0,2055,1117.0,0.663,1939,36,0.636,0.648,4.5946e-05,0.99995
+91143,Existing Customer,44,M,5,,Single,$80K - $120K,Blue,34,6,2,3,8206.0,763,7443.0,0.87,1715,43,0.72,0.093,0.00021724,0.99978
 91144,Existing Customer,65,M,0,Graduate,Married,Less than $40K,Blue,46,3,2,2,2416.0,1499,917.0,0.905,2372,53,0.514,0.62,9.7673e-05,0.9999
 91145,Existing Customer,60,M,0,Graduate,Married,$40K - $60K,Blue,41,3,2,4,2458.0,1880,578.0,0.759,1238,30,0.579,0.765,0.00028024,0.99972
-91146,Existing Customer,27,F,0,Graduate,Single,Less than $40K,Blue,36,6,1,2,1677.0,1598,79.0,0.9940000000000001,2389,43,0.536,0.953,4.7263000000000005e-05,0.99995
-91147,Existing Customer,52,M,2,Post-Graduate,Married,$60K - $80K,Blue,45,4,1,4,11819.0,929,10890.0,0.773,2431,46,0.484,0.079,0.00018595,0.9998100000000001
-91148,Existing Customer,42,M,4,High School,,$80K - $120K,Gold,37,5,1,2,34516.0,1797,32719.0,1.314,1534,30,0.875,0.052000000000000005,6.4694e-05,0.9999399999999999
-91149,Existing Customer,29,M,0,Graduate,Married,$40K - $60K,Blue,36,3,3,4,1459.0,590,869.0,1.1640000000000001,2229,52,1.08,0.40399999999999997,0.00044282,0.99956
-91150,Existing Customer,29,M,0,High School,Married,$40K - $60K,Blue,13,4,1,4,1458.0,671,787.0,1.5830000000000002,2449,56,0.9309999999999999,0.46,0.00013184,0.99987
+91146,Existing Customer,27,F,0,Graduate,Single,Less than $40K,Blue,36,6,1,2,1677.0,1598,79.0,0.994,2389,43,0.536,0.953,4.7263e-05,0.99995
+91147,Existing Customer,52,M,2,Post-Graduate,Married,$60K - $80K,Blue,45,4,1,4,11819.0,929,10890.0,0.773,2431,46,0.484,0.079,0.00018595,0.99981
+91148,Existing Customer,42,M,4,High School,,$80K - $120K,Gold,37,5,1,2,34516.0,1797,32719.0,1.314,1534,30,0.875,0.052,6.4694e-05,0.99994
+91149,Existing Customer,29,M,0,Graduate,Married,$40K - $60K,Blue,36,3,3,4,1459.0,590,869.0,1.164,2229,52,1.08,0.404,0.00044282,0.99956
+91150,Existing Customer,29,M,0,High School,Married,$40K - $60K,Blue,13,4,1,4,1458.0,671,787.0,1.583,2449,56,0.931,0.46,0.00013184,0.99987
 91151,Existing Customer,38,M,2,High School,Married,$40K - $60K,Blue,32,3,2,2,1438.3,0,1438.3,0.846,1999,39,0.56,0.0,0.00011065,0.99989
-91152,Attrited Customer,36,M,2,Graduate,Married,$40K - $60K,Blue,18,3,1,3,7758.0,1408,6350.0,0.365,569,23,0.643,0.18100000000000002,0.9893200000000001,0.01068
-91153,Existing Customer,40,F,2,Post-Graduate,Married,Less than $40K,Silver,30,4,2,2,10836.0,1932,8904.0,0.563,1293,31,0.8240000000000001,0.17800000000000002,0.00012101,0.9998799999999999
-91154,Existing Customer,47,M,3,Post-Graduate,Single,$60K - $80K,Blue,36,5,3,3,5062.0,1996,3066.0,0.591,1314,40,0.429,0.39399999999999996,0.00036935,0.9996299999999999
+91152,Attrited Customer,36,M,2,Graduate,Married,$40K - $60K,Blue,18,3,1,3,7758.0,1408,6350.0,0.365,569,23,0.643,0.181,0.98932,0.01068
+91153,Existing Customer,40,F,2,Post-Graduate,Married,Less than $40K,Silver,30,4,2,2,10836.0,1932,8904.0,0.563,1293,31,0.824,0.178,0.00012101,0.99988
+91154,Existing Customer,47,M,3,Post-Graduate,Single,$60K - $80K,Blue,36,5,3,3,5062.0,1996,3066.0,0.591,1314,40,0.429,0.394,0.00036935,0.99963
 91155,Existing Customer,36,F,3,High School,Married,,Blue,30,6,2,2,3399.0,2173,1226.0,0.795,1571,34,1.0,0.639,0.00011482,0.99989
-91156,Existing Customer,26,M,0,High School,Single,$40K - $60K,Blue,36,5,2,2,2212.0,1670,542.0,0.777,2520,51,0.545,0.755,9.4951e-05,0.9999100000000001
-91157,Existing Customer,43,F,2,,Single,$40K - $60K,Blue,36,6,1,4,3186.0,2470,716.0,0.58,1531,37,0.233,0.775,0.00017371,0.9998299999999999
-91158,Existing Customer,52,F,1,Graduate,Single,Less than $40K,Blue,32,3,1,3,5927.0,2320,3607.0,0.544,1558,46,0.643,0.391,8.6952e-05,0.9999100000000001
-91159,Existing Customer,49,M,2,,Single,$60K - $80K,Blue,34,4,1,4,5176.0,0,5176.0,0.838,1902,56,0.9309999999999999,0.0,0.00017371,0.9998299999999999
-91160,Existing Customer,50,M,2,Graduate,Married,$80K - $120K,Blue,37,3,1,3,3126.0,0,3126.0,0.8240000000000001,1388,41,0.46399999999999997,0.0,9.2637e-05,0.9999100000000001
+91156,Existing Customer,26,M,0,High School,Single,$40K - $60K,Blue,36,5,2,2,2212.0,1670,542.0,0.777,2520,51,0.545,0.755,9.4951e-05,0.99991
+91157,Existing Customer,43,F,2,,Single,$40K - $60K,Blue,36,6,1,4,3186.0,2470,716.0,0.58,1531,37,0.233,0.775,0.00017371,0.99983
+91158,Existing Customer,52,F,1,Graduate,Single,Less than $40K,Blue,32,3,1,3,5927.0,2320,3607.0,0.544,1558,46,0.643,0.391,8.6952e-05,0.99991
+91159,Existing Customer,49,M,2,,Single,$60K - $80K,Blue,34,4,1,4,5176.0,0,5176.0,0.838,1902,56,0.931,0.0,0.00017371,0.99983
+91160,Existing Customer,50,M,2,Graduate,Married,$80K - $120K,Blue,37,3,1,3,3126.0,0,3126.0,0.824,1388,41,0.464,0.0,9.2637e-05,0.99991
 91161,Existing Customer,34,M,3,Graduate,Divorced,$80K - $120K,Blue,21,6,4,2,4670.0,0,4670.0,0.883,2256,56,0.6,0.0,0.00022556,0.99977
 91162,Existing Customer,53,F,2,Uneducated,Married,,Blue,36,4,3,3,2162.0,1592,570.0,0.547,1736,42,0.615,0.736,0.00031104,0.99969
-91163,Existing Customer,49,M,3,High School,Married,$80K - $120K,Blue,42,4,1,2,10155.0,1805,8350.0,0.6729999999999999,1685,49,0.815,0.17800000000000002,5.5558999999999994e-05,0.9999399999999999
+91163,Existing Customer,49,M,3,High School,Married,$80K - $120K,Blue,42,4,1,2,10155.0,1805,8350.0,0.673,1685,49,0.815,0.178,5.5559e-05,0.99994
 91164,Existing Customer,53,M,4,High School,Married,$80K - $120K,Blue,46,4,2,3,15242.0,1170,14072.0,0.496,1876,57,0.5,0.077,0.00019517,0.9998
-91165,Existing Customer,48,M,3,Doctorate,Divorced,$120K +,Blue,36,4,3,2,34516.0,2517,31999.0,0.6970000000000001,1699,48,0.846,0.073,0.00027008,0.9997299999999999
-91166,Existing Customer,32,F,2,Graduate,Single,Less than $40K,Blue,17,5,1,2,1438.3,1228,210.3,1.1320000000000001,2580,67,0.971,0.8540000000000001,5.5077e-05,0.9999399999999999
-91167,Existing Customer,38,M,4,High School,Single,$80K - $120K,Gold,36,6,1,3,34516.0,1140,33376.0,0.815,1445,45,0.9570000000000001,0.033,0.00010881,0.99989
-91168,Existing Customer,43,M,4,Uneducated,Single,$80K - $120K,Blue,32,4,1,3,16043.0,2036,14007.0,0.7,1394,28,0.75,0.127,9.989299999999999e-05,0.9999
-91169,Attrited Customer,51,F,2,Graduate,Single,Less than $40K,Blue,44,6,3,2,3181.0,2517,664.0,0.595,818,16,0.455,0.7909999999999999,0.9944700000000001,0.005529999999999999
-91170,Existing Customer,58,M,3,Graduate,Married,$120K +,Blue,47,3,1,2,27088.0,0,27088.0,0.581,1135,24,0.846,0.0,5.7151e-05,0.9999399999999999
+91165,Existing Customer,48,M,3,Doctorate,Divorced,$120K +,Blue,36,4,3,2,34516.0,2517,31999.0,0.697,1699,48,0.846,0.073,0.00027008,0.99973
+91166,Existing Customer,32,F,2,Graduate,Single,Less than $40K,Blue,17,5,1,2,1438.3,1228,210.3,1.132,2580,67,0.971,0.854,5.5077e-05,0.99994
+91167,Existing Customer,38,M,4,High School,Single,$80K - $120K,Gold,36,6,1,3,34516.0,1140,33376.0,0.815,1445,45,0.957,0.033,0.00010881,0.99989
+91168,Existing Customer,43,M,4,Uneducated,Single,$80K - $120K,Blue,32,4,1,3,16043.0,2036,14007.0,0.7,1394,28,0.75,0.127,9.9893e-05,0.9999
+91169,Attrited Customer,51,F,2,Graduate,Single,Less than $40K,Blue,44,6,3,2,3181.0,2517,664.0,0.595,818,16,0.455,0.791,0.99447,0.00553
+91170,Existing Customer,58,M,3,Graduate,Married,$120K +,Blue,47,3,1,2,27088.0,0,27088.0,0.581,1135,24,0.846,0.0,5.7151e-05,0.99994
 91171,Existing Customer,59,F,0,Graduate,Married,Less than $40K,Blue,36,5,3,4,5688.0,914,4774.0,1.099,1824,53,1.038,0.161,0.00044282,0.99956
 91172,Existing Customer,51,M,4,High School,Married,$60K - $80K,Blue,38,5,2,3,10462.0,1824,8638.0,0.736,1267,31,0.55,0.174,0.00019517,0.9998
-91173,Attrited Customer,62,F,1,High School,Married,$40K - $60K,Blue,53,2,1,1,5249.0,0,5249.0,0.758,1315,31,0.722,0.0,0.96806,0.031939999999999996
-91174,Existing Customer,38,M,0,,Divorced,Less than $40K,Blue,36,3,3,2,5155.0,684,4471.0,0.588,1555,37,0.48,0.133,0.00016966,0.9998299999999999
-91175,Existing Customer,33,M,1,Uneducated,Married,$120K +,Blue,16,6,1,3,10705.0,1352,9353.0,1.171,2434,58,0.812,0.126,8.9404e-05,0.9999100000000001
-91176,Existing Customer,54,M,3,High School,Single,$80K - $120K,Blue,47,3,1,2,16494.0,1348,15146.0,0.759,1302,36,0.385,0.08199999999999999,5.5558999999999994e-05,0.9999399999999999
-91177,Existing Customer,37,F,1,Graduate,Married,$40K - $60K,Blue,30,5,3,4,6469.0,2351,4118.0,1.018,1717,50,0.667,0.363,0.00048435,0.9995200000000001
-91178,Existing Customer,30,M,0,,Married,$60K - $80K,Blue,23,3,3,2,5146.0,1773,3373.0,0.879,1509,45,0.667,0.345,0.00016966,0.9998299999999999
-91179,Existing Customer,61,M,0,High School,Married,$80K - $120K,Blue,50,4,1,3,2800.0,2448,352.0,0.5489999999999999,1433,40,0.48100000000000004,0.8740000000000001,7.727899999999999e-05,0.99992
-91180,Existing Customer,49,M,5,,Single,$60K - $80K,Blue,36,6,1,2,5159.0,1532,3627.0,0.787,1826,37,0.609,0.297,6.250199999999999e-05,0.9999399999999999
-91181,Existing Customer,56,M,1,Doctorate,Married,$60K - $80K,Blue,46,5,2,4,5248.0,1816,3432.0,0.696,2305,45,0.731,0.34600000000000003,0.00044353,0.99956
-91182,Existing Customer,51,F,3,Post-Graduate,Married,Less than $40K,Blue,46,5,3,2,5881.0,2005,3876.0,0.659,1931,56,0.8059999999999999,0.341,0.00021962,0.9997799999999999
-91183,Existing Customer,44,F,3,Graduate,Divorced,Less than $40K,Blue,36,6,3,3,1467.0,896,571.0,0.6920000000000001,1731,54,0.5,0.611,0.0003139,0.99969
+91173,Attrited Customer,62,F,1,High School,Married,$40K - $60K,Blue,53,2,1,1,5249.0,0,5249.0,0.758,1315,31,0.722,0.0,0.96806,0.03194
+91174,Existing Customer,38,M,0,,Divorced,Less than $40K,Blue,36,3,3,2,5155.0,684,4471.0,0.588,1555,37,0.48,0.133,0.00016966,0.99983
+91175,Existing Customer,33,M,1,Uneducated,Married,$120K +,Blue,16,6,1,3,10705.0,1352,9353.0,1.171,2434,58,0.812,0.126,8.9404e-05,0.99991
+91176,Existing Customer,54,M,3,High School,Single,$80K - $120K,Blue,47,3,1,2,16494.0,1348,15146.0,0.759,1302,36,0.385,0.082,5.5559e-05,0.99994
+91177,Existing Customer,37,F,1,Graduate,Married,$40K - $60K,Blue,30,5,3,4,6469.0,2351,4118.0,1.018,1717,50,0.667,0.363,0.00048435,0.99952
+91178,Existing Customer,30,M,0,,Married,$60K - $80K,Blue,23,3,3,2,5146.0,1773,3373.0,0.879,1509,45,0.667,0.345,0.00016966,0.99983
+91179,Existing Customer,61,M,0,High School,Married,$80K - $120K,Blue,50,4,1,3,2800.0,2448,352.0,0.549,1433,40,0.481,0.874,7.7279e-05,0.99992
+91180,Existing Customer,49,M,5,,Single,$60K - $80K,Blue,36,6,1,2,5159.0,1532,3627.0,0.787,1826,37,0.609,0.297,6.2502e-05,0.99994
+91181,Existing Customer,56,M,1,Doctorate,Married,$60K - $80K,Blue,46,5,2,4,5248.0,1816,3432.0,0.696,2305,45,0.731,0.346,0.00044353,0.99956
+91182,Existing Customer,51,F,3,Post-Graduate,Married,Less than $40K,Blue,46,5,3,2,5881.0,2005,3876.0,0.659,1931,56,0.806,0.341,0.00021962,0.99978
+91183,Existing Customer,44,F,3,Graduate,Divorced,Less than $40K,Blue,36,6,3,3,1467.0,896,571.0,0.692,1731,54,0.5,0.611,0.0003139,0.99969
 91184,Existing Customer,64,F,1,Uneducated,Married,$40K - $60K,Blue,52,6,2,2,4999.0,2299,2700.0,0.716,1601,48,0.5,0.46,0.00010985,0.99989
 91185,Existing Customer,46,F,3,High School,Married,,Blue,36,5,2,2,4668.0,0,4668.0,0.89,1612,47,1.474,0.0,0.00011482,0.99989
 91186,Existing Customer,39,F,2,Post-Graduate,,Less than $40K,Blue,36,4,3,4,1438.3,0,1438.3,0.7,1338,28,0.867,0.0,0.00060712,0.99939
-91187,Existing Customer,38,F,1,Uneducated,Single,Less than $40K,Blue,27,6,3,4,8638.0,0,8638.0,0.489,1295,29,0.381,0.0,0.0004980000000000001,0.9995
-91188,Existing Customer,53,M,1,Uneducated,Married,$120K +,Blue,45,5,1,3,9343.0,1286,8057.0,0.7120000000000001,1385,31,0.722,0.138,8.9404e-05,0.9999100000000001
+91187,Existing Customer,38,F,1,Uneducated,Single,Less than $40K,Blue,27,6,3,4,8638.0,0,8638.0,0.489,1295,29,0.381,0.0,0.000498,0.9995
+91188,Existing Customer,53,M,1,Uneducated,Married,$120K +,Blue,45,5,1,3,9343.0,1286,8057.0,0.712,1385,31,0.722,0.138,8.9404e-05,0.99991
 91189,Existing Customer,35,M,2,Post-Graduate,Married,$40K - $60K,Blue,21,3,1,3,2256.0,775,1481.0,0.879,1749,33,0.435,0.344,0.000109,0.99989
-91190,Existing Customer,26,M,0,College,Single,$60K - $80K,Blue,15,5,1,2,8267.0,1720,6547.0,0.633,1917,37,0.48,0.20800000000000002,4.595e-05,0.99995
-91191,Existing Customer,32,M,2,High School,Single,$40K - $60K,Blue,20,6,3,4,2235.0,1638,597.0,0.912,2905,56,0.8059999999999999,0.733,0.00050163,0.9995
-91192,Existing Customer,36,M,1,Uneducated,Married,$40K - $60K,Blue,16,5,3,2,3735.0,2027,1708.0,0.79,1672,48,0.655,0.5429999999999999,0.0001736,0.9998299999999999
+91190,Existing Customer,26,M,0,College,Single,$60K - $80K,Blue,15,5,1,2,8267.0,1720,6547.0,0.633,1917,37,0.48,0.208,4.595e-05,0.99995
+91191,Existing Customer,32,M,2,High School,Single,$40K - $60K,Blue,20,6,3,4,2235.0,1638,597.0,0.912,2905,56,0.806,0.733,0.00050163,0.9995
+91192,Existing Customer,36,M,1,Uneducated,Married,$40K - $60K,Blue,16,5,3,2,3735.0,2027,1708.0,0.79,1672,48,0.655,0.543,0.0001736,0.99983
 91193,Attrited Customer,48,M,2,College,Married,$80K - $120K,Blue,38,2,2,3,2111.0,0,2111.0,0.531,773,17,0.133,0.0,0.99466,0.00534
 91194,Existing Customer,55,M,2,,Single,$80K - $120K,Blue,36,5,2,2,10604.0,1988,8616.0,0.644,1578,30,0.579,0.187,0.00012511,0.99987
 91195,Existing Customer,52,M,2,Graduate,Married,$80K - $120K,Blue,42,5,3,2,21782.0,1006,20776.0,0.654,1537,35,0.591,0.046,0.00017987,0.99982
-91196,Existing Customer,52,F,1,High School,Married,Less than $40K,Blue,36,6,3,3,2133.0,1469,664.0,0.831,1426,37,0.682,0.6890000000000001,0.00027604,0.99972
+91196,Existing Customer,52,F,1,High School,Married,Less than $40K,Blue,36,6,3,3,2133.0,1469,664.0,0.831,1426,37,0.682,0.689,0.00027604,0.99972
 91197,Existing Customer,58,F,1,Doctorate,Single,$40K - $60K,Silver,47,5,2,4,16677.0,1590,15087.0,0.885,1410,37,0.609,0.095,0.00040077,0.9996
-91198,Existing Customer,38,F,2,Graduate,Married,Less than $40K,Blue,36,6,3,4,2717.0,1591,1126.0,1.5959999999999999,2064,33,1.062,0.586,0.000516,0.9994799999999999
-91199,Existing Customer,60,M,1,Graduate,Single,Less than $40K,Blue,48,5,3,3,3980.0,930,3050.0,0.72,4449,82,0.608,0.23399999999999999,0.00028395,0.99972
-91200,Attrited Customer,55,M,3,,Single,$60K - $80K,Blue,36,3,2,2,8411.0,979,7432.0,1.0290000000000001,990,22,0.375,0.11599999999999999,0.99236,0.007640000000000001
-91201,Existing Customer,43,F,3,College,Married,Less than $40K,Blue,36,3,2,4,2227.0,1394,833.0,1.4809999999999999,1972,41,0.8640000000000001,0.626,0.00032945,0.9996700000000001
-91202,Existing Customer,35,M,3,Post-Graduate,Single,$80K - $120K,Silver,29,5,3,2,34516.0,1872,32644.0,1.068,2227,61,1.103,0.054000000000000006,0.00019844,0.9998
-91203,Existing Customer,38,F,4,Graduate,Married,Less than $40K,Blue,36,4,3,3,1860.0,0,1860.0,0.992,1731,29,0.611,0.0,0.00031726,0.9996799999999999
-91204,Existing Customer,48,M,3,Graduate,,$60K - $80K,Blue,35,5,1,3,2829.0,2342,487.0,0.991,1561,41,1.05,0.828,9.612600000000001e-05,0.9999
-91205,Existing Customer,38,F,1,,Single,Less than $40K,Blue,36,3,2,3,3764.0,0,3764.0,0.583,1572,57,0.35700000000000004,0.0,0.00019751,0.9998
+91198,Existing Customer,38,F,2,Graduate,Married,Less than $40K,Blue,36,6,3,4,2717.0,1591,1126.0,1.596,2064,33,1.062,0.586,0.000516,0.99948
+91199,Existing Customer,60,M,1,Graduate,Single,Less than $40K,Blue,48,5,3,3,3980.0,930,3050.0,0.72,4449,82,0.608,0.234,0.00028395,0.99972
+91200,Attrited Customer,55,M,3,,Single,$60K - $80K,Blue,36,3,2,2,8411.0,979,7432.0,1.029,990,22,0.375,0.116,0.99236,0.00764
+91201,Existing Customer,43,F,3,College,Married,Less than $40K,Blue,36,3,2,4,2227.0,1394,833.0,1.481,1972,41,0.864,0.626,0.00032945,0.99967
+91202,Existing Customer,35,M,3,Post-Graduate,Single,$80K - $120K,Silver,29,5,3,2,34516.0,1872,32644.0,1.068,2227,61,1.103,0.054,0.00019844,0.9998
+91203,Existing Customer,38,F,4,Graduate,Married,Less than $40K,Blue,36,4,3,3,1860.0,0,1860.0,0.992,1731,29,0.611,0.0,0.00031726,0.99968
+91204,Existing Customer,48,M,3,Graduate,,$60K - $80K,Blue,35,5,1,3,2829.0,2342,487.0,0.991,1561,41,1.05,0.828,9.6126e-05,0.9999
+91205,Existing Customer,38,F,1,,Single,Less than $40K,Blue,36,3,2,3,3764.0,0,3764.0,0.583,1572,57,0.357,0.0,0.00019751,0.9998
 91206,Existing Customer,43,M,3,College,Single,$40K - $60K,Blue,23,6,2,2,4559.0,1664,2895.0,0.871,1652,37,0.609,0.365,0.00011483,0.99989
 91207,Existing Customer,36,F,2,Post-Graduate,Married,Less than $40K,Blue,25,5,3,4,4701.0,1492,3209.0,0.805,1679,32,0.455,0.317,0.00060712,0.99939
-91208,Existing Customer,34,M,2,College,Married,$80K - $120K,Blue,22,4,2,4,1631.0,0,1631.0,1.893,2962,57,1.111,0.0,0.00031749,0.9996799999999999
-91209,Existing Customer,39,F,2,,Married,,Blue,36,4,3,4,8096.0,1474,6622.0,0.789,1794,41,0.7829999999999999,0.182,0.00056716,0.9994299999999999
+91208,Existing Customer,34,M,2,College,Married,$80K - $120K,Blue,22,4,2,4,1631.0,0,1631.0,1.893,2962,57,1.111,0.0,0.00031749,0.99968
+91209,Existing Customer,39,F,2,,Married,,Blue,36,4,3,4,8096.0,1474,6622.0,0.789,1794,41,0.783,0.182,0.00056716,0.99943
 91210,Existing Customer,43,F,2,College,Single,Less than $40K,Blue,29,5,1,2,2304.0,1589,715.0,0.872,1273,36,0.895,0.69,5.3547e-05,0.99995
 91211,Existing Customer,48,F,2,Uneducated,Married,$40K - $60K,Blue,36,3,3,2,5210.0,0,5210.0,0.531,1309,45,0.607,0.0,0.00018494,0.99982
 91212,Existing Customer,44,M,4,Graduate,Married,$40K - $60K,Blue,38,5,2,3,5452.0,2091,3361.0,0.813,1347,30,0.5,0.384,0.00020077,0.9998
-91213,Existing Customer,38,M,1,Graduate,Married,$60K - $80K,Blue,31,6,3,3,7475.0,1473,6002.0,0.775,1592,30,0.429,0.19699999999999998,0.00028395,0.99972
+91213,Existing Customer,38,M,1,Graduate,Married,$60K - $80K,Blue,31,6,3,3,7475.0,1473,6002.0,0.775,1592,30,0.429,0.197,0.00028395,0.99972
 91214,Existing Customer,62,M,1,High School,Married,$40K - $60K,Blue,56,5,3,3,2359.0,1242,1117.0,1.043,2021,50,0.613,0.526,0.00027604,0.99972
-91215,Existing Customer,30,M,0,,Single,$80K - $120K,Blue,25,5,2,2,4237.0,1676,2561.0,0.7859999999999999,2465,88,0.725,0.396,0.00010736,0.99989
-91216,Existing Customer,39,M,3,,Married,$80K - $120K,Blue,33,6,6,4,18582.0,794,17788.0,0.7170000000000001,1836,46,0.586,0.043,0.00046462,0.99954
-91217,Existing Customer,53,F,3,High School,,Less than $40K,Blue,37,3,2,4,7202.0,974,6228.0,0.517,1397,33,0.5,0.135,0.00032942,0.9996700000000001
+91215,Existing Customer,30,M,0,,Single,$80K - $120K,Blue,25,5,2,2,4237.0,1676,2561.0,0.786,2465,88,0.725,0.396,0.00010736,0.99989
+91216,Existing Customer,39,M,3,,Married,$80K - $120K,Blue,33,6,6,4,18582.0,794,17788.0,0.717,1836,46,0.586,0.043,0.00046462,0.99954
+91217,Existing Customer,53,F,3,High School,,Less than $40K,Blue,37,3,2,4,7202.0,974,6228.0,0.517,1397,33,0.5,0.135,0.00032942,0.99967
 91218,Existing Customer,64,F,1,High School,Married,$40K - $60K,Blue,56,4,2,4,1438.3,0,1438.3,0.693,1417,35,0.591,0.0,0.00029799,0.9997
-91219,Existing Customer,51,F,4,Graduate,Single,,Blue,34,3,1,2,11221.0,1279,9942.0,1.1159999999999999,1564,45,1.6469999999999998,0.114,5.7762e-05,0.9999399999999999
-91220,Existing Customer,32,M,1,Graduate,Single,,Blue,26,6,3,4,18889.0,1880,17009.0,0.7020000000000001,2979,55,0.774,0.1,0.00048435,0.9995200000000001
+91219,Existing Customer,51,F,4,Graduate,Single,,Blue,34,3,1,2,11221.0,1279,9942.0,1.116,1564,45,1.647,0.114,5.7762e-05,0.99994
+91220,Existing Customer,32,M,1,Graduate,Single,,Blue,26,6,3,4,18889.0,1880,17009.0,0.702,2979,55,0.774,0.1,0.00048435,0.99952
 91221,Existing Customer,52,M,1,College,Married,$80K - $120K,Blue,48,4,3,3,2066.0,1601,465.0,0.742,1578,41,0.414,0.775,0.00027607,0.99972
-91222,Existing Customer,43,M,2,High School,Divorced,$80K - $120K,Blue,31,6,2,4,34516.0,1075,33441.0,0.727,3015,65,0.47700000000000004,0.031,0.00031746,0.9996799999999999
-91223,Existing Customer,40,M,5,Graduate,Single,$60K - $80K,Blue,27,6,1,2,2742.0,1416,1326.0,0.7609999999999999,1539,38,1.111,0.516,5.6861e-05,0.9999399999999999
-91224,Existing Customer,54,M,1,High School,Married,$60K - $80K,Blue,36,4,1,4,20050.0,1225,18825.0,0.907,1306,26,0.23800000000000002,0.061,0.00014421,0.9998600000000001
-91225,Existing Customer,34,F,4,High School,Single,Less than $40K,Blue,30,4,1,3,3046.0,2279,767.0,0.611,2330,69,0.643,0.748,9.444700000000001e-05,0.9999100000000001
-91226,Existing Customer,33,F,1,High School,Single,Less than $40K,Blue,25,6,3,4,6193.0,695,5498.0,0.632,2456,69,0.725,0.11199999999999999,0.00047086,0.9995299999999999
+91222,Existing Customer,43,M,2,High School,Divorced,$80K - $120K,Blue,31,6,2,4,34516.0,1075,33441.0,0.727,3015,65,0.477,0.031,0.00031746,0.99968
+91223,Existing Customer,40,M,5,Graduate,Single,$60K - $80K,Blue,27,6,1,2,2742.0,1416,1326.0,0.761,1539,38,1.111,0.516,5.6861e-05,0.99994
+91224,Existing Customer,54,M,1,High School,Married,$60K - $80K,Blue,36,4,1,4,20050.0,1225,18825.0,0.907,1306,26,0.238,0.061,0.00014421,0.99986
+91225,Existing Customer,34,F,4,High School,Single,Less than $40K,Blue,30,4,1,3,3046.0,2279,767.0,0.611,2330,69,0.643,0.748,9.4447e-05,0.99991
+91226,Existing Customer,33,F,1,High School,Single,Less than $40K,Blue,25,6,3,4,6193.0,695,5498.0,0.632,2456,69,0.725,0.112,0.00047086,0.99953
 91227,Existing Customer,36,M,2,Graduate,Married,$80K - $120K,Blue,28,5,3,3,5634.0,1996,3638.0,1.589,2366,49,0.69,0.354,0.00030251,0.9997
-91228,Existing Customer,65,M,1,Graduate,Married,Less than $40K,Blue,50,6,2,4,4507.0,1574,2933.0,0.7440000000000001,1793,38,0.652,0.349,0.00030653,0.99969
-91229,Existing Customer,43,M,3,High School,Single,$40K - $60K,Blue,33,5,2,3,3040.0,2517,523.0,0.493,1598,31,0.47600000000000003,0.828,0.00019311,0.9998100000000001
-91230,Existing Customer,53,M,0,Graduate,Married,$120K +,Blue,33,4,3,3,21006.0,1905,19101.0,0.701,1856,57,0.7809999999999999,0.091,0.0002596,0.99974
-91231,Existing Customer,48,F,3,College,Single,Less than $40K,Blue,38,3,3,4,7326.0,1710,5616.0,1.171,1852,62,1.0,0.233,0.00052057,0.9994799999999999
+91228,Existing Customer,65,M,1,Graduate,Married,Less than $40K,Blue,50,6,2,4,4507.0,1574,2933.0,0.744,1793,38,0.652,0.349,0.00030653,0.99969
+91229,Existing Customer,43,M,3,High School,Single,$40K - $60K,Blue,33,5,2,3,3040.0,2517,523.0,0.493,1598,31,0.476,0.828,0.00019311,0.99981
+91230,Existing Customer,53,M,0,Graduate,Married,$120K +,Blue,33,4,3,3,21006.0,1905,19101.0,0.701,1856,57,0.781,0.091,0.0002596,0.99974
+91231,Existing Customer,48,F,3,College,Single,Less than $40K,Blue,38,3,3,4,7326.0,1710,5616.0,1.171,1852,62,1.0,0.233,0.00052057,0.99948
 91232,Attrited Customer,39,F,3,High School,Single,Less than $40K,Blue,36,6,1,3,3651.0,0,3651.0,0.977,862,19,1.111,0.0,0.98941,0.01059
-91233,Existing Customer,57,F,1,,Married,Less than $40K,Blue,47,4,1,3,3416.0,2468,948.0,0.598,1536,42,0.556,0.722,9.557700000000001e-05,0.9999
-91234,Attrited Customer,51,F,3,Uneducated,Married,,Blue,36,3,3,2,3664.0,0,3664.0,0.8390000000000001,1168,31,0.409,0.0,0.99482,0.00518
-91235,Existing Customer,48,M,3,Graduate,Married,$60K - $80K,Blue,42,6,1,3,6085.0,930,5155.0,1.307,3154,59,0.9670000000000001,0.153,9.612600000000001e-05,0.9999
-91236,Existing Customer,51,M,2,High School,Married,$60K - $80K,Blue,38,5,3,2,22332.0,1748,20584.0,0.841,1318,28,0.647,0.078,0.00017486,0.9998299999999999
+91233,Existing Customer,57,F,1,,Married,Less than $40K,Blue,47,4,1,3,3416.0,2468,948.0,0.598,1536,42,0.556,0.722,9.5577e-05,0.9999
+91234,Attrited Customer,51,F,3,Uneducated,Married,,Blue,36,3,3,2,3664.0,0,3664.0,0.839,1168,31,0.409,0.0,0.99482,0.00518
+91235,Existing Customer,48,M,3,Graduate,Married,$60K - $80K,Blue,42,6,1,3,6085.0,930,5155.0,1.307,3154,59,0.967,0.153,9.6126e-05,0.9999
+91236,Existing Customer,51,M,2,High School,Married,$60K - $80K,Blue,38,5,3,2,22332.0,1748,20584.0,0.841,1318,28,0.647,0.078,0.00017486,0.99983
 91237,Existing Customer,26,F,0,,Single,Less than $40K,Blue,13,4,2,4,2063.0,1390,673.0,0.877,2602,42,0.556,0.674,0.00030803,0.99969
 91238,Existing Customer,38,F,2,Graduate,Married,Less than $40K,Blue,32,5,3,3,4429.0,0,4429.0,1.065,1970,40,0.818,0.0,0.00030251,0.9997
-91239,Existing Customer,35,M,3,Graduate,Married,$60K - $80K,Blue,26,6,3,2,3991.0,1982,2009.0,0.748,1661,35,0.9440000000000001,0.49700000000000005,0.00018665,0.9998100000000001
-91240,Existing Customer,46,F,3,Doctorate,Single,Less than $40K,Blue,36,5,1,4,2201.0,651,1550.0,0.825,3165,65,0.585,0.29600000000000004,0.00023730000000000002,0.99976
+91239,Existing Customer,35,M,3,Graduate,Married,$60K - $80K,Blue,26,6,3,2,3991.0,1982,2009.0,0.748,1661,35,0.944,0.497,0.00018665,0.99981
+91240,Existing Customer,46,F,3,Doctorate,Single,Less than $40K,Blue,36,5,1,4,2201.0,651,1550.0,0.825,3165,65,0.585,0.296,0.0002373,0.99976
 91241,Existing Customer,48,M,4,College,Single,$80K - $120K,Blue,36,4,3,2,2852.0,736,2116.0,0.386,1382,40,0.29,0.258,0.0001834,0.99982
 91242,Existing Customer,49,F,2,Uneducated,Married,Less than $40K,Blue,37,6,3,3,9723.0,2459,7264.0,0.444,1258,24,1.0,0.253,0.00031104,0.99969
 91243,Existing Customer,35,M,4,High School,Married,$40K - $60K,Blue,27,6,2,3,5325.0,1318,4007.0,1.045,1814,43,0.593,0.248,0.00019517,0.9998
 91244,Existing Customer,65,F,0,,Married,$40K - $60K,Blue,56,3,2,4,7427.0,1303,6124.0,0.61,1596,42,0.909,0.175,0.00030803,0.99969
-91245,Existing Customer,53,M,2,,Married,$60K - $80K,Blue,36,6,3,3,5619.0,1310,4309.0,1.276,1816,30,1.143,0.233,0.00033251,0.9996700000000001
-91246,Existing Customer,54,F,2,Uneducated,Married,Less than $40K,Blue,44,3,1,3,5413.0,1836,3577.0,0.7659999999999999,1164,43,0.593,0.33899999999999997,9.5249e-05,0.9999
-91247,Existing Customer,64,F,0,Graduate,Married,,Blue,36,3,1,3,7646.0,1010,6636.0,0.42100000000000004,1667,47,0.469,0.132,7.9494e-05,0.99992
-91248,Existing Customer,39,F,3,Graduate,Divorced,,Blue,30,3,3,2,2420.0,1422,998.0,0.731,1362,24,0.7140000000000001,0.588,0.00018665,0.9998100000000001
+91245,Existing Customer,53,M,2,,Married,$60K - $80K,Blue,36,6,3,3,5619.0,1310,4309.0,1.276,1816,30,1.143,0.233,0.00033251,0.99967
+91246,Existing Customer,54,F,2,Uneducated,Married,Less than $40K,Blue,44,3,1,3,5413.0,1836,3577.0,0.766,1164,43,0.593,0.339,9.5249e-05,0.9999
+91247,Existing Customer,64,F,0,Graduate,Married,,Blue,36,3,1,3,7646.0,1010,6636.0,0.421,1667,47,0.469,0.132,7.9494e-05,0.99992
+91248,Existing Customer,39,F,3,Graduate,Divorced,,Blue,30,3,3,2,2420.0,1422,998.0,0.731,1362,24,0.714,0.588,0.00018665,0.99981
 91249,Existing Customer,50,M,0,High School,Married,$80K - $120K,Blue,30,3,4,2,4252.0,0,4252.0,0.478,1598,45,0.324,0.0,0.00018134,0.99982
 91250,Existing Customer,54,F,3,Graduate,Married,Less than $40K,Blue,49,5,2,4,2031.0,1069,962.0,0.87,1943,47,0.621,0.526,0.00033886,0.99966
-91251,Existing Customer,38,F,4,Graduate,Married,,Blue,28,4,1,2,6861.0,1598,5263.0,2.103,2228,39,0.95,0.233,5.7762e-05,0.9999399999999999
+91251,Existing Customer,38,F,4,Graduate,Married,,Blue,28,4,1,2,6861.0,1598,5263.0,2.103,2228,39,0.95,0.233,5.7762e-05,0.99994
 91252,Existing Customer,39,M,1,High School,Married,$80K - $120K,Blue,28,4,2,4,3327.0,0,3327.0,1.089,1665,36,0.636,0.0,0.00029799,0.9997
-91253,Existing Customer,53,M,1,,Married,$40K - $60K,Blue,41,5,1,3,2885.0,1433,1452.0,1.0170000000000001,1170,23,0.769,0.49700000000000005,9.557700000000001e-05,0.9999
-91254,Existing Customer,53,M,2,High School,Married,$120K +,Blue,41,4,3,3,7272.0,2037,5235.0,0.795,2333,56,0.6970000000000001,0.28,0.00029408,0.99971
-91255,Existing Customer,32,M,1,College,Divorced,$80K - $120K,Blue,36,5,3,4,34516.0,0,34516.0,0.845,2305,60,0.7140000000000001,0.0,0.00047091,0.9995299999999999
-91256,Existing Customer,57,F,3,Uneducated,Married,Less than $40K,Blue,47,5,3,3,2515.0,1922,593.0,1.181,2231,58,0.611,0.764,0.00032275,0.9996799999999999
-91257,Existing Customer,65,F,0,High School,Married,Less than $40K,Blue,36,3,2,2,2798.0,1806,992.0,0.765,1543,35,0.591,0.645,9.4951e-05,0.9999100000000001
+91253,Existing Customer,53,M,1,,Married,$40K - $60K,Blue,41,5,1,3,2885.0,1433,1452.0,1.017,1170,23,0.769,0.497,9.5577e-05,0.9999
+91254,Existing Customer,53,M,2,High School,Married,$120K +,Blue,41,4,3,3,7272.0,2037,5235.0,0.795,2333,56,0.697,0.28,0.00029408,0.99971
+91255,Existing Customer,32,M,1,College,Divorced,$80K - $120K,Blue,36,5,3,4,34516.0,0,34516.0,0.845,2305,60,0.714,0.0,0.00047091,0.99953
+91256,Existing Customer,57,F,3,Uneducated,Married,Less than $40K,Blue,47,5,3,3,2515.0,1922,593.0,1.181,2231,58,0.611,0.764,0.00032275,0.99968
+91257,Existing Customer,65,F,0,High School,Married,Less than $40K,Blue,36,3,2,2,2798.0,1806,992.0,0.765,1543,35,0.591,0.645,9.4951e-05,0.99991
 91258,Existing Customer,57,M,2,Uneducated,Single,$80K - $120K,Blue,53,5,2,4,34516.0,2099,32417.0,0.629,1233,26,0.857,0.061,0.00033577,0.99966
-91259,Existing Customer,65,F,0,College,Married,Less than $40K,Blue,56,6,1,2,1438.3,680,758.3,0.512,2283,55,0.5710000000000001,0.473,4.595e-05,0.99995
+91259,Existing Customer,65,F,0,College,Married,Less than $40K,Blue,56,6,1,2,1438.3,680,758.3,0.512,2283,55,0.571,0.473,4.595e-05,0.99995
 91260,Existing Customer,65,M,0,High School,Single,Less than $40K,Silver,56,4,2,4,12609.0,2517,10092.0,0.833,2121,49,0.531,0.2,0.00024617,0.99975
-91261,Existing Customer,55,M,2,College,Married,$80K - $120K,Blue,50,4,2,4,19159.0,2108,17051.0,0.69,1813,52,0.5760000000000001,0.11,0.00031749,0.9996799999999999
-91262,Existing Customer,54,M,1,College,Married,$80K - $120K,Blue,42,4,1,4,9642.0,2517,7125.0,0.614,1401,35,0.45799999999999996,0.261,0.00014422,0.9998600000000001
-91263,Existing Customer,44,M,4,High School,Single,$120K +,Blue,37,5,3,3,8396.0,1672,6724.0,0.602,1475,35,0.75,0.19899999999999998,0.00030842,0.99969
-91264,Existing Customer,58,M,1,Uneducated,Married,$80K - $120K,Blue,50,5,3,2,6978.0,1148,5830.0,1.645,1362,26,1.0,0.165,0.0001736,0.9998299999999999
-91265,Existing Customer,53,F,1,College,Married,$40K - $60K,Blue,47,3,3,4,2459.0,1733,726.0,1.216,2309,62,0.632,0.705,0.00047091,0.9995299999999999
-91266,Existing Customer,33,F,1,High School,Single,Less than $40K,Silver,24,5,2,2,12956.0,0,12956.0,1.053,2492,56,0.9309999999999999,0.0,9.384399999999999e-05,0.9999100000000001
-91267,Existing Customer,47,F,5,Graduate,Married,Less than $40K,Blue,39,3,3,4,7128.0,1560,5568.0,0.573,1468,44,0.76,0.21899999999999997,0.00053272,0.9994700000000001
-91268,Existing Customer,51,M,1,,Single,$80K - $120K,Blue,41,6,2,2,18749.0,1314,17435.0,0.711,1381,33,0.435,0.07,0.00011743,0.9998799999999999
-91269,Existing Customer,38,F,3,Graduate,Married,Less than $40K,Blue,18,6,3,2,2193.0,1260,933.0,0.8859999999999999,1799,47,0.5670000000000001,0.575,0.00018665,0.9998100000000001
-91270,Existing Customer,57,M,3,Doctorate,Married,$80K - $120K,Blue,50,3,2,3,4522.0,1861,2661.0,0.9570000000000001,1806,38,0.727,0.41200000000000003,0.00028744,0.99971
-91271,Existing Customer,36,M,4,Uneducated,Married,$40K - $60K,Blue,28,3,1,4,2157.0,574,1583.0,0.825,1663,33,0.32,0.266,0.00017042,0.9998299999999999
-91272,Existing Customer,35,M,3,Uneducated,Married,$80K - $120K,Blue,25,3,1,2,11927.0,675,11252.0,0.574,1986,36,0.636,0.057,5.8763e-05,0.9999399999999999
-91273,Existing Customer,55,F,2,,Married,,Blue,50,6,1,4,11341.0,0,11341.0,0.41200000000000003,1731,46,0.586,0.0,0.00017371,0.9998299999999999
-91274,Existing Customer,57,F,4,Doctorate,Married,,Blue,47,4,3,3,7345.0,1814,5531.0,0.47200000000000003,1390,30,0.25,0.247,0.00045905,0.99954
+91261,Existing Customer,55,M,2,College,Married,$80K - $120K,Blue,50,4,2,4,19159.0,2108,17051.0,0.69,1813,52,0.576,0.11,0.00031749,0.99968
+91262,Existing Customer,54,M,1,College,Married,$80K - $120K,Blue,42,4,1,4,9642.0,2517,7125.0,0.614,1401,35,0.458,0.261,0.00014422,0.99986
+91263,Existing Customer,44,M,4,High School,Single,$120K +,Blue,37,5,3,3,8396.0,1672,6724.0,0.602,1475,35,0.75,0.199,0.00030842,0.99969
+91264,Existing Customer,58,M,1,Uneducated,Married,$80K - $120K,Blue,50,5,3,2,6978.0,1148,5830.0,1.645,1362,26,1.0,0.165,0.0001736,0.99983
+91265,Existing Customer,53,F,1,College,Married,$40K - $60K,Blue,47,3,3,4,2459.0,1733,726.0,1.216,2309,62,0.632,0.705,0.00047091,0.99953
+91266,Existing Customer,33,F,1,High School,Single,Less than $40K,Silver,24,5,2,2,12956.0,0,12956.0,1.053,2492,56,0.931,0.0,9.3844e-05,0.99991
+91267,Existing Customer,47,F,5,Graduate,Married,Less than $40K,Blue,39,3,3,4,7128.0,1560,5568.0,0.573,1468,44,0.76,0.219,0.00053272,0.99947
+91268,Existing Customer,51,M,1,,Single,$80K - $120K,Blue,41,6,2,2,18749.0,1314,17435.0,0.711,1381,33,0.435,0.07,0.00011743,0.99988
+91269,Existing Customer,38,F,3,Graduate,Married,Less than $40K,Blue,18,6,3,2,2193.0,1260,933.0,0.886,1799,47,0.567,0.575,0.00018665,0.99981
+91270,Existing Customer,57,M,3,Doctorate,Married,$80K - $120K,Blue,50,3,2,3,4522.0,1861,2661.0,0.957,1806,38,0.727,0.412,0.00028744,0.99971
+91271,Existing Customer,36,M,4,Uneducated,Married,$40K - $60K,Blue,28,3,1,4,2157.0,574,1583.0,0.825,1663,33,0.32,0.266,0.00017042,0.99983
+91272,Existing Customer,35,M,3,Uneducated,Married,$80K - $120K,Blue,25,3,1,2,11927.0,675,11252.0,0.574,1986,36,0.636,0.057,5.8763e-05,0.99994
+91273,Existing Customer,55,F,2,,Married,,Blue,50,6,1,4,11341.0,0,11341.0,0.412,1731,46,0.586,0.0,0.00017371,0.99983
+91274,Existing Customer,57,F,4,Doctorate,Married,,Blue,47,4,3,3,7345.0,1814,5531.0,0.472,1390,30,0.25,0.247,0.00045905,0.99954
 91275,Existing Customer,56,M,2,Doctorate,Married,$60K - $80K,Blue,51,3,3,4,6036.0,1409,4627.0,0.56,1741,45,0.364,0.233,0.00074656,0.99925
-91276,Existing Customer,38,F,2,High School,Single,Less than $40K,Blue,27,6,1,3,2096.0,1567,529.0,0.778,1559,49,1.042,0.748,9.0056e-05,0.9999100000000001
-91277,Existing Customer,54,F,3,Graduate,Married,Less than $40K,Blue,49,4,1,3,1906.0,1271,635.0,0.574,1343,37,0.682,0.667,9.612600000000001e-05,0.9999
+91276,Existing Customer,38,F,2,High School,Single,Less than $40K,Blue,27,6,1,3,2096.0,1567,529.0,0.778,1559,49,1.042,0.748,9.0056e-05,0.99991
+91277,Existing Customer,54,F,3,Graduate,Married,Less than $40K,Blue,49,4,1,3,1906.0,1271,635.0,0.574,1343,37,0.682,0.667,9.6126e-05,0.9999
 91278,Existing Customer,48,M,2,,,$80K - $120K,Blue,35,5,2,4,5039.0,0,5039.0,0.757,1390,23,0.769,0.0,0.00035894,0.99964
-91279,Attrited Customer,53,M,1,Graduate,Married,$80K - $120K,Blue,42,2,1,2,6214.0,1147,5067.0,0.861,938,35,0.75,0.185,0.9810200000000001,0.01898
-91280,Existing Customer,30,F,1,Graduate,Married,Less than $40K,Blue,17,3,1,3,1512.0,810,702.0,1.294,2558,44,0.5710000000000001,0.536,8.6952e-05,0.9999100000000001
-91281,Existing Customer,47,M,2,Uneducated,Married,$80K - $120K,Silver,38,4,3,4,34516.0,733,33783.0,1.229,3018,60,0.5379999999999999,0.021,0.00047939999999999994,0.9995200000000001
-91282,Existing Customer,60,F,1,College,Married,Less than $40K,Blue,53,4,3,3,3346.0,922,2424.0,0.9129999999999999,1276,21,0.75,0.276,0.00027607,0.99972
+91279,Attrited Customer,53,M,1,Graduate,Married,$80K - $120K,Blue,42,2,1,2,6214.0,1147,5067.0,0.861,938,35,0.75,0.185,0.98102,0.01898
+91280,Existing Customer,30,F,1,Graduate,Married,Less than $40K,Blue,17,3,1,3,1512.0,810,702.0,1.294,2558,44,0.571,0.536,8.6952e-05,0.99991
+91281,Existing Customer,47,M,2,Uneducated,Married,$80K - $120K,Silver,38,4,3,4,34516.0,733,33783.0,1.229,3018,60,0.538,0.021,0.0004794,0.99952
+91282,Existing Customer,60,F,1,College,Married,Less than $40K,Blue,53,4,3,3,3346.0,922,2424.0,0.913,1276,21,0.75,0.276,0.00027607,0.99972
 91283,Attrited Customer,54,M,3,College,Single,$120K +,Blue,49,3,2,3,34516.0,0,34516.0,1.203,2115,24,0.263,0.0,0.99485,0.00515
 91284,Existing Customer,37,F,2,Uneducated,Married,Less than $40K,Blue,28,5,2,4,6660.0,1362,5298.0,1.36,2660,51,0.759,0.205,0.00033577,0.99966
 91285,Existing Customer,32,F,1,Post-Graduate,Married,Less than $40K,Blue,20,5,2,3,2234.0,1865,369.0,0.732,2115,59,0.439,0.835,0.00021143,0.99979
-91286,Existing Customer,44,F,4,Uneducated,Married,Less than $40K,Blue,33,5,4,2,9671.0,704,8967.0,0.6990000000000001,2955,66,0.941,0.073,0.00023439999999999998,0.99977
-91287,Existing Customer,53,F,1,College,Single,$40K - $60K,Blue,47,5,3,2,6605.0,1479,5126.0,0.7390000000000001,2017,47,0.679,0.22399999999999998,0.00016415,0.99984
-91288,Existing Customer,43,M,2,High School,Divorced,$80K - $120K,Blue,33,4,3,2,3083.0,1898,1185.0,1.042,1448,30,2.0,0.616,0.00017486,0.9998299999999999
-91289,Attrited Customer,49,F,2,Graduate,Single,Less than $40K,Blue,31,5,1,2,5456.0,951,4505.0,0.737,1096,27,0.588,0.174,0.9821700000000001,0.017830000000000002
-91290,Existing Customer,38,F,4,,Single,,Blue,14,4,1,2,4394.0,0,4394.0,0.889,1538,43,0.536,0.0,6.3492e-05,0.9999399999999999
-91291,Existing Customer,56,F,1,College,Married,$40K - $60K,Blue,44,5,1,4,4088.0,1557,2531.0,1.248,2250,39,0.857,0.381,0.00014422,0.9998600000000001
+91286,Existing Customer,44,F,4,Uneducated,Married,Less than $40K,Blue,33,5,4,2,9671.0,704,8967.0,0.699,2955,66,0.941,0.073,0.0002344,0.99977
+91287,Existing Customer,53,F,1,College,Single,$40K - $60K,Blue,47,5,3,2,6605.0,1479,5126.0,0.739,2017,47,0.679,0.224,0.00016415,0.99984
+91288,Existing Customer,43,M,2,High School,Divorced,$80K - $120K,Blue,33,4,3,2,3083.0,1898,1185.0,1.042,1448,30,2.0,0.616,0.00017486,0.99983
+91289,Attrited Customer,49,F,2,Graduate,Single,Less than $40K,Blue,31,5,1,2,5456.0,951,4505.0,0.737,1096,27,0.588,0.174,0.98217,0.01783
+91290,Existing Customer,38,F,4,,Single,,Blue,14,4,1,2,4394.0,0,4394.0,0.889,1538,43,0.536,0.0,6.3492e-05,0.99994
+91291,Existing Customer,56,F,1,College,Married,$40K - $60K,Blue,44,5,1,4,4088.0,1557,2531.0,1.248,2250,39,0.857,0.381,0.00014422,0.99986
 91292,Existing Customer,26,F,0,Graduate,Single,$40K - $60K,Blue,36,5,3,3,3930.0,0,3930.0,0.758,2067,42,0.355,0.0,0.0002596,0.99974
-91293,Existing Customer,58,M,1,High School,Married,$60K - $80K,Blue,46,3,2,4,4188.0,1147,3041.0,1.042,1276,25,1.083,0.27399999999999997,0.00029799,0.9997
-91294,Existing Customer,33,M,1,,Married,$60K - $80K,Blue,22,3,3,0,3637.0,1998,1639.0,1.412,2161,56,0.9309999999999999,0.5489999999999999,6.846e-05,0.9999299999999999
+91293,Existing Customer,58,M,1,High School,Married,$60K - $80K,Blue,46,3,2,4,4188.0,1147,3041.0,1.042,1276,25,1.083,0.274,0.00029799,0.9997
+91294,Existing Customer,33,M,1,,Married,$60K - $80K,Blue,22,3,3,0,3637.0,1998,1639.0,1.412,2161,56,0.931,0.549,6.846e-05,0.99993
 91295,Existing Customer,35,M,3,High School,Single,$80K - $120K,Blue,28,4,2,2,11521.0,1147,10374.0,1.023,2260,68,1.125,0.1,0.00011482,0.99989
 91296,Existing Customer,37,M,3,High School,Married,$60K - $80K,Blue,32,6,2,2,2253.0,1667,586.0,0.884,1641,45,0.667,0.74,0.00011482,0.99989
 91297,Existing Customer,27,F,1,Graduate,Single,,Blue,13,6,2,4,2339.0,2080,259.0,1.067,2294,45,0.452,0.889,0.00030653,0.99969
-91298,Existing Customer,43,M,4,High School,Single,$80K - $120K,Blue,37,6,1,2,30503.0,2517,27986.0,0.462,1860,47,0.306,0.083,5.6153e-05,0.9999399999999999
+91298,Existing Customer,43,M,4,High School,Single,$80K - $120K,Blue,37,6,1,2,30503.0,2517,27986.0,0.462,1860,47,0.306,0.083,5.6153e-05,0.99994
 91299,Existing Customer,49,M,2,Graduate,Divorced,$60K - $80K,Blue,36,5,3,2,4596.0,0,4596.0,0.93,2872,62,0.722,0.0,0.00017987,0.99982
 91300,Attrited Customer,49,M,2,Uneducated,Married,$80K - $120K,Blue,43,1,3,3,5701.0,2517,3184.0,0.716,961,32,0.524,0.442,0.9968,0.00320374
-91301,Existing Customer,39,F,3,Graduate,Married,Less than $40K,Blue,32,5,6,3,3221.0,0,3221.0,0.6779999999999999,1765,40,0.6,0.0,0.00024781,0.99975
-91302,Existing Customer,41,F,3,Uneducated,Married,Less than $40K,Blue,29,5,3,3,3022.0,1142,1880.0,0.40299999999999997,1184,21,0.615,0.37799999999999995,0.00032275,0.9996799999999999
-91303,Existing Customer,32,F,0,High School,Divorced,Less than $40K,Blue,36,5,2,4,2699.0,1609,1090.0,0.893,2141,56,0.8059999999999999,0.596,0.00027243,0.9997299999999999
+91301,Existing Customer,39,F,3,Graduate,Married,Less than $40K,Blue,32,5,6,3,3221.0,0,3221.0,0.678,1765,40,0.6,0.0,0.00024781,0.99975
+91302,Existing Customer,41,F,3,Uneducated,Married,Less than $40K,Blue,29,5,3,3,3022.0,1142,1880.0,0.403,1184,21,0.615,0.378,0.00032275,0.99968
+91303,Existing Customer,32,F,0,High School,Divorced,Less than $40K,Blue,36,5,2,4,2699.0,1609,1090.0,0.893,2141,56,0.806,0.596,0.00027243,0.99973
 91304,Existing Customer,58,F,1,Uneducated,Married,Less than $40K,Blue,39,3,3,3,2210.0,1624,586.0,0.627,1287,37,0.48,0.735,0.00029196,0.99971
 91305,Existing Customer,56,M,2,Post-Graduate,Married,$60K - $80K,Blue,49,5,3,4,1438.3,0,1438.3,0.77,1446,38,0.81,0.0,0.00060712,0.99939
-91306,Existing Customer,37,M,2,Graduate,Married,Less than $40K,Blue,36,3,3,4,2041.0,1687,354.0,0.677,1555,45,0.552,0.8270000000000001,0.000516,0.9994799999999999
+91306,Existing Customer,37,M,2,Graduate,Married,Less than $40K,Blue,36,3,3,4,2041.0,1687,354.0,0.677,1555,45,0.552,0.827,0.000516,0.99948
 91307,Existing Customer,39,M,1,High School,Married,$120K +,Blue,34,4,2,2,3250.0,1698,1552.0,0.767,2006,58,0.568,0.522,0.00010386,0.9999
-91308,Existing Customer,26,F,0,Graduate,Single,$40K - $60K,Blue,13,6,3,4,1643.0,1101,542.0,0.713,2152,50,0.47100000000000003,0.67,0.00044282,0.99956
-91309,Existing Customer,31,F,1,,Single,,Silver,36,4,3,2,34516.0,0,34516.0,0.7909999999999999,2183,60,1.069,0.0,0.00016768,0.9998299999999999
-91310,Attrited Customer,46,F,3,High School,Single,,Blue,34,4,3,3,29543.0,1164,28379.0,0.7170000000000001,1015,27,0.35,0.039,0.9967299999999999,0.00326528
-91311,Existing Customer,36,M,2,College,Married,$120K +,Blue,29,6,3,2,3158.0,0,3158.0,1.209,2973,63,0.9690000000000001,0.0,0.00017488,0.9998299999999999
-91312,Existing Customer,39,M,1,,Married,$80K - $120K,Blue,36,6,2,3,2899.0,1999,900.0,0.8320000000000001,1687,35,0.591,0.69,0.00019751,0.9998
-91313,Existing Customer,53,F,4,College,Married,Less than $40K,Blue,36,4,1,3,2972.0,2160,812.0,0.956,2552,62,0.6759999999999999,0.727,9.4455e-05,0.9999100000000001
-91314,Existing Customer,38,F,3,Uneducated,Married,Less than $40K,Blue,23,6,2,2,5645.0,0,5645.0,1.05,1527,32,0.455,0.0,0.00012144,0.9998799999999999
-91315,Existing Customer,37,M,2,Graduate,Married,Less than $40K,Blue,36,6,3,2,2463.0,1751,712.0,0.8540000000000001,2171,58,0.758,0.711,0.00017987,0.99982
-91316,Existing Customer,47,F,2,Graduate,Married,Less than $40K,Blue,41,5,3,4,1438.3,0,1438.3,0.8,1501,40,0.7390000000000001,0.0,0.000516,0.9994799999999999
-91317,Existing Customer,56,M,1,College,Divorced,$80K - $120K,Blue,36,3,3,3,34516.0,1477,33039.0,1.234,2395,50,0.7240000000000001,0.043,0.00027607,0.99972
-91318,Existing Customer,55,F,3,High School,Married,Less than $40K,Blue,48,6,2,2,2897.0,1601,1296.0,0.878,1337,25,0.47100000000000003,0.5529999999999999,0.00011482,0.99989
-91319,Existing Customer,31,F,0,Uneducated,Single,Less than $40K,Blue,36,4,2,0,5391.0,0,5391.0,1.075,1971,56,0.6,0.0,3.7045e-05,0.9999600000000001
-91320,Existing Customer,62,F,0,Graduate,Single,,Blue,36,5,2,4,2870.0,2284,586.0,0.6609999999999999,3946,74,0.574,0.7959999999999999,0.00028024,0.99972
-91321,Existing Customer,34,M,3,High School,Married,$120K +,Blue,25,3,2,4,23959.0,2517,21442.0,0.9259999999999999,1870,45,0.667,0.105,0.00032942,0.9996700000000001
-91322,Existing Customer,33,M,3,High School,Married,$60K - $80K,Blue,25,5,2,2,14918.0,2028,12890.0,1.3419999999999999,2171,35,1.0590000000000002,0.136,0.00011482,0.99989
+91308,Existing Customer,26,F,0,Graduate,Single,$40K - $60K,Blue,13,6,3,4,1643.0,1101,542.0,0.713,2152,50,0.471,0.67,0.00044282,0.99956
+91309,Existing Customer,31,F,1,,Single,,Silver,36,4,3,2,34516.0,0,34516.0,0.791,2183,60,1.069,0.0,0.00016768,0.99983
+91310,Attrited Customer,46,F,3,High School,Single,,Blue,34,4,3,3,29543.0,1164,28379.0,0.717,1015,27,0.35,0.039,0.99673,0.00326528
+91311,Existing Customer,36,M,2,College,Married,$120K +,Blue,29,6,3,2,3158.0,0,3158.0,1.209,2973,63,0.969,0.0,0.00017488,0.99983
+91312,Existing Customer,39,M,1,,Married,$80K - $120K,Blue,36,6,2,3,2899.0,1999,900.0,0.832,1687,35,0.591,0.69,0.00019751,0.9998
+91313,Existing Customer,53,F,4,College,Married,Less than $40K,Blue,36,4,1,3,2972.0,2160,812.0,0.956,2552,62,0.676,0.727,9.4455e-05,0.99991
+91314,Existing Customer,38,F,3,Uneducated,Married,Less than $40K,Blue,23,6,2,2,5645.0,0,5645.0,1.05,1527,32,0.455,0.0,0.00012144,0.99988
+91315,Existing Customer,37,M,2,Graduate,Married,Less than $40K,Blue,36,6,3,2,2463.0,1751,712.0,0.854,2171,58,0.758,0.711,0.00017987,0.99982
+91316,Existing Customer,47,F,2,Graduate,Married,Less than $40K,Blue,41,5,3,4,1438.3,0,1438.3,0.8,1501,40,0.739,0.0,0.000516,0.99948
+91317,Existing Customer,56,M,1,College,Divorced,$80K - $120K,Blue,36,3,3,3,34516.0,1477,33039.0,1.234,2395,50,0.724,0.043,0.00027607,0.99972
+91318,Existing Customer,55,F,3,High School,Married,Less than $40K,Blue,48,6,2,2,2897.0,1601,1296.0,0.878,1337,25,0.471,0.553,0.00011482,0.99989
+91319,Existing Customer,31,F,0,Uneducated,Single,Less than $40K,Blue,36,4,2,0,5391.0,0,5391.0,1.075,1971,56,0.6,0.0,3.7045e-05,0.99996
+91320,Existing Customer,62,F,0,Graduate,Single,,Blue,36,5,2,4,2870.0,2284,586.0,0.661,3946,74,0.574,0.796,0.00028024,0.99972
+91321,Existing Customer,34,M,3,High School,Married,$120K +,Blue,25,3,2,4,23959.0,2517,21442.0,0.926,1870,45,0.667,0.105,0.00032942,0.99967
+91322,Existing Customer,33,M,3,High School,Married,$60K - $80K,Blue,25,5,2,2,14918.0,2028,12890.0,1.342,2171,35,1.059,0.136,0.00011482,0.99989
 91323,Existing Customer,38,F,2,Uneducated,Single,Less than $40K,Blue,29,3,3,2,3590.0,1924,1666.0,0.573,1472,37,0.762,0.536,0.00018494,0.99982
-91324,Existing Customer,65,M,0,Graduate,Married,$40K - $60K,Blue,56,3,3,2,2297.0,0,2297.0,0.511,1941,51,0.41700000000000004,0.0,0.00015435,0.99985
+91324,Existing Customer,65,M,0,Graduate,Married,$40K - $60K,Blue,56,3,3,2,2297.0,0,2297.0,0.511,1941,51,0.417,0.0,0.00015435,0.99985
 91325,Existing Customer,57,M,1,High School,Married,$80K - $120K,Blue,53,3,2,4,25058.0,1710,23348.0,0.613,2053,55,0.528,0.068,0.00029799,0.9997
-91326,Attrited Customer,58,F,0,High School,Married,Less than $40K,Blue,36,3,2,2,7418.0,396,7022.0,0.826,911,26,1.0,0.053,0.9895799999999999,0.01042
-91327,Existing Customer,60,M,1,,Divorced,$40K - $60K,Blue,49,4,3,2,3012.0,0,3012.0,0.5379999999999999,1315,23,0.278,0.0,0.00018558,0.9998100000000001
-91328,Existing Customer,39,M,3,,Single,$40K - $60K,Blue,24,3,1,4,4562.0,1721,2841.0,0.8959999999999999,1896,50,1.5,0.377,0.00018025,0.99982
-91329,Existing Customer,39,F,2,High School,Married,,Blue,27,6,2,2,10723.0,1529,9194.0,1.426,2938,63,0.703,0.14300000000000002,0.00011065,0.99989
-91330,Existing Customer,39,F,2,High School,Married,Less than $40K,Blue,36,6,2,3,1578.0,760,818.0,0.7090000000000001,2017,43,0.955,0.48200000000000004,0.0001861,0.9998100000000001
-91331,Existing Customer,60,M,0,Uneducated,Married,Less than $40K,Blue,49,4,2,4,2094.0,1560,534.0,0.537,1969,41,0.36700000000000005,0.745,0.00028814,0.99971
-91332,Existing Customer,37,F,3,High School,Married,Less than $40K,Blue,19,5,1,3,4138.0,0,4138.0,1.168,2420,50,0.613,0.0,9.344799999999999e-05,0.9999100000000001
-91333,Existing Customer,41,F,4,Graduate,Married,,Blue,30,3,1,2,5417.0,1904,3513.0,0.496,1768,56,0.556,0.35100000000000003,5.7762e-05,0.9999399999999999
-91334,Existing Customer,56,M,3,Uneducated,Married,$120K +,Blue,36,6,3,3,34516.0,1047,33469.0,0.61,1378,30,0.429,0.03,0.00032275,0.9996799999999999
-91335,Existing Customer,60,M,0,High School,Married,$60K - $80K,Blue,54,6,1,2,9592.0,1968,7624.0,0.61,1821,55,0.447,0.205,4.5946000000000004e-05,0.99995
-91336,Existing Customer,56,F,4,High School,Single,Less than $40K,Blue,36,3,1,3,8881.0,2145,6736.0,0.705,2027,49,0.815,0.242,9.444700000000001e-05,0.9999100000000001
-91337,Existing Customer,62,M,0,College,Married,$40K - $60K,Blue,54,3,3,4,1438.3,0,1438.3,0.795,1843,49,0.581,0.0,0.00043053,0.9995700000000001
+91326,Attrited Customer,58,F,0,High School,Married,Less than $40K,Blue,36,3,2,2,7418.0,396,7022.0,0.826,911,26,1.0,0.053,0.98958,0.01042
+91327,Existing Customer,60,M,1,,Divorced,$40K - $60K,Blue,49,4,3,2,3012.0,0,3012.0,0.538,1315,23,0.278,0.0,0.00018558,0.99981
+91328,Existing Customer,39,M,3,,Single,$40K - $60K,Blue,24,3,1,4,4562.0,1721,2841.0,0.896,1896,50,1.5,0.377,0.00018025,0.99982
+91329,Existing Customer,39,F,2,High School,Married,,Blue,27,6,2,2,10723.0,1529,9194.0,1.426,2938,63,0.703,0.143,0.00011065,0.99989
+91330,Existing Customer,39,F,2,High School,Married,Less than $40K,Blue,36,6,2,3,1578.0,760,818.0,0.709,2017,43,0.955,0.482,0.0001861,0.99981
+91331,Existing Customer,60,M,0,Uneducated,Married,Less than $40K,Blue,49,4,2,4,2094.0,1560,534.0,0.537,1969,41,0.367,0.745,0.00028814,0.99971
+91332,Existing Customer,37,F,3,High School,Married,Less than $40K,Blue,19,5,1,3,4138.0,0,4138.0,1.168,2420,50,0.613,0.0,9.3448e-05,0.99991
+91333,Existing Customer,41,F,4,Graduate,Married,,Blue,30,3,1,2,5417.0,1904,3513.0,0.496,1768,56,0.556,0.351,5.7762e-05,0.99994
+91334,Existing Customer,56,M,3,Uneducated,Married,$120K +,Blue,36,6,3,3,34516.0,1047,33469.0,0.61,1378,30,0.429,0.03,0.00032275,0.99968
+91335,Existing Customer,60,M,0,High School,Married,$60K - $80K,Blue,54,6,1,2,9592.0,1968,7624.0,0.61,1821,55,0.447,0.205,4.5946e-05,0.99995
+91336,Existing Customer,56,F,4,High School,Single,Less than $40K,Blue,36,3,1,3,8881.0,2145,6736.0,0.705,2027,49,0.815,0.242,9.4447e-05,0.99991
+91337,Existing Customer,62,M,0,College,Married,$40K - $60K,Blue,54,3,3,4,1438.3,0,1438.3,0.795,1843,49,0.581,0.0,0.00043053,0.99957
 91338,Existing Customer,41,F,2,Uneducated,Married,Less than $40K,Blue,33,3,3,3,3893.0,1157,2736.0,1.169,1536,39,0.773,0.297,0.00031104,0.99969
-91339,Existing Customer,44,F,1,,Married,Less than $40K,Blue,38,5,2,4,3242.0,799,2443.0,0.45899999999999996,1424,37,0.027999999999999997,0.24600000000000002,0.00033692,0.99966
+91339,Existing Customer,44,F,1,,Married,Less than $40K,Blue,38,5,2,4,3242.0,799,2443.0,0.459,1424,37,0.028,0.246,0.00033692,0.99966
 91340,Existing Customer,59,M,1,Graduate,Single,$40K - $60K,Blue,53,3,3,3,6035.0,1392,4643.0,0.361,1551,32,0.6,0.231,0.00028395,0.99972
 91341,Existing Customer,55,F,1,College,Married,,Blue,36,6,3,2,17642.0,1846,15796.0,0.72,2148,54,0.862,0.105,0.00016415,0.99984
 91342,Existing Customer,26,M,1,High School,Single,$60K - $80K,Blue,15,6,3,3,4327.0,0,4327.0,0.624,2344,48,0.297,0.0,0.00027604,0.99972
 91343,Attrited Customer,40,M,4,Graduate,Single,$80K - $120K,Silver,22,3,1,3,34516.0,0,34516.0,0.64,1028,26,0.3,0.0,0.98874,0.01126
 91344,Existing Customer,44,F,2,,,Less than $40K,Blue,32,5,1,3,4852.0,1777,3075.0,0.667,1775,55,1.037,0.366,0.00010183,0.9999
-91345,Existing Customer,37,M,2,Uneducated,Single,,Blue,28,5,3,3,7147.0,1424,5723.0,0.821,2539,50,1.273,0.19899999999999998,0.00031104,0.99969
+91345,Existing Customer,37,M,2,Uneducated,Single,,Blue,28,5,3,3,7147.0,1424,5723.0,0.821,2539,50,1.273,0.199,0.00031104,0.99969
 91346,Existing Customer,37,M,1,High School,Married,$60K - $80K,Blue,27,6,3,3,10320.0,1799,8521.0,0.75,1754,45,0.5,0.174,0.00027604,0.99972
-91347,Existing Customer,65,F,0,Graduate,Married,Less than $40K,Blue,49,4,2,2,3297.0,2297,1000.0,0.7440000000000001,1894,56,0.556,0.6970000000000001,9.7673e-05,0.9999
+91347,Existing Customer,65,F,0,Graduate,Married,Less than $40K,Blue,49,4,2,2,3297.0,2297,1000.0,0.744,1894,56,0.556,0.697,9.7673e-05,0.9999
 91348,Existing Customer,46,M,3,College,Married,$60K - $80K,Blue,36,5,2,2,9981.0,807,9174.0,0.655,1456,30,0.667,0.081,0.00011483,0.99989
-91349,Existing Customer,53,M,2,High School,Married,$120K +,Blue,36,5,3,3,3329.0,1092,2237.0,1.466,1978,33,0.833,0.32799999999999996,0.00029408,0.99971
-91350,Existing Customer,56,F,1,Uneducated,Married,Less than $40K,Blue,36,6,3,4,5991.0,1993,3998.0,0.6729999999999999,1867,53,0.767,0.33299999999999996,0.0004980000000000001,0.9995
-91351,Existing Customer,48,M,3,Graduate,Married,$40K - $60K,Blue,30,3,1,3,3235.0,2517,718.0,1.091,1637,43,0.87,0.778,9.612600000000001e-05,0.9999
-91352,Existing Customer,34,M,2,High School,Married,$120K +,Blue,21,3,3,3,6259.0,1063,5196.0,0.6679999999999999,1836,50,0.515,0.17,0.00029408,0.99971
-91353,Existing Customer,65,M,0,Graduate,Married,Less than $40K,Blue,56,6,3,2,2541.0,1616,925.0,0.41700000000000004,1416,27,0.588,0.636,0.00015435,0.99985
-91354,Existing Customer,55,M,4,Post-Graduate,Married,$80K - $120K,Blue,43,6,2,4,21351.0,2517,18834.0,0.818,1887,32,0.882,0.11800000000000001,0.00040297,0.9996
-91355,Existing Customer,32,M,1,,Married,$40K - $60K,Blue,36,3,2,4,8998.0,1471,7527.0,0.8440000000000001,1931,48,0.371,0.163,0.00033692,0.99966
-91356,Existing Customer,58,F,4,Graduate,Married,,Blue,42,3,3,4,10247.0,1600,8647.0,0.63,1754,44,0.6920000000000001,0.156,0.00054115,0.99946
+91349,Existing Customer,53,M,2,High School,Married,$120K +,Blue,36,5,3,3,3329.0,1092,2237.0,1.466,1978,33,0.833,0.328,0.00029408,0.99971
+91350,Existing Customer,56,F,1,Uneducated,Married,Less than $40K,Blue,36,6,3,4,5991.0,1993,3998.0,0.673,1867,53,0.767,0.333,0.000498,0.9995
+91351,Existing Customer,48,M,3,Graduate,Married,$40K - $60K,Blue,30,3,1,3,3235.0,2517,718.0,1.091,1637,43,0.87,0.778,9.6126e-05,0.9999
+91352,Existing Customer,34,M,2,High School,Married,$120K +,Blue,21,3,3,3,6259.0,1063,5196.0,0.668,1836,50,0.515,0.17,0.00029408,0.99971
+91353,Existing Customer,65,M,0,Graduate,Married,Less than $40K,Blue,56,6,3,2,2541.0,1616,925.0,0.417,1416,27,0.588,0.636,0.00015435,0.99985
+91354,Existing Customer,55,M,4,Post-Graduate,Married,$80K - $120K,Blue,43,6,2,4,21351.0,2517,18834.0,0.818,1887,32,0.882,0.118,0.00040297,0.9996
+91355,Existing Customer,32,M,1,,Married,$40K - $60K,Blue,36,3,2,4,8998.0,1471,7527.0,0.844,1931,48,0.371,0.163,0.00033692,0.99966
+91356,Existing Customer,58,F,4,Graduate,Married,,Blue,42,3,3,4,10247.0,1600,8647.0,0.63,1754,44,0.692,0.156,0.00054115,0.99946
 91357,Existing Customer,54,M,3,High School,Married,$120K +,Blue,42,6,3,2,20311.0,1655,18656.0,0.431,1266,34,0.308,0.081,0.00018145,0.99982
-91358,Existing Customer,52,M,2,High School,Single,$60K - $80K,Silver,33,6,1,4,33182.0,1997,31185.0,0.755,1630,43,0.87,0.06,0.00013882,0.9998600000000001
+91358,Existing Customer,52,M,2,High School,Single,$60K - $80K,Silver,33,6,1,4,33182.0,1997,31185.0,0.755,1630,43,0.87,0.06,0.00013882,0.99986
 91359,Existing Customer,36,M,3,Uneducated,Married,$60K - $80K,Blue,16,4,5,4,1686.0,1252,434.0,0.575,1758,42,1.1,0.743,0.00061486,0.99939
-91360,Attrited Customer,56,M,3,Graduate,Single,$60K - $80K,Blue,36,2,2,3,4742.0,855,3887.0,0.635,870,24,0.5,0.18,0.9949899999999999,0.0050100000000000006
-91361,Existing Customer,33,M,3,Graduate,Married,$60K - $80K,Blue,36,5,1,3,1726.0,1215,511.0,1.175,1712,48,0.5479999999999999,0.7040000000000001,9.612600000000001e-05,0.9999
+91360,Attrited Customer,56,M,3,Graduate,Single,$60K - $80K,Blue,36,2,2,3,4742.0,855,3887.0,0.635,870,24,0.5,0.18,0.99499,0.00501
+91361,Existing Customer,33,M,3,Graduate,Married,$60K - $80K,Blue,36,5,1,3,1726.0,1215,511.0,1.175,1712,48,0.548,0.704,9.6126e-05,0.9999
 91362,Existing Customer,61,M,0,Graduate,Married,$80K - $120K,Blue,56,4,2,4,8420.0,1389,7031.0,0.522,1114,34,0.545,0.165,0.00028024,0.99972
 91363,Existing Customer,61,M,0,Graduate,Married,$60K - $80K,Blue,49,4,3,4,3352.0,1713,1639.0,0.657,1952,50,0.667,0.511,0.00044282,0.99956
-91364,Existing Customer,43,M,4,Uneducated,Single,$40K - $60K,Blue,39,5,2,2,6648.0,2242,4406.0,0.79,2089,60,0.579,0.337,0.00012274,0.9998799999999999
-91365,Existing Customer,48,F,3,College,Divorced,Less than $40K,Blue,36,4,3,3,2335.0,1845,490.0,0.537,1362,33,0.26899999999999996,0.79,0.00030519,0.99969
-91366,Existing Customer,36,M,3,Graduate,Married,$60K - $80K,Blue,27,4,3,2,12397.0,1001,11396.0,0.7559999999999999,1888,42,0.44799999999999995,0.081,0.00018665,0.9998100000000001
-91367,Existing Customer,34,M,2,Uneducated,Married,$40K - $60K,Blue,26,5,1,4,1438.3,708,730.3,1.212,2243,43,0.483,0.49200000000000005,0.00016249,0.99984
-91368,Existing Customer,53,F,1,Graduate,Single,Less than $40K,Blue,46,3,6,4,2240.0,1601,639.0,0.833,3795,70,0.75,0.715,0.00038238,0.9996200000000001
-91369,Existing Customer,43,F,5,,Single,$40K - $60K,Blue,33,4,3,4,5330.0,1161,4169.0,0.5579999999999999,1441,43,0.387,0.218,0.00058553,0.99941
+91364,Existing Customer,43,M,4,Uneducated,Single,$40K - $60K,Blue,39,5,2,2,6648.0,2242,4406.0,0.79,2089,60,0.579,0.337,0.00012274,0.99988
+91365,Existing Customer,48,F,3,College,Divorced,Less than $40K,Blue,36,4,3,3,2335.0,1845,490.0,0.537,1362,33,0.269,0.79,0.00030519,0.99969
+91366,Existing Customer,36,M,3,Graduate,Married,$60K - $80K,Blue,27,4,3,2,12397.0,1001,11396.0,0.756,1888,42,0.448,0.081,0.00018665,0.99981
+91367,Existing Customer,34,M,2,Uneducated,Married,$40K - $60K,Blue,26,5,1,4,1438.3,708,730.3,1.212,2243,43,0.483,0.492,0.00016249,0.99984
+91368,Existing Customer,53,F,1,Graduate,Single,Less than $40K,Blue,46,3,6,4,2240.0,1601,639.0,0.833,3795,70,0.75,0.715,0.00038238,0.99962
+91369,Existing Customer,43,F,5,,Single,$40K - $60K,Blue,33,4,3,4,5330.0,1161,4169.0,0.558,1441,43,0.387,0.218,0.00058553,0.99941
 91370,Existing Customer,61,F,1,High School,Married,Less than $40K,Blue,51,3,3,3,1795.0,794,1001.0,0.953,1834,59,1.107,0.442,0.00027604,0.99972
-91371,Existing Customer,55,M,2,High School,Married,$80K - $120K,Blue,47,3,1,4,5741.0,1894,3847.0,1.111,2170,51,0.9620000000000001,0.33,0.00015363,0.99985
+91371,Existing Customer,55,M,2,High School,Married,$80K - $120K,Blue,47,3,1,4,5741.0,1894,3847.0,1.111,2170,51,0.962,0.33,0.00015363,0.99985
 91372,Existing Customer,51,F,1,Graduate,Married,,Blue,39,4,3,3,2002.0,1248,754.0,0.502,1585,40,0.905,0.623,0.00028395,0.99972
-91373,Existing Customer,38,M,1,Graduate,Single,$80K - $120K,Blue,19,6,3,2,25662.0,1515,24147.0,0.556,1484,36,0.636,0.059000000000000004,0.00016883,0.9998299999999999
+91373,Existing Customer,38,M,1,Graduate,Single,$80K - $120K,Blue,19,6,3,2,25662.0,1515,24147.0,0.556,1484,36,0.636,0.059,0.00016883,0.99983
 91374,Existing Customer,52,M,2,Uneducated,Single,$80K - $120K,Blue,36,3,1,4,22103.0,1515,20588.0,0.506,1541,29,0.318,0.069,0.00016249,0.99984
-91375,Existing Customer,36,F,5,High School,Married,Less than $40K,Blue,17,3,1,3,1438.3,0,1438.3,1.028,1975,40,0.6,0.0,9.2974e-05,0.9999100000000001
-91376,Attrited Customer,45,F,3,High School,Married,$40K - $60K,Blue,30,5,2,2,12355.0,0,12355.0,0.912,1044,28,0.273,0.0,0.9913700000000001,0.00863
-91377,Existing Customer,34,F,3,College,Married,$40K - $60K,Blue,29,4,1,2,2000.0,0,2000.0,0.782,1944,42,0.75,0.0,5.5564e-05,0.9999399999999999
-91378,Existing Customer,27,M,0,Graduate,Single,$120K +,Blue,17,6,2,2,8713.0,1354,7359.0,0.5579999999999999,2094,36,0.33299999999999996,0.155,9.7673e-05,0.9999
+91375,Existing Customer,36,F,5,High School,Married,Less than $40K,Blue,17,3,1,3,1438.3,0,1438.3,1.028,1975,40,0.6,0.0,9.2974e-05,0.99991
+91376,Attrited Customer,45,F,3,High School,Married,$40K - $60K,Blue,30,5,2,2,12355.0,0,12355.0,0.912,1044,28,0.273,0.0,0.99137,0.00863
+91377,Existing Customer,34,F,3,College,Married,$40K - $60K,Blue,29,4,1,2,2000.0,0,2000.0,0.782,1944,42,0.75,0.0,5.5564e-05,0.99994
+91378,Existing Customer,27,M,0,Graduate,Single,$120K +,Blue,17,6,2,2,8713.0,1354,7359.0,0.558,2094,36,0.333,0.155,9.7673e-05,0.9999
 91379,Existing Customer,49,F,5,,Divorced,Less than $40K,Blue,36,4,1,4,9165.0,0,9165.0,0.597,1846,56,0.647,0.0,0.00017934,0.99982
-91380,Existing Customer,43,F,1,Graduate,Married,Less than $40K,Silver,31,5,1,2,11583.0,631,10952.0,0.7140000000000001,3320,55,0.774,0.054000000000000006,4.6711e-05,0.99995
-91381,Existing Customer,52,M,4,Graduate,Married,$80K - $120K,Blue,32,4,3,3,1438.3,702,736.3,0.805,1805,53,0.606,0.488,0.00031726,0.9996799999999999
+91380,Existing Customer,43,F,1,Graduate,Married,Less than $40K,Silver,31,5,1,2,11583.0,631,10952.0,0.714,3320,55,0.774,0.054,4.6711e-05,0.99995
+91381,Existing Customer,52,M,4,Graduate,Married,$80K - $120K,Blue,32,4,3,3,1438.3,702,736.3,0.805,1805,53,0.606,0.488,0.00031726,0.99968
 91382,Attrited Customer,31,F,2,,Married,,Blue,20,3,1,2,8149.0,0,8149.0,0.331,808,30,0.111,0.0,0.98375,0.01625
 91383,Attrited Customer,40,M,3,Uneducated,Married,$80K - $120K,Blue,29,3,2,3,3616.0,1151,2465.0,0.687,820,21,0.75,0.318,0.99513,0.00487126
 91384,Existing Customer,39,M,3,Graduate,,$80K - $120K,Blue,31,6,2,4,8434.0,2222,6212.0,0.691,1414,27,0.929,0.263,0.00033886,0.99966
-91385,Existing Customer,45,M,3,Graduate,Married,$60K - $80K,Blue,25,3,3,2,9791.0,1311,8480.0,0.7040000000000001,1649,59,0.513,0.134,0.00018665,0.9998100000000001
-91386,Existing Customer,37,F,2,Graduate,Single,Less than $40K,Blue,24,5,2,3,8444.0,1945,6499.0,0.703,2497,74,0.609,0.23,0.00019143,0.9998100000000001
-91387,Existing Customer,49,F,4,Graduate,Divorced,Less than $40K,Blue,43,3,1,4,2228.0,1003,1225.0,1.119,2104,44,0.467,0.45,0.00016574,0.9998299999999999
+91385,Existing Customer,45,M,3,Graduate,Married,$60K - $80K,Blue,25,3,3,2,9791.0,1311,8480.0,0.704,1649,59,0.513,0.134,0.00018665,0.99981
+91386,Existing Customer,37,F,2,Graduate,Single,Less than $40K,Blue,24,5,2,3,8444.0,1945,6499.0,0.703,2497,74,0.609,0.23,0.00019143,0.99981
+91387,Existing Customer,49,F,4,Graduate,Divorced,Less than $40K,Blue,43,3,1,4,2228.0,1003,1225.0,1.119,2104,44,0.467,0.45,0.00016574,0.99983
 91388,Attrited Customer,56,M,3,Graduate,Married,$120K +,Blue,36,5,1,1,12211.0,0,12211.0,0.642,903,29,0.526,0.0,0.9718,0.0282
-91389,Existing Customer,62,F,0,High School,Married,Less than $40K,Blue,51,6,3,4,1438.3,0,1438.3,0.7020000000000001,1445,38,0.31,0.0,0.00043049,0.9995700000000001
-91390,Existing Customer,37,F,3,High School,Married,$40K - $60K,Blue,31,5,3,3,1586.0,1038,548.0,0.973,1724,24,0.7140000000000001,0.654,0.00030516,0.99969
-91391,Existing Customer,42,M,3,High School,Single,$40K - $60K,Blue,37,3,3,3,2247.0,1045,1202.0,0.9520000000000001,1300,31,0.55,0.465,0.00030516,0.99969
-91392,Existing Customer,36,M,3,Graduate,Single,$60K - $80K,Blue,30,3,4,3,2789.0,1584,1205.0,0.996,2688,60,0.7140000000000001,0.568,0.00037935,0.9996200000000001
+91389,Existing Customer,62,F,0,High School,Married,Less than $40K,Blue,51,6,3,4,1438.3,0,1438.3,0.702,1445,38,0.31,0.0,0.00043049,0.99957
+91390,Existing Customer,37,F,3,High School,Married,$40K - $60K,Blue,31,5,3,3,1586.0,1038,548.0,0.973,1724,24,0.714,0.654,0.00030516,0.99969
+91391,Existing Customer,42,M,3,High School,Single,$40K - $60K,Blue,37,3,3,3,2247.0,1045,1202.0,0.952,1300,31,0.55,0.465,0.00030516,0.99969
+91392,Existing Customer,36,M,3,Graduate,Single,$60K - $80K,Blue,30,3,4,3,2789.0,1584,1205.0,0.996,2688,60,0.714,0.568,0.00037935,0.99962
 91393,Existing Customer,59,M,0,Graduate,Married,$40K - $60K,Blue,53,3,2,3,4241.0,0,4241.0,0.607,1798,45,0.731,0.0,0.00016428,0.99984
-91394,Existing Customer,40,F,1,Graduate,Married,,Blue,29,5,1,3,8398.0,1892,6506.0,0.861,1489,29,0.526,0.225,8.6952e-05,0.9999100000000001
+91394,Existing Customer,40,F,1,Graduate,Married,,Blue,29,5,1,3,8398.0,1892,6506.0,0.861,1489,29,0.526,0.225,8.6952e-05,0.99991
 91395,Existing Customer,43,M,3,High School,Single,$40K - $60K,Blue,36,6,3,3,4112.0,768,3344.0,0.413,1334,40,0.429,0.187,0.00030516,0.99969
-91396,Existing Customer,29,M,2,Graduate,Divorced,$40K - $60K,Silver,22,6,2,3,15578.0,1383,14195.0,0.794,2492,71,0.614,0.08900000000000001,0.00017297,0.9998299999999999
-91397,Existing Customer,42,F,4,Graduate,Married,$40K - $60K,Blue,36,6,2,2,4008.0,1636,2372.0,0.637,1395,43,0.955,0.408,0.00011937,0.9998799999999999
-91398,Existing Customer,63,F,1,High School,Married,,Blue,50,6,1,3,12766.0,0,12766.0,0.6679999999999999,1191,28,0.647,0.0,8.453e-05,0.99992
-91399,Existing Customer,36,F,2,Post-Graduate,Single,Less than $40K,Blue,24,5,2,4,3438.0,1129,2309.0,0.605,2331,56,0.436,0.32799999999999996,0.00038424,0.9996200000000001
-91400,Existing Customer,53,M,4,High School,Married,$80K - $120K,Blue,43,3,1,2,16692.0,2446,14246.0,0.853,1288,29,0.45,0.147,5.6153e-05,0.9999399999999999
-91401,Existing Customer,36,F,2,Uneducated,Married,Less than $40K,Blue,36,4,2,2,4066.0,1639,2427.0,1.749,3040,56,0.9309999999999999,0.40299999999999997,0.00011703,0.9998799999999999
-91402,Existing Customer,36,M,3,,Married,$60K - $80K,Blue,30,5,2,3,13080.0,0,13080.0,0.685,1999,44,0.5710000000000001,0.0,0.00021834,0.9997799999999999
-91403,Existing Customer,26,M,0,College,Single,Less than $40K,Blue,36,4,1,2,1934.0,1070,864.0,0.44799999999999995,2334,61,0.452,0.5529999999999999,4.595e-05,0.99995
+91396,Existing Customer,29,M,2,Graduate,Divorced,$40K - $60K,Silver,22,6,2,3,15578.0,1383,14195.0,0.794,2492,71,0.614,0.089,0.00017297,0.99983
+91397,Existing Customer,42,F,4,Graduate,Married,$40K - $60K,Blue,36,6,2,2,4008.0,1636,2372.0,0.637,1395,43,0.955,0.408,0.00011937,0.99988
+91398,Existing Customer,63,F,1,High School,Married,,Blue,50,6,1,3,12766.0,0,12766.0,0.668,1191,28,0.647,0.0,8.453e-05,0.99992
+91399,Existing Customer,36,F,2,Post-Graduate,Single,Less than $40K,Blue,24,5,2,4,3438.0,1129,2309.0,0.605,2331,56,0.436,0.328,0.00038424,0.99962
+91400,Existing Customer,53,M,4,High School,Married,$80K - $120K,Blue,43,3,1,2,16692.0,2446,14246.0,0.853,1288,29,0.45,0.147,5.6153e-05,0.99994
+91401,Existing Customer,36,F,2,Uneducated,Married,Less than $40K,Blue,36,4,2,2,4066.0,1639,2427.0,1.749,3040,56,0.931,0.403,0.00011703,0.99988
+91402,Existing Customer,36,M,3,,Married,$60K - $80K,Blue,30,5,2,3,13080.0,0,13080.0,0.685,1999,44,0.571,0.0,0.00021834,0.99978
+91403,Existing Customer,26,M,0,College,Single,Less than $40K,Blue,36,4,1,2,1934.0,1070,864.0,0.448,2334,61,0.452,0.553,4.595e-05,0.99995
 91404,Existing Customer,45,F,0,,Single,Less than $40K,Blue,36,6,2,3,3230.0,2517,713.0,0.615,1931,57,0.425,0.779,0.00018057,0.99982
-91405,Existing Customer,55,F,0,Graduate,Married,Less than $40K,Blue,36,6,2,4,3615.0,1699,1916.0,0.5760000000000001,1967,40,0.5379999999999999,0.47,0.00028024,0.99972
+91405,Existing Customer,55,F,0,Graduate,Married,Less than $40K,Blue,36,6,2,4,3615.0,1699,1916.0,0.576,1967,40,0.538,0.47,0.00028024,0.99972
 91406,Existing Customer,61,F,0,,,,Blue,36,4,2,2,1801.0,0,1801.0,1.234,3193,62,1.48,0.0,0.00010736,0.99989
 91407,Existing Customer,26,M,0,Uneducated,Single,Less than $40K,Blue,36,4,3,4,2665.0,1567,1098.0,0.586,2514,64,0.455,0.588,0.00045531,0.99954
-91408,Existing Customer,40,M,4,Graduate,Married,$60K - $80K,Silver,25,5,3,2,28822.0,2517,26305.0,0.49200000000000005,1504,35,0.29600000000000004,0.087,0.00017045,0.9998299999999999
+91408,Existing Customer,40,M,4,Graduate,Married,$60K - $80K,Silver,25,5,3,2,28822.0,2517,26305.0,0.492,1504,35,0.296,0.087,0.00017045,0.99983
 91409,Existing Customer,38,M,2,Graduate,Single,$40K - $60K,Blue,24,6,3,2,14632.0,1158,13474.0,0.501,1399,36,0.5,0.079,0.00017987,0.99982
 91410,Existing Customer,32,F,0,College,Married,,Blue,36,5,3,3,6715.0,1314,5401.0,0.987,1731,41,0.519,0.196,0.00025239,0.99975
 91411,Existing Customer,53,M,2,,Married,$60K - $80K,Blue,46,3,2,3,6658.0,1761,4897.0,0.489,1309,40,0.6,0.264,0.00021042,0.99979
-91412,Existing Customer,52,F,2,Graduate,Single,$40K - $60K,Blue,44,6,2,3,3360.0,1219,2141.0,0.41200000000000003,1309,30,1.0,0.363,0.00019143,0.9998100000000001
-91413,Existing Customer,29,M,1,Graduate,Married,$80K - $120K,Blue,14,5,3,2,14853.0,0,14853.0,1.025,1800,41,0.519,0.0,0.00016883,0.9998299999999999
-91414,Existing Customer,38,M,2,Graduate,Married,$60K - $80K,Blue,25,3,3,4,4800.0,1212,3588.0,1.254,2935,62,0.879,0.252,0.000516,0.9994799999999999
-91415,Existing Customer,27,M,0,,Single,$40K - $60K,Blue,17,5,1,2,4610.0,0,4610.0,0.794,2280,49,0.4,0.0,5.1951000000000005e-05,0.99995
-91416,Existing Customer,46,F,4,High School,Married,Less than $40K,Blue,36,3,3,4,1438.3,981,457.3,0.6629999999999999,1114,33,0.65,0.682,0.00052608,0.9994700000000001
-91417,Existing Customer,57,M,0,Uneducated,Single,$60K - $80K,Blue,42,6,4,3,8377.0,1211,7166.0,0.813,1797,44,1.2,0.145,0.00032257,0.9996799999999999
-91418,Existing Customer,42,M,3,High School,Single,$80K - $120K,Blue,30,4,5,4,4147.0,1719,2428.0,0.875,1776,44,0.5710000000000001,0.415,0.00058135,0.9994200000000001
+91412,Existing Customer,52,F,2,Graduate,Single,$40K - $60K,Blue,44,6,2,3,3360.0,1219,2141.0,0.412,1309,30,1.0,0.363,0.00019143,0.99981
+91413,Existing Customer,29,M,1,Graduate,Married,$80K - $120K,Blue,14,5,3,2,14853.0,0,14853.0,1.025,1800,41,0.519,0.0,0.00016883,0.99983
+91414,Existing Customer,38,M,2,Graduate,Married,$60K - $80K,Blue,25,3,3,4,4800.0,1212,3588.0,1.254,2935,62,0.879,0.252,0.000516,0.99948
+91415,Existing Customer,27,M,0,,Single,$40K - $60K,Blue,17,5,1,2,4610.0,0,4610.0,0.794,2280,49,0.4,0.0,5.1951e-05,0.99995
+91416,Existing Customer,46,F,4,High School,Married,Less than $40K,Blue,36,3,3,4,1438.3,981,457.3,0.663,1114,33,0.65,0.682,0.00052608,0.99947
+91417,Existing Customer,57,M,0,Uneducated,Single,$60K - $80K,Blue,42,6,4,3,8377.0,1211,7166.0,0.813,1797,44,1.2,0.145,0.00032257,0.99968
+91418,Existing Customer,42,M,3,High School,Single,$80K - $120K,Blue,30,4,5,4,4147.0,1719,2428.0,0.875,1776,44,0.571,0.415,0.00058135,0.99942
 91419,Existing Customer,62,F,0,Post-Graduate,Married,$40K - $60K,Blue,55,6,1,4,2644.0,2207,437.0,0.866,1194,30,0.765,0.835,0.00015958,0.99984
-91420,Existing Customer,37,F,1,Graduate,,$40K - $60K,Blue,30,5,3,4,13355.0,1631,11724.0,1.113,1921,37,0.85,0.122,0.00048435,0.9995200000000001
-91421,Existing Customer,57,F,2,,Divorced,$40K - $60K,Blue,36,5,2,2,3251.0,1887,1364.0,1.0070000000000001,3228,67,0.763,0.58,0.00012511,0.99987
+91420,Existing Customer,37,F,1,Graduate,,$40K - $60K,Blue,30,5,3,4,13355.0,1631,11724.0,1.113,1921,37,0.85,0.122,0.00048435,0.99952
+91421,Existing Customer,57,F,2,,Divorced,$40K - $60K,Blue,36,5,2,2,3251.0,1887,1364.0,1.007,3228,67,0.763,0.58,0.00012511,0.99987
 91422,Existing Customer,35,M,2,High School,Single,$40K - $60K,Blue,36,5,3,4,2100.0,950,1150.0,0.764,2623,74,1.114,0.452,0.00050163,0.9995
-91423,Existing Customer,55,F,1,,Married,Less than $40K,Blue,50,5,3,4,3566.0,1401,2165.0,0.903,2425,54,0.8,0.39299999999999996,0.00053237,0.9994700000000001
-91424,Existing Customer,56,F,4,Graduate,Married,,Blue,49,5,1,3,14915.0,1111,13804.0,0.846,1388,35,0.667,0.07400000000000001,9.7154e-05,0.9999
+91423,Existing Customer,55,F,1,,Married,Less than $40K,Blue,50,5,3,4,3566.0,1401,2165.0,0.903,2425,54,0.8,0.393,0.00053237,0.99947
+91424,Existing Customer,56,F,4,Graduate,Married,,Blue,49,5,1,3,14915.0,1111,13804.0,0.846,1388,35,0.667,0.074,9.7154e-05,0.9999
 91425,Existing Customer,39,M,2,Graduate,Married,$60K - $80K,Blue,27,3,1,4,13003.0,0,13003.0,0.877,1697,40,1.105,0.0,0.00015804,0.99984
-91426,Existing Customer,64,M,0,College,Married,Less than $40K,Blue,55,5,3,4,2492.0,1424,1068.0,0.485,1375,30,0.364,0.5710000000000001,0.00043053,0.9995700000000001
-91427,Existing Customer,37,F,4,Graduate,Married,Less than $40K,Blue,31,5,2,3,1758.0,1180,578.0,0.7440000000000001,2013,41,0.36700000000000005,0.6709999999999999,0.00020077,0.9998
-91428,Existing Customer,34,M,1,College,Married,$60K - $80K,Blue,23,3,2,2,5510.0,1604,3906.0,0.551,1995,53,0.262,0.29100000000000004,0.00010387,0.9999
-91429,Existing Customer,46,M,5,Uneducated,Divorced,$60K - $80K,Blue,36,3,1,2,17196.0,1646,15550.0,0.542,1466,41,1.278,0.096,5.8465e-05,0.9999399999999999
-91430,Existing Customer,65,F,0,High School,Married,$40K - $60K,Blue,46,6,1,3,5877.0,1697,4180.0,1.058,2494,58,0.706,0.289,7.727899999999999e-05,0.99992
-91431,Existing Customer,36,M,0,Graduate,Married,$60K - $80K,Blue,31,5,1,2,7667.0,0,7667.0,0.632,1501,35,0.667,0.0,4.7263000000000005e-05,0.99995
-91432,Existing Customer,35,F,2,College,Married,$40K - $60K,Blue,24,4,1,3,2939.0,1865,1074.0,0.932,2077,47,0.679,0.635,9.0064e-05,0.9999100000000001
-91433,Existing Customer,49,M,1,,Single,$80K - $120K,Blue,31,6,1,4,5898.0,1348,4550.0,0.64,1002,21,1.3330000000000002,0.22899999999999998,0.00016305,0.99984
+91426,Existing Customer,64,M,0,College,Married,Less than $40K,Blue,55,5,3,4,2492.0,1424,1068.0,0.485,1375,30,0.364,0.571,0.00043053,0.99957
+91427,Existing Customer,37,F,4,Graduate,Married,Less than $40K,Blue,31,5,2,3,1758.0,1180,578.0,0.744,2013,41,0.367,0.671,0.00020077,0.9998
+91428,Existing Customer,34,M,1,College,Married,$60K - $80K,Blue,23,3,2,2,5510.0,1604,3906.0,0.551,1995,53,0.262,0.291,0.00010387,0.9999
+91429,Existing Customer,46,M,5,Uneducated,Divorced,$60K - $80K,Blue,36,3,1,2,17196.0,1646,15550.0,0.542,1466,41,1.278,0.096,5.8465e-05,0.99994
+91430,Existing Customer,65,F,0,High School,Married,$40K - $60K,Blue,46,6,1,3,5877.0,1697,4180.0,1.058,2494,58,0.706,0.289,7.7279e-05,0.99992
+91431,Existing Customer,36,M,0,Graduate,Married,$60K - $80K,Blue,31,5,1,2,7667.0,0,7667.0,0.632,1501,35,0.667,0.0,4.7263e-05,0.99995
+91432,Existing Customer,35,F,2,College,Married,$40K - $60K,Blue,24,4,1,3,2939.0,1865,1074.0,0.932,2077,47,0.679,0.635,9.0064e-05,0.99991
+91433,Existing Customer,49,M,1,,Single,$80K - $120K,Blue,31,6,1,4,5898.0,1348,4550.0,0.64,1002,21,1.333,0.229,0.00016305,0.99984
 91434,Existing Customer,46,F,3,Uneducated,Single,,Blue,33,5,3,4,19995.0,0,19995.0,0.65,1879,34,0.7,0.0,0.00055052,0.99945
 91435,Existing Customer,26,M,0,Post-Graduate,Married,$40K - $60K,Blue,36,6,1,4,2773.0,2080,693.0,0.695,3567,73,0.622,0.75,0.00015958,0.99984
-91436,Existing Customer,52,M,3,Graduate,Single,$60K - $80K,Blue,44,4,2,4,3323.0,2310,1013.0,0.7490000000000001,1599,47,0.8079999999999999,0.695,0.00033886,0.99966
-91437,Existing Customer,38,F,0,Graduate,Married,,Blue,28,5,3,3,16049.0,799,15250.0,0.777,1989,33,0.5710000000000001,0.05,0.0002596,0.99974
-91438,Existing Customer,37,M,1,High School,Married,$40K - $60K,Blue,28,3,4,2,3601.0,1236,2365.0,0.726,1802,34,0.478,0.34299999999999997,0.00019835,0.9998
-91439,Existing Customer,33,F,3,Graduate,Married,Less than $40K,Blue,25,3,2,2,2307.0,1385,922.0,1.515,2440,48,0.846,0.6,0.00011811,0.9998799999999999
-91440,Existing Customer,59,M,1,Uneducated,Married,$60K - $80K,Blue,36,4,3,3,3742.0,1175,2567.0,0.514,1505,31,0.8240000000000001,0.314,0.00029196,0.99971
-91441,Existing Customer,34,M,3,High School,Married,$40K - $60K,Blue,29,6,3,3,2937.0,869,2068.0,1.493,2171,45,0.875,0.29600000000000004,0.00030516,0.99969
-91442,Existing Customer,39,F,3,Post-Graduate,,,Blue,26,6,1,4,3209.0,2517,692.0,0.431,1292,37,0.762,0.784,0.00019296,0.9998100000000001
-91443,Existing Customer,59,M,0,Graduate,Married,$60K - $80K,Blue,53,6,1,4,12554.0,2169,10385.0,0.529,1422,30,0.579,0.17300000000000001,0.00013562,0.9998600000000001
-91444,Existing Customer,50,M,1,Graduate,Married,$60K - $80K,Blue,34,6,3,4,4702.0,0,4702.0,0.578,1673,44,0.257,0.0,0.00048435,0.9995200000000001
-91445,Existing Customer,26,F,1,,Single,$40K - $60K,Blue,14,4,2,4,5645.0,2324,3321.0,0.655,2482,57,0.727,0.41200000000000003,0.00033692,0.99966
-91446,Existing Customer,32,M,0,High School,Married,$60K - $80K,Blue,13,3,3,4,14308.0,1889,12419.0,1.053,1659,39,1.167,0.132,0.00043049,0.9995700000000001
-91447,Attrited Customer,51,F,2,College,Married,$40K - $60K,Blue,46,3,1,3,4882.0,695,4187.0,0.508,1544,44,0.517,0.142,0.9890200000000001,0.01098
+91436,Existing Customer,52,M,3,Graduate,Single,$60K - $80K,Blue,44,4,2,4,3323.0,2310,1013.0,0.749,1599,47,0.808,0.695,0.00033886,0.99966
+91437,Existing Customer,38,F,0,Graduate,Married,,Blue,28,5,3,3,16049.0,799,15250.0,0.777,1989,33,0.571,0.05,0.0002596,0.99974
+91438,Existing Customer,37,M,1,High School,Married,$40K - $60K,Blue,28,3,4,2,3601.0,1236,2365.0,0.726,1802,34,0.478,0.343,0.00019835,0.9998
+91439,Existing Customer,33,F,3,Graduate,Married,Less than $40K,Blue,25,3,2,2,2307.0,1385,922.0,1.515,2440,48,0.846,0.6,0.00011811,0.99988
+91440,Existing Customer,59,M,1,Uneducated,Married,$60K - $80K,Blue,36,4,3,3,3742.0,1175,2567.0,0.514,1505,31,0.824,0.314,0.00029196,0.99971
+91441,Existing Customer,34,M,3,High School,Married,$40K - $60K,Blue,29,6,3,3,2937.0,869,2068.0,1.493,2171,45,0.875,0.296,0.00030516,0.99969
+91442,Existing Customer,39,F,3,Post-Graduate,,,Blue,26,6,1,4,3209.0,2517,692.0,0.431,1292,37,0.762,0.784,0.00019296,0.99981
+91443,Existing Customer,59,M,0,Graduate,Married,$60K - $80K,Blue,53,6,1,4,12554.0,2169,10385.0,0.529,1422,30,0.579,0.173,0.00013562,0.99986
+91444,Existing Customer,50,M,1,Graduate,Married,$60K - $80K,Blue,34,6,3,4,4702.0,0,4702.0,0.578,1673,44,0.257,0.0,0.00048435,0.99952
+91445,Existing Customer,26,F,1,,Single,$40K - $60K,Blue,14,4,2,4,5645.0,2324,3321.0,0.655,2482,57,0.727,0.412,0.00033692,0.99966
+91446,Existing Customer,32,M,0,High School,Married,$60K - $80K,Blue,13,3,3,4,14308.0,1889,12419.0,1.053,1659,39,1.167,0.132,0.00043049,0.99957
+91447,Attrited Customer,51,F,2,College,Married,$40K - $60K,Blue,46,3,1,3,4882.0,695,4187.0,0.508,1544,44,0.517,0.142,0.98902,0.01098
 91448,Existing Customer,41,M,4,Doctorate,Married,$80K - $120K,Blue,29,3,3,3,33405.0,0,33405.0,0.535,1345,34,0.619,0.0,0.00045905,0.99954
-91449,Existing Customer,39,F,1,Graduate,Married,$40K - $60K,Blue,27,3,1,2,2700.0,2220,480.0,1.595,2901,59,1.36,0.8220000000000001,5.1696999999999996e-05,0.99995
+91449,Existing Customer,39,F,1,Graduate,Married,$40K - $60K,Blue,27,3,1,2,2700.0,2220,480.0,1.595,2901,59,1.36,0.822,5.1697e-05,0.99995
 91450,Existing Customer,49,F,2,Uneducated,Single,Less than $40K,Blue,37,5,1,4,2934.0,2381,553.0,0.762,3396,64,0.778,0.812,0.00016249,0.99984
 91451,Existing Customer,30,M,2,,Divorced,$120K +,Blue,14,3,2,3,1548.0,0,1548.0,0.828,2611,64,0.455,0.0,0.00021042,0.99979
 91452,Existing Customer,40,F,3,High School,,Less than $40K,Blue,36,5,2,2,5525.0,2409,3116.0,0.929,2305,33,0.941,0.436,0.00011482,0.99989
-91453,Existing Customer,36,F,3,Uneducated,Single,Less than $40K,Blue,36,5,2,4,5750.0,1521,4229.0,0.8370000000000001,2155,61,0.605,0.265,0.00034841,0.99965
-91454,Existing Customer,56,M,2,College,Married,$120K +,Blue,36,6,3,2,27157.0,1547,25610.0,0.48700000000000004,1535,38,0.267,0.057,0.00017488,0.9998299999999999
+91453,Existing Customer,36,F,3,Uneducated,Single,Less than $40K,Blue,36,5,2,4,5750.0,1521,4229.0,0.837,2155,61,0.605,0.265,0.00034841,0.99965
+91454,Existing Customer,56,M,2,College,Married,$120K +,Blue,36,6,3,2,27157.0,1547,25610.0,0.487,1535,38,0.267,0.057,0.00017488,0.99983
 91455,Existing Customer,37,M,3,Doctorate,Single,$80K - $120K,Blue,36,5,2,4,12830.0,0,12830.0,0.774,2526,54,0.588,0.0,0.0004903,0.99951
 91456,Existing Customer,51,F,4,,Single,Less than $40K,Blue,41,3,1,3,5530.0,1999,3531.0,1.018,1766,45,0.667,0.361,0.00010679,0.99989
-91457,Existing Customer,36,F,2,Uneducated,Single,Less than $40K,Blue,30,6,2,3,2684.0,1474,1210.0,1.042,2346,51,1.04,0.5489999999999999,0.00019683,0.9998
-91458,Existing Customer,62,M,1,Graduate,Married,$80K - $120K,Blue,49,3,1,2,2437.0,1400,1037.0,0.779,1651,32,1.0,0.574,5.1696999999999996e-05,0.99995
+91457,Existing Customer,36,F,2,Uneducated,Single,Less than $40K,Blue,30,6,2,3,2684.0,1474,1210.0,1.042,2346,51,1.04,0.549,0.00019683,0.9998
+91458,Existing Customer,62,M,1,Graduate,Married,$80K - $120K,Blue,49,3,1,2,2437.0,1400,1037.0,0.779,1651,32,1.0,0.574,5.1697e-05,0.99995
 91459,Existing Customer,31,F,0,Uneducated,Single,Less than $40K,Blue,24,3,2,4,3827.0,1397,2430.0,0.88,2491,64,1.0,0.365,0.00028814,0.99971
-91460,Existing Customer,42,M,4,High School,Single,$120K +,Blue,35,5,2,2,34516.0,1658,32858.0,1.095,2935,65,0.711,0.048,0.00011604,0.9998799999999999
-91461,Existing Customer,38,M,2,High School,Married,$60K - $80K,Blue,33,6,3,4,5940.0,1101,4839.0,0.9420000000000001,1872,34,1.125,0.185,0.00050163,0.9995
+91460,Existing Customer,42,M,4,High School,Single,$120K +,Blue,35,5,2,2,34516.0,1658,32858.0,1.095,2935,65,0.711,0.048,0.00011604,0.99988
+91461,Existing Customer,38,M,2,High School,Married,$60K - $80K,Blue,33,6,3,4,5940.0,1101,4839.0,0.942,1872,34,1.125,0.185,0.00050163,0.9995
 91462,Attrited Customer,45,M,3,Graduate,Single,$60K - $80K,Blue,32,2,3,2,13162.0,0,13162.0,0.512,1424,38,0.583,0.0,0.99467,0.00533
-91463,Existing Customer,50,F,2,Graduate,Married,Less than $40K,Blue,37,3,2,4,1963.0,1357,606.0,0.6890000000000001,1861,51,0.7,0.691,0.00032656,0.9996700000000001
+91463,Existing Customer,50,F,2,Graduate,Married,Less than $40K,Blue,37,3,2,4,1963.0,1357,606.0,0.689,1861,51,0.7,0.691,0.00032656,0.99967
 91464,Existing Customer,58,M,3,Graduate,Married,$80K - $120K,Blue,54,4,3,3,18713.0,1022,17691.0,0.682,1524,42,0.615,0.055,0.0003139,0.99969
 91465,Existing Customer,35,M,2,High School,Married,$80K - $120K,Blue,22,3,1,4,3023.0,1435,1588.0,0.62,1920,34,0.619,0.475,0.00015363,0.99985
-91466,Existing Customer,58,M,3,High School,Single,$120K +,Blue,53,4,1,2,6103.0,1798,4305.0,0.705,1468,34,0.619,0.295,5.5558999999999994e-05,0.9999399999999999
-91467,Existing Customer,42,M,5,Graduate,Married,$60K - $80K,Blue,34,3,3,3,10607.0,2517,8090.0,1.197,1903,40,0.5379999999999999,0.237,0.00031231,0.99969
-91468,Existing Customer,32,F,0,College,Single,Less than $40K,Blue,24,3,3,4,2917.0,2517,400.0,0.833,2471,60,0.875,0.863,0.00043053,0.9995700000000001
-91469,Existing Customer,35,M,4,Graduate,Married,$120K +,Blue,30,4,3,4,34516.0,1018,33498.0,1.129,2350,55,0.774,0.028999999999999998,0.00054115,0.99946
+91466,Existing Customer,58,M,3,High School,Single,$120K +,Blue,53,4,1,2,6103.0,1798,4305.0,0.705,1468,34,0.619,0.295,5.5559e-05,0.99994
+91467,Existing Customer,42,M,5,Graduate,Married,$60K - $80K,Blue,34,3,3,3,10607.0,2517,8090.0,1.197,1903,40,0.538,0.237,0.00031231,0.99969
+91468,Existing Customer,32,F,0,College,Single,Less than $40K,Blue,24,3,3,4,2917.0,2517,400.0,0.833,2471,60,0.875,0.863,0.00043053,0.99957
+91469,Existing Customer,35,M,4,Graduate,Married,$120K +,Blue,30,4,3,4,34516.0,1018,33498.0,1.129,2350,55,0.774,0.029,0.00054115,0.99946
 91470,Existing Customer,51,M,1,Uneducated,Married,$80K - $120K,Blue,42,6,2,2,25197.0,2517,22680.0,0.721,3002,58,0.812,0.1,0.00010985,0.99989
-91471,Existing Customer,63,M,2,Graduate,Married,Less than $40K,Blue,36,5,2,4,2743.0,1815,928.0,0.5670000000000001,1210,25,1.273,0.662,0.00032656,0.9996700000000001
+91471,Existing Customer,63,M,2,Graduate,Married,Less than $40K,Blue,36,5,2,4,2743.0,1815,928.0,0.567,1210,25,1.273,0.662,0.00032656,0.99967
 91472,Existing Customer,42,M,2,,Single,$120K +,Blue,32,5,2,4,4111.0,1233,2878.0,0.478,1289,36,0.5,0.3,0.00035894,0.99964
-91473,Existing Customer,36,F,0,Uneducated,Single,,Blue,18,5,3,2,3667.0,948,2719.0,0.6409999999999999,2781,59,0.8440000000000001,0.259,0.00015871,0.99984
-91474,Existing Customer,42,M,3,Graduate,Divorced,$40K - $60K,Blue,33,4,2,4,3178.0,1800,1378.0,0.89,4605,86,0.623,0.5660000000000001,0.00033886,0.99966
-91475,Attrited Customer,37,F,3,Graduate,,,Blue,22,2,3,2,5674.0,0,5674.0,0.9059999999999999,1096,29,0.526,0.0,0.99467,0.00533
-91476,Existing Customer,38,M,2,Graduate,Married,$80K - $120K,Blue,36,5,3,4,11444.0,1278,10166.0,1.31,2493,44,0.9129999999999999,0.11199999999999999,0.000516,0.9994799999999999
-91477,Existing Customer,29,M,1,High School,Married,$40K - $60K,Blue,36,3,1,3,1438.3,0,1438.3,0.742,2144,41,0.5770000000000001,0.0,8.453e-05,0.99992
-91478,Existing Customer,54,M,2,Uneducated,Divorced,$40K - $60K,Blue,34,4,3,4,6387.0,1597,4790.0,0.6890000000000001,1294,26,0.529,0.25,0.00053055,0.9994700000000001
+91473,Existing Customer,36,F,0,Uneducated,Single,,Blue,18,5,3,2,3667.0,948,2719.0,0.641,2781,59,0.844,0.259,0.00015871,0.99984
+91474,Existing Customer,42,M,3,Graduate,Divorced,$40K - $60K,Blue,33,4,2,4,3178.0,1800,1378.0,0.89,4605,86,0.623,0.566,0.00033886,0.99966
+91475,Attrited Customer,37,F,3,Graduate,,,Blue,22,2,3,2,5674.0,0,5674.0,0.906,1096,29,0.526,0.0,0.99467,0.00533
+91476,Existing Customer,38,M,2,Graduate,Married,$80K - $120K,Blue,36,5,3,4,11444.0,1278,10166.0,1.31,2493,44,0.913,0.112,0.000516,0.99948
+91477,Existing Customer,29,M,1,High School,Married,$40K - $60K,Blue,36,3,1,3,1438.3,0,1438.3,0.742,2144,41,0.577,0.0,8.453e-05,0.99992
+91478,Existing Customer,54,M,2,Uneducated,Divorced,$40K - $60K,Blue,34,4,3,4,6387.0,1597,4790.0,0.689,1294,26,0.529,0.25,0.00053055,0.99947
 91479,Existing Customer,33,M,2,Graduate,Married,$40K - $60K,Blue,20,4,3,3,5657.0,1792,3865.0,0.904,1914,46,0.769,0.317,0.00030251,0.9997
-91480,Existing Customer,63,F,0,Uneducated,Married,,Blue,54,5,3,2,11827.0,0,11827.0,0.9209999999999999,1395,37,0.609,0.0,0.00015871,0.99984
+91480,Existing Customer,63,F,0,Uneducated,Married,,Blue,54,5,3,2,11827.0,0,11827.0,0.921,1395,37,0.609,0.0,0.00015871,0.99984
 91481,Existing Customer,49,M,2,Post-Graduate,Married,$60K - $80K,Blue,37,5,3,3,2608.0,1589,1019.0,0.982,2073,47,0.516,0.609,0.00035594,0.99964
-91482,Existing Customer,44,F,2,Graduate,Married,Less than $40K,Blue,37,4,5,4,3203.0,2076,1127.0,0.5429999999999999,1433,38,1.0,0.648,0.00057631,0.9994200000000001
-91483,Existing Customer,33,F,2,College,Single,,Gold,36,3,1,3,34516.0,1540,32976.0,1.038,2574,72,0.7559999999999999,0.045,0.00010376,0.9999
-91484,Existing Customer,57,M,3,Uneducated,Married,$80K - $120K,Blue,38,5,3,3,2472.0,2457,15.0,0.693,1392,33,0.737,0.9940000000000001,0.00032275,0.9996799999999999
-91485,Existing Customer,52,F,3,Uneducated,Married,Less than $40K,Blue,43,4,3,3,2147.0,1173,974.0,0.653,1352,37,0.37,0.546,0.00032275,0.9996799999999999
-91486,Existing Customer,52,F,3,Graduate,Single,Less than $40K,Blue,44,4,1,3,3416.0,2044,1372.0,0.9940000000000001,1924,48,0.92,0.598,9.612600000000001e-05,0.9999
-91487,Existing Customer,39,F,2,Doctorate,Married,,Blue,36,5,2,4,8058.0,791,7267.0,1.787,2742,42,2.0,0.098,0.00047251,0.9995299999999999
-91488,Existing Customer,50,F,5,,,,Blue,43,5,1,2,3410.0,2281,1129.0,0.518,1296,31,0.348,0.669,6.250199999999999e-05,0.9999399999999999
-91489,Existing Customer,43,M,3,College,,$60K - $80K,Blue,37,5,2,3,19044.0,0,19044.0,0.721,1780,44,0.76,0.0,0.00019313,0.9998100000000001
-91490,Existing Customer,36,M,2,Post-Graduate,Single,$60K - $80K,Blue,30,4,2,4,1606.0,798,808.0,0.59,2229,45,1.045,0.49700000000000005,0.00038424,0.9996200000000001
-91491,Existing Customer,55,M,4,Graduate,Married,$120K +,Blue,36,4,2,2,24336.0,856,23480.0,0.45899999999999996,1425,33,0.65,0.035,0.00011937,0.9998799999999999
-91492,Existing Customer,30,F,1,Graduate,Single,Less than $40K,Blue,20,5,2,3,5030.0,1327,3703.0,0.8029999999999999,2523,71,0.775,0.264,0.00017969,0.99982
-91493,Existing Customer,36,M,3,,Married,$120K +,Blue,24,6,3,2,24577.0,0,24577.0,0.75,1897,39,0.39299999999999996,0.0,0.00020516,0.99979
-91494,Existing Customer,26,F,0,High School,Single,Less than $40K,Blue,13,6,3,4,3517.0,1195,2322.0,0.556,2255,48,0.5,0.34,0.00043049,0.9995700000000001
-91495,Existing Customer,48,M,3,High School,Single,$40K - $60K,Blue,36,3,2,3,7400.0,636,6764.0,0.972,1568,51,0.5,0.086,0.00019311,0.9998100000000001
-91496,Existing Customer,53,F,2,Graduate,Married,$40K - $60K,Blue,36,6,2,4,2956.0,1391,1565.0,0.698,2116,63,0.575,0.47100000000000003,0.00032656,0.9996700000000001
+91482,Existing Customer,44,F,2,Graduate,Married,Less than $40K,Blue,37,4,5,4,3203.0,2076,1127.0,0.543,1433,38,1.0,0.648,0.00057631,0.99942
+91483,Existing Customer,33,F,2,College,Single,,Gold,36,3,1,3,34516.0,1540,32976.0,1.038,2574,72,0.756,0.045,0.00010376,0.9999
+91484,Existing Customer,57,M,3,Uneducated,Married,$80K - $120K,Blue,38,5,3,3,2472.0,2457,15.0,0.693,1392,33,0.737,0.994,0.00032275,0.99968
+91485,Existing Customer,52,F,3,Uneducated,Married,Less than $40K,Blue,43,4,3,3,2147.0,1173,974.0,0.653,1352,37,0.37,0.546,0.00032275,0.99968
+91486,Existing Customer,52,F,3,Graduate,Single,Less than $40K,Blue,44,4,1,3,3416.0,2044,1372.0,0.994,1924,48,0.92,0.598,9.6126e-05,0.9999
+91487,Existing Customer,39,F,2,Doctorate,Married,,Blue,36,5,2,4,8058.0,791,7267.0,1.787,2742,42,2.0,0.098,0.00047251,0.99953
+91488,Existing Customer,50,F,5,,,,Blue,43,5,1,2,3410.0,2281,1129.0,0.518,1296,31,0.348,0.669,6.2502e-05,0.99994
+91489,Existing Customer,43,M,3,College,,$60K - $80K,Blue,37,5,2,3,19044.0,0,19044.0,0.721,1780,44,0.76,0.0,0.00019313,0.99981
+91490,Existing Customer,36,M,2,Post-Graduate,Single,$60K - $80K,Blue,30,4,2,4,1606.0,798,808.0,0.59,2229,45,1.045,0.497,0.00038424,0.99962
+91491,Existing Customer,55,M,4,Graduate,Married,$120K +,Blue,36,4,2,2,24336.0,856,23480.0,0.459,1425,33,0.65,0.035,0.00011937,0.99988
+91492,Existing Customer,30,F,1,Graduate,Single,Less than $40K,Blue,20,5,2,3,5030.0,1327,3703.0,0.803,2523,71,0.775,0.264,0.00017969,0.99982
+91493,Existing Customer,36,M,3,,Married,$120K +,Blue,24,6,3,2,24577.0,0,24577.0,0.75,1897,39,0.393,0.0,0.00020516,0.99979
+91494,Existing Customer,26,F,0,High School,Single,Less than $40K,Blue,13,6,3,4,3517.0,1195,2322.0,0.556,2255,48,0.5,0.34,0.00043049,0.99957
+91495,Existing Customer,48,M,3,High School,Single,$40K - $60K,Blue,36,3,2,3,7400.0,636,6764.0,0.972,1568,51,0.5,0.086,0.00019311,0.99981
+91496,Existing Customer,53,F,2,Graduate,Married,$40K - $60K,Blue,36,6,2,4,2956.0,1391,1565.0,0.698,2116,63,0.575,0.471,0.00032656,0.99967
 91497,Attrited Customer,42,F,5,High School,Married,,Blue,30,3,1,4,3578.0,0,3578.0,0.759,1015,36,0.44,0.0,0.99374,0.00626
-91498,Attrited Customer,53,M,2,Graduate,Married,$120K +,Blue,36,1,3,2,12778.0,507,12271.0,0.9670000000000001,1133,28,0.4,0.04,0.9944700000000001,0.005529999999999999
-91499,Existing Customer,58,F,2,Uneducated,Married,Less than $40K,Blue,45,3,3,4,1942.0,1536,406.0,0.615,1371,38,0.40700000000000003,0.7909999999999999,0.00053055,0.9994700000000001
-91500,Existing Customer,32,M,2,Graduate,Divorced,$80K - $120K,Blue,26,5,1,3,29961.0,789,29172.0,0.833,2337,69,0.605,0.026000000000000002,9.2637e-05,0.9999100000000001
-91501,Existing Customer,48,M,4,Uneducated,Married,$60K - $80K,Silver,35,5,3,4,33791.0,0,33791.0,0.7120000000000001,1546,41,0.5770000000000001,0.0,0.00050277,0.9995
-91502,Existing Customer,48,M,5,High School,Married,$40K - $60K,Silver,34,5,0,2,17657.0,2018,15639.0,0.55,1682,39,0.95,0.114,1.8480999999999998e-05,0.99998
+91498,Attrited Customer,53,M,2,Graduate,Married,$120K +,Blue,36,1,3,2,12778.0,507,12271.0,0.967,1133,28,0.4,0.04,0.99447,0.00553
+91499,Existing Customer,58,F,2,Uneducated,Married,Less than $40K,Blue,45,3,3,4,1942.0,1536,406.0,0.615,1371,38,0.407,0.791,0.00053055,0.99947
+91500,Existing Customer,32,M,2,Graduate,Divorced,$80K - $120K,Blue,26,5,1,3,29961.0,789,29172.0,0.833,2337,69,0.605,0.026,9.2637e-05,0.99991
+91501,Existing Customer,48,M,4,Uneducated,Married,$60K - $80K,Silver,35,5,3,4,33791.0,0,33791.0,0.712,1546,41,0.577,0.0,0.00050277,0.9995
+91502,Existing Customer,48,M,5,High School,Married,$40K - $60K,Silver,34,5,0,2,17657.0,2018,15639.0,0.55,1682,39,0.95,0.114,1.8481e-05,0.99998
 91503,Existing Customer,54,M,1,College,Married,$120K +,Blue,44,4,3,2,2821.0,2415,406.0,0.441,1419,36,0.8,0.856,0.00016415,0.99984
-91504,Existing Customer,59,M,0,High School,Married,Less than $40K,Blue,47,6,3,4,1479.0,787,692.0,0.865,2139,70,0.556,0.532,0.00043049,0.9995700000000001
-91505,Existing Customer,35,M,2,Graduate,Married,$60K - $80K,Blue,36,3,3,2,1438.3,0,1438.3,1.6230000000000002,2492,55,0.897,0.0,0.00017987,0.99982
-91506,Existing Customer,37,M,4,Post-Graduate,Married,$40K - $60K,Blue,27,5,1,4,6859.0,1766,5093.0,1.186,3045,56,0.6970000000000001,0.257,0.00019502,0.9998
-91507,Existing Customer,36,M,3,High School,Divorced,$120K +,Blue,36,3,2,3,3404.0,1568,1836.0,1.055,2406,65,0.857,0.461,0.00019311,0.9998100000000001
-91508,Existing Customer,26,M,0,Uneducated,Single,$40K - $60K,Blue,15,4,1,3,2158.0,1695,463.0,0.7659999999999999,1833,27,0.588,0.785,8.1736e-05,0.99992
-91509,Attrited Customer,35,F,3,Graduate,Single,Less than $40K,Blue,22,1,2,1,1890.0,666,1224.0,0.691,1483,36,0.5,0.35200000000000004,0.98616,0.01384
+91504,Existing Customer,59,M,0,High School,Married,Less than $40K,Blue,47,6,3,4,1479.0,787,692.0,0.865,2139,70,0.556,0.532,0.00043049,0.99957
+91505,Existing Customer,35,M,2,Graduate,Married,$60K - $80K,Blue,36,3,3,2,1438.3,0,1438.3,1.623,2492,55,0.897,0.0,0.00017987,0.99982
+91506,Existing Customer,37,M,4,Post-Graduate,Married,$40K - $60K,Blue,27,5,1,4,6859.0,1766,5093.0,1.186,3045,56,0.697,0.257,0.00019502,0.9998
+91507,Existing Customer,36,M,3,High School,Divorced,$120K +,Blue,36,3,2,3,3404.0,1568,1836.0,1.055,2406,65,0.857,0.461,0.00019311,0.99981
+91508,Existing Customer,26,M,0,Uneducated,Single,$40K - $60K,Blue,15,4,1,3,2158.0,1695,463.0,0.766,1833,27,0.588,0.785,8.1736e-05,0.99992
+91509,Attrited Customer,35,F,3,Graduate,Single,Less than $40K,Blue,22,1,2,1,1890.0,666,1224.0,0.691,1483,36,0.5,0.352,0.98616,0.01384
 91510,Attrited Customer,40,M,1,Post-Graduate,Married,$60K - $80K,Blue,36,6,3,4,18386.0,890,17496.0,0.361,1698,43,0.483,0.048,0.99825,0.00175068
-91511,Existing Customer,55,F,2,,Married,,Blue,36,5,5,4,3602.0,2013,1589.0,0.8390000000000001,1935,47,1.474,0.5589999999999999,0.00063344,0.9993700000000001
-91512,Existing Customer,39,M,1,,Divorced,$80K - $120K,Blue,34,6,1,3,3766.0,1049,2717.0,0.6659999999999999,1514,51,0.645,0.27899999999999997,9.557700000000001e-05,0.9999
-91513,Existing Customer,39,F,2,Graduate,Married,Less than $40K,Blue,32,4,2,4,5634.0,2057,3577.0,1.399,2905,63,0.9690000000000001,0.365,0.00032656,0.9996700000000001
+91511,Existing Customer,55,F,2,,Married,,Blue,36,5,5,4,3602.0,2013,1589.0,0.839,1935,47,1.474,0.559,0.00063344,0.99937
+91512,Existing Customer,39,M,1,,Divorced,$80K - $120K,Blue,34,6,1,3,3766.0,1049,2717.0,0.666,1514,51,0.645,0.279,9.5577e-05,0.9999
+91513,Existing Customer,39,F,2,Graduate,Married,Less than $40K,Blue,32,4,2,4,5634.0,2057,3577.0,1.399,2905,63,0.969,0.365,0.00032656,0.99967
 91514,Existing Customer,46,F,2,,Single,$40K - $60K,Blue,29,4,2,4,3126.0,2517,609.0,1.235,1638,41,0.519,0.805,0.00035894,0.99964
-91515,Existing Customer,49,M,2,High School,,$60K - $80K,Blue,42,6,1,2,3017.0,786,2231.0,1.081,1640,37,0.762,0.261,5.3541999999999997e-05,0.99995
-91516,Existing Customer,32,M,0,Post-Graduate,Married,$60K - $80K,Blue,26,6,2,3,5478.0,1491,3987.0,1.304,2456,55,0.5710000000000001,0.272,0.0001933,0.9998100000000001
-91517,Existing Customer,35,M,1,Post-Graduate,Married,$80K - $120K,Blue,20,6,3,4,13046.0,1177,11869.0,1.214,2601,52,0.733,0.09,0.00056988,0.9994299999999999
+91515,Existing Customer,49,M,2,High School,,$60K - $80K,Blue,42,6,1,2,3017.0,786,2231.0,1.081,1640,37,0.762,0.261,5.3542e-05,0.99995
+91516,Existing Customer,32,M,0,Post-Graduate,Married,$60K - $80K,Blue,26,6,2,3,5478.0,1491,3987.0,1.304,2456,55,0.571,0.272,0.0001933,0.99981
+91517,Existing Customer,35,M,1,Post-Graduate,Married,$80K - $120K,Blue,20,6,3,4,13046.0,1177,11869.0,1.214,2601,52,0.733,0.09,0.00056988,0.99943
 91518,Existing Customer,39,M,2,Graduate,Married,$40K - $60K,Blue,31,5,3,2,8687.0,1146,7541.0,1.8,2279,33,1.357,0.132,0.00017987,0.99982
-91519,Existing Customer,53,F,2,Graduate,Married,Less than $40K,Blue,40,6,2,4,6174.0,1421,4753.0,0.669,2043,52,0.7929999999999999,0.23,0.00032656,0.9996700000000001
-91520,Existing Customer,26,F,0,Graduate,Single,$40K - $60K,Blue,13,5,1,2,5655.0,0,5655.0,0.8420000000000001,2312,61,0.649,0.0,4.7263000000000005e-05,0.99995
+91519,Existing Customer,53,F,2,Graduate,Married,Less than $40K,Blue,40,6,2,4,6174.0,1421,4753.0,0.669,2043,52,0.793,0.23,0.00032656,0.99967
+91520,Existing Customer,26,F,0,Graduate,Single,$40K - $60K,Blue,13,5,1,2,5655.0,0,5655.0,0.842,2312,61,0.649,0.0,4.7263e-05,0.99995
 91521,Existing Customer,32,M,0,High School,Married,$60K - $80K,Blue,26,5,2,3,5397.0,1784,3613.0,0.904,2056,49,0.633,0.331,0.0001597,0.99984
 91522,Existing Customer,54,M,2,College,Married,$120K +,Blue,46,6,1,2,28465.0,0,28465.0,0.696,1693,37,1.056,0.0,5.3547e-05,0.99995
-91523,Existing Customer,36,F,3,High School,Married,Less than $40K,Blue,27,4,2,4,3444.0,2441,1003.0,1.5630000000000002,2668,51,0.545,0.7090000000000001,0.00032942,0.9996700000000001
-91524,Existing Customer,45,F,3,High School,Married,Less than $40K,Blue,37,4,1,3,2104.0,1267,837.0,0.677,1732,35,1.0590000000000002,0.602,9.344799999999999e-05,0.9999100000000001
+91523,Existing Customer,36,F,3,High School,Married,Less than $40K,Blue,27,4,2,4,3444.0,2441,1003.0,1.563,2668,51,0.545,0.709,0.00032942,0.99967
+91524,Existing Customer,45,F,3,High School,Married,Less than $40K,Blue,37,4,1,3,2104.0,1267,837.0,0.677,1732,35,1.059,0.602,9.3448e-05,0.99991
 91525,Existing Customer,49,M,3,Graduate,Married,$80K - $120K,Blue,37,4,1,4,15610.0,2048,13562.0,0.657,1916,58,0.526,0.131,0.00016399,0.99984
 91526,Existing Customer,44,M,4,Doctorate,,$120K +,Blue,32,3,2,3,34516.0,1356,33160.0,1.169,1531,48,0.655,0.039,0.00029051,0.99971
-91527,Existing Customer,32,M,1,High School,Married,,Blue,22,3,1,4,16912.0,1590,15322.0,1.274,2413,41,0.708,0.094,0.00014421,0.9998600000000001
-91528,Existing Customer,64,F,0,Doctorate,Married,Less than $40K,Blue,53,4,1,3,5462.0,1864,3598.0,0.67,1523,35,0.667,0.341,0.00011504,0.9998799999999999
-91529,Existing Customer,37,F,2,,,Less than $40K,Blue,27,5,1,2,2868.0,1434,1434.0,0.777,2909,64,0.488,0.5,6.054e-05,0.9999399999999999
+91527,Existing Customer,32,M,1,High School,Married,,Blue,22,3,1,4,16912.0,1590,15322.0,1.274,2413,41,0.708,0.094,0.00014421,0.99986
+91528,Existing Customer,64,F,0,Doctorate,Married,Less than $40K,Blue,53,4,1,3,5462.0,1864,3598.0,0.67,1523,35,0.667,0.341,0.00011504,0.99988
+91529,Existing Customer,37,F,2,,,Less than $40K,Blue,27,5,1,2,2868.0,1434,1434.0,0.777,2909,64,0.488,0.5,6.054e-05,0.99994
 91530,Existing Customer,31,M,1,Post-Graduate,Married,$60K - $80K,Blue,22,5,1,3,2685.0,1580,1105.0,0.727,1642,36,0.636,0.588,0.00010231,0.9999
-91531,Existing Customer,49,F,3,Uneducated,Divorced,$40K - $60K,Blue,36,5,1,2,5238.0,1365,3873.0,1.0270000000000001,1834,43,1.263,0.261,5.8763e-05,0.9999399999999999
-91532,Existing Customer,32,F,3,High School,Married,Less than $40K,Blue,22,4,2,4,4561.0,2029,2532.0,0.768,1874,38,0.52,0.445,0.00032942,0.9996700000000001
-91533,Existing Customer,53,M,2,High School,Married,$120K +,Blue,39,3,2,3,13091.0,985,12106.0,0.322,1452,37,0.276,0.075,0.0001861,0.9998100000000001
-91534,Existing Customer,62,F,0,Graduate,Married,,Blue,51,3,3,3,10826.0,1274,9552.0,0.602,1355,34,0.619,0.11800000000000001,0.0002596,0.99974
+91531,Existing Customer,49,F,3,Uneducated,Divorced,$40K - $60K,Blue,36,5,1,2,5238.0,1365,3873.0,1.027,1834,43,1.263,0.261,5.8763e-05,0.99994
+91532,Existing Customer,32,F,3,High School,Married,Less than $40K,Blue,22,4,2,4,4561.0,2029,2532.0,0.768,1874,38,0.52,0.445,0.00032942,0.99967
+91533,Existing Customer,53,M,2,High School,Married,$120K +,Blue,39,3,2,3,13091.0,985,12106.0,0.322,1452,37,0.276,0.075,0.0001861,0.99981
+91534,Existing Customer,62,F,0,Graduate,Married,,Blue,51,3,3,3,10826.0,1274,9552.0,0.602,1355,34,0.619,0.118,0.0002596,0.99974
 91535,Existing Customer,26,F,0,,Single,,Blue,13,4,2,2,2600.0,1876,724.0,0.606,2625,45,0.364,0.722,0.00010736,0.99989
-91536,Existing Customer,49,F,5,Graduate,Divorced,,Blue,35,6,3,4,2561.0,0,2561.0,1.021,2047,41,0.8640000000000001,0.0,0.00053272,0.9994700000000001
-91537,Existing Customer,30,F,1,Graduate,Married,Less than $40K,Blue,36,3,2,2,7087.0,1060,6027.0,0.7090000000000001,1712,37,0.609,0.15,0.00010684,0.99989
-91538,Existing Customer,34,M,4,Uneducated,Single,$120K +,Blue,36,6,3,2,34516.0,2517,31999.0,0.975,1969,46,1.3,0.073,0.00019396,0.9998100000000001
+91536,Existing Customer,49,F,5,Graduate,Divorced,,Blue,35,6,3,4,2561.0,0,2561.0,1.021,2047,41,0.864,0.0,0.00053272,0.99947
+91537,Existing Customer,30,F,1,Graduate,Married,Less than $40K,Blue,36,3,2,2,7087.0,1060,6027.0,0.709,1712,37,0.609,0.15,0.00010684,0.99989
+91538,Existing Customer,34,M,4,Uneducated,Single,$120K +,Blue,36,6,3,2,34516.0,2517,31999.0,0.975,1969,46,1.3,0.073,0.00019396,0.99981
 91539,Existing Customer,41,M,1,Post-Graduate,Single,$40K - $60K,Blue,32,3,2,4,10266.0,1390,8876.0,0.593,1720,42,0.556,0.135,0.00036066,0.99964
-91540,Existing Customer,27,F,1,,Single,Less than $40K,Blue,36,3,3,3,1553.0,723,830.0,0.6659999999999999,1954,43,0.344,0.466,0.00031211,0.99969
+91540,Existing Customer,27,F,1,,Single,Less than $40K,Blue,36,3,3,3,1553.0,723,830.0,0.666,1954,43,0.344,0.466,0.00031211,0.99969
 91541,Existing Customer,33,F,2,Uneducated,Married,$40K - $60K,Blue,23,4,2,4,6732.0,0,6732.0,0.856,1644,45,0.731,0.0,0.00033577,0.99966
-91542,Existing Customer,56,M,2,High School,Married,$120K +,Blue,37,3,1,2,12181.0,1702,10479.0,0.8340000000000001,1478,33,0.5,0.14,5.3541999999999997e-05,0.99995
-91543,Existing Customer,36,M,3,High School,Married,$80K - $120K,Blue,27,3,1,2,7056.0,0,7056.0,0.815,1739,35,0.8420000000000001,0.0,5.5558999999999994e-05,0.9999399999999999
-91544,Existing Customer,35,M,1,Graduate,Single,$60K - $80K,Blue,25,6,1,2,14365.0,0,14365.0,0.61,2290,62,0.632,0.0,5.1696999999999996e-05,0.99995
-91545,Existing Customer,27,M,0,Graduate,Married,$40K - $60K,Blue,36,3,2,4,11473.0,829,10644.0,0.7070000000000001,2147,41,0.519,0.07200000000000001,0.00028024,0.99972
+91542,Existing Customer,56,M,2,High School,Married,$120K +,Blue,37,3,1,2,12181.0,1702,10479.0,0.834,1478,33,0.5,0.14,5.3542e-05,0.99995
+91543,Existing Customer,36,M,3,High School,Married,$80K - $120K,Blue,27,3,1,2,7056.0,0,7056.0,0.815,1739,35,0.842,0.0,5.5559e-05,0.99994
+91544,Existing Customer,35,M,1,Graduate,Single,$60K - $80K,Blue,25,6,1,2,14365.0,0,14365.0,0.61,2290,62,0.632,0.0,5.1697e-05,0.99995
+91545,Existing Customer,27,M,0,Graduate,Married,$40K - $60K,Blue,36,3,2,4,11473.0,829,10644.0,0.707,2147,41,0.519,0.072,0.00028024,0.99972
 91546,Existing Customer,46,M,1,High School,Single,$60K - $80K,Blue,38,5,2,4,23996.0,2517,21479.0,0.488,1339,29,0.381,0.105,0.00029799,0.9997
-91547,Existing Customer,48,M,2,Graduate,Divorced,$60K - $80K,Blue,33,4,2,4,2998.0,1789,1209.0,0.807,1825,31,0.348,0.597,0.00032656,0.9996700000000001
-91548,Existing Customer,54,M,1,,Single,$80K - $120K,Blue,36,6,2,2,30011.0,1232,28779.0,0.9440000000000001,1676,41,0.7829999999999999,0.040999999999999995,0.00011743,0.9998799999999999
-91549,Existing Customer,38,M,1,Graduate,Married,$60K - $80K,Blue,31,6,3,3,2405.0,1553,852.0,1.156,2503,40,0.667,0.6459999999999999,0.00028395,0.99972
-91550,Existing Customer,36,M,1,Post-Graduate,Married,$80K - $120K,Blue,26,3,4,2,21927.0,1291,20636.0,0.8640000000000001,1946,37,0.542,0.059000000000000004,0.00024008,0.99976
+91547,Existing Customer,48,M,2,Graduate,Divorced,$60K - $80K,Blue,33,4,2,4,2998.0,1789,1209.0,0.807,1825,31,0.348,0.597,0.00032656,0.99967
+91548,Existing Customer,54,M,1,,Single,$80K - $120K,Blue,36,6,2,2,30011.0,1232,28779.0,0.944,1676,41,0.783,0.041,0.00011743,0.99988
+91549,Existing Customer,38,M,1,Graduate,Married,$60K - $80K,Blue,31,6,3,3,2405.0,1553,852.0,1.156,2503,40,0.667,0.646,0.00028395,0.99972
+91550,Existing Customer,36,M,1,Post-Graduate,Married,$80K - $120K,Blue,26,3,4,2,21927.0,1291,20636.0,0.864,1946,37,0.542,0.059,0.00024008,0.99976
 91551,Existing Customer,56,M,1,High School,Married,$80K - $120K,Blue,36,4,1,2,3906.0,1851,2055.0,0.73,1839,33,0.833,0.474,5.0256e-05,0.99995
 91552,Existing Customer,32,M,1,Doctorate,Single,$60K - $80K,Blue,27,5,3,3,10029.0,606,9423.0,0.727,2192,58,0.657,0.06,0.00041087,0.99959
-91553,Existing Customer,36,M,2,Doctorate,Married,$60K - $80K,Blue,30,3,3,4,4934.0,1504,3430.0,1.52,2747,42,0.44799999999999995,0.305,0.00074656,0.99925
-91554,Existing Customer,35,F,2,High School,Single,Less than $40K,Silver,15,5,2,2,13882.0,1452,12430.0,0.7709999999999999,2685,71,0.511,0.105,9.9979e-05,0.9999
-91555,Existing Customer,26,M,0,College,Single,,Blue,13,6,3,2,2347.0,0,2347.0,0.863,2595,56,0.33299999999999996,0.0,0.00015007,0.99985
+91553,Existing Customer,36,M,2,Doctorate,Married,$60K - $80K,Blue,30,3,3,4,4934.0,1504,3430.0,1.52,2747,42,0.448,0.305,0.00074656,0.99925
+91554,Existing Customer,35,F,2,High School,Single,Less than $40K,Silver,15,5,2,2,13882.0,1452,12430.0,0.771,2685,71,0.511,0.105,9.9979e-05,0.9999
+91555,Existing Customer,26,M,0,College,Single,,Blue,13,6,3,2,2347.0,0,2347.0,0.863,2595,56,0.333,0.0,0.00015007,0.99985
 91556,Existing Customer,32,M,1,High School,Married,$60K - $80K,Blue,24,4,2,2,4116.0,1223,2893.0,0.73,1657,38,0.52,0.297,0.00010386,0.9999
-91557,Existing Customer,56,F,2,High School,Single,$40K - $60K,Blue,36,4,1,2,13904.0,625,13279.0,0.6729999999999999,3151,67,0.595,0.045,5.3541999999999997e-05,0.99995
+91557,Existing Customer,56,F,2,High School,Single,$40K - $60K,Blue,36,4,1,2,13904.0,625,13279.0,0.673,3151,67,0.595,0.045,5.3542e-05,0.99995
 91558,Existing Customer,54,M,1,,Married,$80K - $120K,Blue,43,4,2,4,32558.0,2016,30542.0,0.506,1440,37,0.423,0.062,0.00033692,0.99966
-91559,Existing Customer,54,M,2,,Married,$80K - $120K,Blue,44,4,1,2,12902.0,1860,11042.0,0.49200000000000005,1273,33,0.375,0.14400000000000002,6.054e-05,0.9999399999999999
-91560,Existing Customer,37,F,4,Uneducated,Married,Less than $40K,Blue,36,4,1,4,2509.0,1144,1365.0,0.6920000000000001,1804,38,0.583,0.456,0.00017042,0.9998299999999999
+91559,Existing Customer,54,M,2,,Married,$80K - $120K,Blue,44,4,1,2,12902.0,1860,11042.0,0.492,1273,33,0.375,0.144,6.054e-05,0.99994
+91560,Existing Customer,37,F,4,Uneducated,Married,Less than $40K,Blue,36,4,1,4,2509.0,1144,1365.0,0.692,1804,38,0.583,0.456,0.00017042,0.99983
 91561,Existing Customer,38,F,1,Graduate,Single,Less than $40K,Blue,22,3,3,3,2484.0,2149,335.0,0.669,1200,28,0.647,0.865,0.00028395,0.99972
-91562,Existing Customer,35,M,3,College,Single,$60K - $80K,Blue,36,5,1,3,2780.0,0,2780.0,0.565,2469,67,0.8109999999999999,0.0,9.345700000000001e-05,0.9999100000000001
+91562,Existing Customer,35,M,3,College,Single,$60K - $80K,Blue,36,5,1,3,2780.0,0,2780.0,0.565,2469,67,0.811,0.0,9.3457e-05,0.99991
 91563,Existing Customer,39,M,2,,Married,$60K - $80K,Blue,34,6,2,4,5219.0,1826,3393.0,1.011,1715,35,1.188,0.35,0.00035894,0.99964
-91564,Existing Customer,48,M,4,Doctorate,Single,$80K - $120K,Blue,36,6,3,4,18102.0,1381,16721.0,0.513,1486,32,0.14300000000000002,0.076,0.00078294,0.9992200000000001
-91565,Existing Customer,29,M,0,Graduate,Married,$40K - $60K,Blue,18,4,3,4,4532.0,0,4532.0,0.7340000000000001,1885,55,0.528,0.0,0.00044282,0.99956
-91566,Existing Customer,33,M,2,Graduate,Married,$80K - $120K,Blue,28,4,2,2,22399.0,1431,20968.0,1.0190000000000001,2390,62,0.722,0.064,0.00011382,0.99989
+91564,Existing Customer,48,M,4,Doctorate,Single,$80K - $120K,Blue,36,6,3,4,18102.0,1381,16721.0,0.513,1486,32,0.143,0.076,0.00078294,0.99922
+91565,Existing Customer,29,M,0,Graduate,Married,$40K - $60K,Blue,18,4,3,4,4532.0,0,4532.0,0.734,1885,55,0.528,0.0,0.00044282,0.99956
+91566,Existing Customer,33,M,2,Graduate,Married,$80K - $120K,Blue,28,4,2,2,22399.0,1431,20968.0,1.019,2390,62,0.722,0.064,0.00011382,0.99989
 91567,Existing Customer,39,F,1,High School,Married,$40K - $60K,Blue,34,6,5,3,4489.0,2498,1991.0,0.779,2153,58,0.568,0.556,0.00030831,0.99969
 91568,Existing Customer,35,F,2,Graduate,Single,,Blue,25,4,1,4,10329.0,514,9815.0,0.708,2461,68,0.838,0.05,0.00015804,0.99984
-91569,Existing Customer,43,F,1,,Divorced,Less than $40K,Blue,36,4,2,3,2637.0,1272,1365.0,0.728,1569,39,1.053,0.48200000000000004,0.00019751,0.9998
-91570,Existing Customer,27,F,0,High School,Married,Less than $40K,Blue,22,4,1,2,1864.0,1384,480.0,0.904,1662,32,0.391,0.742,4.5946000000000004e-05,0.99995
-91571,Existing Customer,52,F,2,Graduate,Single,,Blue,47,6,3,3,13276.0,1917,11359.0,1.075,1901,33,0.833,0.14400000000000002,0.00030251,0.9997
+91569,Existing Customer,43,F,1,,Divorced,Less than $40K,Blue,36,4,2,3,2637.0,1272,1365.0,0.728,1569,39,1.053,0.482,0.00019751,0.9998
+91570,Existing Customer,27,F,0,High School,Married,Less than $40K,Blue,22,4,1,2,1864.0,1384,480.0,0.904,1662,32,0.391,0.742,4.5946e-05,0.99995
+91571,Existing Customer,52,F,2,Graduate,Single,,Blue,47,6,3,3,13276.0,1917,11359.0,1.075,1901,33,0.833,0.144,0.00030251,0.9997
 91572,Existing Customer,31,M,1,Graduate,Single,$40K - $60K,Blue,25,5,3,3,1935.0,1033,902.0,0.623,2498,60,1.0,0.534,0.00028395,0.99972
 91573,Existing Customer,45,M,4,Graduate,Divorced,$60K - $80K,Blue,37,5,2,4,6784.0,891,5893.0,1.047,1900,28,0.556,0.131,0.00034248,0.99966
-91574,Existing Customer,35,M,2,High School,Married,$60K - $80K,Blue,36,4,2,4,19127.0,1880,17247.0,0.7879999999999999,1859,33,0.5710000000000001,0.098,0.00031746,0.9996799999999999
-91575,Existing Customer,55,M,2,College,Married,$120K +,Blue,37,5,2,3,32641.0,1551,31090.0,0.488,1327,30,0.304,0.048,0.00018612,0.9998100000000001
-91576,Existing Customer,61,M,1,Uneducated,Married,$40K - $60K,Blue,47,5,3,4,1438.3,847,591.3,0.436,1397,43,0.483,0.589,0.0004980000000000001,0.9995
-91577,Existing Customer,37,F,1,Graduate,Married,Less than $40K,Blue,31,5,2,2,2417.0,1929,488.0,0.8859999999999999,1773,42,0.556,0.7979999999999999,0.00010684,0.99989
-91578,Existing Customer,38,M,2,,Married,$80K - $120K,Blue,34,4,1,3,19259.0,2266,16993.0,0.92,1388,27,0.929,0.11800000000000001,0.00010183,0.9999
+91574,Existing Customer,35,M,2,High School,Married,$60K - $80K,Blue,36,4,2,4,19127.0,1880,17247.0,0.788,1859,33,0.571,0.098,0.00031746,0.99968
+91575,Existing Customer,55,M,2,College,Married,$120K +,Blue,37,5,2,3,32641.0,1551,31090.0,0.488,1327,30,0.304,0.048,0.00018612,0.99981
+91576,Existing Customer,61,M,1,Uneducated,Married,$40K - $60K,Blue,47,5,3,4,1438.3,847,591.3,0.436,1397,43,0.483,0.589,0.000498,0.9995
+91577,Existing Customer,37,F,1,Graduate,Married,Less than $40K,Blue,31,5,2,2,2417.0,1929,488.0,0.886,1773,42,0.556,0.798,0.00010684,0.99989
+91578,Existing Customer,38,M,2,,Married,$80K - $120K,Blue,34,4,1,3,19259.0,2266,16993.0,0.92,1388,27,0.929,0.118,0.00010183,0.9999
 91579,Existing Customer,54,F,3,,Married,Less than $40K,Blue,50,6,2,2,3796.0,2396,1400.0,0.569,2069,54,0.742,0.631,0.00012982,0.99987
-91580,Existing Customer,40,M,5,,,$80K - $120K,Blue,22,6,1,4,4042.0,1744,2298.0,0.5820000000000001,1471,37,0.542,0.431,0.00017934,0.99982
-91581,Existing Customer,47,M,5,College,Married,$120K +,Blue,34,3,1,2,17603.0,1063,16540.0,1.065,2902,64,0.6409999999999999,0.06,5.5282e-05,0.9999399999999999
+91580,Existing Customer,40,M,5,,,$80K - $120K,Blue,22,6,1,4,4042.0,1744,2298.0,0.582,1471,37,0.542,0.431,0.00017934,0.99982
+91581,Existing Customer,47,M,5,College,Married,$120K +,Blue,34,3,1,2,17603.0,1063,16540.0,1.065,2902,64,0.641,0.06,5.5282e-05,0.99994
 91582,Existing Customer,55,F,2,Graduate,Married,$40K - $60K,Blue,46,6,1,4,2894.0,2077,817.0,0.574,1017,25,0.562,0.718,0.00015804,0.99984
-91583,Existing Customer,37,M,5,Post-Graduate,Married,$80K - $120K,Blue,26,2,1,2,16730.0,1956,14774.0,0.675,1740,43,0.536,0.11699999999999999,6.6908e-05,0.9999299999999999
-91584,Existing Customer,36,F,0,College,Single,Less than $40K,Blue,27,6,3,2,3282.0,1843,1439.0,0.625,2614,79,0.6459999999999999,0.562,0.00015007,0.99985
-91585,Existing Customer,53,F,2,Uneducated,Married,,Blue,41,4,2,2,15815.0,1217,14598.0,1.266,2135,48,0.846,0.077,0.00011703,0.9998799999999999
-91586,Existing Customer,26,M,0,High School,Single,$60K - $80K,Blue,21,6,2,3,1672.0,957,715.0,0.5760000000000001,2099,34,0.41700000000000004,0.5720000000000001,0.0001597,0.99984
+91583,Existing Customer,37,M,5,Post-Graduate,Married,$80K - $120K,Blue,26,2,1,2,16730.0,1956,14774.0,0.675,1740,43,0.536,0.117,6.6908e-05,0.99993
+91584,Existing Customer,36,F,0,College,Single,Less than $40K,Blue,27,6,3,2,3282.0,1843,1439.0,0.625,2614,79,0.646,0.562,0.00015007,0.99985
+91585,Existing Customer,53,F,2,Uneducated,Married,,Blue,41,4,2,2,15815.0,1217,14598.0,1.266,2135,48,0.846,0.077,0.00011703,0.99988
+91586,Existing Customer,26,M,0,High School,Single,$60K - $80K,Blue,21,6,2,3,1672.0,957,715.0,0.576,2099,34,0.417,0.572,0.0001597,0.99984
 91587,Existing Customer,45,F,3,Graduate,Divorced,Less than $40K,Blue,36,4,3,3,8121.0,1595,6526.0,0.743,1914,45,0.5,0.196,0.0003139,0.99969
-91588,Existing Customer,36,F,2,,Married,Less than $40K,Blue,26,4,1,4,3182.0,2435,747.0,0.868,1670,30,0.765,0.765,0.00017371,0.9998299999999999
+91588,Existing Customer,36,F,2,,Married,Less than $40K,Blue,26,4,1,4,3182.0,2435,747.0,0.868,1670,30,0.765,0.765,0.00017371,0.99983
 91589,Existing Customer,60,M,0,Post-Graduate,Married,$60K - $80K,Blue,49,5,1,4,3182.0,1928,1254.0,0.509,1233,35,0.4,0.606,0.00015958,0.99984
-91590,Attrited Customer,30,M,1,Post-Graduate,Divorced,Less than $40K,Blue,36,6,2,4,5061.0,0,5061.0,0.9109999999999999,1309,38,0.462,0.0,0.99724,0.002764
+91590,Attrited Customer,30,M,1,Post-Graduate,Divorced,Less than $40K,Blue,36,6,2,4,5061.0,0,5061.0,0.911,1309,38,0.462,0.0,0.99724,0.002764
 91591,Existing Customer,39,M,4,High School,Married,$60K - $80K,Blue,28,5,3,3,6224.0,1898,4326.0,1.103,3014,58,0.706,0.305,0.00030842,0.99969
-91592,Existing Customer,33,F,0,,Single,,Blue,36,6,1,3,2735.0,1769,966.0,1.465,3306,71,0.972,0.647,8.737899999999999e-05,0.9999100000000001
-91593,Existing Customer,48,F,4,College,Married,Less than $40K,Blue,36,6,1,4,2464.0,1867,597.0,0.6,1219,35,1.3330000000000002,0.758,0.00016114,0.99984
-91594,Existing Customer,39,M,3,Graduate,Married,$60K - $80K,Blue,33,4,3,2,3477.0,1875,1602.0,0.907,1897,50,1.083,0.539,0.00018665,0.9998100000000001
-91595,Existing Customer,38,M,2,Graduate,Married,$80K - $120K,Blue,24,5,2,2,3242.0,2076,1166.0,0.612,1841,46,0.5329999999999999,0.64,0.00011382,0.99989
-91596,Existing Customer,47,M,1,High School,Married,$120K +,Blue,41,3,1,4,27858.0,1314,26544.0,0.6759999999999999,1772,53,0.5589999999999999,0.047,0.00014421,0.9998600000000001
-91597,Existing Customer,26,M,0,Graduate,Single,Less than $40K,Blue,20,6,2,3,1438.3,495,943.3,1.062,2546,40,0.33299999999999996,0.344,0.00016428,0.99984
-91598,Existing Customer,49,M,3,College,Single,$120K +,Blue,36,5,2,4,34516.0,0,34516.0,0.6459999999999999,1793,44,0.833,0.0,0.00032945,0.9996700000000001
-91599,Existing Customer,38,M,3,High School,Married,$80K - $120K,Blue,22,4,2,3,6361.0,694,5667.0,0.8440000000000001,1499,31,0.938,0.109,0.00019311,0.9998100000000001
-91600,Existing Customer,30,M,0,Graduate,Married,Less than $40K,Blue,21,6,6,2,2490.0,0,2490.0,0.8590000000000001,1645,30,0.667,0.0,0.00012185,0.9998799999999999
-91601,Existing Customer,53,M,3,High School,Married,$120K +,Blue,44,5,6,4,14057.0,1655,12402.0,0.6759999999999999,2073,60,0.33299999999999996,0.11800000000000001,0.00041093,0.99959
-91602,Existing Customer,49,M,2,,Single,$60K - $80K,Blue,38,4,1,2,2461.0,1586,875.0,1.676,1729,35,0.75,0.644,6.054e-05,0.9999399999999999
-91603,Existing Customer,35,M,2,Uneducated,Single,$60K - $80K,Blue,21,4,3,3,7766.0,1278,6488.0,0.8059999999999999,2423,74,0.609,0.165,0.00031104,0.99969
-91604,Existing Customer,40,M,3,Uneducated,Single,$40K - $60K,Silver,33,4,1,3,21308.0,564,20744.0,0.44799999999999995,1322,38,0.652,0.026000000000000002,8.9305e-05,0.9999100000000001
-91605,Existing Customer,30,M,0,High School,Married,$60K - $80K,Blue,36,5,2,4,4516.0,2252,2264.0,0.889,1819,24,0.846,0.499,0.00027243,0.9997299999999999
-91606,Existing Customer,42,F,3,College,Single,$40K - $60K,Blue,30,6,3,2,5424.0,1812,3612.0,0.513,1634,44,0.76,0.33399999999999996,0.00018146,0.99982
+91592,Existing Customer,33,F,0,,Single,,Blue,36,6,1,3,2735.0,1769,966.0,1.465,3306,71,0.972,0.647,8.7379e-05,0.99991
+91593,Existing Customer,48,F,4,College,Married,Less than $40K,Blue,36,6,1,4,2464.0,1867,597.0,0.6,1219,35,1.333,0.758,0.00016114,0.99984
+91594,Existing Customer,39,M,3,Graduate,Married,$60K - $80K,Blue,33,4,3,2,3477.0,1875,1602.0,0.907,1897,50,1.083,0.539,0.00018665,0.99981
+91595,Existing Customer,38,M,2,Graduate,Married,$80K - $120K,Blue,24,5,2,2,3242.0,2076,1166.0,0.612,1841,46,0.533,0.64,0.00011382,0.99989
+91596,Existing Customer,47,M,1,High School,Married,$120K +,Blue,41,3,1,4,27858.0,1314,26544.0,0.676,1772,53,0.559,0.047,0.00014421,0.99986
+91597,Existing Customer,26,M,0,Graduate,Single,Less than $40K,Blue,20,6,2,3,1438.3,495,943.3,1.062,2546,40,0.333,0.344,0.00016428,0.99984
+91598,Existing Customer,49,M,3,College,Single,$120K +,Blue,36,5,2,4,34516.0,0,34516.0,0.646,1793,44,0.833,0.0,0.00032945,0.99967
+91599,Existing Customer,38,M,3,High School,Married,$80K - $120K,Blue,22,4,2,3,6361.0,694,5667.0,0.844,1499,31,0.938,0.109,0.00019311,0.99981
+91600,Existing Customer,30,M,0,Graduate,Married,Less than $40K,Blue,21,6,6,2,2490.0,0,2490.0,0.859,1645,30,0.667,0.0,0.00012185,0.99988
+91601,Existing Customer,53,M,3,High School,Married,$120K +,Blue,44,5,6,4,14057.0,1655,12402.0,0.676,2073,60,0.333,0.118,0.00041093,0.99959
+91602,Existing Customer,49,M,2,,Single,$60K - $80K,Blue,38,4,1,2,2461.0,1586,875.0,1.676,1729,35,0.75,0.644,6.054e-05,0.99994
+91603,Existing Customer,35,M,2,Uneducated,Single,$60K - $80K,Blue,21,4,3,3,7766.0,1278,6488.0,0.806,2423,74,0.609,0.165,0.00031104,0.99969
+91604,Existing Customer,40,M,3,Uneducated,Single,$40K - $60K,Silver,33,4,1,3,21308.0,564,20744.0,0.448,1322,38,0.652,0.026,8.9305e-05,0.99991
+91605,Existing Customer,30,M,0,High School,Married,$60K - $80K,Blue,36,5,2,4,4516.0,2252,2264.0,0.889,1819,24,0.846,0.499,0.00027243,0.99973
+91606,Existing Customer,42,F,3,College,Single,$40K - $60K,Blue,30,6,3,2,5424.0,1812,3612.0,0.513,1634,44,0.76,0.334,0.00018146,0.99982
 91607,Existing Customer,62,F,0,Graduate,Married,Less than $40K,Blue,36,3,2,2,1764.0,1540,224.0,0.937,2094,47,0.958,0.873,9.7673e-05,0.9999
 91608,Attrited Customer,50,F,1,Post-Graduate,Single,$40K - $60K,Blue,46,1,3,3,1493.0,932,561.0,0.466,1554,43,0.344,0.624,0.99702,0.00298315
-91609,Existing Customer,56,M,3,College,Married,$120K +,Blue,43,6,2,2,17539.0,2517,15022.0,0.743,1220,30,0.765,0.14400000000000002,0.00011483,0.99989
+91609,Existing Customer,56,M,3,College,Married,$120K +,Blue,43,6,2,2,17539.0,2517,15022.0,0.743,1220,30,0.765,0.144,0.00011483,0.99989
 91610,Existing Customer,45,M,3,Graduate,Married,$80K - $120K,Silver,36,6,2,3,34516.0,0,34516.0,0.534,3530,68,0.659,0.0,0.00017949,0.99982
-91611,Existing Customer,35,F,3,Uneducated,Married,Less than $40K,Blue,25,4,1,2,2149.0,1118,1031.0,0.903,1581,30,1.0,0.52,5.8763e-05,0.9999399999999999
-91612,Existing Customer,57,F,2,Graduate,Married,Less than $40K,Blue,44,3,4,4,6256.0,1530,4726.0,0.647,1629,43,0.344,0.245,0.00062355,0.9993799999999999
+91611,Existing Customer,35,F,3,Uneducated,Married,Less than $40K,Blue,25,4,1,2,2149.0,1118,1031.0,0.903,1581,30,1.0,0.52,5.8763e-05,0.99994
+91612,Existing Customer,57,F,2,Graduate,Married,Less than $40K,Blue,44,3,4,4,6256.0,1530,4726.0,0.647,1629,43,0.344,0.245,0.00062355,0.99938
 91613,Existing Customer,33,F,2,High School,Single,,Blue,25,5,1,4,11922.0,792,11130.0,0.667,2154,61,0.525,0.066,0.00015363,0.99985
-91614,Attrited Customer,43,F,3,Graduate,Single,Less than $40K,Blue,38,5,2,4,4075.0,1986,2089.0,1.214,2449,27,0.038,0.48700000000000004,0.9970600000000001,0.00294141
+91614,Attrited Customer,43,F,3,Graduate,Single,Less than $40K,Blue,38,5,2,4,4075.0,1986,2089.0,1.214,2449,27,0.038,0.487,0.99706,0.00294141
 91615,Existing Customer,53,M,3,Graduate,Married,$80K - $120K,Blue,36,5,1,4,7290.0,2151,5139.0,0.583,1312,29,0.526,0.295,0.00016399,0.99984
-91616,Existing Customer,50,M,2,College,Single,$60K - $80K,Blue,36,5,3,2,5965.0,688,5277.0,0.6729999999999999,3382,58,1.071,0.115,0.00017488,0.9998299999999999
-91617,Existing Customer,30,M,0,High School,Married,$120K +,Blue,13,3,1,4,9007.0,1965,7042.0,0.698,1925,42,0.44799999999999995,0.218,0.00013184,0.99987
-91618,Existing Customer,37,F,3,Graduate,Single,Less than $40K,Blue,36,3,2,3,6077.0,1397,4680.0,0.8340000000000001,2837,74,0.609,0.23,0.00019864,0.9998
-91619,Existing Customer,37,M,2,Doctorate,Married,$40K - $60K,Blue,29,3,3,2,1808.0,1009,799.0,0.7959999999999999,1744,35,0.9440000000000001,0.5579999999999999,0.00026028,0.99974
-91620,Existing Customer,45,M,3,Graduate,Single,$80K - $120K,Blue,36,6,1,3,12810.0,0,12810.0,1.3630000000000002,3174,74,1.114,0.0,9.612600000000001e-05,0.9999
-91621,Attrited Customer,58,M,0,,Single,$40K - $60K,Blue,45,3,1,3,3421.0,2517,904.0,0.992,992,21,0.4,0.736,0.98869,0.011309999999999999
+91616,Existing Customer,50,M,2,College,Single,$60K - $80K,Blue,36,5,3,2,5965.0,688,5277.0,0.673,3382,58,1.071,0.115,0.00017488,0.99983
+91617,Existing Customer,30,M,0,High School,Married,$120K +,Blue,13,3,1,4,9007.0,1965,7042.0,0.698,1925,42,0.448,0.218,0.00013184,0.99987
+91618,Existing Customer,37,F,3,Graduate,Single,Less than $40K,Blue,36,3,2,3,6077.0,1397,4680.0,0.834,2837,74,0.609,0.23,0.00019864,0.9998
+91619,Existing Customer,37,M,2,Doctorate,Married,$40K - $60K,Blue,29,3,3,2,1808.0,1009,799.0,0.796,1744,35,0.944,0.558,0.00026028,0.99974
+91620,Existing Customer,45,M,3,Graduate,Single,$80K - $120K,Blue,36,6,1,3,12810.0,0,12810.0,1.363,3174,74,1.114,0.0,9.6126e-05,0.9999
+91621,Attrited Customer,58,M,0,,Single,$40K - $60K,Blue,45,3,1,3,3421.0,2517,904.0,0.992,992,21,0.4,0.736,0.98869,0.01131
 91622,Existing Customer,63,F,0,College,Married,$40K - $60K,Blue,53,6,1,4,3118.0,1528,1590.0,0.604,1291,24,0.6,0.49,0.00013185,0.99987
-91623,Existing Customer,43,M,1,Graduate,Single,$60K - $80K,Blue,37,4,3,4,20013.0,922,19091.0,0.655,1518,39,0.625,0.046,0.00048435,0.9995200000000001
-91624,Existing Customer,26,F,0,,Single,,Blue,13,4,1,2,4395.0,1240,3155.0,0.662,2272,46,0.43799999999999994,0.282,5.1951000000000005e-05,0.99995
-91625,Existing Customer,37,F,1,,Single,Less than $40K,Blue,32,6,3,3,9661.0,0,9661.0,0.9259999999999999,2825,60,0.818,0.0,0.00031211,0.99969
-91626,Existing Customer,53,M,4,Graduate,Married,$60K - $80K,Blue,44,3,2,4,1973.0,1324,649.0,0.805,1587,38,0.52,0.6709999999999999,0.00034248,0.99966
-91627,Existing Customer,55,M,3,,Married,$120K +,Blue,49,3,2,4,9926.0,2018,7908.0,0.618,2235,57,0.35700000000000004,0.203,0.00037246,0.9996299999999999
-91628,Existing Customer,36,M,3,High School,Married,$60K - $80K,Blue,36,6,3,3,4108.0,1659,2449.0,1.202,2275,58,0.871,0.40399999999999997,0.00030516,0.99969
+91623,Existing Customer,43,M,1,Graduate,Single,$60K - $80K,Blue,37,4,3,4,20013.0,922,19091.0,0.655,1518,39,0.625,0.046,0.00048435,0.99952
+91624,Existing Customer,26,F,0,,Single,,Blue,13,4,1,2,4395.0,1240,3155.0,0.662,2272,46,0.438,0.282,5.1951e-05,0.99995
+91625,Existing Customer,37,F,1,,Single,Less than $40K,Blue,32,6,3,3,9661.0,0,9661.0,0.926,2825,60,0.818,0.0,0.00031211,0.99969
+91626,Existing Customer,53,M,4,Graduate,Married,$60K - $80K,Blue,44,3,2,4,1973.0,1324,649.0,0.805,1587,38,0.52,0.671,0.00034248,0.99966
+91627,Existing Customer,55,M,3,,Married,$120K +,Blue,49,3,2,4,9926.0,2018,7908.0,0.618,2235,57,0.357,0.203,0.00037246,0.99963
+91628,Existing Customer,36,M,3,High School,Married,$60K - $80K,Blue,36,6,3,3,4108.0,1659,2449.0,1.202,2275,58,0.871,0.404,0.00030516,0.99969
 91629,Existing Customer,51,M,3,High School,Single,$120K +,Blue,36,5,1,4,20741.0,2504,18237.0,0.8,1818,51,1.04,0.121,0.00015942,0.99984
-91630,Existing Customer,36,M,4,Graduate,Single,$80K - $120K,Blue,24,6,1,2,16335.0,892,15443.0,0.6729999999999999,2733,71,0.919,0.055,5.7762e-05,0.9999399999999999
-91631,Existing Customer,35,F,1,High School,Married,,Blue,17,5,3,3,4588.0,2517,2071.0,1.525,2442,62,0.632,0.5489999999999999,0.00027604,0.99972
-91632,Existing Customer,34,F,2,Graduate,Single,Less than $40K,Blue,24,5,3,3,5712.0,1955,3757.0,0.9690000000000001,2617,54,0.8,0.342,0.00030251,0.9997
-91633,Existing Customer,57,M,0,Doctorate,Married,$60K - $80K,Blue,36,3,1,2,5335.0,1206,4129.0,0.69,1844,49,0.75,0.226,6.8395e-05,0.9999299999999999
+91630,Existing Customer,36,M,4,Graduate,Single,$80K - $120K,Blue,24,6,1,2,16335.0,892,15443.0,0.673,2733,71,0.919,0.055,5.7762e-05,0.99994
+91631,Existing Customer,35,F,1,High School,Married,,Blue,17,5,3,3,4588.0,2517,2071.0,1.525,2442,62,0.632,0.549,0.00027604,0.99972
+91632,Existing Customer,34,F,2,Graduate,Single,Less than $40K,Blue,24,5,3,3,5712.0,1955,3757.0,0.969,2617,54,0.8,0.342,0.00030251,0.9997
+91633,Existing Customer,57,M,0,Doctorate,Married,$60K - $80K,Blue,36,3,1,2,5335.0,1206,4129.0,0.69,1844,49,0.75,0.226,6.8395e-05,0.99993
 91634,Attrited Customer,54,F,3,College,Single,,Blue,49,6,2,3,13184.0,0,13184.0,1.166,2047,33,0.179,0.0,0.99485,0.00515
-91635,Existing Customer,29,M,0,Uneducated,Married,$60K - $80K,Blue,20,5,2,3,8592.0,1201,7391.0,0.778,1842,50,0.852,0.14,0.00016891,0.9998299999999999
-91636,Existing Customer,37,F,3,Post-Graduate,Married,Less than $40K,Blue,26,5,3,2,1910.0,1164,746.0,0.7440000000000001,2028,39,1.053,0.609,0.00021962,0.9997799999999999
+91635,Existing Customer,29,M,0,Uneducated,Married,$60K - $80K,Blue,20,5,2,3,8592.0,1201,7391.0,0.778,1842,50,0.852,0.14,0.00016891,0.99983
+91636,Existing Customer,37,F,3,Post-Graduate,Married,Less than $40K,Blue,26,5,3,2,1910.0,1164,746.0,0.744,2028,39,1.053,0.609,0.00021962,0.99978
 91637,Existing Customer,53,F,2,College,Single,Less than $40K,Blue,45,6,3,3,6210.0,1083,5127.0,0.621,3095,62,0.59,0.174,0.00029411,0.99971
-91638,Existing Customer,36,M,3,College,Married,$40K - $60K,Blue,31,6,2,4,2220.0,1337,883.0,0.768,1685,44,0.375,0.602,0.00032945,0.9996700000000001
-91639,Existing Customer,49,M,5,,Single,$40K - $60K,Silver,41,4,2,2,20756.0,1710,19046.0,0.816,1502,31,0.8240000000000001,0.08199999999999999,0.00011671,0.9998799999999999
-91640,Existing Customer,64,F,0,,Married,$40K - $60K,Blue,55,6,3,2,2895.0,2517,378.0,0.322,1541,37,0.609,0.8690000000000001,0.00016966,0.9998299999999999
-91641,Existing Customer,53,M,3,Graduate,Married,$60K - $80K,Blue,36,4,3,2,3539.0,2517,1022.0,0.569,1677,45,0.5,0.711,0.00018665,0.9998100000000001
-91642,Existing Customer,52,M,1,Graduate,Married,$120K +,Blue,44,6,1,4,9274.0,2097,7177.0,0.7759999999999999,2048,59,0.639,0.226,0.00014834,0.99985
+91638,Existing Customer,36,M,3,College,Married,$40K - $60K,Blue,31,6,2,4,2220.0,1337,883.0,0.768,1685,44,0.375,0.602,0.00032945,0.99967
+91639,Existing Customer,49,M,5,,Single,$40K - $60K,Silver,41,4,2,2,20756.0,1710,19046.0,0.816,1502,31,0.824,0.082,0.00011671,0.99988
+91640,Existing Customer,64,F,0,,Married,$40K - $60K,Blue,55,6,3,2,2895.0,2517,378.0,0.322,1541,37,0.609,0.869,0.00016966,0.99983
+91641,Existing Customer,53,M,3,Graduate,Married,$60K - $80K,Blue,36,4,3,2,3539.0,2517,1022.0,0.569,1677,45,0.5,0.711,0.00018665,0.99981
+91642,Existing Customer,52,M,1,Graduate,Married,$120K +,Blue,44,6,1,4,9274.0,2097,7177.0,0.776,2048,59,0.639,0.226,0.00014834,0.99985
 91643,Existing Customer,35,F,3,Uneducated,Married,Less than $40K,Blue,26,6,1,3,3187.0,2517,670.0,1.214,2072,33,0.833,0.79,9.8837e-05,0.9999
-91644,Attrited Customer,37,F,3,Graduate,Single,Less than $40K,Blue,24,2,1,4,2802.0,2460,342.0,1.0290000000000001,1406,28,0.077,0.878,0.9939399999999999,0.00606
-91645,Existing Customer,50,M,0,Uneducated,Married,$60K - $80K,Blue,36,4,3,3,2334.0,707,1627.0,0.561,1386,30,0.5,0.303,0.00026692,0.9997299999999999
+91644,Attrited Customer,37,F,3,Graduate,Single,Less than $40K,Blue,24,2,1,4,2802.0,2460,342.0,1.029,1406,28,0.077,0.878,0.99394,0.00606
+91645,Existing Customer,50,M,0,Uneducated,Married,$60K - $80K,Blue,36,4,3,3,2334.0,707,1627.0,0.561,1386,30,0.5,0.303,0.00026692,0.99973
 91646,Existing Customer,65,F,0,Graduate,Single,Less than $40K,Blue,56,5,3,3,1438.3,0,1438.3,0.76,2249,61,0.564,0.0,0.0002596,0.99974
-91647,Existing Customer,53,F,2,,Married,Less than $40K,Blue,44,3,2,4,3519.0,0,3519.0,0.5479999999999999,1670,33,0.65,0.0,0.00035894,0.99964
-91648,Existing Customer,53,M,1,,Married,$120K +,Blue,48,3,2,3,3088.0,2083,1005.0,0.633,1561,40,0.5379999999999999,0.675,0.00019751,0.9998
-91649,Existing Customer,40,M,3,Graduate,Married,$80K - $120K,Silver,36,6,3,0,34516.0,1002,33514.0,1.345,2579,68,0.7,0.028999999999999998,6.2213e-05,0.9999399999999999
+91647,Existing Customer,53,F,2,,Married,Less than $40K,Blue,44,3,2,4,3519.0,0,3519.0,0.548,1670,33,0.65,0.0,0.00035894,0.99964
+91648,Existing Customer,53,M,1,,Married,$120K +,Blue,48,3,2,3,3088.0,2083,1005.0,0.633,1561,40,0.538,0.675,0.00019751,0.9998
+91649,Existing Customer,40,M,3,Graduate,Married,$80K - $120K,Silver,36,6,3,0,34516.0,1002,33514.0,1.345,2579,68,0.7,0.029,6.2213e-05,0.99994
 91650,Existing Customer,39,M,4,High School,Married,$60K - $80K,Blue,31,3,1,4,11906.0,2032,9874.0,0.465,1642,39,0.625,0.171,0.00016112,0.99984
-91651,Existing Customer,53,F,3,High School,Married,,Blue,36,4,2,4,11098.0,821,10277.0,0.8959999999999999,2156,46,0.586,0.07400000000000001,0.00032942,0.9996700000000001
+91651,Existing Customer,53,F,3,High School,Married,,Blue,36,4,2,4,11098.0,821,10277.0,0.896,2156,46,0.586,0.074,0.00032942,0.99967
 91652,Existing Customer,36,M,3,Uneducated,Married,$60K - $80K,Blue,22,6,3,4,2224.0,1772,452.0,0.81,2004,44,0.419,0.797,0.00055052,0.99945
-91653,Existing Customer,35,F,2,Graduate,Married,$40K - $60K,Blue,36,4,3,4,3454.0,1603,1851.0,1.078,1575,41,0.519,0.46399999999999997,0.000516,0.9994799999999999
+91653,Existing Customer,35,F,2,Graduate,Married,$40K - $60K,Blue,36,4,3,4,3454.0,1603,1851.0,1.078,1575,41,0.519,0.464,0.000516,0.99948
 91654,Existing Customer,37,F,2,High School,Single,Less than $40K,Blue,36,4,2,2,5723.0,1873,3850.0,0.851,2732,63,0.853,0.327,0.00011065,0.99989
 91655,Existing Customer,36,F,1,,Single,Less than $40K,Blue,36,4,2,3,9239.0,1421,7818.0,0.823,2246,44,0.833,0.154,0.00019751,0.9998
-91656,Existing Customer,39,M,2,College,Single,$80K - $120K,Blue,24,4,3,2,4061.0,1775,2286.0,0.6859999999999999,1602,40,0.667,0.43700000000000006,0.00017488,0.9998299999999999
+91656,Existing Customer,39,M,2,College,Single,$80K - $120K,Blue,24,4,3,2,4061.0,1775,2286.0,0.686,1602,40,0.667,0.437,0.00017488,0.99983
 91657,Existing Customer,65,M,1,College,Married,Less than $40K,Blue,56,5,3,2,4189.0,0,4189.0,0.715,1597,31,0.722,0.0,0.00016415,0.99984
-91658,Existing Customer,45,F,1,,Married,Less than $40K,Blue,32,4,1,3,6373.0,1562,4811.0,0.573,3483,82,0.64,0.245,9.557700000000001e-05,0.9999
-91659,Existing Customer,38,F,2,Graduate,Married,Less than $40K,Blue,33,5,2,3,2228.0,1717,511.0,1.625,2334,61,0.848,0.7709999999999999,0.00019143,0.9998100000000001
-91660,Attrited Customer,36,F,4,Graduate,Married,Less than $40K,Blue,24,3,2,2,3261.0,2517,744.0,0.37799999999999995,856,18,0.059000000000000004,0.772,0.99169,0.00831
-91661,Existing Customer,40,F,4,Graduate,Married,Less than $40K,Blue,24,3,3,2,8014.0,1402,6612.0,0.873,1596,34,0.789,0.175,0.00018864,0.9998100000000001
-91662,Existing Customer,35,F,2,College,Married,$40K - $60K,Blue,29,6,1,3,10980.0,1726,9254.0,0.856,1830,36,0.636,0.157,9.0064e-05,0.9999100000000001
-91663,Existing Customer,54,M,3,Post-Graduate,Married,$120K +,Blue,42,6,3,4,3092.0,2165,927.0,0.6759999999999999,1369,37,0.542,0.7,0.00062998,0.9993700000000001
-91664,Existing Customer,40,M,4,Graduate,Single,$80K - $120K,Blue,29,5,1,2,14315.0,690,13625.0,1.32,2603,56,0.8059999999999999,0.048,5.7762e-05,0.9999399999999999
-91665,Existing Customer,59,M,0,Uneducated,Single,$40K - $60K,Blue,46,3,3,3,1648.0,997,651.0,0.7759999999999999,1776,36,0.565,0.605,0.00026692,0.9997299999999999
-91666,Attrited Customer,26,F,0,High School,Single,$40K - $60K,Blue,13,2,2,4,1730.0,1616,114.0,0.331,869,27,0.28600000000000003,0.934,0.99634,0.00365621
-91667,Existing Customer,46,M,2,High School,Married,$60K - $80K,Blue,35,6,3,3,13768.0,763,13005.0,0.7120000000000001,1390,44,0.76,0.055,0.00029408,0.99971
-91668,Existing Customer,29,F,1,Graduate,Married,,Blue,19,3,3,4,1709.0,1465,244.0,0.5579999999999999,1757,48,0.5479999999999999,0.857,0.00048435,0.9995200000000001
-91669,Existing Customer,38,M,3,Graduate,Single,$40K - $60K,Blue,19,5,2,3,1705.0,0,1705.0,0.604,3342,62,0.8240000000000001,0.0,0.00019864,0.9998
-91670,Existing Customer,31,M,0,Graduate,Divorced,$60K - $80K,Blue,25,6,1,2,8673.0,0,8673.0,0.8759999999999999,2457,58,0.9329999999999999,0.0,4.7263000000000005e-05,0.99995
+91658,Existing Customer,45,F,1,,Married,Less than $40K,Blue,32,4,1,3,6373.0,1562,4811.0,0.573,3483,82,0.64,0.245,9.5577e-05,0.9999
+91659,Existing Customer,38,F,2,Graduate,Married,Less than $40K,Blue,33,5,2,3,2228.0,1717,511.0,1.625,2334,61,0.848,0.771,0.00019143,0.99981
+91660,Attrited Customer,36,F,4,Graduate,Married,Less than $40K,Blue,24,3,2,2,3261.0,2517,744.0,0.378,856,18,0.059,0.772,0.99169,0.00831
+91661,Existing Customer,40,F,4,Graduate,Married,Less than $40K,Blue,24,3,3,2,8014.0,1402,6612.0,0.873,1596,34,0.789,0.175,0.00018864,0.99981
+91662,Existing Customer,35,F,2,College,Married,$40K - $60K,Blue,29,6,1,3,10980.0,1726,9254.0,0.856,1830,36,0.636,0.157,9.0064e-05,0.99991
+91663,Existing Customer,54,M,3,Post-Graduate,Married,$120K +,Blue,42,6,3,4,3092.0,2165,927.0,0.676,1369,37,0.542,0.7,0.00062998,0.99937
+91664,Existing Customer,40,M,4,Graduate,Single,$80K - $120K,Blue,29,5,1,2,14315.0,690,13625.0,1.32,2603,56,0.806,0.048,5.7762e-05,0.99994
+91665,Existing Customer,59,M,0,Uneducated,Single,$40K - $60K,Blue,46,3,3,3,1648.0,997,651.0,0.776,1776,36,0.565,0.605,0.00026692,0.99973
+91666,Attrited Customer,26,F,0,High School,Single,$40K - $60K,Blue,13,2,2,4,1730.0,1616,114.0,0.331,869,27,0.286,0.934,0.99634,0.00365621
+91667,Existing Customer,46,M,2,High School,Married,$60K - $80K,Blue,35,6,3,3,13768.0,763,13005.0,0.712,1390,44,0.76,0.055,0.00029408,0.99971
+91668,Existing Customer,29,F,1,Graduate,Married,,Blue,19,3,3,4,1709.0,1465,244.0,0.558,1757,48,0.548,0.857,0.00048435,0.99952
+91669,Existing Customer,38,M,3,Graduate,Single,$40K - $60K,Blue,19,5,2,3,1705.0,0,1705.0,0.604,3342,62,0.824,0.0,0.00019864,0.9998
+91670,Existing Customer,31,M,0,Graduate,Divorced,$60K - $80K,Blue,25,6,1,2,8673.0,0,8673.0,0.876,2457,58,0.933,0.0,4.7263e-05,0.99995
 91671,Existing Customer,35,M,1,High School,Married,$60K - $80K,Blue,21,5,2,2,6391.0,2317,4074.0,0.831,2274,61,1.033,0.363,0.00010386,0.9999
-91672,Existing Customer,56,M,2,Uneducated,Married,$80K - $120K,Blue,45,4,2,2,11102.0,1946,9156.0,0.625,1448,36,1.0,0.175,0.00011703,0.9998799999999999
-91673,Existing Customer,34,M,3,College,Married,$80K - $120K,Blue,28,3,1,3,24765.0,1999,22766.0,1.013,1544,36,0.7140000000000001,0.081,9.345700000000001e-05,0.9999100000000001
-91674,Existing Customer,42,M,4,Doctorate,Married,$80K - $120K,Blue,27,5,3,4,31864.0,0,31864.0,1.0090000000000001,1591,35,0.75,0.0,0.00078294,0.9992200000000001
-91675,Existing Customer,29,M,1,College,Single,$60K - $80K,Blue,36,5,3,2,5346.0,0,5346.0,0.9279999999999999,3253,80,0.818,0.0,0.00016415,0.99984
-91676,Existing Customer,32,M,0,Graduate,Single,$40K - $60K,Blue,21,6,2,3,2801.0,1472,1329.0,1.0270000000000001,2467,54,0.8,0.526,0.00016428,0.99984
-91677,Existing Customer,37,F,2,High School,Married,Less than $40K,Blue,27,6,6,2,3148.0,0,3148.0,0.498,1401,31,0.722,0.0,0.00013804,0.9998600000000001
+91672,Existing Customer,56,M,2,Uneducated,Married,$80K - $120K,Blue,45,4,2,2,11102.0,1946,9156.0,0.625,1448,36,1.0,0.175,0.00011703,0.99988
+91673,Existing Customer,34,M,3,College,Married,$80K - $120K,Blue,28,3,1,3,24765.0,1999,22766.0,1.013,1544,36,0.714,0.081,9.3457e-05,0.99991
+91674,Existing Customer,42,M,4,Doctorate,Married,$80K - $120K,Blue,27,5,3,4,31864.0,0,31864.0,1.009,1591,35,0.75,0.0,0.00078294,0.99922
+91675,Existing Customer,29,M,1,College,Single,$60K - $80K,Blue,36,5,3,2,5346.0,0,5346.0,0.928,3253,80,0.818,0.0,0.00016415,0.99984
+91676,Existing Customer,32,M,0,Graduate,Single,$40K - $60K,Blue,21,6,2,3,2801.0,1472,1329.0,1.027,2467,54,0.8,0.526,0.00016428,0.99984
+91677,Existing Customer,37,F,2,High School,Married,Less than $40K,Blue,27,6,6,2,3148.0,0,3148.0,0.498,1401,31,0.722,0.0,0.00013804,0.99986
 91678,Existing Customer,36,F,3,,Married,Less than $40K,Blue,36,6,5,3,2786.0,1628,1158.0,1.314,2853,55,0.667,0.584,0.00038536,0.99961
-91679,Existing Customer,37,M,3,,Married,$60K - $80K,Blue,24,3,1,2,11894.0,816,11078.0,1.561,2438,45,0.607,0.069,6.282e-05,0.9999399999999999
-91680,Existing Customer,38,M,2,Graduate,Married,$80K - $120K,Blue,29,5,3,3,7535.0,2517,5018.0,0.813,1655,41,0.5770000000000001,0.33399999999999996,0.00030251,0.9997
-91681,Attrited Customer,52,M,2,High School,Married,$60K - $80K,Silver,35,4,4,3,33180.0,511,32669.0,0.6809999999999999,797,14,0.273,0.015,0.9969,0.00310334
-91682,Existing Customer,62,F,2,Graduate,Married,Less than $40K,Blue,51,6,2,4,2986.0,1632,1354.0,0.883,2141,55,0.667,0.547,0.00032656,0.9996700000000001
-91683,Existing Customer,35,F,2,Graduate,Married,,Blue,23,4,2,2,6729.0,2375,4354.0,0.579,2080,50,0.35100000000000003,0.353,0.00011382,0.99989
-91684,Existing Customer,36,M,1,Graduate,Single,$60K - $80K,Blue,36,3,3,4,2601.0,1817,784.0,0.6629999999999999,2542,67,0.675,0.6990000000000001,0.00048435,0.9995200000000001
-91685,Existing Customer,54,M,3,College,Married,$80K - $120K,Blue,45,4,3,0,3380.0,1655,1725.0,0.636,1636,58,0.706,0.49,6.694100000000001e-05,0.9999299999999999
+91679,Existing Customer,37,M,3,,Married,$60K - $80K,Blue,24,3,1,2,11894.0,816,11078.0,1.561,2438,45,0.607,0.069,6.282e-05,0.99994
+91680,Existing Customer,38,M,2,Graduate,Married,$80K - $120K,Blue,29,5,3,3,7535.0,2517,5018.0,0.813,1655,41,0.577,0.334,0.00030251,0.9997
+91681,Attrited Customer,52,M,2,High School,Married,$60K - $80K,Silver,35,4,4,3,33180.0,511,32669.0,0.681,797,14,0.273,0.015,0.9969,0.00310334
+91682,Existing Customer,62,F,2,Graduate,Married,Less than $40K,Blue,51,6,2,4,2986.0,1632,1354.0,0.883,2141,55,0.667,0.547,0.00032656,0.99967
+91683,Existing Customer,35,F,2,Graduate,Married,,Blue,23,4,2,2,6729.0,2375,4354.0,0.579,2080,50,0.351,0.353,0.00011382,0.99989
+91684,Existing Customer,36,M,1,Graduate,Single,$60K - $80K,Blue,36,3,3,4,2601.0,1817,784.0,0.663,2542,67,0.675,0.699,0.00048435,0.99952
+91685,Existing Customer,54,M,3,College,Married,$80K - $120K,Blue,45,4,3,0,3380.0,1655,1725.0,0.636,1636,58,0.706,0.49,6.6941e-05,0.99993
 91686,Existing Customer,27,M,1,High School,Single,$60K - $80K,Blue,18,5,2,2,2730.0,1351,1379.0,0.623,2319,61,0.743,0.495,0.00010386,0.9999
-91687,Attrited Customer,26,M,0,High School,Single,$40K - $60K,Blue,15,3,1,3,3324.0,0,3324.0,0.537,982,22,0.6920000000000001,0.0,0.9872299999999999,0.01277
-91688,Existing Customer,56,F,2,Graduate,Married,Less than $40K,Blue,45,4,3,3,2665.0,1844,821.0,0.5539999999999999,1880,58,0.758,0.6920000000000001,0.00030251,0.9997
-91689,Existing Customer,60,F,1,Graduate,Married,$40K - $60K,Blue,47,4,3,2,5015.0,2053,2962.0,0.442,1325,29,0.381,0.409,0.00016883,0.9998299999999999
-91690,Existing Customer,54,M,4,Graduate,Married,$60K - $80K,Blue,36,4,3,3,6905.0,2303,4602.0,0.7120000000000001,1370,25,0.7859999999999999,0.33399999999999996,0.00031726,0.9996799999999999
+91687,Attrited Customer,26,M,0,High School,Single,$40K - $60K,Blue,15,3,1,3,3324.0,0,3324.0,0.537,982,22,0.692,0.0,0.98723,0.01277
+91688,Existing Customer,56,F,2,Graduate,Married,Less than $40K,Blue,45,4,3,3,2665.0,1844,821.0,0.554,1880,58,0.758,0.692,0.00030251,0.9997
+91689,Existing Customer,60,F,1,Graduate,Married,$40K - $60K,Blue,47,4,3,2,5015.0,2053,2962.0,0.442,1325,29,0.381,0.409,0.00016883,0.99983
+91690,Existing Customer,54,M,4,Graduate,Married,$60K - $80K,Blue,36,4,3,3,6905.0,2303,4602.0,0.712,1370,25,0.786,0.334,0.00031726,0.99968
 91691,Existing Customer,48,M,3,,Married,$80K - $120K,Blue,41,5,2,2,5848.0,950,4898.0,0.726,1961,51,0.545,0.162,0.00012982,0.99987
-91692,Existing Customer,33,M,1,College,Single,$80K - $120K,Blue,26,4,3,4,19136.0,1608,17528.0,0.728,2501,55,0.528,0.084,0.00047091,0.9995299999999999
-91693,Existing Customer,64,F,0,,Married,Less than $40K,Blue,55,4,3,4,3500.0,1904,1596.0,1.182,2003,41,0.9520000000000001,0.544,0.00048673,0.99951
-91694,Existing Customer,35,M,2,Graduate,Married,$60K - $80K,Blue,24,5,1,3,7453.0,0,7453.0,0.7120000000000001,1691,47,0.516,0.0,9.2637e-05,0.9999100000000001
-91695,Existing Customer,54,F,2,,Married,Less than $40K,Blue,43,4,3,3,6266.0,1819,4447.0,0.7440000000000001,1456,27,1.077,0.29,0.00033251,0.9996700000000001
-91696,Existing Customer,29,F,1,College,Single,Less than $40K,Blue,23,4,3,4,4945.0,0,4945.0,1.033,2743,69,0.769,0.0,0.00047091,0.9995299999999999
+91692,Existing Customer,33,M,1,College,Single,$80K - $120K,Blue,26,4,3,4,19136.0,1608,17528.0,0.728,2501,55,0.528,0.084,0.00047091,0.99953
+91693,Existing Customer,64,F,0,,Married,Less than $40K,Blue,55,4,3,4,3500.0,1904,1596.0,1.182,2003,41,0.952,0.544,0.00048673,0.99951
+91694,Existing Customer,35,M,2,Graduate,Married,$60K - $80K,Blue,24,5,1,3,7453.0,0,7453.0,0.712,1691,47,0.516,0.0,9.2637e-05,0.99991
+91695,Existing Customer,54,F,2,,Married,Less than $40K,Blue,43,4,3,3,6266.0,1819,4447.0,0.744,1456,27,1.077,0.29,0.00033251,0.99967
+91696,Existing Customer,29,F,1,College,Single,Less than $40K,Blue,23,4,3,4,4945.0,0,4945.0,1.033,2743,69,0.769,0.0,0.00047091,0.99953
 91697,Attrited Customer,33,M,2,Graduate,Married,$120K +,Blue,21,2,2,4,27992.0,0,27992.0,0.433,837,18,1.0,0.0,0.99695,0.00305189
 91698,Existing Customer,34,M,1,Graduate,Married,$40K - $60K,Blue,36,6,2,3,3735.0,1285,2450.0,1.034,1877,33,1.2,0.344,0.00017969,0.99982
-91699,Existing Customer,48,M,3,Graduate,,$60K - $80K,Blue,36,3,3,2,6703.0,1252,5451.0,0.625,1843,44,0.63,0.187,0.00018665,0.9998100000000001
+91699,Existing Customer,48,M,3,Graduate,,$60K - $80K,Blue,36,3,3,2,6703.0,1252,5451.0,0.625,1843,44,0.63,0.187,0.00018665,0.99981
 91700,Existing Customer,38,M,3,High School,Single,$80K - $120K,Blue,27,4,1,4,6162.0,943,5219.0,0.484,1527,35,0.207,0.153,0.00015942,0.99984
-91701,Existing Customer,42,M,3,High School,Single,$60K - $80K,Blue,36,4,4,3,3337.0,795,2542.0,0.524,3951,68,0.619,0.23800000000000002,0.00036878,0.9996299999999999
+91701,Existing Customer,42,M,3,High School,Single,$60K - $80K,Blue,36,4,4,3,3337.0,795,2542.0,0.524,3951,68,0.619,0.238,0.00036878,0.99963
 91702,Existing Customer,55,M,3,Graduate,Married,$40K - $60K,Blue,36,3,3,3,2205.0,1337,868.0,0.65,1591,38,0.727,0.606,0.0003139,0.99969
 91703,Existing Customer,62,M,1,High School,Married,$40K - $60K,Blue,43,5,1,3,4450.0,1444,3006.0,0.465,1326,44,0.419,0.324,8.453e-05,0.99992
-91704,Existing Customer,33,F,0,,Married,Less than $40K,Blue,28,4,2,4,1438.3,0,1438.3,0.9159999999999999,2914,70,0.591,0.0,0.00030803,0.99969
-91705,Existing Customer,38,M,2,,Married,$80K - $120K,Blue,18,6,1,2,2172.0,1475,697.0,1.158,2447,46,1.3,0.679,6.054e-05,0.9999399999999999
+91704,Existing Customer,33,F,0,,Married,Less than $40K,Blue,28,4,2,4,1438.3,0,1438.3,0.916,2914,70,0.591,0.0,0.00030803,0.99969
+91705,Existing Customer,38,M,2,,Married,$80K - $120K,Blue,18,6,1,2,2172.0,1475,697.0,1.158,2447,46,1.3,0.679,6.054e-05,0.99994
 91706,Existing Customer,39,M,1,Uneducated,Married,$40K - $60K,Blue,29,4,2,2,4323.0,1267,3056.0,1.102,3078,58,0.611,0.293,0.00010985,0.99989
-91707,Existing Customer,56,M,1,College,Married,$80K - $120K,Blue,45,5,1,3,4145.0,1468,2677.0,0.579,1238,36,0.5,0.354,8.453700000000001e-05,0.99992
+91707,Existing Customer,56,M,1,College,Married,$80K - $120K,Blue,45,5,1,3,4145.0,1468,2677.0,0.579,1238,36,0.5,0.354,8.4537e-05,0.99992
 91708,Existing Customer,36,M,1,Graduate,Married,Less than $40K,Blue,18,6,3,3,2032.0,1003,1029.0,1.005,2454,46,0.586,0.494,0.00028395,0.99972
-91709,Existing Customer,29,M,1,College,Single,$80K - $120K,Blue,19,5,3,3,7010.0,2103,4907.0,1.0070000000000001,2413,48,1.087,0.3,0.00027607,0.99972
-91710,Existing Customer,57,M,3,High School,Married,$120K +,Blue,50,3,3,2,3205.0,1530,1675.0,0.6729999999999999,2126,58,0.657,0.47700000000000004,0.00018145,0.99982
-91711,Existing Customer,55,F,3,Post-Graduate,Married,,Blue,36,3,2,3,16547.0,1521,15026.0,0.555,1782,48,0.33299999999999996,0.092,0.00023373,0.99977
-91712,Existing Customer,51,F,2,Graduate,Married,$40K - $60K,Blue,45,3,2,4,5930.0,0,5930.0,1.19,2041,32,0.684,0.0,0.00032656,0.9996700000000001
-91713,Existing Customer,57,F,3,College,Single,,Blue,39,4,1,2,7469.0,1752,5717.0,0.9229999999999999,2050,46,0.917,0.235,5.5564e-05,0.9999399999999999
+91709,Existing Customer,29,M,1,College,Single,$80K - $120K,Blue,19,5,3,3,7010.0,2103,4907.0,1.007,2413,48,1.087,0.3,0.00027607,0.99972
+91710,Existing Customer,57,M,3,High School,Married,$120K +,Blue,50,3,3,2,3205.0,1530,1675.0,0.673,2126,58,0.657,0.477,0.00018145,0.99982
+91711,Existing Customer,55,F,3,Post-Graduate,Married,,Blue,36,3,2,3,16547.0,1521,15026.0,0.555,1782,48,0.333,0.092,0.00023373,0.99977
+91712,Existing Customer,51,F,2,Graduate,Married,$40K - $60K,Blue,45,3,2,4,5930.0,0,5930.0,1.19,2041,32,0.684,0.0,0.00032656,0.99967
+91713,Existing Customer,57,F,3,College,Single,,Blue,39,4,1,2,7469.0,1752,5717.0,0.923,2050,46,0.917,0.235,5.5564e-05,0.99994
 91714,Existing Customer,56,F,3,Graduate,Married,Less than $40K,Blue,45,6,2,3,2235.0,0,2235.0,0.556,1229,27,0.35,0.0,0.00019864,0.9998
-91715,Existing Customer,26,M,0,College,Single,$40K - $60K,Blue,13,5,2,2,2047.0,1196,851.0,0.623,2180,33,0.941,0.584,9.496e-05,0.9999100000000001
-91716,Existing Customer,36,F,4,Uneducated,Single,,Silver,21,3,1,2,34516.0,907,33609.0,0.5720000000000001,2298,55,0.7190000000000001,0.026000000000000002,5.366399999999999e-05,0.99995
+91715,Existing Customer,26,M,0,College,Single,$40K - $60K,Blue,13,5,2,2,2047.0,1196,851.0,0.623,2180,33,0.941,0.584,9.496e-05,0.99991
+91716,Existing Customer,36,F,4,Uneducated,Single,,Silver,21,3,1,2,34516.0,907,33609.0,0.572,2298,55,0.719,0.026,5.3664e-05,0.99995
 91717,Existing Customer,53,F,3,Graduate,Married,$40K - $60K,Blue,44,3,3,4,2636.0,2357,279.0,0.654,1333,34,0.545,0.894,0.00053543,0.99946
-91718,Existing Customer,41,M,3,Graduate,Married,$40K - $60K,Blue,32,3,3,2,6425.0,915,5510.0,0.958,2036,44,0.6920000000000001,0.142,0.00018665,0.9998100000000001
+91718,Existing Customer,41,M,3,Graduate,Married,$40K - $60K,Blue,32,3,3,2,6425.0,915,5510.0,0.958,2036,44,0.692,0.142,0.00018665,0.99981
 91719,Existing Customer,26,F,0,Post-Graduate,Single,Less than $40K,Blue,13,5,3,2,2902.0,1668,1234.0,0.621,2088,34,0.478,0.575,0.00018162,0.99982
-91720,Existing Customer,51,F,1,College,Divorced,Less than $40K,Blue,42,3,2,3,4002.0,1669,2333.0,0.7020000000000001,2024,53,1.12,0.41700000000000004,0.0001747,0.9998299999999999
-91721,Existing Customer,34,M,0,Graduate,Married,$60K - $80K,Blue,26,4,3,3,5175.0,977,4198.0,1.705,2405,49,0.885,0.18899999999999997,0.0002596,0.99974
-91722,Existing Customer,65,F,1,,Single,$40K - $60K,Blue,48,4,2,4,4599.0,637,3962.0,0.622,2608,78,0.5920000000000001,0.139,0.00033692,0.99966
+91720,Existing Customer,51,F,1,College,Divorced,Less than $40K,Blue,42,3,2,3,4002.0,1669,2333.0,0.702,2024,53,1.12,0.417,0.0001747,0.99983
+91721,Existing Customer,34,M,0,Graduate,Married,$60K - $80K,Blue,26,4,3,3,5175.0,977,4198.0,1.705,2405,49,0.885,0.189,0.0002596,0.99974
+91722,Existing Customer,65,F,1,,Single,$40K - $60K,Blue,48,4,2,4,4599.0,637,3962.0,0.622,2608,78,0.592,0.139,0.00033692,0.99966
 91723,Existing Customer,52,M,2,High School,Married,$80K - $120K,Blue,43,4,3,4,31258.0,1518,29740.0,0.917,2866,53,0.893,0.049,0.00050163,0.9995
-91724,Existing Customer,54,F,2,Graduate,Married,Less than $40K,Blue,45,5,2,4,2683.0,1671,1012.0,0.784,1406,37,0.423,0.623,0.00032656,0.9996700000000001
+91724,Existing Customer,54,F,2,Graduate,Married,Less than $40K,Blue,45,5,2,4,2683.0,1671,1012.0,0.784,1406,37,0.423,0.623,0.00032656,0.99967
 91725,Attrited Customer,37,M,3,College,Married,$80K - $120K,Blue,30,3,4,3,11638.0,926,10712.0,0.262,563,15,0.364,0.08,0.9973,0.00270308
-91726,Existing Customer,40,F,3,Graduate,Married,,Blue,20,3,1,3,1829.0,1140,689.0,0.325,1610,49,0.4,0.623,9.612600000000001e-05,0.9999
-91727,Existing Customer,55,M,0,Doctorate,Married,$80K - $120K,Blue,36,3,1,3,8276.0,1671,6605.0,0.359,1409,25,0.25,0.20199999999999999,0.00011504,0.9998799999999999
-91728,Existing Customer,45,M,4,High School,,$80K - $120K,Blue,34,4,3,3,23539.0,1261,22278.0,0.484,1485,38,0.462,0.054000000000000006,0.00030842,0.99969
-91729,Existing Customer,37,F,2,High School,Married,Less than $40K,Blue,31,5,3,3,2352.0,0,2352.0,1.4669999999999999,2344,48,0.92,0.0,0.00029408,0.99971
-91730,Existing Customer,30,M,1,Graduate,Single,$60K - $80K,Blue,36,6,1,2,11371.0,1015,10356.0,1.483,2768,68,0.889,0.08900000000000001,5.1696999999999996e-05,0.99995
-91731,Existing Customer,55,F,1,,Married,Less than $40K,Blue,36,6,6,2,2857.0,2517,340.0,0.871,1869,47,0.5670000000000001,0.8809999999999999,0.0001465,0.99985
+91726,Existing Customer,40,F,3,Graduate,Married,,Blue,20,3,1,3,1829.0,1140,689.0,0.325,1610,49,0.4,0.623,9.6126e-05,0.9999
+91727,Existing Customer,55,M,0,Doctorate,Married,$80K - $120K,Blue,36,3,1,3,8276.0,1671,6605.0,0.359,1409,25,0.25,0.202,0.00011504,0.99988
+91728,Existing Customer,45,M,4,High School,,$80K - $120K,Blue,34,4,3,3,23539.0,1261,22278.0,0.484,1485,38,0.462,0.054,0.00030842,0.99969
+91729,Existing Customer,37,F,2,High School,Married,Less than $40K,Blue,31,5,3,3,2352.0,0,2352.0,1.467,2344,48,0.92,0.0,0.00029408,0.99971
+91730,Existing Customer,30,M,1,Graduate,Single,$60K - $80K,Blue,36,6,1,2,11371.0,1015,10356.0,1.483,2768,68,0.889,0.089,5.1697e-05,0.99995
+91731,Existing Customer,55,F,1,,Married,Less than $40K,Blue,36,6,6,2,2857.0,2517,340.0,0.871,1869,47,0.567,0.881,0.0001465,0.99985
 91732,Existing Customer,36,M,2,Graduate,Single,$80K - $120K,Silver,27,5,2,4,34516.0,1568,32948.0,0.878,2873,73,0.659,0.045,0.00029507,0.9997
-91733,Existing Customer,39,M,1,Graduate,Married,$40K - $60K,Blue,35,5,3,4,6690.0,1884,4806.0,0.7909999999999999,1734,39,0.625,0.282,0.00048435,0.9995200000000001
+91733,Existing Customer,39,M,1,Graduate,Married,$40K - $60K,Blue,35,5,3,4,6690.0,1884,4806.0,0.791,1734,39,0.625,0.282,0.00048435,0.99952
 91734,Existing Customer,34,M,2,Graduate,Single,Less than $40K,Blue,28,5,1,4,4439.0,844,3595.0,0.863,2858,71,0.69,0.19,0.00015804,0.99984
-91735,Existing Customer,47,M,3,High School,Single,$60K - $80K,Blue,36,4,3,2,5344.0,1582,3762.0,0.537,1984,36,1.0,0.29600000000000004,0.00018145,0.99982
+91735,Existing Customer,47,M,3,High School,Single,$60K - $80K,Blue,36,4,3,2,5344.0,1582,3762.0,0.537,1984,36,1.0,0.296,0.00018145,0.99982
 91736,Existing Customer,42,M,3,High School,Divorced,$80K - $120K,Blue,37,6,3,3,27310.0,0,27310.0,0.919,1537,41,1.05,0.0,0.00030516,0.99969
 91737,Existing Customer,61,M,1,Graduate,Married,$40K - $60K,Blue,50,6,2,4,2531.0,2360,171.0,0.955,1263,35,0.591,0.932,0.00030653,0.99969
-91738,Existing Customer,31,M,1,College,Single,$40K - $60K,Blue,22,4,1,3,9096.0,0,9096.0,0.768,2318,54,0.688,0.0,8.453700000000001e-05,0.99992
-91739,Attrited Customer,40,M,3,College,Single,$80K - $120K,Silver,33,1,3,4,34516.0,0,34516.0,0.927,1112,26,0.368,0.0,0.9978799999999999,0.00212041
-91740,Existing Customer,42,F,3,Graduate,,Less than $40K,Blue,32,3,1,2,7169.0,902,6267.0,0.8340000000000001,1438,35,0.591,0.126,5.7151e-05,0.9999399999999999
+91738,Existing Customer,31,M,1,College,Single,$40K - $60K,Blue,22,4,1,3,9096.0,0,9096.0,0.768,2318,54,0.688,0.0,8.4537e-05,0.99992
+91739,Attrited Customer,40,M,3,College,Single,$80K - $120K,Silver,33,1,3,4,34516.0,0,34516.0,0.927,1112,26,0.368,0.0,0.99788,0.00212041
+91740,Existing Customer,42,F,3,Graduate,,Less than $40K,Blue,32,3,1,2,7169.0,902,6267.0,0.834,1438,35,0.591,0.126,5.7151e-05,0.99994
 91741,Existing Customer,54,F,0,Graduate,Married,Less than $40K,Blue,36,5,3,4,5399.0,1723,3676.0,0.765,1292,34,0.889,0.319,0.00044282,0.99956
 91742,Existing Customer,52,F,3,,Married,Less than $40K,Blue,47,6,3,2,2280.0,1170,1110.0,0.603,1924,50,0.667,0.513,0.00020516,0.99979
-91743,Existing Customer,31,F,0,Graduate,Married,Less than $40K,Blue,21,4,1,4,6315.0,1305,5010.0,0.542,2205,43,0.265,0.207,0.00013562,0.9998600000000001
-91744,Existing Customer,43,M,3,,Married,$40K - $60K,Blue,33,6,1,2,4402.0,1640,2762.0,0.7190000000000001,1774,46,1.0,0.373,6.282e-05,0.9999399999999999
-91745,Existing Customer,49,M,2,,Married,$120K +,Blue,34,5,4,2,27732.0,1623,26109.0,0.452,1413,31,0.722,0.059000000000000004,0.00023893,0.99976
-91746,Existing Customer,45,F,2,Graduate,,$40K - $60K,Blue,36,4,3,4,4947.0,1053,3894.0,1.195,3479,76,0.81,0.213,0.000516,0.9994799999999999
-91747,Existing Customer,38,M,1,Graduate,Married,$80K - $120K,Blue,28,3,2,3,3946.0,2375,1571.0,0.9209999999999999,1646,43,0.536,0.602,0.00017969,0.99982
-91748,Existing Customer,57,M,2,Uneducated,Single,$40K - $60K,Blue,52,5,3,4,12291.0,2289,10002.0,0.685,1683,50,0.47100000000000003,0.18600000000000003,0.00053055,0.9994700000000001
-91749,Existing Customer,63,F,2,Graduate,Married,$40K - $60K,Blue,53,4,2,4,3067.0,1874,1193.0,0.7909999999999999,1420,32,0.455,0.611,0.00032656,0.9996700000000001
-91750,Existing Customer,42,F,4,Post-Graduate,Single,Less than $40K,Blue,36,6,2,3,1438.3,674,764.3,1.7690000000000001,2451,55,1.2919999999999998,0.469,0.00023623,0.99976
-91751,Existing Customer,61,F,1,Doctorate,Married,$40K - $60K,Blue,47,4,2,4,8633.0,2517,6116.0,0.6809999999999999,2066,51,0.457,0.292,0.00044353,0.99956
-91752,Existing Customer,37,M,2,,Single,$40K - $60K,Blue,28,4,4,3,2394.0,0,2394.0,1.0590000000000002,2805,85,0.667,0.0,0.00040183,0.9996
+91743,Existing Customer,31,F,0,Graduate,Married,Less than $40K,Blue,21,4,1,4,6315.0,1305,5010.0,0.542,2205,43,0.265,0.207,0.00013562,0.99986
+91744,Existing Customer,43,M,3,,Married,$40K - $60K,Blue,33,6,1,2,4402.0,1640,2762.0,0.719,1774,46,1.0,0.373,6.282e-05,0.99994
+91745,Existing Customer,49,M,2,,Married,$120K +,Blue,34,5,4,2,27732.0,1623,26109.0,0.452,1413,31,0.722,0.059,0.00023893,0.99976
+91746,Existing Customer,45,F,2,Graduate,,$40K - $60K,Blue,36,4,3,4,4947.0,1053,3894.0,1.195,3479,76,0.81,0.213,0.000516,0.99948
+91747,Existing Customer,38,M,1,Graduate,Married,$80K - $120K,Blue,28,3,2,3,3946.0,2375,1571.0,0.921,1646,43,0.536,0.602,0.00017969,0.99982
+91748,Existing Customer,57,M,2,Uneducated,Single,$40K - $60K,Blue,52,5,3,4,12291.0,2289,10002.0,0.685,1683,50,0.471,0.186,0.00053055,0.99947
+91749,Existing Customer,63,F,2,Graduate,Married,$40K - $60K,Blue,53,4,2,4,3067.0,1874,1193.0,0.791,1420,32,0.455,0.611,0.00032656,0.99967
+91750,Existing Customer,42,F,4,Post-Graduate,Single,Less than $40K,Blue,36,6,2,3,1438.3,674,764.3,1.769,2451,55,1.292,0.469,0.00023623,0.99976
+91751,Existing Customer,61,F,1,Doctorate,Married,$40K - $60K,Blue,47,4,2,4,8633.0,2517,6116.0,0.681,2066,51,0.457,0.292,0.00044353,0.99956
+91752,Existing Customer,37,M,2,,Single,$40K - $60K,Blue,28,4,4,3,2394.0,0,2394.0,1.059,2805,85,0.667,0.0,0.00040183,0.9996
 91753,Attrited Customer,61,M,2,Graduate,Married,$120K +,Blue,49,3,0,4,11374.0,2517,8857.0,1.015,1088,26,1.167,0.221,0.98319,0.01681
-91754,Existing Customer,35,M,3,College,Married,$60K - $80K,Blue,28,4,3,4,6921.0,2159,4762.0,0.895,1931,35,0.75,0.312,0.00052057,0.9994799999999999
-91755,Existing Customer,57,M,0,Graduate,Married,$80K - $120K,Blue,52,4,6,4,2564.0,2379,185.0,0.358,1343,35,0.29600000000000004,0.9279999999999999,0.00034959,0.99965
-91756,Existing Customer,64,M,1,,Married,Less than $40K,Blue,55,4,3,4,2720.0,1904,816.0,0.634,1613,43,0.344,0.7,0.00053237,0.9994700000000001
-91757,Existing Customer,39,F,2,Doctorate,Married,,Blue,36,3,2,4,9843.0,2154,7689.0,0.733,1402,35,0.667,0.21899999999999997,0.00047251,0.9995299999999999
-91758,Existing Customer,28,F,0,,Single,,Blue,13,5,3,2,21691.0,661,21030.0,0.767,2534,51,0.9620000000000001,0.03,0.00016966,0.9998299999999999
-91759,Existing Customer,53,M,1,Graduate,Single,$80K - $120K,Blue,45,6,3,2,1826.0,883,943.0,0.953,2199,48,1.0,0.484,0.00016883,0.9998299999999999
-91760,Existing Customer,39,M,1,,Married,$60K - $80K,Blue,24,6,3,0,5746.0,1829,3917.0,0.649,1562,44,0.9129999999999999,0.318,6.846e-05,0.9999299999999999
-91761,Existing Customer,35,F,3,Graduate,Married,Less than $40K,Blue,27,6,2,4,2926.0,1346,1580.0,0.8340000000000001,1851,48,0.455,0.46,0.00033886,0.99966
-91762,Existing Customer,47,F,5,High School,Married,$40K - $60K,Blue,36,5,3,2,7061.0,1813,5248.0,0.7440000000000001,1831,60,0.5,0.257,0.00018053,0.99982
-91763,Existing Customer,47,M,4,,Married,$80K - $120K,Blue,35,3,3,4,5589.0,1430,4159.0,0.632,1570,31,0.722,0.256,0.0005947999999999999,0.99941
-91764,Existing Customer,38,M,2,Graduate,Married,$80K - $120K,Blue,33,5,3,3,9620.0,2033,7587.0,0.667,1735,43,0.387,0.21100000000000002,0.00030251,0.9997
+91754,Existing Customer,35,M,3,College,Married,$60K - $80K,Blue,28,4,3,4,6921.0,2159,4762.0,0.895,1931,35,0.75,0.312,0.00052057,0.99948
+91755,Existing Customer,57,M,0,Graduate,Married,$80K - $120K,Blue,52,4,6,4,2564.0,2379,185.0,0.358,1343,35,0.296,0.928,0.00034959,0.99965
+91756,Existing Customer,64,M,1,,Married,Less than $40K,Blue,55,4,3,4,2720.0,1904,816.0,0.634,1613,43,0.344,0.7,0.00053237,0.99947
+91757,Existing Customer,39,F,2,Doctorate,Married,,Blue,36,3,2,4,9843.0,2154,7689.0,0.733,1402,35,0.667,0.219,0.00047251,0.99953
+91758,Existing Customer,28,F,0,,Single,,Blue,13,5,3,2,21691.0,661,21030.0,0.767,2534,51,0.962,0.03,0.00016966,0.99983
+91759,Existing Customer,53,M,1,Graduate,Single,$80K - $120K,Blue,45,6,3,2,1826.0,883,943.0,0.953,2199,48,1.0,0.484,0.00016883,0.99983
+91760,Existing Customer,39,M,1,,Married,$60K - $80K,Blue,24,6,3,0,5746.0,1829,3917.0,0.649,1562,44,0.913,0.318,6.846e-05,0.99993
+91761,Existing Customer,35,F,3,Graduate,Married,Less than $40K,Blue,27,6,2,4,2926.0,1346,1580.0,0.834,1851,48,0.455,0.46,0.00033886,0.99966
+91762,Existing Customer,47,F,5,High School,Married,$40K - $60K,Blue,36,5,3,2,7061.0,1813,5248.0,0.744,1831,60,0.5,0.257,0.00018053,0.99982
+91763,Existing Customer,47,M,4,,Married,$80K - $120K,Blue,35,3,3,4,5589.0,1430,4159.0,0.632,1570,31,0.722,0.256,0.0005948,0.99941
+91764,Existing Customer,38,M,2,Graduate,Married,$80K - $120K,Blue,33,5,3,3,9620.0,2033,7587.0,0.667,1735,43,0.387,0.211,0.00030251,0.9997
 91765,Existing Customer,26,F,1,High School,Single,Less than $40K,Blue,15,5,3,3,2539.0,2162,377.0,0.635,2386,47,0.382,0.852,0.00027604,0.99972
-91766,Existing Customer,37,F,3,Graduate,Single,,Blue,28,4,2,3,3642.0,610,3032.0,0.6759999999999999,2790,68,0.581,0.16699999999999998,0.00019864,0.9998
-91767,Existing Customer,57,M,2,Graduate,Single,Less than $40K,Blue,39,3,4,3,3451.0,0,3451.0,0.7440000000000001,3031,57,0.6759999999999999,0.0,0.00036558,0.9996299999999999
+91766,Existing Customer,37,F,3,Graduate,Single,,Blue,28,4,2,3,3642.0,610,3032.0,0.676,2790,68,0.581,0.167,0.00019864,0.9998
+91767,Existing Customer,57,M,2,Graduate,Single,Less than $40K,Blue,39,3,4,3,3451.0,0,3451.0,0.744,3031,57,0.676,0.0,0.00036558,0.99963
 91768,Existing Customer,38,F,0,,Married,Less than $40K,Blue,36,4,2,3,1841.0,1246,595.0,0.759,1819,35,0.522,0.677,0.00018057,0.99982
-91769,Existing Customer,39,M,1,Graduate,Married,$120K +,Blue,25,6,3,2,5764.0,1529,4235.0,1.3559999999999999,1972,38,0.52,0.265,0.00016883,0.9998299999999999
-91770,Existing Customer,35,M,2,Uneducated,Single,$60K - $80K,Blue,16,6,3,2,18278.0,0,18278.0,0.7979999999999999,2084,61,1.103,0.0,0.00018494,0.99982
-91771,Existing Customer,38,M,2,Graduate,Married,$80K - $120K,Blue,33,4,3,2,16059.0,618,15441.0,0.8240000000000001,1357,26,1.0,0.038,0.00017987,0.99982
-91772,Existing Customer,56,M,2,,Married,$60K - $80K,Blue,41,3,2,2,5887.0,659,5228.0,0.65,1193,26,0.3,0.11199999999999999,0.00012511,0.99987
-91773,Existing Customer,36,M,3,Uneducated,Married,$40K - $60K,Blue,31,6,2,2,3152.0,1986,1166.0,1.328,2530,50,0.7240000000000001,0.63,0.00012144,0.9998799999999999
-91774,Attrited Customer,39,M,1,College,Divorced,$80K - $120K,Blue,28,1,3,4,12464.0,0,12464.0,0.8640000000000001,1195,35,0.522,0.0,0.9978799999999999,0.00211807
+91769,Existing Customer,39,M,1,Graduate,Married,$120K +,Blue,25,6,3,2,5764.0,1529,4235.0,1.356,1972,38,0.52,0.265,0.00016883,0.99983
+91770,Existing Customer,35,M,2,Uneducated,Single,$60K - $80K,Blue,16,6,3,2,18278.0,0,18278.0,0.798,2084,61,1.103,0.0,0.00018494,0.99982
+91771,Existing Customer,38,M,2,Graduate,Married,$80K - $120K,Blue,33,4,3,2,16059.0,618,15441.0,0.824,1357,26,1.0,0.038,0.00017987,0.99982
+91772,Existing Customer,56,M,2,,Married,$60K - $80K,Blue,41,3,2,2,5887.0,659,5228.0,0.65,1193,26,0.3,0.112,0.00012511,0.99987
+91773,Existing Customer,36,M,3,Uneducated,Married,$40K - $60K,Blue,31,6,2,2,3152.0,1986,1166.0,1.328,2530,50,0.724,0.63,0.00012144,0.99988
+91774,Attrited Customer,39,M,1,College,Divorced,$80K - $120K,Blue,28,1,3,4,12464.0,0,12464.0,0.864,1195,35,0.522,0.0,0.99788,0.00211807
 91775,Existing Customer,58,F,1,Uneducated,Married,,Blue,36,5,2,3,4784.0,0,4784.0,0.905,2160,54,0.929,0.0,0.00018475,0.99982
-91776,Existing Customer,28,M,1,High School,Single,Less than $40K,Blue,36,5,2,3,1950.0,0,1950.0,0.8029999999999999,2074,81,0.8,0.0,0.00017468,0.9998299999999999
-91777,Existing Customer,65,F,0,Graduate,Single,Less than $40K,Blue,56,6,3,2,7478.0,0,7478.0,0.847,2213,62,0.7709999999999999,0.0,0.00015435,0.99985
+91776,Existing Customer,28,M,1,High School,Single,Less than $40K,Blue,36,5,2,3,1950.0,0,1950.0,0.803,2074,81,0.8,0.0,0.00017468,0.99983
+91777,Existing Customer,65,F,0,Graduate,Single,Less than $40K,Blue,56,6,3,2,7478.0,0,7478.0,0.847,2213,62,0.771,0.0,0.00015435,0.99985
 91778,Existing Customer,26,F,0,Uneducated,Single,Less than $40K,Blue,20,4,3,4,1438.3,0,1438.3,0.764,2731,39,0.5,0.0,0.00045531,0.99954
 91779,Existing Customer,28,M,0,Graduate,Single,Less than $40K,Blue,36,4,2,4,1707.0,1191,516.0,0.669,2950,87,0.977,0.698,0.00028024,0.99972
 91780,Existing Customer,30,F,1,Uneducated,Married,,Blue,13,5,2,2,4016.0,917,3099.0,1.246,2572,35,0.591,0.228,0.00010985,0.99989
-91781,Existing Customer,31,F,0,Uneducated,Married,Less than $40K,Blue,19,5,3,2,2370.0,1699,671.0,0.889,2411,53,0.6559999999999999,0.7170000000000001,0.00015871,0.99984
-91782,Existing Customer,57,M,3,Post-Graduate,Married,$60K - $80K,Blue,36,6,1,4,3478.0,2517,961.0,0.685,1409,49,0.75,0.7240000000000001,0.00019296,0.9998100000000001
-91783,Existing Customer,43,M,4,High School,Married,$40K - $60K,Blue,32,6,2,2,1539.0,989,550.0,0.86,1987,47,0.8079999999999999,0.643,0.00011604,0.9998799999999999
+91781,Existing Customer,31,F,0,Uneducated,Married,Less than $40K,Blue,19,5,3,2,2370.0,1699,671.0,0.889,2411,53,0.656,0.717,0.00015871,0.99984
+91782,Existing Customer,57,M,3,Post-Graduate,Married,$60K - $80K,Blue,36,6,1,4,3478.0,2517,961.0,0.685,1409,49,0.75,0.724,0.00019296,0.99981
+91783,Existing Customer,43,M,4,High School,Married,$40K - $60K,Blue,32,6,2,2,1539.0,989,550.0,0.86,1987,47,0.808,0.643,0.00011604,0.99988
 91784,Attrited Customer,26,F,0,Uneducated,Single,Less than $40K,Blue,20,3,2,4,1438.3,0,1438.3,0.506,947,20,0.053,0.0,0.99654,0.00345754
-91785,Existing Customer,39,F,2,High School,Single,$40K - $60K,Blue,26,6,3,2,3142.0,1639,1503.0,0.986,3046,56,1.1540000000000001,0.522,0.00017486,0.9998299999999999
-91786,Existing Customer,35,M,0,,Single,$60K - $80K,Blue,36,3,1,2,17236.0,0,17236.0,0.958,3013,78,0.696,0.0,5.1951000000000005e-05,0.99995
+91785,Existing Customer,39,F,2,High School,Single,$40K - $60K,Blue,26,6,3,2,3142.0,1639,1503.0,0.986,3046,56,1.154,0.522,0.00017486,0.99983
+91786,Existing Customer,35,M,0,,Single,$60K - $80K,Blue,36,3,1,2,17236.0,0,17236.0,0.958,3013,78,0.696,0.0,5.1951e-05,0.99995
 91787,Existing Customer,52,F,2,Uneducated,Married,$40K - $60K,Blue,36,5,1,4,1438.3,0,1438.3,0.529,1679,39,0.5,0.0,0.00016249,0.99984
-91788,Existing Customer,33,M,1,Graduate,Single,$80K - $120K,Blue,20,5,3,2,13206.0,925,12281.0,0.7659999999999999,2342,51,1.318,0.07,0.00016883,0.9998299999999999
+91788,Existing Customer,33,M,1,Graduate,Single,$80K - $120K,Blue,20,5,3,2,13206.0,925,12281.0,0.766,2342,51,1.318,0.07,0.00016883,0.99983
 91789,Existing Customer,53,M,3,High School,Married,$60K - $80K,Blue,41,3,1,0,2480.0,1351,1129.0,0.522,1359,36,0.565,0.545,2.0494e-05,0.99998
-91790,Existing Customer,30,F,0,,Married,Less than $40K,Blue,19,5,1,4,2898.0,0,2898.0,1.1540000000000001,2632,64,0.778,0.0,0.00014907,0.99985
-91791,Existing Customer,59,M,0,,Married,Less than $40K,Blue,51,5,3,4,1570.0,1028,542.0,0.742,1430,28,1.3330000000000002,0.655,0.00048673,0.99951
-91792,Existing Customer,65,F,0,Graduate,Married,Less than $40K,Blue,56,6,3,3,4460.0,1262,3198.0,0.898,1877,41,0.7829999999999999,0.28300000000000003,0.0002596,0.99974
-91793,Existing Customer,33,F,2,Uneducated,Married,Less than $40K,Blue,22,4,2,4,1544.0,0,1544.0,0.677,1731,40,0.7390000000000001,0.0,0.00033577,0.99966
-91794,Existing Customer,52,F,2,High School,Married,,Blue,44,6,3,2,3456.0,2219,1237.0,0.636,1332,24,0.5,0.642,0.00017486,0.9998299999999999
-91795,Existing Customer,26,F,1,College,Single,,Blue,16,4,3,3,2751.0,1599,1152.0,0.6940000000000001,2270,44,0.33299999999999996,0.581,0.00027607,0.99972
-91796,Existing Customer,52,M,4,High School,Married,$60K - $80K,Blue,44,6,3,4,4153.0,0,4153.0,0.434,1771,41,0.36700000000000005,0.0,0.00052608,0.9994700000000001
-91797,Existing Customer,37,F,3,Graduate,Single,Less than $40K,Blue,36,5,2,4,3685.0,1396,2289.0,0.9740000000000001,3016,85,0.809,0.379,0.00033886,0.99966
-91798,Existing Customer,56,M,2,Graduate,Married,$120K +,Blue,49,4,1,4,8902.0,1932,6970.0,0.7809999999999999,969,29,1.071,0.217,0.00015804,0.99984
-91799,Existing Customer,35,M,2,Uneducated,Married,$120K +,Blue,26,3,3,4,2944.0,1596,1348.0,0.737,2070,44,0.467,0.542,0.00053055,0.9994700000000001
-91800,Existing Customer,58,F,0,Graduate,Married,Less than $40K,Blue,47,5,3,2,2232.0,786,1446.0,0.435,1395,39,0.345,0.35200000000000004,0.00015435,0.99985
-91801,Existing Customer,34,F,3,,Married,$40K - $60K,Blue,29,3,2,4,1569.0,909,660.0,1.288,2169,48,1.182,0.579,0.00037246,0.9996299999999999
-91802,Existing Customer,37,M,3,Uneducated,Single,$80K - $120K,Blue,26,4,2,2,23622.0,1153,22469.0,0.6659999999999999,2574,65,0.625,0.049,0.00012144,0.9998799999999999
-91803,Existing Customer,53,M,3,Uneducated,Married,$40K - $60K,Blue,40,6,3,3,3326.0,1442,1884.0,0.711,1627,54,1.077,0.434,0.00032275,0.9996799999999999
+91790,Existing Customer,30,F,0,,Married,Less than $40K,Blue,19,5,1,4,2898.0,0,2898.0,1.154,2632,64,0.778,0.0,0.00014907,0.99985
+91791,Existing Customer,59,M,0,,Married,Less than $40K,Blue,51,5,3,4,1570.0,1028,542.0,0.742,1430,28,1.333,0.655,0.00048673,0.99951
+91792,Existing Customer,65,F,0,Graduate,Married,Less than $40K,Blue,56,6,3,3,4460.0,1262,3198.0,0.898,1877,41,0.783,0.283,0.0002596,0.99974
+91793,Existing Customer,33,F,2,Uneducated,Married,Less than $40K,Blue,22,4,2,4,1544.0,0,1544.0,0.677,1731,40,0.739,0.0,0.00033577,0.99966
+91794,Existing Customer,52,F,2,High School,Married,,Blue,44,6,3,2,3456.0,2219,1237.0,0.636,1332,24,0.5,0.642,0.00017486,0.99983
+91795,Existing Customer,26,F,1,College,Single,,Blue,16,4,3,3,2751.0,1599,1152.0,0.694,2270,44,0.333,0.581,0.00027607,0.99972
+91796,Existing Customer,52,M,4,High School,Married,$60K - $80K,Blue,44,6,3,4,4153.0,0,4153.0,0.434,1771,41,0.367,0.0,0.00052608,0.99947
+91797,Existing Customer,37,F,3,Graduate,Single,Less than $40K,Blue,36,5,2,4,3685.0,1396,2289.0,0.974,3016,85,0.809,0.379,0.00033886,0.99966
+91798,Existing Customer,56,M,2,Graduate,Married,$120K +,Blue,49,4,1,4,8902.0,1932,6970.0,0.781,969,29,1.071,0.217,0.00015804,0.99984
+91799,Existing Customer,35,M,2,Uneducated,Married,$120K +,Blue,26,3,3,4,2944.0,1596,1348.0,0.737,2070,44,0.467,0.542,0.00053055,0.99947
+91800,Existing Customer,58,F,0,Graduate,Married,Less than $40K,Blue,47,5,3,2,2232.0,786,1446.0,0.435,1395,39,0.345,0.352,0.00015435,0.99985
+91801,Existing Customer,34,F,3,,Married,$40K - $60K,Blue,29,3,2,4,1569.0,909,660.0,1.288,2169,48,1.182,0.579,0.00037246,0.99963
+91802,Existing Customer,37,M,3,Uneducated,Single,$80K - $120K,Blue,26,4,2,2,23622.0,1153,22469.0,0.666,2574,65,0.625,0.049,0.00012144,0.99988
+91803,Existing Customer,53,M,3,Uneducated,Married,$40K - $60K,Blue,40,6,3,3,3326.0,1442,1884.0,0.711,1627,54,1.077,0.434,0.00032275,0.99968
 91804,Existing Customer,38,M,2,Uneducated,Married,$40K - $60K,Blue,31,4,3,3,6116.0,1698,4418.0,0.937,1592,32,1.0,0.278,0.00031104,0.99969
-91805,Existing Customer,38,M,1,Uneducated,Married,$80K - $120K,Blue,25,6,1,3,11352.0,0,11352.0,1.324,1601,34,1.125,0.0,8.9404e-05,0.9999100000000001
-91806,Existing Customer,28,F,0,,Single,Less than $40K,Silver,36,4,3,4,14910.0,873,14037.0,0.737,2560,72,0.674,0.059000000000000004,0.00043981,0.99956
+91805,Existing Customer,38,M,1,Uneducated,Married,$80K - $120K,Blue,25,6,1,3,11352.0,0,11352.0,1.324,1601,34,1.125,0.0,8.9404e-05,0.99991
+91806,Existing Customer,28,F,0,,Single,Less than $40K,Silver,36,4,3,4,14910.0,873,14037.0,0.737,2560,72,0.674,0.059,0.00043981,0.99956
 91807,Existing Customer,39,F,0,High School,Single,,Blue,27,6,3,3,17531.0,0,17531.0,0.8,4563,61,0.743,0.0,0.00025237,0.99975
-91808,Existing Customer,43,F,3,Uneducated,Single,Less than $40K,Blue,29,3,2,3,4138.0,643,3495.0,0.6809999999999999,1827,49,0.581,0.155,0.00020424,0.9998
+91808,Existing Customer,43,F,3,Uneducated,Single,Less than $40K,Blue,29,3,2,3,4138.0,643,3495.0,0.681,1827,49,0.581,0.155,0.00020424,0.9998
 91809,Existing Customer,36,M,2,College,Single,$80K - $120K,Blue,36,6,2,2,8374.0,2147,6227.0,1.113,2472,65,1.167,0.256,0.00011066,0.99989
 91810,Existing Customer,38,F,2,Uneducated,Married,Less than $40K,Blue,28,3,3,3,7049.0,0,7049.0,0.988,1475,27,1.7,0.0,0.00031104,0.99969
-91811,Existing Customer,37,M,1,Graduate,Single,$40K - $60K,Blue,27,5,3,4,3851.0,1695,2156.0,0.7170000000000001,2349,61,0.968,0.44,0.00048435,0.9995200000000001
-91812,Existing Customer,37,M,4,College,Single,$60K - $80K,Blue,30,5,1,4,15936.0,827,15109.0,1.085,2477,49,1.042,0.052000000000000005,0.00016114,0.99984
+91811,Existing Customer,37,M,1,Graduate,Single,$40K - $60K,Blue,27,5,3,4,3851.0,1695,2156.0,0.717,2349,61,0.968,0.44,0.00048435,0.99952
+91812,Existing Customer,37,M,4,College,Single,$60K - $80K,Blue,30,5,1,4,15936.0,827,15109.0,1.085,2477,49,1.042,0.052,0.00016114,0.99984
 91813,Existing Customer,29,F,0,Uneducated,Divorced,Less than $40K,Blue,19,5,4,4,2926.0,0,2926.0,0.84,2775,74,1.114,0.0,0.00055021,0.99945
-91814,Existing Customer,51,M,3,High School,Married,$60K - $80K,Blue,36,3,2,4,10305.0,691,9614.0,0.485,1451,25,0.667,0.067,0.00032942,0.9996700000000001
+91814,Existing Customer,51,M,3,High School,Married,$60K - $80K,Blue,36,3,2,4,10305.0,691,9614.0,0.485,1451,25,0.667,0.067,0.00032942,0.99967
 91815,Existing Customer,54,M,1,College,Married,$60K - $80K,Blue,42,3,2,2,2987.0,2517,470.0,0.479,1617,35,0.75,0.843,0.00010387,0.9999
 91816,Existing Customer,35,M,0,High School,Single,$80K - $120K,Gold,29,6,2,3,34516.0,1965,32551.0,1.044,2949,70,1.0,0.057,0.00018399,0.99982
 91817,Existing Customer,38,F,2,College,Married,$40K - $60K,Blue,28,3,3,4,6275.0,1579,4696.0,0.996,1585,43,0.72,0.252,0.00050168,0.9995
-91818,Existing Customer,33,F,2,High School,Married,Less than $40K,Blue,27,3,2,3,7185.0,0,7185.0,1.504,2679,45,0.8,0.0,0.0001861,0.9998100000000001
-91819,Existing Customer,45,F,1,Uneducated,Single,Less than $40K,Blue,36,4,3,4,3281.0,1961,1320.0,0.7440000000000001,1779,47,0.8079999999999999,0.598,0.0004980000000000001,0.9995
+91818,Existing Customer,33,F,2,High School,Married,Less than $40K,Blue,27,3,2,3,7185.0,0,7185.0,1.504,2679,45,0.8,0.0,0.0001861,0.99981
+91819,Existing Customer,45,F,1,Uneducated,Single,Less than $40K,Blue,36,4,3,4,3281.0,1961,1320.0,0.744,1779,47,0.808,0.598,0.000498,0.9995
 91820,Existing Customer,61,M,0,Graduate,Married,$40K - $60K,Blue,54,3,3,2,3077.0,1646,1431.0,0.456,1523,30,0.579,0.535,0.00015435,0.99985
-91821,Existing Customer,33,F,3,Uneducated,Married,Less than $40K,Blue,16,6,1,4,2042.0,1864,178.0,1.318,2758,50,0.852,0.9129999999999999,0.00016861,0.9998299999999999
-91822,Existing Customer,55,M,4,High School,Single,$60K - $80K,Blue,51,4,1,4,2001.0,1553,448.0,0.48200000000000004,1910,51,0.7,0.7759999999999999,0.00016112,0.99984
-91823,Existing Customer,34,F,2,Graduate,Single,Less than $40K,Blue,36,4,3,4,3625.0,2517,1108.0,1.158,2616,46,1.3,0.6940000000000001,0.000516,0.9994799999999999
-91824,Existing Customer,58,M,4,High School,Married,$40K - $60K,Blue,47,6,3,4,7803.0,1885,5918.0,0.531,1199,25,0.316,0.242,0.00052608,0.9994700000000001
-91825,Existing Customer,38,F,4,Graduate,Married,Less than $40K,Blue,30,3,1,2,5951.0,1702,4249.0,1.264,2565,53,0.71,0.28600000000000003,5.7762e-05,0.9999399999999999
-91826,Attrited Customer,59,M,1,College,Married,$120K +,Blue,50,1,5,4,15796.0,812,14984.0,0.7190000000000001,1339,23,0.15,0.051,0.9981,0.00189674
-91827,Existing Customer,57,M,4,,Single,$80K - $120K,Blue,36,5,3,4,7558.0,1364,6194.0,0.7190000000000001,3676,67,0.5579999999999999,0.18,0.0005947999999999999,0.99941
+91821,Existing Customer,33,F,3,Uneducated,Married,Less than $40K,Blue,16,6,1,4,2042.0,1864,178.0,1.318,2758,50,0.852,0.913,0.00016861,0.99983
+91822,Existing Customer,55,M,4,High School,Single,$60K - $80K,Blue,51,4,1,4,2001.0,1553,448.0,0.482,1910,51,0.7,0.776,0.00016112,0.99984
+91823,Existing Customer,34,F,2,Graduate,Single,Less than $40K,Blue,36,4,3,4,3625.0,2517,1108.0,1.158,2616,46,1.3,0.694,0.000516,0.99948
+91824,Existing Customer,58,M,4,High School,Married,$40K - $60K,Blue,47,6,3,4,7803.0,1885,5918.0,0.531,1199,25,0.316,0.242,0.00052608,0.99947
+91825,Existing Customer,38,F,4,Graduate,Married,Less than $40K,Blue,30,3,1,2,5951.0,1702,4249.0,1.264,2565,53,0.71,0.286,5.7762e-05,0.99994
+91826,Attrited Customer,59,M,1,College,Married,$120K +,Blue,50,1,5,4,15796.0,812,14984.0,0.719,1339,23,0.15,0.051,0.9981,0.00189674
+91827,Existing Customer,57,M,4,,Single,$80K - $120K,Blue,36,5,3,4,7558.0,1364,6194.0,0.719,3676,67,0.558,0.18,0.0005948,0.99941
 91828,Existing Customer,55,M,1,High School,Married,$60K - $80K,Blue,46,6,1,3,5381.0,0,5381.0,0.746,1910,38,1.0,0.0,8.453e-05,0.99992
-91829,Existing Customer,63,M,0,Graduate,Married,$60K - $80K,Blue,55,4,1,4,3556.0,2517,1039.0,0.983,2279,56,0.6,0.708,0.00013562,0.9998600000000001
-91830,Existing Customer,60,M,1,High School,Married,Less than $40K,Blue,55,5,1,4,2661.0,1466,1195.0,0.631,1354,25,0.316,0.551,0.00014421,0.9998600000000001
-91831,Existing Customer,53,F,2,Uneducated,Married,Less than $40K,Blue,36,6,1,4,3506.0,1405,2101.0,0.7659999999999999,1999,48,0.655,0.401,0.00016249,0.99984
-91832,Existing Customer,35,M,3,High School,Married,$60K - $80K,Blue,24,3,2,2,2066.0,1699,367.0,0.624,1895,43,0.536,0.8220000000000001,0.00011482,0.99989
-91833,Existing Customer,53,M,1,,Married,$120K +,Blue,42,4,1,4,8329.0,877,7452.0,0.43200000000000005,1570,56,0.33299999999999996,0.105,0.00016305,0.99984
+91829,Existing Customer,63,M,0,Graduate,Married,$60K - $80K,Blue,55,4,1,4,3556.0,2517,1039.0,0.983,2279,56,0.6,0.708,0.00013562,0.99986
+91830,Existing Customer,60,M,1,High School,Married,Less than $40K,Blue,55,5,1,4,2661.0,1466,1195.0,0.631,1354,25,0.316,0.551,0.00014421,0.99986
+91831,Existing Customer,53,F,2,Uneducated,Married,Less than $40K,Blue,36,6,1,4,3506.0,1405,2101.0,0.766,1999,48,0.655,0.401,0.00016249,0.99984
+91832,Existing Customer,35,M,3,High School,Married,$60K - $80K,Blue,24,3,2,2,2066.0,1699,367.0,0.624,1895,43,0.536,0.822,0.00011482,0.99989
+91833,Existing Customer,53,M,1,,Married,$120K +,Blue,42,4,1,4,8329.0,877,7452.0,0.432,1570,56,0.333,0.105,0.00016305,0.99984
 91834,Existing Customer,58,M,2,Graduate,Married,Less than $40K,Blue,48,4,1,0,2774.0,0,2774.0,0.721,1258,33,0.435,0.0,2.0316e-05,0.99998
-91835,Existing Customer,33,F,1,Post-Graduate,Married,,Blue,36,5,3,3,4134.0,1130,3004.0,1.222,2475,52,0.9259999999999999,0.273,0.00033411,0.9996700000000001
-91836,Existing Customer,53,M,1,Graduate,Married,$80K - $120K,Blue,36,5,2,2,11329.0,1180,10149.0,0.648,1213,33,0.5710000000000001,0.10400000000000001,0.00010684,0.99989
-91837,Existing Customer,59,M,1,Doctorate,Single,$60K - $80K,Blue,53,3,2,2,9055.0,1560,7495.0,0.696,1755,45,0.8,0.172,0.00015460000000000002,0.99985
+91835,Existing Customer,33,F,1,Post-Graduate,Married,,Blue,36,5,3,3,4134.0,1130,3004.0,1.222,2475,52,0.926,0.273,0.00033411,0.99967
+91836,Existing Customer,53,M,1,Graduate,Married,$80K - $120K,Blue,36,5,2,2,11329.0,1180,10149.0,0.648,1213,33,0.571,0.104,0.00010684,0.99989
+91837,Existing Customer,59,M,1,Doctorate,Single,$60K - $80K,Blue,53,3,2,2,9055.0,1560,7495.0,0.696,1755,45,0.8,0.172,0.0001546,0.99985
 91838,Existing Customer,37,M,1,High School,Married,$120K +,Blue,32,6,2,2,17393.0,1409,15984.0,0.608,1692,38,0.652,0.081,0.00010386,0.9999
-91839,Existing Customer,50,F,4,High School,Divorced,Less than $40K,Blue,43,6,3,4,5908.0,0,5908.0,0.8220000000000001,3313,72,0.7559999999999999,0.0,0.00052608,0.9994700000000001
-91840,Existing Customer,35,F,2,Uneducated,Married,Less than $40K,Blue,21,6,2,3,5825.0,1815,4010.0,1.1320000000000001,2820,62,0.879,0.312,0.00019683,0.9998
-91841,Existing Customer,28,M,0,Post-Graduate,Married,$40K - $60K,Blue,16,5,1,3,3665.0,0,3665.0,0.737,1813,31,0.409,0.0,9.3538e-05,0.9999100000000001
-91842,Existing Customer,37,M,3,Uneducated,Married,$80K - $120K,Blue,31,4,2,2,3797.0,1425,2372.0,1.505,2555,44,0.833,0.375,0.00012144,0.9998799999999999
-91843,Existing Customer,39,M,3,Graduate,Married,$40K - $60K,Blue,28,4,3,4,3478.0,0,3478.0,0.65,2133,54,0.5429999999999999,0.0,0.00053543,0.99946
-91844,Existing Customer,31,M,1,Post-Graduate,Single,$40K - $60K,Blue,20,5,3,3,13734.0,0,13734.0,0.855,2566,74,0.762,0.0,0.00033411,0.9996700000000001
-91845,Existing Customer,37,M,3,Graduate,Married,$60K - $80K,Blue,23,4,3,2,3034.0,2167,867.0,0.711,2058,49,0.485,0.7140000000000001,0.00018665,0.9998100000000001
-91846,Existing Customer,39,M,4,Graduate,Married,Less than $40K,Blue,32,4,1,4,2973.0,2360,613.0,1.2570000000000001,2593,57,0.7809999999999999,0.794,0.00016574,0.9998299999999999
-91847,Existing Customer,38,M,2,Graduate,Married,$80K - $120K,Blue,31,4,1,2,24296.0,0,24296.0,0.7809999999999999,1886,48,0.5,0.0,5.5077e-05,0.9999399999999999
-91848,Existing Customer,35,M,3,Graduate,Single,$40K - $60K,Blue,30,3,1,3,8969.0,1226,7743.0,0.84,2568,59,0.735,0.13699999999999998,9.612600000000001e-05,0.9999
+91839,Existing Customer,50,F,4,High School,Divorced,Less than $40K,Blue,43,6,3,4,5908.0,0,5908.0,0.822,3313,72,0.756,0.0,0.00052608,0.99947
+91840,Existing Customer,35,F,2,Uneducated,Married,Less than $40K,Blue,21,6,2,3,5825.0,1815,4010.0,1.132,2820,62,0.879,0.312,0.00019683,0.9998
+91841,Existing Customer,28,M,0,Post-Graduate,Married,$40K - $60K,Blue,16,5,1,3,3665.0,0,3665.0,0.737,1813,31,0.409,0.0,9.3538e-05,0.99991
+91842,Existing Customer,37,M,3,Uneducated,Married,$80K - $120K,Blue,31,4,2,2,3797.0,1425,2372.0,1.505,2555,44,0.833,0.375,0.00012144,0.99988
+91843,Existing Customer,39,M,3,Graduate,Married,$40K - $60K,Blue,28,4,3,4,3478.0,0,3478.0,0.65,2133,54,0.543,0.0,0.00053543,0.99946
+91844,Existing Customer,31,M,1,Post-Graduate,Single,$40K - $60K,Blue,20,5,3,3,13734.0,0,13734.0,0.855,2566,74,0.762,0.0,0.00033411,0.99967
+91845,Existing Customer,37,M,3,Graduate,Married,$60K - $80K,Blue,23,4,3,2,3034.0,2167,867.0,0.711,2058,49,0.485,0.714,0.00018665,0.99981
+91846,Existing Customer,39,M,4,Graduate,Married,Less than $40K,Blue,32,4,1,4,2973.0,2360,613.0,1.257,2593,57,0.781,0.794,0.00016574,0.99983
+91847,Existing Customer,38,M,2,Graduate,Married,$80K - $120K,Blue,31,4,1,2,24296.0,0,24296.0,0.781,1886,48,0.5,0.0,5.5077e-05,0.99994
+91848,Existing Customer,35,M,3,Graduate,Single,$40K - $60K,Blue,30,3,1,3,8969.0,1226,7743.0,0.84,2568,59,0.735,0.137,9.6126e-05,0.9999
 91849,Existing Customer,30,M,0,Graduate,Married,Less than $40K,Blue,36,3,3,2,2550.0,1623,927.0,0.65,1870,51,0.275,0.636,0.00015435,0.99985
 91850,Attrited Customer,48,F,3,Post-Graduate,Married,Less than $40K,Silver,35,5,1,3,10357.0,0,10357.0,0.506,911,25,0.19,0.0,0.99031,0.00969
-91851,Existing Customer,33,F,2,Uneducated,,Less than $40K,Blue,21,5,1,4,1475.0,986,489.0,0.8959999999999999,1896,33,0.833,0.6679999999999999,0.00016249,0.99984
-91852,Existing Customer,47,M,3,,Single,$40K - $60K,Blue,36,3,6,2,5154.0,1407,3747.0,0.6659999999999999,1694,32,0.778,0.273,0.00016195,0.99984
-91853,Existing Customer,37,F,2,High School,Single,Less than $40K,Blue,36,6,2,4,3586.0,1414,2172.0,0.745,2780,57,0.727,0.39399999999999996,0.00031746,0.9996799999999999
-91854,Existing Customer,38,M,3,,Married,$60K - $80K,Blue,28,3,1,2,4646.0,1680,2966.0,1.238,2234,35,0.667,0.36200000000000004,6.282e-05,0.9999399999999999
+91851,Existing Customer,33,F,2,Uneducated,,Less than $40K,Blue,21,5,1,4,1475.0,986,489.0,0.896,1896,33,0.833,0.668,0.00016249,0.99984
+91852,Existing Customer,47,M,3,,Single,$40K - $60K,Blue,36,3,6,2,5154.0,1407,3747.0,0.666,1694,32,0.778,0.273,0.00016195,0.99984
+91853,Existing Customer,37,F,2,High School,Single,Less than $40K,Blue,36,6,2,4,3586.0,1414,2172.0,0.745,2780,57,0.727,0.394,0.00031746,0.99968
+91854,Existing Customer,38,M,3,,Married,$60K - $80K,Blue,28,3,1,2,4646.0,1680,2966.0,1.238,2234,35,0.667,0.362,6.282e-05,0.99994
 91855,Existing Customer,39,M,3,College,Single,$40K - $60K,Blue,28,6,2,2,1640.0,1177,463.0,0.695,3124,66,0.784,0.718,0.00011483,0.99989
 91856,Existing Customer,34,M,2,,Married,$60K - $80K,Blue,36,5,2,4,2379.0,1982,397.0,1.194,2966,50,1.381,0.833,0.00035894,0.99964
-91857,Existing Customer,65,M,0,Graduate,Single,Less than $40K,Blue,56,3,3,2,3422.0,0,3422.0,0.929,1973,59,0.6859999999999999,0.0,0.00015435,0.99985
+91857,Existing Customer,65,M,0,Graduate,Single,Less than $40K,Blue,56,3,3,2,3422.0,0,3422.0,0.929,1973,59,0.686,0.0,0.00015435,0.99985
 91858,Existing Customer,43,M,3,Graduate,,$60K - $80K,Blue,28,3,2,3,4365.0,0,4365.0,0.32,1720,40,0.379,0.0,0.00019864,0.9998
-91859,Attrited Customer,38,M,2,Uneducated,Single,$80K - $120K,Blue,33,1,4,4,32938.0,2089,30849.0,0.72,1137,26,0.23800000000000002,0.063,0.99844,0.00155634
+91859,Attrited Customer,38,M,2,Uneducated,Single,$80K - $120K,Blue,33,1,4,4,32938.0,2089,30849.0,0.72,1137,26,0.238,0.063,0.99844,0.00155634
 91860,Existing Customer,48,M,4,Post-Graduate,,$40K - $60K,Blue,44,6,2,4,6710.0,1942,4768.0,0.777,1727,37,0.85,0.289,0.00040297,0.9996
-91861,Existing Customer,38,M,1,Graduate,Married,$60K - $80K,Blue,36,6,3,4,2507.0,1544,963.0,0.9059999999999999,1999,34,0.789,0.616,0.00048435,0.9995200000000001
-91862,Attrited Customer,65,F,0,Graduate,Divorced,Less than $40K,Blue,56,3,6,3,6184.0,0,6184.0,1.016,1712,27,0.28600000000000003,0.0,0.99515,0.00485493
-91863,Existing Customer,36,F,2,,Married,Less than $40K,Blue,29,6,3,4,2029.0,1190,839.0,0.628,1802,40,0.48100000000000004,0.586,0.00056716,0.9994299999999999
-91864,Existing Customer,35,M,3,Graduate,Single,$40K - $60K,Silver,17,6,3,2,16659.0,0,16659.0,1.012,2551,74,0.609,0.0,0.00016865,0.9998299999999999
+91861,Existing Customer,38,M,1,Graduate,Married,$60K - $80K,Blue,36,6,3,4,2507.0,1544,963.0,0.906,1999,34,0.789,0.616,0.00048435,0.99952
+91862,Attrited Customer,65,F,0,Graduate,Divorced,Less than $40K,Blue,56,3,6,3,6184.0,0,6184.0,1.016,1712,27,0.286,0.0,0.99515,0.00485493
+91863,Existing Customer,36,F,2,,Married,Less than $40K,Blue,29,6,3,4,2029.0,1190,839.0,0.628,1802,40,0.481,0.586,0.00056716,0.99943
+91864,Existing Customer,35,M,3,Graduate,Single,$40K - $60K,Silver,17,6,3,2,16659.0,0,16659.0,1.012,2551,74,0.609,0.0,0.00016865,0.99983
 91865,Existing Customer,58,F,1,Graduate,Married,Less than $40K,Blue,46,4,2,2,2203.0,1394,809.0,0.57,1788,45,0.364,0.633,0.00010684,0.99989
-91866,Existing Customer,54,F,3,High School,Married,,Blue,38,4,2,4,5122.0,1642,3480.0,0.935,1908,39,0.696,0.321,0.00032942,0.9996700000000001
-91867,Existing Customer,53,M,1,Graduate,Married,$80K - $120K,Blue,48,4,1,3,3074.0,2390,684.0,0.42100000000000004,1377,38,0.583,0.777,8.6952e-05,0.9999100000000001
-91868,Existing Customer,38,M,3,Post-Graduate,Married,$60K - $80K,Blue,36,4,3,2,2584.0,0,2584.0,0.593,1843,28,0.647,0.0,0.00021962,0.9997799999999999
-91869,Existing Customer,31,M,1,,Single,$40K - $60K,Blue,26,4,1,2,2037.0,0,2037.0,0.88,2563,64,0.6409999999999999,0.0,5.6825e-05,0.9999399999999999
-91870,Existing Customer,34,M,1,Graduate,Married,$120K +,Blue,29,4,3,2,14938.0,1412,13526.0,0.677,1930,36,0.636,0.095,0.00016883,0.9998299999999999
-91871,Existing Customer,38,M,3,,Married,$60K - $80K,Blue,31,6,1,2,2014.0,896,1118.0,1.055,2460,52,0.857,0.445,6.282e-05,0.9999399999999999
-91872,Attrited Customer,39,M,2,High School,Single,$60K - $80K,Blue,34,3,4,3,1818.0,0,1818.0,0.6509999999999999,2054,55,0.774,0.0,0.9972,0.00280488
+91866,Existing Customer,54,F,3,High School,Married,,Blue,38,4,2,4,5122.0,1642,3480.0,0.935,1908,39,0.696,0.321,0.00032942,0.99967
+91867,Existing Customer,53,M,1,Graduate,Married,$80K - $120K,Blue,48,4,1,3,3074.0,2390,684.0,0.421,1377,38,0.583,0.777,8.6952e-05,0.99991
+91868,Existing Customer,38,M,3,Post-Graduate,Married,$60K - $80K,Blue,36,4,3,2,2584.0,0,2584.0,0.593,1843,28,0.647,0.0,0.00021962,0.99978
+91869,Existing Customer,31,M,1,,Single,$40K - $60K,Blue,26,4,1,2,2037.0,0,2037.0,0.88,2563,64,0.641,0.0,5.6825e-05,0.99994
+91870,Existing Customer,34,M,1,Graduate,Married,$120K +,Blue,29,4,3,2,14938.0,1412,13526.0,0.677,1930,36,0.636,0.095,0.00016883,0.99983
+91871,Existing Customer,38,M,3,,Married,$60K - $80K,Blue,31,6,1,2,2014.0,896,1118.0,1.055,2460,52,0.857,0.445,6.282e-05,0.99994
+91872,Attrited Customer,39,M,2,High School,Single,$60K - $80K,Blue,34,3,4,3,1818.0,0,1818.0,0.651,2054,55,0.774,0.0,0.9972,0.00280488
 91873,Existing Customer,37,M,2,Graduate,Single,$80K - $120K,Blue,36,4,1,4,14926.0,0,14926.0,0.635,2405,55,0.667,0.0,0.00015804,0.99984
-91874,Existing Customer,51,F,1,High School,Single,Less than $40K,Blue,43,4,3,2,2827.0,1308,1519.0,0.79,3291,55,0.618,0.46299999999999997,0.00016413,0.99984
-91875,Existing Customer,53,F,3,Uneducated,Married,Less than $40K,Blue,42,3,2,4,2773.0,1507,1266.0,1.06,1197,25,1.083,0.5429999999999999,0.00034841,0.99965
+91874,Existing Customer,51,F,1,High School,Single,Less than $40K,Blue,43,4,3,2,2827.0,1308,1519.0,0.79,3291,55,0.618,0.463,0.00016413,0.99984
+91875,Existing Customer,53,F,3,Uneducated,Married,Less than $40K,Blue,42,3,2,4,2773.0,1507,1266.0,1.06,1197,25,1.083,0.543,0.00034841,0.99965
 91876,Existing Customer,53,M,0,Graduate,Married,$80K - $120K,Blue,41,3,3,2,16033.0,560,15473.0,0.963,1158,31,1.067,0.035,0.00015435,0.99985
-91877,Existing Customer,65,M,1,Graduate,Married,Less than $40K,Blue,54,5,3,4,3213.0,2517,696.0,0.507,1855,39,0.773,0.7829999999999999,0.00048435,0.9995200000000001
-91878,Existing Customer,33,F,3,High School,Divorced,Less than $40K,Blue,26,5,1,3,3616.0,0,3616.0,0.912,3133,72,1.0,0.0,9.344799999999999e-05,0.9999100000000001
-91879,Existing Customer,37,M,3,Doctorate,Single,$60K - $80K,Blue,30,6,1,3,5924.0,1023,4901.0,0.765,3305,80,0.778,0.17300000000000001,0.0001391,0.9998600000000001
-91880,Existing Customer,47,M,4,Graduate,Married,$40K - $60K,Blue,41,5,3,4,14535.0,0,14535.0,0.711,2970,76,0.6890000000000001,0.0,0.00054115,0.99946
-91881,Existing Customer,59,F,0,High School,Married,Less than $40K,Blue,49,6,2,4,2833.0,1609,1224.0,0.78,1335,23,1.3,0.568,0.00027243,0.9997299999999999
-91882,Existing Customer,59,F,0,Post-Graduate,Married,Less than $40K,Blue,49,5,2,3,1479.0,601,878.0,0.607,1621,32,0.6,0.406,0.0001933,0.9998100000000001
-91883,Existing Customer,34,F,3,Post-Graduate,Single,,Blue,29,3,1,4,1617.0,1347,270.0,0.73,2546,55,0.7190000000000001,0.833,0.00019296,0.9998100000000001
-91884,Existing Customer,26,M,0,Uneducated,Single,Less than $40K,Blue,13,4,4,4,2237.0,451,1786.0,0.8370000000000001,2192,36,0.44,0.20199999999999999,0.00055021,0.99945
+91877,Existing Customer,65,M,1,Graduate,Married,Less than $40K,Blue,54,5,3,4,3213.0,2517,696.0,0.507,1855,39,0.773,0.783,0.00048435,0.99952
+91878,Existing Customer,33,F,3,High School,Divorced,Less than $40K,Blue,26,5,1,3,3616.0,0,3616.0,0.912,3133,72,1.0,0.0,9.3448e-05,0.99991
+91879,Existing Customer,37,M,3,Doctorate,Single,$60K - $80K,Blue,30,6,1,3,5924.0,1023,4901.0,0.765,3305,80,0.778,0.173,0.0001391,0.99986
+91880,Existing Customer,47,M,4,Graduate,Married,$40K - $60K,Blue,41,5,3,4,14535.0,0,14535.0,0.711,2970,76,0.689,0.0,0.00054115,0.99946
+91881,Existing Customer,59,F,0,High School,Married,Less than $40K,Blue,49,6,2,4,2833.0,1609,1224.0,0.78,1335,23,1.3,0.568,0.00027243,0.99973
+91882,Existing Customer,59,F,0,Post-Graduate,Married,Less than $40K,Blue,49,5,2,3,1479.0,601,878.0,0.607,1621,32,0.6,0.406,0.0001933,0.99981
+91883,Existing Customer,34,F,3,Post-Graduate,Single,,Blue,29,3,1,4,1617.0,1347,270.0,0.73,2546,55,0.719,0.833,0.00019296,0.99981
+91884,Existing Customer,26,M,0,Uneducated,Single,Less than $40K,Blue,13,4,4,4,2237.0,451,1786.0,0.837,2192,36,0.44,0.202,0.00055021,0.99945
 91885,Existing Customer,45,M,4,College,Single,$120K +,Blue,40,3,3,3,2900.0,1782,1118.0,1.351,4686,64,0.561,0.614,0.00030845,0.99969
 91886,Existing Customer,54,F,2,Graduate,Married,,Blue,45,4,3,2,13126.0,2086,11040.0,0.659,1836,37,0.762,0.159,0.00017987,0.99982
 91887,Existing Customer,52,M,2,Post-Graduate,Single,$80K - $120K,Blue,40,6,1,3,8695.0,1407,7288.0,0.634,2030,58,0.706,0.162,0.000109,0.99989
-91888,Existing Customer,47,M,3,High School,Married,$40K - $60K,Blue,41,6,3,4,6692.0,1897,4795.0,1.035,3902,76,0.6890000000000001,0.28300000000000003,0.00052052,0.9994799999999999
-91889,Existing Customer,57,F,4,,Married,Less than $40K,Blue,36,3,1,2,2159.0,1004,1155.0,0.603,1353,30,0.111,0.465,6.3492e-05,0.9999399999999999
-91890,Existing Customer,34,M,5,Graduate,Married,$60K - $80K,Blue,27,5,2,2,2501.0,1909,592.0,0.956,1850,34,1.125,0.763,0.00011751,0.9998799999999999
+91888,Existing Customer,47,M,3,High School,Married,$40K - $60K,Blue,41,6,3,4,6692.0,1897,4795.0,1.035,3902,76,0.689,0.283,0.00052052,0.99948
+91889,Existing Customer,57,F,4,,Married,Less than $40K,Blue,36,3,1,2,2159.0,1004,1155.0,0.603,1353,30,0.111,0.465,6.3492e-05,0.99994
+91890,Existing Customer,34,M,5,Graduate,Married,$60K - $80K,Blue,27,5,2,2,2501.0,1909,592.0,0.956,1850,34,1.125,0.763,0.00011751,0.99988
 91891,Existing Customer,36,M,0,College,Married,$80K - $120K,Blue,27,3,3,2,6338.0,2379,3959.0,0.624,1715,39,0.5,0.375,0.00015007,0.99985
-91892,Attrited Customer,36,F,0,Uneducated,Divorced,$40K - $60K,Blue,30,1,3,4,2190.0,0,2190.0,0.9079999999999999,1412,38,0.583,0.0,0.9978100000000001,0.00219052
-91893,Existing Customer,57,F,3,Uneducated,Married,$40K - $60K,Blue,49,4,2,3,7578.0,1628,5950.0,0.721,1325,29,1.2309999999999999,0.215,0.00020424,0.9998
-91894,Existing Customer,29,M,1,Post-Graduate,Married,Less than $40K,Blue,18,4,3,2,2963.0,1466,1497.0,1.3780000000000001,2523,48,0.846,0.495,0.00019866,0.9998
+91892,Attrited Customer,36,F,0,Uneducated,Divorced,$40K - $60K,Blue,30,1,3,4,2190.0,0,2190.0,0.908,1412,38,0.583,0.0,0.99781,0.00219052
+91893,Existing Customer,57,F,3,Uneducated,Married,$40K - $60K,Blue,49,4,2,3,7578.0,1628,5950.0,0.721,1325,29,1.231,0.215,0.00020424,0.9998
+91894,Existing Customer,29,M,1,Post-Graduate,Married,Less than $40K,Blue,18,4,3,2,2963.0,1466,1497.0,1.378,2523,48,0.846,0.495,0.00019866,0.9998
 91895,Existing Customer,37,M,3,Graduate,Married,$80K - $120K,Blue,20,3,3,3,8260.0,2077,6183.0,1.167,2323,47,0.621,0.251,0.0003139,0.99969
-91896,Attrited Customer,46,F,2,Graduate,Single,Less than $40K,Blue,36,3,4,3,8309.0,858,7451.0,0.888,1165,35,0.4,0.10300000000000001,0.9972700000000001,0.00272694
-91897,Existing Customer,55,M,0,High School,Married,$80K - $120K,Blue,35,5,1,4,3864.0,1901,1963.0,0.289,1018,32,0.391,0.49200000000000005,0.00013184,0.99987
-91898,Existing Customer,56,M,3,Graduate,Married,$80K - $120K,Blue,47,6,3,3,10230.0,1082,9148.0,0.6579999999999999,1484,34,0.545,0.106,0.0003139,0.99969
-91899,Attrited Customer,32,M,0,High School,Married,$120K +,Blue,27,3,3,4,22382.0,0,22382.0,0.418,695,10,0.25,0.0,0.9976799999999999,0.00231656
-91900,Existing Customer,39,M,4,Uneducated,Married,$120K +,Blue,36,6,3,2,25790.0,1798,23992.0,0.973,2443,70,0.556,0.07,0.00019396,0.9998100000000001
-91901,Existing Customer,63,F,1,Graduate,Married,Less than $40K,Blue,53,6,1,3,2675.0,2517,158.0,0.9570000000000001,1959,56,1.0,0.941,8.6952e-05,0.9999100000000001
-91902,Existing Customer,49,F,3,,Divorced,Less than $40K,Blue,38,3,3,4,1652.0,812,840.0,0.5479999999999999,1771,47,0.516,0.49200000000000005,0.00058851,0.99941
-91903,Existing Customer,38,M,2,High School,Married,$60K - $80K,Blue,26,4,1,3,5815.0,1698,4117.0,0.8959999999999999,1604,42,0.44799999999999995,0.292,9.0056e-05,0.9999100000000001
-91904,Existing Customer,60,M,0,Uneducated,Married,Less than $40K,Blue,52,5,1,2,2595.0,2189,406.0,0.276,1562,27,0.174,0.8440000000000001,4.8595e-05,0.99995
+91896,Attrited Customer,46,F,2,Graduate,Single,Less than $40K,Blue,36,3,4,3,8309.0,858,7451.0,0.888,1165,35,0.4,0.103,0.99727,0.00272694
+91897,Existing Customer,55,M,0,High School,Married,$80K - $120K,Blue,35,5,1,4,3864.0,1901,1963.0,0.289,1018,32,0.391,0.492,0.00013184,0.99987
+91898,Existing Customer,56,M,3,Graduate,Married,$80K - $120K,Blue,47,6,3,3,10230.0,1082,9148.0,0.658,1484,34,0.545,0.106,0.0003139,0.99969
+91899,Attrited Customer,32,M,0,High School,Married,$120K +,Blue,27,3,3,4,22382.0,0,22382.0,0.418,695,10,0.25,0.0,0.99768,0.00231656
+91900,Existing Customer,39,M,4,Uneducated,Married,$120K +,Blue,36,6,3,2,25790.0,1798,23992.0,0.973,2443,70,0.556,0.07,0.00019396,0.99981
+91901,Existing Customer,63,F,1,Graduate,Married,Less than $40K,Blue,53,6,1,3,2675.0,2517,158.0,0.957,1959,56,1.0,0.941,8.6952e-05,0.99991
+91902,Existing Customer,49,F,3,,Divorced,Less than $40K,Blue,38,3,3,4,1652.0,812,840.0,0.548,1771,47,0.516,0.492,0.00058851,0.99941
+91903,Existing Customer,38,M,2,High School,Married,$60K - $80K,Blue,26,4,1,3,5815.0,1698,4117.0,0.896,1604,42,0.448,0.292,9.0056e-05,0.99991
+91904,Existing Customer,60,M,0,Uneducated,Married,Less than $40K,Blue,52,5,1,2,2595.0,2189,406.0,0.276,1562,27,0.174,0.844,4.8595e-05,0.99995
 91905,Existing Customer,38,M,3,Uneducated,Married,$60K - $80K,Blue,36,5,2,3,3421.0,2308,1113.0,2.037,2269,39,1.053,0.675,0.00020424,0.9998
-91906,Existing Customer,63,M,2,High School,Married,$80K - $120K,Blue,51,4,2,3,6922.0,1704,5218.0,0.278,1449,28,0.217,0.24600000000000002,0.0001861,0.9998100000000001
-91907,Existing Customer,43,F,2,College,Married,Less than $40K,Blue,36,6,2,4,6979.0,898,6081.0,0.565,1665,44,0.375,0.129,0.00031749,0.9996799999999999
-91908,Existing Customer,39,F,2,Graduate,Married,Less than $40K,Blue,34,4,3,4,2594.0,0,2594.0,0.526,1457,43,0.387,0.0,0.000516,0.9994799999999999
-91909,Existing Customer,35,F,4,High School,Single,,Blue,24,5,2,4,16915.0,1679,15236.0,0.8340000000000001,2795,55,0.833,0.099,0.00033294,0.9996700000000001
+91906,Existing Customer,63,M,2,High School,Married,$80K - $120K,Blue,51,4,2,3,6922.0,1704,5218.0,0.278,1449,28,0.217,0.246,0.0001861,0.99981
+91907,Existing Customer,43,F,2,College,Married,Less than $40K,Blue,36,6,2,4,6979.0,898,6081.0,0.565,1665,44,0.375,0.129,0.00031749,0.99968
+91908,Existing Customer,39,F,2,Graduate,Married,Less than $40K,Blue,34,4,3,4,2594.0,0,2594.0,0.526,1457,43,0.387,0.0,0.000516,0.99948
+91909,Existing Customer,35,F,4,High School,Single,,Blue,24,5,2,4,16915.0,1679,15236.0,0.834,2795,55,0.833,0.099,0.00033294,0.99967
 91910,Attrited Customer,45,M,2,College,Divorced,$80K - $120K,Blue,39,3,4,4,34516.0,0,34516.0,1.014,1041,27,0.35,0.0,0.99835,0.00164579
-91911,Existing Customer,35,F,1,Graduate,Married,$40K - $60K,Blue,29,4,2,2,2523.0,1877,646.0,1.631,2005,50,1.1740000000000002,0.7440000000000001,0.00010684,0.99989
-91912,Attrited Customer,48,F,3,Graduate,Married,$40K - $60K,Blue,39,2,4,3,6235.0,0,6235.0,0.848,1225,34,0.478,0.0,0.9973700000000001,0.0026282
+91911,Existing Customer,35,F,1,Graduate,Married,$40K - $60K,Blue,29,4,2,2,2523.0,1877,646.0,1.631,2005,50,1.174,0.744,0.00010684,0.99989
+91912,Attrited Customer,48,F,3,Graduate,Married,$40K - $60K,Blue,39,2,4,3,6235.0,0,6235.0,0.848,1225,34,0.478,0.0,0.99737,0.0026282
 91913,Existing Customer,26,M,1,High School,Single,$40K - $60K,Blue,13,6,2,4,1473.0,0,1473.0,0.813,2099,39,0.857,0.0,0.00029799,0.9997
-91914,Existing Customer,36,M,3,College,Married,$120K +,Blue,26,3,2,3,17116.0,939,16177.0,1.575,2547,45,0.731,0.055,0.00019313,0.9998100000000001
-91915,Existing Customer,37,M,2,College,Married,$80K - $120K,Blue,17,5,3,2,4631.0,1991,2640.0,1.669,2864,37,0.9470000000000001,0.43,0.00017488,0.9998299999999999
-91916,Existing Customer,39,M,2,,Married,$60K - $80K,Blue,19,3,3,2,3047.0,2150,897.0,0.882,1602,37,1.3119999999999998,0.706,0.00019771,0.9998
-91917,Existing Customer,49,M,4,High School,Divorced,$80K - $120K,Blue,37,5,2,2,32338.0,1664,30674.0,0.919,3013,83,0.7659999999999999,0.051,0.00011604,0.9998799999999999
-91918,Existing Customer,56,M,3,Uneducated,Married,$60K - $80K,Blue,36,5,3,3,2253.0,1375,878.0,0.38799999999999996,1324,38,0.31,0.61,0.00032275,0.9996799999999999
-91919,Existing Customer,45,M,2,College,Married,$60K - $80K,Blue,38,4,6,4,16611.0,0,16611.0,0.9540000000000001,1960,48,0.6,0.0,0.00039606,0.9996
-91920,Existing Customer,34,M,2,High School,Single,,Blue,36,3,4,2,22886.0,836,22050.0,0.889,2652,61,0.743,0.037000000000000005,0.00021132,0.99979
+91914,Existing Customer,36,M,3,College,Married,$120K +,Blue,26,3,2,3,17116.0,939,16177.0,1.575,2547,45,0.731,0.055,0.00019313,0.99981
+91915,Existing Customer,37,M,2,College,Married,$80K - $120K,Blue,17,5,3,2,4631.0,1991,2640.0,1.669,2864,37,0.947,0.43,0.00017488,0.99983
+91916,Existing Customer,39,M,2,,Married,$60K - $80K,Blue,19,3,3,2,3047.0,2150,897.0,0.882,1602,37,1.312,0.706,0.00019771,0.9998
+91917,Existing Customer,49,M,4,High School,Divorced,$80K - $120K,Blue,37,5,2,2,32338.0,1664,30674.0,0.919,3013,83,0.766,0.051,0.00011604,0.99988
+91918,Existing Customer,56,M,3,Uneducated,Married,$60K - $80K,Blue,36,5,3,3,2253.0,1375,878.0,0.388,1324,38,0.31,0.61,0.00032275,0.99968
+91919,Existing Customer,45,M,2,College,Married,$60K - $80K,Blue,38,4,6,4,16611.0,0,16611.0,0.954,1960,48,0.6,0.0,0.00039606,0.9996
+91920,Existing Customer,34,M,2,High School,Single,,Blue,36,3,4,2,22886.0,836,22050.0,0.889,2652,61,0.743,0.037,0.00021132,0.99979
 91921,Existing Customer,29,M,0,,Divorced,$80K - $120K,Blue,14,6,3,3,3544.0,0,3544.0,0.718,2435,63,1.032,0.0,0.00028535,0.99971
-91922,Existing Customer,28,M,0,High School,Single,Less than $40K,Blue,19,3,3,4,3480.0,0,3480.0,0.731,2744,75,0.8290000000000001,0.0,0.00043049,0.9995700000000001
-91923,Existing Customer,65,F,0,Post-Graduate,Married,Less than $40K,Blue,56,5,3,2,3549.0,1880,1669.0,0.624,1215,22,0.5710000000000001,0.53,0.00018162,0.99982
-91924,Existing Customer,26,F,1,College,Single,Less than $40K,Blue,15,5,2,4,1438.3,737,701.3,0.8059999999999999,2856,39,0.5,0.512,0.00029801,0.9997
-91925,Existing Customer,57,F,3,Uneducated,Married,Less than $40K,Blue,36,6,2,3,3136.0,1422,1714.0,0.591,1260,34,0.889,0.45299999999999996,0.00020424,0.9998
-91926,Existing Customer,47,M,3,Graduate,Single,$120K +,Blue,36,6,2,4,34516.0,933,33583.0,0.946,1804,32,0.6,0.027000000000000003,0.00033886,0.99966
-91927,Existing Customer,54,F,1,Graduate,Married,Less than $40K,Blue,48,4,3,2,6814.0,1570,5244.0,0.653,1339,30,0.364,0.23,0.00016883,0.9998299999999999
-91928,Existing Customer,48,M,2,,Married,$120K +,Silver,32,3,2,4,34516.0,2098,32418.0,0.741,3093,66,0.784,0.061,0.00032434,0.9996799999999999
-91929,Existing Customer,36,F,1,High School,Married,,Blue,36,6,3,4,8500.0,2517,5983.0,0.445,1618,37,1.3119999999999998,0.29600000000000004,0.00047086,0.9995299999999999
-91930,Existing Customer,43,M,3,Graduate,Married,$80K - $120K,Blue,33,3,3,2,28170.0,1859,26311.0,0.568,1013,28,0.75,0.066,0.00018665,0.9998100000000001
-91931,Existing Customer,54,F,2,Graduate,Single,Less than $40K,Blue,48,6,1,4,6610.0,928,5682.0,0.894,3328,69,0.6829999999999999,0.14,0.00015804,0.99984
-91932,Existing Customer,37,M,1,College,Single,$60K - $80K,Blue,26,6,3,2,15755.0,1410,14345.0,0.8390000000000001,2061,61,0.649,0.08900000000000001,0.00016415,0.99984
+91922,Existing Customer,28,M,0,High School,Single,Less than $40K,Blue,19,3,3,4,3480.0,0,3480.0,0.731,2744,75,0.829,0.0,0.00043049,0.99957
+91923,Existing Customer,65,F,0,Post-Graduate,Married,Less than $40K,Blue,56,5,3,2,3549.0,1880,1669.0,0.624,1215,22,0.571,0.53,0.00018162,0.99982
+91924,Existing Customer,26,F,1,College,Single,Less than $40K,Blue,15,5,2,4,1438.3,737,701.3,0.806,2856,39,0.5,0.512,0.00029801,0.9997
+91925,Existing Customer,57,F,3,Uneducated,Married,Less than $40K,Blue,36,6,2,3,3136.0,1422,1714.0,0.591,1260,34,0.889,0.453,0.00020424,0.9998
+91926,Existing Customer,47,M,3,Graduate,Single,$120K +,Blue,36,6,2,4,34516.0,933,33583.0,0.946,1804,32,0.6,0.027,0.00033886,0.99966
+91927,Existing Customer,54,F,1,Graduate,Married,Less than $40K,Blue,48,4,3,2,6814.0,1570,5244.0,0.653,1339,30,0.364,0.23,0.00016883,0.99983
+91928,Existing Customer,48,M,2,,Married,$120K +,Silver,32,3,2,4,34516.0,2098,32418.0,0.741,3093,66,0.784,0.061,0.00032434,0.99968
+91929,Existing Customer,36,F,1,High School,Married,,Blue,36,6,3,4,8500.0,2517,5983.0,0.445,1618,37,1.312,0.296,0.00047086,0.99953
+91930,Existing Customer,43,M,3,Graduate,Married,$80K - $120K,Blue,33,3,3,2,28170.0,1859,26311.0,0.568,1013,28,0.75,0.066,0.00018665,0.99981
+91931,Existing Customer,54,F,2,Graduate,Single,Less than $40K,Blue,48,6,1,4,6610.0,928,5682.0,0.894,3328,69,0.683,0.14,0.00015804,0.99984
+91932,Existing Customer,37,M,1,College,Single,$60K - $80K,Blue,26,6,3,2,15755.0,1410,14345.0,0.839,2061,61,0.649,0.089,0.00016415,0.99984
 91933,Existing Customer,33,M,3,Graduate,Married,$80K - $120K,Blue,36,5,3,4,2711.0,2073,638.0,0.711,1567,42,0.75,0.765,0.00053543,0.99946
-91934,Existing Customer,38,M,2,College,Married,$40K - $60K,Blue,25,4,1,4,3735.0,1199,2536.0,0.8859999999999999,1573,35,0.75,0.321,0.00015365,0.99985
-91935,Existing Customer,36,M,4,Graduate,Single,$80K - $120K,Blue,36,5,3,2,10216.0,1822,8394.0,0.778,2568,69,0.6829999999999999,0.17800000000000002,0.00018864,0.9998100000000001
-91936,Existing Customer,40,F,3,Graduate,Married,,Blue,28,6,1,2,20420.0,1657,18763.0,1.038,1804,41,0.8640000000000001,0.081,5.7151e-05,0.9999399999999999
+91934,Existing Customer,38,M,2,College,Married,$40K - $60K,Blue,25,4,1,4,3735.0,1199,2536.0,0.886,1573,35,0.75,0.321,0.00015365,0.99985
+91935,Existing Customer,36,M,4,Graduate,Single,$80K - $120K,Blue,36,5,3,2,10216.0,1822,8394.0,0.778,2568,69,0.683,0.178,0.00018864,0.99981
+91936,Existing Customer,40,F,3,Graduate,Married,,Blue,28,6,1,2,20420.0,1657,18763.0,1.038,1804,41,0.864,0.081,5.7151e-05,0.99994
 91937,Attrited Customer,37,M,2,Graduate,Married,$120K +,Blue,30,2,4,4,13662.0,0,13662.0,0.153,725,22,0.0,0.0,0.9984,0.00160016
-91938,Existing Customer,26,F,0,High School,Single,,Blue,13,4,3,3,3038.0,1460,1578.0,0.98,2243,38,0.462,0.48100000000000004,0.00025237,0.99975
-91939,Existing Customer,45,M,3,High School,Single,$60K - $80K,Blue,35,5,3,3,7050.0,659,6391.0,0.52,1236,36,1.0,0.09300000000000001,0.00030516,0.99969
+91938,Existing Customer,26,F,0,High School,Single,,Blue,13,4,3,3,3038.0,1460,1578.0,0.98,2243,38,0.462,0.481,0.00025237,0.99975
+91939,Existing Customer,45,M,3,High School,Single,$60K - $80K,Blue,35,5,3,3,7050.0,659,6391.0,0.52,1236,36,1.0,0.093,0.00030516,0.99969
 91940,Existing Customer,26,M,0,High School,Single,Less than $40K,Blue,13,6,1,4,1775.0,1162,613.0,0.93,2169,43,0.536,0.655,0.00013184,0.99987
-91941,Existing Customer,42,M,3,Graduate,Single,$40K - $60K,Blue,30,6,2,2,8960.0,1054,7906.0,0.414,1488,26,0.368,0.11800000000000001,0.00011811,0.9998799999999999
+91941,Existing Customer,42,M,3,Graduate,Single,$40K - $60K,Blue,30,6,2,2,8960.0,1054,7906.0,0.414,1488,26,0.368,0.118,0.00011811,0.99988
 91942,Existing Customer,33,M,2,College,Married,$80K - $120K,Blue,36,3,1,2,2355.0,1773,582.0,0.774,1765,27,0.929,0.753,5.3547e-05,0.99995
-91943,Existing Customer,57,F,4,High School,Married,$40K - $60K,Blue,47,5,2,4,6803.0,1332,5471.0,0.809,1476,30,0.579,0.196,0.00033294,0.9996700000000001
-91944,Existing Customer,55,M,2,Graduate,Married,$60K - $80K,Blue,50,5,2,4,2145.0,1207,938.0,0.521,1275,31,0.47600000000000003,0.563,0.00032656,0.9996700000000001
+91943,Existing Customer,57,F,4,High School,Married,$40K - $60K,Blue,47,5,2,4,6803.0,1332,5471.0,0.809,1476,30,0.579,0.196,0.00033294,0.99967
+91944,Existing Customer,55,M,2,Graduate,Married,$60K - $80K,Blue,50,5,2,4,2145.0,1207,938.0,0.521,1275,31,0.476,0.563,0.00032656,0.99967
 91945,Existing Customer,40,M,3,Uneducated,Single,$80K - $120K,Blue,36,5,2,3,3919.0,1640,2279.0,0.8,1872,51,0.5,0.418,0.00020424,0.9998
-91946,Existing Customer,32,M,1,High School,Single,Less than $40K,Blue,23,3,2,3,4500.0,0,4500.0,0.626,2439,63,0.703,0.0,0.00017468,0.9998299999999999
-91947,Existing Customer,62,F,1,High School,Married,Less than $40K,Blue,54,3,3,4,2941.0,1173,1768.0,0.436,1453,27,0.35,0.39899999999999997,0.00047086,0.9995299999999999
+91946,Existing Customer,32,M,1,High School,Single,Less than $40K,Blue,23,3,2,3,4500.0,0,4500.0,0.626,2439,63,0.703,0.0,0.00017468,0.99983
+91947,Existing Customer,62,F,1,High School,Married,Less than $40K,Blue,54,3,3,4,2941.0,1173,1768.0,0.436,1453,27,0.35,0.399,0.00047086,0.99953
 91948,Existing Customer,26,M,0,Graduate,Single,$60K - $80K,Blue,13,3,3,3,7102.0,0,7102.0,0.537,2411,41,0.281,0.0,0.0002596,0.99974
 91949,Attrited Customer,37,M,3,High School,Married,Less than $40K,Blue,26,3,3,4,6866.0,2389,4477.0,0.395,862,13,0.182,0.348,0.99808,0.00191647
-91950,Existing Customer,57,M,1,Doctorate,Married,$80K - $120K,Blue,52,3,2,3,10378.0,1540,8838.0,0.547,1306,32,0.28,0.14800000000000002,0.00026001,0.99974
-91951,Existing Customer,47,F,3,High School,Married,,Blue,43,4,3,2,13473.0,1335,12138.0,0.8140000000000001,1593,46,0.484,0.099,0.00018145,0.99982
-91952,Existing Customer,47,M,4,Graduate,Married,$80K - $120K,Blue,34,6,3,3,18178.0,0,18178.0,0.922,1837,37,0.682,0.0,0.00031726,0.9996799999999999
-91953,Existing Customer,48,F,2,Graduate,Single,,Blue,43,5,3,4,8171.0,852,7319.0,0.639,1909,52,0.733,0.10400000000000001,0.000516,0.9994799999999999
-91954,Existing Customer,49,F,4,Uneducated,Married,Less than $40K,Blue,36,6,3,3,1438.3,0,1438.3,0.782,2170,41,0.46399999999999997,0.0,0.0003262,0.9996700000000001
+91950,Existing Customer,57,M,1,Doctorate,Married,$80K - $120K,Blue,52,3,2,3,10378.0,1540,8838.0,0.547,1306,32,0.28,0.148,0.00026001,0.99974
+91951,Existing Customer,47,F,3,High School,Married,,Blue,43,4,3,2,13473.0,1335,12138.0,0.814,1593,46,0.484,0.099,0.00018145,0.99982
+91952,Existing Customer,47,M,4,Graduate,Married,$80K - $120K,Blue,34,6,3,3,18178.0,0,18178.0,0.922,1837,37,0.682,0.0,0.00031726,0.99968
+91953,Existing Customer,48,F,2,Graduate,Single,,Blue,43,5,3,4,8171.0,852,7319.0,0.639,1909,52,0.733,0.104,0.000516,0.99948
+91954,Existing Customer,49,F,4,Uneducated,Married,Less than $40K,Blue,36,6,3,3,1438.3,0,1438.3,0.782,2170,41,0.464,0.0,0.0003262,0.99967
 91955,Existing Customer,35,M,3,Graduate,Married,$80K - $120K,Blue,20,5,3,4,8082.0,2307,5775.0,0.637,1725,29,1.071,0.285,0.00053543,0.99946
-91956,Existing Customer,57,M,3,,Divorced,$60K - $80K,Blue,48,5,2,3,24589.0,1640,22949.0,0.4,4291,78,0.625,0.067,0.00021834,0.9997799999999999
-91957,Existing Customer,62,F,0,Graduate,Single,,Silver,49,5,1,2,30310.0,0,30310.0,0.777,3703,91,0.49200000000000005,0.0,4.2705e-05,0.9999600000000001
-91958,Existing Customer,55,F,2,College,Married,Less than $40K,Blue,36,6,3,4,2967.0,2129,838.0,1.075,2177,59,0.7879999999999999,0.718,0.00050168,0.9995
-91959,Existing Customer,36,M,2,Graduate,Married,$60K - $80K,Blue,17,5,2,3,3092.0,1825,1267.0,1.46,2883,61,0.488,0.59,0.00019143,0.9998100000000001
-91960,Existing Customer,54,M,1,High School,Married,$80K - $120K,Blue,42,5,3,2,1618.0,668,950.0,0.552,1515,31,0.47600000000000003,0.413,0.00016413,0.99984
-91961,Existing Customer,30,F,0,Graduate,Married,Less than $40K,Blue,23,5,2,3,2498.0,1632,866.0,0.7120000000000001,2048,35,1.188,0.653,0.00016428,0.99984
-91962,Existing Customer,46,M,3,Graduate,Married,$40K - $60K,Blue,41,5,2,2,2564.0,0,2564.0,1.026,2038,45,0.364,0.0,0.00011811,0.9998799999999999
-91963,Existing Customer,43,M,3,Graduate,Married,$80K - $120K,Blue,34,3,4,4,10540.0,1489,9051.0,1.0290000000000001,1980,45,0.607,0.141,0.00064703,0.99935
+91956,Existing Customer,57,M,3,,Divorced,$60K - $80K,Blue,48,5,2,3,24589.0,1640,22949.0,0.4,4291,78,0.625,0.067,0.00021834,0.99978
+91957,Existing Customer,62,F,0,Graduate,Single,,Silver,49,5,1,2,30310.0,0,30310.0,0.777,3703,91,0.492,0.0,4.2705e-05,0.99996
+91958,Existing Customer,55,F,2,College,Married,Less than $40K,Blue,36,6,3,4,2967.0,2129,838.0,1.075,2177,59,0.788,0.718,0.00050168,0.9995
+91959,Existing Customer,36,M,2,Graduate,Married,$60K - $80K,Blue,17,5,2,3,3092.0,1825,1267.0,1.46,2883,61,0.488,0.59,0.00019143,0.99981
+91960,Existing Customer,54,M,1,High School,Married,$80K - $120K,Blue,42,5,3,2,1618.0,668,950.0,0.552,1515,31,0.476,0.413,0.00016413,0.99984
+91961,Existing Customer,30,F,0,Graduate,Married,Less than $40K,Blue,23,5,2,3,2498.0,1632,866.0,0.712,2048,35,1.188,0.653,0.00016428,0.99984
+91962,Existing Customer,46,M,3,Graduate,Married,$40K - $60K,Blue,41,5,2,2,2564.0,0,2564.0,1.026,2038,45,0.364,0.0,0.00011811,0.99988
+91963,Existing Customer,43,M,3,Graduate,Married,$80K - $120K,Blue,34,3,4,4,10540.0,1489,9051.0,1.029,1980,45,0.607,0.141,0.00064703,0.99935
 91964,Existing Customer,34,M,2,Graduate,Married,$120K +,Blue,28,4,3,3,13384.0,1853,11531.0,0.807,1899,33,0.833,0.138,0.00030251,0.9997
-91965,Existing Customer,55,M,3,Graduate,Married,$80K - $120K,Blue,48,5,2,4,16208.0,1278,14930.0,0.5429999999999999,1842,56,0.436,0.079,0.00033886,0.99966
-91966,Existing Customer,36,F,2,,Married,Less than $40K,Blue,27,3,3,4,3049.0,2198,851.0,1.546,2617,48,1.0,0.721,0.00056716,0.9994299999999999
+91965,Existing Customer,55,M,3,Graduate,Married,$80K - $120K,Blue,48,5,2,4,16208.0,1278,14930.0,0.543,1842,56,0.436,0.079,0.00033886,0.99966
+91966,Existing Customer,36,F,2,,Married,Less than $40K,Blue,27,3,3,4,3049.0,2198,851.0,1.546,2617,48,1.0,0.721,0.00056716,0.99943
 91967,Existing Customer,44,M,1,Graduate,Married,$80K - $120K,Blue,33,5,4,3,19214.0,0,19214.0,0.998,3407,47,1.136,0.0,0.00034315,0.99966
 91968,Existing Customer,39,M,2,,Married,$60K - $80K,Blue,25,5,2,3,3071.0,2517,554.0,0.583,1765,36,0.565,0.82,0.00021042,0.99979
-91969,Existing Customer,34,M,2,Graduate,Single,$80K - $120K,Blue,29,3,1,3,13395.0,1678,11717.0,1.006,2650,69,0.865,0.125,9.2637e-05,0.9999100000000001
-91970,Existing Customer,40,M,3,Graduate,Married,$60K - $80K,Blue,31,6,3,4,17126.0,1201,15925.0,0.802,3891,79,0.8809999999999999,0.07,0.00053543,0.99946
-91971,Existing Customer,42,M,2,College,Single,$60K - $80K,Blue,36,5,3,2,8083.0,0,8083.0,1.0759999999999998,3942,84,0.75,0.0,0.00017488,0.9998299999999999
-91972,Existing Customer,36,M,3,Graduate,Divorced,$40K - $60K,Blue,28,4,2,3,8995.0,1547,7448.0,0.9229999999999999,2398,61,0.794,0.172,0.00019864,0.9998
-91973,Existing Customer,26,F,1,High School,Single,Less than $40K,Blue,13,3,2,3,2404.0,1198,1206.0,0.501,2692,63,0.5,0.498,0.00017468,0.9998299999999999
-91974,Existing Customer,42,M,1,High School,Married,$40K - $60K,Blue,32,4,2,2,2807.0,1845,962.0,1.0270000000000001,1346,26,1.0,0.657,0.00010386,0.9999
+91969,Existing Customer,34,M,2,Graduate,Single,$80K - $120K,Blue,29,3,1,3,13395.0,1678,11717.0,1.006,2650,69,0.865,0.125,9.2637e-05,0.99991
+91970,Existing Customer,40,M,3,Graduate,Married,$60K - $80K,Blue,31,6,3,4,17126.0,1201,15925.0,0.802,3891,79,0.881,0.07,0.00053543,0.99946
+91971,Existing Customer,42,M,2,College,Single,$60K - $80K,Blue,36,5,3,2,8083.0,0,8083.0,1.076,3942,84,0.75,0.0,0.00017488,0.99983
+91972,Existing Customer,36,M,3,Graduate,Divorced,$40K - $60K,Blue,28,4,2,3,8995.0,1547,7448.0,0.923,2398,61,0.794,0.172,0.00019864,0.9998
+91973,Existing Customer,26,F,1,High School,Single,Less than $40K,Blue,13,3,2,3,2404.0,1198,1206.0,0.501,2692,63,0.5,0.498,0.00017468,0.99983
+91974,Existing Customer,42,M,1,High School,Married,$40K - $60K,Blue,32,4,2,2,2807.0,1845,962.0,1.027,1346,26,1.0,0.657,0.00010386,0.9999
 91975,Existing Customer,55,M,0,Graduate,Married,$40K - $60K,Blue,36,3,3,2,3097.0,827,2270.0,0.511,1390,24,0.263,0.267,0.00015435,0.99985
-91976,Existing Customer,45,M,3,,Single,$80K - $120K,Blue,37,6,2,2,10651.0,672,9979.0,0.767,2073,54,0.5429999999999999,0.063,0.00012982,0.99987
-91977,Existing Customer,61,M,2,High School,Single,$60K - $80K,Blue,47,5,2,3,2175.0,1404,771.0,0.633,3994,64,0.778,0.6459999999999999,0.0001861,0.9998100000000001
-91978,Existing Customer,41,M,4,College,Married,$120K +,Blue,28,5,3,0,28020.0,1470,26550.0,1.226,1723,36,1.25,0.052000000000000005,6.765699999999999e-05,0.9999299999999999
-91979,Existing Customer,35,F,1,Graduate,Single,Less than $40K,Blue,23,4,3,3,2640.0,1051,1589.0,0.833,3116,80,0.6,0.39799999999999996,0.00028395,0.99972
-91980,Existing Customer,34,M,2,Graduate,Single,$120K +,Blue,27,3,1,4,31313.0,2152,29161.0,0.679,2555,62,0.6759999999999999,0.069,0.00015804,0.99984
-91981,Existing Customer,37,M,2,High School,Married,$80K - $120K,Blue,31,3,2,4,7304.0,0,7304.0,1.1440000000000001,2717,63,0.703,0.0,0.00031746,0.9996799999999999
+91976,Existing Customer,45,M,3,,Single,$80K - $120K,Blue,37,6,2,2,10651.0,672,9979.0,0.767,2073,54,0.543,0.063,0.00012982,0.99987
+91977,Existing Customer,61,M,2,High School,Single,$60K - $80K,Blue,47,5,2,3,2175.0,1404,771.0,0.633,3994,64,0.778,0.646,0.0001861,0.99981
+91978,Existing Customer,41,M,4,College,Married,$120K +,Blue,28,5,3,0,28020.0,1470,26550.0,1.226,1723,36,1.25,0.052,6.7657e-05,0.99993
+91979,Existing Customer,35,F,1,Graduate,Single,Less than $40K,Blue,23,4,3,3,2640.0,1051,1589.0,0.833,3116,80,0.6,0.398,0.00028395,0.99972
+91980,Existing Customer,34,M,2,Graduate,Single,$120K +,Blue,27,3,1,4,31313.0,2152,29161.0,0.679,2555,62,0.676,0.069,0.00015804,0.99984
+91981,Existing Customer,37,M,2,High School,Married,$80K - $120K,Blue,31,3,2,4,7304.0,0,7304.0,1.144,2717,63,0.703,0.0,0.00031746,0.99968
 91982,Attrited Customer,46,M,2,Uneducated,,$60K - $80K,Blue,32,6,2,3,3254.0,0,3254.0,0.733,967,24,1.182,0.0,0.99495,0.00505
-91983,Existing Customer,26,M,1,College,Divorced,$40K - $60K,Blue,21,3,3,2,1438.3,0,1438.3,0.745,2660,89,0.7120000000000001,0.0,0.00016415,0.99984
-91984,Existing Customer,54,F,3,High School,Married,Less than $40K,Blue,41,5,4,4,3161.0,1220,1941.0,0.82,2412,62,0.8240000000000001,0.386,0.00062901,0.9993700000000001
-91985,Attrited Customer,47,F,3,Graduate,Single,Less than $40K,Blue,36,5,3,4,7246.0,0,7246.0,0.612,777,13,0.625,0.0,0.9981399999999999,0.00186317
+91983,Existing Customer,26,M,1,College,Divorced,$40K - $60K,Blue,21,3,3,2,1438.3,0,1438.3,0.745,2660,89,0.712,0.0,0.00016415,0.99984
+91984,Existing Customer,54,F,3,High School,Married,Less than $40K,Blue,41,5,4,4,3161.0,1220,1941.0,0.82,2412,62,0.824,0.386,0.00062901,0.99937
+91985,Attrited Customer,47,F,3,Graduate,Single,Less than $40K,Blue,36,5,3,4,7246.0,0,7246.0,0.612,777,13,0.625,0.0,0.99814,0.00186317
 91986,Existing Customer,56,F,5,Graduate,Married,Less than $40K,Blue,36,5,4,4,3088.0,2517,571.0,0.848,2292,54,0.862,0.815,0.00064375,0.99936
-91987,Existing Customer,42,F,4,,Single,Less than $40K,Silver,32,6,3,2,13719.0,1384,12335.0,1.2009999999999998,3774,63,0.6579999999999999,0.10099999999999999,0.00018736,0.9998100000000001
-91988,Existing Customer,30,M,1,,Married,$40K - $60K,Blue,18,5,1,3,4726.0,1380,3346.0,0.622,1723,31,0.55,0.292,9.557700000000001e-05,0.9999
+91987,Existing Customer,42,F,4,,Single,Less than $40K,Silver,32,6,3,2,13719.0,1384,12335.0,1.201,3774,63,0.658,0.101,0.00018736,0.99981
+91988,Existing Customer,30,M,1,,Married,$40K - $60K,Blue,18,5,1,3,4726.0,1380,3346.0,0.622,1723,31,0.55,0.292,9.5577e-05,0.9999
 91989,Existing Customer,32,M,1,,Married,Less than $40K,Blue,36,5,3,3,6100.0,1520,4580.0,0.853,1668,32,0.882,0.249,0.00031211,0.99969
-91990,Existing Customer,40,M,2,High School,Single,$80K - $120K,Blue,28,6,2,4,19279.0,1427,17852.0,0.892,1777,56,0.647,0.07400000000000001,0.00031746,0.9996799999999999
+91990,Existing Customer,40,M,2,High School,Single,$80K - $120K,Blue,28,6,2,4,19279.0,1427,17852.0,0.892,1777,56,0.647,0.074,0.00031746,0.99968
 91991,Existing Customer,33,F,1,Graduate,Married,Less than $40K,Blue,20,3,2,4,3792.0,1625,2167.0,0.618,1888,39,0.625,0.429,0.00030653,0.99969
 91992,Existing Customer,64,M,0,Graduate,Married,Less than $40K,Blue,53,3,3,4,2084.0,1647,437.0,0.664,1597,37,0.542,0.79,0.00044282,0.99956
-91993,Existing Customer,33,M,1,High School,Single,$80K - $120K,Blue,28,4,3,3,34516.0,0,34516.0,0.636,2804,70,0.8420000000000001,0.0,0.00027604,0.99972
-91994,Existing Customer,52,M,3,Post-Graduate,Married,$80K - $120K,Blue,43,5,2,2,6849.0,2126,4723.0,0.611,1651,43,0.344,0.31,0.00013897,0.9998600000000001
-91995,Existing Customer,59,F,0,Uneducated,Married,Less than $40K,Blue,39,6,3,4,2417.0,1932,485.0,1.044,2367,50,0.7859999999999999,0.799,0.00045531,0.99954
-91996,Existing Customer,41,F,4,Uneducated,Single,,Blue,33,6,4,3,5802.0,2490,3312.0,0.8490000000000001,3386,53,1.038,0.429,0.00039421,0.99961
-91997,Existing Customer,38,M,2,,Married,$40K - $60K,Blue,31,3,2,2,2919.0,2192,727.0,1.073,2399,57,0.966,0.7509999999999999,0.00012511,0.99987
-91998,Existing Customer,29,M,2,Graduate,Divorced,Less than $40K,Blue,20,4,1,2,2462.0,2021,441.0,0.966,2320,57,0.6759999999999999,0.821,5.5077e-05,0.9999399999999999
-91999,Existing Customer,43,F,3,Doctorate,Married,,Blue,38,3,4,2,1947.0,0,1947.0,0.838,2119,52,1.0,0.0,0.00032639,0.9996700000000001
-92000,Attrited Customer,40,M,3,High School,Single,$80K - $120K,Blue,29,2,2,4,18563.0,0,18563.0,0.7290000000000001,2395,45,0.552,0.0,0.99697,0.00302546
-92001,Existing Customer,37,F,1,Graduate,Married,Less than $40K,Blue,36,3,3,3,3992.0,1289,2703.0,1.008,2181,32,0.6,0.32299999999999995,0.00028395,0.99972
+91993,Existing Customer,33,M,1,High School,Single,$80K - $120K,Blue,28,4,3,3,34516.0,0,34516.0,0.636,2804,70,0.842,0.0,0.00027604,0.99972
+91994,Existing Customer,52,M,3,Post-Graduate,Married,$80K - $120K,Blue,43,5,2,2,6849.0,2126,4723.0,0.611,1651,43,0.344,0.31,0.00013897,0.99986
+91995,Existing Customer,59,F,0,Uneducated,Married,Less than $40K,Blue,39,6,3,4,2417.0,1932,485.0,1.044,2367,50,0.786,0.799,0.00045531,0.99954
+91996,Existing Customer,41,F,4,Uneducated,Single,,Blue,33,6,4,3,5802.0,2490,3312.0,0.849,3386,53,1.038,0.429,0.00039421,0.99961
+91997,Existing Customer,38,M,2,,Married,$40K - $60K,Blue,31,3,2,2,2919.0,2192,727.0,1.073,2399,57,0.966,0.751,0.00012511,0.99987
+91998,Existing Customer,29,M,2,Graduate,Divorced,Less than $40K,Blue,20,4,1,2,2462.0,2021,441.0,0.966,2320,57,0.676,0.821,5.5077e-05,0.99994
+91999,Existing Customer,43,F,3,Doctorate,Married,,Blue,38,3,4,2,1947.0,0,1947.0,0.838,2119,52,1.0,0.0,0.00032639,0.99967
+92000,Attrited Customer,40,M,3,High School,Single,$80K - $120K,Blue,29,2,2,4,18563.0,0,18563.0,0.729,2395,45,0.552,0.0,0.99697,0.00302546
+92001,Existing Customer,37,F,1,Graduate,Married,Less than $40K,Blue,36,3,3,3,3992.0,1289,2703.0,1.008,2181,32,0.6,0.323,0.00028395,0.99972
 92002,Existing Customer,32,M,1,High School,Married,Less than $40K,Blue,14,4,2,2,3568.0,2175,1393.0,1.368,1913,35,0.667,0.61,0.00010386,0.9999
-92003,Existing Customer,36,M,2,Graduate,Single,$60K - $80K,Blue,27,3,3,2,7776.0,831,6945.0,1.0070000000000001,3063,87,0.8909999999999999,0.107,0.00017987,0.99982
-92004,Attrited Customer,58,M,0,High School,,$40K - $60K,Blue,42,3,2,3,1438.3,0,1438.3,0.835,1088,22,1.444,0.0,0.9937799999999999,0.006220000000000001
-92005,Existing Customer,53,M,3,High School,Married,$80K - $120K,Blue,36,3,3,3,9355.0,715,8640.0,0.42200000000000004,1138,38,0.727,0.076,0.00030516,0.99969
+92003,Existing Customer,36,M,2,Graduate,Single,$60K - $80K,Blue,27,3,3,2,7776.0,831,6945.0,1.007,3063,87,0.891,0.107,0.00017987,0.99982
+92004,Attrited Customer,58,M,0,High School,,$40K - $60K,Blue,42,3,2,3,1438.3,0,1438.3,0.835,1088,22,1.444,0.0,0.99378,0.00622
+92005,Existing Customer,53,M,3,High School,Married,$80K - $120K,Blue,36,3,3,3,9355.0,715,8640.0,0.422,1138,38,0.727,0.076,0.00030516,0.99969
 92006,Existing Customer,37,F,3,,Single,,Blue,32,3,4,4,19636.0,1566,18070.0,0.649,2595,58,0.611,0.08,0.00071117,0.99929
-92007,Existing Customer,47,M,2,,Single,$40K - $60K,Blue,36,6,3,3,7327.0,0,7327.0,0.857,1788,46,0.586,0.0,0.00033251,0.9996700000000001
-92008,Existing Customer,36,M,1,Uneducated,Single,$120K +,Blue,25,6,3,2,7049.0,1932,5117.0,0.804,2602,51,0.545,0.27399999999999997,0.0001736,0.9998299999999999
-92009,Existing Customer,26,F,0,Uneducated,Single,$40K - $60K,Blue,18,4,3,2,2033.0,1471,562.0,0.672,2236,55,0.41,0.7240000000000001,0.00015871,0.99984
-92010,Existing Customer,38,F,1,Graduate,Married,$40K - $60K,Blue,20,5,1,3,5153.0,2517,2636.0,1.4880000000000002,3095,63,0.9690000000000001,0.488,8.6952e-05,0.9999100000000001
-92011,Existing Customer,32,F,0,High School,Married,$40K - $60K,Blue,22,4,2,2,2062.0,1665,397.0,1.276,2397,41,0.64,0.807,9.4951e-05,0.9999100000000001
-92012,Existing Customer,37,F,3,Graduate,Single,Less than $40K,Blue,31,3,3,4,2005.0,1517,488.0,0.7290000000000001,2439,61,0.848,0.757,0.00053543,0.99946
-92013,Existing Customer,26,M,1,,Single,Less than $40K,Blue,13,6,2,3,2479.0,828,1651.0,0.44,2225,44,0.294,0.33399999999999996,0.00019751,0.9998
-92014,Existing Customer,55,F,1,Graduate,Married,$40K - $60K,Blue,46,5,4,4,4589.0,1622,2967.0,0.425,1569,33,0.26899999999999996,0.353,0.00058531,0.99941
+92007,Existing Customer,47,M,2,,Single,$40K - $60K,Blue,36,6,3,3,7327.0,0,7327.0,0.857,1788,46,0.586,0.0,0.00033251,0.99967
+92008,Existing Customer,36,M,1,Uneducated,Single,$120K +,Blue,25,6,3,2,7049.0,1932,5117.0,0.804,2602,51,0.545,0.274,0.0001736,0.99983
+92009,Existing Customer,26,F,0,Uneducated,Single,$40K - $60K,Blue,18,4,3,2,2033.0,1471,562.0,0.672,2236,55,0.41,0.724,0.00015871,0.99984
+92010,Existing Customer,38,F,1,Graduate,Married,$40K - $60K,Blue,20,5,1,3,5153.0,2517,2636.0,1.488,3095,63,0.969,0.488,8.6952e-05,0.99991
+92011,Existing Customer,32,F,0,High School,Married,$40K - $60K,Blue,22,4,2,2,2062.0,1665,397.0,1.276,2397,41,0.64,0.807,9.4951e-05,0.99991
+92012,Existing Customer,37,F,3,Graduate,Single,Less than $40K,Blue,31,3,3,4,2005.0,1517,488.0,0.729,2439,61,0.848,0.757,0.00053543,0.99946
+92013,Existing Customer,26,M,1,,Single,Less than $40K,Blue,13,6,2,3,2479.0,828,1651.0,0.44,2225,44,0.294,0.334,0.00019751,0.9998
+92014,Existing Customer,55,F,1,Graduate,Married,$40K - $60K,Blue,46,5,4,4,4589.0,1622,2967.0,0.425,1569,33,0.269,0.353,0.00058531,0.99941
 92015,Existing Customer,35,M,2,,Married,$80K - $120K,Blue,36,6,2,2,2263.0,1188,1075.0,0.84,1927,47,0.382,0.525,0.00012511,0.99987
 92016,Existing Customer,58,M,3,High School,Married,$60K - $80K,Blue,46,5,3,2,8184.0,1205,6979.0,0.965,2140,49,0.69,0.147,0.00018145,0.99982
 92017,Existing Customer,32,M,0,Graduate,Single,,Blue,27,6,3,3,9238.0,0,9238.0,0.809,2522,68,0.478,0.0,0.0002596,0.99974
 92018,Existing Customer,47,M,3,High School,Married,$80K - $120K,Blue,36,6,3,3,30210.0,1194,29016.0,0.948,3503,65,0.667,0.04,0.00030516,0.99969
 92019,Existing Customer,32,M,0,Graduate,Single,Less than $40K,Blue,26,6,3,3,6942.0,0,6942.0,0.544,2657,71,0.69,0.0,0.0002596,0.99974
-92020,Existing Customer,56,M,3,High School,Married,$60K - $80K,Blue,37,3,3,3,14551.0,2517,12034.0,0.92,1373,35,0.591,0.17300000000000001,0.00030516,0.99969
+92020,Existing Customer,56,M,3,High School,Married,$60K - $80K,Blue,37,3,3,3,14551.0,2517,12034.0,0.92,1373,35,0.591,0.173,0.00030516,0.99969
 92021,Existing Customer,34,F,2,Doctorate,Single,Less than $40K,Blue,13,5,1,2,1438.3,0,1438.3,0.946,2557,67,0.763,0.0,7.9702e-05,0.99992
-92022,Existing Customer,65,M,0,,Single,,Blue,56,3,2,2,11332.0,633,10699.0,1.514,2758,56,1.24,0.055999999999999994,0.00010736,0.99989
-92023,Existing Customer,55,M,2,Uneducated,Married,$120K +,Blue,48,5,2,3,30967.0,817,30150.0,0.37799999999999995,1473,35,0.522,0.026000000000000002,0.00019683,0.9998
+92022,Existing Customer,65,M,0,,Single,,Blue,56,3,2,2,11332.0,633,10699.0,1.514,2758,56,1.24,0.056,0.00010736,0.99989
+92023,Existing Customer,55,M,2,Uneducated,Married,$120K +,Blue,48,5,2,3,30967.0,817,30150.0,0.378,1473,35,0.522,0.026,0.00019683,0.9998
 92024,Existing Customer,43,M,0,High School,Married,$80K - $120K,Blue,36,5,3,3,7866.0,0,7866.0,0.747,2843,53,0.828,0.0,0.00025237,0.99975
-92025,Existing Customer,31,M,2,College,Married,Less than $40K,Blue,21,6,2,4,2718.0,1920,798.0,1.604,2570,49,1.042,0.706,0.00031749,0.9996799999999999
-92026,Existing Customer,54,F,1,College,Married,Less than $40K,Blue,36,4,2,4,3084.0,2517,567.0,0.6509999999999999,1446,22,0.833,0.816,0.00029801,0.9997
+92025,Existing Customer,31,M,2,College,Married,Less than $40K,Blue,21,6,2,4,2718.0,1920,798.0,1.604,2570,49,1.042,0.706,0.00031749,0.99968
+92026,Existing Customer,54,F,1,College,Married,Less than $40K,Blue,36,4,2,4,3084.0,2517,567.0,0.651,1446,22,0.833,0.816,0.00029801,0.9997
 92027,Existing Customer,52,M,3,Graduate,Married,$80K - $120K,Blue,42,5,2,4,17302.0,1339,15963.0,0.631,1181,30,1.0,0.077,0.00033886,0.99966
-92028,Existing Customer,48,M,3,College,Divorced,$40K - $60K,Blue,36,3,3,3,12159.0,1665,10494.0,0.608,1426,34,0.545,0.13699999999999998,0.00030519,0.99969
-92029,Existing Customer,54,F,1,High School,Single,Less than $40K,Blue,47,6,4,3,2797.0,1627,1170.0,0.413,1566,36,0.7140000000000001,0.5820000000000001,0.00033359,0.9996700000000001
-92030,Existing Customer,33,M,1,Uneducated,Single,$60K - $80K,Blue,28,6,3,4,2618.0,1812,806.0,0.706,3319,86,0.9109999999999999,0.6920000000000001,0.0004980000000000001,0.9995
-92031,Attrited Customer,26,F,0,Post-Graduate,Single,Less than $40K,Blue,15,3,2,3,1442.0,1428,14.0,0.496,1134,26,0.23800000000000002,0.99,0.99485,0.00515
-92032,Existing Customer,30,F,2,Uneducated,Married,Less than $40K,Blue,24,4,2,1,2063.0,0,2063.0,0.5529999999999999,1859,43,0.536,0.0,7.057600000000001e-05,0.9999299999999999
-92033,Existing Customer,49,F,5,Graduate,Married,Less than $40K,Blue,43,4,2,3,8154.0,0,8154.0,0.9640000000000001,2223,72,0.946,0.0,0.00019764,0.9998
-92034,Existing Customer,36,F,2,,Divorced,$40K - $60K,Blue,20,4,3,2,9735.0,1245,8490.0,1.079,2967,80,0.7390000000000001,0.128,0.00019771,0.9998
+92028,Existing Customer,48,M,3,College,Divorced,$40K - $60K,Blue,36,3,3,3,12159.0,1665,10494.0,0.608,1426,34,0.545,0.137,0.00030519,0.99969
+92029,Existing Customer,54,F,1,High School,Single,Less than $40K,Blue,47,6,4,3,2797.0,1627,1170.0,0.413,1566,36,0.714,0.582,0.00033359,0.99967
+92030,Existing Customer,33,M,1,Uneducated,Single,$60K - $80K,Blue,28,6,3,4,2618.0,1812,806.0,0.706,3319,86,0.911,0.692,0.000498,0.9995
+92031,Attrited Customer,26,F,0,Post-Graduate,Single,Less than $40K,Blue,15,3,2,3,1442.0,1428,14.0,0.496,1134,26,0.238,0.99,0.99485,0.00515
+92032,Existing Customer,30,F,2,Uneducated,Married,Less than $40K,Blue,24,4,2,1,2063.0,0,2063.0,0.553,1859,43,0.536,0.0,7.0576e-05,0.99993
+92033,Existing Customer,49,F,5,Graduate,Married,Less than $40K,Blue,43,4,2,3,8154.0,0,8154.0,0.964,2223,72,0.946,0.0,0.00019764,0.9998
+92034,Existing Customer,36,F,2,,Divorced,$40K - $60K,Blue,20,4,3,2,9735.0,1245,8490.0,1.079,2967,80,0.739,0.128,0.00019771,0.9998
 92035,Existing Customer,56,M,4,,Married,$80K - $120K,Blue,49,3,4,2,4310.0,2229,2081.0,0.643,1645,33,0.941,0.517,0.00025058,0.99975
-92036,Existing Customer,53,M,3,Uneducated,Married,$80K - $120K,Blue,36,3,3,1,11450.0,2129,9321.0,0.956,2197,45,0.9570000000000001,0.18600000000000003,0.00011574,0.9998799999999999
-92037,Attrited Customer,39,M,2,Uneducated,Married,$120K +,Blue,26,2,3,4,8906.0,0,8906.0,0.315,809,15,0.25,0.0,0.9981200000000001,0.00188031
+92036,Existing Customer,53,M,3,Uneducated,Married,$80K - $120K,Blue,36,3,3,1,11450.0,2129,9321.0,0.956,2197,45,0.957,0.186,0.00011574,0.99988
+92037,Attrited Customer,39,M,2,Uneducated,Married,$120K +,Blue,26,2,3,4,8906.0,0,8906.0,0.315,809,15,0.25,0.0,0.99812,0.00188031
 92038,Existing Customer,34,M,3,College,Married,$60K - $80K,Blue,23,5,3,2,4245.0,1815,2430.0,0.846,1534,34,0.545,0.428,0.00018146,0.99982
-92039,Existing Customer,53,M,2,College,Married,$80K - $120K,Blue,45,4,4,4,21953.0,1311,20642.0,0.44299999999999995,1413,37,0.37,0.06,0.00060624,0.99939
+92039,Existing Customer,53,M,2,College,Married,$80K - $120K,Blue,45,4,4,4,21953.0,1311,20642.0,0.443,1413,37,0.37,0.06,0.00060624,0.99939
 92040,Existing Customer,32,M,0,Graduate,Single,$40K - $60K,Blue,21,6,1,3,1614.0,925,689.0,0.598,2659,63,0.75,0.573,7.9494e-05,0.99992
-92041,Existing Customer,39,M,2,Graduate,Married,$80K - $120K,Blue,22,5,4,2,5140.0,2517,2623.0,0.8759999999999999,1842,36,0.7140000000000001,0.49,0.00021738,0.9997799999999999
-92042,Existing Customer,57,M,1,High School,Married,$120K +,Blue,46,3,3,4,31762.0,2517,29245.0,0.735,1515,36,0.7140000000000001,0.079,0.00047086,0.9995299999999999
+92041,Existing Customer,39,M,2,Graduate,Married,$80K - $120K,Blue,22,5,4,2,5140.0,2517,2623.0,0.876,1842,36,0.714,0.49,0.00021738,0.99978
+92042,Existing Customer,57,M,1,High School,Married,$120K +,Blue,46,3,3,4,31762.0,2517,29245.0,0.735,1515,36,0.714,0.079,0.00047086,0.99953
 92043,Existing Customer,48,F,4,Graduate,Single,,Blue,40,4,4,4,11692.0,648,11044.0,1.265,2997,56,0.867,0.055,0.00065394,0.99935
-92044,Existing Customer,37,M,3,,Married,$60K - $80K,Blue,30,6,2,4,16043.0,0,16043.0,1.5090000000000001,2599,47,1.136,0.0,0.00037246,0.9996299999999999
-92045,Existing Customer,36,M,1,Graduate,Married,$80K - $120K,Blue,32,4,4,3,15488.0,1463,14025.0,1.28,2916,50,0.7240000000000001,0.094,0.00034315,0.99966
+92044,Existing Customer,37,M,3,,Married,$60K - $80K,Blue,30,6,2,4,16043.0,0,16043.0,1.509,2599,47,1.136,0.0,0.00037246,0.99963
+92045,Existing Customer,36,M,1,Graduate,Married,$80K - $120K,Blue,32,4,4,3,15488.0,1463,14025.0,1.28,2916,50,0.724,0.094,0.00034315,0.99966
 92046,Existing Customer,39,M,3,College,Divorced,$40K - $60K,Blue,34,3,3,2,2503.0,2185,318.0,0.5,4157,58,0.758,0.873,0.00018146,0.99982
 92047,Existing Customer,31,M,0,Graduate,Divorced,Less than $40K,Blue,36,4,3,2,3312.0,2491,821.0,0.62,2670,50,0.667,0.752,0.00015435,0.99985
-92048,Existing Customer,31,M,2,Graduate,Single,$40K - $60K,Blue,36,3,2,4,6269.0,1169,5100.0,0.743,2221,57,0.727,0.18600000000000003,0.00032656,0.9996700000000001
-92049,Existing Customer,36,M,4,Graduate,Single,$60K - $80K,Blue,36,3,2,1,20337.0,1605,18732.0,0.805,2460,74,1.3119999999999998,0.079,7.1987e-05,0.9999299999999999
-92050,Existing Customer,47,F,5,Graduate,Single,Less than $40K,Blue,42,4,2,4,2224.0,1106,1118.0,0.501,1698,41,0.36700000000000005,0.49700000000000005,0.00033714,0.99966
-92051,Attrited Customer,37,M,3,College,Married,$60K - $80K,Blue,19,2,3,4,3100.0,2517,583.0,0.35,694,12,0.2,0.812,0.99808,0.0019163000000000001
-92052,Existing Customer,38,M,2,,Divorced,$60K - $80K,Silver,26,4,2,0,26437.0,681,25756.0,1.021,2167,57,0.727,0.026000000000000002,4.1700000000000004e-05,0.9999600000000001
-92053,Existing Customer,39,M,2,Graduate,Married,$80K - $120K,Blue,27,4,2,2,9959.0,1476,8483.0,0.9520000000000001,2760,44,1.0,0.14800000000000002,0.00011382,0.99989
-92054,Existing Customer,39,M,1,,Single,$80K - $120K,Blue,36,5,3,3,25008.0,876,24132.0,0.8590000000000001,1753,43,1.048,0.035,0.00031211,0.99969
+92048,Existing Customer,31,M,2,Graduate,Single,$40K - $60K,Blue,36,3,2,4,6269.0,1169,5100.0,0.743,2221,57,0.727,0.186,0.00032656,0.99967
+92049,Existing Customer,36,M,4,Graduate,Single,$60K - $80K,Blue,36,3,2,1,20337.0,1605,18732.0,0.805,2460,74,1.312,0.079,7.1987e-05,0.99993
+92050,Existing Customer,47,F,5,Graduate,Single,Less than $40K,Blue,42,4,2,4,2224.0,1106,1118.0,0.501,1698,41,0.367,0.497,0.00033714,0.99966
+92051,Attrited Customer,37,M,3,College,Married,$60K - $80K,Blue,19,2,3,4,3100.0,2517,583.0,0.35,694,12,0.2,0.812,0.99808,0.0019163
+92052,Existing Customer,38,M,2,,Divorced,$60K - $80K,Silver,26,4,2,0,26437.0,681,25756.0,1.021,2167,57,0.727,0.026,4.17e-05,0.99996
+92053,Existing Customer,39,M,2,Graduate,Married,$80K - $120K,Blue,27,4,2,2,9959.0,1476,8483.0,0.952,2760,44,1.0,0.148,0.00011382,0.99989
+92054,Existing Customer,39,M,1,,Single,$80K - $120K,Blue,36,5,3,3,25008.0,876,24132.0,0.859,1753,43,1.048,0.035,0.00031211,0.99969
 92055,Existing Customer,37,M,3,Graduate,Married,$40K - $60K,Blue,36,3,3,3,2031.0,0,2031.0,0.752,1678,36,0.8,0.0,0.0003139,0.99969
-92056,Existing Customer,58,M,1,Graduate,Married,$80K - $120K,Blue,49,6,4,2,1654.0,1253,401.0,0.508,1887,60,0.5379999999999999,0.758,0.00020404,0.9998
-92057,Existing Customer,58,F,2,Graduate,Married,Less than $40K,Blue,39,3,4,3,4608.0,1077,3531.0,0.6940000000000001,1535,31,0.632,0.23399999999999999,0.00036558,0.9996299999999999
-92058,Existing Customer,37,M,3,Graduate,Married,$40K - $60K,Blue,36,6,4,1,3908.0,1629,2279.0,0.775,1903,30,0.5,0.41700000000000004,0.00013603,0.9998600000000001
-92059,Existing Customer,54,M,3,Graduate,Married,$80K - $120K,Blue,46,4,3,2,2798.0,1256,1542.0,1.1320000000000001,2631,55,0.774,0.449,0.00018665,0.9998100000000001
-92060,Existing Customer,45,F,3,Uneducated,Single,Less than $40K,Blue,39,5,4,1,2551.0,2253,298.0,0.688,3753,63,0.909,0.883,0.00013987,0.9998600000000001
+92056,Existing Customer,58,M,1,Graduate,Married,$80K - $120K,Blue,49,6,4,2,1654.0,1253,401.0,0.508,1887,60,0.538,0.758,0.00020404,0.9998
+92057,Existing Customer,58,F,2,Graduate,Married,Less than $40K,Blue,39,3,4,3,4608.0,1077,3531.0,0.694,1535,31,0.632,0.234,0.00036558,0.99963
+92058,Existing Customer,37,M,3,Graduate,Married,$40K - $60K,Blue,36,6,4,1,3908.0,1629,2279.0,0.775,1903,30,0.5,0.417,0.00013603,0.99986
+92059,Existing Customer,54,M,3,Graduate,Married,$80K - $120K,Blue,46,4,3,2,2798.0,1256,1542.0,1.132,2631,55,0.774,0.449,0.00018665,0.99981
+92060,Existing Customer,45,F,3,Uneducated,Single,Less than $40K,Blue,39,5,4,1,2551.0,2253,298.0,0.688,3753,63,0.909,0.883,0.00013987,0.99986
 92061,Existing Customer,36,F,2,Graduate,Married,,Blue,26,5,2,2,8621.0,1251,7370.0,0.696,1989,37,0.48,0.145,0.00011382,0.99989
 92062,Existing Customer,53,M,3,Graduate,Married,$40K - $60K,Blue,43,6,4,2,7451.0,683,6768.0,0.924,2165,49,0.96,0.092,0.00022556,0.99977
 92063,Existing Customer,34,F,1,College,Married,Less than $40K,Blue,30,3,3,3,2617.0,1010,1607.0,0.659,2003,47,0.679,0.386,0.00027607,0.99972
-92064,Attrited Customer,35,M,4,Graduate,Married,$80K - $120K,Blue,24,6,3,4,12634.0,0,12634.0,0.32299999999999995,717,18,0.28600000000000003,0.0,0.99816,0.00184351
+92064,Attrited Customer,35,M,4,Graduate,Married,$80K - $120K,Blue,24,6,3,4,12634.0,0,12634.0,0.323,717,18,0.286,0.0,0.99816,0.00184351
 92065,Existing Customer,32,M,3,Graduate,Married,$40K - $60K,Blue,18,5,3,3,6407.0,963,5444.0,1.052,1921,43,0.72,0.15,0.0003139,0.99969
 92066,Existing Customer,38,M,2,Uneducated,Married,Less than $40K,Blue,27,6,2,4,1438.3,0,1438.3,0.945,2412,58,0.657,0.0,0.00033577,0.99966
-92067,Existing Customer,37,M,3,Uneducated,Married,$80K - $120K,Blue,28,6,2,2,2672.0,1259,1413.0,1.375,2487,52,0.625,0.47100000000000003,0.00012144,0.9998799999999999
-92068,Existing Customer,37,F,3,High School,Married,,Blue,36,6,3,4,11948.0,1281,10667.0,1.159,2792,51,0.889,0.107,0.00052052,0.9994799999999999
+92067,Existing Customer,37,M,3,Uneducated,Married,$80K - $120K,Blue,28,6,2,2,2672.0,1259,1413.0,1.375,2487,52,0.625,0.471,0.00012144,0.99988
+92068,Existing Customer,37,F,3,High School,Married,,Blue,36,6,3,4,11948.0,1281,10667.0,1.159,2792,51,0.889,0.107,0.00052052,0.99948
 92069,Existing Customer,47,F,2,Graduate,Single,Less than $40K,Blue,36,3,3,3,2677.0,1390,1287.0,0.732,2170,63,0.465,0.519,0.00030251,0.9997
-92070,Existing Customer,52,F,3,Doctorate,Single,,Blue,36,3,2,1,24703.0,1085,23618.0,0.998,4776,63,0.575,0.044000000000000004,0.00010307,0.9999
-92071,Existing Customer,54,M,3,High School,Married,$60K - $80K,Blue,43,6,3,4,2240.0,1580,660.0,0.745,1518,36,0.8,0.705,0.00052052,0.9994799999999999
-92072,Existing Customer,53,M,3,College,Married,$80K - $120K,Blue,40,4,4,4,6052.0,1720,4332.0,0.6829999999999999,1476,37,0.423,0.284,0.00062907,0.9993700000000001
+92070,Existing Customer,52,F,3,Doctorate,Single,,Blue,36,3,2,1,24703.0,1085,23618.0,0.998,4776,63,0.575,0.044,0.00010307,0.9999
+92071,Existing Customer,54,M,3,High School,Married,$60K - $80K,Blue,43,6,3,4,2240.0,1580,660.0,0.745,1518,36,0.8,0.705,0.00052052,0.99948
+92072,Existing Customer,53,M,3,College,Married,$80K - $120K,Blue,40,4,4,4,6052.0,1720,4332.0,0.683,1476,37,0.423,0.284,0.00062907,0.99937
 92073,Existing Customer,33,F,3,College,Single,Less than $40K,Blue,23,6,4,1,2562.0,1968,594.0,0.546,2256,70,0.591,0.768,0.00013226,0.99987
-92074,Existing Customer,49,M,2,Graduate,Married,$60K - $80K,Blue,43,4,4,4,15377.0,1516,13861.0,0.627,1848,49,1.042,0.099,0.00062355,0.9993799999999999
+92074,Existing Customer,49,M,2,Graduate,Married,$60K - $80K,Blue,43,4,4,4,15377.0,1516,13861.0,0.627,1848,49,1.042,0.099,0.00062355,0.99938
 92075,Attrited Customer,37,M,0,Doctorate,Married,$120K +,Blue,22,3,3,4,8654.0,0,8654.0,0.446,850,18,0.385,0.0,0.99844,0.00155735
 92076,Existing Customer,31,M,1,Uneducated,Married,$40K - $60K,Blue,24,5,2,3,1438.3,0,1438.3,0.665,2308,49,0.4,0.0,0.00018475,0.99982
-92077,Existing Customer,43,M,3,Graduate,Single,$120K +,Blue,31,3,3,3,1438.3,0,1438.3,0.6629999999999999,1867,45,0.875,0.0,0.0003139,0.99969
+92077,Existing Customer,43,M,3,Graduate,Single,$120K +,Blue,31,3,3,3,1438.3,0,1438.3,0.663,1867,45,0.875,0.0,0.0003139,0.99969
 92078,Existing Customer,39,M,1,Uneducated,Married,$80K - $120K,Blue,26,6,2,3,16040.0,1220,14820.0,0.862,1923,49,0.4,0.076,0.00018475,0.99982
-92079,Existing Customer,38,M,2,High School,Married,$40K - $60K,Blue,36,3,3,1,2801.0,1980,821.0,0.882,1600,45,0.406,0.7070000000000001,0.00010545,0.99989
-92080,Existing Customer,62,F,1,Uneducated,Married,Less than $40K,Blue,49,5,4,2,2658.0,1158,1500.0,0.47600000000000003,1809,41,0.46399999999999997,0.436,0.00020979,0.99979
-92081,Existing Customer,58,F,1,,Married,$40K - $60K,Blue,48,3,3,2,12423.0,1910,10513.0,0.405,1208,38,0.35700000000000004,0.154,0.00018558,0.9998100000000001
-92082,Existing Customer,39,F,2,High School,Married,,Blue,27,6,1,3,9347.0,1988,7359.0,1.173,2201,46,1.091,0.213,9.0056e-05,0.9999100000000001
+92079,Existing Customer,38,M,2,High School,Married,$40K - $60K,Blue,36,3,3,1,2801.0,1980,821.0,0.882,1600,45,0.406,0.707,0.00010545,0.99989
+92080,Existing Customer,62,F,1,Uneducated,Married,Less than $40K,Blue,49,5,4,2,2658.0,1158,1500.0,0.476,1809,41,0.464,0.436,0.00020979,0.99979
+92081,Existing Customer,58,F,1,,Married,$40K - $60K,Blue,48,3,3,2,12423.0,1910,10513.0,0.405,1208,38,0.357,0.154,0.00018558,0.99981
+92082,Existing Customer,39,F,2,High School,Married,,Blue,27,6,1,3,9347.0,1988,7359.0,1.173,2201,46,1.091,0.213,9.0056e-05,0.99991
 92083,Existing Customer,30,M,2,College,Divorced,$40K - $60K,Blue,22,3,3,4,3143.0,1075,2068.0,0.643,2510,57,0.629,0.342,0.00050168,0.9995
 92084,Existing Customer,46,M,4,Doctorate,Married,$80K - $120K,Blue,39,3,3,1,5106.0,1539,3567.0,0.907,3784,74,0.609,0.301,0.00016463,0.99984
-92085,Existing Customer,39,M,2,College,Married,$60K - $80K,Blue,31,6,3,2,9871.0,1061,8810.0,0.545,1683,34,0.478,0.107,0.00017488,0.9998299999999999
+92085,Existing Customer,39,M,2,College,Married,$60K - $80K,Blue,31,6,3,2,9871.0,1061,8810.0,0.545,1683,34,0.478,0.107,0.00017488,0.99983
 92086,Existing Customer,53,F,1,College,Married,$40K - $60K,Blue,43,4,4,2,1525.0,1411,114.0,0.66,1911,47,0.958,0.925,0.00019837,0.9998
-92087,Existing Customer,34,M,1,Uneducated,Married,$120K +,Blue,36,6,2,1,19630.0,1251,18379.0,1.399,2286,39,0.696,0.064,6.6245e-05,0.9999299999999999
+92087,Existing Customer,34,M,1,Uneducated,Married,$120K +,Blue,36,6,2,1,19630.0,1251,18379.0,1.399,2286,39,0.696,0.064,6.6245e-05,0.99993
 92088,Existing Customer,54,F,0,Graduate,Divorced,Less than $40K,Silver,36,4,3,1,12547.0,1378,11169.0,1.12,3360,56,0.75,0.11,8.411e-05,0.99992
-92089,Existing Customer,54,M,3,High School,Single,$80K - $120K,Blue,36,4,1,3,17686.0,0,17686.0,0.733,2047,46,0.5329999999999999,0.0,9.344799999999999e-05,0.9999100000000001
+92089,Existing Customer,54,M,3,High School,Single,$80K - $120K,Blue,36,4,1,3,17686.0,0,17686.0,0.733,2047,46,0.533,0.0,9.3448e-05,0.99991
 92090,Existing Customer,39,M,2,Uneducated,Married,$60K - $80K,Blue,28,6,3,5,3257.0,2517,740.0,0.539,1534,35,0.591,0.773,0.00091777,0.99908
-92091,Existing Customer,36,F,3,Graduate,Married,Less than $40K,Blue,28,4,3,2,4824.0,2517,2307.0,0.838,1516,32,0.391,0.522,0.00018665,0.9998100000000001
-92092,Existing Customer,38,M,3,High School,Married,$40K - $60K,Blue,32,6,6,2,8603.0,1046,7557.0,0.826,1758,40,0.7390000000000001,0.122,0.00014324,0.9998600000000001
-92093,Existing Customer,45,M,4,,Married,$60K - $80K,Blue,36,6,1,1,11498.0,1577,9921.0,0.7559999999999999,4014,70,0.489,0.13699999999999998,3.8289e-05,0.9999600000000001
+92091,Existing Customer,36,F,3,Graduate,Married,Less than $40K,Blue,28,4,3,2,4824.0,2517,2307.0,0.838,1516,32,0.391,0.522,0.00018665,0.99981
+92092,Existing Customer,38,M,3,High School,Married,$40K - $60K,Blue,32,6,6,2,8603.0,1046,7557.0,0.826,1758,40,0.739,0.122,0.00014324,0.99986
+92093,Existing Customer,45,M,4,,Married,$60K - $80K,Blue,36,6,1,1,11498.0,1577,9921.0,0.756,4014,70,0.489,0.137,3.8289e-05,0.99996
 92094,Existing Customer,28,F,0,Graduate,Divorced,Less than $40K,Blue,23,5,1,3,3818.0,584,3234.0,0.7,2947,87,0.706,0.153,7.9494e-05,0.99992
-92095,Existing Customer,37,F,1,High School,Single,,Blue,36,6,2,2,16594.0,1931,14663.0,0.7020000000000001,2134,47,0.8079999999999999,0.11599999999999999,0.00010386,0.9999
+92095,Existing Customer,37,F,1,High School,Single,,Blue,36,6,2,2,16594.0,1931,14663.0,0.702,2134,47,0.808,0.116,0.00010386,0.9999
 92096,Existing Customer,57,M,0,Graduate,Married,$40K - $60K,Blue,48,4,2,2,5387.0,2047,3340.0,0.579,1546,36,0.5,0.38,9.7673e-05,0.9999
-92097,Existing Customer,48,F,4,Graduate,Married,Less than $40K,Blue,36,5,1,1,2930.0,773,2157.0,0.6609999999999999,1545,21,0.909,0.264,3.4833000000000003e-05,0.99997
-92098,Existing Customer,33,M,0,,Single,$40K - $60K,Blue,36,6,1,1,10023.0,504,9519.0,0.9420000000000001,2878,65,0.625,0.05,3.1329e-05,0.99997
-92099,Existing Customer,38,M,1,Uneducated,Married,$60K - $80K,Blue,25,6,2,3,9303.0,1599,7704.0,1.4080000000000001,2261,37,0.542,0.172,0.00018475,0.99982
-92100,Existing Customer,36,M,3,,Married,$60K - $80K,Blue,36,4,2,2,2956.0,2411,545.0,0.971,1896,31,0.8240000000000001,0.816,0.00012982,0.99987
-92101,Existing Customer,37,M,2,High School,Married,$60K - $80K,Blue,30,4,1,2,2218.0,1266,952.0,0.7090000000000001,1941,58,0.568,0.5710000000000001,5.3541999999999997e-05,0.99995
-92102,Existing Customer,36,M,1,,Married,$80K - $120K,Blue,26,6,2,1,9959.0,0,9959.0,0.57,2021,41,0.7829999999999999,0.0,7.0819e-05,0.9999299999999999
-92103,Existing Customer,54,F,3,Uneducated,Married,$40K - $60K,Blue,49,5,3,2,5335.0,1373,3962.0,0.5579999999999999,1435,29,0.611,0.257,0.00019191,0.9998100000000001
-92104,Existing Customer,52,M,1,Graduate,Married,$60K - $80K,Blue,43,3,3,2,7187.0,2014,5173.0,0.649,1159,26,0.733,0.28,0.00016883,0.9998299999999999
+92097,Existing Customer,48,F,4,Graduate,Married,Less than $40K,Blue,36,5,1,1,2930.0,773,2157.0,0.661,1545,21,0.909,0.264,3.4833e-05,0.99997
+92098,Existing Customer,33,M,0,,Single,$40K - $60K,Blue,36,6,1,1,10023.0,504,9519.0,0.942,2878,65,0.625,0.05,3.1329e-05,0.99997
+92099,Existing Customer,38,M,1,Uneducated,Married,$60K - $80K,Blue,25,6,2,3,9303.0,1599,7704.0,1.408,2261,37,0.542,0.172,0.00018475,0.99982
+92100,Existing Customer,36,M,3,,Married,$60K - $80K,Blue,36,4,2,2,2956.0,2411,545.0,0.971,1896,31,0.824,0.816,0.00012982,0.99987
+92101,Existing Customer,37,M,2,High School,Married,$60K - $80K,Blue,30,4,1,2,2218.0,1266,952.0,0.709,1941,58,0.568,0.571,5.3542e-05,0.99995
+92102,Existing Customer,36,M,1,,Married,$80K - $120K,Blue,26,6,2,1,9959.0,0,9959.0,0.57,2021,41,0.783,0.0,7.0819e-05,0.99993
+92103,Existing Customer,54,F,3,Uneducated,Married,$40K - $60K,Blue,49,5,3,2,5335.0,1373,3962.0,0.558,1435,29,0.611,0.257,0.00019191,0.99981
+92104,Existing Customer,52,M,1,Graduate,Married,$60K - $80K,Blue,43,3,3,2,7187.0,2014,5173.0,0.649,1159,26,0.733,0.28,0.00016883,0.99983
 92105,Existing Customer,53,F,1,Graduate,Married,Less than $40K,Blue,39,5,2,4,2590.0,1564,1026.0,0.386,1188,40,0.6,0.604,0.00030653,0.99969
-92106,Existing Customer,27,F,1,High School,Single,Less than $40K,Blue,19,4,1,3,4255.0,1748,2507.0,0.516,2236,57,0.541,0.41100000000000003,8.453e-05,0.99992
-92107,Existing Customer,32,F,0,High School,Married,Less than $40K,Blue,26,6,2,3,2778.0,2312,466.0,0.727,1680,33,1.062,0.8320000000000001,0.0001597,0.99984
-92108,Existing Customer,57,M,4,Graduate,Married,$120K +,Blue,51,4,3,1,10711.0,1970,8741.0,0.71,1180,29,1.4169999999999998,0.184,0.00011377,0.99989
-92109,Attrited Customer,58,M,2,Uneducated,Single,$120K +,Blue,46,2,3,4,16163.0,0,16163.0,0.542,2171,48,0.778,0.0,0.9981200000000001,0.00188031
-92110,Existing Customer,54,F,2,High School,Married,Less than $40K,Blue,45,6,1,1,2513.0,1126,1387.0,0.324,1454,30,0.25,0.44799999999999995,3.2288e-05,0.99997
+92106,Existing Customer,27,F,1,High School,Single,Less than $40K,Blue,19,4,1,3,4255.0,1748,2507.0,0.516,2236,57,0.541,0.411,8.453e-05,0.99992
+92107,Existing Customer,32,F,0,High School,Married,Less than $40K,Blue,26,6,2,3,2778.0,2312,466.0,0.727,1680,33,1.062,0.832,0.0001597,0.99984
+92108,Existing Customer,57,M,4,Graduate,Married,$120K +,Blue,51,4,3,1,10711.0,1970,8741.0,0.71,1180,29,1.417,0.184,0.00011377,0.99989
+92109,Attrited Customer,58,M,2,Uneducated,Single,$120K +,Blue,46,2,3,4,16163.0,0,16163.0,0.542,2171,48,0.778,0.0,0.99812,0.00188031
+92110,Existing Customer,54,F,2,High School,Married,Less than $40K,Blue,45,6,1,1,2513.0,1126,1387.0,0.324,1454,30,0.25,0.448,3.2288e-05,0.99997
 92111,Existing Customer,45,M,3,Graduate,Divorced,$60K - $80K,Blue,37,4,1,1,3291.0,1607,1684.0,1.26,1984,38,0.652,0.488,3.4465e-05,0.99997
-92112,Existing Customer,36,F,2,Post-Graduate,Divorced,Less than $40K,Blue,25,5,2,4,8917.0,1091,7826.0,1.1520000000000001,3327,80,0.86,0.122,0.00038424,0.9996200000000001
-92113,Existing Customer,39,F,2,Graduate,Married,$40K - $60K,Blue,29,3,5,2,4955.0,1157,3798.0,0.8959999999999999,1824,38,0.727,0.23399999999999999,0.00020089999999999998,0.9998
-92114,Existing Customer,39,F,1,Graduate,Married,$40K - $60K,Blue,30,6,1,2,2909.0,1274,1635.0,0.593,1532,26,0.3,0.43799999999999994,5.1696999999999996e-05,0.99995
-92115,Existing Customer,34,M,3,High School,Single,$80K - $120K,Silver,21,6,4,3,34516.0,2517,31999.0,0.7909999999999999,2901,75,0.9229999999999999,0.073,0.00033322,0.9996700000000001
-92116,Existing Customer,54,F,2,Uneducated,Married,$40K - $60K,Blue,43,5,1,1,1438.3,0,1438.3,0.531,1707,41,0.7829999999999999,0.0,3.415e-05,0.99997
-92117,Existing Customer,54,M,2,High School,Married,$80K - $120K,Blue,49,3,1,4,14015.0,2065,11950.0,0.7040000000000001,1903,49,0.633,0.147,0.00015363,0.99985
+92112,Existing Customer,36,F,2,Post-Graduate,Divorced,Less than $40K,Blue,25,5,2,4,8917.0,1091,7826.0,1.152,3327,80,0.86,0.122,0.00038424,0.99962
+92113,Existing Customer,39,F,2,Graduate,Married,$40K - $60K,Blue,29,3,5,2,4955.0,1157,3798.0,0.896,1824,38,0.727,0.234,0.0002009,0.9998
+92114,Existing Customer,39,F,1,Graduate,Married,$40K - $60K,Blue,30,6,1,2,2909.0,1274,1635.0,0.593,1532,26,0.3,0.438,5.1697e-05,0.99995
+92115,Existing Customer,34,M,3,High School,Single,$80K - $120K,Silver,21,6,4,3,34516.0,2517,31999.0,0.791,2901,75,0.923,0.073,0.00033322,0.99967
+92116,Existing Customer,54,F,2,Uneducated,Married,$40K - $60K,Blue,43,5,1,1,1438.3,0,1438.3,0.531,1707,41,0.783,0.0,3.415e-05,0.99997
+92117,Existing Customer,54,M,2,High School,Married,$80K - $120K,Blue,49,3,1,4,14015.0,2065,11950.0,0.704,1903,49,0.633,0.147,0.00015363,0.99985
 92118,Existing Customer,36,M,2,Graduate,Married,$60K - $80K,Blue,28,6,2,2,2540.0,1402,1138.0,1.127,2384,61,0.794,0.552,0.00011382,0.99989
-92119,Existing Customer,37,M,2,High School,Divorced,$120K +,Blue,24,4,2,2,3497.0,1665,1832.0,0.627,2337,61,0.564,0.47600000000000003,0.00011065,0.99989
+92119,Existing Customer,37,M,2,High School,Divorced,$120K +,Blue,24,4,2,2,3497.0,1665,1832.0,0.627,2337,61,0.564,0.476,0.00011065,0.99989
 92120,Existing Customer,27,M,0,Uneducated,Married,$40K - $60K,Blue,15,4,3,4,3682.0,0,3682.0,0.685,1826,35,0.75,0.0,0.00045531,0.99954
-92121,Existing Customer,55,F,4,Graduate,Single,Less than $40K,Blue,41,6,2,1,4430.0,1543,2887.0,0.752,3395,70,0.628,0.348,7.1987e-05,0.9999299999999999
-92122,Existing Customer,26,M,0,,Single,,Blue,16,5,3,2,3877.0,0,3877.0,0.773,2473,33,0.833,0.0,0.00016966,0.9998299999999999
-92123,Existing Customer,56,M,1,Graduate,Married,$60K - $80K,Blue,36,3,2,3,15124.0,1974,13150.0,0.826,1850,44,0.5710000000000001,0.131,0.00017969,0.99982
+92121,Existing Customer,55,F,4,Graduate,Single,Less than $40K,Blue,41,6,2,1,4430.0,1543,2887.0,0.752,3395,70,0.628,0.348,7.1987e-05,0.99993
+92122,Existing Customer,26,M,0,,Single,,Blue,16,5,3,2,3877.0,0,3877.0,0.773,2473,33,0.833,0.0,0.00016966,0.99983
+92123,Existing Customer,56,M,1,Graduate,Married,$60K - $80K,Blue,36,3,2,3,15124.0,1974,13150.0,0.826,1850,44,0.571,0.131,0.00017969,0.99982
 92124,Existing Customer,58,F,2,Graduate,Married,Less than $40K,Blue,53,5,3,1,7712.0,962,6750.0,0.418,1574,34,0.062,0.125,0.00010848,0.99989
-92125,Existing Customer,42,F,2,Graduate,,,Blue,34,5,2,2,19373.0,1142,18231.0,0.655,1792,48,0.455,0.059000000000000004,0.00011382,0.99989
-92126,Existing Customer,30,M,1,College,Single,,Blue,13,3,3,3,21590.0,2517,19073.0,0.813,2567,70,0.795,0.11699999999999999,0.00027607,0.99972
-92127,Existing Customer,38,M,1,High School,Married,$60K - $80K,Blue,32,4,2,1,3657.0,1687,1970.0,1.357,2758,55,0.833,0.461,6.263300000000001e-05,0.9999399999999999
+92125,Existing Customer,42,F,2,Graduate,,,Blue,34,5,2,2,19373.0,1142,18231.0,0.655,1792,48,0.455,0.059,0.00011382,0.99989
+92126,Existing Customer,30,M,1,College,Single,,Blue,13,3,3,3,21590.0,2517,19073.0,0.813,2567,70,0.795,0.117,0.00027607,0.99972
+92127,Existing Customer,38,M,1,High School,Married,$60K - $80K,Blue,32,4,2,1,3657.0,1687,1970.0,1.357,2758,55,0.833,0.461,6.2633e-05,0.99994
 92128,Existing Customer,47,F,2,Uneducated,Divorced,,Silver,35,3,1,4,32444.0,1843,30601.0,1.127,3725,60,0.622,0.057,0.00014682,0.99985
-92129,Existing Customer,33,F,1,Graduate,Single,$40K - $60K,Blue,24,5,1,2,5830.0,1665,4165.0,0.684,2263,60,0.7140000000000001,0.28600000000000003,5.1696999999999996e-05,0.99995
-92130,Attrited Customer,54,F,2,Post-Graduate,Married,Less than $40K,Blue,47,3,4,3,1438.3,0,1438.3,1.053,1154,22,0.375,0.0,0.9976799999999999,0.00231842
+92129,Existing Customer,33,F,1,Graduate,Single,$40K - $60K,Blue,24,5,1,2,5830.0,1665,4165.0,0.684,2263,60,0.714,0.286,5.1697e-05,0.99995
+92130,Attrited Customer,54,F,2,Post-Graduate,Married,Less than $40K,Blue,47,3,4,3,1438.3,0,1438.3,1.053,1154,22,0.375,0.0,0.99768,0.00231842
 92131,Existing Customer,65,F,1,Graduate,Single,,Blue,55,5,2,4,6463.0,1660,4803.0,0.995,2336,49,1.722,0.257,0.00030653,0.99969
-92132,Existing Customer,33,M,2,High School,Single,$60K - $80K,Blue,23,4,2,1,2400.0,0,2400.0,1.064,2677,70,0.892,0.0,6.6728e-05,0.9999299999999999
-92133,Existing Customer,44,F,1,Doctorate,Divorced,Less than $40K,Blue,39,5,2,4,2311.0,1830,481.0,1.2890000000000001,1701,33,1.357,0.792,0.00044353,0.99956
-92134,Existing Customer,57,F,3,,Married,$40K - $60K,Blue,48,4,2,2,3585.0,1244,2341.0,0.507,1344,37,0.85,0.34700000000000003,0.00012982,0.99987
-92135,Existing Customer,34,M,3,Uneducated,Married,$80K - $120K,Blue,25,6,3,2,9131.0,916,8215.0,0.863,1893,36,0.565,0.1,0.00019191,0.9998100000000001
-92136,Existing Customer,63,F,0,Uneducated,Single,$40K - $60K,Blue,56,3,6,4,1438.3,0,1438.3,0.8640000000000001,3630,71,0.578,0.0,0.00035944,0.99964
-92137,Existing Customer,37,F,3,High School,Single,Less than $40K,Blue,31,5,1,3,1438.3,0,1438.3,0.79,2075,66,0.6920000000000001,0.0,9.344799999999999e-05,0.9999100000000001
-92138,Existing Customer,39,M,2,Post-Graduate,Married,$60K - $80K,Blue,36,6,3,2,5471.0,2056,3415.0,0.465,1992,46,0.7040000000000001,0.376,0.00021165,0.99979
+92132,Existing Customer,33,M,2,High School,Single,$60K - $80K,Blue,23,4,2,1,2400.0,0,2400.0,1.064,2677,70,0.892,0.0,6.6728e-05,0.99993
+92133,Existing Customer,44,F,1,Doctorate,Divorced,Less than $40K,Blue,39,5,2,4,2311.0,1830,481.0,1.289,1701,33,1.357,0.792,0.00044353,0.99956
+92134,Existing Customer,57,F,3,,Married,$40K - $60K,Blue,48,4,2,2,3585.0,1244,2341.0,0.507,1344,37,0.85,0.347,0.00012982,0.99987
+92135,Existing Customer,34,M,3,Uneducated,Married,$80K - $120K,Blue,25,6,3,2,9131.0,916,8215.0,0.863,1893,36,0.565,0.1,0.00019191,0.99981
+92136,Existing Customer,63,F,0,Uneducated,Single,$40K - $60K,Blue,56,3,6,4,1438.3,0,1438.3,0.864,3630,71,0.578,0.0,0.00035944,0.99964
+92137,Existing Customer,37,F,3,High School,Single,Less than $40K,Blue,31,5,1,3,1438.3,0,1438.3,0.79,2075,66,0.692,0.0,9.3448e-05,0.99991
+92138,Existing Customer,39,M,2,Post-Graduate,Married,$60K - $80K,Blue,36,6,3,2,5471.0,2056,3415.0,0.465,1992,46,0.704,0.376,0.00021165,0.99979
 92139,Existing Customer,39,M,2,High School,Married,$80K - $120K,Blue,34,6,3,3,8823.0,1541,7282.0,1.06,1961,32,1.0,0.175,0.00029408,0.99971
-92140,Existing Customer,55,M,1,Graduate,Married,$60K - $80K,Blue,44,6,2,4,2173.0,1520,653.0,0.652,1485,26,0.529,0.6990000000000001,0.00030653,0.99969
-92141,Attrited Customer,37,M,2,Graduate,Single,$120K +,Blue,25,3,3,0,5616.0,0,5616.0,0.995,1564,31,0.47600000000000003,0.0,0.98515,0.01485
-92142,Existing Customer,57,M,1,Doctorate,Married,$80K - $120K,Blue,51,5,2,2,8571.0,1616,6955.0,0.6,1397,28,0.647,0.18899999999999997,0.00015460000000000002,0.99985
+92140,Existing Customer,55,M,1,Graduate,Married,$60K - $80K,Blue,44,6,2,4,2173.0,1520,653.0,0.652,1485,26,0.529,0.699,0.00030653,0.99969
+92141,Attrited Customer,37,M,2,Graduate,Single,$120K +,Blue,25,3,3,0,5616.0,0,5616.0,0.995,1564,31,0.476,0.0,0.98515,0.01485
+92142,Existing Customer,57,M,1,Doctorate,Married,$80K - $120K,Blue,51,5,2,2,8571.0,1616,6955.0,0.6,1397,28,0.647,0.189,0.0001546,0.99985
 92143,Existing Customer,45,F,2,Graduate,Divorced,Less than $40K,Blue,36,6,6,3,2803.0,0,2803.0,0.565,3347,71,0.732,0.0,0.00023881,0.99976
-92144,Existing Customer,53,M,4,Graduate,Married,$80K - $120K,Blue,36,3,2,2,3924.0,2517,1407.0,0.511,1417,30,0.667,0.6409999999999999,0.00011937,0.9998799999999999
-92145,Existing Customer,37,M,2,Graduate,Single,$60K - $80K,Blue,23,6,1,2,5663.0,1149,4514.0,0.767,2553,61,0.794,0.203,5.5077e-05,0.9999399999999999
+92144,Existing Customer,53,M,4,Graduate,Married,$80K - $120K,Blue,36,3,2,2,3924.0,2517,1407.0,0.511,1417,30,0.667,0.641,0.00011937,0.99988
+92145,Existing Customer,37,M,2,Graduate,Single,$60K - $80K,Blue,23,6,1,2,5663.0,1149,4514.0,0.767,2553,61,0.794,0.203,5.5077e-05,0.99994
 92146,Existing Customer,60,F,0,Uneducated,Married,Less than $40K,Blue,49,3,1,2,3955.0,2000,1955.0,0.425,1560,43,0.483,0.506,4.8595e-05,0.99995
-92147,Existing Customer,29,F,0,Uneducated,Single,Less than $40K,Blue,23,5,3,4,7997.0,0,7997.0,0.935,2208,56,0.8059999999999999,0.0,0.00045531,0.99954
+92147,Existing Customer,29,F,0,Uneducated,Single,Less than $40K,Blue,23,5,3,4,7997.0,0,7997.0,0.935,2208,56,0.806,0.0,0.00045531,0.99954
 92148,Existing Customer,56,F,4,Uneducated,Married,Less than $40K,Blue,36,4,1,5,3652.0,1351,2301.0,0.836,1561,39,0.625,0.37,0.00029487,0.99971
-92149,Existing Customer,37,M,2,Graduate,Married,$80K - $120K,Blue,27,4,2,1,12702.0,2008,10694.0,0.51,1992,40,0.667,0.158,6.864e-05,0.9999299999999999
-92150,Existing Customer,43,M,1,High School,Married,$60K - $80K,Blue,23,4,3,2,7189.0,1550,5639.0,0.5379999999999999,1935,52,0.368,0.21600000000000003,0.00016413,0.99984
+92149,Existing Customer,37,M,2,Graduate,Married,$80K - $120K,Blue,27,4,2,1,12702.0,2008,10694.0,0.51,1992,40,0.667,0.158,6.864e-05,0.99993
+92150,Existing Customer,43,M,1,High School,Married,$60K - $80K,Blue,23,4,3,2,7189.0,1550,5639.0,0.538,1935,52,0.368,0.216,0.00016413,0.99984
 92151,Existing Customer,58,M,1,Graduate,Married,$80K - $120K,Blue,42,4,3,1,12421.0,2517,9904.0,0.73,1913,49,0.69,0.203,0.00010182,0.9999
-92152,Existing Customer,29,F,0,Post-Graduate,Divorced,Less than $40K,Blue,17,3,2,4,2585.0,2008,577.0,1.266,3519,73,0.622,0.777,0.00032974,0.9996700000000001
-92153,Existing Customer,38,M,2,High School,Married,$120K +,Blue,29,4,1,2,2818.0,1656,1162.0,1.4040000000000001,2916,45,0.9570000000000001,0.588,5.3541999999999997e-05,0.99995
-92154,Attrited Customer,65,M,1,,Single,Less than $40K,Blue,36,3,4,4,2351.0,0,2351.0,0.8809999999999999,1593,35,0.591,0.0,0.99845,0.001551
-92155,Existing Customer,62,F,1,Graduate,Married,Less than $40K,Blue,49,4,2,2,3143.0,2517,626.0,0.625,1323,25,0.9229999999999999,0.8009999999999999,0.00010684,0.99989
-92156,Existing Customer,53,M,1,Graduate,,$80K - $120K,Blue,42,5,5,4,6514.0,978,5536.0,0.843,3084,63,0.6579999999999999,0.15,0.00054096,0.99946
+92152,Existing Customer,29,F,0,Post-Graduate,Divorced,Less than $40K,Blue,17,3,2,4,2585.0,2008,577.0,1.266,3519,73,0.622,0.777,0.00032974,0.99967
+92153,Existing Customer,38,M,2,High School,Married,$120K +,Blue,29,4,1,2,2818.0,1656,1162.0,1.404,2916,45,0.957,0.588,5.3542e-05,0.99995
+92154,Attrited Customer,65,M,1,,Single,Less than $40K,Blue,36,3,4,4,2351.0,0,2351.0,0.881,1593,35,0.591,0.0,0.99845,0.001551
+92155,Existing Customer,62,F,1,Graduate,Married,Less than $40K,Blue,49,4,2,2,3143.0,2517,626.0,0.625,1323,25,0.923,0.801,0.00010684,0.99989
+92156,Existing Customer,53,M,1,Graduate,,$80K - $120K,Blue,42,5,5,4,6514.0,978,5536.0,0.843,3084,63,0.658,0.15,0.00054096,0.99946
 92157,Existing Customer,26,F,0,Graduate,Single,$40K - $60K,Blue,17,5,3,3,3119.0,1328,1791.0,0.722,2740,62,0.512,0.426,0.0002596,0.99974
-92158,Attrited Customer,46,F,3,High School,Single,Less than $40K,Silver,39,1,0,4,13092.0,1962,11130.0,0.6859999999999999,936,25,0.25,0.15,0.98159,0.01841
-92159,Existing Customer,51,F,1,College,Married,$40K - $60K,Blue,44,4,2,1,1438.3,0,1438.3,0.8029999999999999,2207,68,0.511,0.0,6.2639e-05,0.9999399999999999
+92158,Attrited Customer,46,F,3,High School,Single,Less than $40K,Silver,39,1,0,4,13092.0,1962,11130.0,0.686,936,25,0.25,0.15,0.98159,0.01841
+92159,Existing Customer,51,F,1,College,Married,$40K - $60K,Blue,44,4,2,1,1438.3,0,1438.3,0.803,2207,68,0.511,0.0,6.2639e-05,0.99994
 92160,Existing Customer,39,M,2,Uneducated,Married,Less than $40K,Blue,34,4,2,4,3702.0,1118,2584.0,1.04,2585,64,0.778,0.302,0.00033577,0.99966
-92161,Existing Customer,51,F,1,High School,Married,,Blue,36,3,2,3,9095.0,2517,6578.0,0.37,1347,27,0.42100000000000004,0.27699999999999997,0.00017468,0.9998299999999999
-92162,Existing Customer,59,M,2,High School,Married,$40K - $60K,Blue,50,6,3,2,2701.0,1572,1129.0,0.475,1469,36,0.5,0.5820000000000001,0.00017486,0.9998299999999999
-92163,Existing Customer,56,M,3,,Married,$40K - $60K,Blue,45,6,2,4,1813.0,1387,426.0,0.406,1468,32,0.231,0.765,0.00037246,0.9996299999999999
+92161,Existing Customer,51,F,1,High School,Married,,Blue,36,3,2,3,9095.0,2517,6578.0,0.37,1347,27,0.421,0.277,0.00017468,0.99983
+92162,Existing Customer,59,M,2,High School,Married,$40K - $60K,Blue,50,6,3,2,2701.0,1572,1129.0,0.475,1469,36,0.5,0.582,0.00017486,0.99983
+92163,Existing Customer,56,M,3,,Married,$40K - $60K,Blue,45,6,2,4,1813.0,1387,426.0,0.406,1468,32,0.231,0.765,0.00037246,0.99963
 92164,Existing Customer,56,F,2,Graduate,Married,,Blue,36,3,3,2,5335.0,996,4339.0,0.469,1454,43,0.433,0.187,0.00017987,0.99982
-92165,Existing Customer,31,M,1,Graduate,Married,$40K - $60K,Blue,20,6,2,5,2469.0,1695,774.0,0.8420000000000001,1615,36,0.33299999999999996,0.687,0.00053033,0.9994700000000001
-92166,Existing Customer,37,M,0,High School,Divorced,$40K - $60K,Blue,36,3,1,5,3091.0,0,3091.0,0.665,2572,65,0.5479999999999999,0.0,0.00022813,0.99977
-92167,Existing Customer,36,M,2,High School,Single,$40K - $60K,Blue,32,3,5,2,2683.0,1533,1150.0,0.821,2373,73,0.659,0.5710000000000001,0.0001953,0.9998
-92168,Existing Customer,26,F,1,,Single,,Blue,15,3,4,3,5464.0,0,5464.0,0.7,2473,46,0.484,0.0,0.00037718,0.9996200000000001
-92169,Existing Customer,61,F,0,Graduate,Married,Less than $40K,Blue,53,4,1,2,2942.0,2022,920.0,0.537,1479,28,0.217,0.687,4.7263000000000005e-05,0.99995
+92165,Existing Customer,31,M,1,Graduate,Married,$40K - $60K,Blue,20,6,2,5,2469.0,1695,774.0,0.842,1615,36,0.333,0.687,0.00053033,0.99947
+92166,Existing Customer,37,M,0,High School,Divorced,$40K - $60K,Blue,36,3,1,5,3091.0,0,3091.0,0.665,2572,65,0.548,0.0,0.00022813,0.99977
+92167,Existing Customer,36,M,2,High School,Single,$40K - $60K,Blue,32,3,5,2,2683.0,1533,1150.0,0.821,2373,73,0.659,0.571,0.0001953,0.9998
+92168,Existing Customer,26,F,1,,Single,,Blue,15,3,4,3,5464.0,0,5464.0,0.7,2473,46,0.484,0.0,0.00037718,0.99962
+92169,Existing Customer,61,F,0,Graduate,Married,Less than $40K,Blue,53,4,1,2,2942.0,2022,920.0,0.537,1479,28,0.217,0.687,4.7263e-05,0.99995
 92170,Existing Customer,26,M,0,High School,Single,Less than $40K,Blue,36,6,3,3,2735.0,1348,1387.0,0.805,2441,58,0.45,0.493,0.00025237,0.99975
-92171,Existing Customer,35,M,2,College,Married,$80K - $120K,Blue,36,5,2,4,15279.0,1496,13783.0,0.997,2079,57,0.425,0.098,0.00031749,0.9996799999999999
-92172,Existing Customer,53,M,3,College,Married,$120K +,Blue,43,4,2,5,14938.0,1155,13783.0,0.995,2248,51,0.645,0.077,0.00056998,0.9994299999999999
-92173,Existing Customer,59,M,2,High School,Married,Less than $40K,Blue,42,3,3,5,4328.0,670,3658.0,0.396,1580,54,0.5429999999999999,0.155,0.00086777,0.99913
-92174,Existing Customer,37,M,1,Graduate,Single,$80K - $120K,Blue,24,4,4,4,34516.0,934,33582.0,0.6809999999999999,1768,52,0.5760000000000001,0.027000000000000003,0.00058531,0.99941
-92175,Existing Customer,38,M,3,High School,Married,$60K - $80K,Blue,26,5,4,2,5824.0,1542,4282.0,0.8270000000000001,1801,44,0.5710000000000001,0.265,0.00021928,0.9997799999999999
-92176,Existing Customer,56,F,5,Doctorate,Married,,Blue,48,4,2,2,11281.0,2118,9163.0,0.534,1255,30,0.304,0.188,0.00017004,0.9998299999999999
+92171,Existing Customer,35,M,2,College,Married,$80K - $120K,Blue,36,5,2,4,15279.0,1496,13783.0,0.997,2079,57,0.425,0.098,0.00031749,0.99968
+92172,Existing Customer,53,M,3,College,Married,$120K +,Blue,43,4,2,5,14938.0,1155,13783.0,0.995,2248,51,0.645,0.077,0.00056998,0.99943
+92173,Existing Customer,59,M,2,High School,Married,Less than $40K,Blue,42,3,3,5,4328.0,670,3658.0,0.396,1580,54,0.543,0.155,0.00086777,0.99913
+92174,Existing Customer,37,M,1,Graduate,Single,$80K - $120K,Blue,24,4,4,4,34516.0,934,33582.0,0.681,1768,52,0.576,0.027,0.00058531,0.99941
+92175,Existing Customer,38,M,3,High School,Married,$60K - $80K,Blue,26,5,4,2,5824.0,1542,4282.0,0.827,1801,44,0.571,0.265,0.00021928,0.99978
+92176,Existing Customer,56,F,5,Doctorate,Married,,Blue,48,4,2,2,11281.0,2118,9163.0,0.534,1255,30,0.304,0.188,0.00017004,0.99983
 92177,Existing Customer,37,M,2,Uneducated,Married,$60K - $80K,Blue,36,5,3,5,7959.0,998,6961.0,0.773,1855,29,0.318,0.125,0.00091777,0.99908
-92178,Existing Customer,33,M,1,Graduate,Married,$120K +,Blue,21,4,1,3,4459.0,1899,2560.0,1.349,2502,48,1.0,0.426,8.6952e-05,0.9999100000000001
-92179,Existing Customer,38,M,2,College,Married,$80K - $120K,Blue,24,4,1,5,17162.0,773,16389.0,1.238,2457,54,1.0,0.045,0.00026586,0.9997299999999999
-92180,Existing Customer,56,M,1,Uneducated,Married,$120K +,Blue,50,4,3,5,16254.0,1518,14736.0,1.256,2502,55,0.5710000000000001,0.09300000000000001,0.00086149,0.9991399999999999
-92181,Existing Customer,59,M,0,High School,Married,$80K - $120K,Blue,47,5,1,2,3278.0,1306,1972.0,0.39899999999999997,1374,32,0.391,0.39799999999999996,4.5946000000000004e-05,0.99995
-92182,Existing Customer,30,M,1,Post-Graduate,Married,Less than $40K,Blue,17,5,1,2,7173.0,1227,5946.0,0.6459999999999999,1793,33,0.737,0.171,6.083e-05,0.9999399999999999
-92183,Existing Customer,56,M,2,High School,Married,$40K - $60K,Blue,36,5,2,3,3295.0,2002,1293.0,0.599,1191,34,0.545,0.608,0.0001861,0.9998100000000001
+92178,Existing Customer,33,M,1,Graduate,Married,$120K +,Blue,21,4,1,3,4459.0,1899,2560.0,1.349,2502,48,1.0,0.426,8.6952e-05,0.99991
+92179,Existing Customer,38,M,2,College,Married,$80K - $120K,Blue,24,4,1,5,17162.0,773,16389.0,1.238,2457,54,1.0,0.045,0.00026586,0.99973
+92180,Existing Customer,56,M,1,Uneducated,Married,$120K +,Blue,50,4,3,5,16254.0,1518,14736.0,1.256,2502,55,0.571,0.093,0.00086149,0.99914
+92181,Existing Customer,59,M,0,High School,Married,$80K - $120K,Blue,47,5,1,2,3278.0,1306,1972.0,0.399,1374,32,0.391,0.398,4.5946e-05,0.99995
+92182,Existing Customer,30,M,1,Post-Graduate,Married,Less than $40K,Blue,17,5,1,2,7173.0,1227,5946.0,0.646,1793,33,0.737,0.171,6.083e-05,0.99994
+92183,Existing Customer,56,M,2,High School,Married,$40K - $60K,Blue,36,5,2,3,3295.0,2002,1293.0,0.599,1191,34,0.545,0.608,0.0001861,0.99981
 92184,Existing Customer,33,M,2,,Single,$120K +,Blue,15,4,2,2,25033.0,2300,22733.0,0.716,2529,71,0.578,0.092,0.00012511,0.99987
 92185,Existing Customer,31,M,0,Graduate,Divorced,$60K - $80K,Blue,24,6,2,2,4232.0,2092,2140.0,0.604,2565,69,0.865,0.494,9.7673e-05,0.9999
-92186,Existing Customer,26,M,1,College,Single,$40K - $60K,Blue,36,3,4,3,2703.0,1256,1447.0,0.9490000000000001,2111,29,0.706,0.465,0.00033362,0.9996700000000001
-92187,Existing Customer,29,M,1,Graduate,Married,Less than $40K,Blue,18,4,1,4,2710.0,629,2081.0,0.7709999999999999,1718,37,0.762,0.23199999999999998,0.00014834,0.99985
-92188,Existing Customer,53,F,2,Uneducated,Married,Less than $40K,Blue,42,6,1,5,2322.0,1284,1038.0,0.6729999999999999,1573,27,0.929,0.5529999999999999,0.00028116,0.99972
-92189,Existing Customer,35,F,0,High School,Single,Less than $40K,Blue,36,4,3,4,5931.0,0,5931.0,0.6679999999999999,2730,71,0.614,0.0,0.00043049,0.9995700000000001
-92190,Existing Customer,35,M,2,Uneducated,,$120K +,Blue,29,5,1,2,3300.0,1731,1569.0,0.6890000000000001,1745,27,0.929,0.525,5.663e-05,0.9999399999999999
-92191,Existing Customer,56,F,4,High School,Married,Less than $40K,Blue,51,4,2,3,1438.3,0,1438.3,0.47200000000000003,1354,24,0.7140000000000001,0.0,0.00019517,0.9998
+92186,Existing Customer,26,M,1,College,Single,$40K - $60K,Blue,36,3,4,3,2703.0,1256,1447.0,0.949,2111,29,0.706,0.465,0.00033362,0.99967
+92187,Existing Customer,29,M,1,Graduate,Married,Less than $40K,Blue,18,4,1,4,2710.0,629,2081.0,0.771,1718,37,0.762,0.232,0.00014834,0.99985
+92188,Existing Customer,53,F,2,Uneducated,Married,Less than $40K,Blue,42,6,1,5,2322.0,1284,1038.0,0.673,1573,27,0.929,0.553,0.00028116,0.99972
+92189,Existing Customer,35,F,0,High School,Single,Less than $40K,Blue,36,4,3,4,5931.0,0,5931.0,0.668,2730,71,0.614,0.0,0.00043049,0.99957
+92190,Existing Customer,35,M,2,Uneducated,,$120K +,Blue,29,5,1,2,3300.0,1731,1569.0,0.689,1745,27,0.929,0.525,5.663e-05,0.99994
+92191,Existing Customer,56,F,4,High School,Married,Less than $40K,Blue,51,4,2,3,1438.3,0,1438.3,0.472,1354,24,0.714,0.0,0.00019517,0.9998
 92192,Existing Customer,35,F,1,Uneducated,Single,,Silver,27,4,3,2,34516.0,0,34516.0,0.682,2562,62,0.722,0.0,0.00015686,0.99984
 92193,Existing Customer,35,M,3,Uneducated,Married,$40K - $60K,Blue,36,6,2,5,8682.0,1647,7035.0,0.971,1792,36,0.8,0.19,0.00060278,0.9994
 92194,Attrited Customer,32,M,1,High School,Divorced,$60K - $80K,Blue,13,3,3,3,12616.0,0,12616.0,1.054,1376,29,0.611,0.0,0.99639,0.00360858
-92195,Existing Customer,49,M,4,College,,Less than $40K,Blue,43,5,2,4,9652.0,2517,7135.0,0.889,3762,73,0.5870000000000001,0.261,0.00033297,0.9996700000000001
-92196,Existing Customer,36,M,4,Graduate,Divorced,$120K +,Blue,29,3,2,2,1651.0,770,881.0,0.736,2516,54,0.385,0.466,0.00011937,0.9998799999999999
+92195,Existing Customer,49,M,4,College,,Less than $40K,Blue,43,5,2,4,9652.0,2517,7135.0,0.889,3762,73,0.587,0.261,0.00033297,0.99967
+92196,Existing Customer,36,M,4,Graduate,Divorced,$120K +,Blue,29,3,2,2,1651.0,770,881.0,0.736,2516,54,0.385,0.466,0.00011937,0.99988
 92197,Existing Customer,37,M,3,,Married,$60K - $80K,Blue,29,5,1,5,2576.0,1640,936.0,1.128,2568,34,0.889,0.637,0.00031189,0.99969
-92198,Existing Customer,58,M,1,High School,Married,$60K - $80K,Blue,47,3,1,4,2212.0,1392,820.0,0.573,1387,34,0.7,0.629,0.00014421,0.9998600000000001
+92198,Existing Customer,58,M,1,High School,Married,$60K - $80K,Blue,47,3,1,4,2212.0,1392,820.0,0.573,1387,34,0.7,0.629,0.00014421,0.99986
 92199,Existing Customer,35,F,2,High School,Married,Less than $40K,Blue,21,5,6,3,2157.0,1188,969.0,0.847,2111,59,0.639,0.551,0.00023216,0.99977
-92200,Existing Customer,39,F,2,Graduate,Married,$40K - $60K,Blue,26,5,1,2,2575.0,1424,1151.0,0.5429999999999999,1487,33,0.737,0.5529999999999999,5.5077e-05,0.9999399999999999
-92201,Existing Customer,65,F,0,Uneducated,Single,Less than $40K,Blue,56,6,1,2,8705.0,1453,7252.0,1.11,2688,88,0.956,0.16699999999999998,4.8595e-05,0.99995
+92200,Existing Customer,39,F,2,Graduate,Married,$40K - $60K,Blue,26,5,1,2,2575.0,1424,1151.0,0.543,1487,33,0.737,0.553,5.5077e-05,0.99994
+92201,Existing Customer,65,F,0,Uneducated,Single,Less than $40K,Blue,56,6,1,2,8705.0,1453,7252.0,1.11,2688,88,0.956,0.167,4.8595e-05,0.99995
 92202,Existing Customer,65,M,0,High School,Married,Less than $40K,Blue,56,3,3,5,3838.0,1736,2102.0,0.445,1467,29,0.706,0.452,0.00074474,0.99926
-92203,Existing Customer,51,M,2,,Married,$120K +,Blue,42,4,1,4,10306.0,1427,8879.0,0.7090000000000001,1456,44,0.294,0.138,0.00017371,0.9998299999999999
-92204,Existing Customer,56,F,1,Uneducated,Married,$40K - $60K,Blue,40,4,2,5,5366.0,1271,4095.0,0.5579999999999999,1748,38,0.9,0.237,0.00054528,0.99945
+92203,Existing Customer,51,M,2,,Married,$120K +,Blue,42,4,1,4,10306.0,1427,8879.0,0.709,1456,44,0.294,0.138,0.00017371,0.99983
+92204,Existing Customer,56,F,1,Uneducated,Married,$40K - $60K,Blue,40,4,2,5,5366.0,1271,4095.0,0.558,1748,38,0.9,0.237,0.00054528,0.99945
 92205,Existing Customer,58,M,0,High School,Married,$80K - $120K,Blue,36,6,3,2,2994.0,2351,643.0,0.469,1540,32,0.185,0.785,0.00015005,0.99985
 92206,Attrited Customer,39,M,1,Uneducated,Married,Less than $40K,Blue,36,3,3,3,4247.0,0,4247.0,0.405,847,17,0.133,0.0,0.99659,0.00341249
-92207,Existing Customer,51,F,1,College,Single,Less than $40K,Blue,36,4,4,2,1737.0,1145,592.0,0.809,1954,42,1.3330000000000002,0.659,0.00019837,0.9998
-92208,Existing Customer,58,M,4,Uneducated,Single,$40K - $60K,Silver,50,5,2,3,18431.0,902,17529.0,1.296,2950,61,0.848,0.049,0.00018652,0.9998100000000001
-92209,Existing Customer,34,F,3,Graduate,Married,Less than $40K,Blue,23,5,3,3,2263.0,1794,469.0,0.794,2154,37,0.542,0.7929999999999999,0.0003139,0.99969
-92210,Existing Customer,39,M,3,,Single,$80K - $120K,Blue,23,6,1,4,2718.0,2156,562.0,0.6679999999999999,1711,36,0.44,0.7929999999999999,0.00018025,0.99982
-92211,Existing Customer,54,F,1,College,Married,,Blue,43,3,3,2,5839.0,2130,3709.0,0.687,1640,44,0.33299999999999996,0.365,0.00016415,0.99984
-92212,Existing Customer,26,F,2,High School,Single,,Blue,13,5,0,3,5137.0,0,5137.0,0.6990000000000001,2496,49,0.581,0.0,3.3324e-05,0.99997
-92213,Existing Customer,53,M,1,Graduate,Single,$80K - $120K,Blue,43,4,2,3,11909.0,1018,10891.0,1.006,1938,53,0.6559999999999999,0.085,0.00017969,0.99982
+92207,Existing Customer,51,F,1,College,Single,Less than $40K,Blue,36,4,4,2,1737.0,1145,592.0,0.809,1954,42,1.333,0.659,0.00019837,0.9998
+92208,Existing Customer,58,M,4,Uneducated,Single,$40K - $60K,Silver,50,5,2,3,18431.0,902,17529.0,1.296,2950,61,0.848,0.049,0.00018652,0.99981
+92209,Existing Customer,34,F,3,Graduate,Married,Less than $40K,Blue,23,5,3,3,2263.0,1794,469.0,0.794,2154,37,0.542,0.793,0.0003139,0.99969
+92210,Existing Customer,39,M,3,,Single,$80K - $120K,Blue,23,6,1,4,2718.0,2156,562.0,0.668,1711,36,0.44,0.793,0.00018025,0.99982
+92211,Existing Customer,54,F,1,College,Married,,Blue,43,3,3,2,5839.0,2130,3709.0,0.687,1640,44,0.333,0.365,0.00016415,0.99984
+92212,Existing Customer,26,F,2,High School,Single,,Blue,13,5,0,3,5137.0,0,5137.0,0.699,2496,49,0.581,0.0,3.3324e-05,0.99997
+92213,Existing Customer,53,M,1,Graduate,Single,$80K - $120K,Blue,43,4,2,3,11909.0,1018,10891.0,1.006,1938,53,0.656,0.085,0.00017969,0.99982
 92214,Existing Customer,32,M,3,College,Single,$80K - $120K,Blue,21,4,3,5,21390.0,0,21390.0,0.946,2477,59,0.341,0.0,0.00090051,0.9991
 92215,Existing Customer,49,M,3,High School,Married,$60K - $80K,Blue,39,4,1,4,9264.0,629,8635.0,0.659,4107,79,0.58,0.068,0.00015942,0.99984
-92216,Existing Customer,39,F,2,Uneducated,Married,Less than $40K,Blue,26,4,2,5,5484.0,2517,2967.0,0.489,2025,51,0.37799999999999995,0.45899999999999996,0.00058091,0.9994200000000001
-92217,Attrited Customer,32,M,2,Graduate,Married,$40K - $60K,Blue,22,3,3,5,4739.0,0,4739.0,0.363,886,21,0.4,0.0,0.9988799999999999,0.00111805
-92218,Attrited Customer,30,M,1,College,Divorced,Less than $40K,Blue,19,4,3,3,7970.0,0,7970.0,0.7759999999999999,1284,30,0.429,0.0,0.99639,0.00360825
+92216,Existing Customer,39,F,2,Uneducated,Married,Less than $40K,Blue,26,4,2,5,5484.0,2517,2967.0,0.489,2025,51,0.378,0.459,0.00058091,0.99942
+92217,Attrited Customer,32,M,2,Graduate,Married,$40K - $60K,Blue,22,3,3,5,4739.0,0,4739.0,0.363,886,21,0.4,0.0,0.99888,0.00111805
+92218,Attrited Customer,30,M,1,College,Divorced,Less than $40K,Blue,19,4,3,3,7970.0,0,7970.0,0.776,1284,30,0.429,0.0,0.99639,0.00360825
 92219,Existing Customer,37,M,1,Uneducated,Single,$80K - $120K,Blue,36,6,1,2,3127.0,2378,749.0,0.862,2292,49,0.441,0.76,5.3155e-05,0.99995
-92220,Existing Customer,38,M,2,Uneducated,Single,$40K - $60K,Blue,36,5,1,2,7756.0,1670,6086.0,0.78,1858,51,0.545,0.215,5.663e-05,0.9999399999999999
-92221,Existing Customer,46,M,2,Uneducated,Single,$120K +,Blue,33,6,2,3,34516.0,676,33840.0,0.8140000000000001,3508,58,0.871,0.02,0.00019683,0.9998
-92222,Existing Customer,36,M,2,Uneducated,Married,$60K - $80K,Blue,36,5,3,4,5605.0,1322,4283.0,1.204,2338,41,0.9520000000000001,0.23600000000000002,0.00053055,0.9994700000000001
+92220,Existing Customer,38,M,2,Uneducated,Single,$40K - $60K,Blue,36,5,1,2,7756.0,1670,6086.0,0.78,1858,51,0.545,0.215,5.663e-05,0.99994
+92221,Existing Customer,46,M,2,Uneducated,Single,$120K +,Blue,33,6,2,3,34516.0,676,33840.0,0.814,3508,58,0.871,0.02,0.00019683,0.9998
+92222,Existing Customer,36,M,2,Uneducated,Married,$60K - $80K,Blue,36,5,3,4,5605.0,1322,4283.0,1.204,2338,41,0.952,0.236,0.00053055,0.99947
 92223,Existing Customer,33,M,1,Post-Graduate,Married,$80K - $120K,Blue,36,4,3,2,2946.0,1359,1587.0,0.746,2017,48,0.455,0.461,0.00019866,0.9998
-92224,Existing Customer,58,F,3,Post-Graduate,Single,Less than $40K,Blue,54,4,2,3,8886.0,0,8886.0,0.6940000000000001,4148,79,0.7559999999999999,0.0,0.00023373,0.99977
-92225,Existing Customer,46,M,4,Doctorate,Married,$120K +,Blue,36,3,2,5,3104.0,862,2242.0,1.057,2781,74,0.682,0.278,0.00085723,0.9991399999999999
+92224,Existing Customer,58,F,3,Post-Graduate,Single,Less than $40K,Blue,54,4,2,3,8886.0,0,8886.0,0.694,4148,79,0.756,0.0,0.00023373,0.99977
+92225,Existing Customer,46,M,4,Doctorate,Married,$120K +,Blue,36,3,2,5,3104.0,862,2242.0,1.057,2781,74,0.682,0.278,0.00085723,0.99914
 92226,Existing Customer,39,M,5,,Married,$80K - $120K,Blue,36,4,3,3,19435.0,2120,17315.0,0.625,2062,55,0.486,0.109,0.00034328,0.99966
 92227,Existing Customer,54,F,2,Doctorate,Married,Less than $40K,Blue,46,3,3,3,3312.0,1624,1688.0,0.573,1973,55,0.667,0.49,0.00043772,0.99956
 92228,Existing Customer,50,M,3,High School,Married,$120K +,Blue,40,5,1,4,34516.0,0,34516.0,0.986,1930,36,0.44,0.0,0.00015942,0.99984
-92229,Existing Customer,41,M,3,College,Single,$60K - $80K,Blue,33,6,1,4,5246.0,0,5246.0,0.9690000000000001,3189,56,0.556,0.0,0.00015944,0.99984
-92230,Existing Customer,53,M,1,Graduate,,$60K - $80K,Blue,41,4,1,2,2432.0,1554,878.0,1.158,3670,60,0.818,0.639,5.1696999999999996e-05,0.99995
+92229,Existing Customer,41,M,3,College,Single,$60K - $80K,Blue,33,6,1,4,5246.0,0,5246.0,0.969,3189,56,0.556,0.0,0.00015944,0.99984
+92230,Existing Customer,53,M,1,Graduate,,$60K - $80K,Blue,41,4,1,2,2432.0,1554,878.0,1.158,3670,60,0.818,0.639,5.1697e-05,0.99995
 92231,Existing Customer,36,F,5,Graduate,Married,Less than $40K,Blue,30,3,3,3,3103.0,2399,704.0,0.581,1836,48,0.655,0.773,0.00031231,0.99969
 92232,Existing Customer,38,M,3,,Married,$120K +,Blue,33,5,3,4,30746.0,1168,29578.0,0.653,1519,43,0.72,0.038,0.00058851,0.99941
-92233,Attrited Customer,55,F,2,College,Single,,Silver,36,2,3,3,34516.0,0,34516.0,0.39899999999999997,1353,40,0.212,0.0,0.99625,0.00374779
-92234,Existing Customer,45,M,4,College,,$120K +,Blue,40,3,2,2,11962.0,1025,10937.0,0.6940000000000001,1907,52,0.9259999999999999,0.086,0.00011605,0.9998799999999999
-92235,Existing Customer,36,M,2,High School,Single,$80K - $120K,Blue,27,5,3,3,14690.0,979,13711.0,0.8109999999999999,2746,68,0.511,0.067,0.00029408,0.99971
-92236,Existing Customer,45,M,1,Graduate,Single,$40K - $60K,Blue,32,5,1,2,6629.0,1389,5240.0,0.828,3891,69,0.643,0.21,5.1696999999999996e-05,0.99995
+92233,Attrited Customer,55,F,2,College,Single,,Silver,36,2,3,3,34516.0,0,34516.0,0.399,1353,40,0.212,0.0,0.99625,0.00374779
+92234,Existing Customer,45,M,4,College,,$120K +,Blue,40,3,2,2,11962.0,1025,10937.0,0.694,1907,52,0.926,0.086,0.00011605,0.99988
+92235,Existing Customer,36,M,2,High School,Single,$80K - $120K,Blue,27,5,3,3,14690.0,979,13711.0,0.811,2746,68,0.511,0.067,0.00029408,0.99971
+92236,Existing Customer,45,M,1,Graduate,Single,$40K - $60K,Blue,32,5,1,2,6629.0,1389,5240.0,0.828,3891,69,0.643,0.21,5.1697e-05,0.99995
 92237,Existing Customer,38,M,4,Graduate,Married,$40K - $60K,Blue,27,6,2,4,5535.0,1276,4259.0,0.636,1764,38,0.9,0.231,0.00034248,0.99966
 92238,Existing Customer,35,F,2,High School,Married,Less than $40K,Blue,22,4,3,3,2544.0,1848,696.0,0.804,2289,49,0.441,0.726,0.00029408,0.99971
-92239,Existing Customer,48,M,3,College,Married,Less than $40K,Blue,37,4,3,3,3305.0,2517,788.0,0.7659999999999999,2027,57,1.036,0.762,0.00030519,0.99969
-92240,Existing Customer,51,M,2,Uneducated,Single,$120K +,Blue,36,5,2,4,34516.0,888,33628.0,1.2990000000000002,1959,42,0.909,0.026000000000000002,0.00033577,0.99966
-92241,Existing Customer,37,F,1,College,Single,,Blue,20,3,2,5,9466.0,0,9466.0,0.818,2503,70,0.489,0.0,0.00051561,0.9994799999999999
+92239,Existing Customer,48,M,3,College,Married,Less than $40K,Blue,37,4,3,3,3305.0,2517,788.0,0.766,2027,57,1.036,0.762,0.00030519,0.99969
+92240,Existing Customer,51,M,2,Uneducated,Single,$120K +,Blue,36,5,2,4,34516.0,888,33628.0,1.299,1959,42,0.909,0.026,0.00033577,0.99966
+92241,Existing Customer,37,F,1,College,Single,,Blue,20,3,2,5,9466.0,0,9466.0,0.818,2503,70,0.489,0.0,0.00051561,0.99948
 92242,Existing Customer,33,F,2,Doctorate,Single,,Blue,21,4,3,4,5297.0,0,5297.0,0.779,2655,62,0.55,0.0,0.00074656,0.99925
-92243,Existing Customer,31,M,1,College,Married,$80K - $120K,Blue,36,4,3,3,4260.0,1775,2485.0,1.239,2109,52,0.625,0.41700000000000004,0.00027607,0.99972
-92244,Existing Customer,40,F,4,College,Single,Less than $40K,Blue,26,6,1,2,7291.0,2517,4774.0,0.83,2198,56,0.6970000000000001,0.345,5.6158e-05,0.9999399999999999
+92243,Existing Customer,31,M,1,College,Married,$80K - $120K,Blue,36,4,3,3,4260.0,1775,2485.0,1.239,2109,52,0.625,0.417,0.00027607,0.99972
+92244,Existing Customer,40,F,4,College,Single,Less than $40K,Blue,26,6,1,2,7291.0,2517,4774.0,0.83,2198,56,0.697,0.345,5.6158e-05,0.99994
 92245,Existing Customer,43,M,4,High School,,$80K - $120K,Blue,37,4,2,3,13882.0,758,13124.0,0.5,1646,42,0.75,0.055,0.00019517,0.9998
-92246,Existing Customer,63,M,0,Graduate,Married,$40K - $60K,Blue,56,4,2,5,6500.0,1786,4714.0,0.524,1497,27,0.35,0.275,0.00048486,0.9995200000000001
-92247,Existing Customer,35,F,4,,Married,Less than $40K,Blue,30,6,3,4,1626.0,979,647.0,1.4669999999999999,2847,61,0.968,0.602,0.0005947999999999999,0.99941
-92248,Existing Customer,31,F,1,High School,Single,Less than $40K,Blue,22,5,1,5,6662.0,0,6662.0,0.934,3264,83,0.7659999999999999,0.0,0.00024953,0.99975
-92249,Existing Customer,36,M,4,Uneducated,Married,$80K - $120K,Blue,25,4,3,3,5846.0,1732,4114.0,0.611,2056,41,0.64,0.29600000000000004,0.0003262,0.9996700000000001
+92246,Existing Customer,63,M,0,Graduate,Married,$40K - $60K,Blue,56,4,2,5,6500.0,1786,4714.0,0.524,1497,27,0.35,0.275,0.00048486,0.99952
+92247,Existing Customer,35,F,4,,Married,Less than $40K,Blue,30,6,3,4,1626.0,979,647.0,1.467,2847,61,0.968,0.602,0.0005948,0.99941
+92248,Existing Customer,31,F,1,High School,Single,Less than $40K,Blue,22,5,1,5,6662.0,0,6662.0,0.934,3264,83,0.766,0.0,0.00024953,0.99975
+92249,Existing Customer,36,M,4,Uneducated,Married,$80K - $120K,Blue,25,4,3,3,5846.0,1732,4114.0,0.611,2056,41,0.64,0.296,0.0003262,0.99967
 92250,Existing Customer,34,M,1,High School,Married,$60K - $80K,Blue,27,3,1,2,8063.0,2149,5914.0,0.722,2042,49,0.69,0.267,5.0256e-05,0.99995
-92251,Existing Customer,29,M,0,,Married,$60K - $80K,Blue,23,3,3,2,6224.0,1092,5132.0,0.919,2222,39,0.56,0.175,0.00016966,0.9998299999999999
-92252,Existing Customer,55,M,1,Doctorate,Married,$60K - $80K,Blue,49,6,2,4,4597.0,2442,2155.0,0.512,1504,38,0.35700000000000004,0.531,0.00044353,0.99956
-92253,Attrited Customer,46,M,2,Graduate,Single,$40K - $60K,Blue,31,3,3,5,7869.0,0,7869.0,0.6920000000000001,998,25,0.562,0.0,0.9988799999999999,0.00111805
-92254,Existing Customer,45,M,2,College,Married,$60K - $80K,Blue,35,6,3,2,17884.0,2096,15788.0,0.47700000000000004,2031,49,0.633,0.11699999999999999,0.00017488,0.9998299999999999
-92255,Attrited Customer,52,F,0,Doctorate,Single,Less than $40K,Blue,36,2,2,3,1438.3,978,460.3,0.773,947,33,0.5710000000000001,0.68,0.9958100000000001,0.00418811
-92256,Existing Customer,40,F,3,High School,Married,Less than $40K,Blue,32,5,1,3,2046.0,1694,352.0,0.853,3432,49,0.96,0.828,9.344799999999999e-05,0.9999100000000001
-92257,Existing Customer,46,F,4,Uneducated,Married,Less than $40K,Blue,36,4,2,2,6370.0,0,6370.0,0.855,1783,40,0.667,0.0,0.00012274,0.9998799999999999
-92258,Existing Customer,54,F,2,Graduate,Married,Less than $40K,Blue,46,6,2,2,2737.0,2517,220.0,0.5329999999999999,1619,37,0.48,0.92,0.00011382,0.99989
-92259,Existing Customer,36,M,1,Graduate,Single,Less than $40K,Blue,25,6,1,2,2622.0,2489,133.0,0.84,2717,79,0.5489999999999999,0.9490000000000001,5.1696999999999996e-05,0.99995
-92260,Attrited Customer,44,M,3,Graduate,Married,$40K - $60K,Blue,33,2,3,3,7266.0,906,6360.0,0.6759999999999999,1741,27,0.42100000000000004,0.125,0.9968299999999999,0.00317458
+92251,Existing Customer,29,M,0,,Married,$60K - $80K,Blue,23,3,3,2,6224.0,1092,5132.0,0.919,2222,39,0.56,0.175,0.00016966,0.99983
+92252,Existing Customer,55,M,1,Doctorate,Married,$60K - $80K,Blue,49,6,2,4,4597.0,2442,2155.0,0.512,1504,38,0.357,0.531,0.00044353,0.99956
+92253,Attrited Customer,46,M,2,Graduate,Single,$40K - $60K,Blue,31,3,3,5,7869.0,0,7869.0,0.692,998,25,0.562,0.0,0.99888,0.00111805
+92254,Existing Customer,45,M,2,College,Married,$60K - $80K,Blue,35,6,3,2,17884.0,2096,15788.0,0.477,2031,49,0.633,0.117,0.00017488,0.99983
+92255,Attrited Customer,52,F,0,Doctorate,Single,Less than $40K,Blue,36,2,2,3,1438.3,978,460.3,0.773,947,33,0.571,0.68,0.99581,0.00418811
+92256,Existing Customer,40,F,3,High School,Married,Less than $40K,Blue,32,5,1,3,2046.0,1694,352.0,0.853,3432,49,0.96,0.828,9.3448e-05,0.99991
+92257,Existing Customer,46,F,4,Uneducated,Married,Less than $40K,Blue,36,4,2,2,6370.0,0,6370.0,0.855,1783,40,0.667,0.0,0.00012274,0.99988
+92258,Existing Customer,54,F,2,Graduate,Married,Less than $40K,Blue,46,6,2,2,2737.0,2517,220.0,0.533,1619,37,0.48,0.92,0.00011382,0.99989
+92259,Existing Customer,36,M,1,Graduate,Single,Less than $40K,Blue,25,6,1,2,2622.0,2489,133.0,0.84,2717,79,0.549,0.949,5.1697e-05,0.99995
+92260,Attrited Customer,44,M,3,Graduate,Married,$40K - $60K,Blue,33,2,3,3,7266.0,906,6360.0,0.676,1741,27,0.421,0.125,0.99683,0.00317458
 92261,Existing Customer,37,F,2,Uneducated,Single,Less than $40K,Blue,30,6,3,3,2258.0,1338,920.0,0.86,2511,55,0.774,0.593,0.00031104,0.99969
 92262,Existing Customer,35,M,3,Graduate,Single,$80K - $120K,Blue,25,3,2,3,6510.0,2055,4455.0,1.042,2238,49,0.531,0.316,0.00019864,0.9998
 92263,Existing Customer,64,F,0,,Married,,Blue,55,4,1,4,2508.0,1580,928.0,0.44,1607,44,0.419,0.63,0.00014907,0.99985
-92264,Existing Customer,52,F,2,Uneducated,Married,,Blue,36,5,1,2,4006.0,2517,1489.0,0.557,1157,34,0.619,0.628,5.663e-05,0.9999399999999999
-92265,Existing Customer,37,F,5,High School,Single,$40K - $60K,Blue,19,4,1,2,3252.0,1987,1265.0,0.6579999999999999,2953,72,0.7140000000000001,0.611,5.5277e-05,0.9999399999999999
-92266,Existing Customer,45,F,4,Uneducated,Married,,Blue,26,4,3,1,16317.0,0,16317.0,0.742,2944,71,0.972,0.0,0.00011697,0.9998799999999999
+92264,Existing Customer,52,F,2,Uneducated,Married,,Blue,36,5,1,2,4006.0,2517,1489.0,0.557,1157,34,0.619,0.628,5.663e-05,0.99994
+92265,Existing Customer,37,F,5,High School,Single,$40K - $60K,Blue,19,4,1,2,3252.0,1987,1265.0,0.658,2953,72,0.714,0.611,5.5277e-05,0.99994
+92266,Existing Customer,45,F,4,Uneducated,Married,,Blue,26,4,3,1,16317.0,0,16317.0,0.742,2944,71,0.972,0.0,0.00011697,0.99988
 92267,Existing Customer,28,M,1,,Single,$40K - $60K,Blue,15,3,3,1,2109.0,1542,567.0,0.67,2261,56,0.6,0.731,0.00011192,0.99989
-92268,Existing Customer,65,F,1,Graduate,Married,Less than $40K,Blue,56,4,2,0,7023.0,1726,5297.0,1.178,2535,51,0.759,0.24600000000000002,3.941e-05,0.9999600000000001
-92269,Existing Customer,55,M,0,Graduate,Married,$120K +,Blue,42,3,2,1,8302.0,2517,5785.0,0.6609999999999999,1576,34,0.789,0.303,5.8902e-05,0.9999399999999999
-92270,Existing Customer,55,M,2,Graduate,Married,$80K - $120K,Blue,47,3,3,3,9959.0,1209,8750.0,0.5479999999999999,1584,28,0.273,0.121,0.00030251,0.9997
+92268,Existing Customer,65,F,1,Graduate,Married,Less than $40K,Blue,56,4,2,0,7023.0,1726,5297.0,1.178,2535,51,0.759,0.246,3.941e-05,0.99996
+92269,Existing Customer,55,M,0,Graduate,Married,$120K +,Blue,42,3,2,1,8302.0,2517,5785.0,0.661,1576,34,0.789,0.303,5.8902e-05,0.99994
+92270,Existing Customer,55,M,2,Graduate,Married,$80K - $120K,Blue,47,3,3,3,9959.0,1209,8750.0,0.548,1584,28,0.273,0.121,0.00030251,0.9997
 92271,Existing Customer,41,M,4,Uneducated,Single,$40K - $60K,Blue,36,4,3,4,3636.0,1884,1752.0,0.924,4254,79,0.491,0.518,0.0005564,0.99944
-92272,Existing Customer,57,F,2,High School,Married,Less than $40K,Blue,46,5,1,1,5184.0,1856,3328.0,0.5529999999999999,1834,55,0.5710000000000001,0.358,3.2288e-05,0.99997
-92273,Existing Customer,37,M,2,High School,Single,$60K - $80K,Blue,29,6,1,4,14575.0,0,14575.0,1.251,3444,80,0.7020000000000001,0.0,0.00015363,0.99985
-92274,Existing Customer,29,M,0,College,Divorced,,Blue,15,6,3,2,3107.0,1720,1387.0,0.6609999999999999,2460,71,0.69,0.5539999999999999,0.00015007,0.99985
+92272,Existing Customer,57,F,2,High School,Married,Less than $40K,Blue,46,5,1,1,5184.0,1856,3328.0,0.553,1834,55,0.571,0.358,3.2288e-05,0.99997
+92273,Existing Customer,37,M,2,High School,Single,$60K - $80K,Blue,29,6,1,4,14575.0,0,14575.0,1.251,3444,80,0.702,0.0,0.00015363,0.99985
+92274,Existing Customer,29,M,0,College,Divorced,,Blue,15,6,3,2,3107.0,1720,1387.0,0.661,2460,71,0.69,0.554,0.00015007,0.99985
 92275,Existing Customer,62,F,0,College,Married,$40K - $60K,Blue,49,6,1,2,1438.3,0,1438.3,0.757,1281,32,1.0,0.0,4.595e-05,0.99995
-92276,Existing Customer,42,M,4,College,,$60K - $80K,Blue,25,4,3,3,3092.0,1115,1977.0,0.802,2133,41,0.7829999999999999,0.361,0.00030845,0.99969
-92277,Existing Customer,47,F,1,Graduate,Married,Less than $40K,Blue,36,4,2,1,8322.0,0,8322.0,0.86,3700,62,1.0,0.0,6.4428e-05,0.9999399999999999
-92278,Existing Customer,44,F,0,Graduate,Married,Less than $40K,Silver,36,5,3,2,10110.0,1229,8881.0,0.65,4063,74,0.48,0.122,0.00013947,0.9998600000000001
-92279,Existing Customer,34,F,1,High School,Married,Less than $40K,Blue,28,4,3,4,2707.0,2036,671.0,0.8270000000000001,1926,33,0.941,0.752,0.00047086,0.9995299999999999
-92280,Existing Customer,37,M,1,Graduate,Single,,Blue,32,4,1,3,4397.0,2007,2390.0,0.892,2473,47,1.136,0.456,8.6952e-05,0.9999100000000001
+92276,Existing Customer,42,M,4,College,,$60K - $80K,Blue,25,4,3,3,3092.0,1115,1977.0,0.802,2133,41,0.783,0.361,0.00030845,0.99969
+92277,Existing Customer,47,F,1,Graduate,Married,Less than $40K,Blue,36,4,2,1,8322.0,0,8322.0,0.86,3700,62,1.0,0.0,6.4428e-05,0.99994
+92278,Existing Customer,44,F,0,Graduate,Married,Less than $40K,Silver,36,5,3,2,10110.0,1229,8881.0,0.65,4063,74,0.48,0.122,0.00013947,0.99986
+92279,Existing Customer,34,F,1,High School,Married,Less than $40K,Blue,28,4,3,4,2707.0,2036,671.0,0.827,1926,33,0.941,0.752,0.00047086,0.99953
+92280,Existing Customer,37,M,1,Graduate,Single,,Blue,32,4,1,3,4397.0,2007,2390.0,0.892,2473,47,1.136,0.456,8.6952e-05,0.99991
 92281,Existing Customer,33,F,2,Graduate,Single,,Blue,21,3,3,2,5795.0,0,5795.0,0.746,2322,65,0.585,0.0,0.00017987,0.99982
-92282,Existing Customer,40,M,4,Uneducated,Married,$80K - $120K,Blue,23,6,3,2,9760.0,1657,8103.0,1.1340000000000001,4542,86,0.87,0.17,0.00019396,0.9998100000000001
-92283,Existing Customer,51,M,2,Doctorate,Single,$40K - $60K,Blue,40,3,2,0,6103.0,0,6103.0,0.532,3203,64,0.8290000000000001,0.0,6.0759e-05,0.9999399999999999
-92284,Existing Customer,65,M,1,High School,Married,$40K - $60K,Blue,56,6,2,2,2246.0,1326,920.0,0.5429999999999999,1429,32,0.455,0.59,0.00010386,0.9999
-92285,Existing Customer,46,M,3,Graduate,Single,$80K - $120K,Blue,35,6,3,4,4930.0,0,4930.0,1.0190000000000001,3343,77,0.638,0.0,0.00053543,0.99946
-92286,Existing Customer,27,M,0,Graduate,Single,$40K - $60K,Blue,16,4,1,2,3178.0,1118,2060.0,0.643,2010,31,0.55,0.35200000000000004,4.7263000000000005e-05,0.99995
-92287,Existing Customer,37,F,1,High School,,Less than $40K,Blue,30,3,5,0,3003.0,1810,1193.0,0.7190000000000001,3148,68,0.789,0.603,6.7626e-05,0.9999299999999999
-92288,Existing Customer,34,F,1,Doctorate,Married,,Blue,25,4,3,3,2318.0,2069,249.0,1.399,2689,57,0.7809999999999999,0.893,0.00041087,0.99959
-92289,Existing Customer,34,M,0,Graduate,Married,$40K - $60K,Blue,17,4,1,4,2638.0,2092,546.0,0.591,1868,43,0.344,0.7929999999999999,0.00013562,0.9998600000000001
-92290,Existing Customer,35,F,1,Uneducated,Married,Less than $40K,Blue,36,3,2,4,2004.0,0,2004.0,0.6809999999999999,1974,60,0.364,0.0,0.00031517,0.9996799999999999
-92291,Existing Customer,55,F,2,Post-Graduate,Married,Less than $40K,Blue,49,4,1,1,2414.0,2276,138.0,0.5670000000000001,2000,62,0.59,0.943,3.9081999999999996e-05,0.9999600000000001
-92292,Existing Customer,60,F,0,Doctorate,Married,Less than $40K,Blue,45,5,2,4,1438.3,648,790.3,0.47700000000000004,1267,27,1.077,0.451,0.0004055,0.99959
-92293,Existing Customer,56,M,2,Graduate,Married,$60K - $80K,Blue,44,3,1,2,2043.0,1928,115.0,0.7909999999999999,2311,57,0.8390000000000001,0.9440000000000001,5.5077e-05,0.9999399999999999
-92294,Existing Customer,52,M,2,High School,Single,$80K - $120K,Blue,46,3,3,2,34516.0,2517,31999.0,0.685,3072,67,0.675,0.073,0.00017486,0.9998299999999999
-92295,Existing Customer,45,F,4,Uneducated,Married,$40K - $60K,Blue,36,3,1,3,3111.0,2290,821.0,1.6119999999999999,1998,41,0.46399999999999997,0.736,9.989299999999999e-05,0.9999
-92296,Existing Customer,56,M,1,Graduate,Married,$120K +,Blue,48,6,3,4,2585.0,1207,1378.0,0.44,1590,33,0.32,0.467,0.00048435,0.9995200000000001
-92297,Attrited Customer,26,M,0,Graduate,Single,Less than $40K,Blue,13,5,2,4,2469.0,2410,59.0,0.544,1027,20,0.17600000000000002,0.976,0.99645,0.0035546999999999996
-92298,Existing Customer,30,M,1,,Single,Less than $40K,Blue,19,5,2,0,8744.0,1712,7032.0,0.895,2579,68,0.659,0.196,4.3318999999999996e-05,0.9999600000000001
+92282,Existing Customer,40,M,4,Uneducated,Married,$80K - $120K,Blue,23,6,3,2,9760.0,1657,8103.0,1.134,4542,86,0.87,0.17,0.00019396,0.99981
+92283,Existing Customer,51,M,2,Doctorate,Single,$40K - $60K,Blue,40,3,2,0,6103.0,0,6103.0,0.532,3203,64,0.829,0.0,6.0759e-05,0.99994
+92284,Existing Customer,65,M,1,High School,Married,$40K - $60K,Blue,56,6,2,2,2246.0,1326,920.0,0.543,1429,32,0.455,0.59,0.00010386,0.9999
+92285,Existing Customer,46,M,3,Graduate,Single,$80K - $120K,Blue,35,6,3,4,4930.0,0,4930.0,1.019,3343,77,0.638,0.0,0.00053543,0.99946
+92286,Existing Customer,27,M,0,Graduate,Single,$40K - $60K,Blue,16,4,1,2,3178.0,1118,2060.0,0.643,2010,31,0.55,0.352,4.7263e-05,0.99995
+92287,Existing Customer,37,F,1,High School,,Less than $40K,Blue,30,3,5,0,3003.0,1810,1193.0,0.719,3148,68,0.789,0.603,6.7626e-05,0.99993
+92288,Existing Customer,34,F,1,Doctorate,Married,,Blue,25,4,3,3,2318.0,2069,249.0,1.399,2689,57,0.781,0.893,0.00041087,0.99959
+92289,Existing Customer,34,M,0,Graduate,Married,$40K - $60K,Blue,17,4,1,4,2638.0,2092,546.0,0.591,1868,43,0.344,0.793,0.00013562,0.99986
+92290,Existing Customer,35,F,1,Uneducated,Married,Less than $40K,Blue,36,3,2,4,2004.0,0,2004.0,0.681,1974,60,0.364,0.0,0.00031517,0.99968
+92291,Existing Customer,55,F,2,Post-Graduate,Married,Less than $40K,Blue,49,4,1,1,2414.0,2276,138.0,0.567,2000,62,0.59,0.943,3.9082e-05,0.99996
+92292,Existing Customer,60,F,0,Doctorate,Married,Less than $40K,Blue,45,5,2,4,1438.3,648,790.3,0.477,1267,27,1.077,0.451,0.0004055,0.99959
+92293,Existing Customer,56,M,2,Graduate,Married,$60K - $80K,Blue,44,3,1,2,2043.0,1928,115.0,0.791,2311,57,0.839,0.944,5.5077e-05,0.99994
+92294,Existing Customer,52,M,2,High School,Single,$80K - $120K,Blue,46,3,3,2,34516.0,2517,31999.0,0.685,3072,67,0.675,0.073,0.00017486,0.99983
+92295,Existing Customer,45,F,4,Uneducated,Married,$40K - $60K,Blue,36,3,1,3,3111.0,2290,821.0,1.612,1998,41,0.464,0.736,9.9893e-05,0.9999
+92296,Existing Customer,56,M,1,Graduate,Married,$120K +,Blue,48,6,3,4,2585.0,1207,1378.0,0.44,1590,33,0.32,0.467,0.00048435,0.99952
+92297,Attrited Customer,26,M,0,Graduate,Single,Less than $40K,Blue,13,5,2,4,2469.0,2410,59.0,0.544,1027,20,0.176,0.976,0.99645,0.0035547
+92298,Existing Customer,30,M,1,,Single,Less than $40K,Blue,19,5,2,0,8744.0,1712,7032.0,0.895,2579,68,0.659,0.196,4.3319e-05,0.99996
 92299,Existing Customer,34,M,3,High School,Married,$80K - $120K,Blue,23,5,1,4,4185.0,2517,1668.0,0.861,2179,55,0.774,0.601,0.00015942,0.99984
 92300,Existing Customer,39,M,3,Uneducated,Married,$60K - $80K,Blue,36,6,2,4,4759.0,1459,3300.0,1.24,2903,57,0.9,0.307,0.00034841,0.99965
 92301,Existing Customer,36,M,3,Graduate,Single,$120K +,Blue,36,6,2,4,24457.0,1300,23157.0,0.914,2739,65,0.912,0.053,0.00033886,0.99966
-92302,Existing Customer,32,M,3,,Single,$120K +,Blue,20,6,2,2,14244.0,1673,12571.0,0.6990000000000001,2729,66,0.535,0.11699999999999999,0.00012982,0.99987
-92303,Attrited Customer,48,M,4,Doctorate,Single,$80K - $120K,Blue,28,3,3,4,6572.0,417,6155.0,0.584,1766,46,0.5329999999999999,0.063,0.9987299999999999,0.00127462
+92302,Existing Customer,32,M,3,,Single,$120K +,Blue,20,6,2,2,14244.0,1673,12571.0,0.699,2729,66,0.535,0.117,0.00012982,0.99987
+92303,Attrited Customer,48,M,4,Doctorate,Single,$80K - $120K,Blue,28,3,3,4,6572.0,417,6155.0,0.584,1766,46,0.533,0.063,0.99873,0.00127462
 92304,Existing Customer,50,F,2,Uneducated,Married,,Blue,34,5,3,2,23381.0,905,22476.0,0.645,4357,73,0.521,0.039,0.00018494,0.99982
 92305,Existing Customer,39,F,2,Uneducated,Married,Less than $40K,Blue,26,5,3,2,3471.0,2517,954.0,0.743,1771,34,0.889,0.725,0.00018494,0.99982
-92306,Existing Customer,61,F,0,Graduate,Married,Less than $40K,Blue,51,4,2,1,2250.0,1041,1209.0,0.6779999999999999,1339,28,0.867,0.46299999999999997,5.8902e-05,0.9999399999999999
-92307,Existing Customer,65,F,1,,Married,,Blue,53,5,3,2,15965.0,2312,13653.0,0.59,1619,40,0.5379999999999999,0.145,0.00018558,0.9998100000000001
-92308,Existing Customer,45,F,1,High School,Divorced,Less than $40K,Blue,36,6,2,2,9433.0,1578,7855.0,0.66,3910,81,0.653,0.16699999999999998,0.00010386,0.9999
-92309,Existing Customer,34,M,3,Uneducated,Divorced,$120K +,Blue,28,4,3,3,9180.0,1814,7366.0,0.628,2646,49,0.633,0.198,0.00032275,0.9996799999999999
+92306,Existing Customer,61,F,0,Graduate,Married,Less than $40K,Blue,51,4,2,1,2250.0,1041,1209.0,0.678,1339,28,0.867,0.463,5.8902e-05,0.99994
+92307,Existing Customer,65,F,1,,Married,,Blue,53,5,3,2,15965.0,2312,13653.0,0.59,1619,40,0.538,0.145,0.00018558,0.99981
+92308,Existing Customer,45,F,1,High School,Divorced,Less than $40K,Blue,36,6,2,2,9433.0,1578,7855.0,0.66,3910,81,0.653,0.167,0.00010386,0.9999
+92309,Existing Customer,34,M,3,Uneducated,Divorced,$120K +,Blue,28,4,3,3,9180.0,1814,7366.0,0.628,2646,49,0.633,0.198,0.00032275,0.99968
 92310,Existing Customer,37,M,3,Graduate,Married,$40K - $60K,Blue,36,4,2,4,8818.0,1437,7381.0,0.649,1865,31,0.938,0.163,0.00033886,0.99966
-92311,Existing Customer,44,F,3,Graduate,Single,Less than $40K,Blue,36,5,1,3,4066.0,1028,3038.0,0.972,3888,77,0.604,0.253,9.612600000000001e-05,0.9999
+92311,Existing Customer,44,F,3,Graduate,Single,Less than $40K,Blue,36,5,1,3,4066.0,1028,3038.0,0.972,3888,77,0.604,0.253,9.6126e-05,0.9999
 92312,Existing Customer,56,M,1,Uneducated,Married,$80K - $120K,Blue,36,6,1,1,9031.0,1535,7496.0,0.69,1602,35,0.591,0.17,3.2055e-05,0.99997
-92313,Existing Customer,36,M,4,,Single,$40K - $60K,Blue,36,6,1,2,9887.0,994,8893.0,0.488,2552,64,0.455,0.10099999999999999,6.3492e-05,0.9999399999999999
+92313,Existing Customer,36,M,4,,Single,$40K - $60K,Blue,36,6,1,2,9887.0,994,8893.0,0.488,2552,64,0.455,0.101,6.3492e-05,0.99994
 92314,Existing Customer,65,F,0,Graduate,Married,Less than $40K,Blue,53,5,3,5,4161.0,2491,1670.0,0.41,1203,30,0.579,0.599,0.00076607,0.99923
 92315,Existing Customer,26,M,0,Graduate,Single,Less than $40K,Blue,15,6,3,3,2740.0,2069,671.0,0.418,1997,44,0.419,0.755,0.0002596,0.99974
-92316,Attrited Customer,26,F,0,High School,Single,,Blue,13,1,2,4,6152.0,0,6152.0,0.391,968,23,0.5329999999999999,0.0,0.99634,0.00365621
-92317,Existing Customer,34,M,3,Uneducated,Married,$60K - $80K,Blue,24,3,1,4,8167.0,1740,6427.0,1.455,2141,51,0.7,0.213,0.00016861,0.9998299999999999
-92318,Existing Customer,51,M,2,College,Married,$120K +,Blue,41,6,2,4,23742.0,0,23742.0,0.769,3783,57,0.6759999999999999,0.0,0.00031749,0.9996799999999999
-92319,Existing Customer,57,M,3,College,,$60K - $80K,Blue,50,6,3,4,16791.0,1181,15610.0,0.55,2983,74,0.682,0.07,0.00052057,0.9994799999999999
-92320,Existing Customer,30,M,0,Graduate,Divorced,$80K - $120K,Blue,23,6,1,2,26783.0,1285,25498.0,0.59,2495,46,0.769,0.048,4.7263000000000005e-05,0.99995
-92321,Existing Customer,35,M,1,Post-Graduate,Married,$80K - $120K,Blue,27,3,3,4,25516.0,1363,24153.0,1.172,2317,38,0.727,0.053,0.00056988,0.9994299999999999
-92322,Existing Customer,32,M,0,Graduate,Married,$40K - $60K,Blue,27,3,3,2,4815.0,1591,3224.0,1.409,2501,36,0.7140000000000001,0.33,0.00015435,0.99985
-92323,Existing Customer,62,M,1,Graduate,Married,,Blue,36,5,2,2,3198.0,2308,890.0,0.7240000000000001,1402,35,0.8420000000000001,0.722,0.00010684,0.99989
-92324,Attrited Customer,32,M,1,Uneducated,Married,Less than $40K,Blue,23,1,3,3,2218.0,1696,522.0,0.36700000000000005,730,20,0.429,0.765,0.99659,0.00341249
-92325,Existing Customer,53,M,3,High School,Married,$80K - $120K,Blue,44,4,2,3,23462.0,2202,21260.0,0.5710000000000001,1387,33,0.65,0.094,0.00019311,0.9998100000000001
-92326,Existing Customer,55,M,3,College,Married,$60K - $80K,Blue,36,5,4,4,2252.0,1737,515.0,0.685,1291,27,0.5,0.7709999999999999,0.00062907,0.9993700000000001
-92327,Existing Customer,26,F,1,,Single,Less than $40K,Blue,36,4,3,3,2557.0,1990,567.0,0.575,2266,57,0.35700000000000004,0.778,0.00031211,0.99969
+92316,Attrited Customer,26,F,0,High School,Single,,Blue,13,1,2,4,6152.0,0,6152.0,0.391,968,23,0.533,0.0,0.99634,0.00365621
+92317,Existing Customer,34,M,3,Uneducated,Married,$60K - $80K,Blue,24,3,1,4,8167.0,1740,6427.0,1.455,2141,51,0.7,0.213,0.00016861,0.99983
+92318,Existing Customer,51,M,2,College,Married,$120K +,Blue,41,6,2,4,23742.0,0,23742.0,0.769,3783,57,0.676,0.0,0.00031749,0.99968
+92319,Existing Customer,57,M,3,College,,$60K - $80K,Blue,50,6,3,4,16791.0,1181,15610.0,0.55,2983,74,0.682,0.07,0.00052057,0.99948
+92320,Existing Customer,30,M,0,Graduate,Divorced,$80K - $120K,Blue,23,6,1,2,26783.0,1285,25498.0,0.59,2495,46,0.769,0.048,4.7263e-05,0.99995
+92321,Existing Customer,35,M,1,Post-Graduate,Married,$80K - $120K,Blue,27,3,3,4,25516.0,1363,24153.0,1.172,2317,38,0.727,0.053,0.00056988,0.99943
+92322,Existing Customer,32,M,0,Graduate,Married,$40K - $60K,Blue,27,3,3,2,4815.0,1591,3224.0,1.409,2501,36,0.714,0.33,0.00015435,0.99985
+92323,Existing Customer,62,M,1,Graduate,Married,,Blue,36,5,2,2,3198.0,2308,890.0,0.724,1402,35,0.842,0.722,0.00010684,0.99989
+92324,Attrited Customer,32,M,1,Uneducated,Married,Less than $40K,Blue,23,1,3,3,2218.0,1696,522.0,0.367,730,20,0.429,0.765,0.99659,0.00341249
+92325,Existing Customer,53,M,3,High School,Married,$80K - $120K,Blue,44,4,2,3,23462.0,2202,21260.0,0.571,1387,33,0.65,0.094,0.00019311,0.99981
+92326,Existing Customer,55,M,3,College,Married,$60K - $80K,Blue,36,5,4,4,2252.0,1737,515.0,0.685,1291,27,0.5,0.771,0.00062907,0.99937
+92327,Existing Customer,26,F,1,,Single,Less than $40K,Blue,36,4,3,3,2557.0,1990,567.0,0.575,2266,57,0.357,0.778,0.00031211,0.99969
 92328,Attrited Customer,35,F,0,Graduate,Single,Less than $40K,Blue,25,5,3,4,2300.0,0,2300.0,0.877,1485,34,0.478,0.0,0.99775,0.00225216
-92329,Existing Customer,31,F,0,Graduate,Married,Less than $40K,Blue,26,3,1,1,3540.0,1173,2367.0,1.1059999999999999,1912,45,0.667,0.331,2.8501e-05,0.99997
-92330,Existing Customer,53,M,3,,Single,$60K - $80K,Blue,42,6,1,2,22938.0,1700,21238.0,0.636,3428,54,0.5,0.07400000000000001,6.282e-05,0.9999399999999999
-92331,Existing Customer,45,M,2,Graduate,Married,$40K - $60K,Blue,34,5,1,3,13129.0,901,12228.0,0.825,2564,56,0.474,0.069,9.2637e-05,0.9999100000000001
-92332,Existing Customer,39,M,3,,Single,$80K - $120K,Silver,36,5,3,2,34516.0,1900,32616.0,1.002,1668,36,0.7140000000000001,0.055,0.00018538,0.9998100000000001
-92333,Existing Customer,61,F,0,High School,Married,Less than $40K,Blue,53,5,2,0,3396.0,802,2594.0,0.5479999999999999,1418,36,0.5,0.23600000000000002,3.5025e-05,0.9999600000000001
+92329,Existing Customer,31,F,0,Graduate,Married,Less than $40K,Blue,26,3,1,1,3540.0,1173,2367.0,1.106,1912,45,0.667,0.331,2.8501e-05,0.99997
+92330,Existing Customer,53,M,3,,Single,$60K - $80K,Blue,42,6,1,2,22938.0,1700,21238.0,0.636,3428,54,0.5,0.074,6.282e-05,0.99994
+92331,Existing Customer,45,M,2,Graduate,Married,$40K - $60K,Blue,34,5,1,3,13129.0,901,12228.0,0.825,2564,56,0.474,0.069,9.2637e-05,0.99991
+92332,Existing Customer,39,M,3,,Single,$80K - $120K,Silver,36,5,3,2,34516.0,1900,32616.0,1.002,1668,36,0.714,0.055,0.00018538,0.99981
+92333,Existing Customer,61,F,0,High School,Married,Less than $40K,Blue,53,5,2,0,3396.0,802,2594.0,0.548,1418,36,0.5,0.236,3.5025e-05,0.99996
 92334,Existing Customer,31,F,0,Uneducated,Single,Less than $40K,Blue,20,4,3,4,4712.0,955,3757.0,0.855,2568,62,0.59,0.203,0.00045531,0.99954
 92335,Existing Customer,37,M,2,Graduate,Single,$60K - $80K,Blue,36,4,2,2,7638.0,947,6691.0,0.682,2336,58,0.611,0.124,0.00011382,0.99989
-92336,Existing Customer,41,M,3,Post-Graduate,Married,$60K - $80K,Blue,34,4,2,2,2624.0,1319,1305.0,0.768,4189,74,0.609,0.503,0.00013897,0.9998600000000001
-92337,Existing Customer,58,M,3,Graduate,Married,$120K +,Blue,52,5,2,5,17934.0,1578,16356.0,0.593,2005,48,0.778,0.08800000000000001,0.00058626,0.99941
+92336,Existing Customer,41,M,3,Post-Graduate,Married,$60K - $80K,Blue,34,4,2,2,2624.0,1319,1305.0,0.768,4189,74,0.609,0.503,0.00013897,0.99986
+92337,Existing Customer,58,M,3,Graduate,Married,$120K +,Blue,52,5,2,5,17934.0,1578,16356.0,0.593,2005,48,0.778,0.088,0.00058626,0.99941
 92338,Existing Customer,45,M,5,Graduate,Married,$40K - $60K,Silver,39,3,1,5,15198.0,2098,13100.0,0.8,3183,64,0.73,0.138,0.00025509,0.99974
-92339,Existing Customer,57,F,4,High School,Married,Less than $40K,Blue,47,5,3,4,3191.0,2517,674.0,0.7190000000000001,1501,35,0.591,0.789,0.00052608,0.9994700000000001
-92340,Existing Customer,35,M,1,,Single,$60K - $80K,Blue,25,6,3,2,6053.0,2001,4052.0,0.743,2208,59,0.595,0.331,0.00018558,0.9998100000000001
-92341,Existing Customer,39,M,2,,Married,$40K - $60K,Blue,26,6,1,2,5510.0,2027,3483.0,0.898,1980,42,0.68,0.368,6.054e-05,0.9999399999999999
+92339,Existing Customer,57,F,4,High School,Married,Less than $40K,Blue,47,5,3,4,3191.0,2517,674.0,0.719,1501,35,0.591,0.789,0.00052608,0.99947
+92340,Existing Customer,35,M,1,,Single,$60K - $80K,Blue,25,6,3,2,6053.0,2001,4052.0,0.743,2208,59,0.595,0.331,0.00018558,0.99981
+92341,Existing Customer,39,M,2,,Married,$40K - $60K,Blue,26,6,1,2,5510.0,2027,3483.0,0.898,1980,42,0.68,0.368,6.054e-05,0.99994
 92342,Existing Customer,55,M,3,Doctorate,Married,$120K +,Blue,40,4,3,1,12875.0,1119,11756.0,0.401,1624,40,0.429,0.087,0.00016289,0.99984
-92343,Existing Customer,41,F,2,High School,Married,$40K - $60K,Blue,36,5,2,4,2602.0,1490,1112.0,0.66,3151,78,0.66,0.573,0.00031746,0.9996799999999999
-92344,Existing Customer,55,F,0,Uneducated,Married,Less than $40K,Blue,51,4,3,1,2041.0,1885,156.0,0.5870000000000001,2118,48,0.778,0.924,9.5711e-05,0.9999
-92345,Existing Customer,52,F,2,Graduate,Married,Less than $40K,Blue,45,3,3,3,2548.0,1683,865.0,0.75,2055,54,0.636,0.6609999999999999,0.00030251,0.9997
-92346,Existing Customer,57,M,2,Graduate,Married,$120K +,Blue,49,6,3,1,4698.0,984,3714.0,0.373,1865,35,0.45799999999999996,0.209,0.00010848,0.99989
-92347,Existing Customer,40,F,3,High School,,Less than $40K,Blue,31,5,2,4,2222.0,1551,671.0,0.932,3302,65,0.585,0.698,0.00032942,0.9996700000000001
-92348,Existing Customer,47,M,4,High School,Married,$80K - $120K,Blue,36,3,3,4,8217.0,0,8217.0,0.6779999999999999,1848,56,0.514,0.0,0.00052608,0.9994700000000001
+92343,Existing Customer,41,F,2,High School,Married,$40K - $60K,Blue,36,5,2,4,2602.0,1490,1112.0,0.66,3151,78,0.66,0.573,0.00031746,0.99968
+92344,Existing Customer,55,F,0,Uneducated,Married,Less than $40K,Blue,51,4,3,1,2041.0,1885,156.0,0.587,2118,48,0.778,0.924,9.5711e-05,0.9999
+92345,Existing Customer,52,F,2,Graduate,Married,Less than $40K,Blue,45,3,3,3,2548.0,1683,865.0,0.75,2055,54,0.636,0.661,0.00030251,0.9997
+92346,Existing Customer,57,M,2,Graduate,Married,$120K +,Blue,49,6,3,1,4698.0,984,3714.0,0.373,1865,35,0.458,0.209,0.00010848,0.99989
+92347,Existing Customer,40,F,3,High School,,Less than $40K,Blue,31,5,2,4,2222.0,1551,671.0,0.932,3302,65,0.585,0.698,0.00032942,0.99967
+92348,Existing Customer,47,M,4,High School,Married,$80K - $120K,Blue,36,3,3,4,8217.0,0,8217.0,0.678,1848,56,0.514,0.0,0.00052608,0.99947
 92349,Existing Customer,42,F,4,Uneducated,Single,Less than $40K,Silver,36,4,3,3,10091.0,0,10091.0,1.121,3347,64,0.778,0.0,0.00029475,0.99971
-92350,Existing Customer,39,M,3,Graduate,Single,$80K - $120K,Blue,34,4,3,5,19074.0,0,19074.0,0.804,3762,74,1.0,0.0,0.00092621,0.9990700000000001
-92351,Existing Customer,39,M,4,Graduate,Single,$60K - $80K,Gold,34,3,3,2,34516.0,542,33974.0,0.866,3899,78,0.857,0.016,0.00021733,0.9997799999999999
+92350,Existing Customer,39,M,3,Graduate,Single,$80K - $120K,Blue,34,4,3,5,19074.0,0,19074.0,0.804,3762,74,1.0,0.0,0.00092621,0.99907
+92351,Existing Customer,39,M,4,Graduate,Single,$60K - $80K,Gold,34,3,3,2,34516.0,542,33974.0,0.866,3899,78,0.857,0.016,0.00021733,0.99978
 92352,Existing Customer,36,M,3,Graduate,Married,$120K +,Blue,29,5,2,4,12852.0,1945,10907.0,0.659,1606,33,0.941,0.151,0.00033886,0.99966
-92353,Existing Customer,36,M,2,Uneducated,Married,$60K - $80K,Blue,21,4,1,5,12763.0,2517,10246.0,1.631,2599,46,0.917,0.19699999999999998,0.00028116,0.99972
+92353,Existing Customer,36,M,2,Uneducated,Married,$60K - $80K,Blue,21,4,1,5,12763.0,2517,10246.0,1.631,2599,46,0.917,0.197,0.00028116,0.99972
 92354,Existing Customer,29,M,0,Graduate,Married,Less than $40K,Blue,19,6,2,4,2827.0,1430,1397.0,0.885,1608,30,1.308,0.506,0.00028024,0.99972
 92355,Existing Customer,56,F,2,Uneducated,Married,,Blue,36,3,3,5,8242.0,0,8242.0,0.434,1559,44,0.467,0.0,0.00091777,0.99908
-92356,Existing Customer,37,F,4,Graduate,Married,Less than $40K,Blue,28,4,3,1,1825.0,1389,436.0,1.595,2878,54,0.636,0.7609999999999999,0.00011377,0.99989
-92357,Existing Customer,61,M,0,Post-Graduate,Married,Less than $40K,Blue,56,6,3,4,1438.3,0,1438.3,0.589,1448,31,0.292,0.0,0.00052102,0.9994799999999999
-92358,Existing Customer,36,M,3,High School,Married,$60K - $80K,Blue,36,5,2,4,5497.0,1517,3980.0,0.624,1981,38,0.35700000000000004,0.276,0.00032942,0.9996700000000001
+92356,Existing Customer,37,F,4,Graduate,Married,Less than $40K,Blue,28,4,3,1,1825.0,1389,436.0,1.595,2878,54,0.636,0.761,0.00011377,0.99989
+92357,Existing Customer,61,M,0,Post-Graduate,Married,Less than $40K,Blue,56,6,3,4,1438.3,0,1438.3,0.589,1448,31,0.292,0.0,0.00052102,0.99948
+92358,Existing Customer,36,M,3,High School,Married,$60K - $80K,Blue,36,5,2,4,5497.0,1517,3980.0,0.624,1981,38,0.357,0.276,0.00032942,0.99967
 92359,Existing Customer,51,F,1,Graduate,Married,$40K - $60K,Blue,45,5,2,2,6778.0,865,5913.0,0.992,3158,71,0.775,0.128,0.00010684,0.99989
-92360,Attrited Customer,46,M,3,Graduate,Married,$60K - $80K,Blue,36,2,3,4,4267.0,0,4267.0,0.862,1067,23,0.769,0.0,0.9981399999999999,0.00186317
-92361,Existing Customer,31,F,0,High School,Married,Less than $40K,Blue,22,4,2,1,3273.0,2517,756.0,1.465,2726,57,0.727,0.769,5.7261000000000006e-05,0.9999399999999999
-92362,Existing Customer,33,M,2,Doctorate,Single,$40K - $60K,Blue,25,5,2,2,9371.0,1541,7830.0,0.7809999999999999,2518,67,0.971,0.16399999999999998,0.00016471,0.99984
+92360,Attrited Customer,46,M,3,Graduate,Married,$60K - $80K,Blue,36,2,3,4,4267.0,0,4267.0,0.862,1067,23,0.769,0.0,0.99814,0.00186317
+92361,Existing Customer,31,F,0,High School,Married,Less than $40K,Blue,22,4,2,1,3273.0,2517,756.0,1.465,2726,57,0.727,0.769,5.7261e-05,0.99994
+92362,Existing Customer,33,M,2,Doctorate,Single,$40K - $60K,Blue,25,5,2,2,9371.0,1541,7830.0,0.781,2518,67,0.971,0.164,0.00016471,0.99984
 92363,Existing Customer,50,F,3,High School,Single,Less than $40K,Blue,38,3,3,1,1438.3,663,775.3,0.384,2987,73,0.622,0.461,0.00010943,0.99989
-92364,Attrited Customer,57,F,3,High School,Single,,Blue,36,1,4,2,8389.0,1960,6429.0,0.384,1334,38,0.40700000000000003,0.23399999999999999,0.99546,0.00453868
-92365,Existing Customer,65,M,0,Doctorate,Single,,Blue,56,3,2,2,28410.0,1608,26802.0,0.9129999999999999,2278,77,1.139,0.057,0.00014134,0.9998600000000001
-92366,Existing Customer,48,M,2,High School,Married,$40K - $60K,Blue,29,3,2,1,6168.0,2371,3797.0,0.6679999999999999,4303,80,0.509,0.384,6.6728e-05,0.9999299999999999
-92367,Existing Customer,57,F,3,,Single,,Blue,40,3,3,1,2111.0,966,1145.0,0.9229999999999999,3871,87,0.706,0.45799999999999996,0.00012373,0.9998799999999999
-92368,Existing Customer,63,F,1,,Married,$40K - $60K,Blue,49,3,1,3,3141.0,1819,1322.0,0.49700000000000005,1539,35,0.522,0.579,9.557700000000001e-05,0.9999
+92364,Attrited Customer,57,F,3,High School,Single,,Blue,36,1,4,2,8389.0,1960,6429.0,0.384,1334,38,0.407,0.234,0.99546,0.00453868
+92365,Existing Customer,65,M,0,Doctorate,Single,,Blue,56,3,2,2,28410.0,1608,26802.0,0.913,2278,77,1.139,0.057,0.00014134,0.99986
+92366,Existing Customer,48,M,2,High School,Married,$40K - $60K,Blue,29,3,2,1,6168.0,2371,3797.0,0.668,4303,80,0.509,0.384,6.6728e-05,0.99993
+92367,Existing Customer,57,F,3,,Single,,Blue,40,3,3,1,2111.0,966,1145.0,0.923,3871,87,0.706,0.458,0.00012373,0.99988
+92368,Existing Customer,63,F,1,,Married,$40K - $60K,Blue,49,3,1,3,3141.0,1819,1322.0,0.497,1539,35,0.522,0.579,9.5577e-05,0.9999
 92369,Existing Customer,50,F,2,Graduate,Divorced,$40K - $60K,Blue,40,6,2,5,8307.0,2517,5790.0,1.743,2293,36,0.8,0.303,0.00056498,0.99944
-92370,Existing Customer,39,M,3,Graduate,Married,$80K - $120K,Blue,31,4,2,3,30753.0,1661,29092.0,0.6809999999999999,1780,33,0.941,0.054000000000000006,0.00019864,0.9998
-92371,Existing Customer,39,M,2,College,Married,$60K - $80K,Blue,26,3,1,4,2731.0,1573,1158.0,0.943,1813,38,0.727,0.5760000000000001,0.00015365,0.99985
+92370,Existing Customer,39,M,3,Graduate,Married,$80K - $120K,Blue,31,4,2,3,30753.0,1661,29092.0,0.681,1780,33,0.941,0.054,0.00019864,0.9998
+92371,Existing Customer,39,M,2,College,Married,$60K - $80K,Blue,26,3,1,4,2731.0,1573,1158.0,0.943,1813,38,0.727,0.576,0.00015365,0.99985
 92372,Existing Customer,39,F,4,,Married,Less than $40K,Blue,31,6,1,4,2890.0,0,2890.0,0.545,2040,36,0.44,0.0,0.00018218,0.99982
-92373,Existing Customer,52,M,1,,Single,$120K +,Blue,44,6,1,2,34516.0,0,34516.0,1.03,2848,56,0.75,0.0,5.6825e-05,0.9999399999999999
-92374,Existing Customer,37,M,1,Graduate,Married,$80K - $120K,Blue,26,6,3,1,8058.0,1176,6882.0,1.1640000000000001,2774,52,0.625,0.146,0.00010182,0.9999
-92375,Existing Customer,50,F,2,Uneducated,Married,,Blue,45,6,1,4,5660.0,2401,3259.0,0.779,1932,35,0.34600000000000003,0.424,0.00016249,0.99984
-92376,Existing Customer,59,M,0,,Married,$60K - $80K,Blue,36,6,4,5,4230.0,1366,2864.0,0.63,1480,35,0.45799999999999996,0.32299999999999995,0.0010174,0.99898
-92377,Existing Customer,38,M,2,Graduate,,$40K - $60K,Blue,36,4,3,4,9515.0,0,9515.0,0.79,4642,61,0.605,0.0,0.000516,0.9994799999999999
-92378,Existing Customer,65,F,0,High School,Single,$40K - $60K,Blue,36,3,3,3,10962.0,1559,9403.0,0.708,2724,71,0.6509999999999999,0.142,0.00025237,0.99975
-92379,Existing Customer,57,M,1,,Married,$120K +,Blue,36,6,2,4,23848.0,1967,21881.0,0.462,1591,43,0.72,0.08199999999999999,0.00033692,0.99966
+92373,Existing Customer,52,M,1,,Single,$120K +,Blue,44,6,1,2,34516.0,0,34516.0,1.03,2848,56,0.75,0.0,5.6825e-05,0.99994
+92374,Existing Customer,37,M,1,Graduate,Married,$80K - $120K,Blue,26,6,3,1,8058.0,1176,6882.0,1.164,2774,52,0.625,0.146,0.00010182,0.9999
+92375,Existing Customer,50,F,2,Uneducated,Married,,Blue,45,6,1,4,5660.0,2401,3259.0,0.779,1932,35,0.346,0.424,0.00016249,0.99984
+92376,Existing Customer,59,M,0,,Married,$60K - $80K,Blue,36,6,4,5,4230.0,1366,2864.0,0.63,1480,35,0.458,0.323,0.0010174,0.99898
+92377,Existing Customer,38,M,2,Graduate,,$40K - $60K,Blue,36,4,3,4,9515.0,0,9515.0,0.79,4642,61,0.605,0.0,0.000516,0.99948
+92378,Existing Customer,65,F,0,High School,Single,$40K - $60K,Blue,36,3,3,3,10962.0,1559,9403.0,0.708,2724,71,0.651,0.142,0.00025237,0.99975
+92379,Existing Customer,57,M,1,,Married,$120K +,Blue,36,6,2,4,23848.0,1967,21881.0,0.462,1591,43,0.72,0.082,0.00033692,0.99966
 92380,Existing Customer,65,M,0,Uneducated,Married,,Blue,56,3,3,2,10144.0,1295,8849.0,0.758,1234,24,1.182,0.128,0.00015871,0.99984
-92381,Existing Customer,38,F,4,Graduate,Married,$40K - $60K,Blue,22,4,3,4,2997.0,1969,1028.0,1.235,2807,60,0.7140000000000001,0.657,0.00054115,0.99946
-92382,Existing Customer,41,M,2,College,Single,$80K - $120K,Blue,35,6,3,3,2647.0,620,2027.0,0.664,2262,47,0.424,0.23399999999999999,0.00029411,0.99971
-92383,Existing Customer,55,F,2,Graduate,Married,Less than $40K,Blue,47,3,1,2,4580.0,1300,3280.0,0.519,1694,34,0.7,0.284,5.5077e-05,0.9999399999999999
-92384,Existing Customer,28,M,0,Post-Graduate,Married,,Blue,13,4,1,2,2608.0,1630,978.0,0.521,1822,33,0.32,0.625,5.5613000000000004e-05,0.9999399999999999
-92385,Existing Customer,31,M,2,,Single,$80K - $120K,Blue,24,6,3,3,34516.0,1180,33336.0,0.8009999999999999,2329,69,0.605,0.034,0.00033251,0.9996700000000001
-92386,Existing Customer,39,F,2,,Married,Less than $40K,Blue,19,5,3,1,3156.0,2095,1061.0,1.281,2739,56,0.75,0.664,0.00011924,0.9998799999999999
-92387,Existing Customer,44,F,3,Graduate,Married,,Blue,31,5,2,0,24936.0,2053,22883.0,0.716,1810,38,0.727,0.08199999999999999,4.3568e-05,0.9999600000000001
-92388,Existing Customer,55,M,3,College,Married,$80K - $120K,Blue,42,3,2,1,26101.0,614,25487.0,0.397,1472,48,0.41200000000000003,0.024,6.9248e-05,0.9999299999999999
-92389,Existing Customer,57,M,3,College,Married,$80K - $120K,Blue,45,6,3,4,14270.0,0,14270.0,0.39799999999999996,1222,37,0.423,0.0,0.00052057,0.9994799999999999
+92381,Existing Customer,38,F,4,Graduate,Married,$40K - $60K,Blue,22,4,3,4,2997.0,1969,1028.0,1.235,2807,60,0.714,0.657,0.00054115,0.99946
+92382,Existing Customer,41,M,2,College,Single,$80K - $120K,Blue,35,6,3,3,2647.0,620,2027.0,0.664,2262,47,0.424,0.234,0.00029411,0.99971
+92383,Existing Customer,55,F,2,Graduate,Married,Less than $40K,Blue,47,3,1,2,4580.0,1300,3280.0,0.519,1694,34,0.7,0.284,5.5077e-05,0.99994
+92384,Existing Customer,28,M,0,Post-Graduate,Married,,Blue,13,4,1,2,2608.0,1630,978.0,0.521,1822,33,0.32,0.625,5.5613e-05,0.99994
+92385,Existing Customer,31,M,2,,Single,$80K - $120K,Blue,24,6,3,3,34516.0,1180,33336.0,0.801,2329,69,0.605,0.034,0.00033251,0.99967
+92386,Existing Customer,39,F,2,,Married,Less than $40K,Blue,19,5,3,1,3156.0,2095,1061.0,1.281,2739,56,0.75,0.664,0.00011924,0.99988
+92387,Existing Customer,44,F,3,Graduate,Married,,Blue,31,5,2,0,24936.0,2053,22883.0,0.716,1810,38,0.727,0.082,4.3568e-05,0.99996
+92388,Existing Customer,55,M,3,College,Married,$80K - $120K,Blue,42,3,2,1,26101.0,614,25487.0,0.397,1472,48,0.412,0.024,6.9248e-05,0.99993
+92389,Existing Customer,57,M,3,College,Married,$80K - $120K,Blue,45,6,3,4,14270.0,0,14270.0,0.398,1222,37,0.423,0.0,0.00052057,0.99948
 92390,Existing Customer,28,M,0,High School,Married,,Blue,21,5,3,5,25618.0,1209,24409.0,1.228,2157,49,1.882,0.047,0.00074474,0.99926
-92391,Existing Customer,35,F,2,Graduate,Married,Less than $40K,Blue,21,5,1,2,3230.0,2517,713.0,0.677,1914,31,0.348,0.779,5.5077e-05,0.9999399999999999
-92392,Existing Customer,46,F,4,College,Married,Less than $40K,Blue,38,3,3,3,8881.0,1865,7016.0,1.2790000000000001,2632,54,1.077,0.21,0.00030845,0.99969
-92393,Existing Customer,65,F,1,Uneducated,Single,,Blue,51,3,3,5,11037.0,1491,9546.0,0.6509999999999999,2429,63,0.75,0.135,0.00086149,0.9991399999999999
-92394,Existing Customer,50,F,2,Uneducated,Married,,Blue,44,6,2,5,16763.0,0,16763.0,0.88,3626,69,0.6829999999999999,0.0,0.00058091,0.9994200000000001
+92391,Existing Customer,35,F,2,Graduate,Married,Less than $40K,Blue,21,5,1,2,3230.0,2517,713.0,0.677,1914,31,0.348,0.779,5.5077e-05,0.99994
+92392,Existing Customer,46,F,4,College,Married,Less than $40K,Blue,38,3,3,3,8881.0,1865,7016.0,1.279,2632,54,1.077,0.21,0.00030845,0.99969
+92393,Existing Customer,65,F,1,Uneducated,Single,,Blue,51,3,3,5,11037.0,1491,9546.0,0.651,2429,63,0.75,0.135,0.00086149,0.99914
+92394,Existing Customer,50,F,2,Uneducated,Married,,Blue,44,6,2,5,16763.0,0,16763.0,0.88,3626,69,0.683,0.0,0.00058091,0.99942
 92395,Existing Customer,31,M,0,Uneducated,Divorced,$40K - $60K,Blue,21,6,2,2,2621.0,1461,1160.0,0.775,2718,71,0.775,0.557,0.00010043,0.9999
-92396,Existing Customer,49,M,2,,Single,$80K - $120K,Blue,43,3,3,5,4939.0,1190,3749.0,0.557,3764,64,0.524,0.24100000000000002,0.00098108,0.99902
-92397,Existing Customer,50,F,3,College,Single,Less than $40K,Blue,32,5,3,4,4419.0,1218,3201.0,0.879,4535,75,0.562,0.276,0.00052057,0.9994799999999999
-92398,Existing Customer,44,F,4,High School,Divorced,Less than $40K,Blue,39,5,1,4,9235.0,1796,7439.0,0.958,1739,42,0.44799999999999995,0.19399999999999998,0.00016112,0.99984
-92399,Existing Customer,63,F,1,High School,Married,Less than $40K,Blue,56,6,1,3,3055.0,1685,1370.0,0.541,1405,40,0.48100000000000004,0.552,8.453e-05,0.99992
-92400,Existing Customer,41,M,1,Graduate,Divorced,$80K - $120K,Blue,35,6,2,3,19412.0,770,18642.0,0.755,1576,41,0.9520000000000001,0.04,0.00017969,0.99982
-92401,Existing Customer,56,M,1,,Married,$80K - $120K,Blue,36,6,1,3,12786.0,1880,10906.0,0.7020000000000001,1205,19,0.462,0.147,9.557700000000001e-05,0.9999
+92396,Existing Customer,49,M,2,,Single,$80K - $120K,Blue,43,3,3,5,4939.0,1190,3749.0,0.557,3764,64,0.524,0.241,0.00098108,0.99902
+92397,Existing Customer,50,F,3,College,Single,Less than $40K,Blue,32,5,3,4,4419.0,1218,3201.0,0.879,4535,75,0.562,0.276,0.00052057,0.99948
+92398,Existing Customer,44,F,4,High School,Divorced,Less than $40K,Blue,39,5,1,4,9235.0,1796,7439.0,0.958,1739,42,0.448,0.194,0.00016112,0.99984
+92399,Existing Customer,63,F,1,High School,Married,Less than $40K,Blue,56,6,1,3,3055.0,1685,1370.0,0.541,1405,40,0.481,0.552,8.453e-05,0.99992
+92400,Existing Customer,41,M,1,Graduate,Divorced,$80K - $120K,Blue,35,6,2,3,19412.0,770,18642.0,0.755,1576,41,0.952,0.04,0.00017969,0.99982
+92401,Existing Customer,56,M,1,,Married,$80K - $120K,Blue,36,6,1,3,12786.0,1880,10906.0,0.702,1205,19,0.462,0.147,9.5577e-05,0.9999
 92402,Existing Customer,55,M,1,Graduate,Married,$60K - $80K,Blue,36,4,2,3,4666.0,1275,3391.0,0.397,1281,28,0.75,0.273,0.00017969,0.99982
-92403,Existing Customer,48,F,4,College,Single,Less than $40K,Blue,38,4,3,3,4894.0,1505,3389.0,0.78,3277,67,0.5579999999999999,0.308,0.00030845,0.99969
-92404,Existing Customer,35,M,2,High School,Single,$120K +,Blue,36,4,2,3,27389.0,1250,26139.0,0.6409999999999999,2754,60,0.46299999999999997,0.046,0.0001861,0.9998100000000001
+92403,Existing Customer,48,F,4,College,Single,Less than $40K,Blue,38,4,3,3,4894.0,1505,3389.0,0.78,3277,67,0.558,0.308,0.00030845,0.99969
+92404,Existing Customer,35,M,2,High School,Single,$120K +,Blue,36,4,2,3,27389.0,1250,26139.0,0.641,2754,60,0.463,0.046,0.0001861,0.99981
 92405,Existing Customer,30,F,0,Post-Graduate,Single,Less than $40K,Blue,18,6,3,2,2132.0,797,1335.0,0.779,3265,74,0.574,0.374,0.00018162,0.99982
-92406,Existing Customer,37,M,3,High School,Single,$80K - $120K,Blue,24,5,3,2,6590.0,0,6590.0,0.7140000000000001,2449,67,0.634,0.0,0.00018145,0.99982
-92407,Existing Customer,53,F,2,Graduate,Married,Less than $40K,Blue,36,6,1,3,3176.0,1470,1706.0,0.38799999999999996,1634,53,0.47200000000000003,0.46299999999999997,9.2637e-05,0.9999100000000001
-92408,Existing Customer,37,M,1,Graduate,Single,$60K - $80K,Blue,27,4,1,3,4288.0,2349,1939.0,0.718,2591,57,0.541,0.5479999999999999,8.6952e-05,0.9999100000000001
-92409,Existing Customer,65,F,0,Uneducated,Single,,Blue,56,5,3,5,20130.0,2355,17775.0,0.716,2444,49,0.633,0.11699999999999999,0.00078765,0.99921
-92410,Existing Customer,48,M,2,Doctorate,Single,Less than $40K,Blue,43,3,3,2,5945.0,1685,4260.0,0.9,3598,67,0.718,0.28300000000000003,0.00026028,0.99974
-92411,Existing Customer,37,M,1,Graduate,Married,$40K - $60K,Blue,17,3,1,4,3350.0,0,3350.0,1.3159999999999998,2849,61,0.6940000000000001,0.0,0.00014834,0.99985
-92412,Existing Customer,35,M,1,High School,Married,$60K - $80K,Blue,26,4,3,2,4008.0,1841,2167.0,1.504,2794,58,1.148,0.45899999999999996,0.00016413,0.99984
-92413,Existing Customer,35,F,3,Graduate,Single,Less than $40K,Blue,27,3,3,2,5780.0,938,4842.0,0.988,2960,65,0.757,0.162,0.00018665,0.9998100000000001
-92414,Existing Customer,49,F,2,High School,,$40K - $60K,Blue,38,4,1,2,2497.0,1674,823.0,0.701,2922,53,0.963,0.67,5.3541999999999997e-05,0.99995
-92415,Existing Customer,26,F,0,High School,Single,,Blue,13,3,3,4,10286.0,2286,8000.0,0.6709999999999999,2564,57,0.462,0.222,0.00043049,0.9995700000000001
-92416,Existing Customer,58,M,1,,Married,$60K - $80K,Blue,36,3,1,3,2347.0,2163,184.0,0.615,1631,40,0.29,0.922,9.557700000000001e-05,0.9999
-92417,Existing Customer,29,F,2,Uneducated,Single,,Blue,18,4,1,2,23125.0,1236,21889.0,0.995,2536,69,0.865,0.053,5.663e-05,0.9999399999999999
-92418,Existing Customer,58,F,2,,Married,Less than $40K,Blue,43,6,2,2,3034.0,2517,517.0,0.63,1617,29,1.4169999999999998,0.83,0.00012511,0.99987
-92419,Existing Customer,33,M,2,College,Single,$80K - $120K,Blue,23,3,4,3,7081.0,1874,5207.0,0.6990000000000001,2249,47,1.35,0.265,0.00035543,0.99964
-92420,Existing Customer,36,M,2,Graduate,Married,$40K - $60K,Blue,28,5,1,3,6824.0,1873,4951.0,0.563,1933,48,0.655,0.27399999999999997,9.2637e-05,0.9999100000000001
-92421,Existing Customer,47,F,3,Doctorate,Married,Less than $40K,Blue,36,4,3,4,1438.3,772,666.3,1.4509999999999998,2250,40,0.905,0.537,0.00077466,0.99923
+92406,Existing Customer,37,M,3,High School,Single,$80K - $120K,Blue,24,5,3,2,6590.0,0,6590.0,0.714,2449,67,0.634,0.0,0.00018145,0.99982
+92407,Existing Customer,53,F,2,Graduate,Married,Less than $40K,Blue,36,6,1,3,3176.0,1470,1706.0,0.388,1634,53,0.472,0.463,9.2637e-05,0.99991
+92408,Existing Customer,37,M,1,Graduate,Single,$60K - $80K,Blue,27,4,1,3,4288.0,2349,1939.0,0.718,2591,57,0.541,0.548,8.6952e-05,0.99991
+92409,Existing Customer,65,F,0,Uneducated,Single,,Blue,56,5,3,5,20130.0,2355,17775.0,0.716,2444,49,0.633,0.117,0.00078765,0.99921
+92410,Existing Customer,48,M,2,Doctorate,Single,Less than $40K,Blue,43,3,3,2,5945.0,1685,4260.0,0.9,3598,67,0.718,0.283,0.00026028,0.99974
+92411,Existing Customer,37,M,1,Graduate,Married,$40K - $60K,Blue,17,3,1,4,3350.0,0,3350.0,1.316,2849,61,0.694,0.0,0.00014834,0.99985
+92412,Existing Customer,35,M,1,High School,Married,$60K - $80K,Blue,26,4,3,2,4008.0,1841,2167.0,1.504,2794,58,1.148,0.459,0.00016413,0.99984
+92413,Existing Customer,35,F,3,Graduate,Single,Less than $40K,Blue,27,3,3,2,5780.0,938,4842.0,0.988,2960,65,0.757,0.162,0.00018665,0.99981
+92414,Existing Customer,49,F,2,High School,,$40K - $60K,Blue,38,4,1,2,2497.0,1674,823.0,0.701,2922,53,0.963,0.67,5.3542e-05,0.99995
+92415,Existing Customer,26,F,0,High School,Single,,Blue,13,3,3,4,10286.0,2286,8000.0,0.671,2564,57,0.462,0.222,0.00043049,0.99957
+92416,Existing Customer,58,M,1,,Married,$60K - $80K,Blue,36,3,1,3,2347.0,2163,184.0,0.615,1631,40,0.29,0.922,9.5577e-05,0.9999
+92417,Existing Customer,29,F,2,Uneducated,Single,,Blue,18,4,1,2,23125.0,1236,21889.0,0.995,2536,69,0.865,0.053,5.663e-05,0.99994
+92418,Existing Customer,58,F,2,,Married,Less than $40K,Blue,43,6,2,2,3034.0,2517,517.0,0.63,1617,29,1.417,0.83,0.00012511,0.99987
+92419,Existing Customer,33,M,2,College,Single,$80K - $120K,Blue,23,3,4,3,7081.0,1874,5207.0,0.699,2249,47,1.35,0.265,0.00035543,0.99964
+92420,Existing Customer,36,M,2,Graduate,Married,$40K - $60K,Blue,28,5,1,3,6824.0,1873,4951.0,0.563,1933,48,0.655,0.274,9.2637e-05,0.99991
+92421,Existing Customer,47,F,3,Doctorate,Married,Less than $40K,Blue,36,4,3,4,1438.3,772,666.3,1.451,2250,40,0.905,0.537,0.00077466,0.99923
 92422,Existing Customer,41,M,2,Graduate,Married,Less than $40K,Blue,29,3,2,2,2683.0,1738,945.0,0.745,2274,52,0.733,0.648,0.00011382,0.99989
-92423,Existing Customer,46,M,4,Graduate,Single,$60K - $80K,Blue,40,5,2,1,12280.0,985,11295.0,0.841,4263,70,1.0,0.08,7.1987e-05,0.9999299999999999
-92424,Existing Customer,58,M,4,Graduate,Married,$60K - $80K,Blue,36,3,2,2,14607.0,1480,13127.0,0.34600000000000003,1393,38,0.462,0.10099999999999999,0.00011937,0.9998799999999999
+92423,Existing Customer,46,M,4,Graduate,Single,$60K - $80K,Blue,40,5,2,1,12280.0,985,11295.0,0.841,4263,70,1.0,0.08,7.1987e-05,0.99993
+92424,Existing Customer,58,M,4,Graduate,Married,$60K - $80K,Blue,36,3,2,2,14607.0,1480,13127.0,0.346,1393,38,0.462,0.101,0.00011937,0.99988
 92425,Existing Customer,53,F,1,Doctorate,Single,Less than $40K,Blue,48,4,3,3,2267.0,1469,798.0,0.716,3709,64,0.684,0.648,0.00041087,0.99959
-92426,Existing Customer,54,F,3,,Married,Less than $40K,Blue,36,6,2,4,2556.0,2260,296.0,0.48700000000000004,1401,30,0.579,0.884,0.00037246,0.9996299999999999
+92426,Existing Customer,54,F,3,,Married,Less than $40K,Blue,36,6,2,4,2556.0,2260,296.0,0.487,1401,30,0.579,0.884,0.00037246,0.99963
 92427,Existing Customer,39,F,1,Uneducated,Divorced,,Blue,34,4,1,2,12512.0,666,11846.0,0.914,2995,60,0.875,0.053,5.3155e-05,0.99995
 92428,Existing Customer,49,M,2,Graduate,Married,$80K - $120K,Blue,39,3,2,2,11332.0,946,10386.0,0.857,3806,65,0.667,0.083,0.00011382,0.99989
-92429,Existing Customer,35,F,3,High School,Married,Less than $40K,Blue,23,3,3,4,3073.0,526,2547.0,0.7020000000000001,1944,55,0.618,0.171,0.00052052,0.9994799999999999
-92430,Existing Customer,47,M,3,College,Married,$120K +,Silver,27,6,3,3,34516.0,2315,32201.0,0.599,1805,46,0.7040000000000001,0.067,0.00027576,0.99972
-92431,Existing Customer,38,M,3,Graduate,Married,$60K - $80K,Blue,34,6,3,3,5323.0,2301,3022.0,0.68,1783,33,0.65,0.43200000000000005,0.0003139,0.99969
+92429,Existing Customer,35,F,3,High School,Married,Less than $40K,Blue,23,3,3,4,3073.0,526,2547.0,0.702,1944,55,0.618,0.171,0.00052052,0.99948
+92430,Existing Customer,47,M,3,College,Married,$120K +,Silver,27,6,3,3,34516.0,2315,32201.0,0.599,1805,46,0.704,0.067,0.00027576,0.99972
+92431,Existing Customer,38,M,3,Graduate,Married,$60K - $80K,Blue,34,6,3,3,5323.0,2301,3022.0,0.68,1783,33,0.65,0.432,0.0003139,0.99969
 92432,Existing Customer,56,M,1,Graduate,Married,$80K - $120K,Blue,44,3,1,0,9078.0,1501,7577.0,0.51,1543,34,0.545,0.165,1.9069e-05,0.99998
-92433,Existing Customer,56,M,2,High School,Married,$120K +,Blue,46,4,1,3,27029.0,1347,25682.0,0.381,1302,27,0.42100000000000004,0.05,9.0056e-05,0.9999100000000001
+92433,Existing Customer,56,M,2,High School,Married,$120K +,Blue,46,4,1,3,27029.0,1347,25682.0,0.381,1302,27,0.421,0.05,9.0056e-05,0.99991
 92434,Existing Customer,38,M,3,High School,Single,$60K - $80K,Blue,25,5,1,4,9859.0,1305,8554.0,0.722,4345,72,0.674,0.132,0.00015942,0.99984
 92435,Attrited Customer,46,M,3,College,Single,$80K - $120K,Blue,39,1,4,3,4026.0,243,3783.0,0.738,1102,27,0.8,0.06,0.9973,0.00270308
-92436,Existing Customer,37,M,1,High School,Single,$40K - $60K,Blue,25,3,2,3,2608.0,1799,809.0,0.732,2565,72,0.636,0.69,0.00017468,0.9998299999999999
-92437,Existing Customer,63,F,0,,Married,Less than $40K,Blue,36,4,1,4,3552.0,2517,1035.0,0.465,1342,26,1.0,0.7090000000000001,0.00014907,0.99985
-92438,Existing Customer,65,F,1,Graduate,Single,Less than $40K,Blue,56,6,2,2,4613.0,1619,2994.0,0.6970000000000001,2328,62,0.722,0.35100000000000003,0.00010684,0.99989
-92439,Existing Customer,38,M,4,College,Married,$80K - $120K,Blue,27,5,2,4,10386.0,1909,8477.0,1.43,2119,52,1.08,0.184,0.00033297,0.9996700000000001
+92436,Existing Customer,37,M,1,High School,Single,$40K - $60K,Blue,25,3,2,3,2608.0,1799,809.0,0.732,2565,72,0.636,0.69,0.00017468,0.99983
+92437,Existing Customer,63,F,0,,Married,Less than $40K,Blue,36,4,1,4,3552.0,2517,1035.0,0.465,1342,26,1.0,0.709,0.00014907,0.99985
+92438,Existing Customer,65,F,1,Graduate,Single,Less than $40K,Blue,56,6,2,2,4613.0,1619,2994.0,0.697,2328,62,0.722,0.351,0.00010684,0.99989
+92439,Existing Customer,38,M,4,College,Married,$80K - $120K,Blue,27,5,2,4,10386.0,1909,8477.0,1.43,2119,52,1.08,0.184,0.00033297,0.99967
 92440,Existing Customer,45,F,4,Doctorate,,,Silver,39,4,1,2,34516.0,1298,33218.0,0.757,1906,39,0.773,0.038,7.5527e-05,0.99992
-92441,Existing Customer,26,M,0,College,Single,$40K - $60K,Blue,36,5,2,3,2657.0,1611,1046.0,0.599,2349,41,0.46399999999999997,0.606,0.00015971,0.99984
-92442,Existing Customer,58,F,2,Graduate,Married,Less than $40K,Blue,44,4,2,3,5031.0,1327,3704.0,0.5529999999999999,1433,34,0.889,0.264,0.00019143,0.9998100000000001
-92443,Attrited Customer,48,M,3,Uneducated,Married,$120K +,Blue,36,5,2,4,34516.0,787,33729.0,0.763,1312,32,0.6,0.023,0.9971399999999999,0.00286097
+92441,Existing Customer,26,M,0,College,Single,$40K - $60K,Blue,36,5,2,3,2657.0,1611,1046.0,0.599,2349,41,0.464,0.606,0.00015971,0.99984
+92442,Existing Customer,58,F,2,Graduate,Married,Less than $40K,Blue,44,4,2,3,5031.0,1327,3704.0,0.553,1433,34,0.889,0.264,0.00019143,0.99981
+92443,Attrited Customer,48,M,3,Uneducated,Married,$120K +,Blue,36,5,2,4,34516.0,787,33729.0,0.763,1312,32,0.6,0.023,0.99714,0.00286097
 92444,Existing Customer,26,F,0,,Single,$40K - $60K,Blue,16,6,2,4,1612.0,835,777.0,0.588,2148,40,0.379,0.518,0.00030803,0.99969
-92445,Existing Customer,48,F,3,Graduate,Single,Less than $40K,Blue,43,6,2,2,2423.0,1773,650.0,0.574,2038,64,0.36200000000000004,0.732,0.00011811,0.9998799999999999
-92446,Attrited Customer,33,M,3,Graduate,Married,$80K - $120K,Blue,36,6,3,5,7140.0,0,7140.0,0.401,916,18,0.2,0.0,0.99892,0.0010775000000000001
-92447,Existing Customer,62,F,0,Doctorate,Married,$40K - $60K,Blue,51,3,3,2,3377.0,948,2429.0,0.461,1407,44,0.467,0.281,0.00022336,0.9997799999999999
-92448,Attrited Customer,55,M,3,Uneducated,Divorced,$80K - $120K,Blue,41,1,3,4,34516.0,2408,32108.0,0.7959999999999999,1187,40,0.6,0.07,0.9981899999999999,0.00181217
-92449,Existing Customer,40,F,2,Graduate,Single,Less than $40K,Blue,29,4,3,2,2295.0,0,2295.0,0.6990000000000001,3292,62,0.8240000000000001,0.0,0.00017987,0.99982
-92450,Existing Customer,46,M,2,High School,Single,$40K - $60K,Blue,41,3,3,2,3150.0,1543,1607.0,0.998,3432,71,0.972,0.49,0.00017486,0.9998299999999999
-92451,Existing Customer,58,M,1,High School,Married,$40K - $60K,Blue,36,3,2,5,2165.0,1135,1030.0,0.7070000000000001,1541,33,0.833,0.524,0.00051556,0.9994799999999999
-92452,Existing Customer,47,M,2,Graduate,,$60K - $80K,Blue,34,3,2,4,4249.0,1562,2687.0,0.773,1881,49,0.815,0.368,0.00032656,0.9996700000000001
+92445,Existing Customer,48,F,3,Graduate,Single,Less than $40K,Blue,43,6,2,2,2423.0,1773,650.0,0.574,2038,64,0.362,0.732,0.00011811,0.99988
+92446,Attrited Customer,33,M,3,Graduate,Married,$80K - $120K,Blue,36,6,3,5,7140.0,0,7140.0,0.401,916,18,0.2,0.0,0.99892,0.0010775
+92447,Existing Customer,62,F,0,Doctorate,Married,$40K - $60K,Blue,51,3,3,2,3377.0,948,2429.0,0.461,1407,44,0.467,0.281,0.00022336,0.99978
+92448,Attrited Customer,55,M,3,Uneducated,Divorced,$80K - $120K,Blue,41,1,3,4,34516.0,2408,32108.0,0.796,1187,40,0.6,0.07,0.99819,0.00181217
+92449,Existing Customer,40,F,2,Graduate,Single,Less than $40K,Blue,29,4,3,2,2295.0,0,2295.0,0.699,3292,62,0.824,0.0,0.00017987,0.99982
+92450,Existing Customer,46,M,2,High School,Single,$40K - $60K,Blue,41,3,3,2,3150.0,1543,1607.0,0.998,3432,71,0.972,0.49,0.00017486,0.99983
+92451,Existing Customer,58,M,1,High School,Married,$40K - $60K,Blue,36,3,2,5,2165.0,1135,1030.0,0.707,1541,33,0.833,0.524,0.00051556,0.99948
+92452,Existing Customer,47,M,2,Graduate,,$60K - $80K,Blue,34,3,2,4,4249.0,1562,2687.0,0.773,1881,49,0.815,0.368,0.00032656,0.99967
 92453,Existing Customer,50,M,2,,Divorced,$60K - $80K,Blue,41,6,1,3,2966.0,1433,1533.0,0.49,1986,50,0.613,0.483,0.00010183,0.9999
-92454,Existing Customer,53,M,1,Graduate,Married,$120K +,Blue,41,6,3,2,1612.0,744,868.0,0.636,1564,33,0.5,0.462,0.00016883,0.9998299999999999
-92455,Existing Customer,45,M,3,Graduate,Married,$60K - $80K,Blue,36,3,1,3,14593.0,1504,13089.0,0.6679999999999999,3447,72,0.895,0.10300000000000001,9.612600000000001e-05,0.9999
-92456,Existing Customer,48,M,4,Uneducated,Single,$40K - $60K,Blue,38,6,3,2,8327.0,1551,6776.0,0.46299999999999997,4428,82,0.8220000000000001,0.18600000000000003,0.00019396,0.9998100000000001
-92457,Existing Customer,43,M,3,Post-Graduate,Married,$60K - $80K,Gold,37,6,1,2,34516.0,1580,32936.0,0.7070000000000001,4149,86,0.755,0.046,7.7478e-05,0.99992
-92458,Existing Customer,60,M,0,Uneducated,Married,$60K - $80K,Blue,55,6,1,2,6479.0,1393,5086.0,0.46799999999999997,1618,47,0.958,0.215,4.8595e-05,0.99995
-92459,Existing Customer,56,M,2,High School,Married,$120K +,Blue,41,4,1,3,18442.0,1470,16972.0,0.491,1281,36,0.8,0.08,9.0056e-05,0.9999100000000001
+92454,Existing Customer,53,M,1,Graduate,Married,$120K +,Blue,41,6,3,2,1612.0,744,868.0,0.636,1564,33,0.5,0.462,0.00016883,0.99983
+92455,Existing Customer,45,M,3,Graduate,Married,$60K - $80K,Blue,36,3,1,3,14593.0,1504,13089.0,0.668,3447,72,0.895,0.103,9.6126e-05,0.9999
+92456,Existing Customer,48,M,4,Uneducated,Single,$40K - $60K,Blue,38,6,3,2,8327.0,1551,6776.0,0.463,4428,82,0.822,0.186,0.00019396,0.99981
+92457,Existing Customer,43,M,3,Post-Graduate,Married,$60K - $80K,Gold,37,6,1,2,34516.0,1580,32936.0,0.707,4149,86,0.755,0.046,7.7478e-05,0.99992
+92458,Existing Customer,60,M,0,Uneducated,Married,$60K - $80K,Blue,55,6,1,2,6479.0,1393,5086.0,0.468,1618,47,0.958,0.215,4.8595e-05,0.99995
+92459,Existing Customer,56,M,2,High School,Married,$120K +,Blue,41,4,1,3,18442.0,1470,16972.0,0.491,1281,36,0.8,0.08,9.0056e-05,0.99991
 92460,Existing Customer,43,F,3,College,Married,$40K - $60K,Blue,31,5,3,2,2800.0,2517,283.0,0.816,1994,41,0.64,0.899,0.00018146,0.99982
-92461,Existing Customer,57,F,3,High School,Married,Less than $40K,Blue,36,6,2,3,3032.0,2215,817.0,0.408,1387,30,0.579,0.731,0.00019311,0.9998100000000001
-92462,Existing Customer,52,F,1,Uneducated,Married,$40K - $60K,Blue,47,6,3,3,2151.0,1338,813.0,0.9259999999999999,3446,58,1.0,0.622,0.00029196,0.99971
-92463,Existing Customer,56,F,1,,Married,,Blue,36,6,3,2,24073.0,1084,22989.0,0.847,1341,37,1.176,0.045,0.00018558,0.9998100000000001
-92464,Attrited Customer,43,M,1,Graduate,Married,$80K - $120K,Blue,37,4,2,3,25517.0,321,25196.0,0.769,2508,44,0.294,0.013000000000000001,0.9944700000000001,0.005529999999999999
-92465,Existing Customer,38,M,3,Graduate,Married,$60K - $80K,Blue,32,3,1,2,7709.0,2227,5482.0,1.295,2520,61,0.848,0.289,5.7151e-05,0.9999399999999999
+92461,Existing Customer,57,F,3,High School,Married,Less than $40K,Blue,36,6,2,3,3032.0,2215,817.0,0.408,1387,30,0.579,0.731,0.00019311,0.99981
+92462,Existing Customer,52,F,1,Uneducated,Married,$40K - $60K,Blue,47,6,3,3,2151.0,1338,813.0,0.926,3446,58,1.0,0.622,0.00029196,0.99971
+92463,Existing Customer,56,F,1,,Married,,Blue,36,6,3,2,24073.0,1084,22989.0,0.847,1341,37,1.176,0.045,0.00018558,0.99981
+92464,Attrited Customer,43,M,1,Graduate,Married,$80K - $120K,Blue,37,4,2,3,25517.0,321,25196.0,0.769,2508,44,0.294,0.013,0.99447,0.00553
+92465,Existing Customer,38,M,3,Graduate,Married,$60K - $80K,Blue,32,3,1,2,7709.0,2227,5482.0,1.295,2520,61,0.848,0.289,5.7151e-05,0.99994
 92466,Existing Customer,53,M,2,College,Married,$40K - $60K,Blue,33,3,3,1,4065.0,2180,1885.0,0.321,1271,36,0.2,0.536,0.00010546,0.99989
 92467,Existing Customer,52,F,1,Graduate,Divorced,,Blue,35,3,2,4,13169.0,1499,11670.0,0.603,4370,83,0.537,0.114,0.00030653,0.99969
-92468,Existing Customer,58,M,2,College,Married,$80K - $120K,Blue,44,3,2,2,11811.0,2508,9303.0,0.47600000000000003,1469,29,0.812,0.212,0.00011066,0.99989
-92469,Existing Customer,34,F,3,College,Single,Less than $40K,Blue,36,3,6,1,7440.0,704,6736.0,0.551,2251,63,0.537,0.095,8.6389e-05,0.9999100000000001
+92468,Existing Customer,58,M,2,College,Married,$80K - $120K,Blue,44,3,2,2,11811.0,2508,9303.0,0.476,1469,29,0.812,0.212,0.00011066,0.99989
+92469,Existing Customer,34,F,3,College,Single,Less than $40K,Blue,36,3,6,1,7440.0,704,6736.0,0.551,2251,63,0.537,0.095,8.6389e-05,0.99991
 92470,Existing Customer,36,M,1,High School,Single,$40K - $60K,Blue,20,5,1,2,12714.0,976,11738.0,0.649,2240,53,0.395,0.077,5.0256e-05,0.99995
-92471,Existing Customer,55,F,0,Graduate,Single,$40K - $60K,Blue,35,5,1,3,3735.0,1978,1757.0,0.675,1749,41,0.5770000000000001,0.53,7.9494e-05,0.99992
+92471,Existing Customer,55,F,0,Graduate,Single,$40K - $60K,Blue,35,5,1,3,3735.0,1978,1757.0,0.675,1749,41,0.577,0.53,7.9494e-05,0.99992
 92472,Existing Customer,54,M,1,Uneducated,Married,$80K - $120K,Blue,43,3,1,4,25882.0,1699,24183.0,0.428,1736,48,0.371,0.066,0.00015252,0.99985
-92473,Existing Customer,36,M,2,College,Married,$40K - $60K,Blue,36,4,3,1,3877.0,1495,2382.0,0.7829999999999999,1942,42,0.75,0.386,0.00010546,0.99989
-92474,Existing Customer,35,F,2,Graduate,Single,,Blue,27,4,3,0,3280.0,1806,1474.0,0.963,2534,78,0.95,0.551,6.6354e-05,0.9999299999999999
-92475,Existing Customer,53,M,2,Graduate,Married,$120K +,Blue,36,5,1,3,11023.0,0,11023.0,0.539,1656,41,0.36700000000000005,0.0,9.2637e-05,0.9999100000000001
-92476,Existing Customer,48,F,3,Graduate,,Less than $40K,Blue,36,4,2,2,6182.0,1131,5051.0,0.5660000000000001,3546,63,0.615,0.183,0.00011811,0.9998799999999999
+92473,Existing Customer,36,M,2,College,Married,$40K - $60K,Blue,36,4,3,1,3877.0,1495,2382.0,0.783,1942,42,0.75,0.386,0.00010546,0.99989
+92474,Existing Customer,35,F,2,Graduate,Single,,Blue,27,4,3,0,3280.0,1806,1474.0,0.963,2534,78,0.95,0.551,6.6354e-05,0.99993
+92475,Existing Customer,53,M,2,Graduate,Married,$120K +,Blue,36,5,1,3,11023.0,0,11023.0,0.539,1656,41,0.367,0.0,9.2637e-05,0.99991
+92476,Existing Customer,48,F,3,Graduate,,Less than $40K,Blue,36,4,2,2,6182.0,1131,5051.0,0.566,3546,63,0.615,0.183,0.00011811,0.99988
 92477,Existing Customer,37,M,3,Uneducated,Single,$40K - $60K,Blue,19,3,3,4,2186.0,1185,1001.0,0.998,2614,67,0.861,0.542,0.00055052,0.99945
 92478,Existing Customer,45,M,3,Uneducated,Single,$80K - $120K,Blue,39,3,1,0,17996.0,864,17132.0,0.597,1589,30,0.667,0.048,2.1676e-05,0.99998
-92479,Existing Customer,54,F,1,High School,Married,Less than $40K,Blue,43,6,2,3,2306.0,2200,106.0,0.6970000000000001,2097,57,0.541,0.9540000000000001,0.00017468,0.9998299999999999
-92480,Existing Customer,38,M,2,High School,Single,$60K - $80K,Silver,30,4,3,4,26556.0,1583,24973.0,0.6940000000000001,3168,73,0.738,0.06,0.00045327,0.99955
-92481,Existing Customer,35,F,2,College,Married,Less than $40K,Blue,18,3,3,2,5779.0,2517,3262.0,1.2009999999999998,2102,32,1.133,0.436,0.00017488,0.9998299999999999
-92482,Existing Customer,36,F,1,Uneducated,Single,Less than $40K,Blue,30,6,1,2,5494.0,2078,3416.0,0.79,2661,58,0.871,0.37799999999999995,5.3155e-05,0.99995
+92479,Existing Customer,54,F,1,High School,Married,Less than $40K,Blue,43,6,2,3,2306.0,2200,106.0,0.697,2097,57,0.541,0.954,0.00017468,0.99983
+92480,Existing Customer,38,M,2,High School,Single,$60K - $80K,Silver,30,4,3,4,26556.0,1583,24973.0,0.694,3168,73,0.738,0.06,0.00045327,0.99955
+92481,Existing Customer,35,F,2,College,Married,Less than $40K,Blue,18,3,3,2,5779.0,2517,3262.0,1.201,2102,32,1.133,0.436,0.00017488,0.99983
+92482,Existing Customer,36,F,1,Uneducated,Single,Less than $40K,Blue,30,6,1,2,5494.0,2078,3416.0,0.79,2661,58,0.871,0.378,5.3155e-05,0.99995
 92483,Existing Customer,33,M,1,Post-Graduate,Married,$120K +,Blue,14,6,1,0,7571.0,2264,5307.0,0.696,2273,49,0.485,0.299,2.2438e-05,0.99998
 92484,Existing Customer,28,M,1,High School,Single,Less than $40K,Blue,14,4,3,1,2897.0,1398,1499.0,0.907,2698,73,0.872,0.483,9.8983e-05,0.9999
 92485,Existing Customer,36,F,2,Uneducated,Single,$40K - $60K,Blue,26,3,2,4,3131.0,2379,752.0,0.748,2315,63,0.853,0.76,0.00033577,0.99966
-92486,Existing Customer,34,F,3,College,Divorced,Less than $40K,Blue,27,3,3,2,4274.0,2517,1757.0,0.6659999999999999,2257,54,0.8,0.589,0.00018146,0.99982
-92487,Existing Customer,55,M,0,Doctorate,Married,$60K - $80K,Blue,36,4,6,4,4980.0,906,4074.0,0.721,2273,66,0.8859999999999999,0.182,0.00050583,0.99949
-92488,Existing Customer,61,F,0,Post-Graduate,Married,Less than $40K,Blue,48,3,3,3,3156.0,2155,1001.0,0.43799999999999994,1376,44,0.5710000000000001,0.6829999999999999,0.00030545,0.99969
-92489,Existing Customer,44,F,2,Graduate,Married,Less than $40K,Blue,39,5,1,0,6861.0,2101,4760.0,0.46399999999999997,3974,63,0.909,0.306,2.0316e-05,0.99998
-92490,Existing Customer,54,M,1,Graduate,Married,$80K - $120K,Blue,46,3,3,2,15554.0,2497,13057.0,1.0270000000000001,2836,61,0.605,0.161,0.00016883,0.9998299999999999
-92491,Existing Customer,39,M,2,High School,Married,$80K - $120K,Blue,28,3,2,4,26570.0,1915,24655.0,1.454,2118,33,1.062,0.07200000000000001,0.00031746,0.9996799999999999
-92492,Existing Customer,51,M,1,,Married,$60K - $80K,Blue,36,3,2,4,22224.0,979,21245.0,1.255,3346,69,1.156,0.044000000000000004,0.00033692,0.99966
-92493,Existing Customer,47,M,2,,Single,$80K - $120K,Blue,41,6,2,4,10606.0,1713,8893.0,0.899,2694,61,0.9059999999999999,0.162,0.00035894,0.99964
-92494,Existing Customer,37,F,1,High School,Married,$40K - $60K,Blue,25,4,3,4,5865.0,2517,3348.0,1.348,2623,47,1.35,0.429,0.00047086,0.9995299999999999
-92495,Existing Customer,47,F,3,Graduate,,$40K - $60K,Blue,36,5,2,3,5369.0,1854,3515.0,0.9590000000000001,1898,50,0.7859999999999999,0.345,0.00019864,0.9998
+92486,Existing Customer,34,F,3,College,Divorced,Less than $40K,Blue,27,3,3,2,4274.0,2517,1757.0,0.666,2257,54,0.8,0.589,0.00018146,0.99982
+92487,Existing Customer,55,M,0,Doctorate,Married,$60K - $80K,Blue,36,4,6,4,4980.0,906,4074.0,0.721,2273,66,0.886,0.182,0.00050583,0.99949
+92488,Existing Customer,61,F,0,Post-Graduate,Married,Less than $40K,Blue,48,3,3,3,3156.0,2155,1001.0,0.438,1376,44,0.571,0.683,0.00030545,0.99969
+92489,Existing Customer,44,F,2,Graduate,Married,Less than $40K,Blue,39,5,1,0,6861.0,2101,4760.0,0.464,3974,63,0.909,0.306,2.0316e-05,0.99998
+92490,Existing Customer,54,M,1,Graduate,Married,$80K - $120K,Blue,46,3,3,2,15554.0,2497,13057.0,1.027,2836,61,0.605,0.161,0.00016883,0.99983
+92491,Existing Customer,39,M,2,High School,Married,$80K - $120K,Blue,28,3,2,4,26570.0,1915,24655.0,1.454,2118,33,1.062,0.072,0.00031746,0.99968
+92492,Existing Customer,51,M,1,,Married,$60K - $80K,Blue,36,3,2,4,22224.0,979,21245.0,1.255,3346,69,1.156,0.044,0.00033692,0.99966
+92493,Existing Customer,47,M,2,,Single,$80K - $120K,Blue,41,6,2,4,10606.0,1713,8893.0,0.899,2694,61,0.906,0.162,0.00035894,0.99964
+92494,Existing Customer,37,F,1,High School,Married,$40K - $60K,Blue,25,4,3,4,5865.0,2517,3348.0,1.348,2623,47,1.35,0.429,0.00047086,0.99953
+92495,Existing Customer,47,F,3,Graduate,,$40K - $60K,Blue,36,5,2,3,5369.0,1854,3515.0,0.959,1898,50,0.786,0.345,0.00019864,0.9998
 92496,Existing Customer,56,M,3,Uneducated,Married,$120K +,Blue,43,5,1,5,5188.0,753,4435.0,0.591,1540,30,0.429,0.145,0.00029175,0.99971
-92497,Existing Customer,53,M,1,Graduate,Single,$80K - $120K,Blue,36,4,2,4,17742.0,1463,16279.0,0.8029999999999999,3369,55,0.774,0.08199999999999999,0.00030653,0.99969
-92498,Existing Customer,62,M,0,Graduate,Married,$40K - $60K,Blue,48,5,1,5,2591.0,0,2591.0,0.601,2123,56,0.6970000000000001,0.0,0.00023467,0.99977
+92497,Existing Customer,53,M,1,Graduate,Single,$80K - $120K,Blue,36,4,2,4,17742.0,1463,16279.0,0.803,3369,55,0.774,0.082,0.00030653,0.99969
+92498,Existing Customer,62,M,0,Graduate,Married,$40K - $60K,Blue,48,5,1,5,2591.0,0,2591.0,0.601,2123,56,0.697,0.0,0.00023467,0.99977
 92499,Existing Customer,58,F,3,Graduate,Married,Less than $40K,Blue,48,6,2,3,2800.0,1834,966.0,0.615,1571,36,0.636,0.655,0.00019864,0.9998
-92500,Existing Customer,57,M,1,High School,Married,$80K - $120K,Blue,36,3,2,2,6543.0,2260,4283.0,0.44799999999999995,1519,31,0.632,0.345,0.00010386,0.9999
+92500,Existing Customer,57,M,1,High School,Married,$80K - $120K,Blue,36,3,2,2,6543.0,2260,4283.0,0.448,1519,31,0.632,0.345,0.00010386,0.9999
 92501,Existing Customer,54,F,1,Doctorate,Single,,Blue,36,6,3,4,26053.0,829,25224.0,0.669,2768,70,0.628,0.032,0.00070078,0.9993
 92502,Existing Customer,33,F,3,College,Single,$40K - $60K,Blue,26,6,3,5,6316.0,1344,4972.0,0.823,2401,71,0.732,0.213,0.00090051,0.9991
 92503,Existing Customer,54,F,1,Graduate,Married,Less than $40K,Blue,41,3,2,4,4658.0,588,4070.0,0.856,1351,30,1.5,0.126,0.00030653,0.99969
 92504,Existing Customer,30,M,0,Graduate,Divorced,$60K - $80K,Blue,22,3,3,3,6476.0,0,6476.0,0.551,2723,66,0.65,0.0,0.0002596,0.99974
 92505,Existing Customer,36,F,2,High School,Single,Less than $40K,Blue,36,6,2,5,8087.0,1263,6824.0,0.615,2429,69,0.643,0.156,0.00054925,0.99945
-92506,Existing Customer,60,M,2,Graduate,Married,$60K - $80K,Blue,50,3,1,2,9033.0,845,8188.0,0.6629999999999999,1661,35,0.4,0.094,5.5077e-05,0.9999399999999999
-92507,Existing Customer,46,F,4,High School,Single,Less than $40K,Blue,28,6,3,4,3206.0,0,3206.0,1.065,3253,72,0.532,0.0,0.00052608,0.9994700000000001
+92506,Existing Customer,60,M,2,Graduate,Married,$60K - $80K,Blue,50,3,1,2,9033.0,845,8188.0,0.663,1661,35,0.4,0.094,5.5077e-05,0.99994
+92507,Existing Customer,46,F,4,High School,Single,Less than $40K,Blue,28,6,3,4,3206.0,0,3206.0,1.065,3253,72,0.532,0.0,0.00052608,0.99947
 92508,Existing Customer,55,M,1,Graduate,Married,$80K - $120K,Blue,49,4,3,3,28751.0,2158,26593.0,0.536,1502,34,0.789,0.075,0.00028395,0.99972
 92509,Existing Customer,55,M,1,High School,Married,$80K - $120K,Blue,47,3,3,3,2938.0,1995,943.0,0.514,1352,30,0.429,0.679,0.00027604,0.99972
 92510,Existing Customer,31,M,0,Uneducated,Single,Less than $40K,Blue,25,5,2,2,5715.0,1741,3974.0,0.816,2324,67,1.03,0.305,0.00010043,0.9999
-92511,Existing Customer,55,F,3,Uneducated,Divorced,Less than $40K,Blue,36,3,2,1,2111.0,1209,902.0,0.594,2803,61,0.605,0.573,7.3235e-05,0.9999299999999999
-92512,Existing Customer,36,M,2,Post-Graduate,Single,$40K - $60K,Blue,31,3,2,5,11862.0,2282,9580.0,0.8370000000000001,2576,74,0.85,0.192,0.00066474,0.99934
+92511,Existing Customer,55,F,3,Uneducated,Divorced,Less than $40K,Blue,36,3,2,1,2111.0,1209,902.0,0.594,2803,61,0.605,0.573,7.3235e-05,0.99993
+92512,Existing Customer,36,M,2,Post-Graduate,Single,$40K - $60K,Blue,31,3,2,5,11862.0,2282,9580.0,0.837,2576,74,0.85,0.192,0.00066474,0.99934
 92513,Existing Customer,34,F,2,,Single,Less than $40K,Blue,36,3,3,2,2791.0,2160,631.0,0.825,2214,56,0.6,0.774,0.00019771,0.9998
-92514,Existing Customer,33,F,1,Graduate,Single,Less than $40K,Blue,36,3,2,4,6551.0,1440,5111.0,0.629,2429,77,0.45299999999999996,0.22,0.00030653,0.99969
+92514,Existing Customer,33,F,1,Graduate,Single,Less than $40K,Blue,36,3,2,4,6551.0,1440,5111.0,0.629,2429,77,0.453,0.22,0.00030653,0.99969
 92515,Existing Customer,30,M,2,Post-Graduate,Single,$40K - $60K,Blue,16,5,3,5,4533.0,1977,2556.0,0.664,2679,69,0.605,0.436,0.0010502,0.99895
-92516,Existing Customer,54,F,2,Graduate,Married,$40K - $60K,Blue,36,5,3,0,1854.0,1528,326.0,0.444,1307,39,0.39299999999999996,0.8240000000000001,6.6354e-05,0.9999299999999999
-92517,Existing Customer,53,M,2,Uneducated,Married,$80K - $120K,Blue,43,6,1,3,6704.0,1354,5350.0,0.41100000000000003,1331,30,0.364,0.20199999999999999,9.5249e-05,0.9999
+92516,Existing Customer,54,F,2,Graduate,Married,$40K - $60K,Blue,36,5,3,0,1854.0,1528,326.0,0.444,1307,39,0.393,0.824,6.6354e-05,0.99993
+92517,Existing Customer,53,M,2,Uneducated,Married,$80K - $120K,Blue,43,6,1,3,6704.0,1354,5350.0,0.411,1331,30,0.364,0.202,9.5249e-05,0.9999
 92518,Existing Customer,59,M,0,Graduate,Single,$80K - $120K,Silver,36,5,3,3,34516.0,1494,33022.0,1.229,3259,65,0.585,0.043,0.00023457,0.99977
-92519,Existing Customer,41,M,2,College,Single,$120K +,Blue,32,6,3,2,5489.0,1513,3976.0,0.87,4085,65,0.5479999999999999,0.276,0.00017488,0.9998299999999999
-92520,Existing Customer,45,M,3,Uneducated,Married,$40K - $60K,Blue,36,3,1,1,10619.0,607,10012.0,0.883,4074,65,0.47700000000000004,0.057,3.5437e-05,0.9999600000000001
+92519,Existing Customer,41,M,2,College,Single,$120K +,Blue,32,6,3,2,5489.0,1513,3976.0,0.87,4085,65,0.548,0.276,0.00017488,0.99983
+92520,Existing Customer,45,M,3,Uneducated,Married,$40K - $60K,Blue,36,3,1,1,10619.0,607,10012.0,0.883,4074,65,0.477,0.057,3.5437e-05,0.99996
 92521,Existing Customer,50,F,2,Graduate,Married,Less than $40K,Blue,40,5,3,3,2481.0,1287,1194.0,0.465,1825,51,0.821,0.519,0.00030251,0.9997
 92522,Existing Customer,57,M,2,Uneducated,Married,$60K - $80K,Blue,47,4,4,1,5100.0,1970,3130.0,0.371,1032,26,0.368,0.386,0.00013479,0.99987
-92523,Existing Customer,63,M,0,Doctorate,Single,$40K - $60K,Blue,49,5,4,3,5905.0,726,5179.0,0.85,3982,65,0.857,0.12300000000000001,0.00045394,0.99955
+92523,Existing Customer,63,M,0,Doctorate,Single,$40K - $60K,Blue,49,5,4,3,5905.0,726,5179.0,0.85,3982,65,0.857,0.123,0.00045394,0.99955
 92524,Existing Customer,35,F,3,,Single,,Blue,30,3,3,2,9293.0,0,9293.0,0.897,2314,59,1.034,0.0,0.00020516,0.99979
-92525,Existing Customer,35,M,3,Graduate,Married,$60K - $80K,Blue,25,5,3,3,5240.0,1451,3789.0,1.198,2172,38,0.81,0.27699999999999997,0.0003139,0.99969
-92526,Existing Customer,53,M,3,High School,Married,$120K +,Blue,40,6,2,5,4182.0,741,3441.0,0.885,1297,24,1.182,0.177,0.00056993,0.9994299999999999
-92527,Existing Customer,33,F,4,College,Divorced,Less than $40K,Blue,24,6,2,2,9857.0,0,9857.0,0.6990000000000001,3448,103,0.635,0.0,0.00011605,0.9998799999999999
+92525,Existing Customer,35,M,3,Graduate,Married,$60K - $80K,Blue,25,5,3,3,5240.0,1451,3789.0,1.198,2172,38,0.81,0.277,0.0003139,0.99969
+92526,Existing Customer,53,M,3,High School,Married,$120K +,Blue,40,6,2,5,4182.0,741,3441.0,0.885,1297,24,1.182,0.177,0.00056993,0.99943
+92527,Existing Customer,33,F,4,College,Divorced,Less than $40K,Blue,24,6,2,2,9857.0,0,9857.0,0.699,3448,103,0.635,0.0,0.00011605,0.99988
 92528,Existing Customer,38,M,2,Uneducated,Married,$80K - $120K,Blue,33,3,1,4,20117.0,1226,18891.0,1.4,2906,58,1.0,0.061,0.00016249,0.99984
 92529,Existing Customer,31,M,0,High School,Divorced,Less than $40K,Blue,22,3,2,3,6012.0,0,6012.0,0.968,2801,72,0.674,0.0,0.0001597,0.99984
-92530,Existing Customer,37,M,2,Graduate,Married,$60K - $80K,Blue,27,4,2,4,6369.0,0,6369.0,1.454,2675,47,1.136,0.0,0.00032656,0.9996700000000001
-92531,Existing Customer,36,M,1,Uneducated,Single,$80K - $120K,Blue,30,4,2,5,13005.0,2152,10853.0,1.4240000000000002,3023,53,0.767,0.165,0.00054528,0.99945
-92532,Attrited Customer,39,F,3,Graduate,Married,,Blue,36,3,2,3,1575.0,592,983.0,0.23600000000000002,644,15,0.154,0.376,0.9949899999999999,0.0050100000000000006
-92533,Existing Customer,58,F,0,Post-Graduate,Married,Less than $40K,Blue,39,5,3,3,6679.0,1207,5472.0,0.5379999999999999,1649,29,0.381,0.18100000000000002,0.00030545,0.99969
-92534,Existing Customer,39,F,1,Graduate,Married,Less than $40K,Blue,34,6,3,5,6458.0,1802,4656.0,0.9229999999999999,2315,49,0.581,0.27899999999999997,0.00083788,0.99916
+92530,Existing Customer,37,M,2,Graduate,Married,$60K - $80K,Blue,27,4,2,4,6369.0,0,6369.0,1.454,2675,47,1.136,0.0,0.00032656,0.99967
+92531,Existing Customer,36,M,1,Uneducated,Single,$80K - $120K,Blue,30,4,2,5,13005.0,2152,10853.0,1.424,3023,53,0.767,0.165,0.00054528,0.99945
+92532,Attrited Customer,39,F,3,Graduate,Married,,Blue,36,3,2,3,1575.0,592,983.0,0.236,644,15,0.154,0.376,0.99499,0.00501
+92533,Existing Customer,58,F,0,Post-Graduate,Married,Less than $40K,Blue,39,5,3,3,6679.0,1207,5472.0,0.538,1649,29,0.381,0.181,0.00030545,0.99969
+92534,Existing Customer,39,F,1,Graduate,Married,Less than $40K,Blue,34,6,3,5,6458.0,1802,4656.0,0.923,2315,49,0.581,0.279,0.00083788,0.99916
 92535,Existing Customer,61,M,0,,Single,$60K - $80K,Blue,48,3,2,4,20803.0,1446,19357.0,0.736,2073,43,0.654,0.07,0.00030803,0.99969
-92536,Existing Customer,34,M,4,,Married,$40K - $60K,Blue,26,3,2,4,5540.0,1240,4300.0,0.843,1524,31,0.8240000000000001,0.22399999999999998,0.00037644,0.9996200000000001
+92536,Existing Customer,34,M,4,,Married,$40K - $60K,Blue,26,3,2,4,5540.0,1240,4300.0,0.843,1524,31,0.824,0.224,0.00037644,0.99962
 92537,Existing Customer,55,M,3,Graduate,Married,$80K - $120K,Blue,36,4,3,4,2801.0,2403,398.0,0.884,1526,44,1.0,0.858,0.00053543,0.99946
-92538,Existing Customer,50,M,2,Uneducated,Single,Less than $40K,Blue,40,4,3,5,2419.0,2380,39.0,0.695,4099,73,0.659,0.9840000000000001,0.00091777,0.99908
-92539,Existing Customer,33,M,3,High School,Single,$40K - $60K,Blue,24,6,3,3,5156.0,1427,3729.0,0.48,2057,54,0.42100000000000004,0.27699999999999997,0.00030516,0.99969
-92540,Existing Customer,48,F,1,High School,Married,,Blue,36,6,4,4,14228.0,1953,12275.0,0.6509999999999999,1970,51,0.645,0.13699999999999998,0.00056901,0.9994299999999999
-92541,Existing Customer,63,M,0,High School,Married,$80K - $120K,Blue,51,3,3,4,10257.0,1021,9236.0,0.467,1508,30,0.429,0.1,0.00043049,0.9995700000000001
-92542,Attrited Customer,54,M,3,High School,Married,$40K - $60K,Blue,44,2,1,5,3032.0,0,3032.0,0.9490000000000001,1037,14,2.5,0.0,0.99639,0.00361108
-92543,Attrited Customer,41,M,4,Graduate,,$60K - $80K,Blue,36,2,3,5,1438.3,312,1126.3,0.657,1786,26,0.733,0.217,0.9989299999999999,0.00106612
-92544,Existing Customer,51,M,3,Doctorate,Married,$80K - $120K,Blue,45,5,2,4,32096.0,0,32096.0,0.7659999999999999,2619,69,0.917,0.0,0.0004903,0.99951
+92538,Existing Customer,50,M,2,Uneducated,Single,Less than $40K,Blue,40,4,3,5,2419.0,2380,39.0,0.695,4099,73,0.659,0.984,0.00091777,0.99908
+92539,Existing Customer,33,M,3,High School,Single,$40K - $60K,Blue,24,6,3,3,5156.0,1427,3729.0,0.48,2057,54,0.421,0.277,0.00030516,0.99969
+92540,Existing Customer,48,F,1,High School,Married,,Blue,36,6,4,4,14228.0,1953,12275.0,0.651,1970,51,0.645,0.137,0.00056901,0.99943
+92541,Existing Customer,63,M,0,High School,Married,$80K - $120K,Blue,51,3,3,4,10257.0,1021,9236.0,0.467,1508,30,0.429,0.1,0.00043049,0.99957
+92542,Attrited Customer,54,M,3,High School,Married,$40K - $60K,Blue,44,2,1,5,3032.0,0,3032.0,0.949,1037,14,2.5,0.0,0.99639,0.00361108
+92543,Attrited Customer,41,M,4,Graduate,,$60K - $80K,Blue,36,2,3,5,1438.3,312,1126.3,0.657,1786,26,0.733,0.217,0.99893,0.00106612
+92544,Existing Customer,51,M,3,Doctorate,Married,$80K - $120K,Blue,45,5,2,4,32096.0,0,32096.0,0.766,2619,69,0.917,0.0,0.0004903,0.99951
 92545,Existing Customer,54,F,2,Graduate,Married,,Blue,46,5,3,2,3014.0,794,2220.0,0.5,1488,30,0.579,0.263,0.00017987,0.99982
-92546,Existing Customer,47,M,4,,Single,$40K - $60K,Blue,36,3,3,3,5762.0,1890,3872.0,0.938,3814,88,0.66,0.32799999999999996,0.00034872,0.99965
-92547,Existing Customer,52,F,3,Post-Graduate,Single,Less than $40K,Blue,45,5,1,3,2555.0,1701,854.0,1.492,3127,45,1.25,0.6659999999999999,0.00011311,0.99989
+92546,Existing Customer,47,M,4,,Single,$40K - $60K,Blue,36,3,3,3,5762.0,1890,3872.0,0.938,3814,88,0.66,0.328,0.00034872,0.99965
+92547,Existing Customer,52,F,3,Post-Graduate,Single,Less than $40K,Blue,45,5,1,3,2555.0,1701,854.0,1.492,3127,45,1.25,0.666,0.00011311,0.99989
 92548,Existing Customer,34,M,5,Post-Graduate,Single,$80K - $120K,Silver,28,3,3,2,34516.0,1731,32785.0,0.605,2421,63,0.575,0.05,0.00019743,0.9998
 92549,Existing Customer,64,M,0,High School,Married,Less than $40K,Blue,54,4,3,2,2140.0,1361,779.0,0.46,1280,34,1.0,0.636,0.00015005,0.99985
-92550,Existing Customer,62,F,1,Uneducated,Married,$40K - $60K,Blue,43,3,1,1,4760.0,0,4760.0,0.564,1459,20,0.5379999999999999,0.0,3.2055e-05,0.99997
-92551,Existing Customer,38,M,1,Graduate,Single,$80K - $120K,Blue,27,6,2,5,26372.0,1365,25007.0,1.3940000000000001,2291,56,1.0,0.052000000000000005,0.00053033,0.9994700000000001
+92550,Existing Customer,62,F,1,Uneducated,Married,$40K - $60K,Blue,43,3,1,1,4760.0,0,4760.0,0.564,1459,20,0.538,0.0,3.2055e-05,0.99997
+92551,Existing Customer,38,M,1,Graduate,Single,$80K - $120K,Blue,27,6,2,5,26372.0,1365,25007.0,1.394,2291,56,1.0,0.052,0.00053033,0.99947
 92552,Existing Customer,52,F,2,Graduate,Married,Less than $40K,Blue,43,5,2,2,8203.0,654,7549.0,0.588,2910,63,0.909,0.08,0.00011382,0.99989
 92553,Existing Customer,35,F,2,Doctorate,Married,$40K - $60K,Blue,24,5,2,3,2655.0,1527,1128.0,0.715,1921,26,0.444,0.575,0.00027701,0.99972
 92554,Existing Customer,35,M,2,Graduate,Single,$120K +,Blue,27,6,2,2,13655.0,1048,12607.0,0.509,2383,59,0.595,0.077,0.00011382,0.99989
 92555,Existing Customer,54,M,1,College,Married,$80K - $120K,Blue,48,6,1,5,12169.0,1935,10234.0,0.435,1599,38,0.652,0.159,0.00024955,0.99975
-92556,Existing Customer,35,F,3,,Single,Less than $40K,Blue,17,6,1,1,2956.0,1823,1133.0,0.9690000000000001,2144,58,0.812,0.617,3.7884e-05,0.9999600000000001
+92556,Existing Customer,35,F,3,,Single,Less than $40K,Blue,17,6,1,1,2956.0,1823,1133.0,0.969,2144,58,0.812,0.617,3.7884e-05,0.99996
 92557,Existing Customer,35,M,0,Doctorate,Single,$60K - $80K,Blue,18,6,2,3,2598.0,1645,953.0,0.765,2483,59,0.903,0.633,0.00023771,0.99976
-92558,Existing Customer,36,F,3,Graduate,Single,,Blue,36,5,2,2,10566.0,726,9840.0,0.893,2156,64,1.207,0.069,0.00011811,0.9998799999999999
-92559,Existing Customer,33,F,3,Graduate,Single,$40K - $60K,Blue,36,6,1,2,8232.0,2259,5973.0,1.158,2849,67,1.31,0.27399999999999997,5.7151e-05,0.9999399999999999
-92560,Existing Customer,53,M,1,Graduate,,$60K - $80K,Silver,44,5,2,1,26365.0,680,25685.0,0.498,3411,68,0.789,0.026000000000000002,5.8215e-05,0.9999399999999999
-92561,Existing Customer,37,F,1,Uneducated,Married,Less than $40K,Blue,29,5,3,0,4671.0,1933,2738.0,0.986,2468,58,0.706,0.414,6.4038e-05,0.9999399999999999
-92562,Existing Customer,35,M,3,Graduate,Married,$120K +,Blue,28,4,3,2,14869.0,0,14869.0,1.624,2753,48,1.087,0.0,0.00018665,0.9998100000000001
-92563,Existing Customer,59,M,1,Graduate,Married,$40K - $60K,Blue,36,6,2,2,2300.0,1965,335.0,0.596,1693,27,0.688,0.8540000000000001,0.00010684,0.99989
+92558,Existing Customer,36,F,3,Graduate,Single,,Blue,36,5,2,2,10566.0,726,9840.0,0.893,2156,64,1.207,0.069,0.00011811,0.99988
+92559,Existing Customer,33,F,3,Graduate,Single,$40K - $60K,Blue,36,6,1,2,8232.0,2259,5973.0,1.158,2849,67,1.31,0.274,5.7151e-05,0.99994
+92560,Existing Customer,53,M,1,Graduate,,$60K - $80K,Silver,44,5,2,1,26365.0,680,25685.0,0.498,3411,68,0.789,0.026,5.8215e-05,0.99994
+92561,Existing Customer,37,F,1,Uneducated,Married,Less than $40K,Blue,29,5,3,0,4671.0,1933,2738.0,0.986,2468,58,0.706,0.414,6.4038e-05,0.99994
+92562,Existing Customer,35,M,3,Graduate,Married,$120K +,Blue,28,4,3,2,14869.0,0,14869.0,1.624,2753,48,1.087,0.0,0.00018665,0.99981
+92563,Existing Customer,59,M,1,Graduate,Married,$40K - $60K,Blue,36,6,2,2,2300.0,1965,335.0,0.596,1693,27,0.688,0.854,0.00010684,0.99989
 92564,Existing Customer,47,M,1,,,$80K - $120K,Blue,28,6,1,4,2797.0,1802,995.0,0.675,3525,63,0.75,0.644,0.00016305,0.99984
-92565,Existing Customer,48,F,3,High School,Single,$40K - $60K,Blue,30,5,2,1,2657.0,2115,542.0,0.688,3580,77,0.711,0.7959999999999999,6.9242e-05,0.9999299999999999
-92566,Existing Customer,58,M,2,Uneducated,Married,$80K - $120K,Blue,46,6,1,3,9149.0,1806,7343.0,0.35,1220,36,0.33299999999999996,0.19699999999999998,9.5249e-05,0.9999
+92565,Existing Customer,48,F,3,High School,Single,$40K - $60K,Blue,30,5,2,1,2657.0,2115,542.0,0.688,3580,77,0.711,0.796,6.9242e-05,0.99993
+92566,Existing Customer,58,M,2,Uneducated,Married,$80K - $120K,Blue,46,6,1,3,9149.0,1806,7343.0,0.35,1220,36,0.333,0.197,9.5249e-05,0.9999
 92567,Existing Customer,55,F,2,,Married,Less than $40K,Blue,36,5,2,3,2629.0,1476,1153.0,0.537,1725,41,0.414,0.561,0.00021042,0.99979
 92568,Existing Customer,37,M,2,Graduate,Divorced,$40K - $60K,Blue,17,6,3,3,3176.0,0,3176.0,0.652,2298,67,0.457,0.0,0.00030251,0.9997
 92569,Existing Customer,57,M,2,Graduate,Married,$80K - $120K,Blue,42,6,1,0,21875.0,2517,19358.0,0.409,1327,31,0.409,0.115,2.0316e-05,0.99998
-92570,Existing Customer,60,M,2,High School,Married,,Blue,41,5,2,4,3007.0,1664,1343.0,0.34,1475,31,0.632,0.5529999999999999,0.00031746,0.9996799999999999
+92570,Existing Customer,60,M,2,High School,Married,,Blue,41,5,2,4,3007.0,1664,1343.0,0.34,1475,31,0.632,0.553,0.00031746,0.99968
 92571,Existing Customer,50,M,1,College,Married,$60K - $80K,Blue,40,4,2,4,17404.0,1745,15659.0,0.54,4491,78,0.66,0.1,0.00029801,0.9997
 92572,Existing Customer,56,M,2,High School,Married,$60K - $80K,Blue,51,5,6,3,2863.0,2517,346.0,0.583,1458,39,0.696,0.879,0.00023216,0.99977
-92573,Existing Customer,48,M,3,Graduate,Married,$60K - $80K,Gold,37,5,1,2,34516.0,2429,32087.0,0.742,3205,57,0.727,0.07,6.5845e-05,0.9999299999999999
-92574,Existing Customer,40,M,4,Graduate,Single,$60K - $80K,Blue,30,4,1,1,13919.0,1266,12653.0,0.43799999999999994,3699,67,0.523,0.091,3.4833000000000003e-05,0.99997
-92575,Attrited Customer,48,M,3,Graduate,Married,$80K - $120K,Blue,39,4,4,3,18672.0,2517,16155.0,0.799,1126,35,0.591,0.135,0.9973700000000001,0.0026282
-92576,Existing Customer,50,F,1,Uneducated,Married,Less than $40K,Blue,36,6,2,2,4204.0,499,3705.0,0.635,4740,67,0.523,0.11900000000000001,0.00010985,0.99989
-92577,Existing Customer,61,F,1,Uneducated,Married,Less than $40K,Blue,36,3,2,4,6859.0,2489,4370.0,0.65,1617,26,1.0,0.363,0.00031517,0.9996799999999999
-92578,Existing Customer,36,M,2,High School,Married,$80K - $120K,Blue,30,6,3,3,16050.0,1480,14570.0,1.3259999999999998,3215,56,0.8059999999999999,0.092,0.00029408,0.99971
-92579,Existing Customer,46,M,5,High School,Married,$120K +,Blue,32,5,2,2,34516.0,1024,33492.0,0.72,2436,71,0.6509999999999999,0.03,0.00011423,0.99989
-92580,Existing Customer,28,M,0,Uneducated,Divorced,,Blue,36,3,3,3,16766.0,1535,15231.0,1.042,3093,77,0.878,0.092,0.00026692,0.9997299999999999
-92581,Existing Customer,49,M,5,,Single,$80K - $120K,Blue,30,3,2,1,20895.0,1808,19087.0,0.5720000000000001,3210,65,0.667,0.087,7.7894e-05,0.99992
+92573,Existing Customer,48,M,3,Graduate,Married,$60K - $80K,Gold,37,5,1,2,34516.0,2429,32087.0,0.742,3205,57,0.727,0.07,6.5845e-05,0.99993
+92574,Existing Customer,40,M,4,Graduate,Single,$60K - $80K,Blue,30,4,1,1,13919.0,1266,12653.0,0.438,3699,67,0.523,0.091,3.4833e-05,0.99997
+92575,Attrited Customer,48,M,3,Graduate,Married,$80K - $120K,Blue,39,4,4,3,18672.0,2517,16155.0,0.799,1126,35,0.591,0.135,0.99737,0.0026282
+92576,Existing Customer,50,F,1,Uneducated,Married,Less than $40K,Blue,36,6,2,2,4204.0,499,3705.0,0.635,4740,67,0.523,0.119,0.00010985,0.99989
+92577,Existing Customer,61,F,1,Uneducated,Married,Less than $40K,Blue,36,3,2,4,6859.0,2489,4370.0,0.65,1617,26,1.0,0.363,0.00031517,0.99968
+92578,Existing Customer,36,M,2,High School,Married,$80K - $120K,Blue,30,6,3,3,16050.0,1480,14570.0,1.326,3215,56,0.806,0.092,0.00029408,0.99971
+92579,Existing Customer,46,M,5,High School,Married,$120K +,Blue,32,5,2,2,34516.0,1024,33492.0,0.72,2436,71,0.651,0.03,0.00011423,0.99989
+92580,Existing Customer,28,M,0,Uneducated,Divorced,,Blue,36,3,3,3,16766.0,1535,15231.0,1.042,3093,77,0.878,0.092,0.00026692,0.99973
+92581,Existing Customer,49,M,5,,Single,$80K - $120K,Blue,30,3,2,1,20895.0,1808,19087.0,0.572,3210,65,0.667,0.087,7.7894e-05,0.99992
 92582,Existing Customer,44,F,4,High School,Single,$40K - $60K,Blue,38,6,3,3,7881.0,2517,5364.0,0.738,3068,77,0.711,0.319,0.00030842,0.99969
-92583,Existing Customer,57,M,5,High School,Married,$80K - $120K,Blue,50,4,2,3,13427.0,0,13427.0,0.521,1337,27,0.588,0.0,0.00019213,0.9998100000000001
-92584,Existing Customer,37,M,2,Uneducated,Divorced,$80K - $120K,Blue,36,3,3,2,2281.0,1677,604.0,1.0270000000000001,2735,58,1.071,0.735,0.00018494,0.99982
+92583,Existing Customer,57,M,5,High School,Married,$80K - $120K,Blue,50,4,2,3,13427.0,0,13427.0,0.521,1337,27,0.588,0.0,0.00019213,0.99981
+92584,Existing Customer,37,M,2,Uneducated,Divorced,$80K - $120K,Blue,36,3,3,2,2281.0,1677,604.0,1.027,2735,58,1.071,0.735,0.00018494,0.99982
 92585,Existing Customer,57,M,2,Uneducated,Married,$80K - $120K,Blue,52,6,2,4,10974.0,0,10974.0,0.591,1327,26,1.0,0.0,0.00033577,0.99966
 92586,Attrited Customer,33,M,1,,Married,$60K - $80K,Blue,36,1,3,4,8925.0,168,8757.0,0.447,741,10,0.429,0.019,0.99813,0.00187387
-92587,Existing Customer,46,M,2,High School,Married,$60K - $80K,Blue,40,4,1,3,5265.0,0,5265.0,0.524,3281,68,0.7440000000000001,0.0,9.0056e-05,0.9999100000000001
-92588,Attrited Customer,45,F,2,High School,Divorced,,Blue,36,6,4,3,17156.0,2517,14639.0,0.7170000000000001,1142,33,0.32,0.147,0.9972,0.00280488
-92589,Existing Customer,53,M,1,,Married,$80K - $120K,Blue,36,4,2,3,13457.0,1248,12209.0,0.512,1548,41,0.519,0.09300000000000001,0.00019751,0.9998
-92590,Existing Customer,52,M,0,,Married,$60K - $80K,Blue,46,3,2,4,2742.0,2184,558.0,0.5920000000000001,3829,72,0.532,0.7959999999999999,0.00030803,0.99969
+92587,Existing Customer,46,M,2,High School,Married,$60K - $80K,Blue,40,4,1,3,5265.0,0,5265.0,0.524,3281,68,0.744,0.0,9.0056e-05,0.99991
+92588,Attrited Customer,45,F,2,High School,Divorced,,Blue,36,6,4,3,17156.0,2517,14639.0,0.717,1142,33,0.32,0.147,0.9972,0.00280488
+92589,Existing Customer,53,M,1,,Married,$80K - $120K,Blue,36,4,2,3,13457.0,1248,12209.0,0.512,1548,41,0.519,0.093,0.00019751,0.9998
+92590,Existing Customer,52,M,0,,Married,$60K - $80K,Blue,46,3,2,4,2742.0,2184,558.0,0.592,3829,72,0.532,0.796,0.00030803,0.99969
 92591,Existing Customer,34,M,1,,Married,$60K - $80K,Blue,29,3,2,3,3890.0,2286,1604.0,0.633,1889,51,0.457,0.588,0.00019751,0.9998
-92592,Existing Customer,55,M,3,Graduate,Single,$80K - $120K,Blue,51,6,2,3,17198.0,0,17198.0,0.8029999999999999,4042,62,0.722,0.0,0.00019864,0.9998
-92593,Existing Customer,53,M,4,High School,Married,$120K +,Blue,41,6,3,4,3401.0,1713,1688.0,0.773,1924,54,0.317,0.504,0.00052608,0.9994700000000001
-92594,Existing Customer,37,M,1,,Married,$60K - $80K,Blue,19,6,1,2,18951.0,1243,17708.0,1.148,2874,58,0.657,0.066,5.6825e-05,0.9999399999999999
-92595,Existing Customer,58,F,3,,Single,$40K - $60K,Blue,52,4,1,1,1454.0,888,566.0,1.19,3060,56,0.647,0.611,3.7884e-05,0.9999600000000001
-92596,Existing Customer,33,M,3,High School,Married,$120K +,Blue,20,6,3,2,27499.0,1188,26311.0,0.544,2202,46,0.39399999999999996,0.043,0.00018145,0.99982
-92597,Existing Customer,39,M,3,Graduate,Married,$120K +,Blue,36,3,3,2,32964.0,2231,30733.0,1.7309999999999999,3094,45,1.6469999999999998,0.068,0.00018665,0.9998100000000001
-92598,Existing Customer,37,F,2,High School,Single,Less than $40K,Blue,28,5,2,1,7411.0,633,6778.0,0.762,2761,77,0.604,0.085,6.6728e-05,0.9999299999999999
-92599,Existing Customer,32,M,0,Uneducated,Single,$40K - $60K,Blue,36,4,3,3,7200.0,0,7200.0,0.894,3006,83,0.93,0.0,0.00026692,0.9997299999999999
-92600,Existing Customer,26,F,1,Uneducated,Single,,Blue,13,6,2,3,12007.0,956,11051.0,0.8320000000000001,2678,50,0.47100000000000003,0.08,0.00018475,0.99982
+92592,Existing Customer,55,M,3,Graduate,Single,$80K - $120K,Blue,51,6,2,3,17198.0,0,17198.0,0.803,4042,62,0.722,0.0,0.00019864,0.9998
+92593,Existing Customer,53,M,4,High School,Married,$120K +,Blue,41,6,3,4,3401.0,1713,1688.0,0.773,1924,54,0.317,0.504,0.00052608,0.99947
+92594,Existing Customer,37,M,1,,Married,$60K - $80K,Blue,19,6,1,2,18951.0,1243,17708.0,1.148,2874,58,0.657,0.066,5.6825e-05,0.99994
+92595,Existing Customer,58,F,3,,Single,$40K - $60K,Blue,52,4,1,1,1454.0,888,566.0,1.19,3060,56,0.647,0.611,3.7884e-05,0.99996
+92596,Existing Customer,33,M,3,High School,Married,$120K +,Blue,20,6,3,2,27499.0,1188,26311.0,0.544,2202,46,0.394,0.043,0.00018145,0.99982
+92597,Existing Customer,39,M,3,Graduate,Married,$120K +,Blue,36,3,3,2,32964.0,2231,30733.0,1.731,3094,45,1.647,0.068,0.00018665,0.99981
+92598,Existing Customer,37,F,2,High School,Single,Less than $40K,Blue,28,5,2,1,7411.0,633,6778.0,0.762,2761,77,0.604,0.085,6.6728e-05,0.99993
+92599,Existing Customer,32,M,0,Uneducated,Single,$40K - $60K,Blue,36,4,3,3,7200.0,0,7200.0,0.894,3006,83,0.93,0.0,0.00026692,0.99973
+92600,Existing Customer,26,F,1,Uneducated,Single,,Blue,13,6,2,3,12007.0,956,11051.0,0.832,2678,50,0.471,0.08,0.00018475,0.99982
 92601,Existing Customer,60,F,0,Graduate,Married,Less than $40K,Blue,50,4,2,2,3147.0,1602,1545.0,0.569,1558,23,0.643,0.509,9.7673e-05,0.9999
-92602,Existing Customer,37,M,1,Graduate,Single,$80K - $120K,Blue,18,6,2,5,5110.0,1942,3168.0,0.7490000000000001,3028,76,0.583,0.38,0.00053033,0.9994700000000001
-92603,Existing Customer,43,F,5,Graduate,Married,Less than $40K,Blue,35,3,6,4,5438.0,2214,3224.0,0.6679999999999999,5029,75,0.562,0.40700000000000003,0.00042056,0.9995799999999999
+92602,Existing Customer,37,M,1,Graduate,Single,$80K - $120K,Blue,18,6,2,5,5110.0,1942,3168.0,0.749,3028,76,0.583,0.38,0.00053033,0.99947
+92603,Existing Customer,43,F,5,Graduate,Married,Less than $40K,Blue,35,3,6,4,5438.0,2214,3224.0,0.668,5029,75,0.562,0.407,0.00042056,0.99958
 92604,Existing Customer,56,M,1,Uneducated,Married,$80K - $120K,Blue,40,6,1,1,17450.0,2193,15257.0,0.419,1426,38,0.462,0.126,3.2055e-05,0.99997
-92605,Existing Customer,52,M,3,College,Married,$80K - $120K,Blue,39,3,3,2,18352.0,1509,16843.0,0.898,1454,29,1.071,0.08199999999999999,0.00018146,0.99982
-92606,Existing Customer,34,M,2,Uneducated,Single,$120K +,Blue,17,3,1,2,5030.0,2326,2704.0,0.856,3345,69,1.3,0.462,5.663e-05,0.9999399999999999
+92605,Existing Customer,52,M,3,College,Married,$80K - $120K,Blue,39,3,3,2,18352.0,1509,16843.0,0.898,1454,29,1.071,0.082,0.00018146,0.99982
+92606,Existing Customer,34,M,2,Uneducated,Single,$120K +,Blue,17,3,1,2,5030.0,2326,2704.0,0.856,3345,69,1.3,0.462,5.663e-05,0.99994
 92607,Existing Customer,47,M,1,,Divorced,$80K - $120K,Silver,38,3,2,3,34516.0,802,33714.0,0.899,1823,27,0.8,0.023,0.00017846,0.99982
 92608,Existing Customer,26,M,0,Graduate,Single,Less than $40K,Blue,21,4,3,2,1585.0,1535,50.0,0.462,2299,49,0.485,0.968,0.00015435,0.99985
 92609,Existing Customer,54,M,1,High School,Married,$120K +,Blue,42,5,3,3,3251.0,1919,1332.0,0.56,1406,31,0.24,0.59,0.00027604,0.99972
-92610,Existing Customer,35,F,3,Uneducated,Single,Less than $40K,Blue,23,3,2,2,2858.0,1251,1607.0,0.5760000000000001,2844,73,0.622,0.43799999999999994,0.00012144,0.9998799999999999
-92611,Existing Customer,52,M,1,,Married,$80K - $120K,Silver,36,6,1,0,34516.0,1847,32669.0,0.527,3284,65,0.47700000000000004,0.054000000000000006,1.8939e-05,0.99998
-92612,Existing Customer,41,M,3,Graduate,Single,$60K - $80K,Blue,28,4,1,3,16443.0,1363,15080.0,0.688,4252,64,0.684,0.083,9.612600000000001e-05,0.9999
-92613,Existing Customer,36,F,0,Uneducated,Divorced,Less than $40K,Blue,32,3,2,3,3687.0,1655,2032.0,0.742,2448,63,0.5,0.449,0.00016891,0.9998299999999999
-92614,Existing Customer,53,F,1,Graduate,Married,Less than $40K,Blue,36,5,1,3,4840.0,2517,2323.0,0.445,1637,22,1.0,0.52,8.6952e-05,0.9999100000000001
-92615,Existing Customer,42,M,3,,Single,$120K +,Blue,36,6,3,2,15108.0,0,15108.0,1.015,3738,68,0.7440000000000001,0.0,0.00020516,0.99979
-92616,Existing Customer,54,M,1,College,Married,$60K - $80K,Blue,37,6,3,2,1909.0,1753,156.0,0.7879999999999999,1457,24,0.6,0.9179999999999999,0.00016415,0.99984
-92617,Existing Customer,53,M,3,Post-Graduate,Single,$80K - $120K,Blue,44,5,2,2,19063.0,1236,17827.0,0.542,3393,58,0.871,0.065,0.00013897,0.9998600000000001
-92618,Existing Customer,36,M,2,High School,Married,$80K - $120K,Blue,26,4,2,4,15982.0,1691,14291.0,0.8079999999999999,1687,40,0.7390000000000001,0.106,0.00031746,0.9996799999999999
-92619,Existing Customer,42,M,3,Graduate,Single,$60K - $80K,Blue,32,6,2,2,1438.3,0,1438.3,0.66,1794,45,0.875,0.0,0.00011811,0.9998799999999999
+92610,Existing Customer,35,F,3,Uneducated,Single,Less than $40K,Blue,23,3,2,2,2858.0,1251,1607.0,0.576,2844,73,0.622,0.438,0.00012144,0.99988
+92611,Existing Customer,52,M,1,,Married,$80K - $120K,Silver,36,6,1,0,34516.0,1847,32669.0,0.527,3284,65,0.477,0.054,1.8939e-05,0.99998
+92612,Existing Customer,41,M,3,Graduate,Single,$60K - $80K,Blue,28,4,1,3,16443.0,1363,15080.0,0.688,4252,64,0.684,0.083,9.6126e-05,0.9999
+92613,Existing Customer,36,F,0,Uneducated,Divorced,Less than $40K,Blue,32,3,2,3,3687.0,1655,2032.0,0.742,2448,63,0.5,0.449,0.00016891,0.99983
+92614,Existing Customer,53,F,1,Graduate,Married,Less than $40K,Blue,36,5,1,3,4840.0,2517,2323.0,0.445,1637,22,1.0,0.52,8.6952e-05,0.99991
+92615,Existing Customer,42,M,3,,Single,$120K +,Blue,36,6,3,2,15108.0,0,15108.0,1.015,3738,68,0.744,0.0,0.00020516,0.99979
+92616,Existing Customer,54,M,1,College,Married,$60K - $80K,Blue,37,6,3,2,1909.0,1753,156.0,0.788,1457,24,0.6,0.918,0.00016415,0.99984
+92617,Existing Customer,53,M,3,Post-Graduate,Single,$80K - $120K,Blue,44,5,2,2,19063.0,1236,17827.0,0.542,3393,58,0.871,0.065,0.00013897,0.99986
+92618,Existing Customer,36,M,2,High School,Married,$80K - $120K,Blue,26,4,2,4,15982.0,1691,14291.0,0.808,1687,40,0.739,0.106,0.00031746,0.99968
+92619,Existing Customer,42,M,3,Graduate,Single,$60K - $80K,Blue,32,6,2,2,1438.3,0,1438.3,0.66,1794,45,0.875,0.0,0.00011811,0.99988
 92620,Existing Customer,27,F,2,College,Divorced,Less than $40K,Blue,14,4,3,3,2549.0,2130,419.0,0.693,2605,61,0.794,0.836,0.00029411,0.99971
-92621,Existing Customer,58,M,4,Graduate,Married,$60K - $80K,Blue,36,6,2,4,5967.0,2350,3617.0,0.5429999999999999,1426,29,0.812,0.39399999999999996,0.00034248,0.99966
-92622,Existing Customer,59,M,1,Uneducated,Married,$40K - $60K,Blue,53,5,1,3,2182.0,1558,624.0,0.457,1660,34,0.789,0.7140000000000001,8.9404e-05,0.9999100000000001
-92623,Existing Customer,63,F,2,Graduate,Married,Less than $40K,Blue,52,5,2,3,2689.0,2101,588.0,0.41600000000000004,1188,35,0.75,0.7809999999999999,0.00019143,0.9998100000000001
+92621,Existing Customer,58,M,4,Graduate,Married,$60K - $80K,Blue,36,6,2,4,5967.0,2350,3617.0,0.543,1426,29,0.812,0.394,0.00034248,0.99966
+92622,Existing Customer,59,M,1,Uneducated,Married,$40K - $60K,Blue,53,5,1,3,2182.0,1558,624.0,0.457,1660,34,0.789,0.714,8.9404e-05,0.99991
+92623,Existing Customer,63,F,2,Graduate,Married,Less than $40K,Blue,52,5,2,3,2689.0,2101,588.0,0.416,1188,35,0.75,0.781,0.00019143,0.99981
 92624,Existing Customer,57,M,2,Uneducated,Single,$80K - $120K,Blue,51,6,2,4,30622.0,0,30622.0,1.329,3600,66,0.784,0.0,0.00033577,0.99966
-92625,Existing Customer,56,F,0,High School,Married,,Blue,48,4,1,2,4203.0,1965,2238.0,0.441,1425,32,0.778,0.46799999999999997,4.5946000000000004e-05,0.99995
+92625,Existing Customer,56,F,0,High School,Married,,Blue,48,4,1,2,4203.0,1965,2238.0,0.441,1425,32,0.778,0.468,4.5946e-05,0.99995
 92626,Existing Customer,42,F,3,,Single,Less than $40K,Blue,37,6,1,3,6453.0,0,6453.0,0.76,4822,74,0.609,0.0,0.00010566,0.99989
-92627,Existing Customer,29,F,1,High School,Single,Less than $40K,Blue,23,3,1,2,3318.0,927,2391.0,0.934,3011,83,0.804,0.27899999999999997,5.0256e-05,0.99995
-92628,Existing Customer,44,M,2,,,$60K - $80K,Blue,39,5,3,3,22075.0,1506,20569.0,0.794,2337,40,0.818,0.068,0.00033251,0.9996700000000001
-92629,Existing Customer,33,M,1,College,Married,$40K - $60K,Blue,14,3,2,2,6746.0,1750,4996.0,0.9620000000000001,2962,54,0.862,0.259,0.00010387,0.9999
+92627,Existing Customer,29,F,1,High School,Single,Less than $40K,Blue,23,3,1,2,3318.0,927,2391.0,0.934,3011,83,0.804,0.279,5.0256e-05,0.99995
+92628,Existing Customer,44,M,2,,,$60K - $80K,Blue,39,5,3,3,22075.0,1506,20569.0,0.794,2337,40,0.818,0.068,0.00033251,0.99967
+92629,Existing Customer,33,M,1,College,Married,$40K - $60K,Blue,14,3,2,2,6746.0,1750,4996.0,0.962,2962,54,0.862,0.259,0.00010387,0.9999
 92630,Existing Customer,35,M,2,Graduate,Married,$80K - $120K,Blue,36,5,2,2,4408.0,1463,2945.0,0.728,2001,49,0.485,0.332,0.00011382,0.99989
-92631,Existing Customer,33,F,3,Graduate,Single,Less than $40K,Blue,36,5,3,3,4838.0,1338,3500.0,0.7070000000000001,2641,67,0.595,0.27699999999999997,0.0003139,0.99969
-92632,Existing Customer,46,M,4,Graduate,Single,$80K - $120K,Silver,40,5,1,4,34516.0,0,34516.0,0.938,3568,57,0.6759999999999999,0.0,0.00014976,0.99985
+92631,Existing Customer,33,F,3,Graduate,Single,Less than $40K,Blue,36,5,3,3,4838.0,1338,3500.0,0.707,2641,67,0.595,0.277,0.0003139,0.99969
+92632,Existing Customer,46,M,4,Graduate,Single,$80K - $120K,Silver,40,5,1,4,34516.0,0,34516.0,0.938,3568,57,0.676,0.0,0.00014976,0.99985
 92633,Existing Customer,27,M,0,,Married,$40K - $60K,Blue,14,4,1,4,3823.0,2130,1693.0,0.371,2026,49,0.441,0.557,0.00014907,0.99985
-92634,Existing Customer,42,M,3,College,,$120K +,Blue,36,3,2,1,21670.0,2183,19487.0,0.995,4121,81,0.7609999999999999,0.10099999999999999,6.9248e-05,0.9999299999999999
+92634,Existing Customer,42,M,3,College,,$120K +,Blue,36,3,2,1,21670.0,2183,19487.0,0.995,4121,81,0.761,0.101,6.9248e-05,0.99993
 92635,Existing Customer,53,M,2,Graduate,Married,$60K - $80K,Blue,38,6,3,2,7928.0,1228,6700.0,0.632,1537,37,0.682,0.155,0.00017987,0.99982
-92636,Existing Customer,50,M,3,Graduate,Single,$120K +,Blue,42,3,1,3,33996.0,949,33047.0,0.846,3569,77,0.5710000000000001,0.027999999999999997,9.612600000000001e-05,0.9999
-92637,Existing Customer,48,F,5,College,Divorced,$40K - $60K,Blue,40,3,1,1,4365.0,0,4365.0,0.598,3542,57,1.111,0.0,3.3338000000000005e-05,0.99997
+92636,Existing Customer,50,M,3,Graduate,Single,$120K +,Blue,42,3,1,3,33996.0,949,33047.0,0.846,3569,77,0.571,0.028,9.6126e-05,0.9999
+92637,Existing Customer,48,F,5,College,Divorced,$40K - $60K,Blue,40,3,1,1,4365.0,0,4365.0,0.598,3542,57,1.111,0.0,3.3338e-05,0.99997
 92638,Existing Customer,57,M,2,High School,Single,$60K - $80K,Blue,47,6,3,4,2248.0,0,2248.0,0.735,4439,77,0.54,0.0,0.00050163,0.9995
-92639,Existing Customer,34,F,2,Graduate,Single,Less than $40K,Blue,27,4,1,1,1901.0,1176,725.0,0.612,2450,52,0.857,0.619,3.3214000000000004e-05,0.99997
-92640,Existing Customer,55,M,2,College,Single,$80K - $120K,Silver,45,3,1,4,34516.0,1433,33083.0,0.728,1966,31,0.55,0.042,0.00013883,0.9998600000000001
-92641,Existing Customer,58,M,2,Graduate,Married,$120K +,Blue,54,6,2,4,31680.0,1812,29868.0,0.483,1121,25,0.562,0.057,0.00032656,0.9996700000000001
+92639,Existing Customer,34,F,2,Graduate,Single,Less than $40K,Blue,27,4,1,1,1901.0,1176,725.0,0.612,2450,52,0.857,0.619,3.3214e-05,0.99997
+92640,Existing Customer,55,M,2,College,Single,$80K - $120K,Silver,45,3,1,4,34516.0,1433,33083.0,0.728,1966,31,0.55,0.042,0.00013883,0.99986
+92641,Existing Customer,58,M,2,Graduate,Married,$120K +,Blue,54,6,2,4,31680.0,1812,29868.0,0.483,1121,25,0.562,0.057,0.00032656,0.99967
 92642,Existing Customer,55,F,3,Graduate,Married,Less than $40K,Blue,35,3,2,3,1872.0,1167,705.0,0.517,2238,45,0.607,0.623,0.00019864,0.9998
-92643,Existing Customer,48,F,2,Uneducated,,Less than $40K,Blue,42,3,2,2,2055.0,0,2055.0,1.064,3656,63,0.75,0.0,0.00011703,0.9998799999999999
-92644,Existing Customer,45,M,2,College,Divorced,$40K - $60K,Blue,37,5,1,2,10991.0,1328,9663.0,1.0270000000000001,3692,60,0.7140000000000001,0.121,5.3547e-05,0.99995
+92643,Existing Customer,48,F,2,Uneducated,,Less than $40K,Blue,42,3,2,2,2055.0,0,2055.0,1.064,3656,63,0.75,0.0,0.00011703,0.99988
+92644,Existing Customer,45,M,2,College,Divorced,$40K - $60K,Blue,37,5,1,2,10991.0,1328,9663.0,1.027,3692,60,0.714,0.121,5.3547e-05,0.99995
 92645,Existing Customer,59,M,0,Uneducated,Married,Less than $40K,Blue,46,6,1,2,3939.0,2517,1422.0,0.376,1489,34,0.545,0.639,4.8595e-05,0.99995
-92646,Existing Customer,53,F,2,Post-Graduate,Married,$40K - $60K,Blue,40,5,1,4,2127.0,1995,132.0,0.374,1363,37,0.37,0.938,0.00018595,0.9998100000000001
-92647,Existing Customer,47,M,4,Uneducated,Single,$80K - $120K,Blue,32,3,3,2,34010.0,1340,32670.0,0.7440000000000001,1739,39,0.5,0.039,0.00019396,0.9998100000000001
-92648,Existing Customer,43,F,3,,Married,,Blue,36,4,2,1,6971.0,1506,5465.0,0.57,3575,67,0.675,0.21600000000000003,7.8291e-05,0.99992
-92649,Existing Customer,33,F,1,Post-Graduate,Married,Less than $40K,Blue,15,6,2,0,1741.0,1328,413.0,0.69,2629,61,0.649,0.763,4.6371999999999996e-05,0.99995
+92646,Existing Customer,53,F,2,Post-Graduate,Married,$40K - $60K,Blue,40,5,1,4,2127.0,1995,132.0,0.374,1363,37,0.37,0.938,0.00018595,0.99981
+92647,Existing Customer,47,M,4,Uneducated,Single,$80K - $120K,Blue,32,3,3,2,34010.0,1340,32670.0,0.744,1739,39,0.5,0.039,0.00019396,0.99981
+92648,Existing Customer,43,F,3,,Married,,Blue,36,4,2,1,6971.0,1506,5465.0,0.57,3575,67,0.675,0.216,7.8291e-05,0.99992
+92649,Existing Customer,33,F,1,Post-Graduate,Married,Less than $40K,Blue,15,6,2,0,1741.0,1328,413.0,0.69,2629,61,0.649,0.763,4.6372e-05,0.99995
 92650,Existing Customer,49,F,2,Post-Graduate,Single,,Blue,36,3,3,2,24904.0,0,24904.0,0.636,5176,71,0.479,0.0,0.00021165,0.99979
-92651,Attrited Customer,54,F,1,Graduate,Single,Less than $40K,Blue,45,3,5,5,1438.3,0,1438.3,0.647,1603,39,0.444,0.0,0.9989299999999999,0.0010665
-92652,Existing Customer,65,M,0,High School,Married,Less than $40K,Blue,56,6,3,1,2621.0,1858,763.0,0.987,2148,47,1.043,0.7090000000000001,9.049299999999999e-05,0.9999100000000001
-92653,Existing Customer,49,F,5,Graduate,Married,$40K - $60K,Blue,35,5,2,1,11115.0,1292,9823.0,0.797,3956,74,0.609,0.11599999999999999,7.0865e-05,0.9999299999999999
-92654,Existing Customer,47,M,5,,Single,$80K - $120K,Blue,39,6,2,3,13241.0,0,13241.0,1.002,3157,76,0.551,0.0,0.00021724,0.9997799999999999
-92655,Existing Customer,51,M,4,High School,Married,$80K - $120K,Blue,42,6,1,2,14438.0,2517,11921.0,0.853,2090,47,0.88,0.174,5.6153e-05,0.9999399999999999
+92651,Attrited Customer,54,F,1,Graduate,Single,Less than $40K,Blue,45,3,5,5,1438.3,0,1438.3,0.647,1603,39,0.444,0.0,0.99893,0.0010665
+92652,Existing Customer,65,M,0,High School,Married,Less than $40K,Blue,56,6,3,1,2621.0,1858,763.0,0.987,2148,47,1.043,0.709,9.0493e-05,0.99991
+92653,Existing Customer,49,F,5,Graduate,Married,$40K - $60K,Blue,35,5,2,1,11115.0,1292,9823.0,0.797,3956,74,0.609,0.116,7.0865e-05,0.99993
+92654,Existing Customer,47,M,5,,Single,$80K - $120K,Blue,39,6,2,3,13241.0,0,13241.0,1.002,3157,76,0.551,0.0,0.00021724,0.99978
+92655,Existing Customer,51,M,4,High School,Married,$80K - $120K,Blue,42,6,1,2,14438.0,2517,11921.0,0.853,2090,47,0.88,0.174,5.6153e-05,0.99994
 92656,Existing Customer,36,M,3,High School,Single,$80K - $120K,Blue,31,6,1,1,5228.0,1443,3785.0,0.934,2683,62,0.938,0.276,3.3505e-05,0.99997
-92657,Existing Customer,36,M,2,Graduate,Married,$60K - $80K,Blue,36,3,1,4,5550.0,1518,4032.0,1.182,2540,62,0.7709999999999999,0.27399999999999997,0.00015804,0.99984
-92658,Existing Customer,46,M,1,Graduate,,$40K - $60K,Blue,36,4,3,2,1438.3,890,548.3,1.143,2928,48,1.4,0.619,0.00016883,0.9998299999999999
+92657,Existing Customer,36,M,2,Graduate,Married,$60K - $80K,Blue,36,3,1,4,5550.0,1518,4032.0,1.182,2540,62,0.771,0.274,0.00015804,0.99984
+92658,Existing Customer,46,M,1,Graduate,,$40K - $60K,Blue,36,4,3,2,1438.3,890,548.3,1.143,2928,48,1.4,0.619,0.00016883,0.99983
 92659,Existing Customer,62,F,0,,Married,Less than $40K,Blue,55,3,1,0,2064.0,1282,782.0,0.455,1475,27,0.929,0.621,1.9163e-05,0.99998
-92660,Existing Customer,30,F,1,College,Single,Less than $40K,Blue,24,4,3,0,3450.0,2517,933.0,0.652,2545,64,0.778,0.73,6.0552e-05,0.9999399999999999
-92661,Existing Customer,46,M,4,Graduate,Married,$120K +,Silver,36,4,1,3,34516.0,1380,33136.0,0.66,2163,56,0.4,0.04,8.7785e-05,0.9999100000000001
-92662,Existing Customer,41,M,4,Uneducated,Divorced,$80K - $120K,Blue,36,6,2,2,30030.0,2028,28002.0,0.601,1828,38,1.111,0.068,0.00012274,0.9998799999999999
-92663,Existing Customer,50,M,1,Uneducated,Married,$40K - $60K,Blue,45,5,3,3,2151.0,1163,988.0,0.8490000000000001,2513,62,0.59,0.541,0.00029196,0.99971
-92664,Existing Customer,53,M,2,,Married,$80K - $120K,Blue,44,4,1,3,7181.0,2517,4664.0,0.545,1636,39,0.56,0.35100000000000003,0.00010183,0.9999
-92665,Existing Customer,55,M,2,Uneducated,Married,$120K +,Blue,44,3,3,3,27745.0,1300,26445.0,0.48200000000000004,1525,21,0.5,0.047,0.00031104,0.99969
-92666,Existing Customer,49,F,4,High School,Married,Less than $40K,Blue,43,4,3,2,4852.0,2016,2836.0,0.5760000000000001,3561,73,0.622,0.415,0.00018339,0.99982
-92667,Existing Customer,56,M,1,Graduate,Married,$60K - $80K,Blue,50,6,3,3,6735.0,2289,4446.0,0.6609999999999999,1249,28,0.75,0.34,0.00028395,0.99972
-92668,Existing Customer,63,M,1,Graduate,Married,$40K - $60K,Blue,53,4,1,2,6128.0,1895,4233.0,0.583,1700,42,0.355,0.309,5.1696999999999996e-05,0.99995
-92669,Existing Customer,41,M,4,High School,,$80K - $120K,Blue,36,4,3,2,23124.0,1746,21378.0,0.807,1959,50,0.7240000000000001,0.076,0.00018339,0.99982
-92670,Existing Customer,34,M,2,,Married,$40K - $60K,Blue,29,3,2,2,3436.0,1650,1786.0,0.7879999999999999,1972,37,0.9470000000000001,0.48,0.00012511,0.99987
-92671,Existing Customer,35,M,0,,Married,$120K +,Blue,36,5,2,1,3176.0,1510,1666.0,0.885,2074,48,0.92,0.475,6.4745e-05,0.9999399999999999
+92660,Existing Customer,30,F,1,College,Single,Less than $40K,Blue,24,4,3,0,3450.0,2517,933.0,0.652,2545,64,0.778,0.73,6.0552e-05,0.99994
+92661,Existing Customer,46,M,4,Graduate,Married,$120K +,Silver,36,4,1,3,34516.0,1380,33136.0,0.66,2163,56,0.4,0.04,8.7785e-05,0.99991
+92662,Existing Customer,41,M,4,Uneducated,Divorced,$80K - $120K,Blue,36,6,2,2,30030.0,2028,28002.0,0.601,1828,38,1.111,0.068,0.00012274,0.99988
+92663,Existing Customer,50,M,1,Uneducated,Married,$40K - $60K,Blue,45,5,3,3,2151.0,1163,988.0,0.849,2513,62,0.59,0.541,0.00029196,0.99971
+92664,Existing Customer,53,M,2,,Married,$80K - $120K,Blue,44,4,1,3,7181.0,2517,4664.0,0.545,1636,39,0.56,0.351,0.00010183,0.9999
+92665,Existing Customer,55,M,2,Uneducated,Married,$120K +,Blue,44,3,3,3,27745.0,1300,26445.0,0.482,1525,21,0.5,0.047,0.00031104,0.99969
+92666,Existing Customer,49,F,4,High School,Married,Less than $40K,Blue,43,4,3,2,4852.0,2016,2836.0,0.576,3561,73,0.622,0.415,0.00018339,0.99982
+92667,Existing Customer,56,M,1,Graduate,Married,$60K - $80K,Blue,50,6,3,3,6735.0,2289,4446.0,0.661,1249,28,0.75,0.34,0.00028395,0.99972
+92668,Existing Customer,63,M,1,Graduate,Married,$40K - $60K,Blue,53,4,1,2,6128.0,1895,4233.0,0.583,1700,42,0.355,0.309,5.1697e-05,0.99995
+92669,Existing Customer,41,M,4,High School,,$80K - $120K,Blue,36,4,3,2,23124.0,1746,21378.0,0.807,1959,50,0.724,0.076,0.00018339,0.99982
+92670,Existing Customer,34,M,2,,Married,$40K - $60K,Blue,29,3,2,2,3436.0,1650,1786.0,0.788,1972,37,0.947,0.48,0.00012511,0.99987
+92671,Existing Customer,35,M,0,,Married,$120K +,Blue,36,5,2,1,3176.0,1510,1666.0,0.885,2074,48,0.92,0.475,6.4745e-05,0.99994
 92672,Existing Customer,44,M,4,College,,$120K +,Blue,34,5,3,3,8874.0,1590,7284.0,0.698,1849,56,0.647,0.179,0.00030845,0.99969
-92673,Existing Customer,38,F,3,Graduate,Married,Less than $40K,Blue,34,5,1,0,3402.0,1813,1589.0,0.653,1767,28,0.647,0.5329999999999999,2.1081e-05,0.99998
-92674,Existing Customer,52,M,1,Graduate,Married,$80K - $120K,Blue,43,6,1,1,2689.0,2077,612.0,0.37799999999999995,1356,33,0.435,0.772,3.1176e-05,0.99997
-92675,Existing Customer,54,M,3,Uneducated,Married,Less than $40K,Blue,36,3,3,2,1556.0,1278,278.0,0.46,1615,35,0.591,0.821,0.00019191,0.9998100000000001
-92676,Existing Customer,58,F,2,High School,Single,$40K - $60K,Blue,36,3,3,3,7372.0,1210,6162.0,0.946,1707,56,0.514,0.16399999999999998,0.00029408,0.99971
-92677,Existing Customer,26,M,0,College,,Less than $40K,Blue,13,6,1,2,5713.0,789,4924.0,0.6779999999999999,3323,61,0.525,0.138,4.595e-05,0.99995
-92678,Existing Customer,27,F,1,Post-Graduate,Single,Less than $40K,Blue,22,4,1,3,2965.0,1635,1330.0,0.7,2553,59,0.5529999999999999,0.551,0.00010231,0.9999
-92679,Existing Customer,33,M,1,,Married,$80K - $120K,Blue,26,3,2,2,9819.0,1200,8619.0,0.602,2198,40,0.5379999999999999,0.122,0.00011743,0.9998799999999999
-92680,Existing Customer,32,M,0,Uneducated,Single,$60K - $80K,Blue,14,4,3,3,8186.0,0,8186.0,0.737,2411,67,0.426,0.0,0.00026692,0.9997299999999999
-92681,Existing Customer,58,F,1,College,Married,Less than $40K,Blue,49,3,3,2,3846.0,1285,2561.0,0.608,1815,47,0.621,0.33399999999999996,0.00016415,0.99984
+92673,Existing Customer,38,F,3,Graduate,Married,Less than $40K,Blue,34,5,1,0,3402.0,1813,1589.0,0.653,1767,28,0.647,0.533,2.1081e-05,0.99998
+92674,Existing Customer,52,M,1,Graduate,Married,$80K - $120K,Blue,43,6,1,1,2689.0,2077,612.0,0.378,1356,33,0.435,0.772,3.1176e-05,0.99997
+92675,Existing Customer,54,M,3,Uneducated,Married,Less than $40K,Blue,36,3,3,2,1556.0,1278,278.0,0.46,1615,35,0.591,0.821,0.00019191,0.99981
+92676,Existing Customer,58,F,2,High School,Single,$40K - $60K,Blue,36,3,3,3,7372.0,1210,6162.0,0.946,1707,56,0.514,0.164,0.00029408,0.99971
+92677,Existing Customer,26,M,0,College,,Less than $40K,Blue,13,6,1,2,5713.0,789,4924.0,0.678,3323,61,0.525,0.138,4.595e-05,0.99995
+92678,Existing Customer,27,F,1,Post-Graduate,Single,Less than $40K,Blue,22,4,1,3,2965.0,1635,1330.0,0.7,2553,59,0.553,0.551,0.00010231,0.9999
+92679,Existing Customer,33,M,1,,Married,$80K - $120K,Blue,26,3,2,2,9819.0,1200,8619.0,0.602,2198,40,0.538,0.122,0.00011743,0.99988
+92680,Existing Customer,32,M,0,Uneducated,Single,$60K - $80K,Blue,14,4,3,3,8186.0,0,8186.0,0.737,2411,67,0.426,0.0,0.00026692,0.99973
+92681,Existing Customer,58,F,1,College,Married,Less than $40K,Blue,49,3,3,2,3846.0,1285,2561.0,0.608,1815,47,0.621,0.334,0.00016415,0.99984
 92682,Existing Customer,45,F,4,Uneducated,,Less than $40K,Silver,30,5,2,2,13131.0,1965,11166.0,0.695,1795,37,0.48,0.15,0.0001109,0.99989
-92683,Existing Customer,48,F,3,High School,Single,Less than $40K,Blue,28,4,2,1,2944.0,753,2191.0,0.7070000000000001,3457,61,0.848,0.256,6.9242e-05,0.9999299999999999
-92684,Existing Customer,38,M,2,Post-Graduate,Single,$60K - $80K,Silver,36,3,3,4,34516.0,1954,32562.0,0.436,1872,52,0.486,0.057,0.0005486000000000001,0.99945
+92683,Existing Customer,48,F,3,High School,Single,Less than $40K,Blue,28,4,2,1,2944.0,753,2191.0,0.707,3457,61,0.848,0.256,6.9242e-05,0.99993
+92684,Existing Customer,38,M,2,Post-Graduate,Single,$60K - $80K,Silver,36,3,3,4,34516.0,1954,32562.0,0.436,1872,52,0.486,0.057,0.0005486,0.99945
 92685,Existing Customer,54,M,2,High School,Married,$80K - $120K,Blue,38,6,3,4,5660.0,2006,3654.0,0.779,1569,39,0.773,0.354,0.00050163,0.9995
 92686,Existing Customer,40,F,1,Graduate,,Less than $40K,Blue,30,5,1,1,7554.0,1848,5706.0,0.767,4150,64,0.524,0.245,3.1176e-05,0.99997
-92687,Existing Customer,35,F,4,Uneducated,Married,Less than $40K,Blue,26,5,1,4,2494.0,1316,1178.0,1.486,2946,57,1.036,0.528,0.00017042,0.9998299999999999
+92687,Existing Customer,35,F,4,Uneducated,Married,Less than $40K,Blue,26,5,1,4,2494.0,1316,1178.0,1.486,2946,57,1.036,0.528,0.00017042,0.99983
 92688,Existing Customer,31,M,1,College,Married,$80K - $120K,Blue,36,4,1,0,25215.0,1445,23770.0,1.033,2588,48,1.0,0.057,1.854e-05,0.99998
-92689,Existing Customer,40,F,4,College,Married,$40K - $60K,Blue,24,5,3,2,2606.0,1818,788.0,0.703,1999,50,1.1740000000000002,0.698,0.0001834,0.99982
-92690,Existing Customer,52,M,0,Graduate,Single,$80K - $120K,Blue,43,4,3,3,8133.0,1942,6191.0,0.5720000000000001,3310,76,0.583,0.239,0.0002596,0.99974
-92691,Existing Customer,57,F,1,High School,Married,Less than $40K,Blue,36,6,2,2,3101.0,1257,1844.0,0.41600000000000004,1681,32,0.524,0.405,0.00010386,0.9999
-92692,Existing Customer,48,M,2,Graduate,Divorced,$80K - $120K,Blue,29,6,2,3,24446.0,1854,22592.0,0.782,3897,75,0.7859999999999999,0.076,0.00019143,0.9998100000000001
+92689,Existing Customer,40,F,4,College,Married,$40K - $60K,Blue,24,5,3,2,2606.0,1818,788.0,0.703,1999,50,1.174,0.698,0.0001834,0.99982
+92690,Existing Customer,52,M,0,Graduate,Single,$80K - $120K,Blue,43,4,3,3,8133.0,1942,6191.0,0.572,3310,76,0.583,0.239,0.0002596,0.99974
+92691,Existing Customer,57,F,1,High School,Married,Less than $40K,Blue,36,6,2,2,3101.0,1257,1844.0,0.416,1681,32,0.524,0.405,0.00010386,0.9999
+92692,Existing Customer,48,M,2,Graduate,Divorced,$80K - $120K,Blue,29,6,2,3,24446.0,1854,22592.0,0.782,3897,75,0.786,0.076,0.00019143,0.99981
 92693,Existing Customer,49,M,3,High School,Married,$80K - $120K,Blue,39,5,3,2,2361.0,1342,1019.0,0.6,4316,78,0.529,0.568,0.00018145,0.99982
-92694,Existing Customer,40,M,4,High School,Single,$40K - $60K,Blue,32,6,4,2,2441.0,1656,785.0,0.762,3903,62,0.8240000000000001,0.6779999999999999,0.00022162,0.9997799999999999
-92695,Existing Customer,45,M,2,Graduate,Married,$40K - $60K,Blue,41,5,2,2,8532.0,2165,6367.0,0.7070000000000001,3242,63,0.75,0.254,0.00011382,0.99989
+92694,Existing Customer,40,M,4,High School,Single,$40K - $60K,Blue,32,6,4,2,2441.0,1656,785.0,0.762,3903,62,0.824,0.678,0.00022162,0.99978
+92695,Existing Customer,45,M,2,Graduate,Married,$40K - $60K,Blue,41,5,2,2,8532.0,2165,6367.0,0.707,3242,63,0.75,0.254,0.00011382,0.99989
 92696,Existing Customer,41,M,3,,Married,$80K - $120K,Blue,37,5,3,3,16954.0,1588,15366.0,0.878,3411,60,0.875,0.094,0.00034503,0.99965
 92697,Existing Customer,36,M,2,Graduate,Single,$80K - $120K,Blue,17,4,3,1,2900.0,2029,871.0,0.846,2631,72,0.6,0.7,0.00010848,0.99989
 92698,Existing Customer,37,F,1,Graduate,Single,Less than $40K,Blue,36,6,2,4,6827.0,0,6827.0,0.754,2621,49,0.815,0.0,0.00030653,0.99969
-92699,Existing Customer,44,F,3,College,Divorced,$40K - $60K,Blue,34,5,2,5,4513.0,1950,2563.0,0.83,3164,62,0.59,0.43200000000000005,0.00056998,0.9994299999999999
-92700,Existing Customer,52,M,2,College,Married,$120K +,Blue,47,3,3,2,27347.0,719,26628.0,0.695,4040,77,0.674,0.026000000000000002,0.00017488,0.9998299999999999
-92701,Existing Customer,42,F,3,High School,Married,Less than $40K,Blue,36,4,3,1,1676.0,1372,304.0,0.522,4381,77,0.5710000000000001,0.8190000000000001,0.00010943,0.99989
-92702,Existing Customer,62,F,1,Graduate,Married,Less than $40K,Blue,50,6,6,4,2802.0,1977,825.0,0.431,1757,33,0.833,0.706,0.00038238,0.9996200000000001
+92699,Existing Customer,44,F,3,College,Divorced,$40K - $60K,Blue,34,5,2,5,4513.0,1950,2563.0,0.83,3164,62,0.59,0.432,0.00056998,0.99943
+92700,Existing Customer,52,M,2,College,Married,$120K +,Blue,47,3,3,2,27347.0,719,26628.0,0.695,4040,77,0.674,0.026,0.00017488,0.99983
+92701,Existing Customer,42,F,3,High School,Married,Less than $40K,Blue,36,4,3,1,1676.0,1372,304.0,0.522,4381,77,0.571,0.819,0.00010943,0.99989
+92702,Existing Customer,62,F,1,Graduate,Married,Less than $40K,Blue,50,6,6,4,2802.0,1977,825.0,0.431,1757,33,0.833,0.706,0.00038238,0.99962
 92703,Attrited Customer,49,M,3,Post-Graduate,Married,$80K - $120K,Blue,45,3,0,4,23870.0,0,23870.0,0.604,1885,39,0.345,0.0,0.98619,0.01381
-92704,Existing Customer,30,F,0,Graduate,Single,Less than $40K,Blue,17,3,2,1,4868.0,1090,3778.0,0.679,2907,69,0.816,0.22399999999999998,5.8902e-05,0.9999399999999999
+92704,Existing Customer,30,F,0,Graduate,Single,Less than $40K,Blue,17,3,2,1,4868.0,1090,3778.0,0.679,2907,69,0.816,0.224,5.8902e-05,0.99994
 92705,Existing Customer,50,M,3,Uneducated,Single,$60K - $80K,Blue,45,5,3,5,20437.0,1020,19417.0,0.563,4166,66,0.737,0.05,0.00095231,0.99905
-92706,Existing Customer,32,M,2,High School,Divorced,$60K - $80K,Blue,26,6,1,4,2239.0,1338,901.0,0.5670000000000001,2466,60,0.579,0.598,0.00015363,0.99985
-92707,Existing Customer,32,F,1,Graduate,Single,Less than $40K,Blue,28,6,3,3,2428.0,1027,1401.0,0.8240000000000001,3007,84,0.867,0.423,0.00028395,0.99972
-92708,Existing Customer,49,M,3,Post-Graduate,Single,$60K - $80K,Blue,44,3,1,5,15027.0,0,15027.0,0.8109999999999999,3533,59,0.7879999999999999,0.0,0.00033387,0.9996700000000001
-92709,Existing Customer,37,M,2,Doctorate,Single,$120K +,Blue,32,3,3,5,32056.0,1887,30169.0,0.831,2730,68,0.7,0.059000000000000004,0.0012912000000000002,0.99871
-92710,Existing Customer,42,F,3,College,Single,,Silver,31,3,2,2,34516.0,919,33597.0,0.919,3415,79,0.7559999999999999,0.027000000000000003,0.00010375,0.9999
-92711,Existing Customer,36,M,2,,Single,$80K - $120K,Blue,29,3,3,5,5346.0,1539,3807.0,0.777,2283,51,0.889,0.28800000000000003,0.00098108,0.99902
-92712,Attrited Customer,52,F,4,,Married,Less than $40K,Blue,36,1,4,5,2143.0,0,2143.0,0.853,1353,36,0.33299999999999996,0.0,0.9992,0.00080275
-92713,Existing Customer,48,M,3,Uneducated,Single,$60K - $80K,Gold,40,5,2,5,34516.0,2317,32199.0,0.6990000000000001,3927,68,0.7,0.067,0.00069441,0.99931
-92714,Existing Customer,29,M,1,,Single,$60K - $80K,Blue,19,3,1,2,23507.0,1990,21517.0,0.631,2650,65,0.912,0.085,5.6825e-05,0.9999399999999999
+92706,Existing Customer,32,M,2,High School,Divorced,$60K - $80K,Blue,26,6,1,4,2239.0,1338,901.0,0.567,2466,60,0.579,0.598,0.00015363,0.99985
+92707,Existing Customer,32,F,1,Graduate,Single,Less than $40K,Blue,28,6,3,3,2428.0,1027,1401.0,0.824,3007,84,0.867,0.423,0.00028395,0.99972
+92708,Existing Customer,49,M,3,Post-Graduate,Single,$60K - $80K,Blue,44,3,1,5,15027.0,0,15027.0,0.811,3533,59,0.788,0.0,0.00033387,0.99967
+92709,Existing Customer,37,M,2,Doctorate,Single,$120K +,Blue,32,3,3,5,32056.0,1887,30169.0,0.831,2730,68,0.7,0.059,0.0012912,0.99871
+92710,Existing Customer,42,F,3,College,Single,,Silver,31,3,2,2,34516.0,919,33597.0,0.919,3415,79,0.756,0.027,0.00010375,0.9999
+92711,Existing Customer,36,M,2,,Single,$80K - $120K,Blue,29,3,3,5,5346.0,1539,3807.0,0.777,2283,51,0.889,0.288,0.00098108,0.99902
+92712,Attrited Customer,52,F,4,,Married,Less than $40K,Blue,36,1,4,5,2143.0,0,2143.0,0.853,1353,36,0.333,0.0,0.9992,0.00080275
+92713,Existing Customer,48,M,3,Uneducated,Single,$60K - $80K,Gold,40,5,2,5,34516.0,2317,32199.0,0.699,3927,68,0.7,0.067,0.00069441,0.99931
+92714,Existing Customer,29,M,1,,Single,$60K - $80K,Blue,19,3,1,2,23507.0,1990,21517.0,0.631,2650,65,0.912,0.085,5.6825e-05,0.99994
 92715,Existing Customer,33,F,3,Post-Graduate,Married,$40K - $60K,Blue,28,5,2,3,1864.0,1081,783.0,1.416,2607,44,1.75,0.58,0.00023373,0.99977
-92716,Existing Customer,36,M,2,College,Single,$60K - $80K,Blue,24,5,2,5,23032.0,840,22192.0,0.7390000000000001,2787,73,0.698,0.036000000000000004,0.0005493,0.99945
-92717,Existing Customer,36,F,4,High School,Married,Less than $40K,Blue,36,4,1,3,4277.0,1578,2699.0,0.84,1855,49,1.042,0.369,9.444700000000001e-05,0.9999100000000001
-92718,Existing Customer,56,F,2,High School,Married,$40K - $60K,Blue,41,5,3,2,2771.0,1446,1325.0,0.6859999999999999,1706,27,0.22699999999999998,0.522,0.00017486,0.9998299999999999
-92719,Existing Customer,28,M,1,High School,Divorced,Less than $40K,Blue,36,5,3,4,2265.0,1935,330.0,0.653,2306,61,0.525,0.8540000000000001,0.00047086,0.9995299999999999
-92720,Existing Customer,31,F,2,Uneducated,Divorced,Less than $40K,Blue,19,6,2,0,2853.0,1961,892.0,0.866,2697,68,0.789,0.687,4.317e-05,0.9999600000000001
-92721,Existing Customer,44,F,3,Uneducated,Single,Less than $40K,Blue,33,5,3,5,3075.0,2517,558.0,0.922,3534,53,0.71,0.8190000000000001,0.00095231,0.99905
+92716,Existing Customer,36,M,2,College,Single,$60K - $80K,Blue,24,5,2,5,23032.0,840,22192.0,0.739,2787,73,0.698,0.036,0.0005493,0.99945
+92717,Existing Customer,36,F,4,High School,Married,Less than $40K,Blue,36,4,1,3,4277.0,1578,2699.0,0.84,1855,49,1.042,0.369,9.4447e-05,0.99991
+92718,Existing Customer,56,F,2,High School,Married,$40K - $60K,Blue,41,5,3,2,2771.0,1446,1325.0,0.686,1706,27,0.227,0.522,0.00017486,0.99983
+92719,Existing Customer,28,M,1,High School,Divorced,Less than $40K,Blue,36,5,3,4,2265.0,1935,330.0,0.653,2306,61,0.525,0.854,0.00047086,0.99953
+92720,Existing Customer,31,F,2,Uneducated,Divorced,Less than $40K,Blue,19,6,2,0,2853.0,1961,892.0,0.866,2697,68,0.789,0.687,4.317e-05,0.99996
+92721,Existing Customer,44,F,3,Uneducated,Single,Less than $40K,Blue,33,5,3,5,3075.0,2517,558.0,0.922,3534,53,0.71,0.819,0.00095231,0.99905
 92722,Existing Customer,51,F,3,High School,Married,,Blue,31,5,1,5,15340.0,2331,13009.0,0.565,2965,51,0.594,0.152,0.00027585,0.99972
 92723,Existing Customer,55,M,3,Graduate,Single,$40K - $60K,Blue,35,4,1,4,3065.0,0,3065.0,0.716,3524,69,0.605,0.0,0.00016399,0.99984
-92724,Existing Customer,34,F,2,Doctorate,Single,Less than $40K,Blue,28,3,3,2,1438.3,0,1438.3,0.892,3044,91,0.8959999999999999,0.0,0.00026028,0.99974
+92724,Existing Customer,34,F,2,Doctorate,Single,Less than $40K,Blue,28,3,3,2,1438.3,0,1438.3,0.892,3044,91,0.896,0.0,0.00026028,0.99974
 92725,Existing Customer,61,F,0,Graduate,Single,$40K - $60K,Blue,56,4,3,5,7118.0,813,6305.0,0.475,3964,66,0.65,0.114,0.00076607,0.99923
-92726,Existing Customer,37,M,2,Uneducated,Single,$60K - $80K,Blue,36,4,2,2,11419.0,2517,8902.0,1.2109999999999999,3000,70,1.0590000000000002,0.22,0.00011703,0.9998799999999999
+92726,Existing Customer,37,M,2,Uneducated,Single,$60K - $80K,Blue,36,4,2,2,11419.0,2517,8902.0,1.211,3000,70,1.059,0.22,0.00011703,0.99988
 92727,Existing Customer,46,M,3,Graduate,Married,$40K - $60K,Blue,37,6,2,5,2403.0,0,2403.0,0.727,3393,64,0.882,0.0,0.00058626,0.99941
-92728,Existing Customer,47,F,3,Uneducated,Married,Less than $40K,Blue,32,4,3,2,2821.0,951,1870.0,0.5770000000000001,1452,38,1.923,0.337,0.00019191,0.9998100000000001
+92728,Existing Customer,47,F,3,Uneducated,Married,Less than $40K,Blue,32,4,3,2,2821.0,951,1870.0,0.577,1452,38,1.923,0.337,0.00019191,0.99981
 92729,Existing Customer,54,M,1,Graduate,Married,$40K - $60K,Blue,43,4,3,3,2706.0,2517,189.0,0.506,1682,39,0.625,0.93,0.00028395,0.99972
-92730,Existing Customer,50,F,3,,Single,Less than $40K,Blue,43,6,1,4,2999.0,1958,1041.0,0.611,2073,48,0.7140000000000001,0.653,0.00018025,0.99982
-92731,Existing Customer,36,F,4,High School,Single,Less than $40K,Blue,28,5,1,2,2226.0,1607,619.0,0.6559999999999999,2660,62,1.0,0.722,5.6153e-05,0.9999399999999999
-92732,Existing Customer,37,M,5,Graduate,Married,$60K - $80K,Blue,31,5,3,4,3351.0,1847,1504.0,0.67,1910,43,0.593,0.551,0.00053272,0.9994700000000001
-92733,Existing Customer,47,M,4,College,Divorced,$40K - $60K,Blue,36,5,1,1,5570.0,1858,3712.0,0.7829999999999999,4129,72,0.636,0.33399999999999996,3.3866e-05,0.99997
-92734,Existing Customer,54,M,3,,Married,$80K - $120K,Blue,41,3,3,2,10448.0,1569,8879.0,0.48200000000000004,1604,39,0.444,0.15,0.00020516,0.99979
-92735,Existing Customer,64,F,0,High School,Married,Less than $40K,Blue,56,6,2,2,2174.0,1397,777.0,0.62,1755,39,0.5,0.643,9.4951e-05,0.9999100000000001
-92736,Existing Customer,48,M,3,Graduate,Married,$80K - $120K,Blue,38,3,3,3,31501.0,0,31501.0,0.698,3742,75,0.7859999999999999,0.0,0.0003139,0.99969
-92737,Existing Customer,35,M,2,Uneducated,Single,$60K - $80K,Blue,30,6,3,3,21695.0,1257,20438.0,0.7929999999999999,2266,74,0.48,0.057999999999999996,0.00031104,0.99969
-92738,Existing Customer,49,M,2,,Married,$80K - $120K,Blue,36,3,1,1,34516.0,2435,32081.0,0.732,1805,34,0.619,0.071,3.6508000000000004e-05,0.9999600000000001
+92730,Existing Customer,50,F,3,,Single,Less than $40K,Blue,43,6,1,4,2999.0,1958,1041.0,0.611,2073,48,0.714,0.653,0.00018025,0.99982
+92731,Existing Customer,36,F,4,High School,Single,Less than $40K,Blue,28,5,1,2,2226.0,1607,619.0,0.656,2660,62,1.0,0.722,5.6153e-05,0.99994
+92732,Existing Customer,37,M,5,Graduate,Married,$60K - $80K,Blue,31,5,3,4,3351.0,1847,1504.0,0.67,1910,43,0.593,0.551,0.00053272,0.99947
+92733,Existing Customer,47,M,4,College,Divorced,$40K - $60K,Blue,36,5,1,1,5570.0,1858,3712.0,0.783,4129,72,0.636,0.334,3.3866e-05,0.99997
+92734,Existing Customer,54,M,3,,Married,$80K - $120K,Blue,41,3,3,2,10448.0,1569,8879.0,0.482,1604,39,0.444,0.15,0.00020516,0.99979
+92735,Existing Customer,64,F,0,High School,Married,Less than $40K,Blue,56,6,2,2,2174.0,1397,777.0,0.62,1755,39,0.5,0.643,9.4951e-05,0.99991
+92736,Existing Customer,48,M,3,Graduate,Married,$80K - $120K,Blue,38,3,3,3,31501.0,0,31501.0,0.698,3742,75,0.786,0.0,0.0003139,0.99969
+92737,Existing Customer,35,M,2,Uneducated,Single,$60K - $80K,Blue,30,6,3,3,21695.0,1257,20438.0,0.793,2266,74,0.48,0.058,0.00031104,0.99969
+92738,Existing Customer,49,M,2,,Married,$80K - $120K,Blue,36,3,1,1,34516.0,2435,32081.0,0.732,1805,34,0.619,0.071,3.6508e-05,0.99996
 92739,Existing Customer,42,M,5,,Married,$60K - $80K,Blue,35,6,3,2,13650.0,1253,12397.0,0.743,1703,53,0.71,0.092,0.00020412,0.9998
 92740,Existing Customer,49,M,0,Uneducated,Single,$80K - $120K,Blue,36,5,3,4,16156.0,2517,13639.0,0.804,4160,81,0.653,0.156,0.00045531,0.99954
-92741,Existing Customer,53,F,2,Graduate,Married,Less than $40K,Blue,46,6,2,4,2413.0,2015,398.0,0.47,1398,24,0.7140000000000001,0.835,0.00032656,0.9996700000000001
-92742,Existing Customer,56,M,2,High School,Married,$80K - $120K,Blue,45,3,2,3,5920.0,1589,4331.0,0.512,1408,28,0.273,0.268,0.0001861,0.9998100000000001
-92743,Existing Customer,41,M,3,College,Single,$60K - $80K,Blue,28,6,3,0,5841.0,2463,3378.0,1.047,3817,81,0.7609999999999999,0.42200000000000004,6.694100000000001e-05,0.9999299999999999
+92741,Existing Customer,53,F,2,Graduate,Married,Less than $40K,Blue,46,6,2,4,2413.0,2015,398.0,0.47,1398,24,0.714,0.835,0.00032656,0.99967
+92742,Existing Customer,56,M,2,High School,Married,$80K - $120K,Blue,45,3,2,3,5920.0,1589,4331.0,0.512,1408,28,0.273,0.268,0.0001861,0.99981
+92743,Existing Customer,41,M,3,College,Single,$60K - $80K,Blue,28,6,3,0,5841.0,2463,3378.0,1.047,3817,81,0.761,0.422,6.6941e-05,0.99993
 92744,Existing Customer,37,M,3,High School,Single,$60K - $80K,Blue,36,3,1,5,8418.0,2051,6367.0,0.847,2879,63,0.703,0.244,0.00027585,0.99972
 92745,Existing Customer,30,M,0,High School,Married,Less than $40K,Blue,21,5,4,3,2490.0,1259,1231.0,1.079,2441,53,0.514,0.506,0.00030499,0.9997
-92746,Existing Customer,45,M,3,Post-Graduate,Married,$80K - $120K,Blue,35,3,3,2,20640.0,1603,19037.0,0.532,1792,53,0.395,0.078,0.00021962,0.9997799999999999
-92747,Existing Customer,54,M,1,High School,Married,$60K - $80K,Blue,37,5,1,1,9453.0,2188,7265.0,0.5720000000000001,1688,45,0.452,0.231,3.0307e-05,0.99997
-92748,Existing Customer,46,M,2,Graduate,Married,$60K - $80K,Blue,40,4,2,4,7949.0,1514,6435.0,0.857,3355,58,0.657,0.19,0.00032656,0.9996700000000001
-92749,Existing Customer,36,F,4,College,Single,Less than $40K,Blue,36,3,2,1,2758.0,2168,590.0,1.046,3073,86,0.792,0.7859999999999999,6.998800000000001e-05,0.9999299999999999
-92750,Existing Customer,48,M,2,Doctorate,Single,$120K +,Blue,41,5,2,1,20148.0,1084,19064.0,0.79,3921,74,0.542,0.054000000000000006,9.933e-05,0.9999
-92751,Existing Customer,59,F,0,Doctorate,Single,Less than $40K,Blue,36,3,1,2,1438.3,0,1438.3,0.691,1904,47,0.382,0.0,6.8395e-05,0.9999299999999999
-92752,Existing Customer,60,M,1,Uneducated,Single,$80K - $120K,Blue,51,6,3,4,26566.0,2517,24049.0,0.985,3103,65,0.625,0.095,0.0004980000000000001,0.9995
+92746,Existing Customer,45,M,3,Post-Graduate,Married,$80K - $120K,Blue,35,3,3,2,20640.0,1603,19037.0,0.532,1792,53,0.395,0.078,0.00021962,0.99978
+92747,Existing Customer,54,M,1,High School,Married,$60K - $80K,Blue,37,5,1,1,9453.0,2188,7265.0,0.572,1688,45,0.452,0.231,3.0307e-05,0.99997
+92748,Existing Customer,46,M,2,Graduate,Married,$60K - $80K,Blue,40,4,2,4,7949.0,1514,6435.0,0.857,3355,58,0.657,0.19,0.00032656,0.99967
+92749,Existing Customer,36,F,4,College,Single,Less than $40K,Blue,36,3,2,1,2758.0,2168,590.0,1.046,3073,86,0.792,0.786,6.9988e-05,0.99993
+92750,Existing Customer,48,M,2,Doctorate,Single,$120K +,Blue,41,5,2,1,20148.0,1084,19064.0,0.79,3921,74,0.542,0.054,9.933e-05,0.9999
+92751,Existing Customer,59,F,0,Doctorate,Single,Less than $40K,Blue,36,3,1,2,1438.3,0,1438.3,0.691,1904,47,0.382,0.0,6.8395e-05,0.99993
+92752,Existing Customer,60,M,1,Uneducated,Single,$80K - $120K,Blue,51,6,3,4,26566.0,2517,24049.0,0.985,3103,65,0.625,0.095,0.000498,0.9995
 92753,Existing Customer,44,M,5,Graduate,Single,$60K - $80K,Blue,34,3,3,5,13477.0,2057,11420.0,0.684,3866,67,0.634,0.153,0.00092152,0.99908
 92754,Existing Customer,65,M,0,College,Divorced,Less than $40K,Blue,42,5,3,2,9706.0,1968,7738.0,1.022,3435,58,0.706,0.203,0.00015007,0.99985
-92755,Existing Customer,46,F,3,Graduate,Single,$40K - $60K,Blue,41,5,2,4,7457.0,0,7457.0,0.7170000000000001,3162,64,0.73,0.0,0.00033886,0.99966
-92756,Existing Customer,48,M,4,Graduate,Married,$80K - $120K,Silver,40,6,2,5,34516.0,807,33709.0,0.9670000000000001,3937,80,1.051,0.023,0.0005354,0.99946
-92757,Existing Customer,53,M,3,High School,Married,$120K +,Blue,47,5,1,3,19081.0,2431,16650.0,0.37,1536,31,0.47600000000000003,0.127,9.344799999999999e-05,0.9999100000000001
-92758,Existing Customer,53,F,3,Uneducated,Married,,Blue,36,6,2,2,2447.0,1558,889.0,0.511,1716,38,0.462,0.637,0.00012144,0.9998799999999999
-92759,Existing Customer,41,M,2,High School,Single,$80K - $120K,Blue,36,4,2,4,28830.0,0,28830.0,0.7859999999999999,3533,57,0.966,0.0,0.00031746,0.9996799999999999
-92760,Existing Customer,37,F,4,High School,Divorced,$40K - $60K,Blue,22,5,1,3,2563.0,1638,925.0,0.6809999999999999,2064,46,0.917,0.639,9.444700000000001e-05,0.9999100000000001
-92761,Existing Customer,29,F,0,High School,Single,Less than $40K,Blue,13,6,3,5,5240.0,1608,3632.0,1.2429999999999999,2712,64,0.778,0.307,0.00074474,0.99926
-92762,Existing Customer,49,F,2,Doctorate,Married,Less than $40K,Blue,44,4,3,0,3397.0,1962,1435.0,0.483,3295,66,0.61,0.578,9.602100000000001e-05,0.9999
-92763,Existing Customer,47,M,3,Doctorate,Single,Less than $40K,Blue,35,4,3,2,1842.0,0,1842.0,0.726,4165,67,0.634,0.0,0.00027008,0.9997299999999999
+92755,Existing Customer,46,F,3,Graduate,Single,$40K - $60K,Blue,41,5,2,4,7457.0,0,7457.0,0.717,3162,64,0.73,0.0,0.00033886,0.99966
+92756,Existing Customer,48,M,4,Graduate,Married,$80K - $120K,Silver,40,6,2,5,34516.0,807,33709.0,0.967,3937,80,1.051,0.023,0.0005354,0.99946
+92757,Existing Customer,53,M,3,High School,Married,$120K +,Blue,47,5,1,3,19081.0,2431,16650.0,0.37,1536,31,0.476,0.127,9.3448e-05,0.99991
+92758,Existing Customer,53,F,3,Uneducated,Married,,Blue,36,6,2,2,2447.0,1558,889.0,0.511,1716,38,0.462,0.637,0.00012144,0.99988
+92759,Existing Customer,41,M,2,High School,Single,$80K - $120K,Blue,36,4,2,4,28830.0,0,28830.0,0.786,3533,57,0.966,0.0,0.00031746,0.99968
+92760,Existing Customer,37,F,4,High School,Divorced,$40K - $60K,Blue,22,5,1,3,2563.0,1638,925.0,0.681,2064,46,0.917,0.639,9.4447e-05,0.99991
+92761,Existing Customer,29,F,0,High School,Single,Less than $40K,Blue,13,6,3,5,5240.0,1608,3632.0,1.243,2712,64,0.778,0.307,0.00074474,0.99926
+92762,Existing Customer,49,F,2,Doctorate,Married,Less than $40K,Blue,44,4,3,0,3397.0,1962,1435.0,0.483,3295,66,0.61,0.578,9.6021e-05,0.9999
+92763,Existing Customer,47,M,3,Doctorate,Single,Less than $40K,Blue,35,4,3,2,1842.0,0,1842.0,0.726,4165,67,0.634,0.0,0.00027008,0.99973
 92764,Existing Customer,53,F,1,,Married,Less than $40K,Blue,40,4,2,4,2383.0,1938,445.0,0.597,1616,37,0.682,0.813,0.00033692,0.99966
-92765,Existing Customer,33,M,2,Graduate,Divorced,$60K - $80K,Blue,21,5,3,3,20791.0,0,20791.0,0.7440000000000001,2883,93,0.755,0.0,0.00030251,0.9997
+92765,Existing Customer,33,M,2,Graduate,Divorced,$60K - $80K,Blue,21,5,3,3,20791.0,0,20791.0,0.744,2883,93,0.755,0.0,0.00030251,0.9997
 92766,Existing Customer,34,M,1,Graduate,,$60K - $80K,Blue,27,5,2,4,19900.0,1581,18319.0,0.838,3948,96,0.846,0.079,0.00030653,0.99969
 92767,Existing Customer,28,F,0,Graduate,Single,,Silver,15,3,3,3,32024.0,1232,30792.0,1.04,2507,64,0.882,0.038,0.00023457,0.99977
 92768,Existing Customer,36,F,3,Graduate,Single,$40K - $60K,Blue,28,3,2,3,3701.0,969,2732.0,1.079,3222,86,0.623,0.262,0.00019864,0.9998
-92769,Existing Customer,30,F,2,Graduate,Single,Less than $40K,Blue,18,3,1,4,4199.0,1903,2296.0,1.0590000000000002,3016,67,0.763,0.45299999999999996,0.00015804,0.99984
-92770,Existing Customer,34,M,3,High School,Single,$40K - $60K,Blue,21,4,1,3,4353.0,1655,2698.0,0.8059999999999999,2664,81,0.884,0.38,9.344799999999999e-05,0.9999100000000001
-92771,Attrited Customer,38,F,4,College,Married,$40K - $60K,Blue,36,4,4,4,4913.0,2517,2396.0,0.348,899,28,0.273,0.512,0.9984299999999999,0.00156939
+92769,Existing Customer,30,F,2,Graduate,Single,Less than $40K,Blue,18,3,1,4,4199.0,1903,2296.0,1.059,3016,67,0.763,0.453,0.00015804,0.99984
+92770,Existing Customer,34,M,3,High School,Single,$40K - $60K,Blue,21,4,1,3,4353.0,1655,2698.0,0.806,2664,81,0.884,0.38,9.3448e-05,0.99991
+92771,Attrited Customer,38,F,4,College,Married,$40K - $60K,Blue,36,4,4,4,4913.0,2517,2396.0,0.348,899,28,0.273,0.512,0.99843,0.00156939
 92772,Existing Customer,39,F,4,Post-Graduate,Married,Less than $40K,Blue,22,3,3,1,5454.0,1108,4346.0,1.021,2674,67,0.675,0.203,0.00013386,0.99987
 92773,Existing Customer,32,F,0,Graduate,Married,,Blue,26,3,3,2,2172.0,1381,791.0,1.145,2945,69,0.408,0.636,0.00015435,0.99985
-92774,Existing Customer,36,M,2,Doctorate,Single,$40K - $60K,Blue,26,4,3,2,2845.0,2517,328.0,0.6859999999999999,2396,51,0.5,0.885,0.00026028,0.99974
-92775,Existing Customer,37,F,3,High School,Single,,Blue,28,3,1,4,18570.0,1524,17046.0,1.385,3999,96,0.846,0.08199999999999999,0.00015942,0.99984
-92776,Existing Customer,45,M,4,Uneducated,Married,$60K - $80K,Silver,33,5,2,4,25907.0,745,25162.0,0.607,2058,56,0.8059999999999999,0.028999999999999998,0.00031818,0.9996799999999999
-92777,Existing Customer,38,F,3,Uneducated,Single,Less than $40K,Blue,33,5,3,2,2206.0,2018,188.0,0.648,1739,35,0.667,0.915,0.00019191,0.9998100000000001
-92778,Existing Customer,31,M,0,Graduate,Single,$40K - $60K,Blue,24,3,1,4,12050.0,1732,10318.0,0.804,2015,46,0.7040000000000001,0.14400000000000002,0.00013562,0.9998600000000001
+92774,Existing Customer,36,M,2,Doctorate,Single,$40K - $60K,Blue,26,4,3,2,2845.0,2517,328.0,0.686,2396,51,0.5,0.885,0.00026028,0.99974
+92775,Existing Customer,37,F,3,High School,Single,,Blue,28,3,1,4,18570.0,1524,17046.0,1.385,3999,96,0.846,0.082,0.00015942,0.99984
+92776,Existing Customer,45,M,4,Uneducated,Married,$60K - $80K,Silver,33,5,2,4,25907.0,745,25162.0,0.607,2058,56,0.806,0.029,0.00031818,0.99968
+92777,Existing Customer,38,F,3,Uneducated,Single,Less than $40K,Blue,33,5,3,2,2206.0,2018,188.0,0.648,1739,35,0.667,0.915,0.00019191,0.99981
+92778,Existing Customer,31,M,0,Graduate,Single,$40K - $60K,Blue,24,3,1,4,12050.0,1732,10318.0,0.804,2015,46,0.704,0.144,0.00013562,0.99986
 92779,Existing Customer,65,M,0,High School,,Less than $40K,Blue,36,3,3,2,2107.0,1008,1099.0,0.953,3913,67,0.523,0.478,0.00015005,0.99985
-92780,Existing Customer,63,F,0,Graduate,Married,Less than $40K,Blue,36,6,3,4,2107.0,1351,756.0,0.521,1320,35,0.522,0.6409999999999999,0.00044282,0.99956
-92781,Existing Customer,65,M,1,Graduate,Married,Less than $40K,Blue,56,3,2,5,3539.0,2517,1022.0,0.34600000000000003,1463,31,0.632,0.711,0.00053033,0.9994700000000001
-92782,Existing Customer,43,F,3,College,Married,,Blue,36,3,3,4,27175.0,775,26400.0,0.5429999999999999,3814,72,0.8,0.028999999999999998,0.00052057,0.9994799999999999
-92783,Existing Customer,51,M,1,Graduate,Married,$40K - $60K,Silver,36,6,2,2,17905.0,980,16925.0,0.731,4399,64,0.778,0.055,9.653299999999999e-05,0.9999
-92784,Existing Customer,37,M,3,Graduate,Married,$60K - $80K,Blue,31,3,1,3,4940.0,1199,3741.0,1.57,3246,57,0.9,0.243,9.612600000000001e-05,0.9999
+92780,Existing Customer,63,F,0,Graduate,Married,Less than $40K,Blue,36,6,3,4,2107.0,1351,756.0,0.521,1320,35,0.522,0.641,0.00044282,0.99956
+92781,Existing Customer,65,M,1,Graduate,Married,Less than $40K,Blue,56,3,2,5,3539.0,2517,1022.0,0.346,1463,31,0.632,0.711,0.00053033,0.99947
+92782,Existing Customer,43,F,3,College,Married,,Blue,36,3,3,4,27175.0,775,26400.0,0.543,3814,72,0.8,0.029,0.00052057,0.99948
+92783,Existing Customer,51,M,1,Graduate,Married,$40K - $60K,Silver,36,6,2,2,17905.0,980,16925.0,0.731,4399,64,0.778,0.055,9.6533e-05,0.9999
+92784,Existing Customer,37,M,3,Graduate,Married,$60K - $80K,Blue,31,3,1,3,4940.0,1199,3741.0,1.57,3246,57,0.9,0.243,9.6126e-05,0.9999
 92785,Existing Customer,55,F,1,Graduate,Married,,Blue,43,5,4,2,3161.0,1389,1772.0,0.307,1547,30,0.429,0.439,0.00020404,0.9998
-92786,Existing Customer,27,M,0,Uneducated,Single,$60K - $80K,Blue,36,4,3,3,2464.0,0,2464.0,0.502,2636,50,0.429,0.0,0.00026692,0.9997299999999999
-92787,Existing Customer,34,F,0,High School,Married,$40K - $60K,Blue,36,5,1,3,3203.0,2229,974.0,1.146,2625,52,0.625,0.696,7.727899999999999e-05,0.99992
-92788,Existing Customer,32,F,1,College,Divorced,Less than $40K,Blue,36,3,5,4,1835.0,1017,818.0,0.82,2801,79,0.519,0.5539999999999999,0.00052594,0.9994700000000001
-92789,Existing Customer,49,F,5,Uneducated,Single,Less than $40K,Blue,39,3,2,2,1993.0,0,1993.0,0.539,4075,76,0.6890000000000001,0.0,0.00012082,0.9998799999999999
+92786,Existing Customer,27,M,0,Uneducated,Single,$60K - $80K,Blue,36,4,3,3,2464.0,0,2464.0,0.502,2636,50,0.429,0.0,0.00026692,0.99973
+92787,Existing Customer,34,F,0,High School,Married,$40K - $60K,Blue,36,5,1,3,3203.0,2229,974.0,1.146,2625,52,0.625,0.696,7.7279e-05,0.99992
+92788,Existing Customer,32,F,1,College,Divorced,Less than $40K,Blue,36,3,5,4,1835.0,1017,818.0,0.82,2801,79,0.519,0.554,0.00052594,0.99947
+92789,Existing Customer,49,F,5,Uneducated,Single,Less than $40K,Blue,39,3,2,2,1993.0,0,1993.0,0.539,4075,76,0.689,0.0,0.00012082,0.99988
 92790,Existing Customer,39,M,2,,Married,$80K - $120K,Blue,27,3,3,2,34516.0,1629,32887.0,1.078,3448,53,1.038,0.047,0.00019771,0.9998
 92791,Existing Customer,27,M,0,Post-Graduate,Single,,Blue,22,5,2,2,7130.0,873,6257.0,0.53,2498,37,0.321,0.122,0.00011493,0.99989
-92792,Existing Customer,30,M,1,Uneducated,Divorced,,Blue,22,5,3,4,12539.0,910,11629.0,0.856,2643,72,0.674,0.073,0.0004980000000000001,0.9995
+92792,Existing Customer,30,M,1,Uneducated,Divorced,,Blue,22,5,3,4,12539.0,910,11629.0,0.856,2643,72,0.674,0.073,0.000498,0.9995
 92793,Existing Customer,39,M,4,High School,Married,$80K - $120K,Blue,25,6,2,3,8208.0,0,8208.0,1.568,3135,39,1.167,0.0,0.00019517,0.9998
-92794,Existing Customer,42,M,2,Doctorate,Married,$80K - $120K,Blue,32,4,2,2,26222.0,1073,25149.0,1.288,1988,30,0.579,0.040999999999999995,0.00016471,0.99984
+92794,Existing Customer,42,M,2,Doctorate,Married,$80K - $120K,Blue,32,4,2,2,26222.0,1073,25149.0,1.288,1988,30,0.579,0.041,0.00016471,0.99984
 92795,Existing Customer,55,M,4,College,Divorced,$80K - $120K,Blue,36,4,2,3,34173.0,1194,32979.0,1.056,3731,69,0.816,0.035,0.00019519,0.9998
-92796,Existing Customer,57,F,2,Graduate,Married,$40K - $60K,Blue,49,5,1,2,3377.0,1720,1657.0,0.491,1621,32,0.391,0.509,5.5077e-05,0.9999399999999999
+92796,Existing Customer,57,F,2,Graduate,Married,$40K - $60K,Blue,49,5,1,2,3377.0,1720,1657.0,0.491,1621,32,0.391,0.509,5.5077e-05,0.99994
 92797,Existing Customer,53,M,2,Graduate,Married,$120K +,Blue,43,6,3,2,5882.0,2335,3547.0,0.579,1380,30,0.667,0.397,0.00017987,0.99982
 92798,Existing Customer,51,M,0,Graduate,Married,$80K - $120K,Blue,40,4,3,2,7158.0,0,7158.0,0.904,2113,60,0.875,0.0,0.00015435,0.99985
 92799,Existing Customer,47,M,3,Graduate,Married,Less than $40K,Blue,41,6,1,4,5833.0,1747,4086.0,0.551,3732,75,0.531,0.3,0.00016399,0.99984
-92800,Existing Customer,26,F,0,High School,Single,$40K - $60K,Blue,36,6,3,4,4152.0,0,4152.0,0.804,2351,42,0.312,0.0,0.00043049,0.9995700000000001
-92801,Existing Customer,37,M,2,High School,Single,$40K - $60K,Blue,24,6,2,3,11699.0,1758,9941.0,0.8690000000000001,2007,46,1.0,0.15,0.0001861,0.9998100000000001
-92802,Existing Customer,45,F,2,Uneducated,Single,$40K - $60K,Blue,35,6,3,2,4505.0,1562,2943.0,0.604,3968,68,0.619,0.34700000000000003,0.00018494,0.99982
+92800,Existing Customer,26,F,0,High School,Single,$40K - $60K,Blue,36,6,3,4,4152.0,0,4152.0,0.804,2351,42,0.312,0.0,0.00043049,0.99957
+92801,Existing Customer,37,M,2,High School,Single,$40K - $60K,Blue,24,6,2,3,11699.0,1758,9941.0,0.869,2007,46,1.0,0.15,0.0001861,0.99981
+92802,Existing Customer,45,F,2,Uneducated,Single,$40K - $60K,Blue,35,6,3,2,4505.0,1562,2943.0,0.604,3968,68,0.619,0.347,0.00018494,0.99982
 92803,Existing Customer,55,M,2,Uneducated,Single,$60K - $80K,Blue,48,6,3,2,7667.0,1193,6474.0,1.101,3915,76,0.617,0.156,0.00018494,0.99982
-92804,Existing Customer,37,M,4,Graduate,Single,$120K +,Blue,28,3,3,4,34516.0,0,34516.0,0.5720000000000001,2574,62,0.7709999999999999,0.0,0.00054115,0.99946
+92804,Existing Customer,37,M,4,Graduate,Single,$120K +,Blue,28,3,3,4,34516.0,0,34516.0,0.572,2574,62,0.771,0.0,0.00054115,0.99946
 92805,Existing Customer,36,F,3,Graduate,Single,Less than $40K,Blue,31,3,2,3,2937.0,2159,778.0,0.67,2511,51,0.7,0.735,0.00019864,0.9998
-92806,Existing Customer,36,F,1,High School,Single,Less than $40K,Blue,36,5,3,4,5257.0,1572,3685.0,0.732,2822,73,0.659,0.299,0.00047086,0.9995299999999999
-92807,Existing Customer,39,M,2,High School,Single,$60K - $80K,Blue,28,6,3,3,10331.0,957,9374.0,0.6990000000000001,3695,81,0.653,0.09300000000000001,0.00029408,0.99971
-92808,Existing Customer,47,M,4,Uneducated,Married,$60K - $80K,Blue,36,3,3,3,17557.0,0,17557.0,0.667,2142,62,0.37799999999999995,0.0,0.0003262,0.9996700000000001
+92806,Existing Customer,36,F,1,High School,Single,Less than $40K,Blue,36,5,3,4,5257.0,1572,3685.0,0.732,2822,73,0.659,0.299,0.00047086,0.99953
+92807,Existing Customer,39,M,2,High School,Single,$60K - $80K,Blue,28,6,3,3,10331.0,957,9374.0,0.699,3695,81,0.653,0.093,0.00029408,0.99971
+92808,Existing Customer,47,M,4,Uneducated,Married,$60K - $80K,Blue,36,3,3,3,17557.0,0,17557.0,0.667,2142,62,0.378,0.0,0.0003262,0.99967
 92809,Existing Customer,56,F,2,Graduate,Married,Less than $40K,Blue,48,6,3,2,4366.0,1590,2776.0,0.475,1596,37,0.423,0.364,0.00017987,0.99982
-92810,Existing Customer,56,F,4,Uneducated,Single,,Blue,46,6,2,2,8037.0,2276,5761.0,0.406,3271,71,0.5429999999999999,0.28300000000000003,0.00012274,0.9998799999999999
+92810,Existing Customer,56,F,4,Uneducated,Single,,Blue,46,6,2,2,8037.0,2276,5761.0,0.406,3271,71,0.543,0.283,0.00012274,0.99988
 92811,Existing Customer,38,M,2,,Married,Less than $40K,Blue,25,4,1,3,8740.0,734,8006.0,1.072,2169,38,0.652,0.084,0.00010183,0.9999
-92812,Existing Customer,49,M,3,Graduate,Single,$120K +,Blue,36,6,2,3,8514.0,2013,6501.0,0.664,4098,74,0.542,0.23600000000000002,0.00019864,0.9998
-92813,Existing Customer,36,F,4,Uneducated,Single,Less than $40K,Blue,26,4,3,2,2002.0,1377,625.0,0.6709999999999999,2411,60,0.7140000000000001,0.688,0.00019396,0.9998100000000001
-92814,Existing Customer,51,F,0,High School,Married,Less than $40K,Blue,35,5,3,4,3132.0,1815,1317.0,1.018,3607,60,0.935,0.58,0.00043049,0.9995700000000001
-92815,Existing Customer,26,F,0,College,Married,$40K - $60K,Blue,13,2,3,3,2010.0,1070,940.0,0.9059999999999999,3625,85,0.635,0.532,0.00025239,0.99975
-92816,Existing Customer,34,M,2,Graduate,Married,$80K - $120K,Blue,23,6,2,3,7567.0,1776,5791.0,1.275,2361,45,0.875,0.235,0.00019143,0.9998100000000001
-92817,Attrited Customer,56,M,2,High School,Single,$40K - $60K,Blue,40,2,6,4,2381.0,651,1730.0,0.5920000000000001,1920,46,0.586,0.273,0.9974799999999999,0.00251777
-92818,Existing Customer,43,M,2,Graduate,Married,$120K +,Silver,31,6,2,4,34516.0,2398,32118.0,0.917,4976,88,0.6920000000000001,0.069,0.00029507,0.9997
-92819,Existing Customer,47,F,3,Uneducated,Single,,Blue,42,6,2,2,16411.0,1179,15232.0,0.8490000000000001,3929,71,0.732,0.07200000000000001,0.00012144,0.9998799999999999
-92820,Existing Customer,42,F,4,High School,Single,Less than $40K,Blue,19,3,2,0,1438.3,0,1438.3,0.6759999999999999,3786,67,0.523,0.0,4.2806e-05,0.9999600000000001
-92821,Existing Customer,38,M,2,College,Married,$80K - $120K,Blue,30,2,3,2,3735.0,1421,2314.0,0.57,1837,47,0.741,0.38,0.00017488,0.9998299999999999
+92812,Existing Customer,49,M,3,Graduate,Single,$120K +,Blue,36,6,2,3,8514.0,2013,6501.0,0.664,4098,74,0.542,0.236,0.00019864,0.9998
+92813,Existing Customer,36,F,4,Uneducated,Single,Less than $40K,Blue,26,4,3,2,2002.0,1377,625.0,0.671,2411,60,0.714,0.688,0.00019396,0.99981
+92814,Existing Customer,51,F,0,High School,Married,Less than $40K,Blue,35,5,3,4,3132.0,1815,1317.0,1.018,3607,60,0.935,0.58,0.00043049,0.99957
+92815,Existing Customer,26,F,0,College,Married,$40K - $60K,Blue,13,2,3,3,2010.0,1070,940.0,0.906,3625,85,0.635,0.532,0.00025239,0.99975
+92816,Existing Customer,34,M,2,Graduate,Married,$80K - $120K,Blue,23,6,2,3,7567.0,1776,5791.0,1.275,2361,45,0.875,0.235,0.00019143,0.99981
+92817,Attrited Customer,56,M,2,High School,Single,$40K - $60K,Blue,40,2,6,4,2381.0,651,1730.0,0.592,1920,46,0.586,0.273,0.99748,0.00251777
+92818,Existing Customer,43,M,2,Graduate,Married,$120K +,Silver,31,6,2,4,34516.0,2398,32118.0,0.917,4976,88,0.692,0.069,0.00029507,0.9997
+92819,Existing Customer,47,F,3,Uneducated,Single,,Blue,42,6,2,2,16411.0,1179,15232.0,0.849,3929,71,0.732,0.072,0.00012144,0.99988
+92820,Existing Customer,42,F,4,High School,Single,Less than $40K,Blue,19,3,2,0,1438.3,0,1438.3,0.676,3786,67,0.523,0.0,4.2806e-05,0.99996
+92821,Existing Customer,38,M,2,College,Married,$80K - $120K,Blue,30,2,3,2,3735.0,1421,2314.0,0.57,1837,47,0.741,0.38,0.00017488,0.99983
 92822,Existing Customer,55,M,2,Post-Graduate,Single,$60K - $80K,Blue,37,3,3,1,22127.0,1799,20328.0,0.758,3591,63,0.75,0.081,0.00012764,0.99987
 92823,Existing Customer,28,F,0,College,Married,,Blue,36,3,2,3,5685.0,0,5685.0,1.334,2395,62,1.0,0.0,0.00015971,0.99984
-92824,Existing Customer,62,M,0,Uneducated,Single,$40K - $60K,Blue,50,3,2,2,7348.0,1466,5882.0,1.236,3066,61,0.6940000000000001,0.2,0.00010043,0.9999
-92825,Attrited Customer,52,M,2,Doctorate,Married,$120K +,Blue,34,3,2,3,11188.0,0,11188.0,0.6579999999999999,2109,47,0.621,0.0,0.9964,0.00359603
-92826,Existing Customer,44,M,3,,Single,$120K +,Blue,37,3,1,5,3650.0,2512,1138.0,0.7390000000000001,4599,75,0.47100000000000003,0.688,0.00031189,0.99969
-92827,Existing Customer,29,F,0,Post-Graduate,Single,Less than $40K,Blue,36,5,2,3,5076.0,1223,3853.0,0.83,2675,57,0.629,0.24100000000000002,0.0001933,0.9998100000000001
+92824,Existing Customer,62,M,0,Uneducated,Single,$40K - $60K,Blue,50,3,2,2,7348.0,1466,5882.0,1.236,3066,61,0.694,0.2,0.00010043,0.9999
+92825,Attrited Customer,52,M,2,Doctorate,Married,$120K +,Blue,34,3,2,3,11188.0,0,11188.0,0.658,2109,47,0.621,0.0,0.9964,0.00359603
+92826,Existing Customer,44,M,3,,Single,$120K +,Blue,37,3,1,5,3650.0,2512,1138.0,0.739,4599,75,0.471,0.688,0.00031189,0.99969
+92827,Existing Customer,29,F,0,Post-Graduate,Single,Less than $40K,Blue,36,5,2,3,5076.0,1223,3853.0,0.83,2675,57,0.629,0.241,0.0001933,0.99981
 92828,Existing Customer,48,M,4,Doctorate,,$60K - $80K,Silver,38,3,2,2,32658.0,1482,31176.0,0.941,2023,37,0.542,0.045,0.00015608,0.99984
-92829,Existing Customer,43,M,3,Uneducated,Married,$80K - $120K,Blue,36,6,1,2,28634.0,926,27708.0,0.622,4549,68,0.659,0.032,5.8763e-05,0.9999399999999999
+92829,Existing Customer,43,M,3,Uneducated,Married,$80K - $120K,Blue,36,6,1,2,28634.0,926,27708.0,0.622,4549,68,0.659,0.032,5.8763e-05,0.99994
 92830,Existing Customer,49,F,2,Post-Graduate,Single,Less than $40K,Blue,36,3,1,3,3414.0,1473,1941.0,0.597,1803,49,1.13,0.431,0.000109,0.99989
-92831,Existing Customer,43,M,3,High School,Married,$80K - $120K,Blue,23,5,6,1,12315.0,0,12315.0,0.895,2028,51,0.545,0.0,8.6381e-05,0.9999100000000001
-92832,Existing Customer,41,F,2,Uneducated,Married,$40K - $60K,Blue,36,5,3,3,2690.0,1912,778.0,0.6920000000000001,3636,68,0.7,0.711,0.00031104,0.99969
+92831,Existing Customer,43,M,3,High School,Married,$80K - $120K,Blue,23,5,6,1,12315.0,0,12315.0,0.895,2028,51,0.545,0.0,8.6381e-05,0.99991
+92832,Existing Customer,41,F,2,Uneducated,Married,$40K - $60K,Blue,36,5,3,3,2690.0,1912,778.0,0.692,3636,68,0.7,0.711,0.00031104,0.99969
 92833,Existing Customer,43,M,3,Graduate,Single,$80K - $120K,Blue,31,6,2,4,12165.0,0,12165.0,1.16,4066,74,0.682,0.0,0.00033886,0.99966
-92834,Existing Customer,51,F,3,Graduate,Single,Less than $40K,Blue,46,4,1,3,1792.0,989,803.0,1.202,3102,63,0.703,0.552,9.612600000000001e-05,0.9999
+92834,Existing Customer,51,F,3,Graduate,Single,Less than $40K,Blue,46,4,1,3,1792.0,989,803.0,1.202,3102,63,0.703,0.552,9.6126e-05,0.9999
 92835,Existing Customer,37,M,1,Doctorate,Single,$80K - $120K,Blue,30,6,3,2,19300.0,1181,18119.0,0.764,2660,70,0.795,0.061,0.00024431,0.99976
 92836,Existing Customer,37,M,2,College,Divorced,$40K - $60K,Blue,24,3,3,4,8120.0,2098,6022.0,0.826,3161,54,0.688,0.258,0.00050168,0.9995
 92837,Existing Customer,49,M,5,High School,Married,$80K - $120K,Blue,36,6,2,2,2292.0,0,2292.0,0.976,2584,60,0.5,0.0,0.00011423,0.99989
-92838,Existing Customer,36,M,3,Uneducated,Married,$80K - $120K,Blue,25,6,3,3,21434.0,1345,20089.0,0.603,2143,46,0.586,0.063,0.00032275,0.9996799999999999
-92839,Existing Customer,50,F,2,Graduate,,Less than $40K,Blue,43,5,3,4,3424.0,0,3424.0,0.765,4929,74,0.574,0.0,0.000516,0.9994799999999999
-92840,Existing Customer,64,M,0,,Married,Less than $40K,Blue,51,3,3,4,2787.0,1201,1586.0,0.37200000000000005,1662,39,0.625,0.431,0.00048673,0.99951
-92841,Existing Customer,36,F,3,College,Single,,Blue,30,3,2,3,8696.0,1482,7214.0,1.002,2847,67,0.971,0.17,0.00019313,0.9998100000000001
-92842,Existing Customer,45,M,3,High School,Married,$120K +,Blue,35,6,2,3,32446.0,1974,30472.0,0.621,1717,39,0.696,0.061,0.00019311,0.9998100000000001
-92843,Existing Customer,41,M,2,Graduate,Married,$80K - $120K,Blue,36,6,3,3,9133.0,2140,6993.0,0.649,4101,88,0.63,0.23399999999999999,0.00030251,0.9997
-92844,Existing Customer,47,M,3,Graduate,Single,$80K - $120K,Blue,37,3,3,2,5116.0,1468,3648.0,0.91,2361,49,0.633,0.287,0.00018665,0.9998100000000001
+92838,Existing Customer,36,M,3,Uneducated,Married,$80K - $120K,Blue,25,6,3,3,21434.0,1345,20089.0,0.603,2143,46,0.586,0.063,0.00032275,0.99968
+92839,Existing Customer,50,F,2,Graduate,,Less than $40K,Blue,43,5,3,4,3424.0,0,3424.0,0.765,4929,74,0.574,0.0,0.000516,0.99948
+92840,Existing Customer,64,M,0,,Married,Less than $40K,Blue,51,3,3,4,2787.0,1201,1586.0,0.372,1662,39,0.625,0.431,0.00048673,0.99951
+92841,Existing Customer,36,F,3,College,Single,,Blue,30,3,2,3,8696.0,1482,7214.0,1.002,2847,67,0.971,0.17,0.00019313,0.99981
+92842,Existing Customer,45,M,3,High School,Married,$120K +,Blue,35,6,2,3,32446.0,1974,30472.0,0.621,1717,39,0.696,0.061,0.00019311,0.99981
+92843,Existing Customer,41,M,2,Graduate,Married,$80K - $120K,Blue,36,6,3,3,9133.0,2140,6993.0,0.649,4101,88,0.63,0.234,0.00030251,0.9997
+92844,Existing Customer,47,M,3,Graduate,Single,$80K - $120K,Blue,37,3,3,2,5116.0,1468,3648.0,0.91,2361,49,0.633,0.287,0.00018665,0.99981
 92845,Existing Customer,39,M,2,Post-Graduate,Married,$80K - $120K,Blue,31,5,2,1,18974.0,2517,16457.0,1.369,2783,56,1.0,0.133,8.0767e-05,0.99992
-92846,Existing Customer,51,M,4,Uneducated,Single,$120K +,Blue,45,6,2,3,12101.0,2517,9584.0,0.733,2086,44,0.76,0.20800000000000002,0.00020643,0.99979
-92847,Existing Customer,55,F,1,High School,Single,$40K - $60K,Blue,46,5,3,4,5379.0,962,4417.0,0.8270000000000001,1778,40,0.29,0.179,0.00047086,0.9995299999999999
+92846,Existing Customer,51,M,4,Uneducated,Single,$120K +,Blue,45,6,2,3,12101.0,2517,9584.0,0.733,2086,44,0.76,0.208,0.00020643,0.99979
+92847,Existing Customer,55,F,1,High School,Single,$40K - $60K,Blue,46,5,3,4,5379.0,962,4417.0,0.827,1778,40,0.29,0.179,0.00047086,0.99953
 92848,Existing Customer,57,M,3,Graduate,Single,$120K +,Blue,49,5,3,3,32676.0,2134,30542.0,0.797,3990,88,0.76,0.065,0.0003139,0.99969
-92849,Existing Customer,36,M,4,Doctorate,Divorced,$120K +,Blue,31,4,3,4,34516.0,1491,33025.0,0.93,2243,60,0.935,0.043,0.00078294,0.9992200000000001
-92850,Existing Customer,35,M,2,,Married,$120K +,Blue,36,4,3,4,15202.0,1779,13423.0,1.392,3143,60,0.579,0.11699999999999999,0.00056716,0.9994299999999999
-92851,Existing Customer,38,F,2,,Single,Less than $40K,Blue,23,5,3,3,2222.0,1205,1017.0,0.395,1823,49,0.361,0.542,0.00033251,0.9996700000000001
-92852,Existing Customer,39,F,2,Graduate,Single,$40K - $60K,Blue,34,5,2,4,5858.0,0,5858.0,0.853,3355,77,0.604,0.0,0.00032656,0.9996700000000001
-92853,Existing Customer,65,F,0,Graduate,Married,$40K - $60K,Blue,56,4,2,1,2692.0,1869,823.0,0.7440000000000001,1594,36,0.895,0.6940000000000001,5.8902e-05,0.9999399999999999
+92849,Existing Customer,36,M,4,Doctorate,Divorced,$120K +,Blue,31,4,3,4,34516.0,1491,33025.0,0.93,2243,60,0.935,0.043,0.00078294,0.99922
+92850,Existing Customer,35,M,2,,Married,$120K +,Blue,36,4,3,4,15202.0,1779,13423.0,1.392,3143,60,0.579,0.117,0.00056716,0.99943
+92851,Existing Customer,38,F,2,,Single,Less than $40K,Blue,23,5,3,3,2222.0,1205,1017.0,0.395,1823,49,0.361,0.542,0.00033251,0.99967
+92852,Existing Customer,39,F,2,Graduate,Single,$40K - $60K,Blue,34,5,2,4,5858.0,0,5858.0,0.853,3355,77,0.604,0.0,0.00032656,0.99967
+92853,Existing Customer,65,F,0,Graduate,Married,$40K - $60K,Blue,56,4,2,1,2692.0,1869,823.0,0.744,1594,36,0.895,0.694,5.8902e-05,0.99994
 92854,Existing Customer,51,F,2,Uneducated,Married,Less than $40K,Blue,45,6,3,2,7165.0,2037,5128.0,0.83,3553,78,0.902,0.284,0.00018494,0.99982
-92855,Existing Customer,50,F,3,High School,Married,Less than $40K,Blue,38,4,3,4,1438.3,0,1438.3,1.084,4740,81,0.653,0.0,0.00052052,0.9994799999999999
-92856,Existing Customer,38,M,2,Graduate,Single,$60K - $80K,Silver,32,5,1,1,26988.0,1587,25401.0,0.968,3732,70,0.795,0.059000000000000004,3.0010999999999998e-05,0.99997
-92857,Existing Customer,36,F,1,,Single,Less than $40K,Blue,26,3,3,2,2517.0,0,2517.0,0.946,3569,62,0.7709999999999999,0.0,0.00018558,0.9998100000000001
-92858,Attrited Customer,41,M,3,Uneducated,Married,$40K - $60K,Blue,28,3,3,4,11091.0,0,11091.0,0.522,1234,34,0.308,0.0,0.9981899999999999,0.00181217
-92859,Existing Customer,40,F,4,Graduate,Single,Less than $40K,Silver,27,3,1,2,10745.0,2084,8661.0,0.847,3502,87,0.9329999999999999,0.19399999999999998,5.2192e-05,0.99995
-92860,Existing Customer,40,F,2,Doctorate,Married,,Silver,36,3,2,4,34516.0,1686,32830.0,0.562,3146,66,0.65,0.049,0.00042696,0.9995700000000001
-92861,Existing Customer,26,M,1,,Single,Less than $40K,Blue,20,6,3,2,2590.0,1748,842.0,0.626,2804,52,0.486,0.675,0.00018558,0.9998100000000001
-92862,Existing Customer,46,F,4,Uneducated,Single,Less than $40K,Blue,35,5,2,3,2722.0,1473,1249.0,0.737,3129,69,0.6829999999999999,0.541,0.00020643,0.99979
-92863,Existing Customer,49,F,1,Graduate,Married,Less than $40K,Blue,36,3,3,0,8228.0,0,8228.0,0.9420000000000001,4277,80,0.7020000000000001,0.0,6.2282e-05,0.9999399999999999
+92855,Existing Customer,50,F,3,High School,Married,Less than $40K,Blue,38,4,3,4,1438.3,0,1438.3,1.084,4740,81,0.653,0.0,0.00052052,0.99948
+92856,Existing Customer,38,M,2,Graduate,Single,$60K - $80K,Silver,32,5,1,1,26988.0,1587,25401.0,0.968,3732,70,0.795,0.059,3.0011e-05,0.99997
+92857,Existing Customer,36,F,1,,Single,Less than $40K,Blue,26,3,3,2,2517.0,0,2517.0,0.946,3569,62,0.771,0.0,0.00018558,0.99981
+92858,Attrited Customer,41,M,3,Uneducated,Married,$40K - $60K,Blue,28,3,3,4,11091.0,0,11091.0,0.522,1234,34,0.308,0.0,0.99819,0.00181217
+92859,Existing Customer,40,F,4,Graduate,Single,Less than $40K,Silver,27,3,1,2,10745.0,2084,8661.0,0.847,3502,87,0.933,0.194,5.2192e-05,0.99995
+92860,Existing Customer,40,F,2,Doctorate,Married,,Silver,36,3,2,4,34516.0,1686,32830.0,0.562,3146,66,0.65,0.049,0.00042696,0.99957
+92861,Existing Customer,26,M,1,,Single,Less than $40K,Blue,20,6,3,2,2590.0,1748,842.0,0.626,2804,52,0.486,0.675,0.00018558,0.99981
+92862,Existing Customer,46,F,4,Uneducated,Single,Less than $40K,Blue,35,5,2,3,2722.0,1473,1249.0,0.737,3129,69,0.683,0.541,0.00020643,0.99979
+92863,Existing Customer,49,F,1,Graduate,Married,Less than $40K,Blue,36,3,3,0,8228.0,0,8228.0,0.942,4277,80,0.702,0.0,6.2282e-05,0.99994
 92864,Existing Customer,38,M,2,,Divorced,$80K - $120K,Blue,33,6,3,2,11777.0,1781,9996.0,0.565,2763,62,0.879,0.151,0.00019771,0.9998
-92865,Existing Customer,49,M,4,Graduate,Married,$80K - $120K,Blue,39,5,1,1,34516.0,543,33973.0,0.745,3951,76,0.9,0.016,3.4833000000000003e-05,0.99997
-92866,Existing Customer,38,M,3,Graduate,Divorced,$80K - $120K,Blue,24,5,1,3,14821.0,0,14821.0,0.6609999999999999,2876,60,0.622,0.0,9.612600000000001e-05,0.9999
-92867,Existing Customer,36,M,1,,Single,Less than $40K,Blue,23,4,3,1,1438.3,928,510.3,0.851,2186,59,0.6859999999999999,0.645,0.00011192,0.99989
-92868,Existing Customer,34,F,2,,Single,Less than $40K,Blue,21,6,3,4,6131.0,1270,4861.0,0.9129999999999999,2825,93,0.8240000000000001,0.207,0.00056716,0.9994299999999999
-92869,Existing Customer,52,M,5,Graduate,Single,$80K - $120K,Blue,47,3,1,1,2047.0,665,1382.0,0.605,3452,66,0.6920000000000001,0.325,3.429e-05,0.99997
+92865,Existing Customer,49,M,4,Graduate,Married,$80K - $120K,Blue,39,5,1,1,34516.0,543,33973.0,0.745,3951,76,0.9,0.016,3.4833e-05,0.99997
+92866,Existing Customer,38,M,3,Graduate,Divorced,$80K - $120K,Blue,24,5,1,3,14821.0,0,14821.0,0.661,2876,60,0.622,0.0,9.6126e-05,0.9999
+92867,Existing Customer,36,M,1,,Single,Less than $40K,Blue,23,4,3,1,1438.3,928,510.3,0.851,2186,59,0.686,0.645,0.00011192,0.99989
+92868,Existing Customer,34,F,2,,Single,Less than $40K,Blue,21,6,3,4,6131.0,1270,4861.0,0.913,2825,93,0.824,0.207,0.00056716,0.99943
+92869,Existing Customer,52,M,5,Graduate,Single,$80K - $120K,Blue,47,3,1,1,2047.0,665,1382.0,0.605,3452,66,0.692,0.325,3.429e-05,0.99997
 92870,Existing Customer,40,M,3,Graduate,Single,$80K - $120K,Blue,34,3,3,4,22380.0,1220,21160.0,0.884,3756,73,0.78,0.055,0.00053543,0.99946
-92871,Existing Customer,36,M,3,Uneducated,Married,$80K - $120K,Blue,31,3,3,5,12893.0,1620,11273.0,0.5760000000000001,2300,60,0.46299999999999997,0.126,0.00095231,0.99905
-92872,Existing Customer,53,M,3,High School,Single,Less than $40K,Blue,47,5,1,1,3351.0,1474,1877.0,0.39299999999999996,4294,66,0.737,0.44,3.3505e-05,0.99997
-92873,Existing Customer,40,F,2,,Married,Less than $40K,Blue,36,3,1,1,5093.0,2376,2717.0,0.8220000000000001,2341,57,0.541,0.467,3.6508000000000004e-05,0.9999600000000001
-92874,Existing Customer,54,M,1,Graduate,Married,$40K - $60K,Blue,44,5,1,1,1438.3,0,1438.3,0.5760000000000001,1585,37,0.609,0.0,3.1176e-05,0.99997
-92875,Existing Customer,34,M,4,College,Single,$60K - $80K,Blue,20,5,1,2,2165.0,1952,213.0,0.8220000000000001,2651,81,0.841,0.902,5.6158e-05,0.9999399999999999
-92876,Existing Customer,62,F,1,,Single,Less than $40K,Blue,54,4,2,2,1927.0,1319,608.0,0.672,4199,77,0.75,0.684,0.00011743,0.9998799999999999
+92871,Existing Customer,36,M,3,Uneducated,Married,$80K - $120K,Blue,31,3,3,5,12893.0,1620,11273.0,0.576,2300,60,0.463,0.126,0.00095231,0.99905
+92872,Existing Customer,53,M,3,High School,Single,Less than $40K,Blue,47,5,1,1,3351.0,1474,1877.0,0.393,4294,66,0.737,0.44,3.3505e-05,0.99997
+92873,Existing Customer,40,F,2,,Married,Less than $40K,Blue,36,3,1,1,5093.0,2376,2717.0,0.822,2341,57,0.541,0.467,3.6508e-05,0.99996
+92874,Existing Customer,54,M,1,Graduate,Married,$40K - $60K,Blue,44,5,1,1,1438.3,0,1438.3,0.576,1585,37,0.609,0.0,3.1176e-05,0.99997
+92875,Existing Customer,34,M,4,College,Single,$60K - $80K,Blue,20,5,1,2,2165.0,1952,213.0,0.822,2651,81,0.841,0.902,5.6158e-05,0.99994
+92876,Existing Customer,62,F,1,,Single,Less than $40K,Blue,54,4,2,2,1927.0,1319,608.0,0.672,4199,77,0.75,0.684,0.00011743,0.99988
 92877,Existing Customer,39,F,1,College,Single,,Blue,36,6,1,1,22125.0,0,22125.0,0.645,1994,57,0.727,0.0,3.031e-05,0.99997
 92878,Existing Customer,50,M,3,Graduate,Married,$120K +,Blue,42,4,5,3,34516.0,2099,32417.0,0.449,1756,35,0.25,0.061,0.0003506,0.99965
-92879,Existing Customer,36,M,1,Uneducated,Divorced,$120K +,Blue,28,6,3,2,5260.0,1116,4144.0,0.664,2546,62,0.879,0.212,0.0001736,0.9998299999999999
+92879,Existing Customer,36,M,1,Uneducated,Divorced,$120K +,Blue,28,6,3,2,5260.0,1116,4144.0,0.664,2546,62,0.879,0.212,0.0001736,0.99983
 92880,Existing Customer,56,F,1,Graduate,Married,Less than $40K,Blue,48,6,2,2,1438.3,0,1438.3,0.706,1336,32,0.882,0.0,0.00010684,0.99989
-92881,Attrited Customer,44,F,4,Graduate,Single,$40K - $60K,Blue,30,3,4,4,4333.0,0,4333.0,0.46299999999999997,1558,40,0.5379999999999999,0.0,0.9984700000000001,0.00152587
-92882,Existing Customer,45,M,4,College,Married,Less than $40K,Blue,32,3,2,1,6637.0,0,6637.0,0.675,1801,48,0.6,0.0,6.998800000000001e-05,0.9999299999999999
-92883,Existing Customer,36,M,2,Graduate,Single,$120K +,Blue,28,4,3,0,3174.0,2462,712.0,0.772,3140,74,0.721,0.7759999999999999,6.6354e-05,0.9999299999999999
-92884,Existing Customer,44,F,2,Uneducated,Married,Less than $40K,Blue,36,4,2,5,4396.0,1489,2907.0,1.258,3942,69,0.816,0.33899999999999997,0.00058091,0.9994200000000001
+92881,Attrited Customer,44,F,4,Graduate,Single,$40K - $60K,Blue,30,3,4,4,4333.0,0,4333.0,0.463,1558,40,0.538,0.0,0.99847,0.00152587
+92882,Existing Customer,45,M,4,College,Married,Less than $40K,Blue,32,3,2,1,6637.0,0,6637.0,0.675,1801,48,0.6,0.0,6.9988e-05,0.99993
+92883,Existing Customer,36,M,2,Graduate,Single,$120K +,Blue,28,4,3,0,3174.0,2462,712.0,0.772,3140,74,0.721,0.776,6.6354e-05,0.99993
+92884,Existing Customer,44,F,2,Uneducated,Married,Less than $40K,Blue,36,4,2,5,4396.0,1489,2907.0,1.258,3942,69,0.816,0.339,0.00058091,0.99942
 92885,Attrited Customer,52,M,2,Graduate,Single,$80K - $120K,Blue,48,6,2,4,34516.0,0,34516.0,0.539,1661,40,0.6,0.0,0.99695,0.00305189
 92886,Existing Customer,50,F,3,Graduate,Married,Less than $40K,Blue,37,3,2,4,1438.3,0,1438.3,0.868,3637,80,0.86,0.0,0.00033886,0.99966
-92887,Existing Customer,53,F,2,Graduate,Single,Less than $40K,Blue,43,3,3,4,6853.0,1480,5373.0,0.513,2833,70,0.556,0.21600000000000003,0.000516,0.9994799999999999
-92888,Existing Customer,36,F,0,,Married,Less than $40K,Blue,24,4,3,2,2570.0,2230,340.0,0.6859999999999999,1755,42,0.44799999999999995,0.868,0.00016966,0.9998299999999999
-92889,Existing Customer,27,F,1,College,Divorced,Less than $40K,Blue,15,5,3,2,2166.0,890,1276.0,1.024,3563,70,0.892,0.41100000000000003,0.00016415,0.99984
-92890,Existing Customer,31,F,1,College,Divorced,,Blue,27,4,6,3,3647.0,1480,2167.0,0.76,2271,60,0.364,0.406,0.00021793,0.9997799999999999
-92891,Existing Customer,36,M,3,,Single,$60K - $80K,Blue,36,3,1,1,11684.0,1786,9898.0,0.8059999999999999,2969,88,0.7959999999999999,0.153,3.7884e-05,0.9999600000000001
+92887,Existing Customer,53,F,2,Graduate,Single,Less than $40K,Blue,43,3,3,4,6853.0,1480,5373.0,0.513,2833,70,0.556,0.216,0.000516,0.99948
+92888,Existing Customer,36,F,0,,Married,Less than $40K,Blue,24,4,3,2,2570.0,2230,340.0,0.686,1755,42,0.448,0.868,0.00016966,0.99983
+92889,Existing Customer,27,F,1,College,Divorced,Less than $40K,Blue,15,5,3,2,2166.0,890,1276.0,1.024,3563,70,0.892,0.411,0.00016415,0.99984
+92890,Existing Customer,31,F,1,College,Divorced,,Blue,27,4,6,3,3647.0,1480,2167.0,0.76,2271,60,0.364,0.406,0.00021793,0.99978
+92891,Existing Customer,36,M,3,,Single,$60K - $80K,Blue,36,3,1,1,11684.0,1786,9898.0,0.806,2969,88,0.796,0.153,3.7884e-05,0.99996
 92892,Existing Customer,41,M,4,High School,Single,$60K - $80K,Blue,28,6,1,4,4475.0,0,4475.0,0.706,3367,66,0.737,0.0,0.00016112,0.99984
-92893,Existing Customer,28,M,1,Uneducated,Single,$60K - $80K,Blue,18,6,3,2,16604.0,1716,14888.0,1.025,2580,61,0.649,0.10300000000000001,0.0001736,0.9998299999999999
-92894,Existing Customer,59,M,1,High School,Married,$40K - $60K,Blue,53,6,2,5,5446.0,1885,3561.0,0.643,1505,33,0.32,0.34600000000000003,0.00051556,0.9994799999999999
-92895,Existing Customer,43,M,3,Uneducated,,$80K - $120K,Blue,31,5,1,4,28700.0,769,27931.0,0.9009999999999999,3395,71,0.578,0.027000000000000003,0.00016861,0.9998299999999999
-92896,Existing Customer,41,M,3,,Married,$60K - $80K,Blue,30,3,1,1,2888.0,1676,1212.0,0.534,3798,58,0.812,0.58,3.7884e-05,0.9999600000000001
-92897,Existing Customer,46,M,2,Graduate,Married,$60K - $80K,Blue,34,4,2,0,9451.0,1280,8171.0,0.6809999999999999,3179,79,0.975,0.135,4.1986e-05,0.9999600000000001
-92898,Existing Customer,51,M,3,,Married,$80K - $120K,Blue,43,3,4,5,13933.0,1019,12914.0,0.875,3504,62,0.7709999999999999,0.073,0.00123,0.99877
-92899,Existing Customer,44,M,1,High School,Married,Less than $40K,Blue,33,5,2,2,6130.0,808,5322.0,0.747,3411,78,0.5920000000000001,0.132,0.00010386,0.9999
-92900,Existing Customer,40,M,3,Graduate,Married,$60K - $80K,Blue,36,6,2,2,15008.0,0,15008.0,0.784,3943,85,0.7709999999999999,0.0,0.00011811,0.9998799999999999
-92901,Existing Customer,32,M,1,High School,Married,$40K - $60K,Blue,18,4,1,4,4583.0,1586,2997.0,0.828,2395,57,0.7809999999999999,0.34600000000000003,0.00014421,0.9998600000000001
-92902,Attrited Customer,48,M,4,Uneducated,Single,$40K - $60K,Blue,37,1,3,4,5268.0,2191,3077.0,0.622,2138,40,0.429,0.41600000000000004,0.99821,0.00179304
+92893,Existing Customer,28,M,1,Uneducated,Single,$60K - $80K,Blue,18,6,3,2,16604.0,1716,14888.0,1.025,2580,61,0.649,0.103,0.0001736,0.99983
+92894,Existing Customer,59,M,1,High School,Married,$40K - $60K,Blue,53,6,2,5,5446.0,1885,3561.0,0.643,1505,33,0.32,0.346,0.00051556,0.99948
+92895,Existing Customer,43,M,3,Uneducated,,$80K - $120K,Blue,31,5,1,4,28700.0,769,27931.0,0.901,3395,71,0.578,0.027,0.00016861,0.99983
+92896,Existing Customer,41,M,3,,Married,$60K - $80K,Blue,30,3,1,1,2888.0,1676,1212.0,0.534,3798,58,0.812,0.58,3.7884e-05,0.99996
+92897,Existing Customer,46,M,2,Graduate,Married,$60K - $80K,Blue,34,4,2,0,9451.0,1280,8171.0,0.681,3179,79,0.975,0.135,4.1986e-05,0.99996
+92898,Existing Customer,51,M,3,,Married,$80K - $120K,Blue,43,3,4,5,13933.0,1019,12914.0,0.875,3504,62,0.771,0.073,0.00123,0.99877
+92899,Existing Customer,44,M,1,High School,Married,Less than $40K,Blue,33,5,2,2,6130.0,808,5322.0,0.747,3411,78,0.592,0.132,0.00010386,0.9999
+92900,Existing Customer,40,M,3,Graduate,Married,$60K - $80K,Blue,36,6,2,2,15008.0,0,15008.0,0.784,3943,85,0.771,0.0,0.00011811,0.99988
+92901,Existing Customer,32,M,1,High School,Married,$40K - $60K,Blue,18,4,1,4,4583.0,1586,2997.0,0.828,2395,57,0.781,0.346,0.00014421,0.99986
+92902,Attrited Customer,48,M,4,Uneducated,Single,$40K - $60K,Blue,37,1,3,4,5268.0,2191,3077.0,0.622,2138,40,0.429,0.416,0.99821,0.00179304
 92903,Existing Customer,58,M,2,,Married,$60K - $80K,Blue,51,4,2,2,14976.0,1463,13513.0,0.635,1599,36,0.565,0.098,0.00012511,0.99987
-92904,Existing Customer,37,F,3,High School,Single,Less than $40K,Blue,25,3,2,4,2282.0,0,2282.0,0.741,2751,68,0.659,0.0,0.00032942,0.9996700000000001
-92905,Attrited Customer,51,M,3,,Married,$80K - $120K,Blue,36,3,3,3,5130.0,0,5130.0,0.40700000000000003,1434,31,0.292,0.0,0.99711,0.00288892
-92906,Existing Customer,43,F,3,,Married,Less than $40K,Blue,31,4,3,2,5702.0,0,5702.0,0.773,3928,75,0.7440000000000001,0.0,0.00020516,0.99979
+92904,Existing Customer,37,F,3,High School,Single,Less than $40K,Blue,25,3,2,4,2282.0,0,2282.0,0.741,2751,68,0.659,0.0,0.00032942,0.99967
+92905,Attrited Customer,51,M,3,,Married,$80K - $120K,Blue,36,3,3,3,5130.0,0,5130.0,0.407,1434,31,0.292,0.0,0.99711,0.00288892
+92906,Existing Customer,43,F,3,,Married,Less than $40K,Blue,31,4,3,2,5702.0,0,5702.0,0.773,3928,75,0.744,0.0,0.00020516,0.99979
 92907,Existing Customer,41,M,4,Uneducated,Single,$80K - $120K,Blue,30,3,3,4,14480.0,0,14480.0,0.703,1616,43,0.654,0.0,0.0005564,0.99944
 92908,Existing Customer,51,M,3,Graduate,Divorced,$40K - $60K,Blue,41,5,3,4,7570.0,1388,6182.0,0.909,3849,70,0.591,0.183,0.00053543,0.99946
 92909,Existing Customer,52,M,2,Doctorate,Married,$80K - $120K,Blue,38,4,2,2,12878.0,1628,11250.0,0.542,1968,59,0.735,0.126,0.00016471,0.99984
-92910,Existing Customer,61,M,2,High School,Single,$60K - $80K,Silver,48,5,2,3,26218.0,0,26218.0,0.74,3925,88,0.833,0.0,0.00016815,0.9998299999999999
+92910,Existing Customer,61,M,2,High School,Single,$60K - $80K,Silver,48,5,2,3,26218.0,0,26218.0,0.74,3925,88,0.833,0.0,0.00016815,0.99983
 92911,Existing Customer,49,M,3,Post-Graduate,Single,$120K +,Silver,36,6,1,5,34516.0,1323,33193.0,0.934,3422,78,0.529,0.038,0.00030168,0.9997
-92912,Existing Customer,36,F,3,High School,Single,,Blue,23,6,3,4,2804.0,2090,714.0,1.248,2812,77,1.081,0.745,0.00052052,0.9994799999999999
+92912,Existing Customer,36,F,3,High School,Single,,Blue,23,6,3,4,2804.0,2090,714.0,1.248,2812,77,1.081,0.745,0.00052052,0.99948
 92913,Existing Customer,35,M,1,Graduate,Married,$40K - $60K,Blue,25,5,4,4,5801.0,1176,4625.0,1.12,2987,52,0.857,0.203,0.00058531,0.99941
 92914,Existing Customer,63,F,0,High School,Married,Less than $40K,Blue,53,5,3,2,2271.0,1278,993.0,0.375,1550,33,0.65,0.563,0.00015005,0.99985
-92915,Existing Customer,36,F,1,Post-Graduate,Married,Less than $40K,Blue,23,6,3,3,3107.0,2354,753.0,1.248,2720,48,1.182,0.758,0.00033411,0.9996700000000001
-92916,Existing Customer,33,F,4,Graduate,Single,Less than $40K,Blue,22,5,1,2,2001.0,1217,784.0,0.775,3162,99,0.7070000000000001,0.608,5.7762e-05,0.9999399999999999
+92915,Existing Customer,36,F,1,Post-Graduate,Married,Less than $40K,Blue,23,6,3,3,3107.0,2354,753.0,1.248,2720,48,1.182,0.758,0.00033411,0.99967
+92916,Existing Customer,33,F,4,Graduate,Single,Less than $40K,Blue,22,5,1,2,2001.0,1217,784.0,0.775,3162,99,0.707,0.608,5.7762e-05,0.99994
 92917,Existing Customer,33,M,1,Graduate,Single,$80K - $120K,Blue,26,4,1,0,1438.3,0,1438.3,0.865,2557,55,0.618,0.0,1.9069e-05,0.99998
-92918,Existing Customer,65,M,1,High School,Single,,Blue,36,4,3,5,4465.0,703,3762.0,1.026,4044,66,0.65,0.157,0.00081456,0.9991899999999999
-92919,Existing Customer,61,M,1,Graduate,Married,$60K - $80K,Blue,55,6,2,3,3264.0,1348,1916.0,0.7559999999999999,1665,32,0.524,0.413,0.00017969,0.99982
-92920,Existing Customer,44,M,4,Graduate,,$80K - $120K,Blue,34,4,3,2,26856.0,0,26856.0,0.581,4222,75,0.47100000000000003,0.0,0.00018864,0.9998100000000001
-92921,Existing Customer,38,M,1,Doctorate,Single,$80K - $120K,Silver,29,6,3,3,34516.0,1435,33081.0,1.13,4238,85,0.809,0.042,0.00037126,0.9996299999999999
-92922,Existing Customer,41,M,4,Uneducated,Single,$80K - $120K,Blue,32,4,6,3,21756.0,0,21756.0,0.8170000000000001,3063,71,0.511,0.0,0.00025751,0.99974
-92923,Existing Customer,44,F,4,Uneducated,Married,Less than $40K,Blue,26,4,1,2,4726.0,1551,3175.0,0.544,3658,70,0.628,0.32799999999999996,5.9391e-05,0.9999399999999999
-92924,Attrited Customer,41,M,5,,Single,$60K - $80K,Gold,32,2,3,4,34516.0,2517,31999.0,0.465,1727,35,0.45799999999999996,0.073,0.9985200000000001,0.0014793
-92925,Existing Customer,45,F,2,,Single,Less than $40K,Blue,41,6,2,2,5596.0,0,5596.0,0.833,3212,64,0.42200000000000004,0.0,0.00012511,0.99987
-92926,Existing Customer,37,M,0,Post-Graduate,Single,$80K - $120K,Blue,27,5,2,3,15326.0,0,15326.0,1.159,2990,55,0.9640000000000001,0.0,0.0001933,0.9998100000000001
-92927,Existing Customer,51,M,1,,Single,$80K - $120K,Blue,38,3,1,4,11373.0,1319,10054.0,0.693,1976,35,0.75,0.11599999999999999,0.00016305,0.99984
+92918,Existing Customer,65,M,1,High School,Single,,Blue,36,4,3,5,4465.0,703,3762.0,1.026,4044,66,0.65,0.157,0.00081456,0.99919
+92919,Existing Customer,61,M,1,Graduate,Married,$60K - $80K,Blue,55,6,2,3,3264.0,1348,1916.0,0.756,1665,32,0.524,0.413,0.00017969,0.99982
+92920,Existing Customer,44,M,4,Graduate,,$80K - $120K,Blue,34,4,3,2,26856.0,0,26856.0,0.581,4222,75,0.471,0.0,0.00018864,0.99981
+92921,Existing Customer,38,M,1,Doctorate,Single,$80K - $120K,Silver,29,6,3,3,34516.0,1435,33081.0,1.13,4238,85,0.809,0.042,0.00037126,0.99963
+92922,Existing Customer,41,M,4,Uneducated,Single,$80K - $120K,Blue,32,4,6,3,21756.0,0,21756.0,0.817,3063,71,0.511,0.0,0.00025751,0.99974
+92923,Existing Customer,44,F,4,Uneducated,Married,Less than $40K,Blue,26,4,1,2,4726.0,1551,3175.0,0.544,3658,70,0.628,0.328,5.9391e-05,0.99994
+92924,Attrited Customer,41,M,5,,Single,$60K - $80K,Gold,32,2,3,4,34516.0,2517,31999.0,0.465,1727,35,0.458,0.073,0.99852,0.0014793
+92925,Existing Customer,45,F,2,,Single,Less than $40K,Blue,41,6,2,2,5596.0,0,5596.0,0.833,3212,64,0.422,0.0,0.00012511,0.99987
+92926,Existing Customer,37,M,0,Post-Graduate,Single,$80K - $120K,Blue,27,5,2,3,15326.0,0,15326.0,1.159,2990,55,0.964,0.0,0.0001933,0.99981
+92927,Existing Customer,51,M,1,,Single,$80K - $120K,Blue,38,3,1,4,11373.0,1319,10054.0,0.693,1976,35,0.75,0.116,0.00016305,0.99984
 92928,Existing Customer,65,M,0,Uneducated,Single,Less than $40K,Blue,54,3,1,5,2644.0,1691,953.0,0.755,3495,70,0.628,0.64,0.00024128,0.99976
-92929,Existing Customer,37,F,1,Graduate,Single,$40K - $60K,Blue,27,6,1,2,2673.0,2517,156.0,0.7140000000000001,3052,63,0.75,0.9420000000000001,5.1696999999999996e-05,0.99995
-92930,Existing Customer,54,M,4,,Married,$60K - $80K,Blue,36,3,4,2,7477.0,1752,5725.0,0.294,1543,34,0.172,0.23399999999999999,0.00025058,0.99975
+92929,Existing Customer,37,F,1,Graduate,Single,$40K - $60K,Blue,27,6,1,2,2673.0,2517,156.0,0.714,3052,63,0.75,0.942,5.1697e-05,0.99995
+92930,Existing Customer,54,M,4,,Married,$60K - $80K,Blue,36,3,4,2,7477.0,1752,5725.0,0.294,1543,34,0.172,0.234,0.00025058,0.99975
 92931,Existing Customer,46,M,4,Graduate,Married,$80K - $120K,Blue,33,5,1,3,16227.0,917,15310.0,0.479,4314,67,0.634,0.057,9.7154e-05,0.9999
-92932,Existing Customer,41,M,2,,Single,$80K - $120K,Blue,34,3,3,1,19110.0,2449,16661.0,1.0,4478,76,0.727,0.128,0.00011924,0.9998799999999999
+92932,Existing Customer,41,M,2,,Single,$80K - $120K,Blue,34,3,3,1,19110.0,2449,16661.0,1.0,4478,76,0.727,0.128,0.00011924,0.99988
 92933,Existing Customer,49,M,2,,Single,$40K - $60K,Blue,37,5,1,3,2993.0,1265,1728.0,0.579,4089,72,0.674,0.423,0.00010183,0.9999
-92934,Existing Customer,51,M,2,Graduate,Married,$80K - $120K,Blue,40,3,2,4,3290.0,2461,829.0,0.797,3591,80,0.7390000000000001,0.748,0.00032656,0.9996700000000001
-92935,Existing Customer,50,F,3,High School,Single,Less than $40K,Silver,39,4,3,4,11176.0,2422,8754.0,1.003,2682,64,0.6409999999999999,0.217,0.00047034,0.9995299999999999
-92936,Existing Customer,48,F,4,High School,Married,,Blue,36,4,1,2,21416.0,0,21416.0,0.7020000000000001,4221,75,0.9229999999999999,0.0,5.6153e-05,0.9999399999999999
-92937,Existing Customer,53,M,2,Graduate,Married,$80K - $120K,Blue,41,3,2,5,2492.0,1668,824.0,0.6509999999999999,1606,32,0.882,0.669,0.00056498,0.99944
+92934,Existing Customer,51,M,2,Graduate,Married,$80K - $120K,Blue,40,3,2,4,3290.0,2461,829.0,0.797,3591,80,0.739,0.748,0.00032656,0.99967
+92935,Existing Customer,50,F,3,High School,Single,Less than $40K,Silver,39,4,3,4,11176.0,2422,8754.0,1.003,2682,64,0.641,0.217,0.00047034,0.99953
+92936,Existing Customer,48,F,4,High School,Married,,Blue,36,4,1,2,21416.0,0,21416.0,0.702,4221,75,0.923,0.0,5.6153e-05,0.99994
+92937,Existing Customer,53,M,2,Graduate,Married,$80K - $120K,Blue,41,3,2,5,2492.0,1668,824.0,0.651,1606,32,0.882,0.669,0.00056498,0.99944
 92938,Existing Customer,54,M,2,Post-Graduate,Single,$60K - $80K,Blue,38,3,3,5,14265.0,1878,12387.0,0.847,3982,58,0.871,0.132,0.0010502,0.99895
-92939,Existing Customer,46,F,4,,Single,$40K - $60K,Silver,35,6,3,2,16985.0,968,16017.0,0.455,2961,56,0.647,0.057,0.00018736,0.9998100000000001
-92940,Existing Customer,47,F,4,High School,Single,Less than $40K,Blue,38,4,1,4,7469.0,1899,5570.0,0.9990000000000001,3150,70,0.489,0.254,0.00016112,0.99984
-92941,Existing Customer,52,F,4,Graduate,Married,Less than $40K,Blue,36,6,1,2,4592.0,2517,2075.0,0.5720000000000001,1470,33,0.737,0.5479999999999999,5.7762e-05,0.9999399999999999
+92939,Existing Customer,46,F,4,,Single,$40K - $60K,Silver,35,6,3,2,16985.0,968,16017.0,0.455,2961,56,0.647,0.057,0.00018736,0.99981
+92940,Existing Customer,47,F,4,High School,Single,Less than $40K,Blue,38,4,1,4,7469.0,1899,5570.0,0.999,3150,70,0.489,0.254,0.00016112,0.99984
+92941,Existing Customer,52,F,4,Graduate,Married,Less than $40K,Blue,36,6,1,2,4592.0,2517,2075.0,0.572,1470,33,0.737,0.548,5.7762e-05,0.99994
 92942,Existing Customer,43,F,4,Graduate,Single,Less than $40K,Blue,32,6,3,4,4341.0,0,4341.0,0.613,3825,63,0.537,0.0,0.00054115,0.99946
-92943,Existing Customer,41,M,4,Uneducated,Divorced,$80K - $120K,Gold,36,6,2,2,34516.0,0,34516.0,0.742,4077,67,0.763,0.0,0.00014140000000000002,0.9998600000000001
-92944,Existing Customer,34,M,3,Post-Graduate,,$60K - $80K,Silver,23,4,3,0,27710.0,0,27710.0,0.777,4014,73,0.659,0.0,7.3205e-05,0.9999299999999999
-92945,Existing Customer,33,F,1,College,Single,Less than $40K,Silver,17,4,3,2,13431.0,1583,11848.0,0.621,2338,71,0.69,0.11800000000000001,0.00014832,0.99985
-92946,Existing Customer,49,M,1,High School,,$60K - $80K,Blue,36,6,3,4,2645.0,1499,1146.0,0.67,4251,69,0.5329999999999999,0.5670000000000001,0.00047086,0.9995299999999999
+92943,Existing Customer,41,M,4,Uneducated,Divorced,$80K - $120K,Gold,36,6,2,2,34516.0,0,34516.0,0.742,4077,67,0.763,0.0,0.0001414,0.99986
+92944,Existing Customer,34,M,3,Post-Graduate,,$60K - $80K,Silver,23,4,3,0,27710.0,0,27710.0,0.777,4014,73,0.659,0.0,7.3205e-05,0.99993
+92945,Existing Customer,33,F,1,College,Single,Less than $40K,Silver,17,4,3,2,13431.0,1583,11848.0,0.621,2338,71,0.69,0.118,0.00014832,0.99985
+92946,Existing Customer,49,M,1,High School,,$60K - $80K,Blue,36,6,3,4,2645.0,1499,1146.0,0.67,4251,69,0.533,0.567,0.00047086,0.99953
 92947,Existing Customer,44,M,3,Doctorate,Single,$120K +,Blue,35,4,1,5,14028.0,1435,12593.0,0.57,3683,73,0.738,0.102,0.00041058,0.99959
-92948,Existing Customer,36,M,1,Uneducated,Divorced,$80K - $120K,Blue,28,4,1,3,34516.0,774,33742.0,0.9890000000000001,3030,74,0.805,0.022000000000000002,8.9404e-05,0.9999100000000001
-92949,Existing Customer,37,M,3,High School,Single,$80K - $120K,Blue,31,4,2,4,5699.0,1006,4693.0,0.7340000000000001,2835,57,0.9,0.177,0.00032942,0.9996700000000001
-92950,Existing Customer,46,M,3,,Divorced,$120K +,Blue,34,5,2,4,16284.0,0,16284.0,0.889,3018,75,0.5,0.0,0.00037246,0.9996299999999999
+92948,Existing Customer,36,M,1,Uneducated,Divorced,$80K - $120K,Blue,28,4,1,3,34516.0,774,33742.0,0.989,3030,74,0.805,0.022,8.9404e-05,0.99991
+92949,Existing Customer,37,M,3,High School,Single,$80K - $120K,Blue,31,4,2,4,5699.0,1006,4693.0,0.734,2835,57,0.9,0.177,0.00032942,0.99967
+92950,Existing Customer,46,M,3,,Divorced,$120K +,Blue,34,5,2,4,16284.0,0,16284.0,0.889,3018,75,0.5,0.0,0.00037246,0.99963
 92951,Existing Customer,65,M,0,Uneducated,Single,Less than $40K,Blue,56,4,2,2,3226.0,2073,1153.0,1.035,3250,70,0.591,0.643,0.00010043,0.9999
 92952,Existing Customer,52,M,2,College,Married,$80K - $120K,Blue,36,6,3,4,2803.0,778,2025.0,0.55,3142,64,0.561,0.278,0.00050168,0.9995
-92953,Existing Customer,50,M,1,Uneducated,Married,$120K +,Blue,30,6,2,5,34516.0,2010,32506.0,0.594,2776,59,0.735,0.057999999999999996,0.00054528,0.99945
-92954,Existing Customer,59,M,1,Uneducated,Single,Less than $40K,Blue,53,5,5,4,2192.0,1569,623.0,0.706,4010,79,0.7170000000000001,0.716,0.00055621,0.99944
-92955,Existing Customer,37,F,3,,Single,,Blue,29,3,2,2,8318.0,1945,6373.0,1.4869999999999999,3676,77,1.139,0.23399999999999999,0.00012982,0.99987
-92956,Attrited Customer,40,M,3,Graduate,,$60K - $80K,Blue,30,4,2,3,6391.0,0,6391.0,0.632,2323,44,0.419,0.0,0.9949899999999999,0.0050100000000000006
-92957,Existing Customer,40,F,3,High School,Married,Less than $40K,Blue,31,5,2,4,4736.0,945,3791.0,0.835,3927,73,0.659,0.2,0.00032942,0.9996700000000001
+92953,Existing Customer,50,M,1,Uneducated,Married,$120K +,Blue,30,6,2,5,34516.0,2010,32506.0,0.594,2776,59,0.735,0.058,0.00054528,0.99945
+92954,Existing Customer,59,M,1,Uneducated,Single,Less than $40K,Blue,53,5,5,4,2192.0,1569,623.0,0.706,4010,79,0.717,0.716,0.00055621,0.99944
+92955,Existing Customer,37,F,3,,Single,,Blue,29,3,2,2,8318.0,1945,6373.0,1.487,3676,77,1.139,0.234,0.00012982,0.99987
+92956,Attrited Customer,40,M,3,Graduate,,$60K - $80K,Blue,30,4,2,3,6391.0,0,6391.0,0.632,2323,44,0.419,0.0,0.99499,0.00501
+92957,Existing Customer,40,F,3,High School,Married,Less than $40K,Blue,31,5,2,4,4736.0,945,3791.0,0.835,3927,73,0.659,0.2,0.00032942,0.99967
 92958,Existing Customer,59,M,1,Doctorate,Single,$60K - $80K,Blue,49,5,2,4,9944.0,1606,8338.0,0.62,3159,69,0.568,0.162,0.00044353,0.99956
-92959,Existing Customer,52,F,3,College,Married,$40K - $60K,Blue,47,6,3,3,4717.0,0,4717.0,0.563,2349,66,0.34700000000000003,0.0,0.00030519,0.99969
+92959,Existing Customer,52,F,3,College,Married,$40K - $60K,Blue,47,6,3,3,4717.0,0,4717.0,0.563,2349,66,0.347,0.0,0.00030519,0.99969
 92960,Existing Customer,43,F,4,,,,Blue,34,5,3,3,12778.0,1528,11250.0,0.777,3337,69,0.769,0.12,0.00034872,0.99965
 92961,Existing Customer,48,M,3,Graduate,Married,$60K - $80K,Blue,38,5,2,3,16920.0,2157,14763.0,0.629,3275,60,0.5,0.127,0.00019864,0.9998
 92962,Existing Customer,45,F,2,Graduate,,Less than $40K,Blue,35,6,3,3,3240.0,2517,723.0,0.636,1904,41,0.519,0.777,0.00030251,0.9997
-92963,Existing Customer,30,F,0,Graduate,Divorced,Less than $40K,Blue,17,4,1,3,4704.0,0,4704.0,1.177,3294,87,0.8909999999999999,0.0,7.9494e-05,0.99992
-92964,Existing Customer,41,F,5,High School,Single,$40K - $60K,Blue,32,6,1,2,14987.0,1425,13562.0,0.8,4470,83,0.8440000000000001,0.095,5.5277e-05,0.9999399999999999
+92963,Existing Customer,30,F,0,Graduate,Divorced,Less than $40K,Blue,17,4,1,3,4704.0,0,4704.0,1.177,3294,87,0.891,0.0,7.9494e-05,0.99992
+92964,Existing Customer,41,F,5,High School,Single,$40K - $60K,Blue,32,6,1,2,14987.0,1425,13562.0,0.8,4470,83,0.844,0.095,5.5277e-05,0.99994
 92965,Existing Customer,51,M,1,,Single,$80K - $120K,Blue,34,4,3,3,3554.0,1563,1991.0,0.893,3640,59,0.735,0.44,0.00031211,0.99969
 92966,Existing Customer,46,M,3,Graduate,Married,$120K +,Blue,42,3,3,4,9227.0,938,8289.0,0.735,3948,74,0.721,0.102,0.00053543,0.99946
-92967,Existing Customer,50,M,1,,Married,$120K +,Blue,40,3,3,2,7522.0,1057,6465.0,1.197,2533,62,1.138,0.141,0.00018558,0.9998100000000001
-92968,Existing Customer,31,F,0,College,Married,Less than $40K,Blue,21,5,2,2,1677.0,0,1677.0,1.369,3059,50,0.613,0.0,9.496e-05,0.9999100000000001
+92967,Existing Customer,50,M,1,,Married,$120K +,Blue,40,3,3,2,7522.0,1057,6465.0,1.197,2533,62,1.138,0.141,0.00018558,0.99981
+92968,Existing Customer,31,F,0,College,Married,Less than $40K,Blue,21,5,2,2,1677.0,0,1677.0,1.369,3059,50,0.613,0.0,9.496e-05,0.99991
 92969,Existing Customer,48,M,1,High School,Single,$60K - $80K,Blue,40,6,2,2,2319.0,1630,689.0,0.846,3739,68,0.659,0.703,0.00010386,0.9999
-92970,Existing Customer,39,F,1,,Married,Less than $40K,Blue,29,6,2,5,2722.0,1592,1130.0,1.319,3205,49,0.633,0.585,0.00058291,0.9994200000000001
-92971,Existing Customer,50,F,2,,Married,Less than $40K,Blue,39,3,3,2,2046.0,0,2046.0,0.9359999999999999,3446,71,0.578,0.0,0.00019771,0.9998
-92972,Existing Customer,47,M,4,,Single,$80K - $120K,Silver,37,5,2,4,34516.0,0,34516.0,1.06,2851,80,0.7390000000000001,0.0,0.00034015,0.99966
+92970,Existing Customer,39,F,1,,Married,Less than $40K,Blue,29,6,2,5,2722.0,1592,1130.0,1.319,3205,49,0.633,0.585,0.00058291,0.99942
+92971,Existing Customer,50,F,2,,Married,Less than $40K,Blue,39,3,3,2,2046.0,0,2046.0,0.936,3446,71,0.578,0.0,0.00019771,0.9998
+92972,Existing Customer,47,M,4,,Single,$80K - $120K,Silver,37,5,2,4,34516.0,0,34516.0,1.06,2851,80,0.739,0.0,0.00034015,0.99966
 92973,Existing Customer,53,M,3,High School,Single,$80K - $120K,Blue,42,6,3,3,18531.0,1548,16983.0,0.833,2484,52,0.857,0.084,0.00030516,0.99969
 92974,Existing Customer,45,M,4,Graduate,Married,$40K - $60K,Blue,36,5,3,4,4112.0,0,4112.0,0.777,2949,54,1.25,0.0,0.00054115,0.99946
-92975,Existing Customer,46,M,4,Graduate,Single,$120K +,Blue,34,4,1,2,34516.0,0,34516.0,0.991,4143,68,0.659,0.0,5.7762e-05,0.9999399999999999
-92976,Existing Customer,34,M,2,Graduate,Single,$80K - $120K,Silver,22,4,3,3,34516.0,1263,33253.0,0.603,2759,65,0.8059999999999999,0.037000000000000005,0.00027334,0.9997299999999999
-92977,Existing Customer,39,M,1,Uneducated,Married,Less than $40K,Blue,28,3,3,4,4683.0,2514,2169.0,0.58,2010,45,0.731,0.537,0.0004980000000000001,0.9995
-92978,Existing Customer,62,M,0,,Married,$40K - $60K,Blue,48,4,1,2,1438.3,0,1438.3,0.425,1406,27,0.5,0.0,5.1951000000000005e-05,0.99995
-92979,Existing Customer,53,F,3,Uneducated,Married,Less than $40K,Blue,36,4,3,2,4224.0,2417,1807.0,0.522,1458,29,1.071,0.5720000000000001,0.00019191,0.9998100000000001
+92975,Existing Customer,46,M,4,Graduate,Single,$120K +,Blue,34,4,1,2,34516.0,0,34516.0,0.991,4143,68,0.659,0.0,5.7762e-05,0.99994
+92976,Existing Customer,34,M,2,Graduate,Single,$80K - $120K,Silver,22,4,3,3,34516.0,1263,33253.0,0.603,2759,65,0.806,0.037,0.00027334,0.99973
+92977,Existing Customer,39,M,1,Uneducated,Married,Less than $40K,Blue,28,3,3,4,4683.0,2514,2169.0,0.58,2010,45,0.731,0.537,0.000498,0.9995
+92978,Existing Customer,62,M,0,,Married,$40K - $60K,Blue,48,4,1,2,1438.3,0,1438.3,0.425,1406,27,0.5,0.0,5.1951e-05,0.99995
+92979,Existing Customer,53,F,3,Uneducated,Married,Less than $40K,Blue,36,4,3,2,4224.0,2417,1807.0,0.522,1458,29,1.071,0.572,0.00019191,0.99981
 92980,Existing Customer,51,M,3,Graduate,Married,$60K - $80K,Blue,32,3,1,4,7133.0,0,7133.0,0.612,2689,62,0.59,0.0,0.00016399,0.99984
-92981,Existing Customer,34,F,1,High School,Single,,Blue,22,6,1,0,10253.0,1857,8396.0,1.193,3042,66,0.941,0.18100000000000002,1.8538e-05,0.99998
+92981,Existing Customer,34,F,1,High School,Single,,Blue,22,6,1,0,10253.0,1857,8396.0,1.193,3042,66,0.941,0.181,1.8538e-05,0.99998
 92982,Existing Customer,44,F,2,Doctorate,Single,$40K - $60K,Blue,25,4,3,2,4210.0,0,4210.0,1.224,4248,65,0.857,0.0,0.00026028,0.99974
-92983,Existing Customer,49,M,3,High School,Single,$120K +,Blue,42,5,3,2,12630.0,1822,10808.0,0.9470000000000001,4084,66,0.5710000000000001,0.14400000000000002,0.00018145,0.99982
-92984,Existing Customer,26,M,0,Graduate,Divorced,,Blue,36,6,1,3,21084.0,2517,18567.0,0.763,2309,71,0.5429999999999999,0.11900000000000001,7.9494e-05,0.99992
-92985,Attrited Customer,56,F,2,College,Single,Less than $40K,Blue,52,3,5,1,3639.0,2178,1461.0,0.451,1865,42,0.5,0.599,0.9915799999999999,0.00842
-92986,Existing Customer,52,M,1,High School,Divorced,$120K +,Blue,36,4,3,5,31945.0,1591,30354.0,0.711,3650,62,0.6759999999999999,0.05,0.00081456,0.9991899999999999
-92987,Attrited Customer,65,F,0,High School,Single,,Blue,56,3,6,3,5894.0,477,5417.0,1.015,1616,32,0.455,0.081,0.9950100000000001,0.00499338
-92988,Existing Customer,65,F,1,,Single,Less than $40K,Blue,54,4,2,2,2209.0,0,2209.0,1.2990000000000002,3292,52,0.857,0.0,0.00011743,0.9998799999999999
-92989,Existing Customer,35,M,1,College,Single,$60K - $80K,Blue,26,3,2,3,23447.0,1515,21932.0,0.622,2834,77,0.638,0.065,0.0001747,0.9998299999999999
+92983,Existing Customer,49,M,3,High School,Single,$120K +,Blue,42,5,3,2,12630.0,1822,10808.0,0.947,4084,66,0.571,0.144,0.00018145,0.99982
+92984,Existing Customer,26,M,0,Graduate,Divorced,,Blue,36,6,1,3,21084.0,2517,18567.0,0.763,2309,71,0.543,0.119,7.9494e-05,0.99992
+92985,Attrited Customer,56,F,2,College,Single,Less than $40K,Blue,52,3,5,1,3639.0,2178,1461.0,0.451,1865,42,0.5,0.599,0.99158,0.00842
+92986,Existing Customer,52,M,1,High School,Divorced,$120K +,Blue,36,4,3,5,31945.0,1591,30354.0,0.711,3650,62,0.676,0.05,0.00081456,0.99919
+92987,Attrited Customer,65,F,0,High School,Single,,Blue,56,3,6,3,5894.0,477,5417.0,1.015,1616,32,0.455,0.081,0.99501,0.00499338
+92988,Existing Customer,65,F,1,,Single,Less than $40K,Blue,54,4,2,2,2209.0,0,2209.0,1.299,3292,52,0.857,0.0,0.00011743,0.99988
+92989,Existing Customer,35,M,1,College,Single,$60K - $80K,Blue,26,3,2,3,23447.0,1515,21932.0,0.622,2834,77,0.638,0.065,0.0001747,0.99983
 92990,Existing Customer,48,M,3,Graduate,Single,$80K - $120K,Blue,30,4,2,3,4180.0,688,3492.0,0.747,3750,76,0.727,0.165,0.00019864,0.9998
-92991,Existing Customer,53,F,1,Graduate,Single,$40K - $60K,Blue,39,3,3,2,4930.0,2227,2703.0,0.8009999999999999,4224,77,0.7909999999999999,0.452,0.00016883,0.9998299999999999
+92991,Existing Customer,53,F,1,Graduate,Single,$40K - $60K,Blue,39,3,3,2,4930.0,2227,2703.0,0.801,4224,77,0.791,0.452,0.00016883,0.99983
 92992,Existing Customer,38,M,3,Uneducated,Married,$60K - $80K,Blue,18,6,3,4,3417.0,1749,1668.0,0.57,2068,34,0.619,0.512,0.00055052,0.99945
-92993,Existing Customer,50,F,1,College,Single,Less than $40K,Blue,45,4,2,4,4785.0,1965,2820.0,0.8,3651,59,0.5529999999999999,0.41100000000000003,0.00029801,0.9997
+92993,Existing Customer,50,F,1,College,Single,Less than $40K,Blue,45,4,2,4,4785.0,1965,2820.0,0.8,3651,59,0.553,0.411,0.00029801,0.9997
 92994,Existing Customer,46,M,3,Uneducated,Married,Less than $40K,Silver,33,5,2,2,12685.0,0,12685.0,0.674,4454,74,0.574,0.0,0.00010973,0.99989
-92995,Existing Customer,48,M,3,Graduate,Single,$80K - $120K,Blue,35,3,3,3,21374.0,0,21374.0,0.631,4100,79,0.6809999999999999,0.0,0.0003139,0.99969
+92995,Existing Customer,48,M,3,Graduate,Single,$80K - $120K,Blue,35,3,3,3,21374.0,0,21374.0,0.631,4100,79,0.681,0.0,0.0003139,0.99969
 92996,Existing Customer,36,M,2,Graduate,Married,$60K - $80K,Blue,28,4,3,2,1911.0,1217,694.0,0.363,1965,49,0.256,0.637,0.00017987,0.99982
 92997,Existing Customer,41,F,2,Post-Graduate,Single,Less than $40K,Blue,35,6,3,2,8666.0,0,8666.0,0.682,3593,71,0.578,0.0,0.00021165,0.99979
-92998,Existing Customer,60,M,0,,Married,$60K - $80K,Blue,54,4,1,0,2759.0,2501,258.0,0.505,1650,34,0.7,0.9059999999999999,1.9163e-05,0.99998
+92998,Existing Customer,60,M,0,,Married,$60K - $80K,Blue,54,4,1,0,2759.0,2501,258.0,0.505,1650,34,0.7,0.906,1.9163e-05,0.99998
 92999,Attrited Customer,49,F,2,,Single,,Blue,41,5,3,4,5984.0,0,5984.0,0.551,1838,42,0.556,0.0,0.99824,0.00175907
 93000,Existing Customer,45,F,4,High School,,,Blue,36,6,3,3,23000.0,1097,21903.0,1.095,3886,70,0.667,0.048,0.00030842,0.99969
-93001,Existing Customer,36,M,2,College,Single,$60K - $80K,Blue,25,5,3,2,1438.3,0,1438.3,0.579,2882,68,0.619,0.0,0.00017488,0.9998299999999999
-93002,Existing Customer,49,M,3,Graduate,Married,Less than $40K,Blue,36,3,3,5,2976.0,1817,1159.0,0.7390000000000001,3332,60,0.667,0.611,0.00092621,0.9990700000000001
-93003,Existing Customer,43,M,3,High School,Single,$120K +,Blue,36,3,1,3,34516.0,0,34516.0,0.852,1996,48,0.5479999999999999,0.0,9.344799999999999e-05,0.9999100000000001
-93004,Existing Customer,58,M,1,High School,Married,$60K - $80K,Blue,53,5,2,5,1438.3,0,1438.3,0.425,1539,40,0.6,0.0,0.00051556,0.9994799999999999
+93001,Existing Customer,36,M,2,College,Single,$60K - $80K,Blue,25,5,3,2,1438.3,0,1438.3,0.579,2882,68,0.619,0.0,0.00017488,0.99983
+93002,Existing Customer,49,M,3,Graduate,Married,Less than $40K,Blue,36,3,3,5,2976.0,1817,1159.0,0.739,3332,60,0.667,0.611,0.00092621,0.99907
+93003,Existing Customer,43,M,3,High School,Single,$120K +,Blue,36,3,1,3,34516.0,0,34516.0,0.852,1996,48,0.548,0.0,9.3448e-05,0.99991
+93004,Existing Customer,58,M,1,High School,Married,$60K - $80K,Blue,53,5,2,5,1438.3,0,1438.3,0.425,1539,40,0.6,0.0,0.00051556,0.99948
 93005,Existing Customer,46,M,0,High School,Divorced,$80K - $120K,Blue,36,3,1,4,16099.0,0,16099.0,0.562,3656,88,0.76,0.0,0.00013184,0.99987
-93006,Existing Customer,50,M,2,Graduate,Single,$80K - $120K,Blue,36,4,2,1,19595.0,1187,18408.0,0.875,3811,62,0.8240000000000001,0.061,6.864e-05,0.9999299999999999
-93007,Existing Customer,43,M,4,Graduate,Single,$60K - $80K,Blue,25,3,2,4,13193.0,1749,11444.0,0.6709999999999999,4071,64,0.73,0.133,0.00034248,0.99966
-93008,Existing Customer,57,F,3,College,Single,$40K - $60K,Blue,36,3,1,3,8184.0,1508,6676.0,0.789,4134,71,0.821,0.184,9.345700000000001e-05,0.9999100000000001
-93009,Existing Customer,30,M,1,,Married,Less than $40K,Blue,13,3,6,5,2607.0,1966,641.0,0.65,1719,45,0.607,0.754,0.0007271,0.9992700000000001
-93010,Existing Customer,48,F,2,,Married,Less than $40K,Blue,37,4,2,3,5758.0,0,5758.0,0.433,4422,76,0.40700000000000003,0.0,0.00021042,0.99979
-93011,Existing Customer,51,M,2,Doctorate,Single,$120K +,Blue,36,4,2,5,25873.0,582,25291.0,0.769,3920,84,0.647,0.022000000000000002,0.00081741,0.99918
-93012,Existing Customer,46,M,2,,Divorced,$60K - $80K,Blue,37,6,1,1,2695.0,1657,1038.0,0.813,4068,53,0.963,0.615,3.6508000000000004e-05,0.9999600000000001
-93013,Existing Customer,46,M,3,College,Married,$80K - $120K,Blue,32,4,2,5,20860.0,1496,19364.0,0.816,3435,56,0.6970000000000001,0.07200000000000001,0.00056998,0.9994299999999999
-93014,Existing Customer,45,M,4,,Married,$40K - $60K,Blue,30,6,3,3,1892.0,1049,843.0,1.122,4558,60,1.609,0.5539999999999999,0.00034872,0.99965
-93015,Existing Customer,52,M,3,College,Married,$80K - $120K,Blue,33,3,3,4,27751.0,1018,26733.0,0.426,1427,25,0.667,0.037000000000000005,0.00052057,0.9994799999999999
-93016,Existing Customer,48,M,5,Graduate,Married,$80K - $120K,Blue,38,6,2,2,34516.0,657,33859.0,0.723,3661,71,0.868,0.019,0.00011751,0.9998799999999999
-93017,Existing Customer,47,M,3,,Single,$80K - $120K,Blue,37,3,1,5,24580.0,2517,22063.0,0.509,3069,62,0.7709999999999999,0.102,0.00031189,0.99969
-93018,Attrited Customer,49,M,2,High School,Married,$80K - $120K,Blue,38,3,2,4,29893.0,0,29893.0,0.519,2063,48,0.846,0.0,0.9968600000000001,0.00313909
+93006,Existing Customer,50,M,2,Graduate,Single,$80K - $120K,Blue,36,4,2,1,19595.0,1187,18408.0,0.875,3811,62,0.824,0.061,6.864e-05,0.99993
+93007,Existing Customer,43,M,4,Graduate,Single,$60K - $80K,Blue,25,3,2,4,13193.0,1749,11444.0,0.671,4071,64,0.73,0.133,0.00034248,0.99966
+93008,Existing Customer,57,F,3,College,Single,$40K - $60K,Blue,36,3,1,3,8184.0,1508,6676.0,0.789,4134,71,0.821,0.184,9.3457e-05,0.99991
+93009,Existing Customer,30,M,1,,Married,Less than $40K,Blue,13,3,6,5,2607.0,1966,641.0,0.65,1719,45,0.607,0.754,0.0007271,0.99927
+93010,Existing Customer,48,F,2,,Married,Less than $40K,Blue,37,4,2,3,5758.0,0,5758.0,0.433,4422,76,0.407,0.0,0.00021042,0.99979
+93011,Existing Customer,51,M,2,Doctorate,Single,$120K +,Blue,36,4,2,5,25873.0,582,25291.0,0.769,3920,84,0.647,0.022,0.00081741,0.99918
+93012,Existing Customer,46,M,2,,Divorced,$60K - $80K,Blue,37,6,1,1,2695.0,1657,1038.0,0.813,4068,53,0.963,0.615,3.6508e-05,0.99996
+93013,Existing Customer,46,M,3,College,Married,$80K - $120K,Blue,32,4,2,5,20860.0,1496,19364.0,0.816,3435,56,0.697,0.072,0.00056998,0.99943
+93014,Existing Customer,45,M,4,,Married,$40K - $60K,Blue,30,6,3,3,1892.0,1049,843.0,1.122,4558,60,1.609,0.554,0.00034872,0.99965
+93015,Existing Customer,52,M,3,College,Married,$80K - $120K,Blue,33,3,3,4,27751.0,1018,26733.0,0.426,1427,25,0.667,0.037,0.00052057,0.99948
+93016,Existing Customer,48,M,5,Graduate,Married,$80K - $120K,Blue,38,6,2,2,34516.0,657,33859.0,0.723,3661,71,0.868,0.019,0.00011751,0.99988
+93017,Existing Customer,47,M,3,,Single,$80K - $120K,Blue,37,3,1,5,24580.0,2517,22063.0,0.509,3069,62,0.771,0.102,0.00031189,0.99969
+93018,Attrited Customer,49,M,2,High School,Married,$80K - $120K,Blue,38,3,2,4,29893.0,0,29893.0,0.519,2063,48,0.846,0.0,0.99686,0.00313909
 93019,Existing Customer,43,M,1,,Married,$80K - $120K,Blue,33,5,1,5,21165.0,735,20430.0,0.624,3343,60,0.667,0.035,0.00028213,0.99972
-93020,Existing Customer,47,F,4,Uneducated,Single,$40K - $60K,Blue,33,3,2,1,9148.0,561,8587.0,0.774,3451,59,0.9670000000000001,0.061,7.401699999999999e-05,0.9999299999999999
-93021,Existing Customer,55,M,2,,Married,$80K - $120K,Blue,46,4,1,1,10979.0,1889,9090.0,0.475,1425,33,0.5,0.172,3.6508000000000004e-05,0.9999600000000001
-93022,Existing Customer,41,F,5,Post-Graduate,Married,Less than $40K,Blue,33,3,1,2,6519.0,851,5668.0,0.679,3088,65,0.711,0.131,6.6908e-05,0.9999299999999999
+93020,Existing Customer,47,F,4,Uneducated,Single,$40K - $60K,Blue,33,3,2,1,9148.0,561,8587.0,0.774,3451,59,0.967,0.061,7.4017e-05,0.99993
+93021,Existing Customer,55,M,2,,Married,$80K - $120K,Blue,46,4,1,1,10979.0,1889,9090.0,0.475,1425,33,0.5,0.172,3.6508e-05,0.99996
+93022,Existing Customer,41,F,5,Post-Graduate,Married,Less than $40K,Blue,33,3,1,2,6519.0,851,5668.0,0.679,3088,65,0.711,0.131,6.6908e-05,0.99993
 93023,Existing Customer,44,M,5,High School,Married,$80K - $120K,Blue,36,3,2,2,2509.0,1464,1045.0,1.25,3166,72,0.946,0.583,0.00011423,0.99989
 93024,Existing Customer,35,F,2,Uneducated,Married,Less than $40K,Blue,36,3,1,3,2664.0,0,2664.0,1.071,3135,59,0.903,0.0,9.5249e-05,0.9999
-93025,Existing Customer,40,F,2,,Married,,Blue,28,5,5,2,14999.0,1123,13876.0,0.539,3441,69,0.46799999999999997,0.075,0.00022083,0.9997799999999999
+93025,Existing Customer,40,F,2,,Married,,Blue,28,5,5,2,14999.0,1123,13876.0,0.539,3441,69,0.468,0.075,0.00022083,0.99978
 93026,Existing Customer,32,F,1,High School,Single,Less than $40K,Silver,13,4,1,2,10332.0,948,9384.0,0.843,2914,67,0.763,0.092,4.541e-05,0.99995
 93027,Existing Customer,50,M,4,,Married,$60K - $80K,Blue,36,5,1,4,10226.0,1638,8588.0,1.053,3321,57,1.036,0.16,0.00018218,0.99982
-93028,Attrited Customer,38,M,3,College,Single,$60K - $80K,Blue,34,6,3,4,12050.0,1821,10229.0,0.63,2381,40,0.48100000000000004,0.151,0.99808,0.0019163000000000001
+93028,Attrited Customer,38,M,3,College,Single,$60K - $80K,Blue,34,6,3,4,12050.0,1821,10229.0,0.63,2381,40,0.481,0.151,0.99808,0.0019163
 93029,Existing Customer,39,M,2,High School,Single,$120K +,Blue,22,5,2,2,26124.0,0,26124.0,0.735,4199,92,0.586,0.0,0.00011065,0.99989
-93030,Existing Customer,48,F,3,Graduate,Divorced,Less than $40K,Blue,31,6,2,2,9816.0,0,9816.0,0.6729999999999999,3489,81,0.528,0.0,0.00011811,0.9998799999999999
+93030,Existing Customer,48,F,3,Graduate,Divorced,Less than $40K,Blue,31,6,2,2,9816.0,0,9816.0,0.673,3489,81,0.528,0.0,0.00011811,0.99988
 93031,Existing Customer,52,F,2,College,Single,Less than $40K,Blue,40,4,3,3,2783.0,2379,404.0,0.912,3897,74,1.0,0.855,0.00029411,0.99971
-93032,Existing Customer,49,M,3,Graduate,,$60K - $80K,Blue,36,5,2,3,15942.0,0,15942.0,0.723,1742,41,0.32299999999999995,0.0,0.00019864,0.9998
-93033,Existing Customer,46,F,3,Graduate,Single,Less than $40K,Silver,39,4,3,2,12222.0,1260,10962.0,1.138,3418,78,0.733,0.10300000000000001,0.00016865,0.9998299999999999
+93032,Existing Customer,49,M,3,Graduate,,$60K - $80K,Blue,36,5,2,3,15942.0,0,15942.0,0.723,1742,41,0.323,0.0,0.00019864,0.9998
+93033,Existing Customer,46,F,3,Graduate,Single,Less than $40K,Silver,39,4,3,2,12222.0,1260,10962.0,1.138,3418,78,0.733,0.103,0.00016865,0.99983
 93034,Existing Customer,38,F,4,Doctorate,Married,Less than $40K,Blue,26,4,2,4,4002.0,1402,2600.0,0.579,2114,53,0.514,0.35,0.00049554,0.9995
-93035,Existing Customer,60,M,0,College,Single,$80K - $120K,Silver,53,6,3,2,34516.0,1388,33128.0,0.7909999999999999,3261,64,0.684,0.04,0.0001356,0.9998600000000001
-93036,Existing Customer,48,M,2,High School,Single,$80K - $120K,Blue,36,3,2,4,10227.0,1695,8532.0,0.875,3577,82,0.7829999999999999,0.166,0.00031746,0.9996799999999999
+93035,Existing Customer,60,M,0,College,Single,$80K - $120K,Silver,53,6,3,2,34516.0,1388,33128.0,0.791,3261,64,0.684,0.04,0.0001356,0.99986
+93036,Existing Customer,48,M,2,High School,Single,$80K - $120K,Blue,36,3,2,4,10227.0,1695,8532.0,0.875,3577,82,0.783,0.166,0.00031746,0.99968
 93037,Existing Customer,45,F,2,Graduate,Single,Less than $40K,Blue,34,3,3,1,4265.0,1622,2643.0,0.708,3244,62,0.879,0.38,0.00010848,0.99989
-93038,Existing Customer,47,M,2,,,$60K - $80K,Blue,36,3,2,2,13867.0,0,13867.0,0.659,4297,68,0.7440000000000001,0.0,0.00012511,0.99987
-93039,Existing Customer,43,M,2,Doctorate,Divorced,$40K - $60K,Blue,34,4,1,2,2243.0,0,2243.0,0.6970000000000001,4023,63,0.75,0.0,7.9702e-05,0.99992
-93040,Existing Customer,41,F,2,Graduate,Married,$40K - $60K,Blue,36,6,1,3,11239.0,1375,9864.0,0.94,3978,89,0.78,0.122,9.2637e-05,0.9999100000000001
-93041,Existing Customer,53,M,2,,Single,$60K - $80K,Blue,45,5,1,2,22558.0,818,21740.0,0.987,3855,70,0.591,0.036000000000000004,6.054e-05,0.9999399999999999
-93042,Existing Customer,50,M,5,Post-Graduate,Married,$120K +,Silver,36,5,2,4,34516.0,891,33625.0,0.9259999999999999,2687,64,0.778,0.026000000000000002,0.00035844,0.99964
-93043,Existing Customer,56,M,2,Graduate,Married,$80K - $120K,Blue,36,4,2,3,23510.0,1049,22461.0,0.43799999999999994,1661,35,0.29600000000000004,0.045,0.00019143,0.9998100000000001
+93038,Existing Customer,47,M,2,,,$60K - $80K,Blue,36,3,2,2,13867.0,0,13867.0,0.659,4297,68,0.744,0.0,0.00012511,0.99987
+93039,Existing Customer,43,M,2,Doctorate,Divorced,$40K - $60K,Blue,34,4,1,2,2243.0,0,2243.0,0.697,4023,63,0.75,0.0,7.9702e-05,0.99992
+93040,Existing Customer,41,F,2,Graduate,Married,$40K - $60K,Blue,36,6,1,3,11239.0,1375,9864.0,0.94,3978,89,0.78,0.122,9.2637e-05,0.99991
+93041,Existing Customer,53,M,2,,Single,$60K - $80K,Blue,45,5,1,2,22558.0,818,21740.0,0.987,3855,70,0.591,0.036,6.054e-05,0.99994
+93042,Existing Customer,50,M,5,Post-Graduate,Married,$120K +,Silver,36,5,2,4,34516.0,891,33625.0,0.926,2687,64,0.778,0.026,0.00035844,0.99964
+93043,Existing Customer,56,M,2,Graduate,Married,$80K - $120K,Blue,36,4,2,3,23510.0,1049,22461.0,0.438,1661,35,0.296,0.045,0.00019143,0.99981
 93044,Existing Customer,63,F,0,Uneducated,,$40K - $60K,Blue,55,6,2,2,1651.0,1433,218.0,0.985,4050,58,0.611,0.868,0.00010043,0.9999
-93045,Existing Customer,53,F,1,High School,Single,Less than $40K,Blue,41,6,2,2,8693.0,796,7897.0,0.8640000000000001,4755,69,0.5329999999999999,0.092,0.00010386,0.9999
+93045,Existing Customer,53,F,1,High School,Single,Less than $40K,Blue,41,6,2,2,8693.0,796,7897.0,0.864,4755,69,0.533,0.092,0.00010386,0.9999
 93046,Existing Customer,35,F,2,High School,Married,Less than $40K,Blue,30,3,3,1,4549.0,1193,3356.0,0.445,1914,33,0.5,0.262,0.00010545,0.99989
 93047,Existing Customer,51,M,2,College,Married,$80K - $120K,Blue,33,3,1,2,3558.0,0,3558.0,0.57,4136,65,0.912,0.0,5.3547e-05,0.99995
-93048,Attrited Customer,51,F,1,Graduate,Single,Less than $40K,Blue,37,1,3,4,7176.0,0,7176.0,0.45,1375,33,0.65,0.0,0.9979399999999999,0.00205937
-93049,Existing Customer,44,M,3,,Single,$80K - $120K,Silver,38,3,3,1,34516.0,657,33859.0,0.6409999999999999,4614,76,0.6890000000000001,0.019,0.0001118,0.99989
-93050,Existing Customer,38,M,3,Graduate,Single,$60K - $80K,Blue,25,3,3,4,18293.0,0,18293.0,0.5710000000000001,2958,63,0.43200000000000005,0.0,0.00053543,0.99946
-93051,Existing Customer,40,F,2,Graduate,Divorced,,Blue,23,6,2,1,18332.0,1376,16956.0,0.6,4095,67,0.675,0.075,6.864e-05,0.9999299999999999
+93048,Attrited Customer,51,F,1,Graduate,Single,Less than $40K,Blue,37,1,3,4,7176.0,0,7176.0,0.45,1375,33,0.65,0.0,0.99794,0.00205937
+93049,Existing Customer,44,M,3,,Single,$80K - $120K,Silver,38,3,3,1,34516.0,657,33859.0,0.641,4614,76,0.689,0.019,0.0001118,0.99989
+93050,Existing Customer,38,M,3,Graduate,Single,$60K - $80K,Blue,25,3,3,4,18293.0,0,18293.0,0.571,2958,63,0.432,0.0,0.00053543,0.99946
+93051,Existing Customer,40,F,2,Graduate,Divorced,,Blue,23,6,2,1,18332.0,1376,16956.0,0.6,4095,67,0.675,0.075,6.864e-05,0.99993
 93052,Existing Customer,48,M,2,Graduate,Divorced,$80K - $120K,Blue,43,5,3,2,6383.0,1436,4947.0,0.845,4462,88,0.66,0.225,0.00017987,0.99982
-93053,Existing Customer,42,F,3,High School,Single,Less than $40K,Silver,31,5,2,3,13441.0,2517,10924.0,0.7340000000000001,1894,49,0.633,0.187,0.00017449,0.9998299999999999
-93054,Existing Customer,50,M,2,Graduate,Married,$120K +,Blue,43,3,1,3,20114.0,0,20114.0,0.82,4740,88,0.7959999999999999,0.0,9.2637e-05,0.9999100000000001
-93055,Existing Customer,54,F,2,Graduate,Single,Less than $40K,Blue,43,3,2,1,2019.0,1387,632.0,0.56,1689,36,0.7140000000000001,0.687,6.864e-05,0.9999299999999999
-93056,Existing Customer,38,M,3,High School,Single,$60K - $80K,Silver,33,6,1,2,34516.0,1793,32723.0,0.767,4533,78,0.47200000000000003,0.052000000000000005,5.0201e-05,0.99995
-93057,Attrited Customer,55,M,5,Post-Graduate,Single,$80K - $120K,Blue,47,3,1,4,1438.3,0,1438.3,0.414,1427,36,0.33299999999999996,0.0,0.99482,0.00518
-93058,Attrited Customer,46,M,4,High School,Married,$60K - $80K,Blue,36,1,3,2,8017.0,0,8017.0,0.5589999999999999,1657,43,0.654,0.0,0.9945799999999999,0.00542
-93059,Existing Customer,49,F,1,Doctorate,Married,,Blue,36,3,1,2,8519.0,0,8519.0,0.873,3698,65,0.625,0.0,7.4811e-05,0.9999299999999999
+93053,Existing Customer,42,F,3,High School,Single,Less than $40K,Silver,31,5,2,3,13441.0,2517,10924.0,0.734,1894,49,0.633,0.187,0.00017449,0.99983
+93054,Existing Customer,50,M,2,Graduate,Married,$120K +,Blue,43,3,1,3,20114.0,0,20114.0,0.82,4740,88,0.796,0.0,9.2637e-05,0.99991
+93055,Existing Customer,54,F,2,Graduate,Single,Less than $40K,Blue,43,3,2,1,2019.0,1387,632.0,0.56,1689,36,0.714,0.687,6.864e-05,0.99993
+93056,Existing Customer,38,M,3,High School,Single,$60K - $80K,Silver,33,6,1,2,34516.0,1793,32723.0,0.767,4533,78,0.472,0.052,5.0201e-05,0.99995
+93057,Attrited Customer,55,M,5,Post-Graduate,Single,$80K - $120K,Blue,47,3,1,4,1438.3,0,1438.3,0.414,1427,36,0.333,0.0,0.99482,0.00518
+93058,Attrited Customer,46,M,4,High School,Married,$60K - $80K,Blue,36,1,3,2,8017.0,0,8017.0,0.559,1657,43,0.654,0.0,0.99458,0.00542
+93059,Existing Customer,49,F,1,Doctorate,Married,,Blue,36,3,1,2,8519.0,0,8519.0,0.873,3698,65,0.625,0.0,7.4811e-05,0.99993
 93060,Existing Customer,38,M,3,,Single,$80K - $120K,Blue,33,6,2,2,34516.0,2135,32381.0,0.488,3514,63,0.703,0.062,0.00012982,0.99987
-93061,Existing Customer,50,M,0,Uneducated,Divorced,$60K - $80K,Blue,39,6,3,3,9474.0,1021,8453.0,0.557,3240,54,0.588,0.10800000000000001,0.00026692,0.9997299999999999
-93062,Existing Customer,40,F,3,Graduate,Single,Less than $40K,Blue,27,5,3,4,6587.0,824,5763.0,1.262,4160,70,0.8420000000000001,0.125,0.00053543,0.99946
+93061,Existing Customer,50,M,0,Uneducated,Divorced,$60K - $80K,Blue,39,6,3,3,9474.0,1021,8453.0,0.557,3240,54,0.588,0.108,0.00026692,0.99973
+93062,Existing Customer,40,F,3,Graduate,Single,Less than $40K,Blue,27,5,3,4,6587.0,824,5763.0,1.262,4160,70,0.842,0.125,0.00053543,0.99946
 93063,Existing Customer,32,M,1,High School,Single,$60K - $80K,Blue,36,4,2,2,2999.0,0,2999.0,0.812,3018,80,0.778,0.0,0.00010386,0.9999
-93064,Existing Customer,49,M,3,Graduate,Single,$60K - $80K,Blue,32,3,1,4,7154.0,1472,5682.0,1.002,3607,59,0.735,0.20600000000000002,0.00016399,0.99984
-93065,Existing Customer,53,M,2,Post-Graduate,Married,$80K - $120K,Blue,43,4,2,4,4039.0,1397,2642.0,0.396,1494,36,0.28600000000000003,0.34600000000000003,0.00038424,0.9996200000000001
+93064,Existing Customer,49,M,3,Graduate,Single,$60K - $80K,Blue,32,3,1,4,7154.0,1472,5682.0,1.002,3607,59,0.735,0.206,0.00016399,0.99984
+93065,Existing Customer,53,M,2,Post-Graduate,Married,$80K - $120K,Blue,43,4,2,4,4039.0,1397,2642.0,0.396,1494,36,0.286,0.346,0.00038424,0.99962
 93066,Existing Customer,57,M,3,Graduate,Married,$80K - $120K,Blue,46,6,2,3,5516.0,2517,2999.0,0.473,1532,24,0.5,0.456,0.00019864,0.9998
-93067,Existing Customer,64,F,0,Graduate,Single,Less than $40K,Blue,54,3,1,2,5577.0,689,4888.0,0.985,4256,70,1.121,0.124,4.7263000000000005e-05,0.99995
+93067,Existing Customer,64,F,0,Graduate,Single,Less than $40K,Blue,54,3,1,2,5577.0,689,4888.0,0.985,4256,70,1.121,0.124,4.7263e-05,0.99995
 93068,Existing Customer,34,M,3,,,$80K - $120K,Blue,24,6,3,3,8628.0,1500,7128.0,0.688,2902,60,0.818,0.174,0.00034503,0.99965
 93069,Existing Customer,43,M,2,Uneducated,Single,$120K +,Blue,33,5,3,1,30137.0,1368,28769.0,0.721,3522,74,0.897,0.045,0.00011153,0.99989
-93070,Existing Customer,42,F,3,Doctorate,Married,Less than $40K,Blue,36,4,2,1,9778.0,2154,7624.0,0.5,3413,66,0.6920000000000001,0.22,0.00010307,0.9999
+93070,Existing Customer,42,F,3,Doctorate,Married,Less than $40K,Blue,36,4,2,1,9778.0,2154,7624.0,0.5,3413,66,0.692,0.22,0.00010307,0.9999
 93071,Existing Customer,48,M,3,Uneducated,Single,$120K +,Blue,38,4,2,5,20912.0,0,20912.0,0.725,4172,84,0.787,0.0,0.00060278,0.9994
 93072,Existing Customer,49,M,3,High School,Single,$120K +,Blue,45,3,2,2,14699.0,1049,13650.0,0.534,4890,64,0.561,0.071,0.00011482,0.99989
 93073,Existing Customer,57,M,3,College,Single,$60K - $80K,Blue,36,6,3,2,10350.0,0,10350.0,0.826,3396,63,0.8,0.0,0.00018146,0.99982
 93074,Existing Customer,44,M,4,Graduate,Single,$40K - $60K,Blue,36,5,2,3,11346.0,0,11346.0,0.665,3784,67,0.457,0.0,0.00020077,0.9998
-93075,Existing Customer,63,F,2,Graduate,Single,Less than $40K,Gold,55,4,1,3,15987.0,1345,14642.0,0.7290000000000001,3640,56,0.867,0.084,0.00010673,0.99989
+93075,Existing Customer,63,F,2,Graduate,Single,Less than $40K,Gold,55,4,1,3,15987.0,1345,14642.0,0.729,3640,56,0.867,0.084,0.00010673,0.99989
 93076,Existing Customer,43,M,3,Graduate,Single,$60K - $80K,Blue,30,3,2,4,19711.0,0,19711.0,1.037,3602,72,1.0,0.0,0.00033886,0.99966
-93077,Existing Customer,33,M,4,High School,Single,$40K - $60K,Blue,25,4,1,1,8650.0,1929,6721.0,0.777,2878,63,1.032,0.223,3.3863000000000004e-05,0.99997
-93078,Existing Customer,55,M,2,Graduate,Single,$80K - $120K,Silver,36,5,1,1,34516.0,1316,33200.0,0.818,3542,60,0.7140000000000001,0.038,3.0010999999999998e-05,0.99997
-93079,Existing Customer,50,M,2,Graduate,Married,$80K - $120K,Blue,36,6,1,2,9748.0,1354,8394.0,0.893,3323,66,0.833,0.139,5.5077e-05,0.9999399999999999
-93080,Existing Customer,49,F,3,,,Less than $40K,Blue,36,3,1,2,2454.0,2060,394.0,0.804,3777,75,0.596,0.8390000000000001,6.282e-05,0.9999399999999999
-93081,Attrited Customer,48,M,3,Post-Graduate,,$120K +,Blue,35,2,2,6,34516.0,0,34516.0,0.46399999999999997,1632,44,0.33299999999999996,0.0,0.99918,0.00082469
-93082,Existing Customer,47,F,3,High School,,Less than $40K,Blue,40,4,2,4,4255.0,1681,2574.0,0.65,3453,72,0.5,0.395,0.00032942,0.9996700000000001
-93083,Existing Customer,35,F,4,Uneducated,Single,Less than $40K,Blue,24,4,2,2,3271.0,1367,1904.0,0.7040000000000001,2464,92,1.0,0.418,0.00012274,0.9998799999999999
-93084,Existing Customer,31,F,0,Graduate,Single,Less than $40K,Blue,20,3,3,2,3480.0,724,2756.0,0.722,2807,65,0.8059999999999999,0.20800000000000002,0.00015435,0.99985
-93085,Existing Customer,50,M,3,Uneducated,Single,$80K - $120K,Blue,40,3,1,4,13306.0,2458,10848.0,0.516,3556,68,0.581,0.185,0.00016861,0.9998299999999999
-93086,Existing Customer,38,M,3,Graduate,Single,$80K - $120K,Blue,31,6,1,2,13637.0,0,13637.0,0.5660000000000001,3625,73,0.659,0.0,5.7151e-05,0.9999399999999999
-93087,Existing Customer,39,M,3,Graduate,Single,$60K - $80K,Blue,29,4,2,3,6733.0,1028,5705.0,0.5529999999999999,4444,72,0.565,0.153,0.00019864,0.9998
-93088,Existing Customer,52,F,3,High School,Single,Less than $40K,Blue,45,3,3,0,2728.0,1365,1363.0,0.648,4293,83,0.976,0.5,6.6935e-05,0.9999299999999999
-93089,Existing Customer,49,F,4,Graduate,Married,$40K - $60K,Blue,41,5,1,2,6250.0,644,5606.0,1.06,2433,41,1.158,0.10300000000000001,5.7762e-05,0.9999399999999999
-93090,Existing Customer,49,M,4,Uneducated,Married,$40K - $60K,Blue,33,5,1,3,3653.0,881,2772.0,0.846,3297,66,0.6920000000000001,0.24100000000000002,9.989299999999999e-05,0.9999
-93091,Existing Customer,44,M,3,High School,Divorced,$60K - $80K,Blue,36,4,3,1,22919.0,1368,21551.0,0.9420000000000001,3752,71,0.919,0.06,0.00010943,0.99989
-93092,Existing Customer,36,M,1,Graduate,Single,$120K +,Blue,20,3,2,2,34516.0,0,34516.0,0.531,2686,59,0.7879999999999999,0.0,0.00010684,0.99989
+93077,Existing Customer,33,M,4,High School,Single,$40K - $60K,Blue,25,4,1,1,8650.0,1929,6721.0,0.777,2878,63,1.032,0.223,3.3863e-05,0.99997
+93078,Existing Customer,55,M,2,Graduate,Single,$80K - $120K,Silver,36,5,1,1,34516.0,1316,33200.0,0.818,3542,60,0.714,0.038,3.0011e-05,0.99997
+93079,Existing Customer,50,M,2,Graduate,Married,$80K - $120K,Blue,36,6,1,2,9748.0,1354,8394.0,0.893,3323,66,0.833,0.139,5.5077e-05,0.99994
+93080,Existing Customer,49,F,3,,,Less than $40K,Blue,36,3,1,2,2454.0,2060,394.0,0.804,3777,75,0.596,0.839,6.282e-05,0.99994
+93081,Attrited Customer,48,M,3,Post-Graduate,,$120K +,Blue,35,2,2,6,34516.0,0,34516.0,0.464,1632,44,0.333,0.0,0.99918,0.00082469
+93082,Existing Customer,47,F,3,High School,,Less than $40K,Blue,40,4,2,4,4255.0,1681,2574.0,0.65,3453,72,0.5,0.395,0.00032942,0.99967
+93083,Existing Customer,35,F,4,Uneducated,Single,Less than $40K,Blue,24,4,2,2,3271.0,1367,1904.0,0.704,2464,92,1.0,0.418,0.00012274,0.99988
+93084,Existing Customer,31,F,0,Graduate,Single,Less than $40K,Blue,20,3,3,2,3480.0,724,2756.0,0.722,2807,65,0.806,0.208,0.00015435,0.99985
+93085,Existing Customer,50,M,3,Uneducated,Single,$80K - $120K,Blue,40,3,1,4,13306.0,2458,10848.0,0.516,3556,68,0.581,0.185,0.00016861,0.99983
+93086,Existing Customer,38,M,3,Graduate,Single,$80K - $120K,Blue,31,6,1,2,13637.0,0,13637.0,0.566,3625,73,0.659,0.0,5.7151e-05,0.99994
+93087,Existing Customer,39,M,3,Graduate,Single,$60K - $80K,Blue,29,4,2,3,6733.0,1028,5705.0,0.553,4444,72,0.565,0.153,0.00019864,0.9998
+93088,Existing Customer,52,F,3,High School,Single,Less than $40K,Blue,45,3,3,0,2728.0,1365,1363.0,0.648,4293,83,0.976,0.5,6.6935e-05,0.99993
+93089,Existing Customer,49,F,4,Graduate,Married,$40K - $60K,Blue,41,5,1,2,6250.0,644,5606.0,1.06,2433,41,1.158,0.103,5.7762e-05,0.99994
+93090,Existing Customer,49,M,4,Uneducated,Married,$40K - $60K,Blue,33,5,1,3,3653.0,881,2772.0,0.846,3297,66,0.692,0.241,9.9893e-05,0.9999
+93091,Existing Customer,44,M,3,High School,Divorced,$60K - $80K,Blue,36,4,3,1,22919.0,1368,21551.0,0.942,3752,71,0.919,0.06,0.00010943,0.99989
+93092,Existing Customer,36,M,1,Graduate,Single,$120K +,Blue,20,3,2,2,34516.0,0,34516.0,0.531,2686,59,0.788,0.0,0.00010684,0.99989
 93093,Existing Customer,44,M,3,,Married,$80K - $120K,Blue,38,3,1,4,4198.0,1782,2416.0,1.526,2051,36,1.0,0.424,0.00018025,0.99982
-93094,Existing Customer,44,M,3,Graduate,Single,$60K - $80K,Blue,39,6,2,2,7532.0,0,7532.0,0.47600000000000003,3550,68,0.619,0.0,0.00011811,0.9998799999999999
-93095,Existing Customer,35,M,5,Uneducated,Single,$60K - $80K,Blue,28,4,2,3,4587.0,1704,2883.0,0.903,2968,65,0.8059999999999999,0.371,0.00020321,0.9998
-93096,Attrited Customer,45,M,4,Graduate,Married,$80K - $120K,Blue,36,5,3,4,12250.0,2165,10085.0,0.6409999999999999,1995,39,0.696,0.177,0.99816,0.00184351
+93094,Existing Customer,44,M,3,Graduate,Single,$60K - $80K,Blue,39,6,2,2,7532.0,0,7532.0,0.476,3550,68,0.619,0.0,0.00011811,0.99988
+93095,Existing Customer,35,M,5,Uneducated,Single,$60K - $80K,Blue,28,4,2,3,4587.0,1704,2883.0,0.903,2968,65,0.806,0.371,0.00020321,0.9998
+93096,Attrited Customer,45,M,4,Graduate,Married,$80K - $120K,Blue,36,5,3,4,12250.0,2165,10085.0,0.641,1995,39,0.696,0.177,0.99816,0.00184351
 93097,Existing Customer,56,M,4,College,Single,$80K - $120K,Blue,41,6,1,4,17753.0,1899,15854.0,0.851,3986,64,0.73,0.107,0.00016114,0.99984
-93098,Existing Customer,37,F,1,Graduate,Single,Less than $40K,Silver,19,4,3,3,12535.0,2049,10486.0,0.6829999999999999,3283,74,0.609,0.163,0.00025657,0.99974
-93099,Existing Customer,48,F,3,Uneducated,Married,Less than $40K,Blue,38,6,1,3,3541.0,1444,2097.0,0.664,3410,69,0.6829999999999999,0.408,9.8837e-05,0.9999
-93100,Existing Customer,43,F,3,Graduate,Divorced,,Blue,33,6,3,4,14622.0,0,14622.0,0.9590000000000001,4632,67,0.457,0.0,0.00053543,0.99946
-93101,Existing Customer,45,M,3,,Married,$80K - $120K,Blue,38,3,1,2,23973.0,0,23973.0,0.779,3560,71,0.511,0.0,6.282e-05,0.9999399999999999
-93102,Existing Customer,54,M,3,Graduate,Single,$80K - $120K,Blue,38,4,2,1,29200.0,1310,27890.0,1.092,3042,73,1.028,0.045,7.1226e-05,0.9999299999999999
-93103,Existing Customer,46,M,2,Post-Graduate,Single,$60K - $80K,Blue,41,3,3,2,10077.0,0,10077.0,0.639,2118,52,0.5760000000000001,0.0,0.00021165,0.99979
-93104,Existing Customer,44,F,4,Doctorate,Married,,Blue,36,5,2,4,8667.0,1775,6892.0,0.7290000000000001,3939,69,0.5329999999999999,0.205,0.00049554,0.9995
-93105,Existing Customer,44,M,3,Graduate,Single,$60K - $80K,Blue,31,4,3,4,12871.0,758,12113.0,0.778,3060,60,1.069,0.059000000000000004,0.00053543,0.99946
-93106,Existing Customer,38,M,2,Graduate,Single,$60K - $80K,Blue,30,3,2,4,2346.0,0,2346.0,0.39399999999999996,3982,72,0.532,0.0,0.00032656,0.9996700000000001
-93107,Existing Customer,55,F,2,Post-Graduate,Divorced,Less than $40K,Blue,43,4,2,4,9919.0,0,9919.0,0.496,2058,70,0.8420000000000001,0.0,0.00038424,0.9996200000000001
-93108,Existing Customer,50,M,3,,Single,$120K +,Blue,33,4,1,4,17087.0,0,17087.0,0.7609999999999999,3519,70,0.591,0.0,0.00018025,0.99982
-93109,Attrited Customer,42,F,3,Graduate,Married,Less than $40K,Blue,36,2,3,3,5505.0,2517,2988.0,0.7290000000000001,2272,42,0.44799999999999995,0.457,0.9968299999999999,0.00317458
+93098,Existing Customer,37,F,1,Graduate,Single,Less than $40K,Silver,19,4,3,3,12535.0,2049,10486.0,0.683,3283,74,0.609,0.163,0.00025657,0.99974
+93099,Existing Customer,48,F,3,Uneducated,Married,Less than $40K,Blue,38,6,1,3,3541.0,1444,2097.0,0.664,3410,69,0.683,0.408,9.8837e-05,0.9999
+93100,Existing Customer,43,F,3,Graduate,Divorced,,Blue,33,6,3,4,14622.0,0,14622.0,0.959,4632,67,0.457,0.0,0.00053543,0.99946
+93101,Existing Customer,45,M,3,,Married,$80K - $120K,Blue,38,3,1,2,23973.0,0,23973.0,0.779,3560,71,0.511,0.0,6.282e-05,0.99994
+93102,Existing Customer,54,M,3,Graduate,Single,$80K - $120K,Blue,38,4,2,1,29200.0,1310,27890.0,1.092,3042,73,1.028,0.045,7.1226e-05,0.99993
+93103,Existing Customer,46,M,2,Post-Graduate,Single,$60K - $80K,Blue,41,3,3,2,10077.0,0,10077.0,0.639,2118,52,0.576,0.0,0.00021165,0.99979
+93104,Existing Customer,44,F,4,Doctorate,Married,,Blue,36,5,2,4,8667.0,1775,6892.0,0.729,3939,69,0.533,0.205,0.00049554,0.9995
+93105,Existing Customer,44,M,3,Graduate,Single,$60K - $80K,Blue,31,4,3,4,12871.0,758,12113.0,0.778,3060,60,1.069,0.059,0.00053543,0.99946
+93106,Existing Customer,38,M,2,Graduate,Single,$60K - $80K,Blue,30,3,2,4,2346.0,0,2346.0,0.394,3982,72,0.532,0.0,0.00032656,0.99967
+93107,Existing Customer,55,F,2,Post-Graduate,Divorced,Less than $40K,Blue,43,4,2,4,9919.0,0,9919.0,0.496,2058,70,0.842,0.0,0.00038424,0.99962
+93108,Existing Customer,50,M,3,,Single,$120K +,Blue,33,4,1,4,17087.0,0,17087.0,0.761,3519,70,0.591,0.0,0.00018025,0.99982
+93109,Attrited Customer,42,F,3,Graduate,Married,Less than $40K,Blue,36,2,3,3,5505.0,2517,2988.0,0.729,2272,42,0.448,0.457,0.99683,0.00317458
 93110,Existing Customer,49,F,3,Uneducated,Divorced,Less than $40K,Blue,36,4,1,3,1902.0,0,1902.0,0.693,3731,53,0.893,0.0,9.8837e-05,0.9999
 93111,Existing Customer,31,F,0,Graduate,Single,Less than $40K,Blue,22,3,1,1,4254.0,2464,1790.0,0.764,2366,62,0.722,0.579,2.8501e-05,0.99997
-93112,Existing Customer,51,M,2,,,$80K - $120K,Blue,39,6,1,3,9854.0,1886,7968.0,0.9209999999999999,3912,76,0.9490000000000001,0.191,0.00010183,0.9999
-93113,Existing Customer,47,F,4,High School,Married,Less than $40K,Blue,31,5,3,4,7711.0,988,6723.0,0.884,2078,42,0.68,0.128,0.00052608,0.9994700000000001
-93114,Existing Customer,30,F,0,Graduate,Married,Less than $40K,Blue,19,3,1,4,3213.0,2517,696.0,1.275,2666,46,1.0,0.7829999999999999,0.00013562,0.9998600000000001
-93115,Existing Customer,46,M,2,,,$120K +,Blue,37,3,2,4,3132.0,1466,1666.0,0.6890000000000001,3612,59,0.595,0.46799999999999997,0.00035894,0.99964
+93112,Existing Customer,51,M,2,,,$80K - $120K,Blue,39,6,1,3,9854.0,1886,7968.0,0.921,3912,76,0.949,0.191,0.00010183,0.9999
+93113,Existing Customer,47,F,4,High School,Married,Less than $40K,Blue,31,5,3,4,7711.0,988,6723.0,0.884,2078,42,0.68,0.128,0.00052608,0.99947
+93114,Existing Customer,30,F,0,Graduate,Married,Less than $40K,Blue,19,3,1,4,3213.0,2517,696.0,1.275,2666,46,1.0,0.783,0.00013562,0.99986
+93115,Existing Customer,46,M,2,,,$120K +,Blue,37,3,2,4,3132.0,1466,1666.0,0.689,3612,59,0.595,0.468,0.00035894,0.99964
 93116,Existing Customer,45,F,3,High School,Divorced,Less than $40K,Blue,33,3,3,2,9977.0,2088,7889.0,0.65,3530,61,0.743,0.209,0.00018145,0.99982
-93117,Existing Customer,53,F,2,College,Married,,Blue,41,5,1,3,5659.0,1393,4266.0,0.436,1570,40,0.6,0.24600000000000002,9.0064e-05,0.9999100000000001
-93118,Attrited Customer,62,M,0,,Single,$40K - $60K,Silver,42,3,4,4,17161.0,0,17161.0,0.552,1898,42,0.556,0.0,0.9981200000000001,0.00187699
-93119,Existing Customer,65,F,1,,Single,,Blue,36,5,1,2,5018.0,1131,3887.0,0.624,4028,81,0.8,0.225,5.6825e-05,0.9999399999999999
-93120,Existing Customer,44,F,3,,Married,,Blue,38,4,3,3,11474.0,1063,10411.0,0.6859999999999999,3242,74,0.451,0.09300000000000001,0.00034503,0.99965
-93121,Existing Customer,51,M,3,Post-Graduate,Married,$40K - $60K,Blue,36,6,1,4,7925.0,1445,6480.0,0.75,3815,65,0.8059999999999999,0.182,0.00019296,0.9998100000000001
-93122,Existing Customer,28,F,0,Uneducated,Single,Less than $40K,Silver,20,6,3,3,12793.0,1650,11143.0,0.7829999999999999,2671,67,0.763,0.129,0.00024118,0.99976
-93123,Existing Customer,49,M,2,,Single,Less than $40K,Blue,42,4,2,2,4834.0,0,4834.0,0.998,1876,35,1.0590000000000002,0.0,0.00012511,0.99987
-93124,Existing Customer,44,F,3,High School,Married,Less than $40K,Blue,31,6,2,5,1438.3,688,750.3,0.976,4208,86,0.72,0.478,0.00056993,0.9994299999999999
+93117,Existing Customer,53,F,2,College,Married,,Blue,41,5,1,3,5659.0,1393,4266.0,0.436,1570,40,0.6,0.246,9.0064e-05,0.99991
+93118,Attrited Customer,62,M,0,,Single,$40K - $60K,Silver,42,3,4,4,17161.0,0,17161.0,0.552,1898,42,0.556,0.0,0.99812,0.00187699
+93119,Existing Customer,65,F,1,,Single,,Blue,36,5,1,2,5018.0,1131,3887.0,0.624,4028,81,0.8,0.225,5.6825e-05,0.99994
+93120,Existing Customer,44,F,3,,Married,,Blue,38,4,3,3,11474.0,1063,10411.0,0.686,3242,74,0.451,0.093,0.00034503,0.99965
+93121,Existing Customer,51,M,3,Post-Graduate,Married,$40K - $60K,Blue,36,6,1,4,7925.0,1445,6480.0,0.75,3815,65,0.806,0.182,0.00019296,0.99981
+93122,Existing Customer,28,F,0,Uneducated,Single,Less than $40K,Silver,20,6,3,3,12793.0,1650,11143.0,0.783,2671,67,0.763,0.129,0.00024118,0.99976
+93123,Existing Customer,49,M,2,,Single,Less than $40K,Blue,42,4,2,2,4834.0,0,4834.0,0.998,1876,35,1.059,0.0,0.00012511,0.99987
+93124,Existing Customer,44,F,3,High School,Married,Less than $40K,Blue,31,6,2,5,1438.3,688,750.3,0.976,4208,86,0.72,0.478,0.00056993,0.99943
 93125,Existing Customer,55,M,3,College,Single,$120K +,Blue,36,5,3,3,12948.0,1839,11109.0,1.113,2481,42,0.68,0.142,0.00030519,0.99969
-93126,Attrited Customer,49,M,4,Graduate,Single,$60K - $80K,Blue,36,1,4,5,5662.0,1484,4178.0,0.434,1693,25,0.25,0.262,0.9991200000000001,0.00088231
+93126,Attrited Customer,49,M,4,Graduate,Single,$60K - $80K,Blue,36,1,4,5,5662.0,1484,4178.0,0.434,1693,25,0.25,0.262,0.99912,0.00088231
 93127,Existing Customer,34,F,2,High School,Single,Less than $40K,Blue,24,4,1,0,2799.0,0,2799.0,0.696,2311,43,0.654,0.0,1.975e-05,0.99998
-93128,Existing Customer,50,M,2,,Married,$80K - $120K,Blue,38,3,3,1,6030.0,1315,4715.0,0.623,3420,81,0.841,0.218,0.00011924,0.9998799999999999
+93128,Existing Customer,50,M,2,,Married,$80K - $120K,Blue,38,3,3,1,6030.0,1315,4715.0,0.623,3420,81,0.841,0.218,0.00011924,0.99988
 93129,Existing Customer,42,M,2,Graduate,Divorced,$80K - $120K,Blue,35,5,3,1,6779.0,1359,5420.0,0.737,3434,65,0.512,0.2,0.00010848,0.99989
 93130,Existing Customer,53,F,1,Uneducated,Divorced,$40K - $60K,Silver,36,5,1,1,15248.0,1242,14006.0,0.725,4758,83,0.456,0.081,2.8963e-05,0.99997
 93131,Existing Customer,53,M,3,High School,Single,$60K - $80K,Blue,45,4,1,0,15583.0,0,15583.0,0.873,3938,69,1.091,0.0,2.0494e-05,0.99998
-93132,Existing Customer,32,M,1,High School,Married,$40K - $60K,Blue,26,3,2,3,2576.0,1754,822.0,1.0270000000000001,2880,69,0.46799999999999997,0.6809999999999999,0.00017468,0.9998299999999999
-93133,Existing Customer,48,M,1,,Married,$60K - $80K,Silver,37,6,3,5,25270.0,1090,24180.0,0.8190000000000001,1941,51,1.318,0.043,0.00083218,0.9991700000000001
-93134,Existing Customer,35,M,4,Graduate,Single,$60K - $80K,Blue,22,3,3,3,8717.0,719,7998.0,0.556,2067,59,0.595,0.08199999999999999,0.00031726,0.9996799999999999
-93135,Existing Customer,45,M,4,Graduate,Married,$80K - $120K,Blue,36,4,2,3,1438.3,0,1438.3,0.674,3748,64,0.8290000000000001,0.0,0.00020077,0.9998
-93136,Existing Customer,45,M,5,College,Single,$80K - $120K,Blue,35,4,2,1,33755.0,2301,31454.0,0.7509999999999999,3458,71,0.6509999999999999,0.068,6.8897e-05,0.9999299999999999
-93137,Existing Customer,53,F,2,,Single,$40K - $60K,Blue,37,5,3,4,7282.0,0,7282.0,0.74,3364,69,0.816,0.0,0.00056716,0.9994299999999999
-93138,Existing Customer,42,M,4,,Single,$80K - $120K,Blue,32,6,3,5,7260.0,713,6547.0,0.833,4253,73,0.78,0.098,0.0010289000000000001,0.99897
-93139,Existing Customer,43,F,3,Graduate,Married,Less than $40K,Silver,30,6,1,4,12952.0,1864,11088.0,0.414,3472,51,0.457,0.14400000000000002,0.00014818,0.99985
-93140,Existing Customer,55,F,2,,Single,Less than $40K,Blue,43,6,1,5,5353.0,1594,3759.0,0.973,4456,79,0.8370000000000001,0.298,0.00030057,0.9997
-93141,Existing Customer,38,M,0,Graduate,Married,$60K - $80K,Blue,33,5,4,4,11741.0,1560,10181.0,0.773,2143,41,0.7829999999999999,0.133,0.00053513,0.99946
-93142,Existing Customer,39,F,4,Uneducated,Single,Less than $40K,Blue,36,5,3,1,2609.0,1656,953.0,0.657,3024,64,0.6,0.635,0.00011697,0.9998799999999999
+93132,Existing Customer,32,M,1,High School,Married,$40K - $60K,Blue,26,3,2,3,2576.0,1754,822.0,1.027,2880,69,0.468,0.681,0.00017468,0.99983
+93133,Existing Customer,48,M,1,,Married,$60K - $80K,Silver,37,6,3,5,25270.0,1090,24180.0,0.819,1941,51,1.318,0.043,0.00083218,0.99917
+93134,Existing Customer,35,M,4,Graduate,Single,$60K - $80K,Blue,22,3,3,3,8717.0,719,7998.0,0.556,2067,59,0.595,0.082,0.00031726,0.99968
+93135,Existing Customer,45,M,4,Graduate,Married,$80K - $120K,Blue,36,4,2,3,1438.3,0,1438.3,0.674,3748,64,0.829,0.0,0.00020077,0.9998
+93136,Existing Customer,45,M,5,College,Single,$80K - $120K,Blue,35,4,2,1,33755.0,2301,31454.0,0.751,3458,71,0.651,0.068,6.8897e-05,0.99993
+93137,Existing Customer,53,F,2,,Single,$40K - $60K,Blue,37,5,3,4,7282.0,0,7282.0,0.74,3364,69,0.816,0.0,0.00056716,0.99943
+93138,Existing Customer,42,M,4,,Single,$80K - $120K,Blue,32,6,3,5,7260.0,713,6547.0,0.833,4253,73,0.78,0.098,0.0010289,0.99897
+93139,Existing Customer,43,F,3,Graduate,Married,Less than $40K,Silver,30,6,1,4,12952.0,1864,11088.0,0.414,3472,51,0.457,0.144,0.00014818,0.99985
+93140,Existing Customer,55,F,2,,Single,Less than $40K,Blue,43,6,1,5,5353.0,1594,3759.0,0.973,4456,79,0.837,0.298,0.00030057,0.9997
+93141,Existing Customer,38,M,0,Graduate,Married,$60K - $80K,Blue,33,5,4,4,11741.0,1560,10181.0,0.773,2143,41,0.783,0.133,0.00053513,0.99946
+93142,Existing Customer,39,F,4,Uneducated,Single,Less than $40K,Blue,36,5,3,1,2609.0,1656,953.0,0.657,3024,64,0.6,0.635,0.00011697,0.99988
 93143,Existing Customer,51,F,1,College,Married,,Blue,37,4,3,1,11167.0,0,11167.0,0.622,3848,74,0.762,0.0,9.8992e-05,0.9999
-93144,Existing Customer,44,M,3,High School,Married,$80K - $120K,Blue,36,4,2,5,20882.0,1420,19462.0,0.857,2291,40,0.6,0.068,0.00056993,0.9994299999999999
-93145,Existing Customer,42,M,2,,Single,$120K +,Gold,37,5,2,2,34516.0,1230,33286.0,0.72,3260,63,1.1,0.036000000000000004,0.00014414,0.9998600000000001
-93146,Existing Customer,63,F,1,College,Single,$40K - $60K,Blue,56,5,3,2,3071.0,2044,1027.0,0.91,4433,68,0.659,0.6659999999999999,0.00016415,0.99984
+93144,Existing Customer,44,M,3,High School,Married,$80K - $120K,Blue,36,4,2,5,20882.0,1420,19462.0,0.857,2291,40,0.6,0.068,0.00056993,0.99943
+93145,Existing Customer,42,M,2,,Single,$120K +,Gold,37,5,2,2,34516.0,1230,33286.0,0.72,3260,63,1.1,0.036,0.00014414,0.99986
+93146,Existing Customer,63,F,1,College,Single,$40K - $60K,Blue,56,5,3,2,3071.0,2044,1027.0,0.91,4433,68,0.659,0.666,0.00016415,0.99984
 93147,Existing Customer,39,M,2,Graduate,Divorced,$60K - $80K,Blue,34,5,1,4,2267.0,0,2267.0,0.875,4544,84,0.75,0.0,0.00015804,0.99984
-93148,Existing Customer,52,M,2,High School,Single,$120K +,Blue,44,4,2,2,6617.0,2517,4100.0,0.45899999999999996,3595,68,0.659,0.38,0.00011065,0.99989
-93149,Existing Customer,57,F,2,High School,Divorced,Less than $40K,Blue,50,5,3,5,3276.0,0,3276.0,0.972,3758,61,0.6940000000000001,0.0,0.00086777,0.99913
-93150,Existing Customer,36,M,0,High School,Married,$120K +,Blue,24,3,3,2,10097.0,2139,7958.0,1.4080000000000001,3092,67,0.763,0.212,0.00015005,0.99985
-93151,Existing Customer,42,F,3,College,Married,Less than $40K,Blue,36,6,2,1,8260.0,2517,5743.0,1.0490000000000002,3299,64,0.73,0.305,6.9248e-05,0.9999299999999999
-93152,Existing Customer,52,M,4,Graduate,Married,$40K - $60K,Blue,33,5,2,1,5776.0,874,4902.0,0.894,4029,72,0.636,0.151,7.1987e-05,0.9999299999999999
-93153,Existing Customer,40,F,4,Graduate,Divorced,Less than $40K,Blue,36,5,3,3,1438.3,915,523.3,0.46399999999999997,3754,58,0.611,0.636,0.00031726,0.9996799999999999
-93154,Existing Customer,40,F,3,College,Single,Less than $40K,Blue,33,5,3,1,7207.0,2002,5205.0,0.828,3825,70,0.7070000000000001,0.278,0.00010944,0.99989
-93155,Attrited Customer,38,M,1,,Married,$120K +,Blue,16,3,1,4,2106.0,238,1868.0,0.61,2136,40,0.905,0.113,0.9939100000000001,0.00609
-93156,Existing Customer,44,M,3,High School,Married,$60K - $80K,Blue,34,4,2,5,21158.0,0,21158.0,0.633,4071,67,0.8109999999999999,0.0,0.00056993,0.9994299999999999
-93157,Existing Customer,43,M,3,Graduate,Married,$120K +,Blue,36,3,2,2,22906.0,1132,21774.0,0.9420000000000001,3204,64,0.73,0.049,0.00011811,0.9998799999999999
-93158,Existing Customer,45,M,2,Graduate,Married,$60K - $80K,Blue,33,4,3,4,2648.0,2309,339.0,1.006,3281,63,0.853,0.872,0.000516,0.9994799999999999
-93159,Existing Customer,34,F,4,Graduate,Single,,Silver,29,6,2,2,30702.0,673,30029.0,0.721,2652,64,0.524,0.022000000000000002,0.00010786,0.99989
+93148,Existing Customer,52,M,2,High School,Single,$120K +,Blue,44,4,2,2,6617.0,2517,4100.0,0.459,3595,68,0.659,0.38,0.00011065,0.99989
+93149,Existing Customer,57,F,2,High School,Divorced,Less than $40K,Blue,50,5,3,5,3276.0,0,3276.0,0.972,3758,61,0.694,0.0,0.00086777,0.99913
+93150,Existing Customer,36,M,0,High School,Married,$120K +,Blue,24,3,3,2,10097.0,2139,7958.0,1.408,3092,67,0.763,0.212,0.00015005,0.99985
+93151,Existing Customer,42,F,3,College,Married,Less than $40K,Blue,36,6,2,1,8260.0,2517,5743.0,1.049,3299,64,0.73,0.305,6.9248e-05,0.99993
+93152,Existing Customer,52,M,4,Graduate,Married,$40K - $60K,Blue,33,5,2,1,5776.0,874,4902.0,0.894,4029,72,0.636,0.151,7.1987e-05,0.99993
+93153,Existing Customer,40,F,4,Graduate,Divorced,Less than $40K,Blue,36,5,3,3,1438.3,915,523.3,0.464,3754,58,0.611,0.636,0.00031726,0.99968
+93154,Existing Customer,40,F,3,College,Single,Less than $40K,Blue,33,5,3,1,7207.0,2002,5205.0,0.828,3825,70,0.707,0.278,0.00010944,0.99989
+93155,Attrited Customer,38,M,1,,Married,$120K +,Blue,16,3,1,4,2106.0,238,1868.0,0.61,2136,40,0.905,0.113,0.99391,0.00609
+93156,Existing Customer,44,M,3,High School,Married,$60K - $80K,Blue,34,4,2,5,21158.0,0,21158.0,0.633,4071,67,0.811,0.0,0.00056993,0.99943
+93157,Existing Customer,43,M,3,Graduate,Married,$120K +,Blue,36,3,2,2,22906.0,1132,21774.0,0.942,3204,64,0.73,0.049,0.00011811,0.99988
+93158,Existing Customer,45,M,2,Graduate,Married,$60K - $80K,Blue,33,4,3,4,2648.0,2309,339.0,1.006,3281,63,0.853,0.872,0.000516,0.99948
+93159,Existing Customer,34,F,4,Graduate,Single,,Silver,29,6,2,2,30702.0,673,30029.0,0.721,2652,64,0.524,0.022,0.00010786,0.99989
 93160,Existing Customer,49,M,1,,Single,$120K +,Blue,40,5,3,1,34516.0,0,34516.0,0.759,3230,64,0.561,0.0,0.00011192,0.99989
-93161,Existing Customer,53,F,1,College,Divorced,,Blue,36,3,1,3,17054.0,0,17054.0,0.6729999999999999,4659,72,0.6,0.0,8.453700000000001e-05,0.99992
-93162,Attrited Customer,38,M,3,College,Single,$60K - $80K,Blue,18,5,1,5,16317.0,0,16317.0,0.5660000000000001,1995,54,0.929,0.0,0.99639,0.00361075
+93161,Existing Customer,53,F,1,College,Divorced,,Blue,36,3,1,3,17054.0,0,17054.0,0.673,4659,72,0.6,0.0,8.4537e-05,0.99992
+93162,Attrited Customer,38,M,3,College,Single,$60K - $80K,Blue,18,5,1,5,16317.0,0,16317.0,0.566,1995,54,0.929,0.0,0.99639,0.00361075
 93163,Existing Customer,36,M,1,Graduate,Single,$80K - $120K,Blue,27,3,2,4,3761.0,1710,2051.0,0.627,3240,65,0.585,0.455,0.00030653,0.99969
-93164,Existing Customer,48,M,3,,Married,$40K - $60K,Blue,35,6,3,4,2173.0,0,2173.0,0.857,4251,60,0.7140000000000001,0.0,0.00058851,0.99941
+93164,Existing Customer,48,M,3,,Married,$40K - $60K,Blue,35,6,3,4,2173.0,0,2173.0,0.857,4251,60,0.714,0.0,0.00058851,0.99941
 93165,Existing Customer,53,F,1,Uneducated,Single,$40K - $60K,Silver,41,3,3,2,15845.0,1675,14170.0,0.514,4037,68,0.447,0.106,0.00015686,0.99984
-93166,Attrited Customer,49,F,1,Uneducated,Married,$40K - $60K,Blue,39,2,3,3,8061.0,2517,5544.0,0.35200000000000004,1224,31,0.409,0.312,0.99659,0.00341249
-93167,Existing Customer,37,M,2,High School,,$120K +,Blue,32,6,1,1,34516.0,0,34516.0,0.9279999999999999,3660,59,1.107,0.0,3.2288e-05,0.99997
+93166,Attrited Customer,49,F,1,Uneducated,Married,$40K - $60K,Blue,39,2,3,3,8061.0,2517,5544.0,0.352,1224,31,0.409,0.312,0.99659,0.00341249
+93167,Existing Customer,37,M,2,High School,,$120K +,Blue,32,6,1,1,34516.0,0,34516.0,0.928,3660,59,1.107,0.0,3.2288e-05,0.99997
 93168,Existing Customer,44,M,4,Graduate,Married,$80K - $120K,Blue,36,3,2,3,19430.0,0,19430.0,1.012,3650,80,0.633,0.0,0.00020077,0.9998
-93169,Existing Customer,42,F,1,,Single,,Blue,22,4,2,2,19127.0,985,18142.0,0.966,3323,56,0.9309999999999999,0.051,0.00011743,0.9998799999999999
-93170,Existing Customer,48,M,0,,Divorced,$40K - $60K,Blue,36,3,1,0,2708.0,2517,191.0,0.568,2198,41,0.8640000000000001,0.929,1.9163e-05,0.99998
-93171,Existing Customer,60,F,1,Graduate,Single,,Blue,51,3,3,4,23566.0,1147,22419.0,0.629,4274,64,0.6409999999999999,0.049,0.00048435,0.9995200000000001
-93172,Existing Customer,49,F,2,High School,Married,,Blue,35,4,3,2,2532.0,2124,408.0,0.715,3400,76,0.727,0.8390000000000001,0.00017486,0.9998299999999999
-93173,Existing Customer,37,M,2,High School,Single,$60K - $80K,Blue,29,3,2,3,9829.0,2517,7312.0,0.59,2927,73,1.212,0.256,0.0001861,0.9998100000000001
-93174,Existing Customer,57,F,3,Post-Graduate,Single,$40K - $60K,Blue,51,5,4,5,7226.0,1689,5537.0,0.83,3474,67,0.763,0.23399999999999999,0.0013165999999999998,0.9986799999999999
-93175,Existing Customer,59,F,1,College,,Less than $40K,Blue,49,6,5,4,4072.0,0,4072.0,0.46399999999999997,1966,43,1.15,0.0,0.00052594,0.9994700000000001
-93176,Existing Customer,46,F,3,Uneducated,Single,,Blue,28,4,1,5,21646.0,1778,19868.0,1.071,3328,61,0.794,0.08199999999999999,0.00029175,0.99971
+93169,Existing Customer,42,F,1,,Single,,Blue,22,4,2,2,19127.0,985,18142.0,0.966,3323,56,0.931,0.051,0.00011743,0.99988
+93170,Existing Customer,48,M,0,,Divorced,$40K - $60K,Blue,36,3,1,0,2708.0,2517,191.0,0.568,2198,41,0.864,0.929,1.9163e-05,0.99998
+93171,Existing Customer,60,F,1,Graduate,Single,,Blue,51,3,3,4,23566.0,1147,22419.0,0.629,4274,64,0.641,0.049,0.00048435,0.99952
+93172,Existing Customer,49,F,2,High School,Married,,Blue,35,4,3,2,2532.0,2124,408.0,0.715,3400,76,0.727,0.839,0.00017486,0.99983
+93173,Existing Customer,37,M,2,High School,Single,$60K - $80K,Blue,29,3,2,3,9829.0,2517,7312.0,0.59,2927,73,1.212,0.256,0.0001861,0.99981
+93174,Existing Customer,57,F,3,Post-Graduate,Single,$40K - $60K,Blue,51,5,4,5,7226.0,1689,5537.0,0.83,3474,67,0.763,0.234,0.0013166,0.99868
+93175,Existing Customer,59,F,1,College,,Less than $40K,Blue,49,6,5,4,4072.0,0,4072.0,0.464,1966,43,1.15,0.0,0.00052594,0.99947
+93176,Existing Customer,46,F,3,Uneducated,Single,,Blue,28,4,1,5,21646.0,1778,19868.0,1.071,3328,61,0.794,0.082,0.00029175,0.99971
 93177,Existing Customer,39,F,3,Graduate,Single,Less than $40K,Blue,36,4,3,4,1438.3,0,1438.3,1.022,4548,69,0.917,0.0,0.00053543,0.99946
-93178,Existing Customer,40,M,3,,Married,$120K +,Blue,26,3,3,1,14046.0,1994,12052.0,0.43700000000000006,3792,77,0.604,0.142,0.00012373,0.9998799999999999
+93178,Existing Customer,40,M,3,,Married,$120K +,Blue,26,3,3,1,14046.0,1994,12052.0,0.437,3792,77,0.604,0.142,0.00012373,0.99988
 93179,Existing Customer,49,M,4,,Married,$60K - $80K,Silver,32,5,2,3,25620.0,1107,24513.0,0.971,3503,66,0.65,0.043,0.0001994,0.9998
-93180,Attrited Customer,53,M,4,,Single,$120K +,Blue,48,3,3,4,34516.0,278,34238.0,0.8170000000000001,3029,49,0.4,0.008,0.9983200000000001,0.00167742
-93181,Existing Customer,59,F,0,Graduate,Single,$40K - $60K,Silver,45,6,3,3,21358.0,1225,20133.0,0.6809999999999999,3646,77,0.75,0.057,0.00023457,0.99977
-93182,Attrited Customer,63,M,0,High School,Single,$60K - $80K,Blue,48,5,3,1,1856.0,0,1856.0,0.5,1805,46,0.769,0.0,0.9890700000000001,0.01093
+93180,Attrited Customer,53,M,4,,Single,$120K +,Blue,48,3,3,4,34516.0,278,34238.0,0.817,3029,49,0.4,0.008,0.99832,0.00167742
+93181,Existing Customer,59,F,0,Graduate,Single,$40K - $60K,Silver,45,6,3,3,21358.0,1225,20133.0,0.681,3646,77,0.75,0.057,0.00023457,0.99977
+93182,Attrited Customer,63,M,0,High School,Single,$60K - $80K,Blue,48,5,3,1,1856.0,0,1856.0,0.5,1805,46,0.769,0.0,0.98907,0.01093
 93183,Existing Customer,36,M,3,High School,Single,$80K - $120K,Blue,28,5,3,2,1438.3,0,1438.3,1.041,3204,68,0.838,0.0,0.00018145,0.99982
 93184,Existing Customer,64,M,1,Graduate,Single,Less than $40K,Blue,56,3,1,5,2586.0,0,2586.0,0.631,3435,65,0.585,0.0,0.00025668,0.99974
-93185,Existing Customer,39,M,2,Graduate,Married,$80K - $120K,Blue,21,5,3,3,3281.0,1272,2009.0,0.799,2006,34,0.545,0.38799999999999996,0.00030251,0.9997
+93185,Existing Customer,39,M,2,Graduate,Married,$80K - $120K,Blue,21,5,3,3,3281.0,1272,2009.0,0.799,2006,34,0.545,0.388,0.00030251,0.9997
 93186,Existing Customer,50,F,1,High School,Married,Less than $40K,Blue,42,6,1,2,7115.0,2000,5115.0,0.769,3584,57,0.966,0.281,5.0256e-05,0.99995
-93187,Existing Customer,38,F,3,Uneducated,Single,,Blue,36,5,3,3,13220.0,848,12372.0,0.825,3789,72,0.565,0.064,0.00032275,0.9996799999999999
-93188,Existing Customer,45,M,3,Uneducated,,$60K - $80K,Blue,39,3,2,3,5996.0,865,5131.0,0.511,4542,77,0.48100000000000004,0.14400000000000002,0.00020424,0.9998
+93187,Existing Customer,38,F,3,Uneducated,Single,,Blue,36,5,3,3,13220.0,848,12372.0,0.825,3789,72,0.565,0.064,0.00032275,0.99968
+93188,Existing Customer,45,M,3,Uneducated,,$60K - $80K,Blue,39,3,2,3,5996.0,865,5131.0,0.511,4542,77,0.481,0.144,0.00020424,0.9998
 93189,Attrited Customer,47,M,4,Graduate,,$40K - $60K,Blue,34,2,3,6,9080.0,2174,6906.0,0.653,2098,46,0.586,0.239,0.99939,0.00060765
-93190,Existing Customer,54,F,2,High School,Single,,Blue,45,5,3,5,7563.0,1465,6098.0,0.511,4175,67,0.718,0.19399999999999998,0.00086777,0.99913
-93191,Existing Customer,40,F,1,Graduate,Married,Less than $40K,Blue,32,4,1,5,8749.0,1654,7095.0,0.695,5054,73,0.5529999999999999,0.18899999999999997,0.00025668,0.99974
+93190,Existing Customer,54,F,2,High School,Single,,Blue,45,5,3,5,7563.0,1465,6098.0,0.511,4175,67,0.718,0.194,0.00086777,0.99913
+93191,Existing Customer,40,F,1,Graduate,Married,Less than $40K,Blue,32,4,1,5,8749.0,1654,7095.0,0.695,5054,73,0.553,0.189,0.00025668,0.99974
 93192,Existing Customer,52,M,2,High School,Single,$60K - $80K,Blue,39,3,3,4,14973.0,0,14973.0,0.706,4288,72,0.6,0.0,0.00050163,0.9995
 93193,Existing Customer,63,M,0,Graduate,Single,,Blue,36,6,3,2,7108.0,600,6508.0,0.813,3787,68,0.619,0.084,0.00015435,0.99985
-93194,Existing Customer,48,F,1,Graduate,Single,,Blue,38,3,2,2,23007.0,1239,21768.0,0.713,3395,63,0.465,0.054000000000000006,0.00010684,0.99989
-93195,Existing Customer,46,M,5,College,Married,$60K - $80K,Blue,39,3,2,3,24248.0,1020,23228.0,1.19,3311,84,0.75,0.042,0.00019215,0.9998100000000001
+93194,Existing Customer,48,F,1,Graduate,Single,,Blue,38,3,2,2,23007.0,1239,21768.0,0.713,3395,63,0.465,0.054,0.00010684,0.99989
+93195,Existing Customer,46,M,5,College,Married,$60K - $80K,Blue,39,3,2,3,24248.0,1020,23228.0,1.19,3311,84,0.75,0.042,0.00019215,0.99981
 93196,Attrited Customer,52,M,2,High School,Single,$80K - $120K,Blue,43,4,3,3,11617.0,2517,9100.0,0.457,1643,43,0.483,0.217,0.99661,0.00338788
-93197,Existing Customer,45,M,2,Graduate,Married,$60K - $80K,Silver,36,3,2,3,30428.0,1721,28707.0,0.7170000000000001,4178,69,0.605,0.057,0.00017297,0.9998299999999999
+93197,Existing Customer,45,M,2,Graduate,Married,$60K - $80K,Silver,36,3,2,3,30428.0,1721,28707.0,0.717,4178,69,0.605,0.057,0.00017297,0.99983
 93198,Existing Customer,48,M,3,,Married,$80K - $120K,Blue,42,3,6,2,6805.0,1448,5357.0,0.836,3463,65,0.711,0.213,0.00016195,0.99984
-93199,Existing Customer,59,M,1,Graduate,Married,$60K - $80K,Blue,48,4,3,2,14257.0,1113,13144.0,0.406,1809,23,0.278,0.078,0.00016883,0.9998299999999999
-93200,Attrited Customer,47,M,3,Uneducated,Divorced,$120K +,Silver,42,2,4,5,34516.0,0,34516.0,0.521,1641,35,0.591,0.0,0.9990399999999999,0.00095977
-93201,Existing Customer,55,F,2,College,Single,Less than $40K,Blue,36,5,2,3,5719.0,892,4827.0,0.589,3403,68,0.41700000000000004,0.156,0.00018612,0.9998100000000001
+93199,Existing Customer,59,M,1,Graduate,Married,$60K - $80K,Blue,48,4,3,2,14257.0,1113,13144.0,0.406,1809,23,0.278,0.078,0.00016883,0.99983
+93200,Attrited Customer,47,M,3,Uneducated,Divorced,$120K +,Silver,42,2,4,5,34516.0,0,34516.0,0.521,1641,35,0.591,0.0,0.99904,0.00095977
+93201,Existing Customer,55,F,2,College,Single,Less than $40K,Blue,36,5,2,3,5719.0,892,4827.0,0.589,3403,68,0.417,0.156,0.00018612,0.99981
 93202,Existing Customer,53,M,5,,Married,$80K - $120K,Blue,48,6,1,0,9517.0,1869,7648.0,0.821,1453,26,0.857,0.196,2.3055e-05,0.99998
-93203,Attrited Customer,41,F,3,,Single,$40K - $60K,Blue,36,3,2,4,5317.0,0,5317.0,0.6990000000000001,2003,29,0.318,0.0,0.9973200000000001,0.00267667
-93204,Existing Customer,40,M,3,Graduate,Single,$40K - $60K,Blue,32,5,1,2,2526.0,2303,223.0,0.836,3596,69,0.568,0.912,5.7151e-05,0.9999399999999999
-93205,Existing Customer,52,F,2,High School,Single,Less than $40K,Blue,44,6,3,3,2971.0,0,2971.0,1.1540000000000001,4458,63,0.615,0.0,0.00029408,0.99971
+93203,Attrited Customer,41,F,3,,Single,$40K - $60K,Blue,36,3,2,4,5317.0,0,5317.0,0.699,2003,29,0.318,0.0,0.99732,0.00267667
+93204,Existing Customer,40,M,3,Graduate,Single,$40K - $60K,Blue,32,5,1,2,2526.0,2303,223.0,0.836,3596,69,0.568,0.912,5.7151e-05,0.99994
+93205,Existing Customer,52,F,2,High School,Single,Less than $40K,Blue,44,6,3,3,2971.0,0,2971.0,1.154,4458,63,0.615,0.0,0.00029408,0.99971
 93206,Existing Customer,59,M,2,Graduate,Single,Less than $40K,Blue,49,6,3,2,6834.0,900,5934.0,0.605,4422,70,0.628,0.132,0.00017987,0.99982
-93207,Existing Customer,36,F,2,Uneducated,Married,,Blue,31,5,3,1,3002.0,1002,2000.0,1.033,2624,46,1.0,0.33399999999999996,0.00011153,0.99989
+93207,Existing Customer,36,F,2,Uneducated,Married,,Blue,31,5,3,1,3002.0,1002,2000.0,1.033,2624,46,1.0,0.334,0.00011153,0.99989
 93208,Existing Customer,59,M,2,Graduate,Single,$60K - $80K,Blue,42,3,2,2,16727.0,1380,15347.0,0.605,3511,73,0.622,0.083,0.00011382,0.99989
-93209,Existing Customer,41,M,4,High School,Married,$60K - $80K,Blue,29,3,2,2,4573.0,0,4573.0,0.703,3776,70,0.9440000000000001,0.0,0.00011604,0.9998799999999999
-93210,Existing Customer,38,M,2,Post-Graduate,Single,$80K - $120K,Blue,22,4,1,2,15410.0,0,15410.0,0.638,3368,69,0.5329999999999999,0.0,6.4807e-05,0.9999399999999999
-93211,Existing Customer,44,F,2,High School,Single,$40K - $60K,Blue,25,6,2,3,3299.0,2517,782.0,0.981,4312,84,0.787,0.763,0.0001861,0.9998100000000001
-93212,Attrited Customer,42,F,2,Uneducated,Single,Less than $40K,Silver,33,1,2,3,13453.0,2517,10936.0,0.619,1904,42,0.44799999999999995,0.187,0.99441,0.0055899999999999995
-93213,Existing Customer,48,F,2,Graduate,Married,Less than $40K,Blue,36,4,1,2,6362.0,1705,4657.0,0.644,5169,84,0.474,0.268,5.5077e-05,0.9999399999999999
-93214,Existing Customer,57,F,2,,Married,Less than $40K,Blue,49,5,3,1,2679.0,2011,668.0,0.466,1723,28,0.75,0.7509999999999999,0.00011924,0.9998799999999999
+93209,Existing Customer,41,M,4,High School,Married,$60K - $80K,Blue,29,3,2,2,4573.0,0,4573.0,0.703,3776,70,0.944,0.0,0.00011604,0.99988
+93210,Existing Customer,38,M,2,Post-Graduate,Single,$80K - $120K,Blue,22,4,1,2,15410.0,0,15410.0,0.638,3368,69,0.533,0.0,6.4807e-05,0.99994
+93211,Existing Customer,44,F,2,High School,Single,$40K - $60K,Blue,25,6,2,3,3299.0,2517,782.0,0.981,4312,84,0.787,0.763,0.0001861,0.99981
+93212,Attrited Customer,42,F,2,Uneducated,Single,Less than $40K,Silver,33,1,2,3,13453.0,2517,10936.0,0.619,1904,42,0.448,0.187,0.99441,0.00559
+93213,Existing Customer,48,F,2,Graduate,Married,Less than $40K,Blue,36,4,1,2,6362.0,1705,4657.0,0.644,5169,84,0.474,0.268,5.5077e-05,0.99994
+93214,Existing Customer,57,F,2,,Married,Less than $40K,Blue,49,5,3,1,2679.0,2011,668.0,0.466,1723,28,0.75,0.751,0.00011924,0.99988
 93215,Existing Customer,34,M,2,Uneducated,Single,$120K +,Blue,13,6,3,2,4369.0,2049,2320.0,0.865,3259,80,0.6,0.469,0.00018494,0.99982
 93216,Existing Customer,50,F,2,Uneducated,Single,Less than $40K,Blue,36,5,3,2,1721.0,1037,684.0,0.721,2681,57,0.727,0.603,0.00018494,0.99982
-93217,Existing Customer,41,M,2,Uneducated,Single,$80K - $120K,Blue,34,6,2,2,2196.0,1619,577.0,0.6559999999999999,2040,65,0.711,0.737,0.00011703,0.9998799999999999
-93218,Existing Customer,50,M,4,Graduate,Married,$40K - $60K,Blue,38,6,3,3,2845.0,1153,1692.0,0.836,3730,66,0.941,0.405,0.00031726,0.9996799999999999
-93219,Existing Customer,49,M,2,High School,Single,$120K +,Blue,42,3,2,4,21144.0,1190,19954.0,0.5,4895,66,0.784,0.055999999999999994,0.00031746,0.9996799999999999
+93217,Existing Customer,41,M,2,Uneducated,Single,$80K - $120K,Blue,34,6,2,2,2196.0,1619,577.0,0.656,2040,65,0.711,0.737,0.00011703,0.99988
+93218,Existing Customer,50,M,4,Graduate,Married,$40K - $60K,Blue,38,6,3,3,2845.0,1153,1692.0,0.836,3730,66,0.941,0.405,0.00031726,0.99968
+93219,Existing Customer,49,M,2,High School,Single,$120K +,Blue,42,3,2,4,21144.0,1190,19954.0,0.5,4895,66,0.784,0.056,0.00031746,0.99968
 93220,Attrited Customer,47,M,3,,,$120K +,Blue,36,1,3,4,3952.0,0,3952.0,0.809,2066,37,0.233,0.0,0.9983,0.00169532
-93221,Existing Customer,45,F,2,Graduate,Married,Less than $40K,Blue,25,4,2,2,3518.0,2035,1483.0,0.5670000000000001,4034,82,0.6729999999999999,0.578,0.00011382,0.99989
-93222,Existing Customer,47,M,3,High School,Married,$60K - $80K,Blue,35,5,1,2,17343.0,1280,16063.0,1.314,3170,57,0.629,0.07400000000000001,5.5558999999999994e-05,0.9999399999999999
-93223,Existing Customer,43,M,3,Graduate,Married,$80K - $120K,Blue,33,4,1,2,3498.0,0,3498.0,1.109,2512,56,0.867,0.0,5.7151e-05,0.9999399999999999
-93224,Existing Customer,39,M,2,Uneducated,Single,$40K - $60K,Blue,25,4,1,3,9121.0,1426,7695.0,0.6659999999999999,4112,80,0.48100000000000004,0.156,9.5249e-05,0.9999
-93225,Existing Customer,36,M,1,Uneducated,,$120K +,Blue,23,6,3,3,20230.0,798,19432.0,0.5920000000000001,4314,82,0.708,0.039,0.00029196,0.99971
-93226,Attrited Customer,44,M,3,,Single,$60K - $80K,Blue,36,2,3,3,15422.0,864,14558.0,0.578,2136,54,0.8,0.055999999999999994,0.99711,0.00288892
-93227,Existing Customer,47,M,4,,Single,$60K - $80K,Blue,36,5,3,1,9132.0,800,8332.0,0.62,3809,71,0.511,0.08800000000000001,0.00012505,0.99987
-93228,Existing Customer,41,F,1,High School,Single,Less than $40K,Blue,33,4,2,0,8054.0,1023,7031.0,0.75,3374,45,0.875,0.127,3.8311e-05,0.9999600000000001
-93229,Attrited Customer,42,M,3,Graduate,Married,$40K - $60K,Blue,34,3,2,3,1640.0,1444,196.0,0.423,1360,33,0.222,0.88,0.9949899999999999,0.0050100000000000006
+93221,Existing Customer,45,F,2,Graduate,Married,Less than $40K,Blue,25,4,2,2,3518.0,2035,1483.0,0.567,4034,82,0.673,0.578,0.00011382,0.99989
+93222,Existing Customer,47,M,3,High School,Married,$60K - $80K,Blue,35,5,1,2,17343.0,1280,16063.0,1.314,3170,57,0.629,0.074,5.5559e-05,0.99994
+93223,Existing Customer,43,M,3,Graduate,Married,$80K - $120K,Blue,33,4,1,2,3498.0,0,3498.0,1.109,2512,56,0.867,0.0,5.7151e-05,0.99994
+93224,Existing Customer,39,M,2,Uneducated,Single,$40K - $60K,Blue,25,4,1,3,9121.0,1426,7695.0,0.666,4112,80,0.481,0.156,9.5249e-05,0.9999
+93225,Existing Customer,36,M,1,Uneducated,,$120K +,Blue,23,6,3,3,20230.0,798,19432.0,0.592,4314,82,0.708,0.039,0.00029196,0.99971
+93226,Attrited Customer,44,M,3,,Single,$60K - $80K,Blue,36,2,3,3,15422.0,864,14558.0,0.578,2136,54,0.8,0.056,0.99711,0.00288892
+93227,Existing Customer,47,M,4,,Single,$60K - $80K,Blue,36,5,3,1,9132.0,800,8332.0,0.62,3809,71,0.511,0.088,0.00012505,0.99987
+93228,Existing Customer,41,F,1,High School,Single,Less than $40K,Blue,33,4,2,0,8054.0,1023,7031.0,0.75,3374,45,0.875,0.127,3.8311e-05,0.99996
+93229,Attrited Customer,42,M,3,Graduate,Married,$40K - $60K,Blue,34,3,2,3,1640.0,1444,196.0,0.423,1360,33,0.222,0.88,0.99499,0.00501
 93230,Existing Customer,48,M,3,Doctorate,Married,$80K - $120K,Blue,41,3,3,4,8739.0,0,8739.0,0.715,4276,69,0.769,0.0,0.00077466,0.99923
-93231,Attrited Customer,46,M,4,Graduate,Single,$80K - $120K,Blue,36,3,1,4,1818.0,0,1818.0,0.672,2308,44,0.467,0.0,0.9940000000000001,0.006
-93232,Existing Customer,46,F,4,Uneducated,Single,,Blue,33,3,3,3,24949.0,1749,23200.0,0.626,4092,77,0.54,0.07,0.0003262,0.9996700000000001
-93233,Existing Customer,46,F,3,Graduate,Married,$40K - $60K,Blue,38,4,3,3,3115.0,1136,1979.0,0.499,3704,70,0.45799999999999996,0.365,0.0003139,0.99969
-93234,Existing Customer,52,M,2,Uneducated,Divorced,$120K +,Blue,47,5,2,2,29695.0,1525,28170.0,0.529,4109,71,0.614,0.051,0.00011703,0.9998799999999999
-93235,Existing Customer,56,M,2,Uneducated,Divorced,$60K - $80K,Blue,50,4,1,2,7261.0,1079,6182.0,1.3119999999999998,3723,58,1.071,0.149,5.663e-05,0.9999399999999999
-93236,Attrited Customer,38,F,1,,Married,Less than $40K,Blue,20,2,2,3,1621.0,580,1041.0,0.42100000000000004,1893,41,0.171,0.358,0.9949600000000001,0.00504
-93237,Existing Customer,41,M,0,High School,Single,$80K - $120K,Blue,31,3,5,2,33472.0,2517,30955.0,0.633,4719,70,0.667,0.075,0.00016759999999999998,0.9998299999999999
-93238,Existing Customer,51,M,3,Graduate,Married,$40K - $60K,Blue,36,6,3,2,11512.0,988,10524.0,0.569,1842,32,1.133,0.086,0.00018665,0.9998100000000001
-93239,Existing Customer,26,F,0,,,,Blue,18,3,3,3,12463.0,1319,11144.0,0.655,3996,71,0.5429999999999999,0.106,0.00028535,0.99971
-93240,Existing Customer,51,M,2,Graduate,Married,$60K - $80K,Blue,37,5,1,4,8511.0,0,8511.0,0.88,3775,62,0.6759999999999999,0.0,0.00015804,0.99984
-93241,Existing Customer,41,M,5,Graduate,Single,$60K - $80K,Blue,28,5,1,4,4821.0,1426,3395.0,0.898,3571,58,0.9329999999999999,0.29600000000000004,0.00016316,0.99984
-93242,Existing Customer,57,M,2,Graduate,,$60K - $80K,Blue,45,4,1,2,2480.0,1584,896.0,0.8740000000000001,3438,66,0.784,0.639,5.5077e-05,0.9999399999999999
+93231,Attrited Customer,46,M,4,Graduate,Single,$80K - $120K,Blue,36,3,1,4,1818.0,0,1818.0,0.672,2308,44,0.467,0.0,0.994,0.006
+93232,Existing Customer,46,F,4,Uneducated,Single,,Blue,33,3,3,3,24949.0,1749,23200.0,0.626,4092,77,0.54,0.07,0.0003262,0.99967
+93233,Existing Customer,46,F,3,Graduate,Married,$40K - $60K,Blue,38,4,3,3,3115.0,1136,1979.0,0.499,3704,70,0.458,0.365,0.0003139,0.99969
+93234,Existing Customer,52,M,2,Uneducated,Divorced,$120K +,Blue,47,5,2,2,29695.0,1525,28170.0,0.529,4109,71,0.614,0.051,0.00011703,0.99988
+93235,Existing Customer,56,M,2,Uneducated,Divorced,$60K - $80K,Blue,50,4,1,2,7261.0,1079,6182.0,1.312,3723,58,1.071,0.149,5.663e-05,0.99994
+93236,Attrited Customer,38,F,1,,Married,Less than $40K,Blue,20,2,2,3,1621.0,580,1041.0,0.421,1893,41,0.171,0.358,0.99496,0.00504
+93237,Existing Customer,41,M,0,High School,Single,$80K - $120K,Blue,31,3,5,2,33472.0,2517,30955.0,0.633,4719,70,0.667,0.075,0.0001676,0.99983
+93238,Existing Customer,51,M,3,Graduate,Married,$40K - $60K,Blue,36,6,3,2,11512.0,988,10524.0,0.569,1842,32,1.133,0.086,0.00018665,0.99981
+93239,Existing Customer,26,F,0,,,,Blue,18,3,3,3,12463.0,1319,11144.0,0.655,3996,71,0.543,0.106,0.00028535,0.99971
+93240,Existing Customer,51,M,2,Graduate,Married,$60K - $80K,Blue,37,5,1,4,8511.0,0,8511.0,0.88,3775,62,0.676,0.0,0.00015804,0.99984
+93241,Existing Customer,41,M,5,Graduate,Single,$60K - $80K,Blue,28,5,1,4,4821.0,1426,3395.0,0.898,3571,58,0.933,0.296,0.00016316,0.99984
+93242,Existing Customer,57,M,2,Graduate,,$60K - $80K,Blue,45,4,1,2,2480.0,1584,896.0,0.874,3438,66,0.784,0.639,5.5077e-05,0.99994
 93243,Existing Customer,44,M,4,Graduate,Married,$120K +,Blue,32,6,3,4,34516.0,2517,31999.0,0.765,4228,83,0.596,0.073,0.00054115,0.99946
-93244,Existing Customer,52,M,1,Uneducated,Married,$120K +,Blue,46,5,2,4,8596.0,2019,6577.0,0.677,4017,80,0.6,0.235,0.00031517,0.9996799999999999
-93245,Existing Customer,49,M,2,High School,Married,$60K - $80K,Blue,39,6,3,2,7223.0,1963,5260.0,0.852,4127,70,0.8420000000000001,0.272,0.00017486,0.9998299999999999
-93246,Existing Customer,52,M,2,,Single,$60K - $80K,Blue,39,3,2,3,1629.0,978,651.0,0.552,3766,83,0.6940000000000001,0.6,0.00021042,0.99979
-93247,Existing Customer,44,F,1,,Divorced,,Blue,36,3,2,1,17116.0,1289,15827.0,0.5589999999999999,3632,50,0.9229999999999999,0.075,7.0819e-05,0.9999299999999999
+93244,Existing Customer,52,M,1,Uneducated,Married,$120K +,Blue,46,5,2,4,8596.0,2019,6577.0,0.677,4017,80,0.6,0.235,0.00031517,0.99968
+93245,Existing Customer,49,M,2,High School,Married,$60K - $80K,Blue,39,6,3,2,7223.0,1963,5260.0,0.852,4127,70,0.842,0.272,0.00017486,0.99983
+93246,Existing Customer,52,M,2,,Single,$60K - $80K,Blue,39,3,2,3,1629.0,978,651.0,0.552,3766,83,0.694,0.6,0.00021042,0.99979
+93247,Existing Customer,44,F,1,,Divorced,,Blue,36,3,2,1,17116.0,1289,15827.0,0.559,3632,50,0.923,0.075,7.0819e-05,0.99993
 93248,Existing Customer,63,M,1,High School,Married,$60K - $80K,Blue,56,3,2,4,7216.0,2321,4895.0,0.491,1734,38,0.583,0.322,0.00029799,0.9997
-93249,Existing Customer,44,M,3,College,Single,$60K - $80K,Silver,32,4,1,3,28397.0,1421,26976.0,0.635,1635,31,0.8240000000000001,0.05,8.444399999999999e-05,0.99992
-93250,Attrited Customer,53,M,4,Uneducated,Single,$60K - $80K,Blue,43,1,3,2,13720.0,0,13720.0,0.6709999999999999,1830,36,0.24100000000000002,0.0,0.99487,0.00513
-93251,Existing Customer,47,F,3,,Married,$40K - $60K,Blue,41,5,3,3,7553.0,660,6893.0,0.5489999999999999,4079,67,0.457,0.087,0.00034503,0.99965
+93249,Existing Customer,44,M,3,College,Single,$60K - $80K,Silver,32,4,1,3,28397.0,1421,26976.0,0.635,1635,31,0.824,0.05,8.4444e-05,0.99992
+93250,Attrited Customer,53,M,4,Uneducated,Single,$60K - $80K,Blue,43,1,3,2,13720.0,0,13720.0,0.671,1830,36,0.241,0.0,0.99487,0.00513
+93251,Existing Customer,47,F,3,,Married,$40K - $60K,Blue,41,5,3,3,7553.0,660,6893.0,0.549,4079,67,0.457,0.087,0.00034503,0.99965
 93252,Existing Customer,49,M,4,Graduate,Married,$60K - $80K,Blue,36,4,6,2,2952.0,2517,435.0,0.809,3830,77,0.51,0.853,0.00014892,0.99985
 93253,Existing Customer,35,M,3,High School,,$80K - $120K,Blue,30,5,3,3,11229.0,1054,10175.0,0.552,1898,36,1.571,0.094,0.00030516,0.99969
-93254,Existing Customer,45,M,3,College,Married,$40K - $60K,Blue,39,3,2,4,7109.0,866,6243.0,0.5720000000000001,4047,75,0.667,0.122,0.00032945,0.9996700000000001
-93255,Existing Customer,45,M,4,,Married,$40K - $60K,Blue,38,4,3,3,1862.0,845,1017.0,0.604,3520,68,0.889,0.45399999999999996,0.00034872,0.99965
-93256,Existing Customer,36,M,2,College,Single,$60K - $80K,Blue,22,5,3,3,4511.0,754,3757.0,0.905,2597,71,0.919,0.16699999999999998,0.00029411,0.99971
-93257,Existing Customer,42,M,3,Post-Graduate,Married,$40K - $60K,Blue,29,3,3,4,2533.0,1126,1407.0,0.7879999999999999,3436,74,0.574,0.445,0.00062998,0.9993700000000001
-93258,Existing Customer,46,M,1,Graduate,Divorced,$120K +,Blue,30,6,2,2,2016.0,797,1219.0,1.1079999999999999,3772,62,0.879,0.395,0.00010684,0.99989
-93259,Attrited Customer,49,M,5,Uneducated,Married,$40K - $60K,Blue,44,2,3,4,3893.0,0,3893.0,0.662,1866,37,0.9470000000000001,0.0,0.99818,0.00182139
-93260,Existing Customer,50,M,0,High School,Divorced,$40K - $60K,Blue,29,5,3,2,5530.0,2034,3496.0,0.647,4836,68,0.7440000000000001,0.368,0.00015005,0.99985
-93261,Existing Customer,57,F,3,Doctorate,Single,Less than $40K,Blue,44,5,3,2,1737.0,813,924.0,0.7559999999999999,3669,58,0.812,0.46799999999999997,0.00027008,0.9997299999999999
+93254,Existing Customer,45,M,3,College,Married,$40K - $60K,Blue,39,3,2,4,7109.0,866,6243.0,0.572,4047,75,0.667,0.122,0.00032945,0.99967
+93255,Existing Customer,45,M,4,,Married,$40K - $60K,Blue,38,4,3,3,1862.0,845,1017.0,0.604,3520,68,0.889,0.454,0.00034872,0.99965
+93256,Existing Customer,36,M,2,College,Single,$60K - $80K,Blue,22,5,3,3,4511.0,754,3757.0,0.905,2597,71,0.919,0.167,0.00029411,0.99971
+93257,Existing Customer,42,M,3,Post-Graduate,Married,$40K - $60K,Blue,29,3,3,4,2533.0,1126,1407.0,0.788,3436,74,0.574,0.445,0.00062998,0.99937
+93258,Existing Customer,46,M,1,Graduate,Divorced,$120K +,Blue,30,6,2,2,2016.0,797,1219.0,1.108,3772,62,0.879,0.395,0.00010684,0.99989
+93259,Attrited Customer,49,M,5,Uneducated,Married,$40K - $60K,Blue,44,2,3,4,3893.0,0,3893.0,0.662,1866,37,0.947,0.0,0.99818,0.00182139
+93260,Existing Customer,50,M,0,High School,Divorced,$40K - $60K,Blue,29,5,3,2,5530.0,2034,3496.0,0.647,4836,68,0.744,0.368,0.00015005,0.99985
+93261,Existing Customer,57,F,3,Doctorate,Single,Less than $40K,Blue,44,5,3,2,1737.0,813,924.0,0.756,3669,58,0.812,0.468,0.00027008,0.99973
 93262,Existing Customer,46,F,0,Graduate,Divorced,,Blue,36,3,3,2,6853.0,1679,5174.0,0.975,3543,52,1.0,0.245,0.00015435,0.99985
-93263,Existing Customer,55,M,2,High School,Divorced,$120K +,Blue,42,3,2,2,34516.0,1190,33326.0,0.8320000000000001,2862,78,0.733,0.034,0.00011065,0.99989
-93264,Existing Customer,38,M,2,College,Single,$40K - $60K,Blue,20,6,1,3,11068.0,1254,9814.0,0.418,3812,64,0.6409999999999999,0.113,9.0064e-05,0.9999100000000001
-93265,Existing Customer,35,F,2,Graduate,Married,Less than $40K,Blue,36,5,2,4,5546.0,1829,3717.0,0.6729999999999999,1770,46,1.0,0.33,0.00032656,0.9996700000000001
-93266,Attrited Customer,48,M,0,Doctorate,Married,$60K - $80K,Blue,41,2,3,4,7277.0,504,6773.0,0.5820000000000001,2356,40,0.29,0.069,0.99844,0.00155735
-93267,Existing Customer,57,M,3,Graduate,Single,$40K - $60K,Blue,48,3,3,0,9426.0,1574,7852.0,0.7909999999999999,4212,75,0.531,0.16699999999999998,6.8853e-05,0.9999299999999999
-93268,Existing Customer,55,M,2,,Single,$60K - $80K,Blue,36,5,3,1,1594.0,927,667.0,0.985,3851,65,0.8059999999999999,0.5820000000000001,0.00011924,0.9998799999999999
+93263,Existing Customer,55,M,2,High School,Divorced,$120K +,Blue,42,3,2,2,34516.0,1190,33326.0,0.832,2862,78,0.733,0.034,0.00011065,0.99989
+93264,Existing Customer,38,M,2,College,Single,$40K - $60K,Blue,20,6,1,3,11068.0,1254,9814.0,0.418,3812,64,0.641,0.113,9.0064e-05,0.99991
+93265,Existing Customer,35,F,2,Graduate,Married,Less than $40K,Blue,36,5,2,4,5546.0,1829,3717.0,0.673,1770,46,1.0,0.33,0.00032656,0.99967
+93266,Attrited Customer,48,M,0,Doctorate,Married,$60K - $80K,Blue,41,2,3,4,7277.0,504,6773.0,0.582,2356,40,0.29,0.069,0.99844,0.00155735
+93267,Existing Customer,57,M,3,Graduate,Single,$40K - $60K,Blue,48,3,3,0,9426.0,1574,7852.0,0.791,4212,75,0.531,0.167,6.8853e-05,0.99993
+93268,Existing Customer,55,M,2,,Single,$60K - $80K,Blue,36,5,3,1,1594.0,927,667.0,0.985,3851,65,0.806,0.582,0.00011924,0.99988
 93269,Existing Customer,47,M,2,Graduate,,$80K - $120K,Blue,43,3,2,2,2158.0,1170,988.0,0.73,4421,89,0.679,0.542,0.00011382,0.99989
-93270,Existing Customer,37,M,3,College,Single,$40K - $60K,Blue,28,5,2,3,3490.0,1421,2069.0,1.125,3392,80,0.86,0.40700000000000003,0.00019313,0.9998100000000001
+93270,Existing Customer,37,M,3,College,Single,$40K - $60K,Blue,28,5,2,3,3490.0,1421,2069.0,1.125,3392,80,0.86,0.407,0.00019313,0.99981
 93271,Existing Customer,48,F,5,Uneducated,Married,Less than $40K,Blue,30,3,2,3,2364.0,1619,745.0,0.585,3230,65,0.711,0.685,0.00020321,0.9998
-93272,Existing Customer,49,F,2,High School,Married,,Blue,36,6,2,3,15704.0,0,15704.0,0.924,4253,91,0.685,0.0,0.0001861,0.9998100000000001
-93273,Existing Customer,49,M,2,Post-Graduate,,$60K - $80K,Blue,36,4,2,5,18253.0,2517,15736.0,0.91,3737,73,0.5870000000000001,0.138,0.00066474,0.99934
-93274,Existing Customer,48,F,4,Graduate,Married,Less than $40K,Blue,36,5,3,0,3696.0,0,3696.0,0.9159999999999999,3405,76,0.727,0.0,6.9589e-05,0.9999299999999999
-93275,Existing Customer,52,M,1,Graduate,Single,$40K - $60K,Blue,43,4,3,3,8748.0,2284,6464.0,0.8390000000000001,3533,73,0.5870000000000001,0.261,0.00028395,0.99972
-93276,Existing Customer,44,F,2,Uneducated,Divorced,$40K - $60K,Blue,27,4,2,3,5608.0,1243,4365.0,0.49700000000000005,3829,74,0.396,0.222,0.00019683,0.9998
-93277,Existing Customer,41,M,4,,Married,$80K - $120K,Blue,28,3,2,3,34516.0,0,34516.0,0.743,3811,61,0.743,0.0,0.00022068,0.9997799999999999
-93278,Existing Customer,51,F,1,,Single,Less than $40K,Blue,42,4,3,3,3236.0,0,3236.0,0.797,3952,80,0.7390000000000001,0.0,0.00031211,0.99969
-93279,Existing Customer,45,F,2,Post-Graduate,Single,Less than $40K,Blue,36,3,1,3,2736.0,2043,693.0,0.8009999999999999,4550,84,0.75,0.747,0.000109,0.99989
+93272,Existing Customer,49,F,2,High School,Married,,Blue,36,6,2,3,15704.0,0,15704.0,0.924,4253,91,0.685,0.0,0.0001861,0.99981
+93273,Existing Customer,49,M,2,Post-Graduate,,$60K - $80K,Blue,36,4,2,5,18253.0,2517,15736.0,0.91,3737,73,0.587,0.138,0.00066474,0.99934
+93274,Existing Customer,48,F,4,Graduate,Married,Less than $40K,Blue,36,5,3,0,3696.0,0,3696.0,0.916,3405,76,0.727,0.0,6.9589e-05,0.99993
+93275,Existing Customer,52,M,1,Graduate,Single,$40K - $60K,Blue,43,4,3,3,8748.0,2284,6464.0,0.839,3533,73,0.587,0.261,0.00028395,0.99972
+93276,Existing Customer,44,F,2,Uneducated,Divorced,$40K - $60K,Blue,27,4,2,3,5608.0,1243,4365.0,0.497,3829,74,0.396,0.222,0.00019683,0.9998
+93277,Existing Customer,41,M,4,,Married,$80K - $120K,Blue,28,3,2,3,34516.0,0,34516.0,0.743,3811,61,0.743,0.0,0.00022068,0.99978
+93278,Existing Customer,51,F,1,,Single,Less than $40K,Blue,42,4,3,3,3236.0,0,3236.0,0.797,3952,80,0.739,0.0,0.00031211,0.99969
+93279,Existing Customer,45,F,2,Post-Graduate,Single,Less than $40K,Blue,36,3,1,3,2736.0,2043,693.0,0.801,4550,84,0.75,0.747,0.000109,0.99989
 93280,Existing Customer,49,F,4,,Single,Less than $40K,Blue,35,5,2,2,5195.0,0,5195.0,1.135,3313,69,0.769,0.0,0.00013121,0.99987
-93281,Existing Customer,47,M,5,,Single,$120K +,Silver,36,5,2,2,34516.0,1686,32830.0,0.937,4039,72,0.7559999999999999,0.049,0.00011671,0.9998799999999999
-93282,Existing Customer,44,M,3,Graduate,Married,$40K - $60K,Blue,35,6,3,1,6327.0,0,6327.0,0.6659999999999999,3653,77,0.674,0.0,0.00011256,0.99989
-93283,Existing Customer,42,M,2,Doctorate,,$80K - $120K,Blue,36,6,1,2,4728.0,1386,3342.0,0.7559999999999999,4077,70,0.628,0.293,7.9702e-05,0.99992
+93281,Existing Customer,47,M,5,,Single,$120K +,Silver,36,5,2,2,34516.0,1686,32830.0,0.937,4039,72,0.756,0.049,0.00011671,0.99988
+93282,Existing Customer,44,M,3,Graduate,Married,$40K - $60K,Blue,35,6,3,1,6327.0,0,6327.0,0.666,3653,77,0.674,0.0,0.00011256,0.99989
+93283,Existing Customer,42,M,2,Doctorate,,$80K - $120K,Blue,36,6,1,2,4728.0,1386,3342.0,0.756,4077,70,0.628,0.293,7.9702e-05,0.99992
 93284,Existing Customer,62,M,1,,Single,$80K - $120K,Blue,55,6,1,4,34516.0,2517,31999.0,0.945,3975,63,0.537,0.073,0.00016305,0.99984
-93285,Existing Customer,32,M,1,,Single,$120K +,Blue,18,5,3,2,6276.0,2289,3987.0,0.637,2637,68,0.38799999999999996,0.365,0.00018558,0.9998100000000001
+93285,Existing Customer,32,M,1,,Single,$120K +,Blue,18,5,3,2,6276.0,2289,3987.0,0.637,2637,68,0.388,0.365,0.00018558,0.99981
 93286,Existing Customer,43,M,2,Graduate,Single,$80K - $120K,Blue,36,4,1,4,13430.0,2356,11074.0,0.718,3717,67,0.675,0.175,0.00015804,0.99984
-93287,Existing Customer,62,M,1,Graduate,Single,$60K - $80K,Blue,36,3,1,2,2796.0,0,2796.0,0.563,4820,74,0.644,0.0,5.1696999999999996e-05,0.99995
+93287,Existing Customer,62,M,1,Graduate,Single,$60K - $80K,Blue,36,3,1,2,2796.0,0,2796.0,0.563,4820,74,0.644,0.0,5.1697e-05,0.99995
 93288,Existing Customer,46,M,2,Graduate,Married,$40K - $60K,Blue,38,4,3,3,2457.0,1051,1406.0,0.982,3256,71,0.919,0.428,0.00030251,0.9997
-93289,Existing Customer,62,F,1,,Single,Less than $40K,Blue,36,3,3,2,7075.0,1396,5679.0,0.532,4409,75,0.531,0.19699999999999998,0.00018558,0.9998100000000001
-93290,Existing Customer,42,M,2,Graduate,Married,$80K - $120K,Blue,31,4,2,3,12386.0,980,11406.0,0.6559999999999999,3274,69,0.568,0.079,0.00019143,0.9998100000000001
+93289,Existing Customer,62,F,1,,Single,Less than $40K,Blue,36,3,3,2,7075.0,1396,5679.0,0.532,4409,75,0.531,0.197,0.00018558,0.99981
+93290,Existing Customer,42,M,2,Graduate,Married,$80K - $120K,Blue,31,4,2,3,12386.0,980,11406.0,0.656,3274,69,0.568,0.079,0.00019143,0.99981
 93291,Existing Customer,39,M,4,College,Single,$80K - $120K,Blue,31,4,3,2,32210.0,1115,31095.0,0.62,1821,53,0.514,0.035,0.0001834,0.99982
-93292,Existing Customer,59,M,1,Graduate,Single,$40K - $60K,Blue,53,4,3,2,2136.0,1502,634.0,0.648,1908,37,0.37,0.703,0.00016883,0.9998299999999999
-93293,Existing Customer,43,M,2,Doctorate,Single,$80K - $120K,Blue,36,3,3,3,10851.0,1101,9750.0,0.7020000000000001,3688,65,0.757,0.10099999999999999,0.00043772,0.99956
-93294,Existing Customer,52,M,1,,Divorced,$120K +,Blue,41,6,1,2,2717.0,1953,764.0,0.809,3974,70,0.556,0.7190000000000001,5.6825e-05,0.9999399999999999
-93295,Existing Customer,59,F,2,High School,Single,,Blue,52,4,2,4,3578.0,663,2915.0,0.674,4065,79,0.6459999999999999,0.185,0.00031746,0.9996799999999999
-93296,Existing Customer,60,M,1,,Single,$60K - $80K,Blue,50,4,3,0,10698.0,1790,8908.0,0.981,4095,67,0.914,0.16699999999999998,6.846e-05,0.9999299999999999
-93297,Existing Customer,48,F,1,Uneducated,Divorced,Less than $40K,Blue,38,3,3,2,4668.0,0,4668.0,0.8959999999999999,4163,77,0.45299999999999996,0.0,0.0001736,0.9998299999999999
-93298,Existing Customer,40,F,3,College,Divorced,,Blue,36,5,2,4,6772.0,0,6772.0,0.483,3658,66,0.65,0.0,0.00032945,0.9996700000000001
+93292,Existing Customer,59,M,1,Graduate,Single,$40K - $60K,Blue,53,4,3,2,2136.0,1502,634.0,0.648,1908,37,0.37,0.703,0.00016883,0.99983
+93293,Existing Customer,43,M,2,Doctorate,Single,$80K - $120K,Blue,36,3,3,3,10851.0,1101,9750.0,0.702,3688,65,0.757,0.101,0.00043772,0.99956
+93294,Existing Customer,52,M,1,,Divorced,$120K +,Blue,41,6,1,2,2717.0,1953,764.0,0.809,3974,70,0.556,0.719,5.6825e-05,0.99994
+93295,Existing Customer,59,F,2,High School,Single,,Blue,52,4,2,4,3578.0,663,2915.0,0.674,4065,79,0.646,0.185,0.00031746,0.99968
+93296,Existing Customer,60,M,1,,Single,$60K - $80K,Blue,50,4,3,0,10698.0,1790,8908.0,0.981,4095,67,0.914,0.167,6.846e-05,0.99993
+93297,Existing Customer,48,F,1,Uneducated,Divorced,Less than $40K,Blue,38,3,3,2,4668.0,0,4668.0,0.896,4163,77,0.453,0.0,0.0001736,0.99983
+93298,Existing Customer,40,F,3,College,Divorced,,Blue,36,5,2,4,6772.0,0,6772.0,0.483,3658,66,0.65,0.0,0.00032945,0.99967
 93299,Existing Customer,55,M,1,College,Single,$80K - $120K,Blue,42,5,2,4,10696.0,1206,9490.0,0.958,2489,38,0.9,0.113,0.00029801,0.9997
-93300,Existing Customer,48,M,3,High School,Single,$80K - $120K,Blue,35,3,3,4,11851.0,0,11851.0,0.43,4498,73,0.622,0.0,0.00052052,0.9994799999999999
+93300,Existing Customer,48,M,3,High School,Single,$80K - $120K,Blue,35,3,3,4,11851.0,0,11851.0,0.43,4498,73,0.622,0.0,0.00052052,0.99948
 93301,Existing Customer,36,M,2,Doctorate,Single,$40K - $60K,Blue,31,3,3,2,11558.0,0,11558.0,0.545,2220,53,0.828,0.0,0.00026028,0.99974
 93302,Existing Customer,49,M,3,High School,,$60K - $80K,Blue,36,3,2,2,9551.0,1833,7718.0,1.675,3213,52,1.476,0.192,0.00011482,0.99989
-93303,Existing Customer,40,M,2,High School,,$80K - $120K,Blue,32,4,3,3,29923.0,0,29923.0,0.937,2528,52,0.7929999999999999,0.0,0.00029408,0.99971
+93303,Existing Customer,40,M,2,High School,,$80K - $120K,Blue,32,4,3,3,29923.0,0,29923.0,0.937,2528,52,0.793,0.0,0.00029408,0.99971
 93304,Attrited Customer,54,F,3,Doctorate,,Less than $40K,Blue,36,3,3,4,1438.3,0,1438.3,0.499,1598,40,0.29,0.0,0.99871,0.00128822
 93305,Existing Customer,40,M,3,Uneducated,Single,$120K +,Blue,36,4,2,5,34516.0,1329,33187.0,0.574,3906,77,0.51,0.039,0.00060278,0.9994
-93306,Existing Customer,63,M,0,College,Single,$80K - $120K,Blue,56,6,2,2,9033.0,0,9033.0,0.78,4456,85,0.635,0.0,9.496e-05,0.9999100000000001
-93307,Attrited Customer,44,F,3,Uneducated,Married,Less than $40K,Blue,36,2,3,1,3675.0,2517,1158.0,0.7659999999999999,1913,35,0.667,0.685,0.9914299999999999,0.00857
-93308,Existing Customer,44,M,2,High School,Married,$80K - $120K,Blue,38,6,3,3,9183.0,2191,6992.0,0.5820000000000001,4503,69,0.643,0.239,0.00029408,0.99971
-93309,Existing Customer,45,F,4,,Married,Less than $40K,Blue,36,5,1,1,7924.0,1896,6028.0,1.161,3270,58,0.9329999999999999,0.239,3.8289e-05,0.9999600000000001
-93310,Existing Customer,36,F,3,College,Single,Less than $40K,Blue,36,6,1,0,5383.0,737,4646.0,0.956,2934,80,0.633,0.13699999999999998,2.0495999999999998e-05,0.99998
-93311,Existing Customer,45,F,3,Graduate,Single,$40K - $60K,Silver,39,5,2,4,21425.0,1459,19966.0,1.061,3704,60,0.5379999999999999,0.068,0.00030619,0.99969
-93312,Existing Customer,38,M,3,,,$80K - $120K,Blue,26,6,1,3,32866.0,2098,30768.0,0.5489999999999999,3788,76,0.6890000000000001,0.064,0.00010566,0.99989
-93313,Existing Customer,44,F,3,Uneducated,Single,Less than $40K,Blue,35,5,2,2,1438.3,0,1438.3,0.978,3966,57,0.7809999999999999,0.0,0.00012144,0.9998799999999999
+93306,Existing Customer,63,M,0,College,Single,$80K - $120K,Blue,56,6,2,2,9033.0,0,9033.0,0.78,4456,85,0.635,0.0,9.496e-05,0.99991
+93307,Attrited Customer,44,F,3,Uneducated,Married,Less than $40K,Blue,36,2,3,1,3675.0,2517,1158.0,0.766,1913,35,0.667,0.685,0.99143,0.00857
+93308,Existing Customer,44,M,2,High School,Married,$80K - $120K,Blue,38,6,3,3,9183.0,2191,6992.0,0.582,4503,69,0.643,0.239,0.00029408,0.99971
+93309,Existing Customer,45,F,4,,Married,Less than $40K,Blue,36,5,1,1,7924.0,1896,6028.0,1.161,3270,58,0.933,0.239,3.8289e-05,0.99996
+93310,Existing Customer,36,F,3,College,Single,Less than $40K,Blue,36,6,1,0,5383.0,737,4646.0,0.956,2934,80,0.633,0.137,2.0496e-05,0.99998
+93311,Existing Customer,45,F,3,Graduate,Single,$40K - $60K,Silver,39,5,2,4,21425.0,1459,19966.0,1.061,3704,60,0.538,0.068,0.00030619,0.99969
+93312,Existing Customer,38,M,3,,,$80K - $120K,Blue,26,6,1,3,32866.0,2098,30768.0,0.549,3788,76,0.689,0.064,0.00010566,0.99989
+93313,Existing Customer,44,F,3,Uneducated,Single,Less than $40K,Blue,35,5,2,2,1438.3,0,1438.3,0.978,3966,57,0.781,0.0,0.00012144,0.99988
 93314,Existing Customer,35,M,1,Doctorate,Single,$40K - $60K,Blue,24,6,3,2,10467.0,1961,8506.0,0.713,2665,65,0.667,0.187,0.00024431,0.99976
 93315,Existing Customer,55,M,2,Graduate,Single,$120K +,Blue,36,5,2,2,12856.0,0,12856.0,0.51,3364,61,0.564,0.0,0.00011382,0.99989
 93316,Attrited Customer,61,F,0,Graduate,Single,$40K - $60K,Blue,56,3,3,4,9721.0,0,9721.0,0.826,2260,46,1.0,0.0,0.99775,0.00225216
 93317,Attrited Customer,43,F,5,Graduate,Married,Less than $40K,Blue,39,2,3,4,3981.0,0,3981.0,0.764,2134,42,0.355,0.0,0.99813,0.00187266
-93318,Existing Customer,40,F,4,,Single,Less than $40K,Blue,36,6,3,4,7587.0,0,7587.0,0.82,3157,59,0.8440000000000001,0.0,0.0005947999999999999,0.99941
+93318,Existing Customer,40,F,4,,Single,Less than $40K,Blue,36,6,3,4,7587.0,0,7587.0,0.82,3157,59,0.844,0.0,0.0005948,0.99941
 93319,Existing Customer,51,F,3,High School,Single,$40K - $60K,Blue,36,6,5,2,3417.0,1482,1935.0,0.705,3651,60,0.818,0.434,0.00020266,0.9998
-93320,Existing Customer,48,F,2,,Single,,Blue,40,3,3,4,8012.0,0,8012.0,0.596,2645,63,0.8,0.0,0.00056716,0.9994299999999999
+93320,Existing Customer,48,F,2,,Single,,Blue,40,3,3,4,8012.0,0,8012.0,0.596,2645,63,0.8,0.0,0.00056716,0.99943
 93321,Attrited Customer,64,M,0,Graduate,Single,Less than $40K,Blue,36,3,3,5,3812.0,2517,1295.0,0.586,2325,45,0.731,0.66,0.9987,0.00130267
-93322,Existing Customer,49,M,3,Graduate,Married,$80K - $120K,Blue,36,6,1,3,21378.0,1284,20094.0,1.101,3526,64,0.684,0.06,9.612600000000001e-05,0.9999
-93323,Existing Customer,54,F,1,Graduate,Single,Less than $40K,Silver,47,6,3,4,12873.0,0,12873.0,1.005,3170,70,0.8420000000000001,0.0,0.00043766,0.99956
+93322,Existing Customer,49,M,3,Graduate,Married,$80K - $120K,Blue,36,6,1,3,21378.0,1284,20094.0,1.101,3526,64,0.684,0.06,9.6126e-05,0.9999
+93323,Existing Customer,54,F,1,Graduate,Single,Less than $40K,Silver,47,6,3,4,12873.0,0,12873.0,1.005,3170,70,0.842,0.0,0.00043766,0.99956
 93324,Existing Customer,46,M,3,High School,Single,$60K - $80K,Blue,39,5,3,1,20229.0,1217,19012.0,0.741,4270,62,0.55,0.06,0.00010943,0.99989
-93325,Existing Customer,34,F,2,,Single,Less than $40K,Blue,29,3,1,0,5387.0,795,4592.0,0.8370000000000001,2596,59,1.034,0.14800000000000002,2.2331e-05,0.99998
-93326,Existing Customer,46,M,3,Graduate,,$80K - $120K,Blue,34,5,3,4,16546.0,1850,14696.0,0.7290000000000001,4255,75,0.562,0.11199999999999999,0.00053543,0.99946
-93327,Existing Customer,48,M,3,Uneducated,Married,$40K - $60K,Blue,34,5,1,2,11191.0,0,11191.0,0.58,3914,71,0.775,0.0,5.8763e-05,0.9999399999999999
-93328,Existing Customer,45,M,3,High School,Divorced,$60K - $80K,Blue,40,4,1,2,17576.0,0,17576.0,0.667,3494,67,0.718,0.0,5.5558999999999994e-05,0.9999399999999999
+93325,Existing Customer,34,F,2,,Single,Less than $40K,Blue,29,3,1,0,5387.0,795,4592.0,0.837,2596,59,1.034,0.148,2.2331e-05,0.99998
+93326,Existing Customer,46,M,3,Graduate,,$80K - $120K,Blue,34,5,3,4,16546.0,1850,14696.0,0.729,4255,75,0.562,0.112,0.00053543,0.99946
+93327,Existing Customer,48,M,3,Uneducated,Married,$40K - $60K,Blue,34,5,1,2,11191.0,0,11191.0,0.58,3914,71,0.775,0.0,5.8763e-05,0.99994
+93328,Existing Customer,45,M,3,High School,Divorced,$60K - $80K,Blue,40,4,1,2,17576.0,0,17576.0,0.667,3494,67,0.718,0.0,5.5559e-05,0.99994
 93329,Existing Customer,65,F,1,Uneducated,Single,Less than $40K,Blue,36,3,2,3,4182.0,0,4182.0,0.691,4046,57,0.629,0.0,0.00018475,0.99982
-93330,Existing Customer,45,M,0,Graduate,Single,$40K - $60K,Blue,37,4,5,2,10271.0,1746,8525.0,0.6609999999999999,3696,72,0.6,0.17,0.0001724,0.9998299999999999
+93330,Existing Customer,45,M,0,Graduate,Single,$40K - $60K,Blue,37,4,5,2,10271.0,1746,8525.0,0.661,3696,72,0.6,0.17,0.0001724,0.99983
 93331,Existing Customer,40,F,3,,Single,Less than $40K,Blue,28,3,1,4,1647.0,1198,449.0,0.76,4272,76,0.81,0.727,0.00018025,0.99982
 93332,Existing Customer,50,F,1,High School,Single,Less than $40K,Blue,36,6,3,3,1560.0,995,565.0,0.615,1936,58,0.657,0.638,0.00027604,0.99972
-93333,Existing Customer,40,M,5,Post-Graduate,Single,$60K - $80K,Blue,30,3,2,2,1659.0,0,1659.0,0.585,3838,66,0.6920000000000001,0.0,0.00013827,0.9998600000000001
+93333,Existing Customer,40,M,5,Post-Graduate,Single,$60K - $80K,Blue,30,3,2,2,1659.0,0,1659.0,0.585,3838,66,0.692,0.0,0.00013827,0.99986
 93334,Existing Customer,38,M,1,High School,Single,$120K +,Blue,27,6,2,2,22487.0,889,21598.0,0.528,4960,73,0.46,0.04,0.00010386,0.9999
-93335,Existing Customer,36,M,0,Graduate,,Less than $40K,Blue,23,5,2,4,5403.0,1854,3549.0,0.7120000000000001,4382,74,0.542,0.34299999999999997,0.00028024,0.99972
+93335,Existing Customer,36,M,0,Graduate,,Less than $40K,Blue,23,5,2,4,5403.0,1854,3549.0,0.712,4382,74,0.542,0.343,0.00028024,0.99972
 93336,Existing Customer,54,F,1,High School,Single,$40K - $60K,Blue,36,6,3,3,4717.0,1590,3127.0,0.802,4216,67,0.595,0.337,0.00027604,0.99972
-93337,Existing Customer,50,M,2,High School,Single,$60K - $80K,Blue,40,6,2,2,5180.0,1211,3969.0,0.809,3447,74,0.85,0.23399999999999999,0.00011065,0.99989
+93337,Existing Customer,50,M,2,High School,Single,$60K - $80K,Blue,40,6,2,2,5180.0,1211,3969.0,0.809,3447,74,0.85,0.234,0.00011065,0.99989
 93338,Attrited Customer,50,M,2,High School,Single,$80K - $120K,Blue,38,1,2,3,4915.0,464,4451.0,0.242,1474,36,0.091,0.094,0.99466,0.00534
-93339,Existing Customer,41,M,4,High School,Married,$80K - $120K,Blue,29,4,2,1,12154.0,2517,9637.0,0.8640000000000001,3853,71,0.775,0.207,6.9982e-05,0.9999299999999999
-93340,Existing Customer,46,M,4,Graduate,Married,$60K - $80K,Blue,36,3,3,3,3258.0,0,3258.0,0.784,3169,67,0.489,0.0,0.00031726,0.9996799999999999
+93339,Existing Customer,41,M,4,High School,Married,$80K - $120K,Blue,29,4,2,1,12154.0,2517,9637.0,0.864,3853,71,0.775,0.207,6.9982e-05,0.99993
+93340,Existing Customer,46,M,4,Graduate,Married,$60K - $80K,Blue,36,3,3,3,3258.0,0,3258.0,0.784,3169,67,0.489,0.0,0.00031726,0.99968
 93341,Existing Customer,44,F,5,High School,,,Blue,33,4,3,2,13349.0,0,13349.0,0.882,3534,78,0.902,0.0,0.00018053,0.99982
-93342,Attrited Customer,50,M,4,Graduate,Single,$120K +,Silver,32,5,3,2,34516.0,0,34516.0,0.321,1480,37,0.276,0.0,0.9941700000000001,0.00583
-93343,Existing Customer,45,M,4,Graduate,Single,$80K - $120K,Blue,33,3,5,3,31458.0,1202,30256.0,0.6729999999999999,4202,66,0.61,0.038,0.00035434,0.99965
-93344,Existing Customer,40,F,4,College,Married,Less than $40K,Blue,36,6,1,2,1438.3,0,1438.3,0.785,3308,54,1.0,0.0,5.6158e-05,0.9999399999999999
+93342,Attrited Customer,50,M,4,Graduate,Single,$120K +,Silver,32,5,3,2,34516.0,0,34516.0,0.321,1480,37,0.276,0.0,0.99417,0.00583
+93343,Existing Customer,45,M,4,Graduate,Single,$80K - $120K,Blue,33,3,5,3,31458.0,1202,30256.0,0.673,4202,66,0.61,0.038,0.00035434,0.99965
+93344,Existing Customer,40,F,4,College,Married,Less than $40K,Blue,36,6,1,2,1438.3,0,1438.3,0.785,3308,54,1.0,0.0,5.6158e-05,0.99994
 93345,Existing Customer,46,F,4,Uneducated,Married,Less than $40K,Silver,36,3,1,4,10961.0,1391,9570.0,0.662,3914,77,0.75,0.127,0.00015398,0.99985
-93346,Existing Customer,48,M,2,,,$60K - $80K,Blue,44,4,3,3,8904.0,1886,7018.0,0.945,3654,65,0.757,0.212,0.00033251,0.9996700000000001
+93346,Existing Customer,48,M,2,,,$60K - $80K,Blue,44,4,3,3,8904.0,1886,7018.0,0.945,3654,65,0.757,0.212,0.00033251,0.99967
 93347,Existing Customer,47,M,4,High School,Married,$40K - $60K,Blue,40,4,2,3,2498.0,2258,240.0,0.992,1839,29,0.706,0.904,0.00019517,0.9998
-93348,Existing Customer,42,M,3,Graduate,,$80K - $120K,Blue,38,6,1,1,16105.0,724,15381.0,0.9490000000000001,4631,76,0.767,0.045,3.4465e-05,0.99997
-93349,Existing Customer,43,F,3,Graduate,,,Silver,33,3,1,3,34516.0,1858,32658.0,0.622,4197,67,0.523,0.054000000000000006,8.685600000000001e-05,0.9999100000000001
-93350,Existing Customer,49,F,3,Graduate,,,Blue,44,5,2,1,2222.0,694,1528.0,0.903,4372,65,0.711,0.312,7.1226e-05,0.9999299999999999
+93348,Existing Customer,42,M,3,Graduate,,$80K - $120K,Blue,38,6,1,1,16105.0,724,15381.0,0.949,4631,76,0.767,0.045,3.4465e-05,0.99997
+93349,Existing Customer,43,F,3,Graduate,,,Silver,33,3,1,3,34516.0,1858,32658.0,0.622,4197,67,0.523,0.054,8.6856e-05,0.99991
+93350,Existing Customer,49,F,3,Graduate,,,Blue,44,5,2,1,2222.0,694,1528.0,0.903,4372,65,0.711,0.312,7.1226e-05,0.99993
 93351,Existing Customer,46,F,4,Graduate,Married,,Blue,38,3,2,3,16815.0,0,16815.0,0.938,2976,65,0.512,0.0,0.00020077,0.9998
-93352,Attrited Customer,41,F,3,,Married,,Blue,35,2,3,5,11538.0,0,11538.0,0.507,1926,53,0.43200000000000005,0.0,0.99902,0.00098036
+93352,Attrited Customer,41,F,3,,Married,,Blue,35,2,3,5,11538.0,0,11538.0,0.507,1926,53,0.432,0.0,0.99902,0.00098036
 93353,Attrited Customer,45,M,2,Graduate,Divorced,$40K - $60K,Blue,36,2,2,4,9569.0,0,9569.0,0.598,1724,35,0.25,0.0,0.99695,0.00305189
-93354,Existing Customer,40,M,2,Graduate,Married,$80K - $120K,Blue,36,6,1,3,3340.0,1282,2058.0,0.7240000000000001,4526,82,0.547,0.384,9.2637e-05,0.9999100000000001
-93355,Existing Customer,40,M,2,Graduate,Married,$80K - $120K,Blue,28,6,2,3,3654.0,1172,2482.0,0.938,4003,67,0.595,0.321,0.00019143,0.9998100000000001
-93356,Existing Customer,49,M,2,Graduate,Married,$40K - $60K,Blue,45,4,2,0,10541.0,1387,9154.0,0.72,4269,92,0.614,0.132,4.1986e-05,0.9999600000000001
-93357,Existing Customer,51,M,4,Uneducated,Single,$120K +,Silver,39,5,2,1,34516.0,1959,32557.0,0.888,3997,54,0.929,0.057,6.6879e-05,0.9999299999999999
+93354,Existing Customer,40,M,2,Graduate,Married,$80K - $120K,Blue,36,6,1,3,3340.0,1282,2058.0,0.724,4526,82,0.547,0.384,9.2637e-05,0.99991
+93355,Existing Customer,40,M,2,Graduate,Married,$80K - $120K,Blue,28,6,2,3,3654.0,1172,2482.0,0.938,4003,67,0.595,0.321,0.00019143,0.99981
+93356,Existing Customer,49,M,2,Graduate,Married,$40K - $60K,Blue,45,4,2,0,10541.0,1387,9154.0,0.72,4269,92,0.614,0.132,4.1986e-05,0.99996
+93357,Existing Customer,51,M,4,Uneducated,Single,$120K +,Silver,39,5,2,1,34516.0,1959,32557.0,0.888,3997,54,0.929,0.057,6.6879e-05,0.99993
 93358,Existing Customer,43,F,4,Graduate,Single,,Silver,36,4,3,4,34516.0,1893,32623.0,0.748,3639,76,1.0,0.055,0.00048899,0.99951
 93359,Existing Customer,45,M,2,Graduate,Single,$80K - $120K,Blue,39,6,3,3,1613.0,0,1613.0,0.635,3549,65,0.444,0.0,0.00030251,0.9997
-93360,Attrited Customer,38,M,3,College,Single,$80K - $120K,Blue,26,3,3,2,1438.3,0,1438.3,0.39899999999999997,1585,32,0.455,0.0,0.9945200000000001,0.00548
+93360,Attrited Customer,38,M,3,College,Single,$80K - $120K,Blue,26,3,3,2,1438.3,0,1438.3,0.399,1585,32,0.455,0.0,0.99452,0.00548
 93361,Existing Customer,40,F,2,Uneducated,Married,,Blue,29,5,3,3,13126.0,0,13126.0,0.725,4496,61,0.848,0.0,0.00031104,0.99969
 93362,Existing Customer,49,M,4,College,Divorced,$40K - $60K,Blue,43,3,2,3,1922.0,710,1212.0,0.951,2920,46,1.421,0.369,0.00019519,0.9998
 93363,Existing Customer,45,F,3,Graduate,,Less than $40K,Silver,36,3,2,2,14521.0,0,14521.0,0.41,4178,66,0.467,0.0,0.00010672,0.99989
-93364,Attrited Customer,63,F,0,Graduate,Single,Less than $40K,Blue,56,5,6,3,1931.0,1531,400.0,0.778,2288,48,0.7140000000000001,0.7929999999999999,0.99515,0.00485493
-93365,Existing Customer,43,M,3,Graduate,Single,$40K - $60K,Blue,39,5,3,5,8513.0,1042,7471.0,0.7020000000000001,2015,37,0.682,0.122,0.00092621,0.9990700000000001
+93364,Attrited Customer,63,F,0,Graduate,Single,Less than $40K,Blue,56,5,6,3,1931.0,1531,400.0,0.778,2288,48,0.714,0.793,0.99515,0.00485493
+93365,Existing Customer,43,M,3,Graduate,Single,$40K - $60K,Blue,39,5,3,5,8513.0,1042,7471.0,0.702,2015,37,0.682,0.122,0.00092621,0.99907
 93366,Existing Customer,50,M,1,High School,Single,$40K - $60K,Blue,39,4,1,1,2421.0,1029,1392.0,0.675,2377,56,0.75,0.425,3.0307e-05,0.99997
 93367,Existing Customer,47,F,5,High School,Married,Less than $40K,Blue,36,5,3,1,1478.0,792,686.0,0.873,4123,67,0.489,0.536,0.00010887,0.99989
 93368,Existing Customer,63,M,1,Graduate,Single,$60K - $80K,Blue,36,6,1,4,2466.0,0,2466.0,1.077,4059,66,0.65,0.0,0.00014834,0.99985
-93369,Existing Customer,30,F,2,Post-Graduate,Divorced,Less than $40K,Blue,36,3,1,2,2501.0,1845,656.0,0.6679999999999999,2933,65,0.8059999999999999,0.738,6.4807e-05,0.9999399999999999
-93370,Existing Customer,41,M,3,Doctorate,Single,$60K - $80K,Blue,30,4,1,3,13602.0,0,13602.0,0.6990000000000001,3582,69,0.6829999999999999,0.0,0.0001391,0.9998600000000001
-93371,Existing Customer,38,M,3,Graduate,Single,Less than $40K,Blue,34,5,3,2,3094.0,1317,1777.0,0.9570000000000001,3607,81,0.884,0.426,0.00018665,0.9998100000000001
-93372,Existing Customer,44,F,2,High School,Married,Less than $40K,Blue,32,4,2,3,2485.0,1489,996.0,0.779,3697,77,0.833,0.599,0.0001861,0.9998100000000001
-93373,Existing Customer,50,M,1,Uneducated,Married,$80K - $120K,Blue,39,6,3,4,14817.0,1463,13354.0,0.795,4014,70,0.628,0.099,0.0004980000000000001,0.9995
+93369,Existing Customer,30,F,2,Post-Graduate,Divorced,Less than $40K,Blue,36,3,1,2,2501.0,1845,656.0,0.668,2933,65,0.806,0.738,6.4807e-05,0.99994
+93370,Existing Customer,41,M,3,Doctorate,Single,$60K - $80K,Blue,30,4,1,3,13602.0,0,13602.0,0.699,3582,69,0.683,0.0,0.0001391,0.99986
+93371,Existing Customer,38,M,3,Graduate,Single,Less than $40K,Blue,34,5,3,2,3094.0,1317,1777.0,0.957,3607,81,0.884,0.426,0.00018665,0.99981
+93372,Existing Customer,44,F,2,High School,Married,Less than $40K,Blue,32,4,2,3,2485.0,1489,996.0,0.779,3697,77,0.833,0.599,0.0001861,0.99981
+93373,Existing Customer,50,M,1,Uneducated,Married,$80K - $120K,Blue,39,6,3,4,14817.0,1463,13354.0,0.795,4014,70,0.628,0.099,0.000498,0.9995
 93374,Existing Customer,50,M,3,,Married,$80K - $120K,Blue,39,5,3,4,13824.0,1582,12242.0,0.522,4630,74,0.644,0.114,0.00058851,0.99941
-93375,Existing Customer,46,F,4,College,Single,Less than $40K,Blue,36,6,1,2,1438.3,0,1438.3,0.7490000000000001,3880,74,0.721,0.0,5.6158e-05,0.9999399999999999
-93376,Existing Customer,51,M,0,,Married,$60K - $80K,Blue,43,4,1,2,3797.0,1202,2595.0,0.695,4191,65,0.757,0.317,5.1951000000000005e-05,0.99995
-93377,Existing Customer,53,F,1,Graduate,Single,Less than $40K,Blue,43,6,3,4,6189.0,0,6189.0,0.5379999999999999,5004,65,0.8059999999999999,0.0,0.00048435,0.9995200000000001
-93378,Existing Customer,40,M,4,,Married,$60K - $80K,Blue,36,3,2,3,22956.0,1407,21549.0,0.7090000000000001,5554,64,0.6,0.061,0.00022068,0.9997799999999999
-93379,Existing Customer,49,F,1,,Married,$40K - $60K,Blue,37,5,2,4,3943.0,1135,2808.0,0.672,4180,82,0.7829999999999999,0.28800000000000003,0.00033692,0.99966
-93380,Existing Customer,54,M,2,Post-Graduate,Divorced,$120K +,Blue,43,3,2,2,5569.0,968,4601.0,0.9490000000000001,2600,60,0.7140000000000001,0.174,0.00013393,0.99987
-93381,Existing Customer,50,M,1,College,Married,$80K - $120K,Blue,36,5,2,3,2418.0,1720,698.0,1.0190000000000001,3896,58,0.812,0.711,0.0001747,0.9998299999999999
-93382,Existing Customer,45,M,4,,Single,Less than $40K,Blue,36,5,2,3,1963.0,1549,414.0,0.778,3718,75,0.596,0.789,0.00022068,0.9997799999999999
-93383,Existing Customer,46,F,2,High School,,,Blue,32,4,1,3,7966.0,1423,6543.0,0.987,3780,75,0.9229999999999999,0.179,9.0056e-05,0.9999100000000001
-93384,Existing Customer,51,F,3,Graduate,Married,Less than $40K,Blue,44,6,1,3,7742.0,2024,5718.0,0.929,3507,69,0.568,0.261,9.612600000000001e-05,0.9999
-93385,Existing Customer,63,F,0,High School,Single,Less than $40K,Blue,36,4,3,3,2074.0,1688,386.0,0.62,4232,75,0.5,0.8140000000000001,0.00025237,0.99975
-93386,Attrited Customer,54,F,3,Graduate,Divorced,$40K - $60K,Blue,34,2,3,4,4948.0,0,4948.0,0.392,1796,41,0.519,0.0,0.9981399999999999,0.00186317
+93375,Existing Customer,46,F,4,College,Single,Less than $40K,Blue,36,6,1,2,1438.3,0,1438.3,0.749,3880,74,0.721,0.0,5.6158e-05,0.99994
+93376,Existing Customer,51,M,0,,Married,$60K - $80K,Blue,43,4,1,2,3797.0,1202,2595.0,0.695,4191,65,0.757,0.317,5.1951e-05,0.99995
+93377,Existing Customer,53,F,1,Graduate,Single,Less than $40K,Blue,43,6,3,4,6189.0,0,6189.0,0.538,5004,65,0.806,0.0,0.00048435,0.99952
+93378,Existing Customer,40,M,4,,Married,$60K - $80K,Blue,36,3,2,3,22956.0,1407,21549.0,0.709,5554,64,0.6,0.061,0.00022068,0.99978
+93379,Existing Customer,49,F,1,,Married,$40K - $60K,Blue,37,5,2,4,3943.0,1135,2808.0,0.672,4180,82,0.783,0.288,0.00033692,0.99966
+93380,Existing Customer,54,M,2,Post-Graduate,Divorced,$120K +,Blue,43,3,2,2,5569.0,968,4601.0,0.949,2600,60,0.714,0.174,0.00013393,0.99987
+93381,Existing Customer,50,M,1,College,Married,$80K - $120K,Blue,36,5,2,3,2418.0,1720,698.0,1.019,3896,58,0.812,0.711,0.0001747,0.99983
+93382,Existing Customer,45,M,4,,Single,Less than $40K,Blue,36,5,2,3,1963.0,1549,414.0,0.778,3718,75,0.596,0.789,0.00022068,0.99978
+93383,Existing Customer,46,F,2,High School,,,Blue,32,4,1,3,7966.0,1423,6543.0,0.987,3780,75,0.923,0.179,9.0056e-05,0.99991
+93384,Existing Customer,51,F,3,Graduate,Married,Less than $40K,Blue,44,6,1,3,7742.0,2024,5718.0,0.929,3507,69,0.568,0.261,9.6126e-05,0.9999
+93385,Existing Customer,63,F,0,High School,Single,Less than $40K,Blue,36,4,3,3,2074.0,1688,386.0,0.62,4232,75,0.5,0.814,0.00025237,0.99975
+93386,Attrited Customer,54,F,3,Graduate,Divorced,$40K - $60K,Blue,34,2,3,4,4948.0,0,4948.0,0.392,1796,41,0.519,0.0,0.99814,0.00186317
 93387,Existing Customer,51,M,1,Uneducated,Married,$60K - $80K,Blue,44,4,2,3,4988.0,0,4988.0,0.619,3890,74,0.644,0.0,0.00018475,0.99982
 93388,Existing Customer,60,M,1,Graduate,Single,$60K - $80K,Silver,42,4,3,4,28701.0,0,28701.0,1.165,3516,57,0.727,0.0,0.00043766,0.99956
-93389,Existing Customer,30,M,0,,Single,$40K - $60K,Blue,20,3,1,3,6607.0,2517,4090.0,0.8540000000000001,3046,73,0.78,0.381,8.737899999999999e-05,0.9999100000000001
-93390,Existing Customer,44,M,5,Uneducated,Divorced,$60K - $80K,Blue,39,5,2,0,16034.0,1597,14437.0,0.775,3628,59,0.903,0.1,4.4569e-05,0.9999600000000001
+93389,Existing Customer,30,M,0,,Single,$40K - $60K,Blue,20,3,1,3,6607.0,2517,4090.0,0.854,3046,73,0.78,0.381,8.7379e-05,0.99991
+93390,Existing Customer,44,M,5,Uneducated,Divorced,$60K - $80K,Blue,39,5,2,0,16034.0,1597,14437.0,0.775,3628,59,0.903,0.1,4.4569e-05,0.99996
 93391,Existing Customer,33,M,3,Graduate,Divorced,$60K - $80K,Blue,36,6,3,3,24149.0,1848,22301.0,0.731,2584,66,0.833,0.077,0.0003139,0.99969
-93392,Existing Customer,40,F,2,Uneducated,,$40K - $60K,Silver,28,5,3,4,16903.0,1507,15396.0,0.97,3819,61,0.525,0.08900000000000001,0.00047939999999999994,0.9995200000000001
-93393,Existing Customer,52,M,3,College,Married,$60K - $80K,Blue,48,5,1,2,1438.3,0,1438.3,0.618,3769,73,0.659,0.0,5.5564e-05,0.9999399999999999
-93394,Attrited Customer,39,M,5,Graduate,Single,$60K - $80K,Blue,36,1,3,3,24657.0,633,24024.0,0.358,1954,46,0.39399999999999996,0.026000000000000002,0.9968100000000001,0.00319072
+93392,Existing Customer,40,F,2,Uneducated,,$40K - $60K,Silver,28,5,3,4,16903.0,1507,15396.0,0.97,3819,61,0.525,0.089,0.0004794,0.99952
+93393,Existing Customer,52,M,3,College,Married,$60K - $80K,Blue,48,5,1,2,1438.3,0,1438.3,0.618,3769,73,0.659,0.0,5.5564e-05,0.99994
+93394,Attrited Customer,39,M,5,Graduate,Single,$60K - $80K,Blue,36,1,3,3,24657.0,633,24024.0,0.358,1954,46,0.394,0.026,0.99681,0.00319072
 93395,Attrited Customer,51,F,3,,Single,$40K - $60K,Blue,38,3,3,3,5026.0,0,5026.0,0.564,1844,37,0.609,0.0,0.99711,0.00288892
 93396,Existing Customer,51,F,1,Graduate,Single,,Blue,41,3,2,2,9352.0,1429,7923.0,0.728,3536,71,0.69,0.153,0.00010684,0.99989
-93397,Existing Customer,46,M,2,College,Single,$60K - $80K,Blue,36,3,3,2,4939.0,1296,3643.0,0.9109999999999999,2150,43,0.87,0.262,0.00017488,0.9998299999999999
-93398,Attrited Customer,44,M,3,Graduate,Married,$40K - $60K,Blue,40,2,2,6,9502.0,2457,7045.0,0.915,2310,57,0.6759999999999999,0.259,0.99903,0.00097026
+93397,Existing Customer,46,M,2,College,Single,$60K - $80K,Blue,36,3,3,2,4939.0,1296,3643.0,0.911,2150,43,0.87,0.262,0.00017488,0.99983
+93398,Attrited Customer,44,M,3,Graduate,Married,$40K - $60K,Blue,40,2,2,6,9502.0,2457,7045.0,0.915,2310,57,0.676,0.259,0.99903,0.00097026
 93399,Attrited Customer,62,F,0,Doctorate,Single,Less than $40K,Blue,50,6,3,5,2936.0,326,2610.0,0.935,2692,29,0.526,0.111,0.9991,0.00090053
 93400,Existing Customer,53,M,2,Uneducated,Single,$80K - $120K,Blue,47,6,1,1,22855.0,0,22855.0,0.741,3711,83,0.804,0.0,3.415e-05,0.99997
 93401,Existing Customer,47,F,3,Graduate,Married,$40K - $60K,Blue,41,4,1,4,6602.0,1224,5378.0,0.665,3163,73,0.825,0.185,0.00016399,0.99984
-93402,Attrited Customer,45,M,3,Graduate,Married,$80K - $120K,Blue,40,3,3,2,3728.0,0,3728.0,0.358,1632,42,0.44799999999999995,0.0,0.99467,0.00533
-93403,Existing Customer,42,M,4,Graduate,Single,$60K - $80K,Blue,33,5,2,0,2021.0,1731,290.0,0.986,3253,62,0.722,0.857,4.4033000000000003e-05,0.9999600000000001
-93404,Existing Customer,47,F,2,Graduate,Married,$40K - $60K,Blue,36,5,2,3,2255.0,1733,522.0,0.903,4772,83,0.7290000000000001,0.769,0.00019143,0.9998100000000001
-93405,Existing Customer,41,F,2,Graduate,Single,Less than $40K,Gold,36,5,3,4,15704.0,1991,13713.0,0.6990000000000001,4487,71,0.5429999999999999,0.127,0.00059445,0.99941
-93406,Existing Customer,46,M,2,,Married,$60K - $80K,Blue,36,3,2,2,5746.0,1572,4174.0,0.937,3446,56,1.0,0.27399999999999997,0.00012511,0.99987
-93407,Existing Customer,36,M,3,,Single,$40K - $60K,Blue,22,3,6,3,8436.0,2517,5919.0,0.807,2627,63,1.032,0.298,0.00027238,0.9997299999999999
-93408,Attrited Customer,47,F,1,Doctorate,Married,$40K - $60K,Blue,36,2,3,2,1438.3,0,1438.3,0.838,2584,42,0.44799999999999995,0.0,0.99592,0.00407548
+93402,Attrited Customer,45,M,3,Graduate,Married,$80K - $120K,Blue,40,3,3,2,3728.0,0,3728.0,0.358,1632,42,0.448,0.0,0.99467,0.00533
+93403,Existing Customer,42,M,4,Graduate,Single,$60K - $80K,Blue,33,5,2,0,2021.0,1731,290.0,0.986,3253,62,0.722,0.857,4.4033e-05,0.99996
+93404,Existing Customer,47,F,2,Graduate,Married,$40K - $60K,Blue,36,5,2,3,2255.0,1733,522.0,0.903,4772,83,0.729,0.769,0.00019143,0.99981
+93405,Existing Customer,41,F,2,Graduate,Single,Less than $40K,Gold,36,5,3,4,15704.0,1991,13713.0,0.699,4487,71,0.543,0.127,0.00059445,0.99941
+93406,Existing Customer,46,M,2,,Married,$60K - $80K,Blue,36,3,2,2,5746.0,1572,4174.0,0.937,3446,56,1.0,0.274,0.00012511,0.99987
+93407,Existing Customer,36,M,3,,Single,$40K - $60K,Blue,22,3,6,3,8436.0,2517,5919.0,0.807,2627,63,1.032,0.298,0.00027238,0.99973
+93408,Attrited Customer,47,F,1,Doctorate,Married,$40K - $60K,Blue,36,2,3,2,1438.3,0,1438.3,0.838,2584,42,0.448,0.0,0.99592,0.00407548
 93409,Existing Customer,56,F,3,High School,Single,Less than $40K,Blue,48,6,5,3,8340.0,1902,6438.0,0.81,3755,77,0.833,0.228,0.00034083,0.99966
 93410,Existing Customer,54,M,3,Graduate,,$80K - $120K,Blue,47,6,2,4,15108.0,1288,13820.0,0.684,3713,65,0.512,0.085,0.00033886,0.99966
-93411,Existing Customer,42,F,3,Graduate,Single,$40K - $60K,Silver,26,6,2,2,15104.0,1204,13900.0,0.8240000000000001,4259,79,0.58,0.08,0.00010672,0.99989
+93411,Existing Customer,42,F,3,Graduate,Single,$40K - $60K,Silver,26,6,2,2,15104.0,1204,13900.0,0.824,4259,79,0.58,0.08,0.00010672,0.99989
 93412,Existing Customer,39,F,1,Graduate,Married,Less than $40K,Blue,36,3,3,1,2490.0,1281,1209.0,0.551,1902,34,0.619,0.514,0.00010182,0.9999
-93413,Existing Customer,45,M,1,Graduate,Married,Less than $40K,Blue,33,4,3,4,2009.0,1795,214.0,0.645,3172,55,0.7190000000000001,0.893,0.00048435,0.9995200000000001
-93414,Attrited Customer,52,M,2,Graduate,Single,$120K +,Blue,41,1,3,1,31668.0,810,30858.0,0.643,1822,36,0.5,0.026000000000000002,0.99087,0.00913
+93413,Existing Customer,45,M,1,Graduate,Married,Less than $40K,Blue,33,4,3,4,2009.0,1795,214.0,0.645,3172,55,0.719,0.893,0.00048435,0.99952
+93414,Attrited Customer,52,M,2,Graduate,Single,$120K +,Blue,41,1,3,1,31668.0,810,30858.0,0.643,1822,36,0.5,0.026,0.99087,0.00913
 93415,Existing Customer,46,M,4,,Married,$60K - $80K,Blue,29,6,3,2,5735.0,2410,3325.0,0.616,3908,75,0.63,0.42,0.00020735,0.99979
-93416,Existing Customer,48,M,3,High School,,$80K - $120K,Blue,36,3,1,3,7633.0,1707,5926.0,0.529,1807,58,0.657,0.22399999999999998,9.344799999999999e-05,0.9999100000000001
-93417,Existing Customer,46,M,3,High School,Single,$60K - $80K,Blue,39,4,1,4,23642.0,2049,21593.0,0.7190000000000001,3139,54,0.636,0.087,0.00015942,0.99984
-93418,Existing Customer,42,M,3,,Married,$40K - $60K,Blue,29,4,3,4,6698.0,1327,5371.0,0.7979999999999999,4065,77,0.711,0.198,0.00058851,0.99941
-93419,Existing Customer,45,F,2,,Single,Less than $40K,Blue,27,6,3,3,1438.3,0,1438.3,0.6829999999999999,2598,59,0.595,0.0,0.00033251,0.9996700000000001
-93420,Existing Customer,50,F,3,Graduate,Single,Less than $40K,Blue,36,4,3,2,1438.3,1002,436.3,1.306,2004,25,0.667,0.6970000000000001,0.00018665,0.9998100000000001
-93421,Existing Customer,50,F,3,Uneducated,Single,Less than $40K,Blue,41,4,2,2,2563.0,1860,703.0,0.68,3774,83,0.804,0.726,0.00012144,0.9998799999999999
-93422,Existing Customer,39,F,1,Post-Graduate,Single,$40K - $60K,Silver,32,5,2,3,17814.0,0,17814.0,0.82,4712,76,0.6890000000000001,0.0,0.00019104,0.9998100000000001
-93423,Existing Customer,45,F,2,Doctorate,Single,,Blue,36,4,2,4,7738.0,947,6791.0,0.845,4255,61,0.6940000000000001,0.122,0.00047251,0.9995299999999999
-93424,Attrited Customer,52,M,0,,Single,$120K +,Blue,48,4,5,5,13114.0,2247,10867.0,1.003,2474,51,0.41700000000000004,0.171,0.9989399999999999,0.00106129
-93425,Existing Customer,42,M,2,,Married,$120K +,Blue,31,3,2,4,34516.0,1067,33449.0,0.48700000000000004,4281,72,0.636,0.031,0.00035894,0.99964
-93426,Existing Customer,49,F,3,Graduate,Single,,Blue,37,4,3,4,17345.0,545,16800.0,0.905,3523,64,0.8290000000000001,0.031,0.00053543,0.99946
+93416,Existing Customer,48,M,3,High School,,$80K - $120K,Blue,36,3,1,3,7633.0,1707,5926.0,0.529,1807,58,0.657,0.224,9.3448e-05,0.99991
+93417,Existing Customer,46,M,3,High School,Single,$60K - $80K,Blue,39,4,1,4,23642.0,2049,21593.0,0.719,3139,54,0.636,0.087,0.00015942,0.99984
+93418,Existing Customer,42,M,3,,Married,$40K - $60K,Blue,29,4,3,4,6698.0,1327,5371.0,0.798,4065,77,0.711,0.198,0.00058851,0.99941
+93419,Existing Customer,45,F,2,,Single,Less than $40K,Blue,27,6,3,3,1438.3,0,1438.3,0.683,2598,59,0.595,0.0,0.00033251,0.99967
+93420,Existing Customer,50,F,3,Graduate,Single,Less than $40K,Blue,36,4,3,2,1438.3,1002,436.3,1.306,2004,25,0.667,0.697,0.00018665,0.99981
+93421,Existing Customer,50,F,3,Uneducated,Single,Less than $40K,Blue,41,4,2,2,2563.0,1860,703.0,0.68,3774,83,0.804,0.726,0.00012144,0.99988
+93422,Existing Customer,39,F,1,Post-Graduate,Single,$40K - $60K,Silver,32,5,2,3,17814.0,0,17814.0,0.82,4712,76,0.689,0.0,0.00019104,0.99981
+93423,Existing Customer,45,F,2,Doctorate,Single,,Blue,36,4,2,4,7738.0,947,6791.0,0.845,4255,61,0.694,0.122,0.00047251,0.99953
+93424,Attrited Customer,52,M,0,,Single,$120K +,Blue,48,4,5,5,13114.0,2247,10867.0,1.003,2474,51,0.417,0.171,0.99894,0.00106129
+93425,Existing Customer,42,M,2,,Married,$120K +,Blue,31,3,2,4,34516.0,1067,33449.0,0.487,4281,72,0.636,0.031,0.00035894,0.99964
+93426,Existing Customer,49,F,3,Graduate,Single,,Blue,37,4,3,4,17345.0,545,16800.0,0.905,3523,64,0.829,0.031,0.00053543,0.99946
 93427,Existing Customer,51,M,2,College,Single,$120K +,Blue,40,6,3,3,8706.0,868,7838.0,0.991,3203,54,0.929,0.1,0.00029411,0.99971
 93428,Existing Customer,48,M,3,High School,Single,$60K - $80K,Blue,44,5,1,1,19272.0,1519,17753.0,0.557,3398,67,0.763,0.079,3.3505e-05,0.99997
 93429,Existing Customer,52,F,3,High School,Married,,Blue,43,4,3,2,4798.0,0,4798.0,0.583,3967,72,0.636,0.0,0.00018145,0.99982
-93430,Attrited Customer,43,M,3,High School,Single,$60K - $80K,Blue,38,2,3,2,12254.0,0,12254.0,0.705,2129,42,0.355,0.0,0.9945200000000001,0.00548
-93431,Existing Customer,49,M,3,Doctorate,Married,$80K - $120K,Blue,36,4,1,4,9549.0,0,9549.0,0.7120000000000001,4629,76,0.652,0.0,0.00023730000000000002,0.99976
-93432,Existing Customer,37,M,2,Uneducated,Divorced,Less than $40K,Silver,36,3,3,2,11568.0,1846,9722.0,0.755,1701,44,1.095,0.16,0.00016711,0.9998299999999999
-93433,Existing Customer,48,F,3,,Married,Less than $40K,Blue,36,3,1,4,6197.0,1219,4978.0,0.552,3825,67,0.675,0.19699999999999998,0.00018025,0.99982
-93434,Existing Customer,40,M,3,Graduate,Married,$80K - $120K,Silver,27,3,1,2,34516.0,0,34516.0,0.8340000000000001,3193,53,0.5589999999999999,0.0,5.164e-05,0.99995
-93435,Existing Customer,49,M,2,,Married,$40K - $60K,Blue,36,4,3,4,5137.0,0,5137.0,0.612,2043,52,1.0,0.0,0.00056716,0.9994299999999999
-93436,Existing Customer,46,M,4,Graduate,Single,$80K - $120K,Blue,26,4,3,0,1791.0,1337,454.0,0.763,3592,46,0.917,0.747,6.9589e-05,0.9999299999999999
-93437,Existing Customer,50,F,0,Graduate,Single,Less than $40K,Blue,36,5,1,4,7238.0,2111,5127.0,1.085,2025,36,1.1179999999999999,0.292,0.00013562,0.9998600000000001
-93438,Existing Customer,50,M,3,High School,Married,$80K - $120K,Blue,40,6,2,4,4514.0,2016,2498.0,0.313,4107,59,0.639,0.447,0.00032942,0.9996700000000001
-93439,Existing Customer,44,F,4,Uneducated,Married,,Blue,38,6,1,2,5366.0,968,4398.0,0.992,4558,56,0.75,0.18,5.9391e-05,0.9999399999999999
-93440,Existing Customer,47,M,3,,Divorced,$60K - $80K,Silver,35,4,2,5,29812.0,2031,27781.0,0.767,2385,50,0.515,0.068,0.00058226,0.9994200000000001
-93441,Existing Customer,48,F,2,Graduate,Married,$40K - $60K,Blue,43,3,2,4,9559.0,1514,8045.0,0.716,4064,70,0.556,0.158,0.00032656,0.9996700000000001
-93442,Existing Customer,49,F,2,High School,Married,Less than $40K,Blue,45,6,2,5,8353.0,1535,6818.0,1.3230000000000002,4200,83,0.804,0.184,0.00054925,0.99945
-93443,Existing Customer,51,F,5,,Married,Less than $40K,Blue,39,6,2,4,5455.0,1217,4238.0,0.66,3863,67,0.8109999999999999,0.223,0.00037057,0.9996299999999999
+93430,Attrited Customer,43,M,3,High School,Single,$60K - $80K,Blue,38,2,3,2,12254.0,0,12254.0,0.705,2129,42,0.355,0.0,0.99452,0.00548
+93431,Existing Customer,49,M,3,Doctorate,Married,$80K - $120K,Blue,36,4,1,4,9549.0,0,9549.0,0.712,4629,76,0.652,0.0,0.0002373,0.99976
+93432,Existing Customer,37,M,2,Uneducated,Divorced,Less than $40K,Silver,36,3,3,2,11568.0,1846,9722.0,0.755,1701,44,1.095,0.16,0.00016711,0.99983
+93433,Existing Customer,48,F,3,,Married,Less than $40K,Blue,36,3,1,4,6197.0,1219,4978.0,0.552,3825,67,0.675,0.197,0.00018025,0.99982
+93434,Existing Customer,40,M,3,Graduate,Married,$80K - $120K,Silver,27,3,1,2,34516.0,0,34516.0,0.834,3193,53,0.559,0.0,5.164e-05,0.99995
+93435,Existing Customer,49,M,2,,Married,$40K - $60K,Blue,36,4,3,4,5137.0,0,5137.0,0.612,2043,52,1.0,0.0,0.00056716,0.99943
+93436,Existing Customer,46,M,4,Graduate,Single,$80K - $120K,Blue,26,4,3,0,1791.0,1337,454.0,0.763,3592,46,0.917,0.747,6.9589e-05,0.99993
+93437,Existing Customer,50,F,0,Graduate,Single,Less than $40K,Blue,36,5,1,4,7238.0,2111,5127.0,1.085,2025,36,1.118,0.292,0.00013562,0.99986
+93438,Existing Customer,50,M,3,High School,Married,$80K - $120K,Blue,40,6,2,4,4514.0,2016,2498.0,0.313,4107,59,0.639,0.447,0.00032942,0.99967
+93439,Existing Customer,44,F,4,Uneducated,Married,,Blue,38,6,1,2,5366.0,968,4398.0,0.992,4558,56,0.75,0.18,5.9391e-05,0.99994
+93440,Existing Customer,47,M,3,,Divorced,$60K - $80K,Silver,35,4,2,5,29812.0,2031,27781.0,0.767,2385,50,0.515,0.068,0.00058226,0.99942
+93441,Existing Customer,48,F,2,Graduate,Married,$40K - $60K,Blue,43,3,2,4,9559.0,1514,8045.0,0.716,4064,70,0.556,0.158,0.00032656,0.99967
+93442,Existing Customer,49,F,2,High School,Married,Less than $40K,Blue,45,6,2,5,8353.0,1535,6818.0,1.323,4200,83,0.804,0.184,0.00054925,0.99945
+93443,Existing Customer,51,F,5,,Married,Less than $40K,Blue,39,6,2,4,5455.0,1217,4238.0,0.66,3863,67,0.811,0.223,0.00037057,0.99963
 93444,Existing Customer,59,F,1,Uneducated,,Less than $40K,Blue,45,6,3,3,9899.0,2023,7876.0,0.445,4579,73,0.622,0.204,0.00029196,0.99971
 93445,Existing Customer,45,M,4,Graduate,Single,$40K - $60K,Silver,37,4,3,4,15578.0,0,15578.0,0.716,4449,81,0.723,0.0,0.00048899,0.99951
 93446,Existing Customer,50,F,1,Graduate,Married,,Blue,41,6,2,2,15641.0,2379,13262.0,0.816,3769,76,0.617,0.152,0.00010684,0.99989
-93447,Existing Customer,46,F,4,Graduate,Married,Less than $40K,Blue,42,4,2,0,3504.0,1698,1806.0,0.575,4439,70,0.628,0.485,4.4033000000000003e-05,0.9999600000000001
-93448,Existing Customer,47,M,1,,Divorced,$80K - $120K,Blue,38,5,3,5,18432.0,1422,17010.0,1.357,2748,58,0.9329999999999999,0.077,0.00092092,0.99908
-93449,Existing Customer,46,M,4,College,Single,$60K - $80K,Blue,34,5,3,4,2369.0,1405,964.0,0.624,3034,51,0.889,0.593,0.00052613,0.9994700000000001
+93447,Existing Customer,46,F,4,Graduate,Married,Less than $40K,Blue,42,4,2,0,3504.0,1698,1806.0,0.575,4439,70,0.628,0.485,4.4033e-05,0.99996
+93448,Existing Customer,47,M,1,,Divorced,$80K - $120K,Blue,38,5,3,5,18432.0,1422,17010.0,1.357,2748,58,0.933,0.077,0.00092092,0.99908
+93449,Existing Customer,46,M,4,College,Single,$60K - $80K,Blue,34,5,3,4,2369.0,1405,964.0,0.624,3034,51,0.889,0.593,0.00052613,0.99947
 93450,Attrited Customer,60,F,0,High School,Single,$40K - $60K,Blue,55,1,5,5,10882.0,2517,8365.0,0.266,1861,46,0.278,0.231,0.9988,0.00119984
 93451,Existing Customer,38,F,3,,,$40K - $60K,Blue,36,6,1,3,3509.0,1819,1690.0,0.894,4712,84,0.909,0.518,0.00010566,0.99989
-93452,Existing Customer,51,F,1,Graduate,Single,Less than $40K,Blue,47,6,3,4,2469.0,1491,978.0,0.8690000000000001,4351,62,0.632,0.604,0.00048435,0.9995200000000001
+93452,Existing Customer,51,F,1,Graduate,Single,Less than $40K,Blue,47,6,3,4,2469.0,1491,978.0,0.869,4351,62,0.632,0.604,0.00048435,0.99952
 93453,Existing Customer,47,F,3,Uneducated,Married,Less than $40K,Silver,27,5,3,4,14335.0,938,13397.0,0.445,3610,75,0.531,0.065,0.00049746,0.9995
-93454,Existing Customer,47,M,3,High School,Single,$40K - $60K,Blue,31,6,3,2,4005.0,1985,2020.0,1.3559999999999999,2344,34,0.7,0.496,0.00018145,0.99982
+93454,Existing Customer,47,M,3,High School,Single,$40K - $60K,Blue,31,6,3,2,4005.0,1985,2020.0,1.356,2344,34,0.7,0.496,0.00018145,0.99982
 93455,Existing Customer,49,F,4,,Single,Less than $40K,Blue,36,4,1,4,1976.0,1694,282.0,1.054,3675,81,0.841,0.857,0.00018218,0.99982
-93456,Attrited Customer,39,F,5,Graduate,Married,Less than $40K,Blue,36,3,3,3,3664.0,0,3664.0,0.419,1479,44,0.9129999999999999,0.0,0.9968100000000001,0.00319072
-93457,Existing Customer,44,F,2,,Married,Less than $40K,Blue,30,3,1,4,3734.0,0,3734.0,0.9540000000000001,3144,62,0.722,0.0,0.00017371,0.9998299999999999
-93458,Existing Customer,40,M,2,Graduate,Single,$40K - $60K,Blue,36,3,2,3,6033.0,0,6033.0,0.8340000000000001,4505,74,0.721,0.0,0.00019143,0.9998100000000001
+93456,Attrited Customer,39,F,5,Graduate,Married,Less than $40K,Blue,36,3,3,3,3664.0,0,3664.0,0.419,1479,44,0.913,0.0,0.99681,0.00319072
+93457,Existing Customer,44,F,2,,Married,Less than $40K,Blue,30,3,1,4,3734.0,0,3734.0,0.954,3144,62,0.722,0.0,0.00017371,0.99983
+93458,Existing Customer,40,M,2,Graduate,Single,$40K - $60K,Blue,36,3,2,3,6033.0,0,6033.0,0.834,4505,74,0.721,0.0,0.00019143,0.99981
 93459,Existing Customer,56,M,3,High School,Married,$80K - $120K,Blue,45,5,2,2,4531.0,0,4531.0,0.491,1425,27,1.077,0.0,0.00011482,0.99989
-93460,Existing Customer,45,F,3,Uneducated,,Less than $40K,Blue,36,4,4,3,6245.0,0,6245.0,0.5539999999999999,2521,50,0.667,0.0,0.00039004,0.99961
-93461,Existing Customer,37,M,5,Doctorate,Single,$80K - $120K,Silver,36,4,1,1,34516.0,0,34516.0,0.711,2681,55,0.618,0.0,4.4837e-05,0.9999600000000001
-93462,Existing Customer,42,M,5,Graduate,Married,$60K - $80K,Blue,27,3,2,3,11880.0,2025,9855.0,0.835,1789,42,1.4709999999999999,0.17,0.00019764,0.9998
-93463,Existing Customer,43,F,2,,Married,Less than $40K,Blue,37,5,2,3,4188.0,0,4188.0,0.565,3492,69,0.6829999999999999,0.0,0.00021042,0.99979
-93464,Existing Customer,59,F,2,Uneducated,Single,Less than $40K,Blue,54,5,1,2,9344.0,1334,8010.0,0.375,4154,60,0.818,0.14300000000000002,5.663e-05,0.9999399999999999
+93460,Existing Customer,45,F,3,Uneducated,,Less than $40K,Blue,36,4,4,3,6245.0,0,6245.0,0.554,2521,50,0.667,0.0,0.00039004,0.99961
+93461,Existing Customer,37,M,5,Doctorate,Single,$80K - $120K,Silver,36,4,1,1,34516.0,0,34516.0,0.711,2681,55,0.618,0.0,4.4837e-05,0.99996
+93462,Existing Customer,42,M,5,Graduate,Married,$60K - $80K,Blue,27,3,2,3,11880.0,2025,9855.0,0.835,1789,42,1.471,0.17,0.00019764,0.9998
+93463,Existing Customer,43,F,2,,Married,Less than $40K,Blue,37,5,2,3,4188.0,0,4188.0,0.565,3492,69,0.683,0.0,0.00021042,0.99979
+93464,Existing Customer,59,F,2,Uneducated,Single,Less than $40K,Blue,54,5,1,2,9344.0,1334,8010.0,0.375,4154,60,0.818,0.143,5.663e-05,0.99994
 93465,Existing Customer,42,M,3,High School,Married,$80K - $120K,Blue,36,3,2,2,24126.0,948,23178.0,0.616,3342,52,0.677,0.039,0.00011482,0.99989
-93466,Existing Customer,46,M,5,High School,,$120K +,Blue,26,4,3,3,34516.0,772,33744.0,0.9790000000000001,3699,77,0.878,0.022000000000000002,0.00030361,0.9997
-93467,Existing Customer,28,M,0,High School,Single,Less than $40K,Blue,36,6,3,4,2295.0,1015,1280.0,1.04,3366,82,0.708,0.442,0.00043049,0.9995700000000001
-93468,Attrited Customer,47,F,3,Graduate,Married,$40K - $60K,Blue,31,6,3,6,5496.0,0,5496.0,0.5479999999999999,1913,34,0.308,0.0,0.99939,0.00061414
+93466,Existing Customer,46,M,5,High School,,$120K +,Blue,26,4,3,3,34516.0,772,33744.0,0.979,3699,77,0.878,0.022,0.00030361,0.9997
+93467,Existing Customer,28,M,0,High School,Single,Less than $40K,Blue,36,6,3,4,2295.0,1015,1280.0,1.04,3366,82,0.708,0.442,0.00043049,0.99957
+93468,Attrited Customer,47,F,3,Graduate,Married,$40K - $60K,Blue,31,6,3,6,5496.0,0,5496.0,0.548,1913,34,0.308,0.0,0.99939,0.00061414
 93469,Attrited Customer,54,M,2,Graduate,Single,$80K - $120K,Blue,36,5,3,3,12342.0,0,12342.0,0.431,1430,37,0.423,0.0,0.99671,0.00329379
-93470,Existing Customer,55,F,1,College,,Less than $40K,Blue,36,4,2,4,1928.0,1125,803.0,0.9109999999999999,2190,30,0.667,0.584,0.00029801,0.9997
-93471,Existing Customer,62,M,1,Uneducated,Single,$60K - $80K,Blue,49,4,1,2,12814.0,1010,11804.0,0.8690000000000001,3566,76,0.551,0.079,5.3155e-05,0.99995
-93472,Existing Customer,49,F,2,Uneducated,Married,Less than $40K,Blue,34,6,2,4,5242.0,1465,3777.0,1.025,4098,68,0.789,0.27899999999999997,0.00033577,0.99966
-93473,Attrited Customer,48,M,3,Graduate,Married,$60K - $80K,Blue,37,5,2,2,8808.0,390,8418.0,0.628,1905,42,0.44799999999999995,0.044000000000000004,0.99161,0.00839
-93474,Existing Customer,43,F,3,Graduate,Single,Less than $40K,Blue,35,3,1,2,4469.0,2002,2467.0,0.669,2111,38,0.462,0.44799999999999995,5.7151e-05,0.9999399999999999
-93475,Existing Customer,51,M,1,Doctorate,Married,$80K - $120K,Blue,44,5,2,4,8031.0,1167,6864.0,0.5489999999999999,3576,77,0.7909999999999999,0.145,0.00044353,0.99956
-93476,Existing Customer,48,M,4,High School,,$60K - $80K,Blue,41,4,1,3,9728.0,0,9728.0,0.8059999999999999,3756,57,0.727,0.0,9.444700000000001e-05,0.9999100000000001
-93477,Existing Customer,47,F,5,Doctorate,Married,$40K - $60K,Blue,40,6,1,1,4748.0,1008,3740.0,0.484,3197,70,0.7070000000000001,0.212,4.9622e-05,0.99995
-93478,Existing Customer,50,M,2,Graduate,Single,$80K - $120K,Blue,38,4,1,1,19999.0,1007,18992.0,0.987,3183,69,0.5,0.05,3.3214000000000004e-05,0.99997
-93479,Existing Customer,56,M,2,Uneducated,Divorced,$40K - $60K,Blue,45,3,1,3,6331.0,1420,4911.0,0.529,3527,69,0.43799999999999994,0.22399999999999998,9.5249e-05,0.9999
-93480,Existing Customer,43,M,2,,Single,$40K - $60K,Blue,31,6,1,1,9662.0,817,8845.0,0.679,3817,70,0.489,0.085,3.6508000000000004e-05,0.9999600000000001
-93481,Attrited Customer,47,F,2,Graduate,Married,Less than $40K,Blue,36,6,3,2,1693.0,1088,605.0,0.532,2104,40,0.7390000000000001,0.643,0.9944700000000001,0.005529999999999999
-93482,Existing Customer,49,F,3,,Married,Less than $40K,Blue,36,5,2,4,2964.0,2043,921.0,0.6920000000000001,4345,69,0.46799999999999997,0.6890000000000001,0.00037246,0.9996299999999999
-93483,Existing Customer,48,F,2,High School,Single,Less than $40K,Blue,36,3,3,3,5483.0,535,4948.0,0.6809999999999999,2051,49,0.633,0.098,0.00029408,0.99971
-93484,Attrited Customer,40,M,3,Graduate,Married,$60K - $80K,Blue,27,4,2,3,15186.0,0,15186.0,0.483,1884,33,0.435,0.0,0.9949899999999999,0.0050100000000000006
+93470,Existing Customer,55,F,1,College,,Less than $40K,Blue,36,4,2,4,1928.0,1125,803.0,0.911,2190,30,0.667,0.584,0.00029801,0.9997
+93471,Existing Customer,62,M,1,Uneducated,Single,$60K - $80K,Blue,49,4,1,2,12814.0,1010,11804.0,0.869,3566,76,0.551,0.079,5.3155e-05,0.99995
+93472,Existing Customer,49,F,2,Uneducated,Married,Less than $40K,Blue,34,6,2,4,5242.0,1465,3777.0,1.025,4098,68,0.789,0.279,0.00033577,0.99966
+93473,Attrited Customer,48,M,3,Graduate,Married,$60K - $80K,Blue,37,5,2,2,8808.0,390,8418.0,0.628,1905,42,0.448,0.044,0.99161,0.00839
+93474,Existing Customer,43,F,3,Graduate,Single,Less than $40K,Blue,35,3,1,2,4469.0,2002,2467.0,0.669,2111,38,0.462,0.448,5.7151e-05,0.99994
+93475,Existing Customer,51,M,1,Doctorate,Married,$80K - $120K,Blue,44,5,2,4,8031.0,1167,6864.0,0.549,3576,77,0.791,0.145,0.00044353,0.99956
+93476,Existing Customer,48,M,4,High School,,$60K - $80K,Blue,41,4,1,3,9728.0,0,9728.0,0.806,3756,57,0.727,0.0,9.4447e-05,0.99991
+93477,Existing Customer,47,F,5,Doctorate,Married,$40K - $60K,Blue,40,6,1,1,4748.0,1008,3740.0,0.484,3197,70,0.707,0.212,4.9622e-05,0.99995
+93478,Existing Customer,50,M,2,Graduate,Single,$80K - $120K,Blue,38,4,1,1,19999.0,1007,18992.0,0.987,3183,69,0.5,0.05,3.3214e-05,0.99997
+93479,Existing Customer,56,M,2,Uneducated,Divorced,$40K - $60K,Blue,45,3,1,3,6331.0,1420,4911.0,0.529,3527,69,0.438,0.224,9.5249e-05,0.9999
+93480,Existing Customer,43,M,2,,Single,$40K - $60K,Blue,31,6,1,1,9662.0,817,8845.0,0.679,3817,70,0.489,0.085,3.6508e-05,0.99996
+93481,Attrited Customer,47,F,2,Graduate,Married,Less than $40K,Blue,36,6,3,2,1693.0,1088,605.0,0.532,2104,40,0.739,0.643,0.99447,0.00553
+93482,Existing Customer,49,F,3,,Married,Less than $40K,Blue,36,5,2,4,2964.0,2043,921.0,0.692,4345,69,0.468,0.689,0.00037246,0.99963
+93483,Existing Customer,48,F,2,High School,Single,Less than $40K,Blue,36,3,3,3,5483.0,535,4948.0,0.681,2051,49,0.633,0.098,0.00029408,0.99971
+93484,Attrited Customer,40,M,3,Graduate,Married,$60K - $80K,Blue,27,4,2,3,15186.0,0,15186.0,0.483,1884,33,0.435,0.0,0.99499,0.00501
 93485,Existing Customer,41,M,3,Graduate,Married,$80K - $120K,Blue,26,6,3,3,33408.0,0,33408.0,0.816,3754,77,0.878,0.0,0.0003139,0.99969
 93486,Existing Customer,43,F,2,High School,Married,Less than $40K,Blue,37,4,2,2,3125.0,2517,608.0,0.73,4422,71,0.732,0.805,0.00011065,0.99989
 93487,Existing Customer,42,M,3,Graduate,Single,$60K - $80K,Blue,31,3,3,4,2934.0,2517,417.0,0.868,2484,55,0.774,0.858,0.00053543,0.99946
-93488,Existing Customer,39,M,3,Graduate,Single,$120K +,Blue,36,4,2,2,34516.0,0,34516.0,0.754,3572,55,0.667,0.0,0.00011811,0.9998799999999999
-93489,Attrited Customer,50,F,1,Doctorate,Single,$40K - $60K,Blue,36,6,3,2,5349.0,2391,2958.0,0.6709999999999999,2122,46,0.39399999999999996,0.447,0.99592,0.00407548
-93490,Existing Customer,50,M,3,Uneducated,Single,$80K - $120K,Blue,38,6,2,0,9810.0,1838,7972.0,0.6609999999999999,2247,41,0.64,0.187,4.4796e-05,0.9999600000000001
+93488,Existing Customer,39,M,3,Graduate,Single,$120K +,Blue,36,4,2,2,34516.0,0,34516.0,0.754,3572,55,0.667,0.0,0.00011811,0.99988
+93489,Attrited Customer,50,F,1,Doctorate,Single,$40K - $60K,Blue,36,6,3,2,5349.0,2391,2958.0,0.671,2122,46,0.394,0.447,0.99592,0.00407548
+93490,Existing Customer,50,M,3,Uneducated,Single,$80K - $120K,Blue,38,6,2,0,9810.0,1838,7972.0,0.661,2247,41,0.64,0.187,4.4796e-05,0.99996
 93491,Existing Customer,50,M,4,College,Married,$120K +,Blue,36,6,1,4,7084.0,0,7084.0,0.889,3838,66,0.737,0.0,0.00016114,0.99984
-93492,Existing Customer,51,F,2,,Single,Less than $40K,Blue,36,3,1,3,3537.0,0,3537.0,0.647,4101,80,0.7020000000000001,0.0,0.00010183,0.9999
+93492,Existing Customer,51,F,2,,Single,Less than $40K,Blue,36,3,1,3,3537.0,0,3537.0,0.647,4101,80,0.702,0.0,0.00010183,0.9999
 93493,Existing Customer,47,M,5,Doctorate,Single,Less than $40K,Blue,36,3,1,2,8896.0,1338,7558.0,0.741,4252,70,0.591,0.15,8.2285e-05,0.99992
-93494,Existing Customer,41,M,3,,Divorced,$80K - $120K,Blue,29,5,2,3,30733.0,1153,29580.0,0.987,3455,80,0.7020000000000001,0.038,0.00021834,0.9997799999999999
-93495,Existing Customer,49,M,0,,Married,$60K - $80K,Blue,39,6,2,4,10177.0,1748,8429.0,0.622,3557,64,0.9390000000000001,0.172,0.00030803,0.99969
-93496,Existing Customer,42,F,3,High School,Married,Less than $40K,Blue,33,5,2,4,6848.0,0,6848.0,0.9620000000000001,4006,82,0.8220000000000001,0.0,0.00032942,0.9996700000000001
-93497,Existing Customer,42,M,1,Graduate,Married,$60K - $80K,Blue,33,6,2,3,17165.0,1153,16012.0,0.578,4063,62,0.6759999999999999,0.067,0.00017969,0.99982
-93498,Existing Customer,45,M,3,Graduate,Married,$80K - $120K,Blue,36,3,3,1,20274.0,2100,18174.0,0.584,5274,66,0.61,0.10400000000000001,0.00011256,0.99989
-93499,Existing Customer,50,M,1,Doctorate,Divorced,$60K - $80K,Blue,33,3,5,2,19939.0,0,19939.0,1.03,3342,76,0.462,0.0,0.00027287,0.9997299999999999
-93500,Existing Customer,53,M,3,Graduate,Single,$120K +,Blue,45,4,3,1,3378.0,1852,1526.0,0.483,4437,50,1.0,0.5479999999999999,0.00011256,0.99989
+93494,Existing Customer,41,M,3,,Divorced,$80K - $120K,Blue,29,5,2,3,30733.0,1153,29580.0,0.987,3455,80,0.702,0.038,0.00021834,0.99978
+93495,Existing Customer,49,M,0,,Married,$60K - $80K,Blue,39,6,2,4,10177.0,1748,8429.0,0.622,3557,64,0.939,0.172,0.00030803,0.99969
+93496,Existing Customer,42,F,3,High School,Married,Less than $40K,Blue,33,5,2,4,6848.0,0,6848.0,0.962,4006,82,0.822,0.0,0.00032942,0.99967
+93497,Existing Customer,42,M,1,Graduate,Married,$60K - $80K,Blue,33,6,2,3,17165.0,1153,16012.0,0.578,4063,62,0.676,0.067,0.00017969,0.99982
+93498,Existing Customer,45,M,3,Graduate,Married,$80K - $120K,Blue,36,3,3,1,20274.0,2100,18174.0,0.584,5274,66,0.61,0.104,0.00011256,0.99989
+93499,Existing Customer,50,M,1,Doctorate,Divorced,$60K - $80K,Blue,33,3,5,2,19939.0,0,19939.0,1.03,3342,76,0.462,0.0,0.00027287,0.99973
+93500,Existing Customer,53,M,3,Graduate,Single,$120K +,Blue,45,4,3,1,3378.0,1852,1526.0,0.483,4437,50,1.0,0.548,0.00011256,0.99989
 93501,Existing Customer,51,M,2,,Married,$80K - $120K,Blue,39,4,3,2,9773.0,1998,7775.0,0.782,3578,71,0.775,0.204,0.00019771,0.9998
 93502,Existing Customer,50,F,1,,Married,,Blue,31,5,3,1,3668.0,0,3668.0,0.62,4430,76,0.617,0.0,0.00011192,0.99989
 93503,Existing Customer,64,M,0,Graduate,Single,Less than $40K,Blue,36,3,2,4,3196.0,0,3196.0,0.578,3412,72,0.674,0.0,0.00028024,0.99972
 93504,Attrited Customer,45,M,3,College,Single,$80K - $120K,Silver,33,1,3,3,34516.0,0,34516.0,1.492,2534,43,0.433,0.0,0.99639,0.00361221
-93505,Existing Customer,52,F,2,High School,Single,Less than $40K,Blue,47,5,2,3,7030.0,994,6036.0,0.725,3211,69,0.725,0.141,0.0001861,0.9998100000000001
-93506,Attrited Customer,47,M,5,High School,Married,$80K - $120K,Blue,37,2,2,2,9410.0,0,9410.0,0.586,2178,41,0.8640000000000001,0.0,0.9913200000000001,0.00868
-93507,Attrited Customer,38,M,2,Graduate,Single,$120K +,Blue,36,5,2,1,34516.0,1229,33287.0,0.42700000000000005,1797,35,0.29600000000000004,0.036000000000000004,0.98564,0.01436
+93505,Existing Customer,52,F,2,High School,Single,Less than $40K,Blue,47,5,2,3,7030.0,994,6036.0,0.725,3211,69,0.725,0.141,0.0001861,0.99981
+93506,Attrited Customer,47,M,5,High School,Married,$80K - $120K,Blue,37,2,2,2,9410.0,0,9410.0,0.586,2178,41,0.864,0.0,0.99132,0.00868
+93507,Attrited Customer,38,M,2,Graduate,Single,$120K +,Blue,36,5,2,1,34516.0,1229,33287.0,0.427,1797,35,0.296,0.036,0.98564,0.01436
 93508,Existing Customer,45,F,0,Graduate,Married,Less than $40K,Blue,38,4,3,3,4096.0,1468,2628.0,0.627,3490,66,0.737,0.358,0.0002596,0.99974
-93509,Existing Customer,43,F,2,Graduate,Married,,Blue,34,6,1,4,7210.0,782,6428.0,0.733,4249,75,0.5,0.10800000000000001,0.00015804,0.99984
-93510,Existing Customer,57,M,2,High School,Single,$80K - $120K,Blue,36,6,3,0,8026.0,2202,5824.0,0.586,4072,72,0.6,0.27399999999999997,6.4505e-05,0.9999399999999999
-93511,Existing Customer,47,F,3,Graduate,,,Blue,34,5,1,4,18064.0,2039,16025.0,0.89,4435,88,0.7959999999999999,0.113,0.00016399,0.99984
-93512,Existing Customer,42,F,3,Graduate,Single,Less than $40K,Blue,35,5,2,4,5596.0,1086,4510.0,0.5870000000000001,3896,65,0.757,0.19399999999999998,0.00033886,0.99966
-93513,Existing Customer,52,F,2,Uneducated,Married,Less than $40K,Blue,43,3,3,3,6897.0,640,6257.0,1.052,2781,57,0.8390000000000001,0.09300000000000001,0.00031104,0.99969
-93514,Existing Customer,48,F,3,Post-Graduate,Married,Less than $40K,Silver,40,6,3,3,13991.0,1580,12411.0,0.8640000000000001,4100,74,0.721,0.113,0.00033374,0.9996700000000001
-93515,Existing Customer,44,M,3,Post-Graduate,Married,$40K - $60K,Blue,36,5,2,2,11366.0,2109,9257.0,0.993,3495,70,0.795,0.18600000000000003,0.00013897,0.9998600000000001
-93516,Existing Customer,40,F,3,High School,Single,Less than $40K,Blue,34,5,1,3,1707.0,989,718.0,0.555,3935,76,0.52,0.579,9.344799999999999e-05,0.9999100000000001
-93517,Existing Customer,50,F,4,Doctorate,Married,,Blue,38,6,4,2,23692.0,2402,21290.0,0.9420000000000001,3632,62,0.6759999999999999,0.10099999999999999,0.00032988,0.9996700000000001
-93518,Existing Customer,41,M,5,,,$80K - $120K,Blue,29,6,2,1,11191.0,0,11191.0,0.8079999999999999,3839,73,0.78,0.0,7.7894e-05,0.99992
-93519,Existing Customer,42,F,5,College,Married,Less than $40K,Blue,31,3,1,2,3476.0,700,2776.0,0.604,4364,88,0.517,0.201,5.5282e-05,0.9999399999999999
+93509,Existing Customer,43,F,2,Graduate,Married,,Blue,34,6,1,4,7210.0,782,6428.0,0.733,4249,75,0.5,0.108,0.00015804,0.99984
+93510,Existing Customer,57,M,2,High School,Single,$80K - $120K,Blue,36,6,3,0,8026.0,2202,5824.0,0.586,4072,72,0.6,0.274,6.4505e-05,0.99994
+93511,Existing Customer,47,F,3,Graduate,,,Blue,34,5,1,4,18064.0,2039,16025.0,0.89,4435,88,0.796,0.113,0.00016399,0.99984
+93512,Existing Customer,42,F,3,Graduate,Single,Less than $40K,Blue,35,5,2,4,5596.0,1086,4510.0,0.587,3896,65,0.757,0.194,0.00033886,0.99966
+93513,Existing Customer,52,F,2,Uneducated,Married,Less than $40K,Blue,43,3,3,3,6897.0,640,6257.0,1.052,2781,57,0.839,0.093,0.00031104,0.99969
+93514,Existing Customer,48,F,3,Post-Graduate,Married,Less than $40K,Silver,40,6,3,3,13991.0,1580,12411.0,0.864,4100,74,0.721,0.113,0.00033374,0.99967
+93515,Existing Customer,44,M,3,Post-Graduate,Married,$40K - $60K,Blue,36,5,2,2,11366.0,2109,9257.0,0.993,3495,70,0.795,0.186,0.00013897,0.99986
+93516,Existing Customer,40,F,3,High School,Single,Less than $40K,Blue,34,5,1,3,1707.0,989,718.0,0.555,3935,76,0.52,0.579,9.3448e-05,0.99991
+93517,Existing Customer,50,F,4,Doctorate,Married,,Blue,38,6,4,2,23692.0,2402,21290.0,0.942,3632,62,0.676,0.101,0.00032988,0.99967
+93518,Existing Customer,41,M,5,,,$80K - $120K,Blue,29,6,2,1,11191.0,0,11191.0,0.808,3839,73,0.78,0.0,7.7894e-05,0.99992
+93519,Existing Customer,42,F,5,College,Married,Less than $40K,Blue,31,3,1,2,3476.0,700,2776.0,0.604,4364,88,0.517,0.201,5.5282e-05,0.99994
 93520,Existing Customer,43,M,2,Uneducated,Single,$60K - $80K,Silver,37,4,3,3,27781.0,0,27781.0,1.0,3184,61,0.743,0.0,0.00028105,0.99972
-93521,Existing Customer,44,M,4,Graduate,Single,$60K - $80K,Blue,25,3,3,2,10534.0,0,10534.0,0.985,3456,72,0.636,0.0,0.00018864,0.9998100000000001
-93522,Existing Customer,61,F,1,Graduate,Single,Less than $40K,Blue,54,3,2,2,2721.0,0,2721.0,0.7340000000000001,2088,37,0.682,0.0,0.00010684,0.99989
-93523,Existing Customer,51,M,3,Graduate,Single,$80K - $120K,Blue,43,4,2,3,10458.0,0,10458.0,0.5870000000000001,3481,51,0.5,0.0,0.00019864,0.9998
-93524,Attrited Customer,40,M,4,High School,Married,$60K - $80K,Blue,29,3,3,2,12544.0,1636,10908.0,0.503,1758,51,0.457,0.13,0.9945799999999999,0.00542
-93525,Existing Customer,46,M,5,Doctorate,Single,$60K - $80K,Blue,39,4,3,3,11464.0,0,11464.0,1.02,3660,55,1.037,0.0,0.00045190000000000003,0.99955
-93526,Existing Customer,50,M,1,Uneducated,Married,$120K +,Blue,44,5,2,4,3104.0,1791,1313.0,1.048,4006,76,0.81,0.5770000000000001,0.00031517,0.9996799999999999
-93527,Existing Customer,48,M,1,,Married,$60K - $80K,Blue,36,4,1,3,11770.0,1813,9957.0,0.623,3280,70,0.667,0.154,9.557700000000001e-05,0.9999
-93528,Existing Customer,50,M,1,Graduate,Single,$120K +,Blue,40,4,2,3,34516.0,1185,33331.0,0.725,3874,72,0.7140000000000001,0.034,0.00017969,0.99982
-93529,Existing Customer,44,M,4,,Single,$60K - $80K,Blue,36,3,1,4,10998.0,1586,9412.0,0.907,2237,33,0.435,0.14400000000000002,0.00018218,0.99982
+93521,Existing Customer,44,M,4,Graduate,Single,$60K - $80K,Blue,25,3,3,2,10534.0,0,10534.0,0.985,3456,72,0.636,0.0,0.00018864,0.99981
+93522,Existing Customer,61,F,1,Graduate,Single,Less than $40K,Blue,54,3,2,2,2721.0,0,2721.0,0.734,2088,37,0.682,0.0,0.00010684,0.99989
+93523,Existing Customer,51,M,3,Graduate,Single,$80K - $120K,Blue,43,4,2,3,10458.0,0,10458.0,0.587,3481,51,0.5,0.0,0.00019864,0.9998
+93524,Attrited Customer,40,M,4,High School,Married,$60K - $80K,Blue,29,3,3,2,12544.0,1636,10908.0,0.503,1758,51,0.457,0.13,0.99458,0.00542
+93525,Existing Customer,46,M,5,Doctorate,Single,$60K - $80K,Blue,39,4,3,3,11464.0,0,11464.0,1.02,3660,55,1.037,0.0,0.0004519,0.99955
+93526,Existing Customer,50,M,1,Uneducated,Married,$120K +,Blue,44,5,2,4,3104.0,1791,1313.0,1.048,4006,76,0.81,0.577,0.00031517,0.99968
+93527,Existing Customer,48,M,1,,Married,$60K - $80K,Blue,36,4,1,3,11770.0,1813,9957.0,0.623,3280,70,0.667,0.154,9.5577e-05,0.9999
+93528,Existing Customer,50,M,1,Graduate,Single,$120K +,Blue,40,4,2,3,34516.0,1185,33331.0,0.725,3874,72,0.714,0.034,0.00017969,0.99982
+93529,Existing Customer,44,M,4,,Single,$60K - $80K,Blue,36,3,1,4,10998.0,1586,9412.0,0.907,2237,33,0.435,0.144,0.00018218,0.99982
 93530,Existing Customer,42,F,4,,Married,Less than $40K,Blue,37,3,1,3,2757.0,1785,972.0,0.735,3766,69,0.605,0.647,0.00010679,0.99989
-93531,Existing Customer,46,M,3,Uneducated,Single,$60K - $80K,Blue,36,5,1,2,5489.0,1189,4300.0,0.95,3215,64,0.882,0.217,5.8763e-05,0.9999399999999999
-93532,Existing Customer,52,M,1,High School,Single,$120K +,Blue,38,3,1,2,19709.0,1924,17785.0,0.46799999999999997,3000,64,0.6409999999999999,0.098,5.0256e-05,0.99995
-93533,Attrited Customer,42,M,3,Graduate,Married,Less than $40K,Blue,38,2,3,3,6967.0,1767,5200.0,0.54,1919,38,0.52,0.254,0.9968299999999999,0.00317458
+93531,Existing Customer,46,M,3,Uneducated,Single,$60K - $80K,Blue,36,5,1,2,5489.0,1189,4300.0,0.95,3215,64,0.882,0.217,5.8763e-05,0.99994
+93532,Existing Customer,52,M,1,High School,Single,$120K +,Blue,38,3,1,2,19709.0,1924,17785.0,0.468,3000,64,0.641,0.098,5.0256e-05,0.99995
+93533,Attrited Customer,42,M,3,Graduate,Married,Less than $40K,Blue,38,2,3,3,6967.0,1767,5200.0,0.54,1919,38,0.52,0.254,0.99683,0.00317458
 93534,Existing Customer,47,M,3,High School,Married,$80K - $120K,Blue,32,3,2,2,23424.0,2517,20907.0,0.762,3537,73,0.738,0.107,0.00011482,0.99989
-93535,Existing Customer,39,M,3,High School,Single,$60K - $80K,Blue,32,3,2,2,21718.0,2386,19332.0,0.743,3492,66,0.6920000000000001,0.11,0.00011482,0.99989
-93536,Existing Customer,53,F,3,Uneducated,Single,Less than $40K,Blue,48,5,3,1,4908.0,1429,3479.0,0.745,3535,65,0.667,0.29100000000000004,0.00011574,0.9998799999999999
-93537,Existing Customer,52,M,2,High School,Single,$40K - $60K,Blue,36,3,1,3,1470.0,0,1470.0,0.64,4095,63,0.75,0.0,9.0056e-05,0.9999100000000001
-93538,Existing Customer,39,M,0,Graduate,Single,$80K - $120K,Gold,32,3,1,4,34516.0,1793,32723.0,0.545,4256,82,0.7829999999999999,0.052000000000000005,0.00015624,0.99984
+93535,Existing Customer,39,M,3,High School,Single,$60K - $80K,Blue,32,3,2,2,21718.0,2386,19332.0,0.743,3492,66,0.692,0.11,0.00011482,0.99989
+93536,Existing Customer,53,F,3,Uneducated,Single,Less than $40K,Blue,48,5,3,1,4908.0,1429,3479.0,0.745,3535,65,0.667,0.291,0.00011574,0.99988
+93537,Existing Customer,52,M,2,High School,Single,$40K - $60K,Blue,36,3,1,3,1470.0,0,1470.0,0.64,4095,63,0.75,0.0,9.0056e-05,0.99991
+93538,Existing Customer,39,M,0,Graduate,Single,$80K - $120K,Gold,32,3,1,4,34516.0,1793,32723.0,0.545,4256,82,0.783,0.052,0.00015624,0.99984
 93539,Existing Customer,63,M,1,Graduate,Single,Less than $40K,Blue,56,4,2,2,7936.0,2081,5855.0,0.941,4247,81,0.841,0.262,0.00010684,0.99989
 93540,Existing Customer,53,M,4,College,Single,$60K - $80K,Blue,45,5,3,2,14366.0,888,13478.0,0.638,3868,66,0.61,0.062,0.0001834,0.99982
-93541,Existing Customer,54,F,0,,Single,$40K - $60K,Blue,35,4,1,3,9231.0,1642,7589.0,0.41600000000000004,4676,68,0.659,0.17800000000000002,8.737899999999999e-05,0.9999100000000001
+93541,Existing Customer,54,F,0,,Single,$40K - $60K,Blue,35,4,1,3,9231.0,1642,7589.0,0.416,4676,68,0.659,0.178,8.7379e-05,0.99991
 93542,Existing Customer,45,F,4,Uneducated,Married,$40K - $60K,Silver,36,6,2,2,18679.0,905,17774.0,0.541,2168,55,0.486,0.048,0.0001109,0.99989
-93543,Existing Customer,45,F,3,Uneducated,Divorced,,Blue,36,6,3,2,20356.0,2517,17839.0,0.607,4547,67,0.861,0.124,0.00019191,0.9998100000000001
-93544,Existing Customer,52,F,1,Uneducated,Single,,Blue,40,5,1,3,2259.0,1721,538.0,0.682,1852,38,0.81,0.762,8.9404e-05,0.9999100000000001
+93543,Existing Customer,45,F,3,Uneducated,Divorced,,Blue,36,6,3,2,20356.0,2517,17839.0,0.607,4547,67,0.861,0.124,0.00019191,0.99981
+93544,Existing Customer,52,F,1,Uneducated,Single,,Blue,40,5,1,3,2259.0,1721,538.0,0.682,1852,38,0.81,0.762,8.9404e-05,0.99991
 93545,Existing Customer,64,F,0,Graduate,Single,Less than $40K,Blue,53,5,3,4,6663.0,765,5898.0,1.129,4583,78,0.857,0.115,0.00044282,0.99956
-93546,Existing Customer,47,F,4,,,Less than $40K,Blue,34,6,2,4,2424.0,0,2424.0,0.662,3890,66,0.65,0.0,0.00037644,0.9996200000000001
+93546,Existing Customer,47,F,4,,,Less than $40K,Blue,34,6,2,4,2424.0,0,2424.0,0.662,3890,66,0.65,0.0,0.00037644,0.99962
 93547,Existing Customer,45,F,5,College,Single,$40K - $60K,Silver,39,3,2,2,15677.0,1227,14450.0,0.76,3818,81,0.588,0.078,0.00010323,0.9999
-93548,Existing Customer,41,M,4,Graduate,Divorced,$40K - $60K,Blue,30,4,2,3,2334.0,1138,1196.0,0.826,2155,48,0.7140000000000001,0.488,0.00020077,0.9998
-93549,Existing Customer,56,F,3,College,Single,,Blue,43,6,1,3,1816.0,1052,764.0,0.547,4175,65,0.667,0.579,9.345700000000001e-05,0.9999100000000001
-93550,Existing Customer,52,F,2,Graduate,Married,Less than $40K,Blue,36,3,1,3,4950.0,1829,3121.0,0.6709999999999999,4529,73,0.872,0.369,9.2637e-05,0.9999100000000001
+93548,Existing Customer,41,M,4,Graduate,Divorced,$40K - $60K,Blue,30,4,2,3,2334.0,1138,1196.0,0.826,2155,48,0.714,0.488,0.00020077,0.9998
+93549,Existing Customer,56,F,3,College,Single,,Blue,43,6,1,3,1816.0,1052,764.0,0.547,4175,65,0.667,0.579,9.3457e-05,0.99991
+93550,Existing Customer,52,F,2,Graduate,Married,Less than $40K,Blue,36,3,1,3,4950.0,1829,3121.0,0.671,4529,73,0.872,0.369,9.2637e-05,0.99991
 93551,Existing Customer,39,M,1,Uneducated,Single,$80K - $120K,Blue,30,3,1,4,34516.0,2055,32461.0,0.589,4048,74,0.51,0.06,0.00015252,0.99985
-93552,Existing Customer,61,M,0,Uneducated,Married,$120K +,Blue,36,4,3,4,24172.0,2517,21655.0,0.424,1658,27,0.5,0.10400000000000001,0.00045531,0.99954
-93553,Existing Customer,57,M,1,Graduate,Married,$60K - $80K,Blue,36,4,1,3,9037.0,1544,7493.0,0.321,1627,27,0.5,0.171,8.6952e-05,0.9999100000000001
-93554,Existing Customer,46,F,3,College,Single,Less than $40K,Blue,42,3,2,4,7616.0,1251,6365.0,0.581,2006,52,0.405,0.16399999999999998,0.00032945,0.9996700000000001
-93555,Existing Customer,38,M,2,,Divorced,$40K - $60K,Blue,28,3,3,4,11209.0,1165,10044.0,0.966,4614,96,0.7140000000000001,0.10400000000000001,0.00056716,0.9994299999999999
-93556,Existing Customer,44,F,4,Uneducated,Divorced,,Blue,36,3,2,0,9908.0,2066,7842.0,0.46299999999999997,3749,80,0.667,0.209,4.5275e-05,0.99995
+93552,Existing Customer,61,M,0,Uneducated,Married,$120K +,Blue,36,4,3,4,24172.0,2517,21655.0,0.424,1658,27,0.5,0.104,0.00045531,0.99954
+93553,Existing Customer,57,M,1,Graduate,Married,$60K - $80K,Blue,36,4,1,3,9037.0,1544,7493.0,0.321,1627,27,0.5,0.171,8.6952e-05,0.99991
+93554,Existing Customer,46,F,3,College,Single,Less than $40K,Blue,42,3,2,4,7616.0,1251,6365.0,0.581,2006,52,0.405,0.164,0.00032945,0.99967
+93555,Existing Customer,38,M,2,,Divorced,$40K - $60K,Blue,28,3,3,4,11209.0,1165,10044.0,0.966,4614,96,0.714,0.104,0.00056716,0.99943
+93556,Existing Customer,44,F,4,Uneducated,Divorced,,Blue,36,3,2,0,9908.0,2066,7842.0,0.463,3749,80,0.667,0.209,4.5275e-05,0.99995
 93557,Existing Customer,40,M,2,Graduate,Married,$40K - $60K,Silver,33,4,3,1,18737.0,0,18737.0,0.797,4010,76,0.767,0.0,9.8015e-05,0.9999
-93558,Existing Customer,57,F,1,High School,Single,Less than $40K,Blue,45,5,2,4,5330.0,0,5330.0,0.515,3525,79,0.8370000000000001,0.0,0.00029799,0.9997
-93559,Attrited Customer,52,M,3,High School,Single,$120K +,Blue,47,6,1,3,19032.0,0,19032.0,0.41700000000000004,1726,42,0.312,0.0,0.98941,0.01059
-93560,Existing Customer,50,F,1,,Single,,Blue,32,6,1,4,5916.0,983,4933.0,0.7609999999999999,3752,75,0.9740000000000001,0.166,0.00016305,0.99984
-93561,Existing Customer,51,M,4,Graduate,Married,$40K - $60K,Silver,46,3,5,2,16277.0,1170,15107.0,0.95,3634,62,0.6759999999999999,0.07200000000000001,0.00019038,0.9998100000000001
-93562,Existing Customer,42,M,4,High School,Single,$60K - $80K,Blue,33,5,1,3,9442.0,838,8604.0,0.654,3157,63,0.853,0.08900000000000001,9.444700000000001e-05,0.9999100000000001
+93558,Existing Customer,57,F,1,High School,Single,Less than $40K,Blue,45,5,2,4,5330.0,0,5330.0,0.515,3525,79,0.837,0.0,0.00029799,0.9997
+93559,Attrited Customer,52,M,3,High School,Single,$120K +,Blue,47,6,1,3,19032.0,0,19032.0,0.417,1726,42,0.312,0.0,0.98941,0.01059
+93560,Existing Customer,50,F,1,,Single,,Blue,32,6,1,4,5916.0,983,4933.0,0.761,3752,75,0.974,0.166,0.00016305,0.99984
+93561,Existing Customer,51,M,4,Graduate,Married,$40K - $60K,Silver,46,3,5,2,16277.0,1170,15107.0,0.95,3634,62,0.676,0.072,0.00019038,0.99981
+93562,Existing Customer,42,M,4,High School,Single,$60K - $80K,Blue,33,5,1,3,9442.0,838,8604.0,0.654,3157,63,0.853,0.089,9.4447e-05,0.99991
 93563,Existing Customer,51,F,3,,Single,Less than $40K,Blue,39,5,1,3,2990.0,0,2990.0,0.598,4065,76,0.767,0.0,0.00010566,0.99989
-93564,Existing Customer,45,M,3,Graduate,,$80K - $120K,Blue,34,6,6,3,2210.0,759,1451.0,0.892,2755,53,0.5589999999999999,0.34299999999999997,0.00024781,0.99975
-93565,Attrited Customer,44,M,4,Uneducated,Married,$40K - $60K,Blue,33,5,4,3,1527.0,0,1527.0,0.531,1877,38,0.462,0.0,0.9974700000000001,0.00252933
-93566,Existing Customer,45,M,1,Graduate,Single,$60K - $80K,Blue,36,3,1,3,6022.0,1433,4589.0,0.955,3433,68,0.943,0.23800000000000002,8.6952e-05,0.9999100000000001
-93567,Existing Customer,55,M,2,College,Divorced,$120K +,Blue,45,6,2,1,26729.0,1052,25677.0,1.034,4140,69,0.816,0.039,6.6734e-05,0.9999299999999999
-93568,Existing Customer,63,M,1,High School,Single,Less than $40K,Blue,51,5,3,2,6102.0,0,6102.0,0.639,4527,67,0.5579999999999999,0.0,0.00016413,0.99984
-93569,Existing Customer,33,F,2,Graduate,Divorced,Less than $40K,Blue,24,3,1,2,6803.0,2296,4507.0,0.754,2603,47,1.043,0.337,5.5077e-05,0.9999399999999999
-93570,Existing Customer,46,M,3,Graduate,Single,$80K - $120K,Blue,38,4,1,2,8101.0,1266,6835.0,0.615,3226,53,0.71,0.156,5.7151e-05,0.9999399999999999
-93571,Existing Customer,41,F,4,Graduate,Married,Less than $40K,Blue,36,4,1,1,4632.0,0,4632.0,0.637,4306,63,0.75,0.0,3.4833000000000003e-05,0.99997
-93572,Existing Customer,58,F,1,Graduate,Single,$40K - $60K,Blue,46,3,3,3,1996.0,1850,146.0,0.9520000000000001,3421,55,0.7190000000000001,0.927,0.00028395,0.99972
-93573,Existing Customer,51,M,3,Doctorate,Married,$120K +,Blue,42,4,1,2,11600.0,738,10862.0,0.6920000000000001,3488,80,0.778,0.064,8.2704e-05,0.99992
+93564,Existing Customer,45,M,3,Graduate,,$80K - $120K,Blue,34,6,6,3,2210.0,759,1451.0,0.892,2755,53,0.559,0.343,0.00024781,0.99975
+93565,Attrited Customer,44,M,4,Uneducated,Married,$40K - $60K,Blue,33,5,4,3,1527.0,0,1527.0,0.531,1877,38,0.462,0.0,0.99747,0.00252933
+93566,Existing Customer,45,M,1,Graduate,Single,$60K - $80K,Blue,36,3,1,3,6022.0,1433,4589.0,0.955,3433,68,0.943,0.238,8.6952e-05,0.99991
+93567,Existing Customer,55,M,2,College,Divorced,$120K +,Blue,45,6,2,1,26729.0,1052,25677.0,1.034,4140,69,0.816,0.039,6.6734e-05,0.99993
+93568,Existing Customer,63,M,1,High School,Single,Less than $40K,Blue,51,5,3,2,6102.0,0,6102.0,0.639,4527,67,0.558,0.0,0.00016413,0.99984
+93569,Existing Customer,33,F,2,Graduate,Divorced,Less than $40K,Blue,24,3,1,2,6803.0,2296,4507.0,0.754,2603,47,1.043,0.337,5.5077e-05,0.99994
+93570,Existing Customer,46,M,3,Graduate,Single,$80K - $120K,Blue,38,4,1,2,8101.0,1266,6835.0,0.615,3226,53,0.71,0.156,5.7151e-05,0.99994
+93571,Existing Customer,41,F,4,Graduate,Married,Less than $40K,Blue,36,4,1,1,4632.0,0,4632.0,0.637,4306,63,0.75,0.0,3.4833e-05,0.99997
+93572,Existing Customer,58,F,1,Graduate,Single,$40K - $60K,Blue,46,3,3,3,1996.0,1850,146.0,0.952,3421,55,0.719,0.927,0.00028395,0.99972
+93573,Existing Customer,51,M,3,Doctorate,Married,$120K +,Blue,42,4,1,2,11600.0,738,10862.0,0.692,3488,80,0.778,0.064,8.2704e-05,0.99992
 93574,Existing Customer,35,M,1,,Single,$40K - $60K,Blue,25,5,3,3,2657.0,1983,674.0,0.831,2591,59,0.903,0.746,0.00031211,0.99969
-93575,Existing Customer,42,F,5,Graduate,Single,Less than $40K,Blue,36,4,2,2,8464.0,1002,7462.0,0.598,4227,92,0.84,0.11800000000000001,0.00011751,0.9998799999999999
-93576,Existing Customer,45,M,3,Post-Graduate,Married,$80K - $120K,Blue,39,6,2,2,29003.0,2323,26680.0,0.6709999999999999,1676,36,0.7140000000000001,0.08,0.00013897,0.9998600000000001
-93577,Existing Customer,51,M,3,High School,Single,$40K - $60K,Blue,36,4,3,4,5000.0,942,4058.0,0.604,4077,81,0.653,0.188,0.00052052,0.9994799999999999
-93578,Existing Customer,63,F,0,College,Single,,Blue,55,5,1,2,14963.0,1616,13347.0,0.755,3242,58,1.0,0.10800000000000001,4.595e-05,0.99995
+93575,Existing Customer,42,F,5,Graduate,Single,Less than $40K,Blue,36,4,2,2,8464.0,1002,7462.0,0.598,4227,92,0.84,0.118,0.00011751,0.99988
+93576,Existing Customer,45,M,3,Post-Graduate,Married,$80K - $120K,Blue,39,6,2,2,29003.0,2323,26680.0,0.671,1676,36,0.714,0.08,0.00013897,0.99986
+93577,Existing Customer,51,M,3,High School,Single,$40K - $60K,Blue,36,4,3,4,5000.0,942,4058.0,0.604,4077,81,0.653,0.188,0.00052052,0.99948
+93578,Existing Customer,63,F,0,College,Single,,Blue,55,5,1,2,14963.0,1616,13347.0,0.755,3242,58,1.0,0.108,4.595e-05,0.99995
 93579,Existing Customer,45,F,2,Graduate,Divorced,Less than $40K,Blue,33,6,3,3,3855.0,1188,2667.0,0.927,3885,83,0.627,0.308,0.00030251,0.9997
-93580,Existing Customer,36,M,4,College,Single,$120K +,Blue,36,5,3,3,28200.0,765,27435.0,0.68,2507,64,0.6409999999999999,0.027000000000000003,0.00030845,0.99969
+93580,Existing Customer,36,M,4,College,Single,$120K +,Blue,36,5,3,3,28200.0,765,27435.0,0.68,2507,64,0.641,0.027,0.00030845,0.99969
 93581,Existing Customer,39,F,1,Graduate,Single,Less than $40K,Blue,24,4,3,3,2310.0,1306,1004.0,0.525,4343,74,0.682,0.565,0.00028395,0.99972
-93582,Existing Customer,52,F,2,High School,Single,Less than $40K,Blue,40,3,1,3,1960.0,1428,532.0,0.57,3782,64,0.6409999999999999,0.7290000000000001,9.0056e-05,0.9999100000000001
-93583,Existing Customer,52,F,1,Graduate,Married,Less than $40K,Blue,38,3,1,3,3773.0,1291,2482.0,0.878,4697,75,0.667,0.342,8.6952e-05,0.9999100000000001
-93584,Existing Customer,50,M,1,Graduate,Married,$80K - $120K,Blue,30,6,2,3,9771.0,1776,7995.0,0.46,2778,53,0.47200000000000003,0.182,0.00017969,0.99982
-93585,Existing Customer,60,F,0,Graduate,Single,,Blue,48,3,3,4,6417.0,1372,5045.0,1.1540000000000001,3280,71,0.69,0.214,0.00044282,0.99956
-93586,Existing Customer,43,M,3,Post-Graduate,Single,$60K - $80K,Blue,33,4,3,2,16037.0,0,16037.0,0.5579999999999999,3048,70,0.75,0.0,0.00021962,0.9997799999999999
-93587,Attrited Customer,49,M,2,High School,Divorced,$40K - $60K,Blue,39,2,3,4,14839.0,512,14327.0,0.17600000000000002,1453,26,0.13,0.035,0.9980100000000001,0.00198853
-93588,Existing Customer,44,M,3,Uneducated,Married,$80K - $120K,Silver,39,5,2,2,34516.0,1461,33055.0,0.6459999999999999,3416,70,0.7070000000000001,0.042,0.00010973,0.99989
-93589,Existing Customer,54,F,2,College,Single,$40K - $60K,Blue,49,4,3,3,8769.0,1314,7455.0,0.47700000000000004,3817,60,0.818,0.15,0.00029411,0.99971
-93590,Existing Customer,50,M,1,,Married,$120K +,Blue,36,6,3,2,20968.0,0,20968.0,0.64,2823,61,0.794,0.0,0.00018558,0.9998100000000001
-93591,Existing Customer,44,M,3,High School,Married,$60K - $80K,Blue,36,4,1,2,2188.0,1241,947.0,0.782,4509,67,0.675,0.5670000000000001,5.5558999999999994e-05,0.9999399999999999
-93592,Existing Customer,52,M,5,,Married,$80K - $120K,Blue,40,3,3,4,30314.0,776,29538.0,0.705,3290,82,0.64,0.026000000000000002,0.00058553,0.99941
-93593,Attrited Customer,47,F,2,Graduate,Married,,Blue,36,1,3,2,18799.0,2517,16282.0,0.813,2315,52,0.625,0.134,0.9944700000000001,0.005529999999999999
-93594,Existing Customer,49,F,3,High School,Married,Less than $40K,Blue,45,3,3,0,1638.0,1038,600.0,0.718,4150,70,0.591,0.634,6.6935e-05,0.9999299999999999
-93595,Existing Customer,45,M,3,Graduate,Married,$40K - $60K,Blue,35,5,3,2,3538.0,0,3538.0,0.653,4123,74,0.762,0.0,0.00018665,0.9998100000000001
+93582,Existing Customer,52,F,2,High School,Single,Less than $40K,Blue,40,3,1,3,1960.0,1428,532.0,0.57,3782,64,0.641,0.729,9.0056e-05,0.99991
+93583,Existing Customer,52,F,1,Graduate,Married,Less than $40K,Blue,38,3,1,3,3773.0,1291,2482.0,0.878,4697,75,0.667,0.342,8.6952e-05,0.99991
+93584,Existing Customer,50,M,1,Graduate,Married,$80K - $120K,Blue,30,6,2,3,9771.0,1776,7995.0,0.46,2778,53,0.472,0.182,0.00017969,0.99982
+93585,Existing Customer,60,F,0,Graduate,Single,,Blue,48,3,3,4,6417.0,1372,5045.0,1.154,3280,71,0.69,0.214,0.00044282,0.99956
+93586,Existing Customer,43,M,3,Post-Graduate,Single,$60K - $80K,Blue,33,4,3,2,16037.0,0,16037.0,0.558,3048,70,0.75,0.0,0.00021962,0.99978
+93587,Attrited Customer,49,M,2,High School,Divorced,$40K - $60K,Blue,39,2,3,4,14839.0,512,14327.0,0.176,1453,26,0.13,0.035,0.99801,0.00198853
+93588,Existing Customer,44,M,3,Uneducated,Married,$80K - $120K,Silver,39,5,2,2,34516.0,1461,33055.0,0.646,3416,70,0.707,0.042,0.00010973,0.99989
+93589,Existing Customer,54,F,2,College,Single,$40K - $60K,Blue,49,4,3,3,8769.0,1314,7455.0,0.477,3817,60,0.818,0.15,0.00029411,0.99971
+93590,Existing Customer,50,M,1,,Married,$120K +,Blue,36,6,3,2,20968.0,0,20968.0,0.64,2823,61,0.794,0.0,0.00018558,0.99981
+93591,Existing Customer,44,M,3,High School,Married,$60K - $80K,Blue,36,4,1,2,2188.0,1241,947.0,0.782,4509,67,0.675,0.567,5.5559e-05,0.99994
+93592,Existing Customer,52,M,5,,Married,$80K - $120K,Blue,40,3,3,4,30314.0,776,29538.0,0.705,3290,82,0.64,0.026,0.00058553,0.99941
+93593,Attrited Customer,47,F,2,Graduate,Married,,Blue,36,1,3,2,18799.0,2517,16282.0,0.813,2315,52,0.625,0.134,0.99447,0.00553
+93594,Existing Customer,49,F,3,High School,Married,Less than $40K,Blue,45,3,3,0,1638.0,1038,600.0,0.718,4150,70,0.591,0.634,6.6935e-05,0.99993
+93595,Existing Customer,45,M,3,Graduate,Married,$40K - $60K,Blue,35,5,3,2,3538.0,0,3538.0,0.653,4123,74,0.762,0.0,0.00018665,0.99981
 93596,Existing Customer,35,F,1,Graduate,Single,$40K - $60K,Blue,16,3,2,2,2546.0,1348,1198.0,0.877,4145,75,0.596,0.529,0.00010684,0.99989
 93597,Existing Customer,65,M,1,Graduate,Single,,Blue,53,6,2,3,10775.0,1787,8988.0,0.648,3432,70,0.75,0.166,0.00017969,0.99982
-93598,Existing Customer,47,F,4,,Married,$40K - $60K,Blue,43,4,3,4,4798.0,1017,3781.0,0.45799999999999996,4225,79,0.6809999999999999,0.212,0.0005947999999999999,0.99941
-93599,Existing Customer,56,F,2,Graduate,Single,Less than $40K,Blue,36,4,6,1,5816.0,716,5100.0,0.9229999999999999,3534,73,1.147,0.12300000000000001,8.563100000000001e-05,0.9999100000000001
+93598,Existing Customer,47,F,4,,Married,$40K - $60K,Blue,43,4,3,4,4798.0,1017,3781.0,0.458,4225,79,0.681,0.212,0.0005948,0.99941
+93599,Existing Customer,56,F,2,Graduate,Single,Less than $40K,Blue,36,4,6,1,5816.0,716,5100.0,0.923,3534,73,1.147,0.123,8.5631e-05,0.99991
 93600,Existing Customer,49,M,2,Graduate,Married,$80K - $120K,Blue,36,4,2,2,20533.0,1321,19212.0,0.716,3918,78,0.5,0.064,0.00011382,0.99989
-93601,Existing Customer,58,M,1,College,Single,$80K - $120K,Blue,49,3,3,2,9890.0,0,9890.0,0.653,3497,69,0.6829999999999999,0.0,0.00016415,0.99984
-93602,Existing Customer,52,M,3,Graduate,Married,$80K - $120K,Blue,32,6,3,3,30820.0,1724,29096.0,0.948,3402,75,0.9229999999999999,0.055999999999999994,0.0003139,0.99969
+93601,Existing Customer,58,M,1,College,Single,$80K - $120K,Blue,49,3,3,2,9890.0,0,9890.0,0.653,3497,69,0.683,0.0,0.00016415,0.99984
+93602,Existing Customer,52,M,3,Graduate,Married,$80K - $120K,Blue,32,6,3,3,30820.0,1724,29096.0,0.948,3402,75,0.923,0.056,0.0003139,0.99969
 93603,Existing Customer,45,F,2,Graduate,Married,Less than $40K,Blue,37,6,2,2,6091.0,0,6091.0,0.56,3340,60,0.579,0.0,0.00011382,0.99989
-93604,Existing Customer,50,M,2,High School,Single,$60K - $80K,Blue,40,5,2,3,9690.0,1115,8575.0,0.542,4620,64,0.488,0.115,0.0001861,0.9998100000000001
+93604,Existing Customer,50,M,2,High School,Single,$60K - $80K,Blue,40,5,2,3,9690.0,1115,8575.0,0.542,4620,64,0.488,0.115,0.0001861,0.99981
 93605,Existing Customer,62,F,2,Doctorate,Single,$40K - $60K,Blue,56,5,3,2,6797.0,1428,5369.0,0.747,3962,70,0.795,0.21,0.00026028,0.99974
-93606,Existing Customer,44,F,3,High School,Married,Less than $40K,Blue,31,3,3,4,4985.0,1379,3606.0,0.8959999999999999,4222,61,0.605,0.27699999999999997,0.00052052,0.9994799999999999
+93606,Existing Customer,44,F,3,High School,Married,Less than $40K,Blue,31,3,3,4,4985.0,1379,3606.0,0.896,4222,61,0.605,0.277,0.00052052,0.99948
 93607,Attrited Customer,61,F,0,Graduate,Divorced,Less than $40K,Blue,36,2,3,3,2125.0,0,2125.0,0.654,2860,38,0.727,0.0,0.99616,0.0038363
 93608,Existing Customer,47,F,4,Doctorate,Married,Less than $40K,Blue,28,3,2,4,4012.0,0,4012.0,1.073,2962,60,0.765,0.0,0.00049554,0.9995
-93609,Existing Customer,52,F,3,High School,Married,,Blue,42,3,2,1,23858.0,1179,22679.0,0.6709999999999999,3784,69,0.6829999999999999,0.049,6.9242e-05,0.9999299999999999
-93610,Existing Customer,46,M,2,High School,Married,$40K - $60K,Blue,32,4,3,2,2619.0,2271,348.0,0.61,3835,60,0.818,0.867,0.00017486,0.9998299999999999
-93611,Existing Customer,40,F,3,Graduate,Single,Less than $40K,Blue,34,4,1,4,6728.0,1192,5536.0,0.687,5244,75,0.47100000000000003,0.177,0.00016399,0.99984
-93612,Existing Customer,47,F,4,Uneducated,Married,$40K - $60K,Blue,39,3,3,3,2680.0,1652,1028.0,1.1320000000000001,3382,58,0.758,0.616,0.0003262,0.9996700000000001
-93613,Existing Customer,52,F,4,Uneducated,Single,Less than $40K,Blue,36,5,1,4,2936.0,2181,755.0,0.478,4650,78,0.625,0.743,0.00017042,0.9998299999999999
-93614,Existing Customer,46,M,5,High School,Single,$60K - $80K,Blue,41,3,3,4,7478.0,1775,5703.0,0.54,4042,79,0.491,0.237,0.00051788,0.9994799999999999
+93609,Existing Customer,52,F,3,High School,Married,,Blue,42,3,2,1,23858.0,1179,22679.0,0.671,3784,69,0.683,0.049,6.9242e-05,0.99993
+93610,Existing Customer,46,M,2,High School,Married,$40K - $60K,Blue,32,4,3,2,2619.0,2271,348.0,0.61,3835,60,0.818,0.867,0.00017486,0.99983
+93611,Existing Customer,40,F,3,Graduate,Single,Less than $40K,Blue,34,4,1,4,6728.0,1192,5536.0,0.687,5244,75,0.471,0.177,0.00016399,0.99984
+93612,Existing Customer,47,F,4,Uneducated,Married,$40K - $60K,Blue,39,3,3,3,2680.0,1652,1028.0,1.132,3382,58,0.758,0.616,0.0003262,0.99967
+93613,Existing Customer,52,F,4,Uneducated,Single,Less than $40K,Blue,36,5,1,4,2936.0,2181,755.0,0.478,4650,78,0.625,0.743,0.00017042,0.99983
+93614,Existing Customer,46,M,5,High School,Single,$60K - $80K,Blue,41,3,3,4,7478.0,1775,5703.0,0.54,4042,79,0.491,0.237,0.00051788,0.99948
 93615,Existing Customer,49,M,4,Post-Graduate,Married,$60K - $80K,Blue,35,4,2,3,2527.0,1419,1108.0,0.797,3585,68,0.943,0.562,0.00023623,0.99976
-93616,Attrited Customer,44,F,3,,Single,Less than $40K,Blue,36,3,1,1,5644.0,2517,3127.0,0.86,2440,44,0.76,0.446,0.9742799999999999,0.02572
-93617,Existing Customer,50,F,5,Uneducated,Single,Less than $40K,Blue,33,4,3,3,2837.0,1377,1460.0,0.564,3928,54,0.8,0.485,0.00032112,0.9996799999999999
+93616,Attrited Customer,44,F,3,,Single,Less than $40K,Blue,36,3,1,1,5644.0,2517,3127.0,0.86,2440,44,0.76,0.446,0.97428,0.02572
+93617,Existing Customer,50,F,5,Uneducated,Single,Less than $40K,Blue,33,4,3,3,2837.0,1377,1460.0,0.564,3928,54,0.8,0.485,0.00032112,0.99968
 93618,Existing Customer,40,M,3,Graduate,Married,$80K - $120K,Blue,31,6,2,4,18584.0,2446,16138.0,0.76,3504,64,0.882,0.132,0.00033886,0.99966
 93619,Attrited Customer,45,F,3,,Married,Less than $40K,Blue,31,4,3,3,5941.0,0,5941.0,0.522,2196,37,0.233,0.0,0.99711,0.00288892
-93620,Attrited Customer,41,F,2,Graduate,Married,$40K - $60K,Blue,32,3,2,2,9576.0,0,9576.0,0.8170000000000001,2362,49,0.4,0.0,0.99129,0.008709999999999999
+93620,Attrited Customer,41,F,2,Graduate,Married,$40K - $60K,Blue,32,3,2,2,9576.0,0,9576.0,0.817,2362,49,0.4,0.0,0.99129,0.00871
 93621,Attrited Customer,63,M,1,Graduate,Single,$60K - $80K,Blue,56,3,3,2,9569.0,0,9569.0,0.94,2287,49,0.581,0.0,0.99411,0.00589
 93622,Existing Customer,32,M,3,College,,$80K - $120K,Blue,36,3,5,2,15412.0,0,15412.0,0.589,3993,73,0.659,0.0,0.00020268,0.9998
-93623,Existing Customer,55,M,1,Graduate,Single,$80K - $120K,Blue,44,4,3,2,2663.0,1784,879.0,0.785,4317,81,0.929,0.67,0.00016883,0.9998299999999999
-93624,Existing Customer,51,F,2,Post-Graduate,Married,Less than $40K,Blue,44,3,3,4,1438.3,1031,407.3,0.5820000000000001,3308,72,0.674,0.7170000000000001,0.00060712,0.99939
-93625,Existing Customer,52,M,3,Doctorate,Married,$60K - $80K,Blue,40,6,2,2,5376.0,804,4572.0,0.51,4511,74,0.682,0.15,0.00017091,0.9998299999999999
-93626,Attrited Customer,47,M,4,Uneducated,,,Blue,36,3,3,3,18873.0,0,18873.0,0.636,2021,38,0.52,0.0,0.9969399999999999,0.00305523
-93627,Existing Customer,39,M,2,Doctorate,Single,$60K - $80K,Blue,27,4,1,3,5341.0,0,5341.0,0.7709999999999999,1955,47,0.8079999999999999,0.0,0.00013405,0.99987
+93623,Existing Customer,55,M,1,Graduate,Single,$80K - $120K,Blue,44,4,3,2,2663.0,1784,879.0,0.785,4317,81,0.929,0.67,0.00016883,0.99983
+93624,Existing Customer,51,F,2,Post-Graduate,Married,Less than $40K,Blue,44,3,3,4,1438.3,1031,407.3,0.582,3308,72,0.674,0.717,0.00060712,0.99939
+93625,Existing Customer,52,M,3,Doctorate,Married,$60K - $80K,Blue,40,6,2,2,5376.0,804,4572.0,0.51,4511,74,0.682,0.15,0.00017091,0.99983
+93626,Attrited Customer,47,M,4,Uneducated,,,Blue,36,3,3,3,18873.0,0,18873.0,0.636,2021,38,0.52,0.0,0.99694,0.00305523
+93627,Existing Customer,39,M,2,Doctorate,Single,$60K - $80K,Blue,27,4,1,3,5341.0,0,5341.0,0.771,1955,47,0.808,0.0,0.00013405,0.99987
 93628,Attrited Customer,45,M,1,Graduate,Single,$60K - $80K,Blue,41,2,3,2,9904.0,2513,7391.0,0.0,1152,28,0.0,0.254,0.99411,0.00589
-93629,Attrited Customer,43,F,3,High School,Divorced,Less than $40K,Blue,38,3,3,3,7084.0,0,7084.0,0.523,2287,44,0.294,0.0,0.9967299999999999,0.00326528
+93629,Attrited Customer,43,F,3,High School,Divorced,Less than $40K,Blue,38,3,3,3,7084.0,0,7084.0,0.523,2287,44,0.294,0.0,0.99673,0.00326528
 93630,Attrited Customer,47,M,3,High School,Single,$80K - $120K,Blue,29,2,2,3,7498.0,2319,5179.0,0.484,1676,51,0.759,0.309,0.99485,0.00515
-93631,Existing Customer,51,F,0,High School,Married,$40K - $60K,Blue,40,6,2,2,5450.0,1674,3776.0,0.588,3722,77,0.711,0.307,9.4951e-05,0.9999100000000001
-93632,Existing Customer,50,M,2,,Single,$120K +,Blue,45,6,2,4,32719.0,1650,31069.0,0.7170000000000001,4037,60,0.7140000000000001,0.05,0.00035894,0.99964
-93633,Attrited Customer,37,M,2,Uneducated,,$40K - $60K,Blue,36,2,3,2,3250.0,1721,1529.0,0.446,1714,32,0.391,0.53,0.9946200000000001,0.005379999999999999
-93634,Existing Customer,44,M,3,College,Married,$40K - $60K,Blue,36,3,3,2,6111.0,2517,3594.0,0.733,4155,68,0.659,0.41200000000000003,0.00018146,0.99982
-93635,Existing Customer,62,F,1,Uneducated,,Less than $40K,Silver,36,6,1,3,12590.0,931,11659.0,1.068,4182,78,0.696,0.07400000000000001,8.0782e-05,0.99992
-93636,Existing Customer,41,F,3,Graduate,Married,$40K - $60K,Blue,29,5,1,3,1982.0,1068,914.0,0.8809999999999999,3058,58,0.871,0.539,9.612600000000001e-05,0.9999
+93631,Existing Customer,51,F,0,High School,Married,$40K - $60K,Blue,40,6,2,2,5450.0,1674,3776.0,0.588,3722,77,0.711,0.307,9.4951e-05,0.99991
+93632,Existing Customer,50,M,2,,Single,$120K +,Blue,45,6,2,4,32719.0,1650,31069.0,0.717,4037,60,0.714,0.05,0.00035894,0.99964
+93633,Attrited Customer,37,M,2,Uneducated,,$40K - $60K,Blue,36,2,3,2,3250.0,1721,1529.0,0.446,1714,32,0.391,0.53,0.99462,0.00538
+93634,Existing Customer,44,M,3,College,Married,$40K - $60K,Blue,36,3,3,2,6111.0,2517,3594.0,0.733,4155,68,0.659,0.412,0.00018146,0.99982
+93635,Existing Customer,62,F,1,Uneducated,,Less than $40K,Silver,36,6,1,3,12590.0,931,11659.0,1.068,4182,78,0.696,0.074,8.0782e-05,0.99992
+93636,Existing Customer,41,F,3,Graduate,Married,$40K - $60K,Blue,29,5,1,3,1982.0,1068,914.0,0.881,3058,58,0.871,0.539,9.6126e-05,0.9999
 93637,Existing Customer,39,M,4,Post-Graduate,Single,$60K - $80K,Silver,36,6,3,3,25133.0,0,25133.0,0.461,4033,73,0.327,0.0,0.0003373,0.99966
-93638,Existing Customer,40,M,4,Uneducated,Single,$120K +,Blue,34,3,1,3,17818.0,1451,16367.0,0.632,3973,74,0.451,0.081,9.989299999999999e-05,0.9999
+93638,Existing Customer,40,M,4,Uneducated,Single,$120K +,Blue,34,3,1,3,17818.0,1451,16367.0,0.632,3973,74,0.451,0.081,9.9893e-05,0.9999
 93639,Existing Customer,46,M,3,High School,Single,$120K +,Blue,34,5,3,2,5155.0,868,4287.0,0.882,3535,57,1.111,0.168,0.00018145,0.99982
-93640,Existing Customer,51,F,3,,Married,Less than $40K,Blue,30,3,2,0,6006.0,1576,4430.0,0.504,3199,65,0.5479999999999999,0.262,4.7888999999999995e-05,0.99995
-93641,Existing Customer,64,M,1,Uneducated,Single,,Blue,51,6,3,1,2571.0,1210,1361.0,0.972,3647,59,0.6859999999999999,0.47100000000000003,0.00010469,0.9999
-93642,Existing Customer,40,M,2,,Married,$60K - $80K,Blue,34,6,3,0,3269.0,1601,1668.0,1.168,3966,74,0.9470000000000001,0.49,7.293600000000001e-05,0.9999299999999999
-93643,Existing Customer,50,M,3,Graduate,Single,$40K - $60K,Blue,33,3,1,2,2798.0,1291,1507.0,0.708,2903,69,0.6829999999999999,0.461,5.7151e-05,0.9999399999999999
+93640,Existing Customer,51,F,3,,Married,Less than $40K,Blue,30,3,2,0,6006.0,1576,4430.0,0.504,3199,65,0.548,0.262,4.7889e-05,0.99995
+93641,Existing Customer,64,M,1,Uneducated,Single,,Blue,51,6,3,1,2571.0,1210,1361.0,0.972,3647,59,0.686,0.471,0.00010469,0.9999
+93642,Existing Customer,40,M,2,,Married,$60K - $80K,Blue,34,6,3,0,3269.0,1601,1668.0,1.168,3966,74,0.947,0.49,7.2936e-05,0.99993
+93643,Existing Customer,50,M,3,Graduate,Single,$40K - $60K,Blue,33,3,1,2,2798.0,1291,1507.0,0.708,2903,69,0.683,0.461,5.7151e-05,0.99994
 93644,Existing Customer,44,F,3,,Single,$40K - $60K,Blue,26,4,3,0,7277.0,0,7277.0,0.758,4458,71,0.578,0.0,7.5683e-05,0.99992
-93645,Existing Customer,32,M,0,College,,Less than $40K,Blue,36,3,3,4,3788.0,1325,2463.0,0.607,3975,65,0.47700000000000004,0.35,0.00043053,0.9995700000000001
-93646,Existing Customer,43,M,3,High School,Single,$80K - $120K,Blue,34,4,2,0,28262.0,1483,26779.0,0.6679999999999999,3855,66,0.61,0.052000000000000005,4.2353999999999995e-05,0.9999600000000001
+93645,Existing Customer,32,M,0,College,,Less than $40K,Blue,36,3,3,4,3788.0,1325,2463.0,0.607,3975,65,0.477,0.35,0.00043053,0.99957
+93646,Existing Customer,43,M,3,High School,Single,$80K - $120K,Blue,34,4,2,0,28262.0,1483,26779.0,0.668,3855,66,0.61,0.052,4.2354e-05,0.99996
 93647,Existing Customer,47,F,5,High School,Single,Less than $40K,Blue,33,5,2,2,2169.0,1330,839.0,0.905,3833,64,1.065,0.613,0.00011423,0.99989
-93648,Existing Customer,43,F,4,Graduate,Married,Less than $40K,Blue,29,6,3,3,3767.0,976,2791.0,1.021,3163,60,0.818,0.259,0.00031726,0.9996799999999999
-93649,Attrited Customer,46,M,3,Doctorate,Married,$120K +,Blue,38,3,2,2,8989.0,552,8437.0,0.6990000000000001,2309,49,0.633,0.061,0.99418,0.0058200000000000005
+93648,Existing Customer,43,F,4,Graduate,Married,Less than $40K,Blue,29,6,3,3,3767.0,976,2791.0,1.021,3163,60,0.818,0.259,0.00031726,0.99968
+93649,Attrited Customer,46,M,3,Doctorate,Married,$120K +,Blue,38,3,2,2,8989.0,552,8437.0,0.699,2309,49,0.633,0.061,0.99418,0.00582
 93650,Existing Customer,47,F,5,Graduate,Married,Less than $40K,Blue,42,3,5,1,2838.0,2517,321.0,0.625,3493,65,0.711,0.887,0.00012509,0.99987
-93651,Existing Customer,48,M,1,Graduate,,Less than $40K,Blue,43,5,3,3,7199.0,1031,6168.0,1.212,4041,73,0.698,0.14300000000000002,0.00028395,0.99972
-93652,Existing Customer,44,F,3,College,Married,$40K - $60K,Blue,24,3,1,4,8495.0,1537,6958.0,0.919,1950,31,0.938,0.18100000000000002,0.00015944,0.99984
-93653,Existing Customer,40,M,2,High School,,$80K - $120K,Silver,32,5,2,3,34516.0,1182,33334.0,0.613,2440,54,0.5429999999999999,0.034,0.00016815,0.9998299999999999
-93654,Existing Customer,46,M,2,,Married,$80K - $120K,Blue,36,6,1,2,14164.0,1525,12639.0,0.5429999999999999,3749,59,0.6859999999999999,0.10800000000000001,6.054e-05,0.9999399999999999
+93651,Existing Customer,48,M,1,Graduate,,Less than $40K,Blue,43,5,3,3,7199.0,1031,6168.0,1.212,4041,73,0.698,0.143,0.00028395,0.99972
+93652,Existing Customer,44,F,3,College,Married,$40K - $60K,Blue,24,3,1,4,8495.0,1537,6958.0,0.919,1950,31,0.938,0.181,0.00015944,0.99984
+93653,Existing Customer,40,M,2,High School,,$80K - $120K,Silver,32,5,2,3,34516.0,1182,33334.0,0.613,2440,54,0.543,0.034,0.00016815,0.99983
+93654,Existing Customer,46,M,2,,Married,$80K - $120K,Blue,36,6,1,2,14164.0,1525,12639.0,0.543,3749,59,0.686,0.108,6.054e-05,0.99994
 93655,Existing Customer,50,F,2,,Married,,Blue,31,4,2,2,3604.0,0,3604.0,0.934,4051,65,0.667,0.0,0.00012511,0.99987
-93656,Existing Customer,46,F,4,Post-Graduate,Divorced,Less than $40K,Blue,41,4,1,1,1752.0,611,1141.0,0.465,4864,76,0.462,0.349,4.0988e-05,0.9999600000000001
+93656,Existing Customer,46,F,4,Post-Graduate,Divorced,Less than $40K,Blue,41,4,1,1,1752.0,611,1141.0,0.465,4864,76,0.462,0.349,4.0988e-05,0.99996
 93657,Existing Customer,43,F,3,College,Single,Less than $40K,Blue,32,5,3,3,4204.0,0,4204.0,1.073,3799,85,0.604,0.0,0.00030519,0.99969
 93658,Existing Customer,42,F,3,Graduate,Single,Less than $40K,Blue,37,5,3,4,8017.0,0,8017.0,0.539,3042,55,0.528,0.0,0.00053543,0.99946
-93659,Existing Customer,43,F,4,Graduate,Married,Less than $40K,Blue,29,3,3,3,2778.0,1640,1138.0,0.82,4007,75,0.705,0.59,0.00031726,0.9996799999999999
-93660,Existing Customer,51,M,3,,Single,$60K - $80K,Blue,43,4,2,3,6649.0,1781,4868.0,0.546,1609,28,0.474,0.268,0.00021834,0.9997799999999999
-93661,Attrited Customer,40,M,3,High School,Married,$60K - $80K,Blue,27,3,2,1,6813.0,2332,4481.0,0.58,2634,51,0.37799999999999995,0.342,0.9857600000000001,0.014240000000000001
+93659,Existing Customer,43,F,4,Graduate,Married,Less than $40K,Blue,29,3,3,3,2778.0,1640,1138.0,0.82,4007,75,0.705,0.59,0.00031726,0.99968
+93660,Existing Customer,51,M,3,,Single,$60K - $80K,Blue,43,4,2,3,6649.0,1781,4868.0,0.546,1609,28,0.474,0.268,0.00021834,0.99978
+93661,Attrited Customer,40,M,3,High School,Married,$60K - $80K,Blue,27,3,2,1,6813.0,2332,4481.0,0.58,2634,51,0.378,0.342,0.98576,0.01424
 93662,Existing Customer,40,F,2,Doctorate,Single,$40K - $60K,Blue,36,6,1,3,2797.0,850,1947.0,0.953,3652,64,1.37,0.304,0.00013405,0.99987
 93663,Attrited Customer,45,M,3,,Single,$60K - $80K,Blue,35,6,2,1,18004.0,2517,15487.0,0.569,2030,45,0.452,0.14,0.98739,0.01261
-93664,Existing Customer,47,M,4,Graduate,Married,$80K - $120K,Blue,36,3,2,4,11242.0,1561,9681.0,0.8290000000000001,4246,81,0.8,0.139,0.00034248,0.99966
+93664,Existing Customer,47,M,4,Graduate,Married,$80K - $120K,Blue,36,3,2,4,11242.0,1561,9681.0,0.829,4246,81,0.8,0.139,0.00034248,0.99966
 93665,Existing Customer,26,F,1,High School,,,Blue,13,3,1,3,10693.0,2517,8176.0,0.88,4138,76,0.727,0.235,8.453e-05,0.99992
-93666,Existing Customer,50,F,3,Graduate,Married,Less than $40K,Blue,38,6,3,2,3026.0,1888,1138.0,0.762,3687,58,0.812,0.624,0.00018665,0.9998100000000001
+93666,Existing Customer,50,F,3,Graduate,Married,Less than $40K,Blue,38,6,3,2,3026.0,1888,1138.0,0.762,3687,58,0.812,0.624,0.00018665,0.99981
 93667,Existing Customer,37,F,4,College,Married,Less than $40K,Blue,36,6,3,1,1438.3,787,651.3,0.914,4587,58,0.568,0.547,0.00011061,0.99989
 93668,Existing Customer,51,M,2,Doctorate,Single,$80K - $120K,Blue,41,3,3,2,34516.0,1046,33470.0,1.001,3435,76,0.727,0.03,0.00026028,0.99974
-93669,Existing Customer,49,F,4,Graduate,Married,$40K - $60K,Blue,38,4,2,1,12836.0,1034,11802.0,0.6629999999999999,2519,53,0.47200000000000003,0.081,7.1987e-05,0.9999299999999999
-93670,Attrited Customer,62,F,1,,Single,Less than $40K,Blue,55,3,3,3,1892.0,1604,288.0,0.47600000000000003,1581,34,0.41700000000000004,0.848,0.9968100000000001,0.00319278
-93671,Existing Customer,37,M,3,Uneducated,Single,$80K - $120K,Blue,30,5,2,2,11277.0,1747,9530.0,0.503,2033,56,0.867,0.155,0.00012144,0.9998799999999999
+93669,Existing Customer,49,F,4,Graduate,Married,$40K - $60K,Blue,38,4,2,1,12836.0,1034,11802.0,0.663,2519,53,0.472,0.081,7.1987e-05,0.99993
+93670,Attrited Customer,62,F,1,,Single,Less than $40K,Blue,55,3,3,3,1892.0,1604,288.0,0.476,1581,34,0.417,0.848,0.99681,0.00319278
+93671,Existing Customer,37,M,3,Uneducated,Single,$80K - $120K,Blue,30,5,2,2,11277.0,1747,9530.0,0.503,2033,56,0.867,0.155,0.00012144,0.99988
 93672,Existing Customer,54,M,2,Graduate,Single,$60K - $80K,Blue,36,5,3,1,12815.0,1017,11798.0,0.532,3771,78,0.66,0.079,0.00010848,0.99989
-93673,Existing Customer,44,M,2,Graduate,Divorced,$120K +,Blue,36,5,2,0,24016.0,0,24016.0,0.748,3693,62,0.722,0.0,4.1986e-05,0.9999600000000001
-93674,Existing Customer,43,M,4,Uneducated,Married,$60K - $80K,Blue,37,4,1,3,3482.0,1942,1540.0,0.9259999999999999,3512,63,0.853,0.5579999999999999,9.989299999999999e-05,0.9999
-93675,Existing Customer,44,F,3,High School,Married,,Blue,38,4,6,4,26516.0,1434,25082.0,0.47200000000000003,3609,76,0.551,0.054000000000000006,0.00041093,0.99959
+93673,Existing Customer,44,M,2,Graduate,Divorced,$120K +,Blue,36,5,2,0,24016.0,0,24016.0,0.748,3693,62,0.722,0.0,4.1986e-05,0.99996
+93674,Existing Customer,43,M,4,Uneducated,Married,$60K - $80K,Blue,37,4,1,3,3482.0,1942,1540.0,0.926,3512,63,0.853,0.558,9.9893e-05,0.9999
+93675,Existing Customer,44,F,3,High School,Married,,Blue,38,4,6,4,26516.0,1434,25082.0,0.472,3609,76,0.551,0.054,0.00041093,0.99959
 93676,Existing Customer,49,F,3,Graduate,Single,Less than $40K,Blue,36,4,5,1,2285.0,1931,354.0,0.69,4944,78,0.66,0.845,0.00012572,0.99987
-93677,Existing Customer,48,M,2,Post-Graduate,Married,$40K - $60K,Blue,36,4,3,2,9617.0,2035,7582.0,1.004,4247,76,0.8540000000000001,0.212,0.00021165,0.99979
-93678,Existing Customer,51,M,4,Uneducated,Divorced,$80K - $120K,Blue,38,5,3,2,34516.0,0,34516.0,0.506,3250,63,0.6579999999999999,0.0,0.00019396,0.9998100000000001
-93679,Existing Customer,41,F,3,High School,Married,Less than $40K,Blue,28,3,1,3,2354.0,1909,445.0,0.833,4048,61,0.848,0.8109999999999999,9.344799999999999e-05,0.9999100000000001
-93680,Existing Customer,41,F,3,High School,Single,Less than $40K,Silver,36,6,1,3,11533.0,1418,10115.0,0.546,4038,63,0.615,0.12300000000000001,8.4436e-05,0.99992
-93681,Existing Customer,59,M,1,College,Single,$40K - $60K,Blue,51,4,2,2,5042.0,1002,4040.0,1.1079999999999999,2897,62,0.632,0.19899999999999998,0.00010387,0.9999
-93682,Existing Customer,37,F,3,Uneducated,Single,Less than $40K,Blue,29,5,3,2,2584.0,1614,970.0,0.675,4045,78,0.733,0.625,0.00019191,0.9998100000000001
-93683,Attrited Customer,50,F,2,College,,,Blue,39,2,3,2,1438.3,0,1438.3,0.588,1859,41,0.46399999999999997,0.0,0.9943200000000001,0.005679999999999999
-93684,Existing Customer,47,M,4,Uneducated,,$40K - $60K,Blue,36,6,3,2,3402.0,1607,1795.0,0.43200000000000005,3188,65,0.667,0.47200000000000003,0.00019396,0.9998100000000001
-93685,Attrited Customer,55,F,2,Graduate,Married,$40K - $60K,Blue,49,3,3,4,1809.0,0,1809.0,0.569,2123,44,0.5710000000000001,0.0,0.9980700000000001,0.00193323
-93686,Existing Customer,40,M,2,Graduate,Divorced,$60K - $80K,Blue,36,5,2,4,8624.0,0,8624.0,0.574,2428,53,0.893,0.0,0.00032656,0.9996700000000001
+93677,Existing Customer,48,M,2,Post-Graduate,Married,$40K - $60K,Blue,36,4,3,2,9617.0,2035,7582.0,1.004,4247,76,0.854,0.212,0.00021165,0.99979
+93678,Existing Customer,51,M,4,Uneducated,Divorced,$80K - $120K,Blue,38,5,3,2,34516.0,0,34516.0,0.506,3250,63,0.658,0.0,0.00019396,0.99981
+93679,Existing Customer,41,F,3,High School,Married,Less than $40K,Blue,28,3,1,3,2354.0,1909,445.0,0.833,4048,61,0.848,0.811,9.3448e-05,0.99991
+93680,Existing Customer,41,F,3,High School,Single,Less than $40K,Silver,36,6,1,3,11533.0,1418,10115.0,0.546,4038,63,0.615,0.123,8.4436e-05,0.99992
+93681,Existing Customer,59,M,1,College,Single,$40K - $60K,Blue,51,4,2,2,5042.0,1002,4040.0,1.108,2897,62,0.632,0.199,0.00010387,0.9999
+93682,Existing Customer,37,F,3,Uneducated,Single,Less than $40K,Blue,29,5,3,2,2584.0,1614,970.0,0.675,4045,78,0.733,0.625,0.00019191,0.99981
+93683,Attrited Customer,50,F,2,College,,,Blue,39,2,3,2,1438.3,0,1438.3,0.588,1859,41,0.464,0.0,0.99432,0.00568
+93684,Existing Customer,47,M,4,Uneducated,,$40K - $60K,Blue,36,6,3,2,3402.0,1607,1795.0,0.432,3188,65,0.667,0.472,0.00019396,0.99981
+93685,Attrited Customer,55,F,2,Graduate,Married,$40K - $60K,Blue,49,3,3,4,1809.0,0,1809.0,0.569,2123,44,0.571,0.0,0.99807,0.00193323
+93686,Existing Customer,40,M,2,Graduate,Divorced,$60K - $80K,Blue,36,5,2,4,8624.0,0,8624.0,0.574,2428,53,0.893,0.0,0.00032656,0.99967
 93687,Attrited Customer,48,M,4,,Married,$80K - $120K,Blue,36,2,3,2,22917.0,0,22917.0,0.574,2045,45,0.5,0.0,0.9952,0.00479863
-93688,Existing Customer,45,M,3,High School,Divorced,$80K - $120K,Blue,26,3,2,2,18410.0,974,17436.0,0.857,3778,83,0.6940000000000001,0.053,0.00011482,0.99989
+93688,Existing Customer,45,M,3,High School,Divorced,$80K - $120K,Blue,26,3,2,2,18410.0,974,17436.0,0.857,3778,83,0.694,0.053,0.00011482,0.99989
 93689,Existing Customer,29,F,0,Post-Graduate,Single,,Gold,36,4,1,4,34516.0,1452,33064.0,0.887,2336,49,1.13,0.042,0.00018385,0.99982
-93690,Existing Customer,44,M,3,High School,Single,$80K - $120K,Blue,29,6,3,1,34516.0,1259,33257.0,0.547,3275,67,0.595,0.036000000000000004,0.00010943,0.99989
-93691,Existing Customer,41,M,1,Doctorate,Married,$80K - $120K,Blue,32,4,3,3,10130.0,1449,8681.0,0.8190000000000001,4002,66,0.5710000000000001,0.14300000000000002,0.00041087,0.99959
-93692,Attrited Customer,53,F,1,,Single,Less than $40K,Blue,41,2,3,2,3099.0,0,3099.0,0.27899999999999997,1401,44,0.419,0.0,0.99464,0.00536
-93693,Existing Customer,55,M,1,,,$120K +,Blue,46,4,1,2,19849.0,2205,17644.0,0.7959999999999999,3657,66,0.737,0.111,5.6825e-05,0.9999399999999999
-93694,Existing Customer,39,M,1,College,Married,Less than $40K,Blue,27,4,2,2,2283.0,1053,1230.0,0.8540000000000001,4571,72,0.7559999999999999,0.461,0.00010387,0.9999
-93695,Existing Customer,39,M,3,High School,Single,$80K - $120K,Blue,30,5,3,3,6347.0,569,5778.0,0.6679999999999999,3927,82,0.5770000000000001,0.09,0.00030516,0.99969
+93690,Existing Customer,44,M,3,High School,Single,$80K - $120K,Blue,29,6,3,1,34516.0,1259,33257.0,0.547,3275,67,0.595,0.036,0.00010943,0.99989
+93691,Existing Customer,41,M,1,Doctorate,Married,$80K - $120K,Blue,32,4,3,3,10130.0,1449,8681.0,0.819,4002,66,0.571,0.143,0.00041087,0.99959
+93692,Attrited Customer,53,F,1,,Single,Less than $40K,Blue,41,2,3,2,3099.0,0,3099.0,0.279,1401,44,0.419,0.0,0.99464,0.00536
+93693,Existing Customer,55,M,1,,,$120K +,Blue,46,4,1,2,19849.0,2205,17644.0,0.796,3657,66,0.737,0.111,5.6825e-05,0.99994
+93694,Existing Customer,39,M,1,College,Married,Less than $40K,Blue,27,4,2,2,2283.0,1053,1230.0,0.854,4571,72,0.756,0.461,0.00010387,0.9999
+93695,Existing Customer,39,M,3,High School,Single,$80K - $120K,Blue,30,5,3,3,6347.0,569,5778.0,0.668,3927,82,0.577,0.09,0.00030516,0.99969
 93696,Existing Customer,41,F,1,,Divorced,Less than $40K,Blue,30,5,2,4,2758.0,1675,1083.0,0.882,3820,72,0.636,0.607,0.00033692,0.99966
-93697,Attrited Customer,44,M,1,High School,,$80K - $120K,Gold,36,2,2,3,34516.0,0,34516.0,0.596,1891,34,0.214,0.0,0.9950600000000001,0.00494341
-93698,Existing Customer,50,M,3,Uneducated,Married,$40K - $60K,Blue,40,5,2,2,3469.0,0,3469.0,0.956,3680,80,0.951,0.0,0.00012144,0.9998799999999999
-93699,Attrited Customer,45,F,5,,Single,Less than $40K,Blue,34,1,4,1,5155.0,0,5155.0,1.014,2753,45,0.607,0.0,0.9933200000000001,0.006679999999999999
-93700,Existing Customer,52,M,3,Graduate,Divorced,$120K +,Silver,42,6,2,3,34516.0,1230,33286.0,0.608,2100,38,0.40700000000000003,0.036000000000000004,0.00017949,0.99982
+93697,Attrited Customer,44,M,1,High School,,$80K - $120K,Gold,36,2,2,3,34516.0,0,34516.0,0.596,1891,34,0.214,0.0,0.99506,0.00494341
+93698,Existing Customer,50,M,3,Uneducated,Married,$40K - $60K,Blue,40,5,2,2,3469.0,0,3469.0,0.956,3680,80,0.951,0.0,0.00012144,0.99988
+93699,Attrited Customer,45,F,5,,Single,Less than $40K,Blue,34,1,4,1,5155.0,0,5155.0,1.014,2753,45,0.607,0.0,0.99332,0.00668
+93700,Existing Customer,52,M,3,Graduate,Divorced,$120K +,Silver,42,6,2,3,34516.0,1230,33286.0,0.608,2100,38,0.407,0.036,0.00017949,0.99982
 93701,Existing Customer,50,M,1,Uneducated,Married,$60K - $80K,Blue,40,6,1,4,4092.0,996,3096.0,0.644,2298,48,0.655,0.243,0.00015252,0.99985
-93702,Existing Customer,52,M,0,,Married,$80K - $120K,Blue,36,4,3,4,4675.0,0,4675.0,0.863,3487,69,0.6829999999999999,0.0,0.00048673,0.99951
+93702,Existing Customer,52,M,0,,Married,$80K - $120K,Blue,36,4,3,4,4675.0,0,4675.0,0.863,3487,69,0.683,0.0,0.00048673,0.99951
 93703,Existing Customer,43,F,3,High School,Single,$40K - $60K,Blue,35,4,3,3,2297.0,1044,1253.0,0.591,3161,65,0.711,0.455,0.00030516,0.99969
-93704,Attrited Customer,38,F,3,High School,Single,,Blue,36,1,3,2,5260.0,1706,3554.0,0.359,2142,57,0.6759999999999999,0.324,0.9945200000000001,0.00548
-93705,Existing Customer,51,M,3,Graduate,Married,$80K - $120K,Blue,46,6,3,3,3458.0,1989,1469.0,0.7070000000000001,3409,59,1.034,0.575,0.0003139,0.99969
-93706,Existing Customer,59,M,1,High School,Single,$60K - $80K,Blue,45,4,2,4,3943.0,2517,1426.0,0.467,3527,59,0.7879999999999999,0.638,0.00029799,0.9997
+93704,Attrited Customer,38,F,3,High School,Single,,Blue,36,1,3,2,5260.0,1706,3554.0,0.359,2142,57,0.676,0.324,0.99452,0.00548
+93705,Existing Customer,51,M,3,Graduate,Married,$80K - $120K,Blue,46,6,3,3,3458.0,1989,1469.0,0.707,3409,59,1.034,0.575,0.0003139,0.99969
+93706,Existing Customer,59,M,1,High School,Single,$60K - $80K,Blue,45,4,2,4,3943.0,2517,1426.0,0.467,3527,59,0.788,0.638,0.00029799,0.9997
 93707,Existing Customer,52,F,3,,Single,$40K - $60K,Blue,42,6,3,2,3028.0,2258,770.0,1.058,4119,81,0.884,0.746,0.00020516,0.99979
-93708,Existing Customer,49,F,3,Uneducated,Married,,Blue,36,5,3,3,1438.3,0,1438.3,0.8059999999999999,4869,73,0.825,0.0,0.00032275,0.9996799999999999
+93708,Existing Customer,49,F,3,Uneducated,Married,,Blue,36,5,3,3,1438.3,0,1438.3,0.806,4869,73,0.825,0.0,0.00032275,0.99968
 93709,Existing Customer,47,F,3,Uneducated,Married,Less than $40K,Silver,36,5,3,1,11884.0,1339,10545.0,0.556,4134,72,1.0,0.113,0.00010458,0.9999
 93710,Existing Customer,43,M,3,,Married,$120K +,Silver,33,5,2,3,34516.0,1844,32672.0,1.051,4217,79,0.795,0.053,0.00019729,0.9998
-93711,Existing Customer,47,M,3,Uneducated,Single,$80K - $120K,Blue,36,5,3,2,26058.0,1664,24394.0,0.9159999999999999,3489,58,0.611,0.064,0.00019191,0.9998100000000001
-93712,Existing Customer,47,F,3,Uneducated,Single,Less than $40K,Blue,38,5,3,4,2808.0,2264,544.0,0.544,3562,74,0.682,0.8059999999999999,0.00055052,0.99945
-93713,Existing Customer,42,F,4,,,Less than $40K,Blue,34,5,3,2,1874.0,1341,533.0,0.9520000000000001,3899,70,0.75,0.716,0.00020735,0.99979
-93714,Existing Customer,35,M,0,College,Single,$80K - $120K,Silver,16,6,3,3,34516.0,0,34516.0,0.524,2655,64,0.8290000000000001,0.0,0.00022806,0.99977
-93715,Existing Customer,61,M,0,Post-Graduate,Single,$60K - $80K,Blue,36,6,2,3,11236.0,576,10660.0,0.637,4253,80,0.6,0.051,0.0001933,0.9998100000000001
-93716,Existing Customer,42,M,3,High School,Single,$80K - $120K,Blue,29,3,1,1,6380.0,1238,5142.0,0.903,4119,66,0.61,0.19399999999999998,3.3505e-05,0.99997
-93717,Existing Customer,52,M,2,High School,Single,$120K +,Blue,43,3,2,3,34516.0,761,33755.0,0.9159999999999999,4313,82,0.547,0.022000000000000002,0.0001861,0.9998100000000001
+93711,Existing Customer,47,M,3,Uneducated,Single,$80K - $120K,Blue,36,5,3,2,26058.0,1664,24394.0,0.916,3489,58,0.611,0.064,0.00019191,0.99981
+93712,Existing Customer,47,F,3,Uneducated,Single,Less than $40K,Blue,38,5,3,4,2808.0,2264,544.0,0.544,3562,74,0.682,0.806,0.00055052,0.99945
+93713,Existing Customer,42,F,4,,,Less than $40K,Blue,34,5,3,2,1874.0,1341,533.0,0.952,3899,70,0.75,0.716,0.00020735,0.99979
+93714,Existing Customer,35,M,0,College,Single,$80K - $120K,Silver,16,6,3,3,34516.0,0,34516.0,0.524,2655,64,0.829,0.0,0.00022806,0.99977
+93715,Existing Customer,61,M,0,Post-Graduate,Single,$60K - $80K,Blue,36,6,2,3,11236.0,576,10660.0,0.637,4253,80,0.6,0.051,0.0001933,0.99981
+93716,Existing Customer,42,M,3,High School,Single,$80K - $120K,Blue,29,3,1,1,6380.0,1238,5142.0,0.903,4119,66,0.61,0.194,3.3505e-05,0.99997
+93717,Existing Customer,52,M,2,High School,Single,$120K +,Blue,43,3,2,3,34516.0,761,33755.0,0.916,4313,82,0.547,0.022,0.0001861,0.99981
 93718,Existing Customer,35,F,3,Graduate,Single,Less than $40K,Blue,27,3,3,3,2664.0,0,2664.0,0.731,3906,74,0.574,0.0,0.0003139,0.99969
-93719,Existing Customer,50,M,2,Uneducated,Single,$80K - $120K,Blue,42,3,3,4,1645.0,0,1645.0,0.7709999999999999,3838,60,0.46299999999999997,0.0,0.00053055,0.9994700000000001
-93720,Existing Customer,40,M,4,High School,Married,$60K - $80K,Blue,36,6,3,3,5797.0,1779,4018.0,0.785,2131,33,0.5710000000000001,0.307,0.00030842,0.99969
-93721,Existing Customer,45,M,1,Uneducated,Divorced,$60K - $80K,Blue,39,4,2,0,21721.0,1247,20474.0,0.657,3937,63,0.6579999999999999,0.057,4.0521e-05,0.9999600000000001
+93719,Existing Customer,50,M,2,Uneducated,Single,$80K - $120K,Blue,42,3,3,4,1645.0,0,1645.0,0.771,3838,60,0.463,0.0,0.00053055,0.99947
+93720,Existing Customer,40,M,4,High School,Married,$60K - $80K,Blue,36,6,3,3,5797.0,1779,4018.0,0.785,2131,33,0.571,0.307,0.00030842,0.99969
+93721,Existing Customer,45,M,1,Uneducated,Divorced,$60K - $80K,Blue,39,4,2,0,21721.0,1247,20474.0,0.657,3937,63,0.658,0.057,4.0521e-05,0.99996
 93722,Existing Customer,45,M,5,Uneducated,Divorced,$60K - $80K,Silver,36,4,2,4,31756.0,1459,30297.0,0.687,4759,70,0.556,0.046,0.00031322,0.99969
-93723,Existing Customer,43,M,4,Graduate,Single,$80K - $120K,Blue,32,3,2,3,8333.0,774,7559.0,0.9840000000000001,3889,81,0.723,0.09300000000000001,0.00020077,0.9998
-93724,Attrited Customer,41,F,3,Post-Graduate,Single,Less than $40K,Blue,36,1,3,1,2067.0,1966,101.0,0.91,3033,41,0.708,0.951,0.99251,0.007490000000000001
+93723,Existing Customer,43,M,4,Graduate,Single,$80K - $120K,Blue,32,3,2,3,8333.0,774,7559.0,0.984,3889,81,0.723,0.093,0.00020077,0.9998
+93724,Attrited Customer,41,F,3,Post-Graduate,Single,Less than $40K,Blue,36,1,3,1,2067.0,1966,101.0,0.91,3033,41,0.708,0.951,0.99251,0.00749
 93725,Attrited Customer,38,F,2,Graduate,Single,,Blue,24,3,2,3,2214.0,570,1644.0,0.688,2066,45,0.25,0.257,0.9948,0.0052
 93726,Attrited Customer,38,F,2,Graduate,Single,Less than $40K,Blue,32,2,3,3,3775.0,0,3775.0,0.581,2031,36,0.385,0.0,0.99671,0.00329379
-93727,Existing Customer,41,M,4,Uneducated,Single,$80K - $120K,Blue,33,6,3,3,4388.0,1519,2869.0,0.787,4406,74,0.574,0.34600000000000003,0.0003262,0.9996700000000001
+93727,Existing Customer,41,M,4,Uneducated,Single,$80K - $120K,Blue,33,6,3,3,4388.0,1519,2869.0,0.787,4406,74,0.574,0.346,0.0003262,0.99967
 93728,Existing Customer,64,F,0,Graduate,Single,,Blue,56,3,2,4,4100.0,863,3237.0,0.992,3593,51,0.821,0.21,0.00028024,0.99972
-93729,Existing Customer,46,F,1,Graduate,Married,Less than $40K,Blue,40,6,2,2,5157.0,1485,3672.0,0.6990000000000001,4417,77,0.711,0.28800000000000003,0.00010684,0.99989
-93730,Existing Customer,61,M,0,Post-Graduate,Single,$40K - $60K,Silver,42,4,3,2,15939.0,0,15939.0,0.7909999999999999,3982,68,0.943,0.0,0.00016411,0.99984
-93731,Existing Customer,46,F,0,Graduate,Single,,Blue,34,6,1,2,9216.0,2059,7157.0,0.763,3630,78,0.56,0.223,4.7263000000000005e-05,0.99995
-93732,Existing Customer,32,F,1,High School,Married,,Blue,22,3,2,3,3413.0,2517,896.0,0.9840000000000001,4355,71,0.919,0.737,0.00017468,0.9998299999999999
-93733,Existing Customer,43,M,3,,,$80K - $120K,Blue,38,6,2,3,20348.0,1732,18616.0,0.674,1624,27,0.688,0.085,0.00021834,0.9997799999999999
-93734,Existing Customer,34,F,2,High School,Single,Less than $40K,Blue,21,6,1,3,5015.0,1671,3344.0,0.6890000000000001,3161,77,0.878,0.33299999999999996,9.0056e-05,0.9999100000000001
-93735,Existing Customer,54,F,1,College,Single,Less than $40K,Blue,48,3,1,4,2440.0,1083,1357.0,0.907,3017,53,0.71,0.444,0.00014422,0.9998600000000001
-93736,Existing Customer,45,F,4,College,Divorced,Less than $40K,Blue,39,5,1,2,4948.0,1655,3293.0,0.562,3711,64,0.524,0.33399999999999996,5.6158e-05,0.9999399999999999
-93737,Existing Customer,49,F,2,Uneducated,Married,Less than $40K,Blue,38,6,3,3,2468.0,0,2468.0,1.057,3371,62,0.6759999999999999,0.0,0.00031104,0.99969
+93729,Existing Customer,46,F,1,Graduate,Married,Less than $40K,Blue,40,6,2,2,5157.0,1485,3672.0,0.699,4417,77,0.711,0.288,0.00010684,0.99989
+93730,Existing Customer,61,M,0,Post-Graduate,Single,$40K - $60K,Silver,42,4,3,2,15939.0,0,15939.0,0.791,3982,68,0.943,0.0,0.00016411,0.99984
+93731,Existing Customer,46,F,0,Graduate,Single,,Blue,34,6,1,2,9216.0,2059,7157.0,0.763,3630,78,0.56,0.223,4.7263e-05,0.99995
+93732,Existing Customer,32,F,1,High School,Married,,Blue,22,3,2,3,3413.0,2517,896.0,0.984,4355,71,0.919,0.737,0.00017468,0.99983
+93733,Existing Customer,43,M,3,,,$80K - $120K,Blue,38,6,2,3,20348.0,1732,18616.0,0.674,1624,27,0.688,0.085,0.00021834,0.99978
+93734,Existing Customer,34,F,2,High School,Single,Less than $40K,Blue,21,6,1,3,5015.0,1671,3344.0,0.689,3161,77,0.878,0.333,9.0056e-05,0.99991
+93735,Existing Customer,54,F,1,College,Single,Less than $40K,Blue,48,3,1,4,2440.0,1083,1357.0,0.907,3017,53,0.71,0.444,0.00014422,0.99986
+93736,Existing Customer,45,F,4,College,Divorced,Less than $40K,Blue,39,5,1,2,4948.0,1655,3293.0,0.562,3711,64,0.524,0.334,5.6158e-05,0.99994
+93737,Existing Customer,49,F,2,Uneducated,Married,Less than $40K,Blue,38,6,3,3,2468.0,0,2468.0,1.057,3371,62,0.676,0.0,0.00031104,0.99969
 93738,Attrited Customer,42,M,3,Doctorate,Single,$60K - $80K,Blue,35,3,3,3,11328.0,1369,9959.0,0.585,1829,42,0.312,0.121,0.9978,0.00219584
-93739,Existing Customer,49,F,2,,Married,Less than $40K,Blue,32,3,1,3,1438.3,710,728.3,0.6829999999999999,3808,80,0.569,0.494,0.00010183,0.9999
-93740,Existing Customer,38,M,3,Uneducated,Single,$60K - $80K,Silver,31,5,3,2,34516.0,1566,32950.0,1.1059999999999999,3961,53,0.893,0.045,0.00017339999999999999,0.9998299999999999
-93741,Existing Customer,51,F,2,High School,Married,Less than $40K,Blue,45,4,3,2,3183.0,1358,1825.0,0.657,3988,81,0.688,0.42700000000000005,0.00017486,0.9998299999999999
-93742,Attrited Customer,38,M,2,Graduate,Married,$60K - $80K,Blue,36,2,3,2,1438.3,0,1438.3,0.461,1651,42,0.5,0.0,0.9944700000000001,0.005529999999999999
-93743,Existing Customer,47,M,3,High School,Married,$80K - $120K,Blue,40,3,3,3,12945.0,1582,11363.0,0.496,3369,59,0.7879999999999999,0.122,0.00030516,0.99969
-93744,Existing Customer,51,M,1,High School,Single,$60K - $80K,Blue,45,3,3,4,2458.0,0,2458.0,0.8190000000000001,3377,54,0.929,0.0,0.00047086,0.9995299999999999
-93745,Existing Customer,40,M,2,High School,Married,$80K - $120K,Silver,36,5,3,0,34516.0,2183,32333.0,0.7390000000000001,3644,67,0.634,0.063,5.8284e-05,0.9999399999999999
-93746,Existing Customer,44,M,2,,Married,$80K - $120K,Blue,37,6,1,3,2617.0,2517,100.0,0.78,3104,70,0.75,0.9620000000000001,0.00010183,0.9999
-93747,Existing Customer,40,M,2,Graduate,Married,$40K - $60K,Blue,31,6,1,2,6500.0,2025,4475.0,0.6559999999999999,4738,82,0.6729999999999999,0.312,5.5077e-05,0.9999399999999999
+93739,Existing Customer,49,F,2,,Married,Less than $40K,Blue,32,3,1,3,1438.3,710,728.3,0.683,3808,80,0.569,0.494,0.00010183,0.9999
+93740,Existing Customer,38,M,3,Uneducated,Single,$60K - $80K,Silver,31,5,3,2,34516.0,1566,32950.0,1.106,3961,53,0.893,0.045,0.0001734,0.99983
+93741,Existing Customer,51,F,2,High School,Married,Less than $40K,Blue,45,4,3,2,3183.0,1358,1825.0,0.657,3988,81,0.688,0.427,0.00017486,0.99983
+93742,Attrited Customer,38,M,2,Graduate,Married,$60K - $80K,Blue,36,2,3,2,1438.3,0,1438.3,0.461,1651,42,0.5,0.0,0.99447,0.00553
+93743,Existing Customer,47,M,3,High School,Married,$80K - $120K,Blue,40,3,3,3,12945.0,1582,11363.0,0.496,3369,59,0.788,0.122,0.00030516,0.99969
+93744,Existing Customer,51,M,1,High School,Single,$60K - $80K,Blue,45,3,3,4,2458.0,0,2458.0,0.819,3377,54,0.929,0.0,0.00047086,0.99953
+93745,Existing Customer,40,M,2,High School,Married,$80K - $120K,Silver,36,5,3,0,34516.0,2183,32333.0,0.739,3644,67,0.634,0.063,5.8284e-05,0.99994
+93746,Existing Customer,44,M,2,,Married,$80K - $120K,Blue,37,6,1,3,2617.0,2517,100.0,0.78,3104,70,0.75,0.962,0.00010183,0.9999
+93747,Existing Customer,40,M,2,Graduate,Married,$40K - $60K,Blue,31,6,1,2,6500.0,2025,4475.0,0.656,4738,82,0.673,0.312,5.5077e-05,0.99994
 93748,Existing Customer,60,M,0,Uneducated,Single,$80K - $120K,Blue,36,6,3,2,24528.0,2396,22132.0,0.81,4070,67,0.718,0.098,0.00015871,0.99984
-93749,Existing Customer,49,M,1,High School,,$60K - $80K,Blue,38,3,3,2,15898.0,0,15898.0,1.0490000000000002,4184,54,1.077,0.0,0.00016413,0.99984
-93750,Attrited Customer,54,F,3,Post-Graduate,Single,Less than $40K,Blue,49,1,4,3,8516.0,0,8516.0,0.5489999999999999,2189,37,0.276,0.0,0.99777,0.00223444
+93749,Existing Customer,49,M,1,High School,,$60K - $80K,Blue,38,3,3,2,15898.0,0,15898.0,1.049,4184,54,1.077,0.0,0.00016413,0.99984
+93750,Attrited Customer,54,F,3,Post-Graduate,Single,Less than $40K,Blue,49,1,4,3,8516.0,0,8516.0,0.549,2189,37,0.276,0.0,0.99777,0.00223444
 93751,Existing Customer,50,F,3,High School,Married,Less than $40K,Silver,40,5,2,2,10062.0,1149,8913.0,0.76,1964,44,0.467,0.114,0.00010374,0.9999
-93752,Existing Customer,51,M,1,Graduate,Married,$60K - $80K,Blue,35,3,3,2,9589.0,628,8961.0,0.695,3971,66,0.784,0.065,0.00016883,0.9998299999999999
-93753,Existing Customer,44,F,4,,Married,,Blue,37,4,3,3,5826.0,0,5826.0,0.6890000000000001,3756,73,0.9209999999999999,0.0,0.00034872,0.99965
+93752,Existing Customer,51,M,1,Graduate,Married,$60K - $80K,Blue,35,3,3,2,9589.0,628,8961.0,0.695,3971,66,0.784,0.065,0.00016883,0.99983
+93753,Existing Customer,44,F,4,,Married,,Blue,37,4,3,3,5826.0,0,5826.0,0.689,3756,73,0.921,0.0,0.00034872,0.99965
 93754,Existing Customer,48,F,4,Graduate,Married,Less than $40K,Blue,41,3,1,3,3521.0,672,2849.0,0.655,3291,65,0.757,0.191,9.7154e-05,0.9999
-93755,Existing Customer,53,M,4,,Single,$60K - $80K,Blue,42,3,3,4,8386.0,2375,6011.0,0.539,4101,67,0.718,0.28300000000000003,0.0005947999999999999,0.99941
-93756,Existing Customer,42,F,4,College,Single,,Blue,34,5,3,2,15449.0,0,15449.0,0.7829999999999999,4098,81,0.588,0.0,0.0001834,0.99982
-93757,Existing Customer,44,F,3,Uneducated,Single,Less than $40K,Blue,39,3,2,2,7323.0,0,7323.0,0.518,4666,87,0.7759999999999999,0.0,0.00012144,0.9998799999999999
-93758,Attrited Customer,45,F,2,Uneducated,Single,Less than $40K,Blue,37,3,2,2,8924.0,0,8924.0,0.547,1720,42,0.4,0.0,0.9915299999999999,0.00847
+93755,Existing Customer,53,M,4,,Single,$60K - $80K,Blue,42,3,3,4,8386.0,2375,6011.0,0.539,4101,67,0.718,0.283,0.0005948,0.99941
+93756,Existing Customer,42,F,4,College,Single,,Blue,34,5,3,2,15449.0,0,15449.0,0.783,4098,81,0.588,0.0,0.0001834,0.99982
+93757,Existing Customer,44,F,3,Uneducated,Single,Less than $40K,Blue,39,3,2,2,7323.0,0,7323.0,0.518,4666,87,0.776,0.0,0.00012144,0.99988
+93758,Attrited Customer,45,F,2,Uneducated,Single,Less than $40K,Blue,37,3,2,2,8924.0,0,8924.0,0.547,1720,42,0.4,0.0,0.99153,0.00847
 93759,Existing Customer,52,F,4,Post-Graduate,Married,Less than $40K,Blue,37,6,3,4,1438.3,783,655.3,0.733,3464,70,0.795,0.544,0.00063671,0.99936
-93760,Existing Customer,48,F,3,Graduate,Married,$40K - $60K,Silver,40,5,3,4,18965.0,2262,16703.0,0.5920000000000001,3066,69,0.816,0.11900000000000001,0.00048382,0.9995200000000001
+93760,Existing Customer,48,F,3,Graduate,Married,$40K - $60K,Silver,40,5,3,4,18965.0,2262,16703.0,0.592,3066,69,0.816,0.119,0.00048382,0.99952
 93761,Existing Customer,57,M,1,High School,Single,$80K - $120K,Blue,53,4,1,3,7976.0,585,7391.0,0.925,4082,74,0.682,0.073,8.453e-05,0.99992
-93762,Existing Customer,47,F,4,Post-Graduate,Single,,Blue,36,6,1,0,3054.0,1862,1192.0,0.589,3543,87,0.812,0.61,2.5070999999999998e-05,0.99997
-93763,Existing Customer,53,M,2,Graduate,Single,$120K +,Blue,36,5,2,3,10620.0,2090,8530.0,0.88,3453,68,0.838,0.19699999999999998,0.00019143,0.9998100000000001
+93762,Existing Customer,47,F,4,Post-Graduate,Single,,Blue,36,6,1,0,3054.0,1862,1192.0,0.589,3543,87,0.812,0.61,2.5071e-05,0.99997
+93763,Existing Customer,53,M,2,Graduate,Single,$120K +,Blue,36,5,2,3,10620.0,2090,8530.0,0.88,3453,68,0.838,0.197,0.00019143,0.99981
 93764,Attrited Customer,61,M,0,Graduate,Single,$40K - $60K,Blue,56,2,5,4,3984.0,2245,1739.0,0.612,1821,39,0.696,0.564,0.99798,0.00201684
-93765,Existing Customer,65,M,0,High School,Single,$40K - $60K,Blue,53,3,2,2,2507.0,1613,894.0,1.082,3325,67,0.675,0.643,9.4951e-05,0.9999100000000001
-93766,Existing Customer,43,M,5,Graduate,,$40K - $60K,Blue,38,3,3,2,7599.0,1100,6499.0,0.365,4401,71,0.6509999999999999,0.145,0.0001857,0.9998100000000001
-93767,Existing Customer,40,M,5,Graduate,,$120K +,Blue,27,5,2,3,31954.0,2297,29657.0,0.516,4371,82,0.64,0.07200000000000001,0.00019764,0.9998
+93765,Existing Customer,65,M,0,High School,Single,$40K - $60K,Blue,53,3,2,2,2507.0,1613,894.0,1.082,3325,67,0.675,0.643,9.4951e-05,0.99991
+93766,Existing Customer,43,M,5,Graduate,,$40K - $60K,Blue,38,3,3,2,7599.0,1100,6499.0,0.365,4401,71,0.651,0.145,0.0001857,0.99981
+93767,Existing Customer,40,M,5,Graduate,,$120K +,Blue,27,5,2,3,31954.0,2297,29657.0,0.516,4371,82,0.64,0.072,0.00019764,0.9998
 93768,Existing Customer,40,M,3,College,Divorced,$60K - $80K,Blue,34,3,3,3,19666.0,1180,18486.0,0.898,3391,54,0.636,0.06,0.00030519,0.99969
-93769,Existing Customer,39,M,2,Uneducated,Single,$40K - $60K,Blue,19,4,3,3,6628.0,1735,4893.0,0.5870000000000001,4050,89,0.935,0.262,0.00031104,0.99969
-93770,Existing Customer,39,M,3,Graduate,Married,$60K - $80K,Blue,36,6,3,4,13049.0,943,12106.0,0.6859999999999999,3944,72,0.674,0.07200000000000001,0.00053543,0.99946
-93771,Attrited Customer,45,F,2,Post-Graduate,Single,Less than $40K,Blue,37,3,3,1,3036.0,2517,519.0,0.882,2609,42,0.615,0.8290000000000001,0.99223,0.00777
+93769,Existing Customer,39,M,2,Uneducated,Single,$40K - $60K,Blue,19,4,3,3,6628.0,1735,4893.0,0.587,4050,89,0.935,0.262,0.00031104,0.99969
+93770,Existing Customer,39,M,3,Graduate,Married,$60K - $80K,Blue,36,6,3,4,13049.0,943,12106.0,0.686,3944,72,0.674,0.072,0.00053543,0.99946
+93771,Attrited Customer,45,F,2,Post-Graduate,Single,Less than $40K,Blue,37,3,3,1,3036.0,2517,519.0,0.882,2609,42,0.615,0.829,0.99223,0.00777
 93772,Existing Customer,48,M,4,High School,Married,$60K - $80K,Blue,30,6,3,3,16575.0,0,16575.0,0.76,3982,77,0.878,0.0,0.00030842,0.99969
-93773,Existing Customer,38,M,1,Graduate,Single,$60K - $80K,Blue,34,5,3,4,23391.0,1977,21414.0,0.5579999999999999,4106,85,0.809,0.085,0.00048435,0.9995200000000001
+93773,Existing Customer,38,M,1,Graduate,Single,$60K - $80K,Blue,34,5,3,4,23391.0,1977,21414.0,0.558,4106,85,0.809,0.085,0.00048435,0.99952
 93774,Existing Customer,51,M,0,Uneducated,Divorced,$120K +,Blue,41,4,1,0,23898.0,0,23898.0,0.486,3781,66,0.61,0.0,1.7925e-05,0.99998
-93775,Existing Customer,47,F,4,,,Less than $40K,Blue,36,5,3,2,4944.0,1151,3793.0,0.8009999999999999,3684,64,0.8290000000000001,0.233,0.00020735,0.99979
-93776,Existing Customer,48,F,5,Graduate,Married,Less than $40K,Blue,36,5,3,0,6921.0,1023,5898.0,0.816,4608,79,0.927,0.14800000000000002,6.8504e-05,0.9999299999999999
-93777,Existing Customer,47,M,1,Graduate,Single,$80K - $120K,Blue,31,4,1,2,18026.0,755,17271.0,0.9309999999999999,2760,56,1.0,0.042,5.1696999999999996e-05,0.99995
-93778,Existing Customer,45,F,3,Post-Graduate,Divorced,Less than $40K,Blue,28,3,4,3,5216.0,1519,3697.0,0.887,3434,49,0.69,0.29100000000000004,0.00044634,0.99955
-93779,Existing Customer,65,F,0,Uneducated,Single,Less than $40K,Blue,54,6,5,2,7699.0,1758,5941.0,0.6409999999999999,5103,62,0.7709999999999999,0.228,0.00017726,0.99982
-93780,Existing Customer,49,M,4,Uneducated,Married,Less than $40K,Blue,39,6,1,4,7232.0,1830,5402.0,1.002,4337,71,0.5429999999999999,0.253,0.00017042,0.9998299999999999
-93781,Existing Customer,61,F,0,High School,Single,,Blue,51,4,2,2,8476.0,0,8476.0,0.675,3889,67,0.489,0.0,9.4951e-05,0.9999100000000001
-93782,Existing Customer,51,M,1,,Married,$120K +,Blue,31,5,1,2,25837.0,1812,24025.0,0.6859999999999999,3783,70,0.75,0.07,5.6825e-05,0.9999399999999999
-93783,Existing Customer,48,M,4,Graduate,Single,$80K - $120K,Blue,36,4,1,4,1536.0,1017,519.0,0.589,3816,71,0.449,0.662,0.00016574,0.9998299999999999
-93784,Existing Customer,44,F,5,Post-Graduate,Married,Less than $40K,Blue,40,3,3,4,4453.0,973,3480.0,0.9079999999999999,3239,66,0.65,0.21899999999999997,0.00062678,0.9993700000000001
+93775,Existing Customer,47,F,4,,,Less than $40K,Blue,36,5,3,2,4944.0,1151,3793.0,0.801,3684,64,0.829,0.233,0.00020735,0.99979
+93776,Existing Customer,48,F,5,Graduate,Married,Less than $40K,Blue,36,5,3,0,6921.0,1023,5898.0,0.816,4608,79,0.927,0.148,6.8504e-05,0.99993
+93777,Existing Customer,47,M,1,Graduate,Single,$80K - $120K,Blue,31,4,1,2,18026.0,755,17271.0,0.931,2760,56,1.0,0.042,5.1697e-05,0.99995
+93778,Existing Customer,45,F,3,Post-Graduate,Divorced,Less than $40K,Blue,28,3,4,3,5216.0,1519,3697.0,0.887,3434,49,0.69,0.291,0.00044634,0.99955
+93779,Existing Customer,65,F,0,Uneducated,Single,Less than $40K,Blue,54,6,5,2,7699.0,1758,5941.0,0.641,5103,62,0.771,0.228,0.00017726,0.99982
+93780,Existing Customer,49,M,4,Uneducated,Married,Less than $40K,Blue,39,6,1,4,7232.0,1830,5402.0,1.002,4337,71,0.543,0.253,0.00017042,0.99983
+93781,Existing Customer,61,F,0,High School,Single,,Blue,51,4,2,2,8476.0,0,8476.0,0.675,3889,67,0.489,0.0,9.4951e-05,0.99991
+93782,Existing Customer,51,M,1,,Married,$120K +,Blue,31,5,1,2,25837.0,1812,24025.0,0.686,3783,70,0.75,0.07,5.6825e-05,0.99994
+93783,Existing Customer,48,M,4,Graduate,Single,$80K - $120K,Blue,36,4,1,4,1536.0,1017,519.0,0.589,3816,71,0.449,0.662,0.00016574,0.99983
+93784,Existing Customer,44,F,5,Post-Graduate,Married,Less than $40K,Blue,40,3,3,4,4453.0,973,3480.0,0.908,3239,66,0.65,0.219,0.00062678,0.99937
 93785,Existing Customer,45,M,4,Graduate,Married,$120K +,Blue,36,5,2,3,34516.0,880,33636.0,0.687,3491,64,0.455,0.025,0.00020077,0.9998
-93786,Existing Customer,49,F,3,Graduate,,Less than $40K,Blue,39,4,2,0,4389.0,981,3408.0,0.65,3598,75,0.705,0.22399999999999998,4.3568e-05,0.9999600000000001
-93787,Existing Customer,38,F,2,Graduate,Single,,Blue,27,4,2,3,13429.0,1246,12183.0,1.055,3929,66,0.737,0.09300000000000001,0.00019143,0.9998100000000001
+93786,Existing Customer,49,F,3,Graduate,,Less than $40K,Blue,39,4,2,0,4389.0,981,3408.0,0.65,3598,75,0.705,0.224,4.3568e-05,0.99996
+93787,Existing Customer,38,F,2,Graduate,Single,,Blue,27,4,2,3,13429.0,1246,12183.0,1.055,3929,66,0.737,0.093,0.00019143,0.99981
 93788,Existing Customer,42,F,1,Doctorate,Married,Less than $40K,Blue,27,5,3,3,1840.0,1565,275.0,0.95,4518,72,0.5,0.851,0.00041087,0.99959
-93789,Existing Customer,44,M,3,Uneducated,Divorced,$80K - $120K,Blue,13,4,2,3,17846.0,1568,16278.0,1.064,3626,77,0.878,0.08800000000000001,0.00020424,0.9998
+93789,Existing Customer,44,M,3,Uneducated,Divorced,$80K - $120K,Blue,13,4,2,3,17846.0,1568,16278.0,1.064,3626,77,0.878,0.088,0.00020424,0.9998
 93790,Existing Customer,46,F,3,Graduate,Divorced,Less than $40K,Blue,37,6,1,0,9013.0,0,9013.0,0.597,3819,71,0.614,0.0,2.1081e-05,0.99998
-93791,Existing Customer,40,F,2,Graduate,Married,,Blue,29,5,2,2,18862.0,2105,16757.0,0.8320000000000001,4449,86,0.6859999999999999,0.11199999999999999,0.00011382,0.99989
-93792,Existing Customer,50,F,3,Graduate,Married,,Blue,39,5,3,2,3230.0,1172,2058.0,0.514,4419,64,0.73,0.363,0.00018665,0.9998100000000001
-93793,Existing Customer,46,M,3,Uneducated,Married,Less than $40K,Blue,38,4,3,1,7958.0,1559,6399.0,0.726,4962,72,0.7140000000000001,0.196,0.00011574,0.9998799999999999
+93791,Existing Customer,40,F,2,Graduate,Married,,Blue,29,5,2,2,18862.0,2105,16757.0,0.832,4449,86,0.686,0.112,0.00011382,0.99989
+93792,Existing Customer,50,F,3,Graduate,Married,,Blue,39,5,3,2,3230.0,1172,2058.0,0.514,4419,64,0.73,0.363,0.00018665,0.99981
+93793,Existing Customer,46,M,3,Uneducated,Married,Less than $40K,Blue,38,4,3,1,7958.0,1559,6399.0,0.726,4962,72,0.714,0.196,0.00011574,0.99988
 93794,Existing Customer,35,M,0,High School,Divorced,$40K - $60K,Blue,36,6,3,2,5619.0,1504,4115.0,0.775,2808,72,0.6,0.268,0.00015005,0.99985
 93795,Existing Customer,49,M,1,Graduate,Married,$60K - $80K,Blue,37,5,1,4,4854.0,1212,3642.0,0.308,3651,70,0.556,0.25,0.00014834,0.99985
-93796,Attrited Customer,62,F,1,High School,,$40K - $60K,Blue,56,3,5,1,3807.0,2517,1290.0,0.506,1739,36,0.5,0.6609999999999999,0.9910399999999999,0.00896
+93796,Attrited Customer,62,F,1,High School,,$40K - $60K,Blue,56,3,5,1,3807.0,2517,1290.0,0.506,1739,36,0.5,0.661,0.99104,0.00896
 93797,Existing Customer,45,F,2,Uneducated,Single,$40K - $60K,Blue,37,6,1,3,2529.0,1654,875.0,0.528,3428,84,0.68,0.654,9.5249e-05,0.9999
 93798,Attrited Customer,45,M,3,,Married,$60K - $80K,Blue,40,3,5,3,4097.0,655,3442.0,1.084,2611,51,0.545,0.16,0.99741,0.00258725
-93799,Existing Customer,56,M,4,Graduate,Single,Less than $40K,Blue,36,3,2,3,3057.0,1077,1980.0,0.934,4449,77,0.878,0.35200000000000004,0.00020077,0.9998
-93800,Existing Customer,58,F,1,High School,Married,Less than $40K,Blue,43,4,1,4,1957.0,1152,805.0,0.899,4546,78,0.5,0.589,0.00014421,0.9998600000000001
-93801,Existing Customer,51,F,3,,Single,Less than $40K,Blue,41,5,1,2,2941.0,655,2286.0,0.616,4099,66,0.5710000000000001,0.223,6.282e-05,0.9999399999999999
-93802,Attrited Customer,38,M,2,,,$60K - $80K,Blue,26,2,2,3,11252.0,1129,10123.0,0.462,1766,31,0.47600000000000003,0.1,0.9952700000000001,0.00472896
+93799,Existing Customer,56,M,4,Graduate,Single,Less than $40K,Blue,36,3,2,3,3057.0,1077,1980.0,0.934,4449,77,0.878,0.352,0.00020077,0.9998
+93800,Existing Customer,58,F,1,High School,Married,Less than $40K,Blue,43,4,1,4,1957.0,1152,805.0,0.899,4546,78,0.5,0.589,0.00014421,0.99986
+93801,Existing Customer,51,F,3,,Single,Less than $40K,Blue,41,5,1,2,2941.0,655,2286.0,0.616,4099,66,0.571,0.223,6.282e-05,0.99994
+93802,Attrited Customer,38,M,2,,,$60K - $80K,Blue,26,2,2,3,11252.0,1129,10123.0,0.462,1766,31,0.476,0.1,0.99527,0.00472896
 93803,Existing Customer,39,M,3,High School,Single,$60K - $80K,Blue,26,6,1,4,24534.0,1475,23059.0,0.528,3505,60,0.935,0.06,0.00015942,0.99984
 93804,Attrited Customer,43,M,4,Graduate,Single,$120K +,Blue,36,1,3,4,33384.0,0,33384.0,0.631,2066,46,0.769,0.0,0.99816,0.00184351
-93805,Existing Customer,44,F,3,Graduate,Married,Less than $40K,Blue,40,6,2,2,2232.0,2002,230.0,1.107,3803,68,0.511,0.897,0.00011811,0.9998799999999999
-93806,Existing Customer,40,F,3,Graduate,Married,Less than $40K,Blue,36,6,1,3,7582.0,1942,5640.0,0.823,4926,85,0.635,0.256,9.612600000000001e-05,0.9999
-93807,Existing Customer,49,M,2,Uneducated,Married,$80K - $120K,Blue,44,6,2,2,13884.0,1204,12680.0,0.575,4650,70,0.556,0.087,0.00011703,0.9998799999999999
-93808,Attrited Customer,64,F,1,College,,Less than $40K,Blue,56,3,1,2,6167.0,0,6167.0,0.42200000000000004,1648,43,0.536,0.0,0.98049,0.01951
-93809,Existing Customer,49,F,4,Uneducated,,,Blue,39,5,2,3,11545.0,1732,9813.0,0.871,3996,65,0.5479999999999999,0.15,0.00020643,0.99979
-93810,Existing Customer,47,F,3,Doctorate,Single,$40K - $60K,Blue,35,3,3,2,2872.0,2517,355.0,0.606,3635,62,0.8240000000000001,0.8759999999999999,0.00027008,0.9997299999999999
-93811,Attrited Customer,44,F,2,Graduate,Married,,Blue,39,6,3,3,5666.0,2386,3280.0,0.564,1981,42,1.0,0.42100000000000004,0.99671,0.00329379
-93812,Existing Customer,64,M,1,Graduate,Single,Less than $40K,Blue,45,5,3,2,4417.0,0,4417.0,0.904,4253,72,0.895,0.0,0.00016883,0.9998299999999999
+93805,Existing Customer,44,F,3,Graduate,Married,Less than $40K,Blue,40,6,2,2,2232.0,2002,230.0,1.107,3803,68,0.511,0.897,0.00011811,0.99988
+93806,Existing Customer,40,F,3,Graduate,Married,Less than $40K,Blue,36,6,1,3,7582.0,1942,5640.0,0.823,4926,85,0.635,0.256,9.6126e-05,0.9999
+93807,Existing Customer,49,M,2,Uneducated,Married,$80K - $120K,Blue,44,6,2,2,13884.0,1204,12680.0,0.575,4650,70,0.556,0.087,0.00011703,0.99988
+93808,Attrited Customer,64,F,1,College,,Less than $40K,Blue,56,3,1,2,6167.0,0,6167.0,0.422,1648,43,0.536,0.0,0.98049,0.01951
+93809,Existing Customer,49,F,4,Uneducated,,,Blue,39,5,2,3,11545.0,1732,9813.0,0.871,3996,65,0.548,0.15,0.00020643,0.99979
+93810,Existing Customer,47,F,3,Doctorate,Single,$40K - $60K,Blue,35,3,3,2,2872.0,2517,355.0,0.606,3635,62,0.824,0.876,0.00027008,0.99973
+93811,Attrited Customer,44,F,2,Graduate,Married,,Blue,39,6,3,3,5666.0,2386,3280.0,0.564,1981,42,1.0,0.421,0.99671,0.00329379
+93812,Existing Customer,64,M,1,Graduate,Single,Less than $40K,Blue,45,5,3,2,4417.0,0,4417.0,0.904,4253,72,0.895,0.0,0.00016883,0.99983
 93813,Existing Customer,48,F,3,Uneducated,Single,Less than $40K,Blue,39,4,3,4,2991.0,1508,1483.0,0.703,3734,64,0.882,0.504,0.00055052,0.99945
-93814,Existing Customer,52,F,3,Graduate,Single,Less than $40K,Silver,34,3,2,2,13109.0,1375,11734.0,0.742,3563,73,0.5529999999999999,0.105,0.00010672,0.99989
-93815,Existing Customer,57,F,2,,Single,Less than $40K,Blue,46,5,2,2,5443.0,1889,3554.0,0.42100000000000004,4416,64,0.6,0.34700000000000003,0.00012511,0.99987
+93814,Existing Customer,52,F,3,Graduate,Single,Less than $40K,Silver,34,3,2,2,13109.0,1375,11734.0,0.742,3563,73,0.553,0.105,0.00010672,0.99989
+93815,Existing Customer,57,F,2,,Single,Less than $40K,Blue,46,5,2,2,5443.0,1889,3554.0,0.421,4416,64,0.6,0.347,0.00012511,0.99987
 93816,Existing Customer,65,M,0,Graduate,Single,Less than $40K,Blue,56,6,1,3,2717.0,0,2717.0,0.736,3150,59,0.475,0.0,7.9494e-05,0.99992
-93817,Existing Customer,52,M,2,Graduate,Married,$60K - $80K,Blue,41,4,3,3,2628.0,2195,433.0,0.635,3608,68,0.41700000000000004,0.835,0.00030251,0.9997
-93818,Existing Customer,42,M,3,Uneducated,Single,$80K - $120K,Blue,35,5,1,4,16054.0,0,16054.0,0.446,3449,75,0.705,0.0,0.00016861,0.9998299999999999
-93819,Existing Customer,37,M,2,High School,Single,$40K - $60K,Blue,31,6,3,4,3216.0,0,3216.0,0.6829999999999999,4039,81,1.077,0.0,0.00050163,0.9995
-93820,Attrited Customer,53,F,4,Graduate,Married,Less than $40K,Blue,36,2,3,5,1438.3,0,1438.3,0.314,1739,44,0.467,0.0,0.9989299999999999,0.00106612
-93821,Existing Customer,46,F,2,High School,Married,,Blue,39,3,1,2,12295.0,1292,11003.0,0.537,4177,63,0.75,0.105,5.3541999999999997e-05,0.99995
-93822,Existing Customer,55,F,2,Doctorate,Married,,Blue,47,6,1,3,5794.0,0,5794.0,0.732,4201,73,0.5870000000000001,0.0,0.00013405,0.99987
+93817,Existing Customer,52,M,2,Graduate,Married,$60K - $80K,Blue,41,4,3,3,2628.0,2195,433.0,0.635,3608,68,0.417,0.835,0.00030251,0.9997
+93818,Existing Customer,42,M,3,Uneducated,Single,$80K - $120K,Blue,35,5,1,4,16054.0,0,16054.0,0.446,3449,75,0.705,0.0,0.00016861,0.99983
+93819,Existing Customer,37,M,2,High School,Single,$40K - $60K,Blue,31,6,3,4,3216.0,0,3216.0,0.683,4039,81,1.077,0.0,0.00050163,0.9995
+93820,Attrited Customer,53,F,4,Graduate,Married,Less than $40K,Blue,36,2,3,5,1438.3,0,1438.3,0.314,1739,44,0.467,0.0,0.99893,0.00106612
+93821,Existing Customer,46,F,2,High School,Married,,Blue,39,3,1,2,12295.0,1292,11003.0,0.537,4177,63,0.75,0.105,5.3542e-05,0.99995
+93822,Existing Customer,55,F,2,Doctorate,Married,,Blue,47,6,1,3,5794.0,0,5794.0,0.732,4201,73,0.587,0.0,0.00013405,0.99987
 93823,Existing Customer,51,F,0,Graduate,Married,Less than $40K,Blue,42,5,3,2,1858.0,925,933.0,1.056,3660,72,0.6,0.498,0.00015435,0.99985
-93824,Existing Customer,35,F,1,Uneducated,Married,Less than $40K,Blue,30,3,2,1,2593.0,1660,933.0,0.562,1974,33,1.062,0.64,6.6245e-05,0.9999299999999999
-93825,Existing Customer,41,M,3,Doctorate,Single,$60K - $80K,Blue,34,5,3,2,12420.0,0,12420.0,0.7090000000000001,4422,70,0.628,0.0,0.00027008,0.9997299999999999
-93826,Existing Customer,41,M,3,Graduate,Single,$60K - $80K,Blue,29,5,3,3,2775.0,1664,1111.0,0.809,2478,52,0.9259999999999999,0.6,0.0003139,0.99969
-93827,Attrited Customer,43,F,1,Graduate,Single,Less than $40K,Blue,36,2,3,2,2886.0,0,2886.0,0.5870000000000001,2326,50,0.429,0.0,0.99411,0.00589
+93824,Existing Customer,35,F,1,Uneducated,Married,Less than $40K,Blue,30,3,2,1,2593.0,1660,933.0,0.562,1974,33,1.062,0.64,6.6245e-05,0.99993
+93825,Existing Customer,41,M,3,Doctorate,Single,$60K - $80K,Blue,34,5,3,2,12420.0,0,12420.0,0.709,4422,70,0.628,0.0,0.00027008,0.99973
+93826,Existing Customer,41,M,3,Graduate,Single,$60K - $80K,Blue,29,5,3,3,2775.0,1664,1111.0,0.809,2478,52,0.926,0.6,0.0003139,0.99969
+93827,Attrited Customer,43,F,1,Graduate,Single,Less than $40K,Blue,36,2,3,2,2886.0,0,2886.0,0.587,2326,50,0.429,0.0,0.99411,0.00589
 93828,Existing Customer,45,M,2,,Single,$40K - $60K,Blue,40,6,4,3,7037.0,0,7037.0,0.583,4099,71,0.69,0.0,0.00040183,0.9996
-93829,Existing Customer,44,F,2,Graduate,Divorced,Less than $40K,Blue,36,6,3,0,7065.0,990,6075.0,0.503,3758,65,0.711,0.14,6.6354e-05,0.9999299999999999
+93829,Existing Customer,44,F,2,Graduate,Divorced,Less than $40K,Blue,36,6,3,0,7065.0,990,6075.0,0.503,3758,65,0.711,0.14,6.6354e-05,0.99993
 93830,Attrited Customer,63,F,1,,Single,Less than $40K,Blue,36,3,3,4,1896.0,0,1896.0,0.747,2186,50,0.562,0.0,0.99813,0.00187387
 93831,Existing Customer,46,M,4,Post-Graduate,Married,$60K - $80K,Blue,42,6,2,1,11634.0,0,11634.0,0.52,4447,74,0.574,0.0,8.4706e-05,0.99992
-93832,Attrited Customer,51,F,2,Doctorate,Married,Less than $40K,Platinum,42,3,2,3,15987.0,193,15794.0,0.435,2021,46,0.39399999999999996,0.012,0.9979299999999999,0.00207303
+93832,Attrited Customer,51,F,2,Doctorate,Married,Less than $40K,Platinum,42,3,2,3,15987.0,193,15794.0,0.435,2021,46,0.394,0.012,0.99793,0.00207303
 93833,Attrited Customer,44,F,2,Uneducated,Married,,Blue,36,1,3,3,13735.0,1733,12002.0,0.614,1783,43,0.654,0.126,0.9968,0.00320374
-93834,Existing Customer,58,M,1,,Single,$40K - $60K,Blue,52,3,2,3,3880.0,2517,1363.0,0.6729999999999999,3163,65,0.97,0.649,0.00019751,0.9998
-93835,Existing Customer,38,F,2,College,Single,Less than $40K,Blue,21,4,1,2,6899.0,0,6899.0,0.7709999999999999,3848,71,0.69,0.0,5.3547e-05,0.99995
+93834,Existing Customer,58,M,1,,Single,$40K - $60K,Blue,52,3,2,3,3880.0,2517,1363.0,0.673,3163,65,0.97,0.649,0.00019751,0.9998
+93835,Existing Customer,38,F,2,College,Single,Less than $40K,Blue,21,4,1,2,6899.0,0,6899.0,0.771,3848,71,0.69,0.0,5.3547e-05,0.99995
 93836,Existing Customer,50,M,2,Graduate,Married,$60K - $80K,Blue,39,4,1,4,6508.0,2276,4232.0,1.008,4254,77,0.711,0.35,0.00015804,0.99984
 93837,Existing Customer,46,F,3,Graduate,,Less than $40K,Blue,36,5,3,4,5090.0,1650,3440.0,0.58,3707,72,0.44,0.324,0.00053543,0.99946
 93838,Attrited Customer,47,M,4,Graduate,Single,$120K +,Blue,35,3,4,3,7015.0,0,7015.0,0.456,1799,51,0.645,0.0,0.9974,0.00260048
-93839,Existing Customer,51,M,2,Uneducated,Divorced,$120K +,Blue,41,4,2,3,30560.0,0,30560.0,0.721,3736,55,0.7190000000000001,0.0,0.00019683,0.9998
+93839,Existing Customer,51,M,2,Uneducated,Divorced,$120K +,Blue,41,4,2,3,30560.0,0,30560.0,0.721,3736,55,0.719,0.0,0.00019683,0.9998
 93840,Attrited Customer,49,M,3,,Single,$80K - $120K,Blue,44,1,3,4,4384.0,0,4384.0,0.684,1832,49,0.581,0.0,0.9983,0.00169532
-93841,Existing Customer,47,F,5,,Married,Less than $40K,Blue,40,5,1,3,2950.0,2000,950.0,0.882,4742,79,0.8370000000000001,0.6779999999999999,0.00010512,0.99989
-93842,Attrited Customer,49,M,3,High School,Married,$60K - $80K,Blue,34,6,3,3,1511.0,0,1511.0,0.43200000000000005,1329,35,0.591,0.0,0.9967299999999999,0.00326528
-93843,Attrited Customer,49,F,3,Graduate,Single,,Blue,31,2,3,4,4946.0,0,4946.0,0.54,2239,38,0.40700000000000003,0.0,0.9981399999999999,0.00186317
-93844,Existing Customer,54,F,3,Uneducated,Single,Less than $40K,Blue,47,3,3,3,7477.0,1960,5517.0,1.008,3618,76,0.583,0.262,0.00032275,0.9996799999999999
-93845,Attrited Customer,57,M,2,Uneducated,Single,$60K - $80K,Silver,49,4,3,3,32182.0,0,32182.0,0.52,1937,46,0.7040000000000001,0.0,0.99646,0.00354449
-93846,Existing Customer,47,M,4,Uneducated,Married,$60K - $80K,Blue,42,4,1,2,5715.0,1214,4501.0,0.858,3685,63,0.6579999999999999,0.212,5.9391e-05,0.9999399999999999
+93841,Existing Customer,47,F,5,,Married,Less than $40K,Blue,40,5,1,3,2950.0,2000,950.0,0.882,4742,79,0.837,0.678,0.00010512,0.99989
+93842,Attrited Customer,49,M,3,High School,Married,$60K - $80K,Blue,34,6,3,3,1511.0,0,1511.0,0.432,1329,35,0.591,0.0,0.99673,0.00326528
+93843,Attrited Customer,49,F,3,Graduate,Single,,Blue,31,2,3,4,4946.0,0,4946.0,0.54,2239,38,0.407,0.0,0.99814,0.00186317
+93844,Existing Customer,54,F,3,Uneducated,Single,Less than $40K,Blue,47,3,3,3,7477.0,1960,5517.0,1.008,3618,76,0.583,0.262,0.00032275,0.99968
+93845,Attrited Customer,57,M,2,Uneducated,Single,$60K - $80K,Silver,49,4,3,3,32182.0,0,32182.0,0.52,1937,46,0.704,0.0,0.99646,0.00354449
+93846,Existing Customer,47,M,4,Uneducated,Married,$60K - $80K,Blue,42,4,1,2,5715.0,1214,4501.0,0.858,3685,63,0.658,0.212,5.9391e-05,0.99994
 93847,Existing Customer,49,F,4,,Single,$40K - $60K,Blue,36,4,3,2,9595.0,509,9086.0,0.625,4050,72,0.5,0.053,0.00020735,0.99979
 93848,Existing Customer,37,M,1,High School,Single,$60K - $80K,Blue,21,3,2,2,21952.0,1600,20352.0,0.878,4087,70,0.628,0.073,0.00010386,0.9999
-93849,Existing Customer,45,F,3,,Married,Less than $40K,Blue,39,4,3,3,2606.0,1978,628.0,0.44299999999999995,2191,42,0.5,0.759,0.00034503,0.99965
-93850,Existing Customer,50,M,1,Doctorate,Single,$80K - $120K,Blue,41,6,1,2,2826.0,1741,1085.0,0.669,4488,73,0.825,0.616,7.4811e-05,0.9999299999999999
+93849,Existing Customer,45,F,3,,Married,Less than $40K,Blue,39,4,3,3,2606.0,1978,628.0,0.443,2191,42,0.5,0.759,0.00034503,0.99965
+93850,Existing Customer,50,M,1,Doctorate,Single,$80K - $120K,Blue,41,6,1,2,2826.0,1741,1085.0,0.669,4488,73,0.825,0.616,7.4811e-05,0.99993
 93851,Existing Customer,45,F,2,High School,Single,Less than $40K,Blue,26,4,3,4,1438.3,0,1438.3,0.71,3749,77,0.604,0.0,0.00050163,0.9995
-93852,Attrited Customer,42,F,2,Post-Graduate,Single,$40K - $60K,Blue,34,3,3,3,5667.0,812,4855.0,0.62,2064,42,0.4,0.14300000000000002,0.9972,0.00280059
-93853,Existing Customer,45,M,4,High School,Married,$80K - $120K,Blue,40,6,2,3,6366.0,1344,5022.0,0.49200000000000005,3258,58,0.758,0.21100000000000002,0.00019517,0.9998
-93854,Existing Customer,41,M,3,Graduate,Married,$60K - $80K,Blue,31,5,2,2,2122.0,1189,933.0,0.39799999999999996,4379,45,1.143,0.56,0.00011811,0.9998799999999999
-93855,Existing Customer,44,F,4,Uneducated,Single,Less than $40K,Blue,36,5,2,4,1687.0,1290,397.0,0.7090000000000001,4247,87,0.706,0.765,0.00035213,0.99965
-93856,Existing Customer,41,M,2,College,,$80K - $120K,Blue,24,3,2,4,14320.0,0,14320.0,0.754,4077,77,0.7909999999999999,0.0,0.00031749,0.9996799999999999
+93852,Attrited Customer,42,F,2,Post-Graduate,Single,$40K - $60K,Blue,34,3,3,3,5667.0,812,4855.0,0.62,2064,42,0.4,0.143,0.9972,0.00280059
+93853,Existing Customer,45,M,4,High School,Married,$80K - $120K,Blue,40,6,2,3,6366.0,1344,5022.0,0.492,3258,58,0.758,0.211,0.00019517,0.9998
+93854,Existing Customer,41,M,3,Graduate,Married,$60K - $80K,Blue,31,5,2,2,2122.0,1189,933.0,0.398,4379,45,1.143,0.56,0.00011811,0.99988
+93855,Existing Customer,44,F,4,Uneducated,Single,Less than $40K,Blue,36,5,2,4,1687.0,1290,397.0,0.709,4247,87,0.706,0.765,0.00035213,0.99965
+93856,Existing Customer,41,M,2,College,,$80K - $120K,Blue,24,3,2,4,14320.0,0,14320.0,0.754,4077,77,0.791,0.0,0.00031749,0.99968
 93857,Existing Customer,53,F,0,Graduate,Single,Less than $40K,Blue,48,4,3,3,5972.0,1885,4087.0,0.973,3491,65,0.711,0.316,0.0002596,0.99974
-93858,Existing Customer,43,F,2,Uneducated,Married,Less than $40K,Blue,34,6,2,3,8771.0,1662,7109.0,0.555,3779,72,0.7559999999999999,0.18899999999999997,0.00019683,0.9998
-93859,Existing Customer,64,F,0,Uneducated,Single,Less than $40K,Blue,36,3,1,3,7112.0,1358,5754.0,0.5529999999999999,4951,73,0.5870000000000001,0.191,8.1736e-05,0.99992
-93860,Existing Customer,46,M,5,Uneducated,Single,$40K - $60K,Blue,40,6,2,2,7333.0,875,6458.0,0.807,3636,48,1.286,0.11900000000000001,0.00012082,0.9998799999999999
-93861,Existing Customer,37,F,4,High School,Single,Less than $40K,Blue,18,4,1,2,2001.0,1366,635.0,0.86,4590,66,0.5710000000000001,0.6829999999999999,5.6153e-05,0.9999399999999999
-93862,Existing Customer,46,F,2,Graduate,Single,Less than $40K,Blue,40,4,2,4,1438.3,639,799.3,0.768,4427,85,0.735,0.444,0.00032656,0.9996700000000001
-93863,Existing Customer,48,M,3,Graduate,Married,$80K - $120K,Blue,37,5,2,1,34516.0,1416,33100.0,0.491,4026,65,0.512,0.040999999999999995,7.1226e-05,0.9999299999999999
-93864,Existing Customer,48,M,2,High School,Married,$40K - $60K,Blue,36,6,3,2,4207.0,1921,2286.0,0.7659999999999999,3850,75,0.562,0.457,0.00017486,0.9998299999999999
+93858,Existing Customer,43,F,2,Uneducated,Married,Less than $40K,Blue,34,6,2,3,8771.0,1662,7109.0,0.555,3779,72,0.756,0.189,0.00019683,0.9998
+93859,Existing Customer,64,F,0,Uneducated,Single,Less than $40K,Blue,36,3,1,3,7112.0,1358,5754.0,0.553,4951,73,0.587,0.191,8.1736e-05,0.99992
+93860,Existing Customer,46,M,5,Uneducated,Single,$40K - $60K,Blue,40,6,2,2,7333.0,875,6458.0,0.807,3636,48,1.286,0.119,0.00012082,0.99988
+93861,Existing Customer,37,F,4,High School,Single,Less than $40K,Blue,18,4,1,2,2001.0,1366,635.0,0.86,4590,66,0.571,0.683,5.6153e-05,0.99994
+93862,Existing Customer,46,F,2,Graduate,Single,Less than $40K,Blue,40,4,2,4,1438.3,639,799.3,0.768,4427,85,0.735,0.444,0.00032656,0.99967
+93863,Existing Customer,48,M,3,Graduate,Married,$80K - $120K,Blue,37,5,2,1,34516.0,1416,33100.0,0.491,4026,65,0.512,0.041,7.1226e-05,0.99993
+93864,Existing Customer,48,M,2,High School,Married,$40K - $60K,Blue,36,6,3,2,4207.0,1921,2286.0,0.766,3850,75,0.562,0.457,0.00017486,0.99983
 93865,Existing Customer,38,F,2,Doctorate,Single,Less than $40K,Blue,31,6,3,2,1555.0,986,569.0,0.865,4686,75,0.667,0.634,0.00026028,0.99974
-93866,Existing Customer,44,M,3,Graduate,Married,$120K +,Blue,32,4,2,2,34516.0,1344,33172.0,0.523,4795,92,0.6729999999999999,0.039,0.00011811,0.9998799999999999
+93866,Existing Customer,44,M,3,Graduate,Married,$120K +,Blue,32,4,2,2,34516.0,1344,33172.0,0.523,4795,92,0.673,0.039,0.00011811,0.99988
 93867,Attrited Customer,55,M,1,College,Single,$80K - $120K,Blue,48,3,3,3,6846.0,0,6846.0,0.62,1735,35,0.522,0.0,0.99639,0.00360825
-93868,Existing Customer,50,M,1,Uneducated,Married,$40K - $60K,Blue,36,5,1,4,2071.0,1035,1036.0,0.754,4092,74,0.9470000000000001,0.5,0.00015252,0.99985
-93869,Attrited Customer,43,M,3,Uneducated,Single,$80K - $120K,Blue,30,3,2,4,11336.0,0,11336.0,0.691,1809,39,0.345,0.0,0.9971399999999999,0.00286097
-93870,Existing Customer,55,M,1,Doctorate,Single,$60K - $80K,Blue,36,3,3,3,15221.0,1166,14055.0,0.8390000000000001,3848,68,0.619,0.077,0.00041087,0.99959
-93871,Attrited Customer,47,M,3,High School,Married,$80K - $120K,Blue,34,3,3,3,21359.0,0,21359.0,0.551,2064,63,0.853,0.0,0.9967299999999999,0.00326528
-93872,Existing Customer,42,M,2,Uneducated,Single,$80K - $120K,Blue,37,3,3,4,19366.0,1592,17774.0,0.679,3627,66,1.0,0.08199999999999999,0.00053055,0.9994700000000001
-93873,Existing Customer,41,M,2,Uneducated,Married,$60K - $80K,Blue,13,4,2,2,2243.0,1944,299.0,0.9420000000000001,3216,77,0.674,0.867,0.00011703,0.9998799999999999
-93874,Existing Customer,56,F,1,High School,Single,Less than $40K,Blue,43,3,2,2,2923.0,1934,989.0,0.5770000000000001,3861,68,0.7,0.662,0.00010386,0.9999
+93868,Existing Customer,50,M,1,Uneducated,Married,$40K - $60K,Blue,36,5,1,4,2071.0,1035,1036.0,0.754,4092,74,0.947,0.5,0.00015252,0.99985
+93869,Attrited Customer,43,M,3,Uneducated,Single,$80K - $120K,Blue,30,3,2,4,11336.0,0,11336.0,0.691,1809,39,0.345,0.0,0.99714,0.00286097
+93870,Existing Customer,55,M,1,Doctorate,Single,$60K - $80K,Blue,36,3,3,3,15221.0,1166,14055.0,0.839,3848,68,0.619,0.077,0.00041087,0.99959
+93871,Attrited Customer,47,M,3,High School,Married,$80K - $120K,Blue,34,3,3,3,21359.0,0,21359.0,0.551,2064,63,0.853,0.0,0.99673,0.00326528
+93872,Existing Customer,42,M,2,Uneducated,Single,$80K - $120K,Blue,37,3,3,4,19366.0,1592,17774.0,0.679,3627,66,1.0,0.082,0.00053055,0.99947
+93873,Existing Customer,41,M,2,Uneducated,Married,$60K - $80K,Blue,13,4,2,2,2243.0,1944,299.0,0.942,3216,77,0.674,0.867,0.00011703,0.99988
+93874,Existing Customer,56,F,1,High School,Single,Less than $40K,Blue,43,3,2,2,2923.0,1934,989.0,0.577,3861,68,0.7,0.662,0.00010386,0.9999
 93875,Existing Customer,50,F,4,Uneducated,Single,$40K - $60K,Blue,22,5,2,3,7853.0,1343,6510.0,0.491,1814,37,0.37,0.171,0.00020643,0.99979
 93876,Existing Customer,41,M,4,Post-Graduate,Married,$40K - $60K,Silver,30,6,3,3,16386.0,2236,14150.0,1.004,3293,66,0.833,0.136,0.0003373,0.99966
-93877,Existing Customer,48,F,4,Graduate,Single,,Blue,40,3,2,2,11164.0,859,10305.0,0.915,4227,67,0.634,0.077,0.00011937,0.9998799999999999
-93878,Existing Customer,49,F,3,Uneducated,Married,Less than $40K,Blue,31,6,3,3,2960.0,1835,1125.0,0.532,3941,64,0.455,0.62,0.00032275,0.9996799999999999
-93879,Existing Customer,41,M,2,High School,Married,$120K +,Blue,36,4,3,2,10816.0,871,9945.0,0.606,3221,68,0.581,0.081,0.00017486,0.9998299999999999
-93880,Existing Customer,37,F,3,High School,Single,Less than $40K,Blue,26,3,1,2,2917.0,2216,701.0,0.81,4524,67,0.489,0.76,5.5558999999999994e-05,0.9999399999999999
-93881,Existing Customer,44,F,1,Graduate,Married,Less than $40K,Blue,36,3,3,3,2568.0,1603,965.0,0.43200000000000005,3616,85,0.545,0.624,0.00028395,0.99972
+93877,Existing Customer,48,F,4,Graduate,Single,,Blue,40,3,2,2,11164.0,859,10305.0,0.915,4227,67,0.634,0.077,0.00011937,0.99988
+93878,Existing Customer,49,F,3,Uneducated,Married,Less than $40K,Blue,31,6,3,3,2960.0,1835,1125.0,0.532,3941,64,0.455,0.62,0.00032275,0.99968
+93879,Existing Customer,41,M,2,High School,Married,$120K +,Blue,36,4,3,2,10816.0,871,9945.0,0.606,3221,68,0.581,0.081,0.00017486,0.99983
+93880,Existing Customer,37,F,3,High School,Single,Less than $40K,Blue,26,3,1,2,2917.0,2216,701.0,0.81,4524,67,0.489,0.76,5.5559e-05,0.99994
+93881,Existing Customer,44,F,1,Graduate,Married,Less than $40K,Blue,36,3,3,3,2568.0,1603,965.0,0.432,3616,85,0.545,0.624,0.00028395,0.99972
 93882,Existing Customer,44,F,3,College,Single,Less than $40K,Blue,30,6,3,3,4539.0,2053,2486.0,0.705,2960,67,0.861,0.452,0.00030519,0.99969
-93883,Attrited Customer,48,M,4,,Married,$80K - $120K,Blue,41,2,3,6,4806.0,1357,3449.0,0.573,1771,35,0.34600000000000003,0.282,0.99945,0.00055285
+93883,Attrited Customer,48,M,4,,Married,$80K - $120K,Blue,41,2,3,6,4806.0,1357,3449.0,0.573,1771,35,0.346,0.282,0.99945,0.00055285
 93884,Existing Customer,65,F,0,Graduate,,,Blue,36,3,3,4,2025.0,1701,324.0,0.628,4056,71,0.578,0.84,0.00044282,0.99956
-93885,Existing Customer,54,M,1,Uneducated,,$80K - $120K,Blue,46,4,1,4,6249.0,2517,3732.0,0.7509999999999999,3988,68,0.789,0.40299999999999997,0.00015252,0.99985
+93885,Existing Customer,54,M,1,Uneducated,,$80K - $120K,Blue,46,4,1,4,6249.0,2517,3732.0,0.751,3988,68,0.789,0.403,0.00015252,0.99985
 93886,Existing Customer,48,F,2,High School,Single,Less than $40K,Blue,35,4,6,1,1686.0,1271,415.0,1.087,3445,64,0.73,0.754,8.3245e-05,0.99992
-93887,Existing Customer,41,M,1,Graduate,Married,$80K - $120K,Blue,31,5,3,4,10239.0,2224,8015.0,0.545,2149,40,1.105,0.217,0.00048435,0.9995200000000001
-93888,Existing Customer,43,F,3,Post-Graduate,,Less than $40K,Blue,23,5,3,3,4284.0,1094,3190.0,0.63,3095,64,0.524,0.255,0.00036935,0.9996299999999999
-93889,Existing Customer,46,F,5,Uneducated,Single,Less than $40K,Blue,38,6,1,4,2601.0,1604,997.0,0.853,4835,80,0.7020000000000001,0.617,0.00016776,0.9998299999999999
+93887,Existing Customer,41,M,1,Graduate,Married,$80K - $120K,Blue,31,5,3,4,10239.0,2224,8015.0,0.545,2149,40,1.105,0.217,0.00048435,0.99952
+93888,Existing Customer,43,F,3,Post-Graduate,,Less than $40K,Blue,23,5,3,3,4284.0,1094,3190.0,0.63,3095,64,0.524,0.255,0.00036935,0.99963
+93889,Existing Customer,46,F,5,Uneducated,Single,Less than $40K,Blue,38,6,1,4,2601.0,1604,997.0,0.853,4835,80,0.702,0.617,0.00016776,0.99983
 93890,Existing Customer,47,F,2,,,Less than $40K,Blue,36,4,2,2,1738.0,0,1738.0,1.124,2572,62,0.938,0.0,0.00012511,0.99987
-93891,Attrited Customer,42,F,3,High School,Married,$40K - $60K,Blue,36,1,3,4,4527.0,0,4527.0,0.8009999999999999,2441,37,0.37,0.0,0.99808,0.00191647
-93892,Existing Customer,42,M,0,High School,,$80K - $120K,Silver,35,5,2,3,34516.0,1934,32582.0,0.626,4613,73,0.5529999999999999,0.055999999999999994,0.0001443,0.9998600000000001
+93891,Attrited Customer,42,F,3,High School,Married,$40K - $60K,Blue,36,1,3,4,4527.0,0,4527.0,0.801,2441,37,0.37,0.0,0.99808,0.00191647
+93892,Existing Customer,42,M,0,High School,,$80K - $120K,Silver,35,5,2,3,34516.0,1934,32582.0,0.626,4613,73,0.553,0.056,0.0001443,0.99986
 93893,Existing Customer,47,M,5,Post-Graduate,Married,Less than $40K,Blue,41,4,2,1,3532.0,0,3532.0,0.82,3162,56,0.6,0.0,8.3385e-05,0.99992
-93894,Existing Customer,50,F,2,Graduate,Single,,Blue,41,5,2,4,4846.0,2490,2356.0,0.7879999999999999,3724,61,0.605,0.514,0.00032656,0.9996700000000001
+93894,Existing Customer,50,F,2,Graduate,Single,,Blue,41,5,2,4,4846.0,2490,2356.0,0.788,3724,61,0.605,0.514,0.00032656,0.99967
 93895,Existing Customer,43,F,3,Graduate,Married,Less than $40K,Silver,36,6,2,2,11392.0,0,11392.0,0.821,3246,63,0.703,0.0,0.00010672,0.99989
-93896,Existing Customer,49,M,1,College,Married,$60K - $80K,Blue,43,6,3,4,22036.0,1560,20476.0,0.555,2139,48,0.7140000000000001,0.071,0.00047091,0.9995299999999999
-93897,Existing Customer,43,F,4,Graduate,Married,Less than $40K,Blue,25,5,3,2,2772.0,1782,990.0,0.718,4739,88,0.7959999999999999,0.643,0.00018864,0.9998100000000001
-93898,Existing Customer,52,M,4,Uneducated,Married,$80K - $120K,Blue,36,5,2,2,7474.0,2444,5030.0,0.619,5100,79,0.7170000000000001,0.327,0.00012274,0.9998799999999999
-93899,Existing Customer,40,M,5,,Married,$80K - $120K,Blue,33,4,2,4,34516.0,1501,33015.0,0.813,3368,64,0.6409999999999999,0.043,0.00037057,0.9996299999999999
-93900,Existing Customer,46,M,3,Uneducated,Married,$60K - $80K,Blue,36,4,3,3,11117.0,0,11117.0,0.8140000000000001,3099,69,0.816,0.0,0.00032275,0.9996799999999999
-93901,Existing Customer,47,F,4,Graduate,Married,,Blue,33,6,3,1,10714.0,2407,8307.0,0.37799999999999995,4328,71,0.5429999999999999,0.225,0.00011377,0.99989
+93896,Existing Customer,49,M,1,College,Married,$60K - $80K,Blue,43,6,3,4,22036.0,1560,20476.0,0.555,2139,48,0.714,0.071,0.00047091,0.99953
+93897,Existing Customer,43,F,4,Graduate,Married,Less than $40K,Blue,25,5,3,2,2772.0,1782,990.0,0.718,4739,88,0.796,0.643,0.00018864,0.99981
+93898,Existing Customer,52,M,4,Uneducated,Married,$80K - $120K,Blue,36,5,2,2,7474.0,2444,5030.0,0.619,5100,79,0.717,0.327,0.00012274,0.99988
+93899,Existing Customer,40,M,5,,Married,$80K - $120K,Blue,33,4,2,4,34516.0,1501,33015.0,0.813,3368,64,0.641,0.043,0.00037057,0.99963
+93900,Existing Customer,46,M,3,Uneducated,Married,$60K - $80K,Blue,36,4,3,3,11117.0,0,11117.0,0.814,3099,69,0.816,0.0,0.00032275,0.99968
+93901,Existing Customer,47,F,4,Graduate,Married,,Blue,33,6,3,1,10714.0,2407,8307.0,0.378,4328,71,0.543,0.225,0.00011377,0.99989
 93902,Existing Customer,60,M,0,High School,Single,$40K - $60K,Blue,36,5,3,2,5420.0,0,5420.0,0.81,3477,60,0.622,0.0,0.00015005,0.99985
 93903,Existing Customer,38,F,1,Post-Graduate,Single,Less than $40K,Blue,26,4,1,3,2652.0,2496,156.0,0.561,3691,58,1.071,0.941,0.00010231,0.9999
 93904,Existing Customer,51,M,2,Doctorate,Single,$40K - $60K,Blue,40,4,3,3,6492.0,719,5773.0,0.711,4828,78,0.529,0.111,0.00043772,0.99956
-93905,Existing Customer,62,F,0,Graduate,Divorced,$40K - $60K,Blue,50,3,2,4,11352.0,2517,8835.0,0.7509999999999999,4021,56,0.8059999999999999,0.222,0.00028024,0.99972
-93906,Existing Customer,52,F,5,,Single,,Blue,36,3,1,3,3167.0,1387,1780.0,0.899,4587,76,0.551,0.43799999999999994,0.00010512,0.99989
-93907,Existing Customer,41,M,3,High School,Single,Less than $40K,Blue,33,6,3,1,7015.0,918,6097.0,0.9570000000000001,4410,70,0.591,0.131,0.00010943,0.99989
+93905,Existing Customer,62,F,0,Graduate,Divorced,$40K - $60K,Blue,50,3,2,4,11352.0,2517,8835.0,0.751,4021,56,0.806,0.222,0.00028024,0.99972
+93906,Existing Customer,52,F,5,,Single,,Blue,36,3,1,3,3167.0,1387,1780.0,0.899,4587,76,0.551,0.438,0.00010512,0.99989
+93907,Existing Customer,41,M,3,High School,Single,Less than $40K,Blue,33,6,3,1,7015.0,918,6097.0,0.957,4410,70,0.591,0.131,0.00010943,0.99989
 93908,Existing Customer,48,M,4,Post-Graduate,Single,$120K +,Blue,38,5,2,0,34516.0,1639,32877.0,0.688,4959,74,0.805,0.047,5.1813e-05,0.99995
-93909,Existing Customer,43,M,3,Graduate,,$80K - $120K,Blue,30,3,1,4,3244.0,2260,984.0,0.711,2313,39,0.857,0.6970000000000001,0.00016399,0.99984
-93910,Existing Customer,51,F,1,College,Married,Less than $40K,Blue,42,4,2,2,2431.0,0,2431.0,0.8859999999999999,3323,65,1.097,0.0,0.00010387,0.9999
-93911,Existing Customer,42,F,1,College,Married,Less than $40K,Blue,36,6,4,1,3050.0,1824,1226.0,0.7709999999999999,1973,50,1.381,0.598,0.00011963,0.9998799999999999
-93912,Existing Customer,54,F,4,Graduate,Single,Less than $40K,Blue,43,3,1,4,2191.0,1655,536.0,1.008,4961,71,0.821,0.755,0.00016574,0.9998299999999999
-93913,Existing Customer,52,F,3,Uneducated,Married,Less than $40K,Blue,33,6,3,3,5677.0,1403,4274.0,0.951,2730,58,0.758,0.247,0.00032275,0.9996799999999999
-93914,Existing Customer,48,F,2,Doctorate,Married,Less than $40K,Blue,40,3,4,3,4176.0,1248,2928.0,0.434,4889,62,0.632,0.299,0.00052896,0.9994700000000001
-93915,Existing Customer,40,M,4,Graduate,Married,Less than $40K,Blue,34,3,1,2,2577.0,1812,765.0,0.6659999999999999,4134,62,0.8240000000000001,0.703,5.7762e-05,0.9999399999999999
+93909,Existing Customer,43,M,3,Graduate,,$80K - $120K,Blue,30,3,1,4,3244.0,2260,984.0,0.711,2313,39,0.857,0.697,0.00016399,0.99984
+93910,Existing Customer,51,F,1,College,Married,Less than $40K,Blue,42,4,2,2,2431.0,0,2431.0,0.886,3323,65,1.097,0.0,0.00010387,0.9999
+93911,Existing Customer,42,F,1,College,Married,Less than $40K,Blue,36,6,4,1,3050.0,1824,1226.0,0.771,1973,50,1.381,0.598,0.00011963,0.99988
+93912,Existing Customer,54,F,4,Graduate,Single,Less than $40K,Blue,43,3,1,4,2191.0,1655,536.0,1.008,4961,71,0.821,0.755,0.00016574,0.99983
+93913,Existing Customer,52,F,3,Uneducated,Married,Less than $40K,Blue,33,6,3,3,5677.0,1403,4274.0,0.951,2730,58,0.758,0.247,0.00032275,0.99968
+93914,Existing Customer,48,F,2,Doctorate,Married,Less than $40K,Blue,40,3,4,3,4176.0,1248,2928.0,0.434,4889,62,0.632,0.299,0.00052896,0.99947
+93915,Existing Customer,40,M,4,Graduate,Married,Less than $40K,Blue,34,3,1,2,2577.0,1812,765.0,0.666,4134,62,0.824,0.703,5.7762e-05,0.99994
 93916,Existing Customer,65,M,0,High School,Single,$40K - $60K,Blue,36,6,4,1,3305.0,1909,1396.0,0.371,4218,72,0.636,0.578,0.00010936,0.99989
-93917,Existing Customer,47,M,4,Graduate,Married,$60K - $80K,Blue,34,6,3,0,9261.0,1605,7656.0,0.5710000000000001,2468,44,0.419,0.17300000000000001,6.9589e-05,0.9999299999999999
-93918,Existing Customer,64,F,0,Graduate,Single,$40K - $60K,Blue,56,6,2,1,1564.0,0,1564.0,0.516,4018,69,0.605,0.0,5.8902e-05,0.9999399999999999
-93919,Existing Customer,50,F,3,,Single,$40K - $60K,Blue,36,5,3,3,12740.0,1173,11567.0,1.04,3441,55,0.7190000000000001,0.092,0.00034503,0.99965
-93920,Existing Customer,57,F,3,,Single,,Silver,36,6,3,2,34516.0,1698,32818.0,0.823,3498,68,0.619,0.049,0.00018538,0.9998100000000001
-93921,Attrited Customer,58,M,2,Uneducated,Single,$80K - $120K,Blue,52,1,2,4,3091.0,2517,574.0,0.602,1844,49,0.633,0.8140000000000001,0.99703,0.00296843
+93917,Existing Customer,47,M,4,Graduate,Married,$60K - $80K,Blue,34,6,3,0,9261.0,1605,7656.0,0.571,2468,44,0.419,0.173,6.9589e-05,0.99993
+93918,Existing Customer,64,F,0,Graduate,Single,$40K - $60K,Blue,56,6,2,1,1564.0,0,1564.0,0.516,4018,69,0.605,0.0,5.8902e-05,0.99994
+93919,Existing Customer,50,F,3,,Single,$40K - $60K,Blue,36,5,3,3,12740.0,1173,11567.0,1.04,3441,55,0.719,0.092,0.00034503,0.99965
+93920,Existing Customer,57,F,3,,Single,,Silver,36,6,3,2,34516.0,1698,32818.0,0.823,3498,68,0.619,0.049,0.00018538,0.99981
+93921,Attrited Customer,58,M,2,Uneducated,Single,$80K - $120K,Blue,52,1,2,4,3091.0,2517,574.0,0.602,1844,49,0.633,0.814,0.99703,0.00296843
 93922,Existing Customer,39,F,1,Graduate,Single,$40K - $60K,Blue,32,3,3,1,3812.0,1103,2709.0,0.757,4080,65,0.625,0.289,0.00010182,0.9999
-93923,Attrited Customer,54,F,2,High School,Single,,Blue,44,4,3,4,3778.0,0,3778.0,0.7390000000000001,2367,45,0.452,0.0,0.9980100000000001,0.00198853
-93924,Existing Customer,58,M,3,High School,Married,$120K +,Blue,50,6,2,4,12698.0,2361,10337.0,0.799,4425,75,0.63,0.18600000000000003,0.00032942,0.9996700000000001
+93923,Attrited Customer,54,F,2,High School,Single,,Blue,44,4,3,4,3778.0,0,3778.0,0.739,2367,45,0.452,0.0,0.99801,0.00198853
+93924,Existing Customer,58,M,3,High School,Married,$120K +,Blue,50,6,2,4,12698.0,2361,10337.0,0.799,4425,75,0.63,0.186,0.00032942,0.99967
 93925,Attrited Customer,41,F,3,High School,Married,,Blue,32,1,2,4,26229.0,0,26229.0,0.504,2077,46,0.643,0.0,0.99697,0.00302546
 93926,Existing Customer,51,F,4,High School,Married,$40K - $60K,Blue,43,5,3,2,8346.0,1452,6894.0,1.194,4141,79,0.612,0.174,0.00018339,0.99982
-93927,Existing Customer,52,M,0,Uneducated,,$80K - $120K,Blue,36,6,4,4,5395.0,2084,3311.0,0.7979999999999999,4689,69,0.725,0.386,0.00055021,0.99945
-93928,Existing Customer,58,M,2,,Divorced,$60K - $80K,Blue,36,6,1,1,1490.0,1069,421.0,0.84,3790,85,0.889,0.7170000000000001,3.6508000000000004e-05,0.9999600000000001
-93929,Existing Customer,42,M,4,Graduate,Divorced,$80K - $120K,Blue,35,3,2,2,18274.0,1623,16651.0,0.6809999999999999,3886,81,0.8,0.08900000000000001,0.00011937,0.9998799999999999
-93930,Existing Customer,62,F,0,High School,,$40K - $60K,Blue,49,4,1,1,4409.0,785,3624.0,0.838,4160,61,0.649,0.17800000000000002,2.7706999999999997e-05,0.99997
-93931,Existing Customer,45,M,5,Uneducated,Single,$80K - $120K,Blue,38,3,4,4,7560.0,788,6772.0,1.193,4296,68,0.7,0.10400000000000001,0.00066189,0.99934
-93932,Existing Customer,53,M,1,Uneducated,,$120K +,Blue,47,4,2,2,20783.0,1257,19526.0,0.7240000000000001,3819,76,0.617,0.06,0.00010985,0.99989
-93933,Existing Customer,53,F,2,,Single,$40K - $60K,Blue,43,3,4,4,6188.0,2517,3671.0,0.713,1997,43,1.048,0.40700000000000003,0.00068536,0.99931
+93927,Existing Customer,52,M,0,Uneducated,,$80K - $120K,Blue,36,6,4,4,5395.0,2084,3311.0,0.798,4689,69,0.725,0.386,0.00055021,0.99945
+93928,Existing Customer,58,M,2,,Divorced,$60K - $80K,Blue,36,6,1,1,1490.0,1069,421.0,0.84,3790,85,0.889,0.717,3.6508e-05,0.99996
+93929,Existing Customer,42,M,4,Graduate,Divorced,$80K - $120K,Blue,35,3,2,2,18274.0,1623,16651.0,0.681,3886,81,0.8,0.089,0.00011937,0.99988
+93930,Existing Customer,62,F,0,High School,,$40K - $60K,Blue,49,4,1,1,4409.0,785,3624.0,0.838,4160,61,0.649,0.178,2.7707e-05,0.99997
+93931,Existing Customer,45,M,5,Uneducated,Single,$80K - $120K,Blue,38,3,4,4,7560.0,788,6772.0,1.193,4296,68,0.7,0.104,0.00066189,0.99934
+93932,Existing Customer,53,M,1,Uneducated,,$120K +,Blue,47,4,2,2,20783.0,1257,19526.0,0.724,3819,76,0.617,0.06,0.00010985,0.99989
+93933,Existing Customer,53,F,2,,Single,$40K - $60K,Blue,43,3,4,4,6188.0,2517,3671.0,0.713,1997,43,1.048,0.407,0.00068536,0.99931
 93934,Existing Customer,50,M,3,Uneducated,Single,$120K +,Blue,36,5,3,4,27876.0,557,27319.0,0.768,4654,88,0.66,0.02,0.00055052,0.99945
 93935,Existing Customer,44,F,2,Post-Graduate,Married,Less than $40K,Blue,30,5,2,3,1924.0,1471,453.0,1.485,3521,58,1.0,0.765,0.00022525,0.99977
-93936,Attrited Customer,40,M,3,High School,Married,$80K - $120K,Blue,36,2,3,4,29149.0,0,29149.0,0.615,2106,56,0.6970000000000001,0.0,0.99808,0.00191647
-93937,Attrited Customer,55,F,2,Graduate,,Less than $40K,Blue,50,4,4,3,1438.3,0,1438.3,0.639,1785,33,0.32,0.0,0.9972700000000001,0.00272694
+93936,Attrited Customer,40,M,3,High School,Married,$80K - $120K,Blue,36,2,3,4,29149.0,0,29149.0,0.615,2106,56,0.697,0.0,0.99808,0.00191647
+93937,Attrited Customer,55,F,2,Graduate,,Less than $40K,Blue,50,4,4,3,1438.3,0,1438.3,0.639,1785,33,0.32,0.0,0.99727,0.00272694
 93938,Existing Customer,50,F,1,Uneducated,Married,Less than $40K,Blue,33,6,4,4,3160.0,1180,1980.0,1.0,3740,68,0.7,0.373,0.0006018,0.9994
-93939,Existing Customer,38,F,2,High School,Single,$40K - $60K,Blue,25,6,2,3,1438.3,0,1438.3,0.7829999999999999,3990,75,0.596,0.0,0.0001861,0.9998100000000001
+93939,Existing Customer,38,F,2,High School,Single,$40K - $60K,Blue,25,6,2,3,1438.3,0,1438.3,0.783,3990,75,0.596,0.0,0.0001861,0.99981
 93940,Existing Customer,45,M,0,Graduate,Married,$60K - $80K,Blue,40,4,3,3,1438.3,0,1438.3,0.555,4869,66,0.737,0.0,0.0002596,0.99974
-93941,Attrited Customer,40,F,3,,Married,Less than $40K,Blue,28,2,3,3,1535.0,0,1535.0,0.544,1921,41,0.46399999999999997,0.0,0.99711,0.00288892
+93941,Attrited Customer,40,F,3,,Married,Less than $40K,Blue,28,2,3,3,1535.0,0,1535.0,0.544,1921,41,0.464,0.0,0.99711,0.00288892
 93942,Existing Customer,55,F,2,College,Single,$40K - $60K,Blue,35,4,4,4,1438.3,696,742.3,0.888,4307,76,0.9,0.484,0.00060624,0.99939
-93943,Existing Customer,49,F,5,Uneducated,Married,Less than $40K,Blue,36,6,2,4,2331.0,1798,533.0,0.847,4061,66,0.6920000000000001,0.7709999999999999,0.00034664,0.99965
-93944,Existing Customer,43,F,1,High School,Single,$40K - $60K,Blue,36,5,2,1,8156.0,0,8156.0,0.6629999999999999,3992,73,0.5529999999999999,0.0,6.263300000000001e-05,0.9999399999999999
+93943,Existing Customer,49,F,5,Uneducated,Married,Less than $40K,Blue,36,6,2,4,2331.0,1798,533.0,0.847,4061,66,0.692,0.771,0.00034664,0.99965
+93944,Existing Customer,43,F,1,High School,Single,$40K - $60K,Blue,36,5,2,1,8156.0,0,8156.0,0.663,3992,73,0.553,0.0,6.2633e-05,0.99994
 93945,Existing Customer,47,F,3,,,Less than $40K,Blue,34,4,2,1,8109.0,541,7568.0,0.958,3609,77,0.604,0.067,7.8291e-05,0.99992
-93946,Existing Customer,43,F,3,,,Less than $40K,Blue,36,4,4,2,5853.0,1190,4663.0,0.9359999999999999,3595,80,0.667,0.203,0.00024793,0.99975
-93947,Attrited Customer,48,F,4,College,Married,Less than $40K,Blue,36,2,3,2,5997.0,0,5997.0,0.406,1457,42,0.5,0.0,0.9945799999999999,0.00542
-93948,Existing Customer,51,M,2,Graduate,Married,$60K - $80K,Blue,32,6,3,4,10824.0,0,10824.0,0.9620000000000001,3700,73,0.738,0.0,0.000516,0.9994799999999999
-93949,Existing Customer,47,M,2,Uneducated,Married,$60K - $80K,Blue,36,4,1,2,9300.0,769,8531.0,0.68,3651,67,0.718,0.083,5.663e-05,0.9999399999999999
-93950,Existing Customer,51,F,2,High School,Single,$40K - $60K,Blue,32,4,1,2,5351.0,0,5351.0,0.763,4596,78,0.5,0.0,5.3541999999999997e-05,0.99995
-93951,Existing Customer,49,F,4,College,Single,Less than $40K,Blue,33,4,2,3,2097.0,1250,847.0,0.6990000000000001,4148,71,0.5429999999999999,0.596,0.00019519,0.9998
+93946,Existing Customer,43,F,3,,,Less than $40K,Blue,36,4,4,2,5853.0,1190,4663.0,0.936,3595,80,0.667,0.203,0.00024793,0.99975
+93947,Attrited Customer,48,F,4,College,Married,Less than $40K,Blue,36,2,3,2,5997.0,0,5997.0,0.406,1457,42,0.5,0.0,0.99458,0.00542
+93948,Existing Customer,51,M,2,Graduate,Married,$60K - $80K,Blue,32,6,3,4,10824.0,0,10824.0,0.962,3700,73,0.738,0.0,0.000516,0.99948
+93949,Existing Customer,47,M,2,Uneducated,Married,$60K - $80K,Blue,36,4,1,2,9300.0,769,8531.0,0.68,3651,67,0.718,0.083,5.663e-05,0.99994
+93950,Existing Customer,51,F,2,High School,Single,$40K - $60K,Blue,32,4,1,2,5351.0,0,5351.0,0.763,4596,78,0.5,0.0,5.3542e-05,0.99995
+93951,Existing Customer,49,F,4,College,Single,Less than $40K,Blue,33,4,2,3,2097.0,1250,847.0,0.699,4148,71,0.543,0.596,0.00019519,0.9998
 93952,Existing Customer,53,F,1,Graduate,Single,Less than $40K,Blue,46,6,4,4,2266.0,0,2266.0,0.565,3634,66,0.65,0.0,0.00058531,0.99941
 93953,Existing Customer,55,M,3,Uneducated,Single,$80K - $120K,Blue,46,4,2,3,13598.0,852,12746.0,0.785,4047,76,0.81,0.063,0.00020424,0.9998
-93954,Attrited Customer,46,F,1,Post-Graduate,Married,$40K - $60K,Blue,38,3,2,2,1803.0,0,1803.0,0.415,1979,37,0.321,0.0,0.99211,0.007890000000000001
+93954,Attrited Customer,46,F,1,Post-Graduate,Married,$40K - $60K,Blue,38,3,2,2,1803.0,0,1803.0,0.415,1979,37,0.321,0.0,0.99211,0.00789
 93955,Existing Customer,50,F,3,High School,Married,Less than $40K,Blue,31,3,1,4,6292.0,0,6292.0,0.515,3687,74,0.644,0.0,0.00015942,0.99984
-93956,Existing Customer,65,M,1,Graduate,Single,,Blue,56,4,3,3,23566.0,1670,21896.0,0.735,3129,79,0.8370000000000001,0.071,0.00028395,0.99972
-93957,Existing Customer,51,F,4,Uneducated,Single,Less than $40K,Blue,37,4,4,2,1765.0,1487,278.0,0.738,3333,66,1.0,0.8420000000000001,0.00023439999999999998,0.99977
-93958,Existing Customer,46,M,3,High School,Married,$80K - $120K,Blue,27,4,2,3,4964.0,2316,2648.0,0.7929999999999999,3279,66,0.941,0.467,0.00019311,0.9998100000000001
-93959,Existing Customer,42,M,1,Graduate,,$60K - $80K,Blue,32,5,3,2,3741.0,0,3741.0,0.9590000000000001,4402,55,0.833,0.0,0.00016883,0.9998299999999999
+93956,Existing Customer,65,M,1,Graduate,Single,,Blue,56,4,3,3,23566.0,1670,21896.0,0.735,3129,79,0.837,0.071,0.00028395,0.99972
+93957,Existing Customer,51,F,4,Uneducated,Single,Less than $40K,Blue,37,4,4,2,1765.0,1487,278.0,0.738,3333,66,1.0,0.842,0.0002344,0.99977
+93958,Existing Customer,46,M,3,High School,Married,$80K - $120K,Blue,27,4,2,3,4964.0,2316,2648.0,0.793,3279,66,0.941,0.467,0.00019311,0.99981
+93959,Existing Customer,42,M,1,Graduate,,$60K - $80K,Blue,32,5,3,2,3741.0,0,3741.0,0.959,4402,55,0.833,0.0,0.00016883,0.99983
 93960,Existing Customer,49,F,3,High School,Single,,Silver,36,3,2,2,31631.0,0,31631.0,0.632,3418,58,0.758,0.0,0.00010374,0.9999
-93961,Existing Customer,40,M,3,,Married,$80K - $120K,Blue,36,6,2,2,5014.0,1887,3127.0,0.8059999999999999,4391,66,0.5710000000000001,0.376,0.00012982,0.99987
+93961,Existing Customer,40,M,3,,Married,$80K - $120K,Blue,36,6,2,2,5014.0,1887,3127.0,0.806,4391,66,0.571,0.376,0.00012982,0.99987
 93962,Existing Customer,45,F,4,High School,Married,Less than $40K,Blue,34,6,4,1,2484.0,1543,941.0,0.703,3802,68,0.447,0.621,0.00013366,0.99987
-93963,Existing Customer,65,M,1,Graduate,Single,Less than $40K,Blue,56,5,3,2,7636.0,0,7636.0,0.8009999999999999,3880,67,0.8109999999999999,0.0,0.00016883,0.9998299999999999
-93964,Existing Customer,46,M,4,Graduate,Single,$80K - $120K,Blue,35,6,3,3,11096.0,0,11096.0,0.8809999999999999,3949,69,0.6829999999999999,0.0,0.00031726,0.9996799999999999
-93965,Existing Customer,47,F,3,Uneducated,Married,,Blue,42,4,1,4,25027.0,1501,23526.0,1.063,3357,62,0.7709999999999999,0.06,0.00016861,0.9998299999999999
+93963,Existing Customer,65,M,1,Graduate,Single,Less than $40K,Blue,56,5,3,2,7636.0,0,7636.0,0.801,3880,67,0.811,0.0,0.00016883,0.99983
+93964,Existing Customer,46,M,4,Graduate,Single,$80K - $120K,Blue,35,6,3,3,11096.0,0,11096.0,0.881,3949,69,0.683,0.0,0.00031726,0.99968
+93965,Existing Customer,47,F,3,Uneducated,Married,,Blue,42,4,1,4,25027.0,1501,23526.0,1.063,3357,62,0.771,0.06,0.00016861,0.99983
 93966,Existing Customer,44,M,3,Post-Graduate,Married,$120K +,Blue,35,3,4,1,27391.0,587,26804.0,0.821,2862,56,1.24,0.021,0.00016007,0.99984
-93967,Attrited Customer,58,F,1,Uneducated,Divorced,,Blue,54,3,5,3,3266.0,859,2407.0,0.74,2151,46,0.43799999999999994,0.263,0.9969399999999999,0.00305631
-93968,Attrited Customer,50,M,1,Graduate,Divorced,$60K - $80K,Blue,44,3,4,3,7050.0,1008,6042.0,0.639,2176,39,0.56,0.14300000000000002,0.9971,0.00290471
-93969,Existing Customer,54,F,0,High School,Married,Less than $40K,Blue,45,5,2,2,2704.0,789,1915.0,1.0390000000000001,4839,92,0.769,0.292,9.4951e-05,0.9999100000000001
+93967,Attrited Customer,58,F,1,Uneducated,Divorced,,Blue,54,3,5,3,3266.0,859,2407.0,0.74,2151,46,0.438,0.263,0.99694,0.00305631
+93968,Attrited Customer,50,M,1,Graduate,Divorced,$60K - $80K,Blue,44,3,4,3,7050.0,1008,6042.0,0.639,2176,39,0.56,0.143,0.9971,0.00290471
+93969,Existing Customer,54,F,0,High School,Married,Less than $40K,Blue,45,5,2,2,2704.0,789,1915.0,1.039,4839,92,0.769,0.292,9.4951e-05,0.99991
 93970,Existing Customer,40,M,3,Uneducated,Divorced,$80K - $120K,Blue,25,4,3,4,11721.0,1175,10546.0,0.779,4187,73,0.825,0.1,0.00055052,0.99945
-93971,Existing Customer,49,F,4,,Divorced,Less than $40K,Blue,36,4,3,1,2432.0,0,2432.0,1.2930000000000001,4340,76,0.767,0.0,0.00012505,0.99987
-93972,Attrited Customer,39,F,0,,Married,$40K - $60K,Silver,34,3,0,3,15142.0,0,15142.0,0.7609999999999999,2458,41,0.5770000000000001,0.0,0.9669,0.0331
-93973,Existing Customer,51,F,3,College,Married,Less than $40K,Blue,36,6,2,2,1936.0,0,1936.0,0.705,4072,72,0.7559999999999999,0.0,0.00011483,0.99989
-93974,Existing Customer,64,F,0,Uneducated,Single,Less than $40K,Blue,36,3,2,1,1829.0,0,1829.0,0.5760000000000001,3950,65,0.5479999999999999,0.0,6.0563e-05,0.9999399999999999
-93975,Existing Customer,43,F,4,High School,,Less than $40K,Blue,39,3,3,3,2786.0,1793,993.0,0.8029999999999999,3646,68,0.659,0.644,0.00030842,0.99969
-93976,Existing Customer,38,F,2,Graduate,Single,,Blue,30,4,1,4,19595.0,610,18985.0,0.5820000000000001,4079,65,0.585,0.031,0.00015804,0.99984
-93977,Existing Customer,44,M,2,,Married,$60K - $80K,Blue,34,4,4,4,3828.0,1146,2682.0,0.6809999999999999,4558,90,0.636,0.299,0.00068536,0.99931
-93978,Existing Customer,46,M,3,Graduate,Married,$80K - $120K,Blue,37,3,1,4,4786.0,0,4786.0,0.789,4347,69,0.6829999999999999,0.0,0.00016399,0.99984
-93979,Existing Customer,44,M,2,High School,Single,$80K - $120K,Blue,36,5,3,0,22143.0,730,21413.0,0.871,4263,62,0.632,0.033,6.4505e-05,0.9999399999999999
+93971,Existing Customer,49,F,4,,Divorced,Less than $40K,Blue,36,4,3,1,2432.0,0,2432.0,1.293,4340,76,0.767,0.0,0.00012505,0.99987
+93972,Attrited Customer,39,F,0,,Married,$40K - $60K,Silver,34,3,0,3,15142.0,0,15142.0,0.761,2458,41,0.577,0.0,0.9669,0.0331
+93973,Existing Customer,51,F,3,College,Married,Less than $40K,Blue,36,6,2,2,1936.0,0,1936.0,0.705,4072,72,0.756,0.0,0.00011483,0.99989
+93974,Existing Customer,64,F,0,Uneducated,Single,Less than $40K,Blue,36,3,2,1,1829.0,0,1829.0,0.576,3950,65,0.548,0.0,6.0563e-05,0.99994
+93975,Existing Customer,43,F,4,High School,,Less than $40K,Blue,39,3,3,3,2786.0,1793,993.0,0.803,3646,68,0.659,0.644,0.00030842,0.99969
+93976,Existing Customer,38,F,2,Graduate,Single,,Blue,30,4,1,4,19595.0,610,18985.0,0.582,4079,65,0.585,0.031,0.00015804,0.99984
+93977,Existing Customer,44,M,2,,Married,$60K - $80K,Blue,34,4,4,4,3828.0,1146,2682.0,0.681,4558,90,0.636,0.299,0.00068536,0.99931
+93978,Existing Customer,46,M,3,Graduate,Married,$80K - $120K,Blue,37,3,1,4,4786.0,0,4786.0,0.789,4347,69,0.683,0.0,0.00016399,0.99984
+93979,Existing Customer,44,M,2,High School,Single,$80K - $120K,Blue,36,5,3,0,22143.0,730,21413.0,0.871,4263,62,0.632,0.033,6.4505e-05,0.99994
 93980,Existing Customer,44,M,4,Doctorate,Divorced,$80K - $120K,Blue,34,5,1,4,7150.0,1887,5263.0,0.455,3636,69,0.643,0.264,0.00023984,0.99976
-93981,Existing Customer,63,M,1,,Single,$60K - $80K,Silver,53,5,4,4,25502.0,1450,24052.0,0.797,4323,81,0.688,0.057,0.00058132,0.9994200000000001
+93981,Existing Customer,63,M,1,,Single,$60K - $80K,Silver,53,5,4,4,25502.0,1450,24052.0,0.797,4323,81,0.688,0.057,0.00058132,0.99942
 93982,Attrited Customer,40,M,4,Post-Graduate,Married,$60K - $80K,Blue,35,3,4,3,20178.0,1553,18625.0,0.324,1735,44,0.375,0.077,0.99779,0.00221086
-93983,Existing Customer,46,F,2,,Married,Less than $40K,Blue,36,5,2,3,5258.0,1994,3264.0,0.725,3972,73,0.5870000000000001,0.379,0.00021042,0.99979
+93983,Existing Customer,46,F,2,,Married,Less than $40K,Blue,36,5,2,3,5258.0,1994,3264.0,0.725,3972,73,0.587,0.379,0.00021042,0.99979
 93984,Attrited Customer,47,F,3,,Married,Less than $40K,Blue,34,3,3,2,1561.0,0,1561.0,0.502,1947,28,0.556,0.0,0.99515,0.00484967
-93985,Existing Customer,43,M,3,High School,Single,$60K - $80K,Blue,30,6,2,4,11550.0,1505,10045.0,1.034,3891,76,0.9,0.13,0.00032942,0.9996700000000001
-93986,Attrited Customer,58,M,1,Graduate,Single,$120K +,Blue,36,2,3,4,28618.0,0,28618.0,0.685,1712,41,0.414,0.0,0.9979399999999999,0.00205937
-93987,Existing Customer,47,M,4,College,,$60K - $80K,Blue,35,4,2,3,6623.0,1823,4800.0,0.8109999999999999,2293,47,0.5670000000000001,0.275,0.00019519,0.9998
+93985,Existing Customer,43,M,3,High School,Single,$60K - $80K,Blue,30,6,2,4,11550.0,1505,10045.0,1.034,3891,76,0.9,0.13,0.00032942,0.99967
+93986,Attrited Customer,58,M,1,Graduate,Single,$120K +,Blue,36,2,3,4,28618.0,0,28618.0,0.685,1712,41,0.414,0.0,0.99794,0.00205937
+93987,Existing Customer,47,M,4,College,,$60K - $80K,Blue,35,4,2,3,6623.0,1823,4800.0,0.811,2293,47,0.567,0.275,0.00019519,0.9998
 93988,Attrited Customer,49,M,1,Graduate,Single,$120K +,Blue,36,3,4,3,8136.0,2517,5619.0,0.674,2179,40,0.429,0.309,0.9971,0.00290471
-93989,Existing Customer,42,M,3,High School,Married,$120K +,Blue,36,3,1,2,19156.0,1353,17803.0,1.41,3547,61,0.649,0.071,5.5558999999999994e-05,0.9999399999999999
-93990,Existing Customer,55,F,1,High School,Single,Less than $40K,Blue,36,5,2,3,7982.0,897,7085.0,0.778,4387,71,0.511,0.11199999999999999,0.00017468,0.9998299999999999
+93989,Existing Customer,42,M,3,High School,Married,$120K +,Blue,36,3,1,2,19156.0,1353,17803.0,1.41,3547,61,0.649,0.071,5.5559e-05,0.99994
+93990,Existing Customer,55,F,1,High School,Single,Less than $40K,Blue,36,5,2,3,7982.0,897,7085.0,0.778,4387,71,0.511,0.112,0.00017468,0.99983
 93991,Attrited Customer,45,F,2,Graduate,Single,,Blue,38,6,2,3,3120.0,2517,603.0,0.736,2468,43,0.536,0.807,0.9948,0.0052
-93992,Existing Customer,60,F,1,Post-Graduate,Single,$40K - $60K,Blue,50,4,1,2,4606.0,0,4606.0,0.857,4181,63,1.032,0.0,6.083e-05,0.9999399999999999
-93993,Existing Customer,48,F,4,Graduate,Single,Less than $40K,Blue,35,6,3,2,2005.0,1143,862.0,0.8240000000000001,4311,70,0.591,0.57,0.00018864,0.9998100000000001
+93992,Existing Customer,60,F,1,Post-Graduate,Single,$40K - $60K,Blue,50,4,1,2,4606.0,0,4606.0,0.857,4181,63,1.032,0.0,6.083e-05,0.99994
+93993,Existing Customer,48,F,4,Graduate,Single,Less than $40K,Blue,35,6,3,2,2005.0,1143,862.0,0.824,4311,70,0.591,0.57,0.00018864,0.99981
 93994,Existing Customer,50,M,3,High School,Single,$40K - $60K,Blue,31,5,3,3,9949.0,1597,8352.0,0.659,3776,83,0.596,0.161,0.00030516,0.99969
-93995,Attrited Customer,41,F,2,Uneducated,Single,Less than $40K,Blue,36,2,2,3,2892.0,2517,375.0,0.777,2257,48,0.7140000000000001,0.87,0.99495,0.00505
-93996,Existing Customer,51,F,4,Uneducated,,Less than $40K,Blue,40,3,3,4,7093.0,918,6175.0,0.56,3877,75,0.7440000000000001,0.129,0.0005564,0.99944
-93997,Existing Customer,47,M,3,Graduate,Single,$60K - $80K,Blue,36,5,4,3,1896.0,1119,777.0,0.6709999999999999,4028,76,0.767,0.59,0.00037935,0.9996200000000001
-93998,Existing Customer,47,M,2,Uneducated,Single,$60K - $80K,Blue,40,5,2,4,3569.0,1030,2539.0,1.09,4612,75,0.9229999999999999,0.289,0.00033577,0.99966
-93999,Existing Customer,41,F,2,Graduate,,$40K - $60K,Blue,29,6,2,3,4663.0,0,4663.0,0.892,3831,81,0.7609999999999999,0.0,0.00019143,0.9998100000000001
-94000,Existing Customer,55,F,3,Graduate,Single,,Blue,44,6,6,3,2553.0,1823,730.0,0.574,3853,69,0.6829999999999999,0.7140000000000001,0.00024781,0.99975
-94001,Existing Customer,38,M,3,Graduate,Single,$40K - $60K,Blue,31,3,1,3,5362.0,1110,4252.0,0.6509999999999999,3548,69,0.5,0.207,9.612600000000001e-05,0.9999
-94002,Existing Customer,41,F,3,Graduate,Married,Less than $40K,Blue,36,6,6,4,2873.0,1247,1626.0,0.889,3943,80,0.7020000000000001,0.434,0.00042271,0.9995799999999999
+93995,Attrited Customer,41,F,2,Uneducated,Single,Less than $40K,Blue,36,2,2,3,2892.0,2517,375.0,0.777,2257,48,0.714,0.87,0.99495,0.00505
+93996,Existing Customer,51,F,4,Uneducated,,Less than $40K,Blue,40,3,3,4,7093.0,918,6175.0,0.56,3877,75,0.744,0.129,0.0005564,0.99944
+93997,Existing Customer,47,M,3,Graduate,Single,$60K - $80K,Blue,36,5,4,3,1896.0,1119,777.0,0.671,4028,76,0.767,0.59,0.00037935,0.99962
+93998,Existing Customer,47,M,2,Uneducated,Single,$60K - $80K,Blue,40,5,2,4,3569.0,1030,2539.0,1.09,4612,75,0.923,0.289,0.00033577,0.99966
+93999,Existing Customer,41,F,2,Graduate,,$40K - $60K,Blue,29,6,2,3,4663.0,0,4663.0,0.892,3831,81,0.761,0.0,0.00019143,0.99981
+94000,Existing Customer,55,F,3,Graduate,Single,,Blue,44,6,6,3,2553.0,1823,730.0,0.574,3853,69,0.683,0.714,0.00024781,0.99975
+94001,Existing Customer,38,M,3,Graduate,Single,$40K - $60K,Blue,31,3,1,3,5362.0,1110,4252.0,0.651,3548,69,0.5,0.207,9.6126e-05,0.9999
+94002,Existing Customer,41,F,3,Graduate,Married,Less than $40K,Blue,36,6,6,4,2873.0,1247,1626.0,0.889,3943,80,0.702,0.434,0.00042271,0.99958
 94003,Existing Customer,40,M,2,College,Married,$80K - $120K,Blue,36,3,4,3,7840.0,0,7840.0,0.726,4062,71,0.578,0.0,0.00035543,0.99964
-94004,Existing Customer,43,F,2,Graduate,Married,Less than $40K,Blue,35,3,3,2,2209.0,0,2209.0,0.7490000000000001,4419,68,0.619,0.0,0.00017987,0.99982
-94005,Existing Customer,36,F,2,College,Married,Less than $40K,Blue,17,5,2,2,1971.0,0,1971.0,0.613,4979,77,0.5710000000000001,0.0,0.00011066,0.99989
-94006,Existing Customer,48,F,5,Post-Graduate,Married,Less than $40K,Blue,40,3,3,3,1438.3,665,773.3,0.75,4100,84,0.615,0.462,0.00036747,0.9996299999999999
-94007,Existing Customer,41,F,4,Graduate,Married,$40K - $60K,Blue,33,6,3,2,6230.0,1173,5057.0,0.607,3769,77,0.54,0.188,0.00018864,0.9998100000000001
-94008,Existing Customer,47,F,4,Graduate,,$40K - $60K,Blue,29,6,1,3,2636.0,1589,1047.0,0.8640000000000001,3858,70,0.522,0.603,9.7154e-05,0.9999
-94009,Existing Customer,44,M,3,High School,Married,$80K - $120K,Blue,36,3,3,2,22243.0,1377,20866.0,0.5670000000000001,3200,91,0.7170000000000001,0.062,0.00018145,0.99982
-94010,Existing Customer,50,F,2,,Divorced,Less than $40K,Blue,36,3,2,4,2855.0,527,2328.0,0.6779999999999999,3645,69,0.605,0.185,0.00035894,0.99964
+94004,Existing Customer,43,F,2,Graduate,Married,Less than $40K,Blue,35,3,3,2,2209.0,0,2209.0,0.749,4419,68,0.619,0.0,0.00017987,0.99982
+94005,Existing Customer,36,F,2,College,Married,Less than $40K,Blue,17,5,2,2,1971.0,0,1971.0,0.613,4979,77,0.571,0.0,0.00011066,0.99989
+94006,Existing Customer,48,F,5,Post-Graduate,Married,Less than $40K,Blue,40,3,3,3,1438.3,665,773.3,0.75,4100,84,0.615,0.462,0.00036747,0.99963
+94007,Existing Customer,41,F,4,Graduate,Married,$40K - $60K,Blue,33,6,3,2,6230.0,1173,5057.0,0.607,3769,77,0.54,0.188,0.00018864,0.99981
+94008,Existing Customer,47,F,4,Graduate,,$40K - $60K,Blue,29,6,1,3,2636.0,1589,1047.0,0.864,3858,70,0.522,0.603,9.7154e-05,0.9999
+94009,Existing Customer,44,M,3,High School,Married,$80K - $120K,Blue,36,3,3,2,22243.0,1377,20866.0,0.567,3200,91,0.717,0.062,0.00018145,0.99982
+94010,Existing Customer,50,F,2,,Divorced,Less than $40K,Blue,36,3,2,4,2855.0,527,2328.0,0.678,3645,69,0.605,0.185,0.00035894,0.99964
 94011,Existing Customer,46,F,3,Graduate,Married,Less than $40K,Blue,35,3,3,4,7578.0,1794,5784.0,0.62,5328,78,0.625,0.237,0.00053543,0.99946
-94012,Existing Customer,47,F,1,High School,Single,,Blue,40,5,4,4,8440.0,2087,6353.0,0.804,4161,74,0.644,0.247,0.00056901,0.9994299999999999
+94012,Existing Customer,47,F,1,High School,Single,,Blue,40,5,4,4,8440.0,2087,6353.0,0.804,4161,74,0.644,0.247,0.00056901,0.99943
 94013,Existing Customer,53,M,1,Graduate,Married,$80K - $120K,Blue,40,4,3,3,4186.0,0,4186.0,0.888,4590,69,0.816,0.0,0.00028395,0.99972
-94014,Existing Customer,44,M,4,College,Single,$80K - $120K,Blue,34,4,4,3,22074.0,0,22074.0,1.199,4406,80,0.7390000000000001,0.0,0.00037275,0.9996299999999999
-94015,Attrited Customer,46,M,2,Doctorate,Married,$80K - $120K,Blue,29,1,2,5,17667.0,0,17667.0,0.569,1775,42,0.556,0.0,0.9987799999999999,0.00122089
+94014,Existing Customer,44,M,4,College,Single,$80K - $120K,Blue,34,4,4,3,22074.0,0,22074.0,1.199,4406,80,0.739,0.0,0.00037275,0.99963
+94015,Attrited Customer,46,M,2,Doctorate,Married,$80K - $120K,Blue,29,1,2,5,17667.0,0,17667.0,0.569,1775,42,0.556,0.0,0.99878,0.00122089
 94016,Existing Customer,39,M,4,Graduate,Married,$120K +,Blue,28,3,2,3,26548.0,1829,24719.0,0.685,3450,83,1.024,0.069,0.00020077,0.9998
-94017,Existing Customer,51,M,2,Graduate,Single,$60K - $80K,Blue,40,4,3,0,3532.0,764,2768.0,0.6809999999999999,4066,74,0.574,0.21600000000000003,6.6354e-05,0.9999299999999999
-94018,Existing Customer,45,F,4,High School,Single,,Blue,35,3,4,2,8795.0,2517,6278.0,0.625,4552,81,0.588,0.28600000000000003,0.00022162,0.9997799999999999
+94017,Existing Customer,51,M,2,Graduate,Single,$60K - $80K,Blue,40,4,3,0,3532.0,764,2768.0,0.681,4066,74,0.574,0.216,6.6354e-05,0.99993
+94018,Existing Customer,45,F,4,High School,Single,,Blue,35,3,4,2,8795.0,2517,6278.0,0.625,4552,81,0.588,0.286,0.00022162,0.99978
 94019,Existing Customer,49,F,4,Graduate,Single,Less than $40K,Blue,42,4,3,4,2162.0,1882,280.0,0.934,3825,70,0.75,0.87,0.00054115,0.99946
-94020,Attrited Customer,47,M,4,Uneducated,Single,$120K +,Blue,37,3,2,6,34516.0,1126,33390.0,0.575,1736,35,0.4,0.033,0.9990700000000001,0.0009337
-94021,Existing Customer,53,F,4,Graduate,Single,,Gold,41,5,1,2,34516.0,2374,32142.0,0.81,4390,77,0.604,0.069,6.6549e-05,0.9999299999999999
+94020,Attrited Customer,47,M,4,Uneducated,Single,$120K +,Blue,37,3,2,6,34516.0,1126,33390.0,0.575,1736,35,0.4,0.033,0.99907,0.0009337
+94021,Existing Customer,53,F,4,Graduate,Single,,Gold,41,5,1,2,34516.0,2374,32142.0,0.81,4390,77,0.604,0.069,6.6549e-05,0.99993
 94022,Attrited Customer,44,M,1,College,Divorced,$80K - $120K,Silver,39,2,3,2,34516.0,2361,32155.0,0.529,1853,36,0.385,0.068,0.9933,0.0067
 94023,Existing Customer,41,M,3,Post-Graduate,Divorced,$120K +,Blue,29,6,1,3,3491.0,2506,985.0,0.873,4855,79,0.58,0.718,0.00011311,0.99989
 94024,Existing Customer,52,F,3,Graduate,Divorced,Less than $40K,Blue,41,3,3,4,6060.0,1687,4373.0,0.563,3953,65,0.711,0.278,0.00053543,0.99946
-94025,Existing Customer,48,F,3,Graduate,Divorced,,Blue,41,3,4,3,7860.0,0,7860.0,0.598,3512,76,0.617,0.0,0.00037935,0.9996200000000001
-94026,Attrited Customer,48,M,4,College,Married,$80K - $120K,Blue,32,5,2,3,25190.0,0,25190.0,0.467,1533,41,0.32299999999999995,0.0,0.9949,0.0051
+94025,Existing Customer,48,F,3,Graduate,Divorced,,Blue,41,3,4,3,7860.0,0,7860.0,0.598,3512,76,0.617,0.0,0.00037935,0.99962
+94026,Attrited Customer,48,M,4,College,Married,$80K - $120K,Blue,32,5,2,3,25190.0,0,25190.0,0.467,1533,41,0.323,0.0,0.9949,0.0051
 94027,Existing Customer,50,M,4,College,Divorced,$60K - $80K,Blue,44,4,2,3,13911.0,2160,11751.0,0.73,2204,60,0.667,0.155,0.00019519,0.9998
-94028,Existing Customer,51,M,1,High School,Single,$60K - $80K,Blue,36,6,4,4,2281.0,1751,530.0,0.7609999999999999,4241,76,0.8540000000000001,0.768,0.00056901,0.9994299999999999
-94029,Existing Customer,43,M,3,Graduate,Single,$60K - $80K,Blue,35,3,3,2,5652.0,548,5104.0,0.647,3710,70,0.45799999999999996,0.09699999999999999,0.00018665,0.9998100000000001
-94030,Attrited Customer,44,F,3,,Single,Less than $40K,Blue,36,3,2,2,1606.0,1578,28.0,0.85,2418,44,0.467,0.983,0.99236,0.007640000000000001
-94031,Existing Customer,45,F,3,Graduate,Married,,Blue,41,5,4,2,2777.0,2118,659.0,1.036,4442,64,0.8290000000000001,0.763,0.00022556,0.99977
-94032,Existing Customer,40,M,3,Graduate,Married,$60K - $80K,Blue,36,4,4,4,2223.0,597,1626.0,0.5720000000000001,3331,67,0.675,0.26899999999999996,0.00064703,0.99935
-94033,Existing Customer,48,M,4,Post-Graduate,Married,$40K - $60K,Blue,29,6,1,2,2916.0,1074,1842.0,0.774,4020,84,0.68,0.368,6.7967e-05,0.9999299999999999
-94034,Existing Customer,45,M,2,,Married,$120K +,Blue,40,4,4,4,16476.0,1374,15102.0,0.45899999999999996,4717,71,0.69,0.083,0.00068536,0.99931
-94035,Existing Customer,44,F,2,Graduate,Married,Less than $40K,Blue,30,3,2,3,9598.0,1092,8506.0,0.6,2216,54,0.588,0.114,0.00019143,0.9998100000000001
+94028,Existing Customer,51,M,1,High School,Single,$60K - $80K,Blue,36,6,4,4,2281.0,1751,530.0,0.761,4241,76,0.854,0.768,0.00056901,0.99943
+94029,Existing Customer,43,M,3,Graduate,Single,$60K - $80K,Blue,35,3,3,2,5652.0,548,5104.0,0.647,3710,70,0.458,0.097,0.00018665,0.99981
+94030,Attrited Customer,44,F,3,,Single,Less than $40K,Blue,36,3,2,2,1606.0,1578,28.0,0.85,2418,44,0.467,0.983,0.99236,0.00764
+94031,Existing Customer,45,F,3,Graduate,Married,,Blue,41,5,4,2,2777.0,2118,659.0,1.036,4442,64,0.829,0.763,0.00022556,0.99977
+94032,Existing Customer,40,M,3,Graduate,Married,$60K - $80K,Blue,36,4,4,4,2223.0,597,1626.0,0.572,3331,67,0.675,0.269,0.00064703,0.99935
+94033,Existing Customer,48,M,4,Post-Graduate,Married,$40K - $60K,Blue,29,6,1,2,2916.0,1074,1842.0,0.774,4020,84,0.68,0.368,6.7967e-05,0.99993
+94034,Existing Customer,45,M,2,,Married,$120K +,Blue,40,4,4,4,16476.0,1374,15102.0,0.459,4717,71,0.69,0.083,0.00068536,0.99931
+94035,Existing Customer,44,F,2,Graduate,Married,Less than $40K,Blue,30,3,2,3,9598.0,1092,8506.0,0.6,2216,54,0.588,0.114,0.00019143,0.99981
 94036,Existing Customer,42,M,1,Uneducated,Divorced,$60K - $80K,Blue,30,3,2,2,18570.0,1892,16678.0,0.748,4036,78,0.773,0.102,0.00010985,0.99989
-94037,Attrited Customer,54,F,4,Graduate,Single,Less than $40K,Silver,36,3,2,3,13626.0,0,13626.0,0.41100000000000003,1711,30,0.25,0.0,0.9945200000000001,0.00548
-94038,Existing Customer,29,F,2,,Single,Less than $40K,Blue,21,4,3,2,2298.0,0,2298.0,0.7759999999999999,4814,88,0.63,0.0,0.00019771,0.9998
-94039,Existing Customer,40,F,3,College,Married,,Blue,36,4,2,4,9191.0,1666,7525.0,0.815,4275,83,0.7659999999999999,0.18100000000000002,0.00032945,0.9996700000000001
+94037,Attrited Customer,54,F,4,Graduate,Single,Less than $40K,Silver,36,3,2,3,13626.0,0,13626.0,0.411,1711,30,0.25,0.0,0.99452,0.00548
+94038,Existing Customer,29,F,2,,Single,Less than $40K,Blue,21,4,3,2,2298.0,0,2298.0,0.776,4814,88,0.63,0.0,0.00019771,0.9998
+94039,Existing Customer,40,F,3,College,Married,,Blue,36,4,2,4,9191.0,1666,7525.0,0.815,4275,83,0.766,0.181,0.00032945,0.99967
 94040,Existing Customer,58,F,2,High School,Single,Less than $40K,Blue,50,4,3,4,1438.3,818,620.3,0.917,4196,71,1.088,0.569,0.00050163,0.9995
 94041,Existing Customer,50,F,1,Doctorate,Married,,Blue,37,6,4,3,4181.0,0,4181.0,0.912,3057,54,0.688,0.0,0.00049651,0.9995
-94042,Existing Customer,48,M,3,College,Married,$40K - $60K,Blue,35,3,1,3,2592.0,0,2592.0,0.767,4177,85,0.7709999999999999,0.0,9.345700000000001e-05,0.9999100000000001
-94043,Existing Customer,51,F,3,High School,Married,Less than $40K,Blue,40,6,3,3,7540.0,773,6767.0,0.688,4755,58,0.706,0.10300000000000001,0.00030516,0.99969
-94044,Existing Customer,43,F,3,College,Divorced,Less than $40K,Blue,31,6,4,3,1477.0,0,1477.0,0.7559999999999999,4802,82,0.8640000000000001,0.0,0.00036881,0.9996299999999999
-94045,Existing Customer,58,F,0,Uneducated,Single,Less than $40K,Blue,48,6,2,4,2628.0,1542,1086.0,0.93,4335,76,0.727,0.5870000000000001,0.00028814,0.99971
-94046,Existing Customer,46,M,1,Graduate,Single,$80K - $120K,Blue,41,4,2,3,8916.0,0,8916.0,0.631,2773,62,0.6759999999999999,0.0,0.00017969,0.99982
-94047,Existing Customer,52,F,1,Post-Graduate,Married,,Blue,42,5,1,2,1481.0,0,1481.0,0.698,4435,67,0.718,0.0,6.083e-05,0.9999399999999999
-94048,Existing Customer,44,F,1,Uneducated,,Less than $40K,Blue,39,4,2,1,1555.0,0,1555.0,0.583,3811,65,0.711,0.0,6.6245e-05,0.9999299999999999
-94049,Attrited Customer,45,M,3,Uneducated,Married,Less than $40K,Blue,39,3,3,4,8580.0,1636,6944.0,0.39299999999999996,1880,37,0.233,0.191,0.9981899999999999,0.00181217
-94050,Existing Customer,48,F,4,Graduate,Married,$40K - $60K,Silver,43,3,1,0,21163.0,2517,18646.0,0.569,1732,35,0.45799999999999996,0.11900000000000001,1.9252e-05,0.99998
-94051,Existing Customer,39,F,0,Graduate,Married,Less than $40K,Blue,36,3,3,3,2936.0,0,2936.0,0.8420000000000001,4876,74,0.542,0.0,0.0002596,0.99974
-94052,Existing Customer,56,F,1,Graduate,Married,Less than $40K,Blue,51,3,3,4,1438.3,0,1438.3,0.7979999999999999,3877,70,0.556,0.0,0.00048435,0.9995200000000001
-94053,Attrited Customer,54,M,2,Graduate,Single,$60K - $80K,Silver,45,2,3,2,30540.0,0,30540.0,0.602,1980,36,0.8,0.0,0.9938899999999999,0.00611
-94054,Existing Customer,47,M,5,High School,Married,$60K - $80K,Blue,38,4,1,2,7357.0,1069,6288.0,0.77,3943,64,0.6409999999999999,0.145,5.5277e-05,0.9999399999999999
-94055,Existing Customer,44,F,4,Uneducated,Married,Less than $40K,Silver,36,6,3,0,11879.0,0,11879.0,0.735,3490,62,0.938,0.0,6.4651e-05,0.9999399999999999
-94056,Existing Customer,52,M,3,Uneducated,Married,$80K - $120K,Blue,40,4,1,3,21877.0,1073,20804.0,0.9079999999999999,3283,56,1.0,0.049,9.8837e-05,0.9999
-94057,Existing Customer,42,M,3,High School,Single,$60K - $80K,Blue,35,4,3,3,7255.0,0,7255.0,0.9,3148,62,0.8240000000000001,0.0,0.00030516,0.99969
-94058,Existing Customer,55,F,2,High School,Single,Less than $40K,Blue,36,2,1,2,6394.0,0,6394.0,0.6559999999999999,3470,69,0.917,0.0,5.3541999999999997e-05,0.99995
-94059,Attrited Customer,49,M,2,High School,Divorced,$80K - $120K,Blue,36,4,2,4,34516.0,2517,31999.0,0.376,1789,48,0.455,0.073,0.9968600000000001,0.00313909
-94060,Existing Customer,38,M,5,College,Single,$60K - $80K,Blue,25,4,3,0,5597.0,1118,4479.0,0.753,4599,89,0.648,0.2,6.6602e-05,0.9999299999999999
-94061,Existing Customer,42,M,4,Graduate,Single,$80K - $120K,Blue,33,4,2,2,32535.0,0,32535.0,0.792,4374,79,0.795,0.0,0.00011937,0.9998799999999999
+94042,Existing Customer,48,M,3,College,Married,$40K - $60K,Blue,35,3,1,3,2592.0,0,2592.0,0.767,4177,85,0.771,0.0,9.3457e-05,0.99991
+94043,Existing Customer,51,F,3,High School,Married,Less than $40K,Blue,40,6,3,3,7540.0,773,6767.0,0.688,4755,58,0.706,0.103,0.00030516,0.99969
+94044,Existing Customer,43,F,3,College,Divorced,Less than $40K,Blue,31,6,4,3,1477.0,0,1477.0,0.756,4802,82,0.864,0.0,0.00036881,0.99963
+94045,Existing Customer,58,F,0,Uneducated,Single,Less than $40K,Blue,48,6,2,4,2628.0,1542,1086.0,0.93,4335,76,0.727,0.587,0.00028814,0.99971
+94046,Existing Customer,46,M,1,Graduate,Single,$80K - $120K,Blue,41,4,2,3,8916.0,0,8916.0,0.631,2773,62,0.676,0.0,0.00017969,0.99982
+94047,Existing Customer,52,F,1,Post-Graduate,Married,,Blue,42,5,1,2,1481.0,0,1481.0,0.698,4435,67,0.718,0.0,6.083e-05,0.99994
+94048,Existing Customer,44,F,1,Uneducated,,Less than $40K,Blue,39,4,2,1,1555.0,0,1555.0,0.583,3811,65,0.711,0.0,6.6245e-05,0.99993
+94049,Attrited Customer,45,M,3,Uneducated,Married,Less than $40K,Blue,39,3,3,4,8580.0,1636,6944.0,0.393,1880,37,0.233,0.191,0.99819,0.00181217
+94050,Existing Customer,48,F,4,Graduate,Married,$40K - $60K,Silver,43,3,1,0,21163.0,2517,18646.0,0.569,1732,35,0.458,0.119,1.9252e-05,0.99998
+94051,Existing Customer,39,F,0,Graduate,Married,Less than $40K,Blue,36,3,3,3,2936.0,0,2936.0,0.842,4876,74,0.542,0.0,0.0002596,0.99974
+94052,Existing Customer,56,F,1,Graduate,Married,Less than $40K,Blue,51,3,3,4,1438.3,0,1438.3,0.798,3877,70,0.556,0.0,0.00048435,0.99952
+94053,Attrited Customer,54,M,2,Graduate,Single,$60K - $80K,Silver,45,2,3,2,30540.0,0,30540.0,0.602,1980,36,0.8,0.0,0.99389,0.00611
+94054,Existing Customer,47,M,5,High School,Married,$60K - $80K,Blue,38,4,1,2,7357.0,1069,6288.0,0.77,3943,64,0.641,0.145,5.5277e-05,0.99994
+94055,Existing Customer,44,F,4,Uneducated,Married,Less than $40K,Silver,36,6,3,0,11879.0,0,11879.0,0.735,3490,62,0.938,0.0,6.4651e-05,0.99994
+94056,Existing Customer,52,M,3,Uneducated,Married,$80K - $120K,Blue,40,4,1,3,21877.0,1073,20804.0,0.908,3283,56,1.0,0.049,9.8837e-05,0.9999
+94057,Existing Customer,42,M,3,High School,Single,$60K - $80K,Blue,35,4,3,3,7255.0,0,7255.0,0.9,3148,62,0.824,0.0,0.00030516,0.99969
+94058,Existing Customer,55,F,2,High School,Single,Less than $40K,Blue,36,2,1,2,6394.0,0,6394.0,0.656,3470,69,0.917,0.0,5.3542e-05,0.99995
+94059,Attrited Customer,49,M,2,High School,Divorced,$80K - $120K,Blue,36,4,2,4,34516.0,2517,31999.0,0.376,1789,48,0.455,0.073,0.99686,0.00313909
+94060,Existing Customer,38,M,5,College,Single,$60K - $80K,Blue,25,4,3,0,5597.0,1118,4479.0,0.753,4599,89,0.648,0.2,6.6602e-05,0.99993
+94061,Existing Customer,42,M,4,Graduate,Single,$80K - $120K,Blue,33,4,2,2,32535.0,0,32535.0,0.792,4374,79,0.795,0.0,0.00011937,0.99988
 94062,Attrited Customer,38,F,4,Graduate,Single,Less than $40K,Blue,26,2,2,2,4391.0,1933,2458.0,0.579,1849,36,0.385,0.44,0.99169,0.00831
-94063,Existing Customer,46,M,4,High School,,$40K - $60K,Blue,41,6,1,2,8738.0,1172,7566.0,0.65,3121,60,0.395,0.134,5.6153e-05,0.9999399999999999
-94064,Existing Customer,42,F,2,Doctorate,Married,Less than $40K,Blue,32,6,6,0,1592.0,0,1592.0,0.745,4172,70,0.75,0.0,7.579800000000001e-05,0.99992
-94065,Existing Customer,65,M,0,Doctorate,Single,Less than $40K,Blue,52,3,3,4,3675.0,0,3675.0,0.664,3798,53,0.47200000000000003,0.0,0.0006407,0.99936
-94066,Attrited Customer,48,M,4,High School,Single,$120K +,Blue,39,3,4,4,24593.0,0,24593.0,0.777,2084,31,0.55,0.0,0.9984299999999999,0.00156953
+94063,Existing Customer,46,M,4,High School,,$40K - $60K,Blue,41,6,1,2,8738.0,1172,7566.0,0.65,3121,60,0.395,0.134,5.6153e-05,0.99994
+94064,Existing Customer,42,F,2,Doctorate,Married,Less than $40K,Blue,32,6,6,0,1592.0,0,1592.0,0.745,4172,70,0.75,0.0,7.5798e-05,0.99992
+94065,Existing Customer,65,M,0,Doctorate,Single,Less than $40K,Blue,52,3,3,4,3675.0,0,3675.0,0.664,3798,53,0.472,0.0,0.0006407,0.99936
+94066,Attrited Customer,48,M,4,High School,Single,$120K +,Blue,39,3,4,4,24593.0,0,24593.0,0.777,2084,31,0.55,0.0,0.99843,0.00156953
 94067,Existing Customer,55,F,2,College,,,Blue,41,6,2,2,7613.0,0,7613.0,0.68,4268,69,0.725,0.0,0.00011066,0.99989
-94068,Attrited Customer,45,M,4,,Married,$120K +,Blue,31,1,4,3,26107.0,0,26107.0,0.55,1697,47,0.424,0.0,0.9976299999999999,0.00236635
+94068,Attrited Customer,45,M,4,,Married,$120K +,Blue,31,1,4,3,26107.0,0,26107.0,0.55,1697,47,0.424,0.0,0.99763,0.00236635
 94069,Attrited Customer,53,F,1,Graduate,Single,Less than $40K,Blue,36,3,2,4,4287.0,0,4287.0,0.294,1635,41,0.242,0.0,0.99675,0.00325077
-94070,Existing Customer,57,M,1,Graduate,Single,$60K - $80K,Blue,44,3,3,2,9843.0,1273,8570.0,0.563,3677,66,0.5710000000000001,0.129,0.00016883,0.9998299999999999
-94071,Existing Customer,50,M,2,High School,Married,$60K - $80K,Blue,32,3,1,3,10733.0,783,9950.0,0.732,3910,66,0.65,0.073,9.0056e-05,0.9999100000000001
-94072,Existing Customer,41,M,3,Graduate,Single,$80K - $120K,Blue,30,3,2,0,3460.0,955,2505.0,0.644,3642,69,0.769,0.276,4.3568e-05,0.9999600000000001
-94073,Existing Customer,46,F,2,College,Single,Less than $40K,Blue,36,6,1,4,1996.0,1544,452.0,0.919,3760,69,0.6829999999999999,0.774,0.00015365,0.99985
-94074,Existing Customer,49,M,2,High School,Married,$60K - $80K,Blue,38,5,2,1,5536.0,756,4780.0,0.635,3918,70,0.628,0.13699999999999998,6.6728e-05,0.9999299999999999
+94070,Existing Customer,57,M,1,Graduate,Single,$60K - $80K,Blue,44,3,3,2,9843.0,1273,8570.0,0.563,3677,66,0.571,0.129,0.00016883,0.99983
+94071,Existing Customer,50,M,2,High School,Married,$60K - $80K,Blue,32,3,1,3,10733.0,783,9950.0,0.732,3910,66,0.65,0.073,9.0056e-05,0.99991
+94072,Existing Customer,41,M,3,Graduate,Single,$80K - $120K,Blue,30,3,2,0,3460.0,955,2505.0,0.644,3642,69,0.769,0.276,4.3568e-05,0.99996
+94073,Existing Customer,46,F,2,College,Single,Less than $40K,Blue,36,6,1,4,1996.0,1544,452.0,0.919,3760,69,0.683,0.774,0.00015365,0.99985
+94074,Existing Customer,49,M,2,High School,Married,$60K - $80K,Blue,38,5,2,1,5536.0,756,4780.0,0.635,3918,70,0.628,0.137,6.6728e-05,0.99993
 94075,Existing Customer,31,F,0,Graduate,Divorced,,Blue,26,3,3,3,1469.0,0,1469.0,0.915,4331,89,0.935,0.0,0.0002596,0.99974
-94076,Existing Customer,54,M,2,Post-Graduate,Single,$120K +,Blue,45,3,1,4,5597.0,0,5597.0,0.596,4844,58,0.871,0.0,0.00018595,0.9998100000000001
-94077,Attrited Customer,51,F,3,College,Single,Less than $40K,Blue,36,3,3,3,8960.0,2222,6738.0,0.382,1853,40,0.33299999999999996,0.248,0.99674,0.00326498
-94078,Existing Customer,52,M,4,Uneducated,Married,$60K - $80K,Blue,42,3,2,0,5693.0,0,5693.0,0.9279999999999999,4003,64,0.684,0.0,4.5275e-05,0.99995
-94079,Existing Customer,43,M,3,Graduate,Single,Less than $40K,Blue,31,3,1,2,4098.0,1776,2322.0,0.6729999999999999,3939,84,0.647,0.433,5.7151e-05,0.9999399999999999
-94080,Existing Customer,44,M,3,High School,Single,$80K - $120K,Blue,35,3,3,4,18358.0,1044,17314.0,0.524,3920,85,0.491,0.057,0.00052052,0.9994799999999999
-94081,Existing Customer,44,M,0,High School,Single,$40K - $60K,Blue,33,5,1,3,2337.0,1442,895.0,0.659,3945,65,0.5479999999999999,0.617,7.727899999999999e-05,0.99992
-94082,Attrited Customer,51,M,3,High School,Married,$60K - $80K,Blue,31,3,3,3,8989.0,0,8989.0,0.47,2031,53,1.038,0.0,0.9967299999999999,0.00326528
-94083,Existing Customer,51,F,2,Uneducated,Married,Less than $40K,Blue,43,6,2,3,2124.0,1426,698.0,0.966,3210,52,0.733,0.6709999999999999,0.00019683,0.9998
-94084,Existing Customer,55,F,3,Graduate,Single,Less than $40K,Blue,48,4,3,2,3968.0,1374,2594.0,0.703,4641,65,0.711,0.34600000000000003,0.00018665,0.9998100000000001
-94085,Existing Customer,42,M,3,High School,,$40K - $60K,Blue,37,6,2,4,2793.0,1661,1132.0,1.117,3247,69,0.865,0.595,0.00032942,0.9996700000000001
-94086,Existing Customer,53,M,3,Uneducated,Divorced,$60K - $80K,Blue,33,4,2,2,13513.0,1495,12018.0,0.505,3503,68,0.511,0.111,0.00012144,0.9998799999999999
-94087,Existing Customer,43,M,3,Graduate,Single,$80K - $120K,Blue,33,3,3,2,16351.0,1541,14810.0,0.763,3475,82,0.6729999999999999,0.094,0.00018665,0.9998100000000001
-94088,Existing Customer,51,M,1,Graduate,Single,$60K - $80K,Blue,43,5,2,4,9619.0,1731,7888.0,0.7120000000000001,3690,76,0.52,0.18,0.00030653,0.99969
-94089,Existing Customer,56,M,3,High School,Single,$80K - $120K,Blue,44,5,2,0,19030.0,912,18118.0,0.894,4137,72,0.532,0.048,4.2353999999999995e-05,0.9999600000000001
-94090,Existing Customer,44,F,4,,Married,Less than $40K,Blue,36,4,1,4,2107.0,0,2107.0,0.975,4007,82,0.9520000000000001,0.0,0.00018218,0.99982
-94091,Existing Customer,55,F,1,Graduate,Single,Less than $40K,Blue,42,6,3,2,2517.0,1257,1260.0,0.8340000000000001,4528,75,0.7859999999999999,0.499,0.00016883,0.9998299999999999
-94092,Existing Customer,41,F,4,Graduate,Married,$40K - $60K,Blue,36,3,2,3,3179.0,1229,1950.0,0.7809999999999999,4337,82,1.05,0.387,0.00020077,0.9998
-94093,Existing Customer,48,F,3,,Divorced,Less than $40K,Blue,36,5,1,4,3968.0,935,3033.0,0.649,4128,72,0.674,0.23600000000000002,0.00018025,0.99982
-94094,Existing Customer,45,M,3,Graduate,Divorced,$60K - $80K,Blue,35,6,3,2,5065.0,1362,3703.0,0.68,3555,75,0.47100000000000003,0.26899999999999996,0.00018665,0.9998100000000001
+94076,Existing Customer,54,M,2,Post-Graduate,Single,$120K +,Blue,45,3,1,4,5597.0,0,5597.0,0.596,4844,58,0.871,0.0,0.00018595,0.99981
+94077,Attrited Customer,51,F,3,College,Single,Less than $40K,Blue,36,3,3,3,8960.0,2222,6738.0,0.382,1853,40,0.333,0.248,0.99674,0.00326498
+94078,Existing Customer,52,M,4,Uneducated,Married,$60K - $80K,Blue,42,3,2,0,5693.0,0,5693.0,0.928,4003,64,0.684,0.0,4.5275e-05,0.99995
+94079,Existing Customer,43,M,3,Graduate,Single,Less than $40K,Blue,31,3,1,2,4098.0,1776,2322.0,0.673,3939,84,0.647,0.433,5.7151e-05,0.99994
+94080,Existing Customer,44,M,3,High School,Single,$80K - $120K,Blue,35,3,3,4,18358.0,1044,17314.0,0.524,3920,85,0.491,0.057,0.00052052,0.99948
+94081,Existing Customer,44,M,0,High School,Single,$40K - $60K,Blue,33,5,1,3,2337.0,1442,895.0,0.659,3945,65,0.548,0.617,7.7279e-05,0.99992
+94082,Attrited Customer,51,M,3,High School,Married,$60K - $80K,Blue,31,3,3,3,8989.0,0,8989.0,0.47,2031,53,1.038,0.0,0.99673,0.00326528
+94083,Existing Customer,51,F,2,Uneducated,Married,Less than $40K,Blue,43,6,2,3,2124.0,1426,698.0,0.966,3210,52,0.733,0.671,0.00019683,0.9998
+94084,Existing Customer,55,F,3,Graduate,Single,Less than $40K,Blue,48,4,3,2,3968.0,1374,2594.0,0.703,4641,65,0.711,0.346,0.00018665,0.99981
+94085,Existing Customer,42,M,3,High School,,$40K - $60K,Blue,37,6,2,4,2793.0,1661,1132.0,1.117,3247,69,0.865,0.595,0.00032942,0.99967
+94086,Existing Customer,53,M,3,Uneducated,Divorced,$60K - $80K,Blue,33,4,2,2,13513.0,1495,12018.0,0.505,3503,68,0.511,0.111,0.00012144,0.99988
+94087,Existing Customer,43,M,3,Graduate,Single,$80K - $120K,Blue,33,3,3,2,16351.0,1541,14810.0,0.763,3475,82,0.673,0.094,0.00018665,0.99981
+94088,Existing Customer,51,M,1,Graduate,Single,$60K - $80K,Blue,43,5,2,4,9619.0,1731,7888.0,0.712,3690,76,0.52,0.18,0.00030653,0.99969
+94089,Existing Customer,56,M,3,High School,Single,$80K - $120K,Blue,44,5,2,0,19030.0,912,18118.0,0.894,4137,72,0.532,0.048,4.2354e-05,0.99996
+94090,Existing Customer,44,F,4,,Married,Less than $40K,Blue,36,4,1,4,2107.0,0,2107.0,0.975,4007,82,0.952,0.0,0.00018218,0.99982
+94091,Existing Customer,55,F,1,Graduate,Single,Less than $40K,Blue,42,6,3,2,2517.0,1257,1260.0,0.834,4528,75,0.786,0.499,0.00016883,0.99983
+94092,Existing Customer,41,F,4,Graduate,Married,$40K - $60K,Blue,36,3,2,3,3179.0,1229,1950.0,0.781,4337,82,1.05,0.387,0.00020077,0.9998
+94093,Existing Customer,48,F,3,,Divorced,Less than $40K,Blue,36,5,1,4,3968.0,935,3033.0,0.649,4128,72,0.674,0.236,0.00018025,0.99982
+94094,Existing Customer,45,M,3,Graduate,Divorced,$60K - $80K,Blue,35,6,3,2,5065.0,1362,3703.0,0.68,3555,75,0.471,0.269,0.00018665,0.99981
 94095,Attrited Customer,65,F,0,College,Single,Less than $40K,Silver,56,3,4,3,10885.0,1758,9127.0,0.8,2291,39,0.773,0.162,0.99639,0.00361426
-94096,Attrited Customer,46,M,3,College,Married,$80K - $120K,Blue,26,6,2,3,1438.3,864,574.3,0.7659999999999999,2299,40,0.48100000000000004,0.601,0.99485,0.00515
+94096,Attrited Customer,46,M,3,College,Married,$80K - $120K,Blue,26,6,2,3,1438.3,864,574.3,0.766,2299,40,0.481,0.601,0.99485,0.00515
 94097,Existing Customer,52,M,0,Graduate,Single,$60K - $80K,Blue,46,4,2,4,10817.0,1142,9675.0,0.722,3889,60,0.818,0.106,0.00028024,0.99972
-94098,Existing Customer,65,F,0,College,Divorced,,Blue,56,5,2,3,13666.0,0,13666.0,0.8079999999999999,3998,70,1.0,0.0,0.00015971,0.99984
-94099,Existing Customer,49,M,3,College,Married,$80K - $120K,Blue,37,5,1,2,2149.0,1796,353.0,0.628,5228,93,0.6609999999999999,0.836,5.5564e-05,0.9999399999999999
+94098,Existing Customer,65,F,0,College,Divorced,,Blue,56,5,2,3,13666.0,0,13666.0,0.808,3998,70,1.0,0.0,0.00015971,0.99984
+94099,Existing Customer,49,M,3,College,Married,$80K - $120K,Blue,37,5,1,2,2149.0,1796,353.0,0.628,5228,93,0.661,0.836,5.5564e-05,0.99994
 94100,Attrited Customer,50,F,2,Graduate,Married,$40K - $60K,Blue,40,3,1,4,7191.0,0,7191.0,0.565,1654,30,0.579,0.0,0.99371,0.00629
-94101,Existing Customer,52,F,2,,Single,Less than $40K,Blue,45,5,2,2,2155.0,1219,936.0,0.805,4295,77,0.7909999999999999,0.5660000000000001,0.00012511,0.99987
-94102,Existing Customer,42,F,3,,Married,,Blue,34,6,3,2,5395.0,1439,3956.0,0.7809999999999999,3523,79,0.7170000000000001,0.267,0.00020516,0.99979
-94103,Existing Customer,50,F,1,High School,Married,Less than $40K,Blue,44,4,2,1,3222.0,1422,1800.0,0.662,4613,72,0.6,0.441,6.263300000000001e-05,0.9999399999999999
-94104,Existing Customer,27,F,0,Graduate,Married,Less than $40K,Blue,17,4,2,2,2042.0,1567,475.0,0.7440000000000001,5146,78,0.733,0.767,9.7673e-05,0.9999
+94101,Existing Customer,52,F,2,,Single,Less than $40K,Blue,45,5,2,2,2155.0,1219,936.0,0.805,4295,77,0.791,0.566,0.00012511,0.99987
+94102,Existing Customer,42,F,3,,Married,,Blue,34,6,3,2,5395.0,1439,3956.0,0.781,3523,79,0.717,0.267,0.00020516,0.99979
+94103,Existing Customer,50,F,1,High School,Married,Less than $40K,Blue,44,4,2,1,3222.0,1422,1800.0,0.662,4613,72,0.6,0.441,6.2633e-05,0.99994
+94104,Existing Customer,27,F,0,Graduate,Married,Less than $40K,Blue,17,4,2,2,2042.0,1567,475.0,0.744,5146,78,0.733,0.767,9.7673e-05,0.9999
 94105,Attrited Customer,37,F,2,Graduate,Single,Less than $40K,Blue,36,2,3,0,1610.0,0,1610.0,0.889,2729,45,0.406,0.0,0.98515,0.01485
 94106,Existing Customer,42,F,2,Post-Graduate,,Less than $40K,Blue,31,3,2,2,3809.0,1165,2644.0,0.634,2306,46,0.643,0.306,0.00013393,0.99987
-94107,Existing Customer,43,F,3,,,Less than $40K,Blue,24,6,1,4,5544.0,1095,4449.0,0.5720000000000001,3829,55,0.9640000000000001,0.198,0.00018025,0.99982
-94108,Existing Customer,37,F,1,Uneducated,Single,Less than $40K,Blue,28,6,3,4,2388.0,1708,680.0,0.903,4539,89,0.745,0.715,0.0004980000000000001,0.9995
+94107,Existing Customer,43,F,3,,,Less than $40K,Blue,24,6,1,4,5544.0,1095,4449.0,0.572,3829,55,0.964,0.198,0.00018025,0.99982
+94108,Existing Customer,37,F,1,Uneducated,Single,Less than $40K,Blue,28,6,3,4,2388.0,1708,680.0,0.903,4539,89,0.745,0.715,0.000498,0.9995
 94109,Existing Customer,49,F,4,High School,Married,Less than $40K,Blue,42,4,1,4,2473.0,1263,1210.0,0.71,4597,80,0.6,0.511,0.00016112,0.99984
-94110,Existing Customer,42,M,3,Uneducated,Married,$40K - $60K,Blue,32,3,3,2,13103.0,1809,11294.0,0.7240000000000001,4323,72,0.5,0.138,0.00019191,0.9998100000000001
-94111,Existing Customer,48,F,5,High School,Single,$40K - $60K,Blue,42,5,1,2,2465.0,1128,1337.0,0.613,4030,86,0.483,0.45799999999999996,5.5277e-05,0.9999399999999999
+94110,Existing Customer,42,M,3,Uneducated,Married,$40K - $60K,Blue,32,3,3,2,13103.0,1809,11294.0,0.724,4323,72,0.5,0.138,0.00019191,0.99981
+94111,Existing Customer,48,F,5,High School,Single,$40K - $60K,Blue,42,5,1,2,2465.0,1128,1337.0,0.613,4030,86,0.483,0.458,5.5277e-05,0.99994
 94112,Existing Customer,52,F,2,Graduate,Single,$40K - $60K,Blue,33,5,2,2,6081.0,989,5092.0,1.222,4451,70,0.429,0.163,0.00011382,0.99989
-94113,Existing Customer,45,M,2,,Single,$60K - $80K,Blue,30,3,1,3,21815.0,0,21815.0,0.807,3904,72,1.1179999999999999,0.0,0.00010183,0.9999
+94113,Existing Customer,45,M,2,,Single,$60K - $80K,Blue,30,3,1,3,21815.0,0,21815.0,0.807,3904,72,1.118,0.0,0.00010183,0.9999
 94114,Existing Customer,49,M,1,High School,Married,$80K - $120K,Silver,37,4,3,2,34516.0,2386,32130.0,0.698,3924,65,0.512,0.069,0.0001483,0.99985
-94115,Attrited Customer,38,M,3,College,Single,$40K - $60K,Blue,19,1,2,4,3458.0,321,3137.0,0.586,2256,40,0.29,0.09300000000000001,0.99697,0.00302519
-94116,Existing Customer,50,F,0,High School,Single,$40K - $60K,Blue,39,5,3,2,8264.0,2057,6207.0,0.821,4240,73,0.5870000000000001,0.249,0.00015005,0.99985
-94117,Attrited Customer,65,F,0,Uneducated,Single,Less than $40K,Blue,50,3,4,4,1697.0,377,1320.0,1.048,2799,49,0.485,0.222,0.9981899999999999,0.0018132
-94118,Existing Customer,50,M,3,College,Single,$40K - $60K,Blue,36,3,2,2,3069.0,1881,1188.0,1.111,2909,58,1.5219999999999998,0.613,0.00011483,0.99989
-94119,Attrited Customer,46,M,2,College,Single,$80K - $120K,Blue,38,2,3,2,10309.0,0,10309.0,0.451,1760,40,0.6,0.0,0.9943200000000001,0.005679999999999999
+94115,Attrited Customer,38,M,3,College,Single,$40K - $60K,Blue,19,1,2,4,3458.0,321,3137.0,0.586,2256,40,0.29,0.093,0.99697,0.00302519
+94116,Existing Customer,50,F,0,High School,Single,$40K - $60K,Blue,39,5,3,2,8264.0,2057,6207.0,0.821,4240,73,0.587,0.249,0.00015005,0.99985
+94117,Attrited Customer,65,F,0,Uneducated,Single,Less than $40K,Blue,50,3,4,4,1697.0,377,1320.0,1.048,2799,49,0.485,0.222,0.99819,0.0018132
+94118,Existing Customer,50,M,3,College,Single,$40K - $60K,Blue,36,3,2,2,3069.0,1881,1188.0,1.111,2909,58,1.522,0.613,0.00011483,0.99989
+94119,Attrited Customer,46,M,2,College,Single,$80K - $120K,Blue,38,2,3,2,10309.0,0,10309.0,0.451,1760,40,0.6,0.0,0.99432,0.00568
 94120,Existing Customer,43,M,4,High School,Single,$60K - $80K,Blue,36,4,3,3,4983.0,1355,3628.0,0.66,1939,30,0.5,0.272,0.00030842,0.99969
 94121,Existing Customer,42,M,4,Graduate,Married,$120K +,Blue,24,3,2,3,3103.0,1783,1320.0,0.479,4792,69,0.643,0.575,0.00020077,0.9998
-94122,Existing Customer,45,F,3,High School,Single,$40K - $60K,Blue,36,3,1,1,1663.0,1112,551.0,0.588,2978,61,0.9059999999999999,0.669,3.3505e-05,0.99997
+94122,Existing Customer,45,F,3,High School,Single,$40K - $60K,Blue,36,3,1,1,1663.0,1112,551.0,0.588,2978,61,0.906,0.669,3.3505e-05,0.99997
 94123,Existing Customer,55,F,0,Graduate,Single,Less than $40K,Blue,36,6,1,1,2695.0,0,2695.0,0.816,4557,94,0.843,0.0,2.8501e-05,0.99997
-94124,Existing Customer,50,F,4,Post-Graduate,Married,,Blue,41,6,3,4,18178.0,0,18178.0,0.7440000000000001,3445,76,0.767,0.0,0.00063671,0.99936
-94125,Existing Customer,50,M,3,Graduate,Single,$60K - $80K,Blue,42,4,2,3,14782.0,1020,13762.0,0.6829999999999999,3206,54,0.8,0.069,0.00019864,0.9998
+94124,Existing Customer,50,F,4,Post-Graduate,Married,,Blue,41,6,3,4,18178.0,0,18178.0,0.744,3445,76,0.767,0.0,0.00063671,0.99936
+94125,Existing Customer,50,M,3,Graduate,Single,$60K - $80K,Blue,42,4,2,3,14782.0,1020,13762.0,0.683,3206,54,0.8,0.069,0.00019864,0.9998
 94126,Existing Customer,54,F,3,Uneducated,Single,$40K - $60K,Blue,41,3,1,3,2488.0,2196,292.0,0.733,4361,75,0.63,0.883,9.8837e-05,0.9999
-94127,Existing Customer,45,F,2,Graduate,Single,,Blue,36,4,1,1,1785.0,0,1785.0,0.649,4964,82,0.907,0.0,3.3214000000000004e-05,0.99997
-94128,Existing Customer,45,F,4,High School,Divorced,$40K - $60K,Blue,31,5,2,4,4701.0,1170,3531.0,0.547,4136,77,0.604,0.249,0.00033294,0.9996700000000001
-94129,Existing Customer,39,F,2,Graduate,Married,Less than $40K,Blue,28,4,3,0,1438.3,0,1438.3,1.0170000000000001,4089,73,0.872,0.0,6.6354e-05,0.9999299999999999
+94127,Existing Customer,45,F,2,Graduate,Single,,Blue,36,4,1,1,1785.0,0,1785.0,0.649,4964,82,0.907,0.0,3.3214e-05,0.99997
+94128,Existing Customer,45,F,4,High School,Divorced,$40K - $60K,Blue,31,5,2,4,4701.0,1170,3531.0,0.547,4136,77,0.604,0.249,0.00033294,0.99967
+94129,Existing Customer,39,F,2,Graduate,Married,Less than $40K,Blue,28,4,3,0,1438.3,0,1438.3,1.017,4089,73,0.872,0.0,6.6354e-05,0.99993
 94130,Existing Customer,45,F,3,High School,Married,Less than $40K,Blue,27,4,3,2,2826.0,2162,664.0,0.924,2005,32,0.684,0.765,0.00018145,0.99982
-94131,Existing Customer,52,F,0,College,Married,$40K - $60K,Blue,45,4,2,1,4597.0,1905,2692.0,0.9059999999999999,4932,67,0.914,0.414,5.7266000000000004e-05,0.9999399999999999
-94132,Existing Customer,33,F,1,Graduate,Married,Less than $40K,Blue,21,5,3,2,2591.0,2340,251.0,0.608,4730,82,0.708,0.903,0.00016883,0.9998299999999999
-94133,Existing Customer,40,M,2,Graduate,Married,$40K - $60K,Blue,36,5,2,2,2494.0,1492,1002.0,0.7440000000000001,3407,61,0.6940000000000001,0.598,0.00011382,0.99989
+94131,Existing Customer,52,F,0,College,Married,$40K - $60K,Blue,45,4,2,1,4597.0,1905,2692.0,0.906,4932,67,0.914,0.414,5.7266e-05,0.99994
+94132,Existing Customer,33,F,1,Graduate,Married,Less than $40K,Blue,21,5,3,2,2591.0,2340,251.0,0.608,4730,82,0.708,0.903,0.00016883,0.99983
+94133,Existing Customer,40,M,2,Graduate,Married,$40K - $60K,Blue,36,5,2,2,2494.0,1492,1002.0,0.744,3407,61,0.694,0.598,0.00011382,0.99989
 94134,Existing Customer,61,M,1,Uneducated,Single,$40K - $60K,Blue,36,6,1,1,5039.0,1352,3687.0,0.797,3300,68,0.545,0.268,3.2055e-05,0.99997
-94135,Attrited Customer,48,M,5,High School,Married,$40K - $60K,Blue,39,3,3,1,7897.0,157,7740.0,0.6990000000000001,2270,46,0.39399999999999996,0.02,0.9909,0.0091
+94135,Attrited Customer,48,M,5,High School,Married,$40K - $60K,Blue,39,3,3,1,7897.0,157,7740.0,0.699,2270,46,0.394,0.02,0.9909,0.0091
 94136,Existing Customer,50,M,2,Graduate,,$60K - $80K,Blue,38,5,3,3,4772.0,1770,3002.0,0.545,4054,72,0.674,0.371,0.00030251,0.9997
-94137,Existing Customer,35,F,0,,Married,Less than $40K,Blue,24,5,3,1,3436.0,2493,943.0,0.8240000000000001,5211,90,0.765,0.726,0.00010232,0.9999
+94137,Existing Customer,35,F,0,,Married,Less than $40K,Blue,24,5,3,1,3436.0,2493,943.0,0.824,5211,90,0.765,0.726,0.00010232,0.9999
 94138,Existing Customer,50,F,1,Graduate,Single,$40K - $60K,Blue,37,3,1,0,12064.0,1312,10752.0,0.462,4100,67,0.675,0.109,1.9069e-05,0.99998
 94139,Existing Customer,53,M,3,Graduate,Single,$80K - $120K,Blue,46,5,2,3,9065.0,1548,7517.0,0.872,4030,73,0.78,0.171,0.00019864,0.9998
-94140,Existing Customer,49,M,1,,Single,$80K - $120K,Blue,36,6,3,4,34516.0,0,34516.0,0.665,2512,45,0.324,0.0,0.00053237,0.9994700000000001
-94141,Existing Customer,45,M,3,Graduate,,$60K - $80K,Blue,35,3,3,3,10290.0,753,9537.0,0.858,4326,81,0.7609999999999999,0.073,0.0003139,0.99969
-94142,Existing Customer,52,F,2,College,,Less than $40K,Blue,44,4,1,3,3433.0,2486,947.0,0.838,4831,78,0.529,0.7240000000000001,9.0064e-05,0.9999100000000001
-94143,Existing Customer,40,M,3,,Married,$120K +,Silver,30,6,3,2,34516.0,964,33552.0,0.521,2922,71,0.775,0.027999999999999997,0.00018538,0.9998100000000001
-94144,Existing Customer,45,F,4,Doctorate,Married,Less than $40K,Blue,36,5,1,2,3240.0,1775,1465.0,0.754,4200,67,0.675,0.5479999999999999,8.358799999999999e-05,0.99992
-94145,Existing Customer,50,F,1,Post-Graduate,Single,Less than $40K,Blue,39,4,2,2,1438.3,851,587.3,0.983,4379,64,0.8290000000000001,0.5920000000000001,0.00012571,0.99987
-94146,Existing Customer,51,F,2,,Married,Less than $40K,Blue,39,3,1,2,6462.0,2517,3945.0,0.8420000000000001,4156,77,0.833,0.39,6.054e-05,0.9999399999999999
-94147,Existing Customer,60,F,1,Graduate,Single,,Blue,36,6,1,3,4408.0,1201,3207.0,0.77,4157,71,0.6509999999999999,0.272,8.6952e-05,0.9999100000000001
+94140,Existing Customer,49,M,1,,Single,$80K - $120K,Blue,36,6,3,4,34516.0,0,34516.0,0.665,2512,45,0.324,0.0,0.00053237,0.99947
+94141,Existing Customer,45,M,3,Graduate,,$60K - $80K,Blue,35,3,3,3,10290.0,753,9537.0,0.858,4326,81,0.761,0.073,0.0003139,0.99969
+94142,Existing Customer,52,F,2,College,,Less than $40K,Blue,44,4,1,3,3433.0,2486,947.0,0.838,4831,78,0.529,0.724,9.0064e-05,0.99991
+94143,Existing Customer,40,M,3,,Married,$120K +,Silver,30,6,3,2,34516.0,964,33552.0,0.521,2922,71,0.775,0.028,0.00018538,0.99981
+94144,Existing Customer,45,F,4,Doctorate,Married,Less than $40K,Blue,36,5,1,2,3240.0,1775,1465.0,0.754,4200,67,0.675,0.548,8.3588e-05,0.99992
+94145,Existing Customer,50,F,1,Post-Graduate,Single,Less than $40K,Blue,39,4,2,2,1438.3,851,587.3,0.983,4379,64,0.829,0.592,0.00012571,0.99987
+94146,Existing Customer,51,F,2,,Married,Less than $40K,Blue,39,3,1,2,6462.0,2517,3945.0,0.842,4156,77,0.833,0.39,6.054e-05,0.99994
+94147,Existing Customer,60,F,1,Graduate,Single,,Blue,36,6,1,3,4408.0,1201,3207.0,0.77,4157,71,0.651,0.272,8.6952e-05,0.99991
 94148,Attrited Customer,50,F,2,Uneducated,Married,$40K - $60K,Blue,36,1,3,1,1438.3,458,980.3,0.613,1863,42,0.312,0.318,0.99111,0.00889
-94149,Attrited Customer,46,F,4,Uneducated,Married,Less than $40K,Blue,36,3,3,3,1438.3,0,1438.3,0.34600000000000003,1517,38,0.40700000000000003,0.0,0.9969399999999999,0.00305523
-94150,Attrited Customer,50,F,2,,Married,,Blue,39,3,2,1,1773.0,0,1773.0,0.228,1764,30,0.111,0.0,0.98692,0.013080000000000001
-94151,Existing Customer,52,M,3,Uneducated,Single,$80K - $120K,Blue,46,4,1,2,4555.0,0,4555.0,1.031,3646,66,1.2,0.0,5.8763e-05,0.9999399999999999
-94152,Existing Customer,54,M,4,Graduate,Single,$80K - $120K,Blue,36,4,2,3,30666.0,1046,29620.0,0.8009999999999999,3709,66,0.8859999999999999,0.034,0.00020077,0.9998
-94153,Existing Customer,53,M,2,College,Single,$80K - $120K,Blue,42,4,2,2,1575.0,0,1575.0,1.32,4241,77,0.9740000000000001,0.0,0.00011066,0.99989
-94154,Existing Customer,53,M,1,Graduate,Single,$120K +,Blue,38,4,3,3,1891.0,922,969.0,0.812,3822,69,0.5329999999999999,0.488,0.00028395,0.99972
-94155,Existing Customer,40,M,4,Uneducated,Married,$120K +,Blue,24,4,2,2,16634.0,1946,14688.0,0.9259999999999999,3455,72,1.0,0.11699999999999999,0.00012274,0.9998799999999999
-94156,Existing Customer,50,F,1,Graduate,Married,,Blue,43,6,1,2,7985.0,0,7985.0,1.032,3873,72,0.674,0.0,5.1696999999999996e-05,0.99995
-94157,Existing Customer,45,M,1,College,,$120K +,Blue,32,3,1,3,3304.0,1370,1934.0,0.9540000000000001,3914,70,0.667,0.415,8.453700000000001e-05,0.99992
-94158,Existing Customer,40,F,3,Graduate,Married,$40K - $60K,Blue,20,5,2,2,6247.0,1508,4739.0,1.01,5158,68,0.447,0.24100000000000002,0.00011811,0.9998799999999999
-94159,Existing Customer,36,M,3,Uneducated,Married,$40K - $60K,Blue,25,6,2,4,3645.0,2517,1128.0,0.7490000000000001,4142,74,0.644,0.691,0.00034841,0.99965
-94160,Existing Customer,62,M,0,High School,Single,,Blue,36,3,3,3,21329.0,2119,19210.0,0.644,4206,75,1.0270000000000001,0.099,0.00025237,0.99975
+94149,Attrited Customer,46,F,4,Uneducated,Married,Less than $40K,Blue,36,3,3,3,1438.3,0,1438.3,0.346,1517,38,0.407,0.0,0.99694,0.00305523
+94150,Attrited Customer,50,F,2,,Married,,Blue,39,3,2,1,1773.0,0,1773.0,0.228,1764,30,0.111,0.0,0.98692,0.01308
+94151,Existing Customer,52,M,3,Uneducated,Single,$80K - $120K,Blue,46,4,1,2,4555.0,0,4555.0,1.031,3646,66,1.2,0.0,5.8763e-05,0.99994
+94152,Existing Customer,54,M,4,Graduate,Single,$80K - $120K,Blue,36,4,2,3,30666.0,1046,29620.0,0.801,3709,66,0.886,0.034,0.00020077,0.9998
+94153,Existing Customer,53,M,2,College,Single,$80K - $120K,Blue,42,4,2,2,1575.0,0,1575.0,1.32,4241,77,0.974,0.0,0.00011066,0.99989
+94154,Existing Customer,53,M,1,Graduate,Single,$120K +,Blue,38,4,3,3,1891.0,922,969.0,0.812,3822,69,0.533,0.488,0.00028395,0.99972
+94155,Existing Customer,40,M,4,Uneducated,Married,$120K +,Blue,24,4,2,2,16634.0,1946,14688.0,0.926,3455,72,1.0,0.117,0.00012274,0.99988
+94156,Existing Customer,50,F,1,Graduate,Married,,Blue,43,6,1,2,7985.0,0,7985.0,1.032,3873,72,0.674,0.0,5.1697e-05,0.99995
+94157,Existing Customer,45,M,1,College,,$120K +,Blue,32,3,1,3,3304.0,1370,1934.0,0.954,3914,70,0.667,0.415,8.4537e-05,0.99992
+94158,Existing Customer,40,F,3,Graduate,Married,$40K - $60K,Blue,20,5,2,2,6247.0,1508,4739.0,1.01,5158,68,0.447,0.241,0.00011811,0.99988
+94159,Existing Customer,36,M,3,Uneducated,Married,$40K - $60K,Blue,25,6,2,4,3645.0,2517,1128.0,0.749,4142,74,0.644,0.691,0.00034841,0.99965
+94160,Existing Customer,62,M,0,High School,Single,,Blue,36,3,3,3,21329.0,2119,19210.0,0.644,4206,75,1.027,0.099,0.00025237,0.99975
 94161,Existing Customer,35,F,3,Graduate,Married,$40K - $60K,Blue,36,4,1,4,7234.0,2000,5234.0,0.754,4272,83,0.596,0.276,0.00016399,0.99984
-94162,Existing Customer,47,F,2,High School,Single,Less than $40K,Blue,35,4,2,3,2262.0,0,2262.0,0.8059999999999999,4113,83,0.627,0.0,0.0001861,0.9998100000000001
-94163,Existing Customer,40,M,4,,,Less than $40K,Blue,27,5,3,0,1438.3,860,578.3,0.79,4655,82,0.8640000000000001,0.598,7.6492e-05,0.99992
-94164,Existing Customer,45,F,4,College,Married,Less than $40K,Blue,36,5,2,3,4187.0,2199,1988.0,0.9079999999999999,4647,81,0.884,0.525,0.00019519,0.9998
-94165,Attrited Customer,48,M,2,High School,Married,$80K - $120K,Blue,32,1,2,4,16362.0,2268,14094.0,0.841,2228,37,0.85,0.139,0.9968600000000001,0.00313909
+94162,Existing Customer,47,F,2,High School,Single,Less than $40K,Blue,35,4,2,3,2262.0,0,2262.0,0.806,4113,83,0.627,0.0,0.0001861,0.99981
+94163,Existing Customer,40,M,4,,,Less than $40K,Blue,27,5,3,0,1438.3,860,578.3,0.79,4655,82,0.864,0.598,7.6492e-05,0.99992
+94164,Existing Customer,45,F,4,College,Married,Less than $40K,Blue,36,5,2,3,4187.0,2199,1988.0,0.908,4647,81,0.884,0.525,0.00019519,0.9998
+94165,Attrited Customer,48,M,2,High School,Married,$80K - $120K,Blue,32,1,2,4,16362.0,2268,14094.0,0.841,2228,37,0.85,0.139,0.99686,0.00313909
 94166,Existing Customer,59,M,1,Graduate,Single,$120K +,Blue,53,6,2,2,34516.0,0,34516.0,0.711,4333,70,0.628,0.0,0.00010684,0.99989
-94167,Existing Customer,44,M,4,College,Married,$60K - $80K,Blue,28,4,2,2,2748.0,878,1870.0,0.633,3383,67,0.5579999999999999,0.32,0.00011605,0.9998799999999999
+94167,Existing Customer,44,M,4,College,Married,$60K - $80K,Blue,28,4,2,2,2748.0,878,1870.0,0.633,3383,67,0.558,0.32,0.00011605,0.99988
 94168,Existing Customer,38,M,3,Post-Graduate,Married,$80K - $120K,Blue,32,3,2,3,5242.0,470,4772.0,0.805,4306,77,0.604,0.09,0.00023373,0.99977
-94169,Existing Customer,43,M,5,Graduate,Married,$60K - $80K,Blue,35,4,3,0,21585.0,986,20599.0,0.631,3789,70,0.75,0.046,6.8504e-05,0.9999299999999999
+94169,Existing Customer,43,M,5,Graduate,Married,$60K - $80K,Blue,35,4,3,0,21585.0,986,20599.0,0.631,3789,70,0.75,0.046,6.8504e-05,0.99993
 94170,Existing Customer,31,F,0,Graduate,Married,,Blue,36,4,2,2,2488.0,0,2488.0,1.05,4226,73,0.521,0.0,9.7673e-05,0.9999
-94171,Existing Customer,50,F,3,Doctorate,Single,Less than $40K,Blue,39,6,1,3,9966.0,0,9966.0,0.966,4401,60,1.069,0.0,0.0001391,0.9998600000000001
-94172,Existing Customer,45,F,2,High School,Single,,Blue,37,4,2,4,27804.0,0,27804.0,1.301,2761,57,0.966,0.0,0.00031746,0.9996799999999999
-94173,Existing Customer,45,M,5,High School,Married,$60K - $80K,Blue,37,3,1,3,15626.0,1148,14478.0,1.028,3386,65,0.711,0.073,9.2974e-05,0.9999100000000001
-94174,Attrited Customer,47,M,5,High School,Single,$80K - $120K,Blue,37,3,4,4,18800.0,2517,16283.0,0.48200000000000004,1575,23,0.21100000000000002,0.134,0.99841,0.00159436
-94175,Existing Customer,49,M,4,Graduate,Single,$80K - $120K,Blue,36,5,1,3,1963.0,1516,447.0,0.872,4150,75,0.7440000000000001,0.772,9.7154e-05,0.9999
-94176,Attrited Customer,43,F,3,Uneducated,Married,Less than $40K,Blue,30,1,3,4,4579.0,1506,3073.0,0.44299999999999995,1915,44,0.375,0.32899999999999996,0.9981899999999999,0.00181217
+94171,Existing Customer,50,F,3,Doctorate,Single,Less than $40K,Blue,39,6,1,3,9966.0,0,9966.0,0.966,4401,60,1.069,0.0,0.0001391,0.99986
+94172,Existing Customer,45,F,2,High School,Single,,Blue,37,4,2,4,27804.0,0,27804.0,1.301,2761,57,0.966,0.0,0.00031746,0.99968
+94173,Existing Customer,45,M,5,High School,Married,$60K - $80K,Blue,37,3,1,3,15626.0,1148,14478.0,1.028,3386,65,0.711,0.073,9.2974e-05,0.99991
+94174,Attrited Customer,47,M,5,High School,Single,$80K - $120K,Blue,37,3,4,4,18800.0,2517,16283.0,0.482,1575,23,0.211,0.134,0.99841,0.00159436
+94175,Existing Customer,49,M,4,Graduate,Single,$80K - $120K,Blue,36,5,1,3,1963.0,1516,447.0,0.872,4150,75,0.744,0.772,9.7154e-05,0.9999
+94176,Attrited Customer,43,F,3,Uneducated,Married,Less than $40K,Blue,30,1,3,4,4579.0,1506,3073.0,0.443,1915,44,0.375,0.329,0.99819,0.00181217
 94177,Existing Customer,43,M,1,Graduate,Single,$60K - $80K,Silver,31,4,3,3,25824.0,1170,24654.0,0.684,3101,73,0.78,0.045,0.00025657,0.99974
-94178,Existing Customer,48,M,4,Doctorate,,$80K - $120K,Blue,40,3,2,2,3429.0,1268,2161.0,0.703,4422,64,1.7830000000000001,0.37,0.00017274,0.9998299999999999
-94179,Attrited Customer,59,M,1,Uneducated,Single,$40K - $60K,Silver,49,3,2,2,15809.0,0,15809.0,0.992,3109,48,0.41200000000000003,0.0,0.99003,0.00997
-94180,Existing Customer,47,F,2,,Single,Less than $40K,Blue,32,6,1,3,2493.0,831,1662.0,0.581,4274,68,0.581,0.33299999999999996,0.00010183,0.9999
-94181,Existing Customer,48,M,2,,Married,$80K - $120K,Blue,37,4,3,3,6593.0,0,6593.0,0.667,3520,69,0.769,0.0,0.00033251,0.9996700000000001
-94182,Attrited Customer,53,F,3,Graduate,Single,$40K - $60K,Blue,40,6,3,2,1625.0,0,1625.0,0.6890000000000001,2314,43,0.433,0.0,0.99467,0.00533
-94183,Attrited Customer,53,F,2,Graduate,Single,$40K - $60K,Blue,36,2,3,2,2121.0,0,2121.0,0.618,1464,32,0.778,0.0,0.9944700000000001,0.005529999999999999
-94184,Existing Customer,40,F,2,,Married,Less than $40K,Blue,34,3,3,3,4757.0,1978,2779.0,0.9590000000000001,4220,71,0.775,0.41600000000000004,0.00033251,0.9996700000000001
+94178,Existing Customer,48,M,4,Doctorate,,$80K - $120K,Blue,40,3,2,2,3429.0,1268,2161.0,0.703,4422,64,1.783,0.37,0.00017274,0.99983
+94179,Attrited Customer,59,M,1,Uneducated,Single,$40K - $60K,Silver,49,3,2,2,15809.0,0,15809.0,0.992,3109,48,0.412,0.0,0.99003,0.00997
+94180,Existing Customer,47,F,2,,Single,Less than $40K,Blue,32,6,1,3,2493.0,831,1662.0,0.581,4274,68,0.581,0.333,0.00010183,0.9999
+94181,Existing Customer,48,M,2,,Married,$80K - $120K,Blue,37,4,3,3,6593.0,0,6593.0,0.667,3520,69,0.769,0.0,0.00033251,0.99967
+94182,Attrited Customer,53,F,3,Graduate,Single,$40K - $60K,Blue,40,6,3,2,1625.0,0,1625.0,0.689,2314,43,0.433,0.0,0.99467,0.00533
+94183,Attrited Customer,53,F,2,Graduate,Single,$40K - $60K,Blue,36,2,3,2,2121.0,0,2121.0,0.618,1464,32,0.778,0.0,0.99447,0.00553
+94184,Existing Customer,40,F,2,,Married,Less than $40K,Blue,34,3,3,3,4757.0,1978,2779.0,0.959,4220,71,0.775,0.416,0.00033251,0.99967
 94185,Attrited Customer,42,F,3,Doctorate,Single,Less than $40K,Blue,18,5,3,4,8668.0,0,8668.0,0.275,1402,38,0.31,0.0,0.99871,0.00128822
 94186,Existing Customer,50,M,2,High School,Married,$60K - $80K,Blue,43,6,3,4,21869.0,950,20919.0,0.866,4233,71,0.775,0.043,0.00050163,0.9995
 94187,Existing Customer,45,F,4,Graduate,,Less than $40K,Blue,34,5,4,2,2480.0,1890,590.0,0.652,4114,66,0.737,0.762,0.00022797,0.99977
-94188,Existing Customer,49,M,3,High School,Single,$60K - $80K,Blue,40,3,4,2,8190.0,1716,6474.0,0.7809999999999999,3529,84,0.787,0.21,0.00021928,0.9997799999999999
-94189,Existing Customer,55,F,2,College,Married,Less than $40K,Blue,45,5,2,4,1850.0,942,908.0,0.757,4134,78,0.625,0.509,0.00031749,0.9996799999999999
+94188,Existing Customer,49,M,3,High School,Single,$60K - $80K,Blue,40,3,4,2,8190.0,1716,6474.0,0.781,3529,84,0.787,0.21,0.00021928,0.99978
+94189,Existing Customer,55,F,2,College,Married,Less than $40K,Blue,45,5,2,4,1850.0,942,908.0,0.757,4134,78,0.625,0.509,0.00031749,0.99968
 94190,Existing Customer,46,F,1,Uneducated,Divorced,Less than $40K,Blue,36,5,3,3,2483.0,2049,434.0,0.69,4421,74,0.51,0.825,0.00029196,0.99971
 94191,Existing Customer,40,F,4,,Married,Less than $40K,Blue,30,6,3,2,2925.0,1447,1478.0,0.563,4455,77,0.604,0.495,0.00020735,0.99979
 94192,Attrited Customer,49,F,3,Doctorate,Married,Less than $40K,Blue,29,3,4,2,7066.0,0,7066.0,0.479,1695,38,0.31,0.0,0.99695,0.00305345
-94193,Existing Customer,48,M,4,High School,Married,$40K - $60K,Blue,40,5,1,2,2514.0,2251,263.0,0.852,3942,65,0.625,0.895,5.6153e-05,0.9999399999999999
-94194,Existing Customer,50,M,0,Uneducated,Married,$60K - $80K,Blue,46,4,1,3,3640.0,659,2981.0,0.938,3756,70,0.8420000000000001,0.18100000000000002,8.1736e-05,0.99992
-94195,Attrited Customer,50,F,2,Post-Graduate,Married,$40K - $60K,Blue,36,3,2,3,5527.0,1120,4407.0,0.442,2281,37,0.48,0.203,0.9955799999999999,0.00441892
-94196,Existing Customer,45,M,2,College,Married,$80K - $120K,Blue,36,6,1,3,31625.0,0,31625.0,0.5589999999999999,4503,77,0.674,0.0,9.0064e-05,0.9999100000000001
-94197,Existing Customer,57,M,2,High School,Single,$80K - $120K,Blue,52,6,3,4,32409.0,0,32409.0,0.943,4218,66,0.5710000000000001,0.0,0.00050163,0.9995
-94198,Existing Customer,44,M,2,,Single,$60K - $80K,Blue,30,6,2,2,9827.0,600,9227.0,0.47700000000000004,2840,63,0.537,0.061,0.00012511,0.99987
-94199,Existing Customer,50,F,1,Graduate,Married,Less than $40K,Blue,38,4,1,3,2623.0,1714,909.0,0.807,5237,76,0.81,0.653,8.6952e-05,0.9999100000000001
-94200,Existing Customer,42,M,2,High School,,$40K - $60K,Blue,37,6,2,3,2993.0,2249,744.0,0.863,4106,81,0.528,0.7509999999999999,0.0001861,0.9998100000000001
-94201,Existing Customer,37,M,2,College,Single,$80K - $120K,Blue,36,3,2,2,12944.0,1399,11545.0,0.507,4389,84,0.68,0.10800000000000001,0.00011066,0.99989
+94193,Existing Customer,48,M,4,High School,Married,$40K - $60K,Blue,40,5,1,2,2514.0,2251,263.0,0.852,3942,65,0.625,0.895,5.6153e-05,0.99994
+94194,Existing Customer,50,M,0,Uneducated,Married,$60K - $80K,Blue,46,4,1,3,3640.0,659,2981.0,0.938,3756,70,0.842,0.181,8.1736e-05,0.99992
+94195,Attrited Customer,50,F,2,Post-Graduate,Married,$40K - $60K,Blue,36,3,2,3,5527.0,1120,4407.0,0.442,2281,37,0.48,0.203,0.99558,0.00441892
+94196,Existing Customer,45,M,2,College,Married,$80K - $120K,Blue,36,6,1,3,31625.0,0,31625.0,0.559,4503,77,0.674,0.0,9.0064e-05,0.99991
+94197,Existing Customer,57,M,2,High School,Single,$80K - $120K,Blue,52,6,3,4,32409.0,0,32409.0,0.943,4218,66,0.571,0.0,0.00050163,0.9995
+94198,Existing Customer,44,M,2,,Single,$60K - $80K,Blue,30,6,2,2,9827.0,600,9227.0,0.477,2840,63,0.537,0.061,0.00012511,0.99987
+94199,Existing Customer,50,F,1,Graduate,Married,Less than $40K,Blue,38,4,1,3,2623.0,1714,909.0,0.807,5237,76,0.81,0.653,8.6952e-05,0.99991
+94200,Existing Customer,42,M,2,High School,,$40K - $60K,Blue,37,6,2,3,2993.0,2249,744.0,0.863,4106,81,0.528,0.751,0.0001861,0.99981
+94201,Existing Customer,37,M,2,College,Single,$80K - $120K,Blue,36,3,2,2,12944.0,1399,11545.0,0.507,4389,84,0.68,0.108,0.00011066,0.99989
 94202,Existing Customer,54,M,2,Uneducated,Married,$60K - $80K,Blue,34,5,1,4,6401.0,1471,4930.0,0.655,4465,63,0.703,0.23,0.00016249,0.99984
 94203,Existing Customer,43,M,3,Graduate,Divorced,$80K - $120K,Blue,36,4,1,0,5506.0,2129,3377.0,0.705,4024,62,0.55,0.387,2.1081e-05,0.99998
 94204,Existing Customer,52,M,1,Graduate,Single,$80K - $120K,Blue,44,3,3,1,34516.0,0,34516.0,0.551,1737,38,0.9,0.0,0.00010182,0.9999
-94205,Existing Customer,46,M,4,College,Single,$60K - $80K,Blue,41,3,1,1,17673.0,1783,15890.0,1.003,3160,59,1.36,0.10099999999999999,3.3866e-05,0.99997
+94205,Existing Customer,46,M,4,College,Single,$60K - $80K,Blue,41,3,1,1,17673.0,1783,15890.0,1.003,3160,59,1.36,0.101,3.3866e-05,0.99997
 94206,Existing Customer,43,F,3,,Single,$40K - $60K,Blue,34,5,3,4,2656.0,1166,1490.0,0.586,4171,80,0.818,0.439,0.00058851,0.99941
-94207,Existing Customer,46,M,2,High School,,Less than $40K,Blue,37,3,1,1,6118.0,1092,5026.0,0.757,4434,81,0.62,0.17800000000000002,3.2288e-05,0.99997
-94208,Existing Customer,45,M,1,,Divorced,$40K - $60K,Silver,31,3,1,1,17437.0,2225,15212.0,0.8140000000000001,3381,51,0.594,0.128,3.0963e-05,0.99997
+94207,Existing Customer,46,M,2,High School,,Less than $40K,Blue,37,3,1,1,6118.0,1092,5026.0,0.757,4434,81,0.62,0.178,3.2288e-05,0.99997
+94208,Existing Customer,45,M,1,,Divorced,$40K - $60K,Silver,31,3,1,1,17437.0,2225,15212.0,0.814,3381,51,0.594,0.128,3.0963e-05,0.99997
 94209,Attrited Customer,50,F,1,College,Married,,Blue,37,2,2,3,1461.0,0,1461.0,0.563,2176,40,0.379,0.0,0.99431,0.00569
-94210,Existing Customer,55,F,4,Uneducated,Divorced,$40K - $60K,Blue,43,5,3,2,1965.0,1525,440.0,0.855,4671,69,0.816,0.7759999999999999,0.00019396,0.9998100000000001
-94211,Existing Customer,51,M,3,,Single,$60K - $80K,Silver,45,3,2,4,30899.0,0,30899.0,0.502,1481,20,0.33299999999999996,0.0,0.00033655,0.99966
-94212,Existing Customer,48,M,3,Doctorate,Married,$60K - $80K,Blue,36,3,2,1,8876.0,1132,7744.0,0.8440000000000001,3779,78,0.8140000000000001,0.128,0.00010307,0.9999
-94213,Existing Customer,44,M,4,,Married,$60K - $80K,Blue,38,3,1,3,2440.0,1501,939.0,0.7440000000000001,4382,88,0.66,0.615,0.00010679,0.99989
-94214,Existing Customer,50,F,1,High School,Married,Less than $40K,Blue,45,5,3,4,1652.0,1318,334.0,0.593,4533,69,0.5329999999999999,0.7979999999999999,0.00047086,0.9995299999999999
+94210,Existing Customer,55,F,4,Uneducated,Divorced,$40K - $60K,Blue,43,5,3,2,1965.0,1525,440.0,0.855,4671,69,0.816,0.776,0.00019396,0.99981
+94211,Existing Customer,51,M,3,,Single,$60K - $80K,Silver,45,3,2,4,30899.0,0,30899.0,0.502,1481,20,0.333,0.0,0.00033655,0.99966
+94212,Existing Customer,48,M,3,Doctorate,Married,$60K - $80K,Blue,36,3,2,1,8876.0,1132,7744.0,0.844,3779,78,0.814,0.128,0.00010307,0.9999
+94213,Existing Customer,44,M,4,,Married,$60K - $80K,Blue,38,3,1,3,2440.0,1501,939.0,0.744,4382,88,0.66,0.615,0.00010679,0.99989
+94214,Existing Customer,50,F,1,High School,Married,Less than $40K,Blue,45,5,3,4,1652.0,1318,334.0,0.593,4533,69,0.533,0.798,0.00047086,0.99953
 94215,Existing Customer,46,M,4,High School,Married,$80K - $120K,Blue,37,3,2,3,15535.0,1302,14233.0,0.461,3718,66,0.61,0.084,0.00019517,0.9998
-94216,Attrited Customer,52,M,3,Uneducated,,$120K +,Blue,46,2,4,4,13354.0,0,13354.0,0.018000000000000002,1097,28,0.077,0.0,0.9985,0.00149992
+94216,Attrited Customer,52,M,3,Uneducated,,$120K +,Blue,46,2,4,4,13354.0,0,13354.0,0.018,1097,28,0.077,0.0,0.9985,0.00149992
 94217,Attrited Customer,49,M,1,Graduate,Single,$120K +,Blue,36,6,2,4,26723.0,0,26723.0,0.716,2138,43,0.593,0.0,0.99675,0.00325077
 94218,Existing Customer,55,F,2,Graduate,Divorced,Less than $40K,Blue,49,5,1,4,3949.0,2024,1925.0,0.667,3495,64,0.882,0.513,0.00015804,0.99984
-94219,Existing Customer,49,M,4,Graduate,Married,$60K - $80K,Blue,39,3,2,2,5937.0,2120,3817.0,0.654,4228,70,0.75,0.35700000000000004,0.00011937,0.9998799999999999
-94220,Existing Customer,40,M,4,Doctorate,Single,,Blue,24,3,2,4,18806.0,1192,17614.0,0.745,3142,62,0.8240000000000001,0.063,0.00049554,0.9995
-94221,Attrited Customer,45,F,3,High School,Single,,Blue,35,3,2,6,3512.0,2517,995.0,0.597,1801,48,0.5479999999999999,0.7170000000000001,0.9990000000000001,0.00099804
-94222,Existing Customer,44,F,3,Doctorate,Married,Less than $40K,Blue,36,4,3,0,1975.0,1264,711.0,0.6709999999999999,2959,63,0.8,0.64,9.9638e-05,0.9999
-94223,Existing Customer,41,F,4,Uneducated,Married,Less than $40K,Blue,33,5,2,3,2888.0,821,2067.0,0.9309999999999999,4713,77,1.026,0.284,0.00020643,0.99979
+94219,Existing Customer,49,M,4,Graduate,Married,$60K - $80K,Blue,39,3,2,2,5937.0,2120,3817.0,0.654,4228,70,0.75,0.357,0.00011937,0.99988
+94220,Existing Customer,40,M,4,Doctorate,Single,,Blue,24,3,2,4,18806.0,1192,17614.0,0.745,3142,62,0.824,0.063,0.00049554,0.9995
+94221,Attrited Customer,45,F,3,High School,Single,,Blue,35,3,2,6,3512.0,2517,995.0,0.597,1801,48,0.548,0.717,0.999,0.00099804
+94222,Existing Customer,44,F,3,Doctorate,Married,Less than $40K,Blue,36,4,3,0,1975.0,1264,711.0,0.671,2959,63,0.8,0.64,9.9638e-05,0.9999
+94223,Existing Customer,41,F,4,Uneducated,Married,Less than $40K,Blue,33,5,2,3,2888.0,821,2067.0,0.931,4713,77,1.026,0.284,0.00020643,0.99979
 94224,Attrited Customer,47,F,4,College,Single,Less than $40K,Blue,36,2,2,3,2263.0,0,2263.0,0.752,2385,33,0.375,0.0,0.9949,0.0051
-94225,Existing Customer,38,M,1,Graduate,,$80K - $120K,Blue,36,3,3,4,26792.0,1671,25121.0,0.938,3587,66,0.5710000000000001,0.062,0.00048435,0.9995200000000001
-94226,Attrited Customer,52,M,4,Graduate,Married,$60K - $80K,Blue,36,4,1,3,9375.0,1625,7750.0,0.532,2108,51,0.5,0.17300000000000001,0.9898100000000001,0.010190000000000001
-94227,Attrited Customer,48,F,2,,Divorced,Less than $40K,Blue,35,3,1,4,2806.0,2514,292.0,0.341,1757,35,0.4,0.8959999999999999,0.9942799999999999,0.00572
-94228,Attrited Customer,41,F,2,High School,Divorced,Less than $40K,Blue,28,4,2,2,1478.0,524,954.0,0.7509999999999999,2180,46,0.643,0.355,0.9910399999999999,0.00896
-94229,Existing Customer,53,M,3,Uneducated,Single,$60K - $80K,Blue,36,6,2,2,6836.0,1607,5229.0,0.524,4421,74,0.542,0.235,0.00012144,0.9998799999999999
+94225,Existing Customer,38,M,1,Graduate,,$80K - $120K,Blue,36,3,3,4,26792.0,1671,25121.0,0.938,3587,66,0.571,0.062,0.00048435,0.99952
+94226,Attrited Customer,52,M,4,Graduate,Married,$60K - $80K,Blue,36,4,1,3,9375.0,1625,7750.0,0.532,2108,51,0.5,0.173,0.98981,0.01019
+94227,Attrited Customer,48,F,2,,Divorced,Less than $40K,Blue,35,3,1,4,2806.0,2514,292.0,0.341,1757,35,0.4,0.896,0.99428,0.00572
+94228,Attrited Customer,41,F,2,High School,Divorced,Less than $40K,Blue,28,4,2,2,1478.0,524,954.0,0.751,2180,46,0.643,0.355,0.99104,0.00896
+94229,Existing Customer,53,M,3,Uneducated,Single,$60K - $80K,Blue,36,6,2,2,6836.0,1607,5229.0,0.524,4421,74,0.542,0.235,0.00012144,0.99988
 94230,Attrited Customer,47,M,4,,Divorced,$80K - $120K,Blue,28,6,1,3,8757.0,0,8757.0,0.507,2108,47,0.516,0.0,0.99072,0.00928
-94231,Existing Customer,40,M,3,Graduate,Married,$60K - $80K,Blue,29,6,3,2,10529.0,0,10529.0,0.7290000000000001,4583,87,0.851,0.0,0.00018665,0.9998100000000001
-94232,Existing Customer,61,M,0,High School,Single,$40K - $60K,Blue,49,6,1,4,2122.0,975,1147.0,0.807,5224,85,0.667,0.45899999999999996,0.00013184,0.99987
+94231,Existing Customer,40,M,3,Graduate,Married,$60K - $80K,Blue,29,6,3,2,10529.0,0,10529.0,0.729,4583,87,0.851,0.0,0.00018665,0.99981
+94232,Existing Customer,61,M,0,High School,Single,$40K - $60K,Blue,49,6,1,4,2122.0,975,1147.0,0.807,5224,85,0.667,0.459,0.00013184,0.99987
 94233,Existing Customer,45,F,3,Post-Graduate,Married,,Blue,38,5,2,1,2883.0,1732,1151.0,0.638,4053,85,0.635,0.601,8.381e-05,0.99992
 94234,Attrited Customer,56,F,1,Graduate,Single,$40K - $60K,Blue,37,2,4,3,2339.0,0,2339.0,0.493,1542,45,0.607,0.0,0.9971,0.00290471
-94235,Existing Customer,57,F,3,Graduate,,Less than $40K,Blue,47,6,3,1,5225.0,2290,2935.0,0.9620000000000001,4239,69,0.6829999999999999,0.43799999999999994,0.00011256,0.99989
-94236,Existing Customer,48,M,2,Graduate,Married,$40K - $60K,Blue,41,5,2,4,2582.0,1399,1183.0,0.5589999999999999,2144,42,0.909,0.542,0.00032656,0.9996700000000001
-94237,Existing Customer,60,M,1,Graduate,Single,$80K - $120K,Blue,55,6,2,1,11524.0,0,11524.0,0.682,3598,72,0.532,0.0,6.4428e-05,0.9999399999999999
-94238,Existing Customer,49,F,4,High School,Single,,Blue,36,3,3,4,13039.0,1840,11199.0,0.7929999999999999,4010,69,0.5,0.141,0.00052608,0.9994700000000001
-94239,Attrited Customer,50,F,4,Graduate,Single,,Blue,41,5,3,3,2509.0,0,2509.0,0.7020000000000001,2281,41,0.36700000000000005,0.0,0.9968600000000001,0.00314112
-94240,Existing Customer,65,M,1,Doctorate,Single,$40K - $60K,Blue,56,5,2,2,1456.0,867,589.0,0.725,3953,69,0.725,0.595,0.00015460000000000002,0.99985
-94241,Existing Customer,57,M,2,,Single,$120K +,Blue,44,5,1,2,5612.0,1884,3728.0,0.77,4734,83,0.8859999999999999,0.336,6.054e-05,0.9999399999999999
-94242,Existing Customer,51,F,3,High School,Married,Less than $40K,Blue,35,6,1,3,3025.0,1912,1113.0,0.674,4626,78,0.773,0.632,9.344799999999999e-05,0.9999100000000001
+94235,Existing Customer,57,F,3,Graduate,,Less than $40K,Blue,47,6,3,1,5225.0,2290,2935.0,0.962,4239,69,0.683,0.438,0.00011256,0.99989
+94236,Existing Customer,48,M,2,Graduate,Married,$40K - $60K,Blue,41,5,2,4,2582.0,1399,1183.0,0.559,2144,42,0.909,0.542,0.00032656,0.99967
+94237,Existing Customer,60,M,1,Graduate,Single,$80K - $120K,Blue,55,6,2,1,11524.0,0,11524.0,0.682,3598,72,0.532,0.0,6.4428e-05,0.99994
+94238,Existing Customer,49,F,4,High School,Single,,Blue,36,3,3,4,13039.0,1840,11199.0,0.793,4010,69,0.5,0.141,0.00052608,0.99947
+94239,Attrited Customer,50,F,4,Graduate,Single,,Blue,41,5,3,3,2509.0,0,2509.0,0.702,2281,41,0.367,0.0,0.99686,0.00314112
+94240,Existing Customer,65,M,1,Doctorate,Single,$40K - $60K,Blue,56,5,2,2,1456.0,867,589.0,0.725,3953,69,0.725,0.595,0.0001546,0.99985
+94241,Existing Customer,57,M,2,,Single,$120K +,Blue,44,5,1,2,5612.0,1884,3728.0,0.77,4734,83,0.886,0.336,6.054e-05,0.99994
+94242,Existing Customer,51,F,3,High School,Married,Less than $40K,Blue,35,6,1,3,3025.0,1912,1113.0,0.674,4626,78,0.773,0.632,9.3448e-05,0.99991
 94243,Existing Customer,40,F,5,Graduate,Single,Less than $40K,Blue,29,3,2,4,4205.0,2517,1688.0,0.652,4256,69,0.725,0.599,0.00033714,0.99966
-94244,Existing Customer,55,M,1,College,Single,$120K +,Blue,42,6,2,3,3515.0,2517,998.0,1.051,4313,72,0.8,0.716,0.0001747,0.9998299999999999
+94244,Existing Customer,55,M,1,College,Single,$120K +,Blue,42,6,2,3,3515.0,2517,998.0,1.051,4313,72,0.8,0.716,0.0001747,0.99983
 94245,Existing Customer,52,M,2,Uneducated,Single,$120K +,Blue,44,6,3,2,26174.0,1864,24310.0,0.684,4551,65,0.667,0.071,0.00018494,0.99982
-94246,Existing Customer,44,F,4,Graduate,Married,Less than $40K,Blue,25,5,3,2,1602.0,1044,558.0,0.7809999999999999,5428,85,0.635,0.652,0.00018864,0.9998100000000001
-94247,Existing Customer,49,F,4,Uneducated,Married,,Blue,36,4,1,3,29939.0,0,29939.0,0.963,4305,63,0.6579999999999999,0.0,9.989299999999999e-05,0.9999
-94248,Existing Customer,49,F,2,College,Married,Less than $40K,Blue,41,3,1,3,2115.0,1598,517.0,0.934,4450,68,0.545,0.7559999999999999,9.0064e-05,0.9999100000000001
-94249,Attrited Customer,42,M,3,Graduate,Married,$60K - $80K,Blue,30,2,2,3,5298.0,0,5298.0,0.857,2431,37,0.542,0.0,0.9949899999999999,0.0050100000000000006
+94246,Existing Customer,44,F,4,Graduate,Married,Less than $40K,Blue,25,5,3,2,1602.0,1044,558.0,0.781,5428,85,0.635,0.652,0.00018864,0.99981
+94247,Existing Customer,49,F,4,Uneducated,Married,,Blue,36,4,1,3,29939.0,0,29939.0,0.963,4305,63,0.658,0.0,9.9893e-05,0.9999
+94248,Existing Customer,49,F,2,College,Married,Less than $40K,Blue,41,3,1,3,2115.0,1598,517.0,0.934,4450,68,0.545,0.756,9.0064e-05,0.99991
+94249,Attrited Customer,42,M,3,Graduate,Married,$60K - $80K,Blue,30,2,2,3,5298.0,0,5298.0,0.857,2431,37,0.542,0.0,0.99499,0.00501
 94250,Existing Customer,56,F,3,Graduate,Single,Less than $40K,Blue,49,4,3,1,2433.0,1947,486.0,0.816,4269,88,0.76,0.8,0.00011256,0.99989
 94251,Existing Customer,60,F,1,Uneducated,Divorced,Less than $40K,Blue,49,5,2,2,1443.0,0,1443.0,0.875,4673,59,0.735,0.0,0.00010985,0.99989
-94252,Existing Customer,50,M,1,High School,Single,$120K +,Blue,37,4,1,4,9758.0,1792,7966.0,0.626,4134,60,0.765,0.184,0.00014421,0.9998600000000001
-94253,Existing Customer,42,M,3,Graduate,Married,$80K - $120K,Blue,34,6,3,0,4562.0,2258,2304.0,0.861,3740,55,0.833,0.495,6.8853e-05,0.9999299999999999
-94254,Existing Customer,65,F,1,,Single,,Blue,46,3,3,2,1438.3,0,1438.3,0.907,4022,61,0.649,0.0,0.00018558,0.9998100000000001
-94255,Existing Customer,41,F,3,College,Single,,Blue,36,4,2,4,4210.0,1597,2613.0,0.733,4342,72,0.674,0.379,0.00032945,0.9996700000000001
+94252,Existing Customer,50,M,1,High School,Single,$120K +,Blue,37,4,1,4,9758.0,1792,7966.0,0.626,4134,60,0.765,0.184,0.00014421,0.99986
+94253,Existing Customer,42,M,3,Graduate,Married,$80K - $120K,Blue,34,6,3,0,4562.0,2258,2304.0,0.861,3740,55,0.833,0.495,6.8853e-05,0.99993
+94254,Existing Customer,65,F,1,,Single,,Blue,46,3,3,2,1438.3,0,1438.3,0.907,4022,61,0.649,0.0,0.00018558,0.99981
+94255,Existing Customer,41,F,3,College,Single,,Blue,36,4,2,4,4210.0,1597,2613.0,0.733,4342,72,0.674,0.379,0.00032945,0.99967
 94256,Attrited Customer,57,F,3,Uneducated,Single,Less than $40K,Blue,51,3,0,3,1438.3,0,1438.3,0.429,2113,38,0.267,0.0,0.97339,0.02661
-94257,Existing Customer,48,M,4,Graduate,Married,$120K +,Blue,39,4,2,4,24931.0,1353,23578.0,0.612,5031,79,0.6459999999999999,0.054000000000000006,0.00034248,0.99966
-94258,Existing Customer,47,M,4,College,Married,$80K - $120K,Blue,33,3,1,3,8854.0,2382,6472.0,0.67,4768,81,0.929,0.26899999999999996,9.4455e-05,0.9999100000000001
-94259,Existing Customer,62,F,0,Graduate,Divorced,Less than $40K,Blue,56,3,1,1,2230.0,1716,514.0,0.8109999999999999,4027,75,0.5,0.77,2.8501e-05,0.99997
-94260,Existing Customer,46,M,4,High School,Married,$80K - $120K,Blue,38,5,1,2,28327.0,582,27745.0,0.912,3475,52,0.733,0.021,5.6153e-05,0.9999399999999999
-94261,Existing Customer,56,F,2,Uneducated,Single,,Blue,36,5,3,4,2500.0,1298,1202.0,0.626,3673,72,0.565,0.519,0.00053055,0.9994700000000001
-94262,Existing Customer,41,M,3,High School,Single,$60K - $80K,Blue,33,4,1,3,9246.0,0,9246.0,0.6579999999999999,4611,91,0.569,0.0,9.344799999999999e-05,0.9999100000000001
+94257,Existing Customer,48,M,4,Graduate,Married,$120K +,Blue,39,4,2,4,24931.0,1353,23578.0,0.612,5031,79,0.646,0.054,0.00034248,0.99966
+94258,Existing Customer,47,M,4,College,Married,$80K - $120K,Blue,33,3,1,3,8854.0,2382,6472.0,0.67,4768,81,0.929,0.269,9.4455e-05,0.99991
+94259,Existing Customer,62,F,0,Graduate,Divorced,Less than $40K,Blue,56,3,1,1,2230.0,1716,514.0,0.811,4027,75,0.5,0.77,2.8501e-05,0.99997
+94260,Existing Customer,46,M,4,High School,Married,$80K - $120K,Blue,38,5,1,2,28327.0,582,27745.0,0.912,3475,52,0.733,0.021,5.6153e-05,0.99994
+94261,Existing Customer,56,F,2,Uneducated,Single,,Blue,36,5,3,4,2500.0,1298,1202.0,0.626,3673,72,0.565,0.519,0.00053055,0.99947
+94262,Existing Customer,41,M,3,High School,Single,$60K - $80K,Blue,33,4,1,3,9246.0,0,9246.0,0.658,4611,91,0.569,0.0,9.3448e-05,0.99991
 94263,Existing Customer,43,F,3,Graduate,Married,$40K - $60K,Blue,28,5,3,3,11155.0,1583,9572.0,1.061,3504,60,0.765,0.142,0.0003139,0.99969
-94264,Existing Customer,43,M,3,,Single,$120K +,Blue,30,4,2,3,11926.0,1766,10160.0,0.875,3778,84,0.75,0.14800000000000002,0.00021834,0.9997799999999999
-94265,Attrited Customer,54,M,3,Graduate,Single,$40K - $60K,Blue,44,6,3,3,5501.0,0,5501.0,0.519,2050,51,0.821,0.0,0.9968299999999999,0.00317458
-94266,Existing Customer,45,F,4,Graduate,Single,Less than $40K,Blue,40,3,2,1,2110.0,844,1266.0,1.109,4812,77,0.604,0.4,7.1987e-05,0.9999299999999999
-94267,Existing Customer,49,M,4,Uneducated,Married,$60K - $80K,Blue,34,5,3,2,12994.0,904,12090.0,0.627,3734,74,0.85,0.07,0.00019396,0.9998100000000001
-94268,Existing Customer,52,F,2,,Married,,Blue,45,3,1,2,29551.0,2095,27456.0,1.1,3226,63,0.853,0.071,6.054e-05,0.9999399999999999
-94269,Attrited Customer,46,M,2,Graduate,Single,$80K - $120K,Blue,36,2,2,2,5054.0,2517,2537.0,0.605,2027,39,0.39299999999999996,0.498,0.99129,0.008709999999999999
-94270,Existing Customer,45,F,2,Graduate,,Less than $40K,Blue,28,6,2,3,3136.0,2253,883.0,0.722,4674,67,0.763,0.718,0.00019143,0.9998100000000001
-94271,Existing Customer,43,F,2,High School,,,Blue,35,3,3,4,6109.0,1549,4560.0,0.6829999999999999,4430,69,0.865,0.254,0.00050163,0.9995
+94264,Existing Customer,43,M,3,,Single,$120K +,Blue,30,4,2,3,11926.0,1766,10160.0,0.875,3778,84,0.75,0.148,0.00021834,0.99978
+94265,Attrited Customer,54,M,3,Graduate,Single,$40K - $60K,Blue,44,6,3,3,5501.0,0,5501.0,0.519,2050,51,0.821,0.0,0.99683,0.00317458
+94266,Existing Customer,45,F,4,Graduate,Single,Less than $40K,Blue,40,3,2,1,2110.0,844,1266.0,1.109,4812,77,0.604,0.4,7.1987e-05,0.99993
+94267,Existing Customer,49,M,4,Uneducated,Married,$60K - $80K,Blue,34,5,3,2,12994.0,904,12090.0,0.627,3734,74,0.85,0.07,0.00019396,0.99981
+94268,Existing Customer,52,F,2,,Married,,Blue,45,3,1,2,29551.0,2095,27456.0,1.1,3226,63,0.853,0.071,6.054e-05,0.99994
+94269,Attrited Customer,46,M,2,Graduate,Single,$80K - $120K,Blue,36,2,2,2,5054.0,2517,2537.0,0.605,2027,39,0.393,0.498,0.99129,0.00871
+94270,Existing Customer,45,F,2,Graduate,,Less than $40K,Blue,28,6,2,3,3136.0,2253,883.0,0.722,4674,67,0.763,0.718,0.00019143,0.99981
+94271,Existing Customer,43,F,2,High School,,,Blue,35,3,3,4,6109.0,1549,4560.0,0.683,4430,69,0.865,0.254,0.00050163,0.9995
 94272,Existing Customer,49,M,2,High School,Married,$80K - $120K,Blue,36,4,3,1,3989.0,2514,1475.0,0.469,5189,82,0.519,0.63,0.00010545,0.99989
-94273,Existing Customer,33,F,1,Graduate,,Less than $40K,Blue,13,3,1,3,3315.0,1243,2072.0,0.7090000000000001,4006,65,0.5479999999999999,0.375,8.6952e-05,0.9999100000000001
-94274,Existing Customer,52,M,2,Graduate,Married,$80K - $120K,Silver,45,5,4,2,34516.0,1938,32578.0,0.807,2275,46,0.43799999999999994,0.055999999999999994,0.00019642,0.9998
-94275,Existing Customer,40,F,2,Uneducated,Married,Less than $40K,Blue,28,3,2,2,1794.0,1019,775.0,0.6920000000000001,4455,63,0.6579999999999999,0.568,0.00011703,0.9998799999999999
+94273,Existing Customer,33,F,1,Graduate,,Less than $40K,Blue,13,3,1,3,3315.0,1243,2072.0,0.709,4006,65,0.548,0.375,8.6952e-05,0.99991
+94274,Existing Customer,52,M,2,Graduate,Married,$80K - $120K,Silver,45,5,4,2,34516.0,1938,32578.0,0.807,2275,46,0.438,0.056,0.00019642,0.9998
+94275,Existing Customer,40,F,2,Uneducated,Married,Less than $40K,Blue,28,3,2,2,1794.0,1019,775.0,0.692,4455,63,0.658,0.568,0.00011703,0.99988
 94276,Existing Customer,51,M,3,,Married,$60K - $80K,Blue,36,4,3,4,5993.0,1582,4411.0,0.44,3464,64,0.684,0.264,0.00058851,0.99941
-94277,Existing Customer,44,F,3,Post-Graduate,Divorced,Less than $40K,Blue,31,3,2,1,8320.0,0,8320.0,0.42100000000000004,4128,82,0.491,0.0,8.381e-05,0.99992
-94278,Attrited Customer,62,F,1,High School,Single,Less than $40K,Blue,36,2,3,4,1930.0,0,1930.0,0.331,1971,45,0.25,0.0,0.9978799999999999,0.00211827
+94277,Existing Customer,44,F,3,Post-Graduate,Divorced,Less than $40K,Blue,31,3,2,1,8320.0,0,8320.0,0.421,4128,82,0.491,0.0,8.381e-05,0.99992
+94278,Attrited Customer,62,F,1,High School,Single,Less than $40K,Blue,36,2,3,4,1930.0,0,1930.0,0.331,1971,45,0.25,0.0,0.99788,0.00211827
 94279,Existing Customer,45,F,3,,Single,Less than $40K,Blue,32,5,3,0,2329.0,1465,864.0,0.815,4286,86,0.72,0.629,7.5683e-05,0.99992
-94280,Existing Customer,55,F,1,Uneducated,Single,Less than $40K,Blue,36,3,3,0,1438.3,756,682.3,1.012,4436,73,0.622,0.526,6.4038e-05,0.9999399999999999
+94280,Existing Customer,55,F,1,Uneducated,Single,Less than $40K,Blue,36,3,3,0,1438.3,756,682.3,1.012,4436,73,0.622,0.526,6.4038e-05,0.99994
 94281,Attrited Customer,55,M,3,Graduate,Single,$40K - $60K,Silver,45,2,3,1,18128.0,0,18128.0,0.71,2503,49,0.885,0.0,0.99026,0.00974
-94282,Existing Customer,48,M,2,,Married,$120K +,Blue,35,3,3,4,10642.0,1715,8927.0,0.705,4183,74,0.762,0.161,0.00056716,0.9994299999999999
-94283,Existing Customer,38,F,0,Uneducated,Married,Less than $40K,Blue,26,5,1,4,2230.0,0,2230.0,0.8959999999999999,3766,63,0.909,0.0,0.00013944,0.9998600000000001
-94284,Existing Customer,52,F,1,Graduate,,Less than $40K,Blue,42,6,2,0,6946.0,0,6946.0,0.745,4058,88,0.725,0.0,3.941e-05,0.9999600000000001
-94285,Existing Customer,50,F,2,High School,Divorced,,Blue,39,5,2,4,9716.0,874,8842.0,0.775,5007,91,0.655,0.09,0.00031746,0.9996799999999999
-94286,Existing Customer,58,F,0,,Married,,Blue,36,6,3,1,4377.0,1500,2877.0,0.789,3900,62,0.938,0.34299999999999997,0.00010232,0.9999
+94282,Existing Customer,48,M,2,,Married,$120K +,Blue,35,3,3,4,10642.0,1715,8927.0,0.705,4183,74,0.762,0.161,0.00056716,0.99943
+94283,Existing Customer,38,F,0,Uneducated,Married,Less than $40K,Blue,26,5,1,4,2230.0,0,2230.0,0.896,3766,63,0.909,0.0,0.00013944,0.99986
+94284,Existing Customer,52,F,1,Graduate,,Less than $40K,Blue,42,6,2,0,6946.0,0,6946.0,0.745,4058,88,0.725,0.0,3.941e-05,0.99996
+94285,Existing Customer,50,F,2,High School,Divorced,,Blue,39,5,2,4,9716.0,874,8842.0,0.775,5007,91,0.655,0.09,0.00031746,0.99968
+94286,Existing Customer,58,F,0,,Married,,Blue,36,6,3,1,4377.0,1500,2877.0,0.789,3900,62,0.938,0.343,0.00010232,0.9999
 94287,Attrited Customer,42,F,2,,Single,$40K - $60K,Blue,34,3,3,3,2516.0,0,2516.0,0.53,2257,51,0.545,0.0,0.997,0.00299743
-94288,Existing Customer,52,M,2,High School,Single,$120K +,Blue,46,4,2,4,34516.0,0,34516.0,0.775,4037,87,0.706,0.0,0.00031746,0.9996799999999999
-94289,Existing Customer,55,F,3,College,Single,Less than $40K,Blue,43,6,3,4,1844.0,0,1844.0,0.7290000000000001,4564,82,0.608,0.0,0.00052057,0.9994799999999999
+94288,Existing Customer,52,M,2,High School,Single,$120K +,Blue,46,4,2,4,34516.0,0,34516.0,0.775,4037,87,0.706,0.0,0.00031746,0.99968
+94289,Existing Customer,55,F,3,College,Single,Less than $40K,Blue,43,6,3,4,1844.0,0,1844.0,0.729,4564,82,0.608,0.0,0.00052057,0.99948
 94290,Existing Customer,48,M,3,College,Divorced,$60K - $80K,Blue,39,4,3,2,13233.0,1106,12127.0,0.882,4288,47,0.621,0.084,0.00018146,0.99982
-94291,Existing Customer,41,M,4,,Married,$80K - $120K,Silver,31,5,2,2,34516.0,1433,33083.0,0.758,2589,57,0.6759999999999999,0.042,0.00011856,0.9998799999999999
-94292,Existing Customer,48,F,2,Uneducated,Married,$40K - $60K,Blue,36,3,3,4,1593.0,0,1593.0,0.718,4004,76,0.652,0.0,0.00053055,0.9994700000000001
+94291,Existing Customer,41,M,4,,Married,$80K - $120K,Silver,31,5,2,2,34516.0,1433,33083.0,0.758,2589,57,0.676,0.042,0.00011856,0.99988
+94292,Existing Customer,48,F,2,Uneducated,Married,$40K - $60K,Blue,36,3,3,4,1593.0,0,1593.0,0.718,4004,76,0.652,0.0,0.00053055,0.99947
 94293,Existing Customer,50,F,1,Graduate,Married,Less than $40K,Blue,41,4,2,3,8589.0,685,7904.0,0.858,3553,63,0.909,0.08,0.00017969,0.99982
-94294,Attrited Customer,53,F,3,High School,Single,$40K - $60K,Blue,47,1,3,4,1714.0,0,1714.0,0.6609999999999999,2279,46,0.5329999999999999,0.0,0.99808,0.00191647
-94295,Existing Customer,46,M,3,Post-Graduate,,$120K +,Blue,36,6,1,2,1438.3,845,593.3,0.642,3631,67,0.763,0.5870000000000001,6.724899999999999e-05,0.9999299999999999
-94296,Existing Customer,50,F,4,Graduate,Married,Less than $40K,Blue,36,6,2,2,2433.0,1948,485.0,0.752,4668,69,0.643,0.8009999999999999,0.00011937,0.9998799999999999
+94294,Attrited Customer,53,F,3,High School,Single,$40K - $60K,Blue,47,1,3,4,1714.0,0,1714.0,0.661,2279,46,0.533,0.0,0.99808,0.00191647
+94295,Existing Customer,46,M,3,Post-Graduate,,$120K +,Blue,36,6,1,2,1438.3,845,593.3,0.642,3631,67,0.763,0.587,6.7249e-05,0.99993
+94296,Existing Customer,50,F,4,Graduate,Married,Less than $40K,Blue,36,6,2,2,2433.0,1948,485.0,0.752,4668,69,0.643,0.801,0.00011937,0.99988
 94297,Existing Customer,47,M,4,Uneducated,Married,$80K - $120K,Blue,40,5,2,4,21148.0,1746,19402.0,0.853,3370,69,0.769,0.083,0.00035213,0.99965
-94298,Existing Customer,65,F,0,,Divorced,Less than $40K,Blue,50,3,3,3,7487.0,1953,5534.0,0.8909999999999999,4070,63,0.6579999999999999,0.261,0.00028535,0.99971
-94299,Attrited Customer,47,F,4,Graduate,Divorced,Less than $40K,Blue,42,1,3,3,5798.0,2517,3281.0,0.58,1860,43,0.433,0.434,0.9968600000000001,0.00314112
-94300,Existing Customer,52,M,3,Uneducated,Single,$80K - $120K,Blue,40,6,3,2,34516.0,1757,32759.0,0.7859999999999999,4223,81,0.653,0.051,0.00019191,0.9998100000000001
+94298,Existing Customer,65,F,0,,Divorced,Less than $40K,Blue,50,3,3,3,7487.0,1953,5534.0,0.891,4070,63,0.658,0.261,0.00028535,0.99971
+94299,Attrited Customer,47,F,4,Graduate,Divorced,Less than $40K,Blue,42,1,3,3,5798.0,2517,3281.0,0.58,1860,43,0.433,0.434,0.99686,0.00314112
+94300,Existing Customer,52,M,3,Uneducated,Single,$80K - $120K,Blue,40,6,3,2,34516.0,1757,32759.0,0.786,4223,81,0.653,0.051,0.00019191,0.99981
 94301,Existing Customer,52,F,0,Graduate,Married,,Blue,37,6,2,2,7608.0,2373,5235.0,0.95,4921,81,0.62,0.312,9.7673e-05,0.9999
-94302,Attrited Customer,44,F,4,Graduate,Married,Less than $40K,Blue,31,3,3,4,2184.0,0,2184.0,0.6709999999999999,1973,42,0.556,0.0,0.99816,0.00184351
-94303,Existing Customer,35,F,1,High School,Single,Less than $40K,Blue,26,3,3,2,2189.0,1833,356.0,0.56,4530,72,0.846,0.8370000000000001,0.00016413,0.99984
-94304,Attrited Customer,50,M,2,College,Single,$80K - $120K,Blue,44,5,2,4,3495.0,0,3495.0,0.639,2131,41,0.46399999999999997,0.0,0.9968600000000001,0.0031388
-94305,Attrited Customer,52,F,3,High School,Married,$40K - $60K,Blue,47,2,2,3,8018.0,134,7884.0,0.7170000000000001,2409,38,0.31,0.017,0.99485,0.00515
+94302,Attrited Customer,44,F,4,Graduate,Married,Less than $40K,Blue,31,3,3,4,2184.0,0,2184.0,0.671,1973,42,0.556,0.0,0.99816,0.00184351
+94303,Existing Customer,35,F,1,High School,Single,Less than $40K,Blue,26,3,3,2,2189.0,1833,356.0,0.56,4530,72,0.846,0.837,0.00016413,0.99984
+94304,Attrited Customer,50,M,2,College,Single,$80K - $120K,Blue,44,5,2,4,3495.0,0,3495.0,0.639,2131,41,0.464,0.0,0.99686,0.0031388
+94305,Attrited Customer,52,F,3,High School,Married,$40K - $60K,Blue,47,2,2,3,8018.0,134,7884.0,0.717,2409,38,0.31,0.017,0.99485,0.00515
 94306,Attrited Customer,41,M,3,,Married,$80K - $120K,Blue,22,3,3,4,20543.0,0,20543.0,0.547,1874,42,0.615,0.0,0.9983,0.00169532
-94307,Existing Customer,62,F,0,High School,Single,,Blue,50,6,2,2,18819.0,0,18819.0,0.894,4273,87,0.977,0.0,9.4951e-05,0.9999100000000001
-94308,Existing Customer,49,M,3,,Married,$60K - $80K,Blue,36,6,2,4,17811.0,643,17168.0,0.8420000000000001,3748,79,0.6459999999999999,0.036000000000000004,0.00037246,0.9996299999999999
-94309,Existing Customer,43,M,2,High School,Single,$80K - $120K,Blue,36,6,2,0,14418.0,0,14418.0,1.043,3880,68,0.7,0.0,4.0816e-05,0.9999600000000001
-94310,Existing Customer,44,M,4,,Single,$80K - $120K,Blue,38,5,3,4,3936.0,2024,1912.0,0.988,5001,66,0.6920000000000001,0.514,0.0005947999999999999,0.99941
-94311,Existing Customer,43,F,3,Doctorate,Divorced,,Blue,33,6,3,2,5738.0,0,5738.0,0.852,4375,73,0.622,0.0,0.00027008,0.9997299999999999
+94307,Existing Customer,62,F,0,High School,Single,,Blue,50,6,2,2,18819.0,0,18819.0,0.894,4273,87,0.977,0.0,9.4951e-05,0.99991
+94308,Existing Customer,49,M,3,,Married,$60K - $80K,Blue,36,6,2,4,17811.0,643,17168.0,0.842,3748,79,0.646,0.036,0.00037246,0.99963
+94309,Existing Customer,43,M,2,High School,Single,$80K - $120K,Blue,36,6,2,0,14418.0,0,14418.0,1.043,3880,68,0.7,0.0,4.0816e-05,0.99996
+94310,Existing Customer,44,M,4,,Single,$80K - $120K,Blue,38,5,3,4,3936.0,2024,1912.0,0.988,5001,66,0.692,0.514,0.0005948,0.99941
+94311,Existing Customer,43,F,3,Doctorate,Divorced,,Blue,33,6,3,2,5738.0,0,5738.0,0.852,4375,73,0.622,0.0,0.00027008,0.99973
 94312,Existing Customer,54,M,1,Uneducated,Single,$120K +,Blue,36,5,1,2,34516.0,0,34516.0,0.452,3918,67,1.094,0.0,5.3155e-05,0.99995
-94313,Existing Customer,55,F,0,Graduate,Married,Less than $40K,Blue,40,4,3,4,1513.0,725,788.0,0.7909999999999999,4042,72,0.7140000000000001,0.479,0.00044282,0.99956
+94313,Existing Customer,55,F,0,Graduate,Married,Less than $40K,Blue,40,4,3,4,1513.0,725,788.0,0.791,4042,72,0.714,0.479,0.00044282,0.99956
 94314,Attrited Customer,49,M,3,Uneducated,,$60K - $80K,Blue,41,3,4,4,18075.0,0,18075.0,0.531,1477,30,0.5,0.0,0.9985,0.00149992
-94315,Existing Customer,45,F,4,Graduate,Married,,Blue,36,6,1,2,5989.0,0,5989.0,0.6679999999999999,4246,78,0.857,0.0,5.7762e-05,0.9999399999999999
-94316,Existing Customer,56,F,3,Post-Graduate,Single,Less than $40K,Blue,42,3,2,2,2490.0,1623,867.0,0.79,2998,60,0.622,0.652,0.00013897,0.9998600000000001
-94317,Existing Customer,49,F,4,Uneducated,Single,Less than $40K,Blue,44,4,2,2,2659.0,0,2659.0,0.84,4546,81,0.884,0.0,0.00012274,0.9998799999999999
-94318,Attrited Customer,53,M,0,High School,Single,$120K +,Silver,44,2,4,4,34516.0,2297,32219.0,0.41600000000000004,1461,43,0.536,0.067,0.9978799999999999,0.0021218000000000005
-94319,Existing Customer,49,M,2,High School,Married,$80K - $120K,Blue,40,4,2,0,13490.0,1672,11818.0,0.799,4205,75,0.415,0.124,4.0816e-05,0.9999600000000001
-94320,Existing Customer,46,M,1,High School,Single,$40K - $60K,Blue,33,6,4,3,1664.0,798,866.0,0.703,4804,66,0.535,0.48,0.00033359,0.9996700000000001
-94321,Existing Customer,49,M,3,Uneducated,Married,$120K +,Blue,37,6,3,3,7753.0,1643,6110.0,0.7979999999999999,3367,65,0.8059999999999999,0.212,0.00032275,0.9996799999999999
-94322,Existing Customer,36,F,3,High School,Single,Less than $40K,Blue,31,4,2,3,2909.0,2085,824.0,1.035,5154,80,0.86,0.7170000000000001,0.00019311,0.9998100000000001
-94323,Existing Customer,57,M,3,Graduate,Divorced,$80K - $120K,Silver,36,6,3,4,34516.0,1384,33132.0,0.887,4745,69,0.605,0.04,0.00048382,0.9995200000000001
+94315,Existing Customer,45,F,4,Graduate,Married,,Blue,36,6,1,2,5989.0,0,5989.0,0.668,4246,78,0.857,0.0,5.7762e-05,0.99994
+94316,Existing Customer,56,F,3,Post-Graduate,Single,Less than $40K,Blue,42,3,2,2,2490.0,1623,867.0,0.79,2998,60,0.622,0.652,0.00013897,0.99986
+94317,Existing Customer,49,F,4,Uneducated,Single,Less than $40K,Blue,44,4,2,2,2659.0,0,2659.0,0.84,4546,81,0.884,0.0,0.00012274,0.99988
+94318,Attrited Customer,53,M,0,High School,Single,$120K +,Silver,44,2,4,4,34516.0,2297,32219.0,0.416,1461,43,0.536,0.067,0.99788,0.0021218
+94319,Existing Customer,49,M,2,High School,Married,$80K - $120K,Blue,40,4,2,0,13490.0,1672,11818.0,0.799,4205,75,0.415,0.124,4.0816e-05,0.99996
+94320,Existing Customer,46,M,1,High School,Single,$40K - $60K,Blue,33,6,4,3,1664.0,798,866.0,0.703,4804,66,0.535,0.48,0.00033359,0.99967
+94321,Existing Customer,49,M,3,Uneducated,Married,$120K +,Blue,37,6,3,3,7753.0,1643,6110.0,0.798,3367,65,0.806,0.212,0.00032275,0.99968
+94322,Existing Customer,36,F,3,High School,Single,Less than $40K,Blue,31,4,2,3,2909.0,2085,824.0,1.035,5154,80,0.86,0.717,0.00019311,0.99981
+94323,Existing Customer,57,M,3,Graduate,Divorced,$80K - $120K,Silver,36,6,3,4,34516.0,1384,33132.0,0.887,4745,69,0.605,0.04,0.00048382,0.99952
 94324,Existing Customer,52,F,2,,Single,$40K - $60K,Blue,45,3,1,3,3476.0,1560,1916.0,0.894,3496,58,0.871,0.449,0.00010183,0.9999
-94325,Existing Customer,52,M,2,Graduate,Single,$80K - $120K,Blue,36,6,2,2,16026.0,1160,14866.0,0.386,4418,59,0.639,0.07200000000000001,0.00011382,0.99989
-94326,Existing Customer,45,M,1,Uneducated,Divorced,Less than $40K,Blue,40,4,3,2,2705.0,1334,1371.0,0.8859999999999999,4501,67,0.675,0.493,0.0001736,0.9998299999999999
-94327,Existing Customer,54,M,3,High School,Married,$120K +,Blue,43,5,3,2,2884.0,1144,1740.0,0.7829999999999999,4887,90,0.698,0.397,0.00018145,0.99982
-94328,Existing Customer,49,M,2,High School,Single,$80K - $120K,Blue,37,6,1,4,24299.0,2517,21782.0,0.723,5320,62,0.7709999999999999,0.10400000000000001,0.00015363,0.99985
-94329,Existing Customer,43,M,3,Graduate,Single,$60K - $80K,Blue,34,6,1,2,20755.0,2276,18479.0,0.8009999999999999,4615,79,0.8370000000000001,0.11,5.7151e-05,0.9999399999999999
+94325,Existing Customer,52,M,2,Graduate,Single,$80K - $120K,Blue,36,6,2,2,16026.0,1160,14866.0,0.386,4418,59,0.639,0.072,0.00011382,0.99989
+94326,Existing Customer,45,M,1,Uneducated,Divorced,Less than $40K,Blue,40,4,3,2,2705.0,1334,1371.0,0.886,4501,67,0.675,0.493,0.0001736,0.99983
+94327,Existing Customer,54,M,3,High School,Married,$120K +,Blue,43,5,3,2,2884.0,1144,1740.0,0.783,4887,90,0.698,0.397,0.00018145,0.99982
+94328,Existing Customer,49,M,2,High School,Single,$80K - $120K,Blue,37,6,1,4,24299.0,2517,21782.0,0.723,5320,62,0.771,0.104,0.00015363,0.99985
+94329,Existing Customer,43,M,3,Graduate,Single,$60K - $80K,Blue,34,6,1,2,20755.0,2276,18479.0,0.801,4615,79,0.837,0.11,5.7151e-05,0.99994
 94330,Attrited Customer,50,M,3,Uneducated,Married,$60K - $80K,Blue,45,2,2,5,21096.0,0,21096.0,0.637,1882,39,0.345,0.0,0.99834,0.00165524
-94331,Existing Customer,46,M,3,High School,Divorced,$120K +,Blue,37,5,3,4,6457.0,0,6457.0,0.531,4487,73,0.431,0.0,0.00052052,0.9994799999999999
-94332,Existing Customer,45,F,3,High School,Married,Less than $40K,Blue,40,5,2,3,1603.0,0,1603.0,0.467,4041,66,0.5710000000000001,0.0,0.00019311,0.9998100000000001
-94333,Existing Customer,43,F,3,,Divorced,,Blue,37,3,6,3,9051.0,1557,7494.0,0.621,4169,72,0.5,0.172,0.00027238,0.9997299999999999
-94334,Attrited Customer,50,F,1,High School,Single,,Blue,42,5,0,4,10057.0,0,10057.0,0.792,2383,42,0.44799999999999995,0.0,0.98161,0.01839
-94335,Existing Customer,33,M,3,Graduate,Single,$60K - $80K,Blue,27,6,2,3,2043.0,1725,318.0,0.6859999999999999,5212,79,0.6459999999999999,0.8440000000000001,0.00019864,0.9998
+94331,Existing Customer,46,M,3,High School,Divorced,$120K +,Blue,37,5,3,4,6457.0,0,6457.0,0.531,4487,73,0.431,0.0,0.00052052,0.99948
+94332,Existing Customer,45,F,3,High School,Married,Less than $40K,Blue,40,5,2,3,1603.0,0,1603.0,0.467,4041,66,0.571,0.0,0.00019311,0.99981
+94333,Existing Customer,43,F,3,,Divorced,,Blue,37,3,6,3,9051.0,1557,7494.0,0.621,4169,72,0.5,0.172,0.00027238,0.99973
+94334,Attrited Customer,50,F,1,High School,Single,,Blue,42,5,0,4,10057.0,0,10057.0,0.792,2383,42,0.448,0.0,0.98161,0.01839
+94335,Existing Customer,33,M,3,Graduate,Single,$60K - $80K,Blue,27,6,2,3,2043.0,1725,318.0,0.686,5212,79,0.646,0.844,0.00019864,0.9998
 94336,Existing Customer,65,F,0,,Single,Less than $40K,Blue,56,6,3,3,2802.0,2403,399.0,0.636,3887,61,0.419,0.858,0.00028535,0.99971
-94337,Existing Customer,56,F,2,Graduate,Divorced,Less than $40K,Blue,45,4,2,4,1960.0,1690,270.0,0.63,3870,67,0.5579999999999999,0.862,0.00032656,0.9996700000000001
-94338,Existing Customer,40,F,3,,Divorced,Less than $40K,Blue,36,6,1,0,2348.0,1061,1287.0,1.062,1901,27,1.25,0.452,2.3171999999999998e-05,0.99998
+94337,Existing Customer,56,F,2,Graduate,Divorced,Less than $40K,Blue,45,4,2,4,1960.0,1690,270.0,0.63,3870,67,0.558,0.862,0.00032656,0.99967
+94338,Existing Customer,40,F,3,,Divorced,Less than $40K,Blue,36,6,1,0,2348.0,1061,1287.0,1.062,1901,27,1.25,0.452,2.3172e-05,0.99998
 94339,Existing Customer,40,M,2,High School,Divorced,$60K - $80K,Blue,25,6,4,2,2978.0,0,2978.0,0.49,3879,95,0.583,0.0,0.00021132,0.99979
-94340,Existing Customer,49,F,3,College,Married,Less than $40K,Blue,29,3,3,3,2017.0,1557,460.0,0.738,3875,75,0.9740000000000001,0.772,0.00030519,0.99969
+94340,Existing Customer,49,F,3,College,Married,Less than $40K,Blue,29,3,3,3,2017.0,1557,460.0,0.738,3875,75,0.974,0.772,0.00030519,0.99969
 94341,Existing Customer,29,F,1,Graduate,Single,,Blue,36,5,2,3,13613.0,1172,12441.0,0.657,4253,84,0.75,0.086,0.00017969,0.99982
-94342,Existing Customer,45,F,2,Doctorate,Single,Less than $40K,Blue,33,6,2,3,5553.0,1117,4436.0,0.914,3744,52,0.7929999999999999,0.201,0.00027701,0.99972
+94342,Existing Customer,45,F,2,Doctorate,Single,Less than $40K,Blue,33,6,2,3,5553.0,1117,4436.0,0.914,3744,52,0.793,0.201,0.00027701,0.99972
 94343,Existing Customer,51,M,1,High School,,$80K - $120K,Blue,41,6,1,2,6346.0,578,5768.0,0.55,3837,85,0.604,0.091,5.0256e-05,0.99995
-94344,Existing Customer,45,M,2,,Married,$120K +,Silver,38,4,2,3,34516.0,1406,33110.0,1.261,3342,63,0.9690000000000001,0.040999999999999995,0.00019013,0.9998100000000001
+94344,Existing Customer,45,M,2,,Married,$120K +,Silver,38,4,2,3,34516.0,1406,33110.0,1.261,3342,63,0.969,0.041,0.00019013,0.99981
 94345,Existing Customer,40,F,3,Graduate,Married,Less than $40K,Blue,27,5,3,3,1438.3,988,450.3,0.556,3561,72,0.5,0.687,0.0003139,0.99969
-94346,Existing Customer,37,M,3,,Single,$40K - $60K,Silver,24,3,1,3,15133.0,1663,13470.0,0.6459999999999999,4392,68,0.511,0.11,9.547100000000001e-05,0.9999
+94346,Existing Customer,37,M,3,,Single,$40K - $60K,Silver,24,3,1,3,15133.0,1663,13470.0,0.646,4392,68,0.511,0.11,9.5471e-05,0.9999
 94347,Existing Customer,42,M,4,College,Single,$40K - $60K,Blue,36,3,3,2,2502.0,1488,1014.0,0.56,3763,75,0.875,0.595,0.0001834,0.99982
-94348,Existing Customer,45,F,3,High School,Single,Less than $40K,Blue,36,3,2,2,2589.0,2052,537.0,0.636,4133,68,0.789,0.7929999999999999,0.00011482,0.99989
-94349,Existing Customer,47,F,3,Graduate,Single,Less than $40K,Blue,36,5,1,3,2049.0,1460,589.0,0.599,3514,79,0.6459999999999999,0.713,9.612600000000001e-05,0.9999
-94350,Existing Customer,47,M,4,College,Married,$40K - $60K,Blue,35,6,1,2,3560.0,751,2809.0,1.0959999999999999,4060,79,0.975,0.21100000000000002,5.6158e-05,0.9999399999999999
-94351,Existing Customer,49,F,3,,Married,Less than $40K,Blue,36,3,2,3,1438.3,0,1438.3,1.044,4553,78,1.167,0.0,0.00021834,0.9997799999999999
-94352,Existing Customer,43,M,3,Graduate,,$120K +,Blue,36,6,1,2,25937.0,0,25937.0,0.9359999999999999,3785,68,0.7,0.0,5.7151e-05,0.9999399999999999
+94348,Existing Customer,45,F,3,High School,Single,Less than $40K,Blue,36,3,2,2,2589.0,2052,537.0,0.636,4133,68,0.789,0.793,0.00011482,0.99989
+94349,Existing Customer,47,F,3,Graduate,Single,Less than $40K,Blue,36,5,1,3,2049.0,1460,589.0,0.599,3514,79,0.646,0.713,9.6126e-05,0.9999
+94350,Existing Customer,47,M,4,College,Married,$40K - $60K,Blue,35,6,1,2,3560.0,751,2809.0,1.096,4060,79,0.975,0.211,5.6158e-05,0.99994
+94351,Existing Customer,49,F,3,,Married,Less than $40K,Blue,36,3,2,3,1438.3,0,1438.3,1.044,4553,78,1.167,0.0,0.00021834,0.99978
+94352,Existing Customer,43,M,3,Graduate,,$120K +,Blue,36,6,1,2,25937.0,0,25937.0,0.936,3785,68,0.7,0.0,5.7151e-05,0.99994
 94353,Existing Customer,43,M,1,Post-Graduate,Single,$60K - $80K,Blue,38,4,2,3,2387.0,1482,905.0,0.868,3909,67,0.675,0.621,0.00021143,0.99979
-94354,Existing Customer,48,M,4,Graduate,Married,Less than $40K,Blue,36,4,1,2,2912.0,1501,1411.0,0.825,4518,90,0.875,0.515,5.7762e-05,0.9999399999999999
-94355,Existing Customer,53,M,2,Uneducated,Single,$60K - $80K,Blue,38,3,2,2,7062.0,1255,5807.0,0.672,3432,68,0.7440000000000001,0.17800000000000002,0.00011703,0.9998799999999999
-94356,Existing Customer,56,M,2,Graduate,Married,$80K - $120K,Blue,51,3,3,3,12186.0,1080,11106.0,0.8420000000000001,4785,66,0.65,0.08900000000000001,0.00030251,0.9997
+94354,Existing Customer,48,M,4,Graduate,Married,Less than $40K,Blue,36,4,1,2,2912.0,1501,1411.0,0.825,4518,90,0.875,0.515,5.7762e-05,0.99994
+94355,Existing Customer,53,M,2,Uneducated,Single,$60K - $80K,Blue,38,3,2,2,7062.0,1255,5807.0,0.672,3432,68,0.744,0.178,0.00011703,0.99988
+94356,Existing Customer,56,M,2,Graduate,Married,$80K - $120K,Blue,51,3,3,3,12186.0,1080,11106.0,0.842,4785,66,0.65,0.089,0.00030251,0.9997
 94357,Attrited Customer,64,M,0,Graduate,Single,Less than $40K,Blue,52,2,3,5,3570.0,2517,1053.0,0.69,3289,47,0.958,0.705,0.9987,0.00130267
-94358,Existing Customer,38,F,3,Doctorate,Single,,Blue,32,6,4,4,3072.0,1970,1102.0,0.6709999999999999,4245,82,0.9520000000000001,0.6409999999999999,0.00093607,0.9990600000000001
-94359,Existing Customer,51,F,2,Graduate,Single,,Silver,41,5,3,3,31501.0,1810,29691.0,0.71,3893,81,0.62,0.057,0.00027334,0.9997299999999999
-94360,Existing Customer,42,F,2,,Married,Less than $40K,Blue,36,5,1,3,5928.0,2517,3411.0,0.8170000000000001,3536,69,0.769,0.425,0.00010183,0.9999
+94358,Existing Customer,38,F,3,Doctorate,Single,,Blue,32,6,4,4,3072.0,1970,1102.0,0.671,4245,82,0.952,0.641,0.00093607,0.99906
+94359,Existing Customer,51,F,2,Graduate,Single,,Silver,41,5,3,3,31501.0,1810,29691.0,0.71,3893,81,0.62,0.057,0.00027334,0.99973
+94360,Existing Customer,42,F,2,,Married,Less than $40K,Blue,36,5,1,3,5928.0,2517,3411.0,0.817,3536,69,0.769,0.425,0.00010183,0.9999
 94361,Existing Customer,44,F,4,Graduate,Single,,Blue,36,3,1,3,8482.0,0,8482.0,0.563,4076,81,0.688,0.0,9.7154e-05,0.9999
-94362,Existing Customer,50,M,2,Uneducated,Married,$120K +,Blue,36,4,3,4,23911.0,2100,21811.0,0.988,4770,89,0.7120000000000001,0.08800000000000001,0.00053055,0.9994700000000001
+94362,Existing Customer,50,M,2,Uneducated,Married,$120K +,Blue,36,4,3,4,23911.0,2100,21811.0,0.988,4770,89,0.712,0.088,0.00053055,0.99947
 94363,Existing Customer,62,M,0,Graduate,Single,$80K - $120K,Blue,56,4,3,3,1438.3,0,1438.3,0.794,3628,74,0.644,0.0,0.0002596,0.99974
-94364,Existing Customer,49,F,3,,Single,Less than $40K,Blue,42,5,3,3,3261.0,814,2447.0,0.85,4739,89,0.7120000000000001,0.25,0.00034503,0.99965
-94365,Existing Customer,41,M,2,Graduate,Single,$60K - $80K,Blue,30,3,1,2,2317.0,1232,1085.0,0.733,3057,71,0.919,0.532,5.5077e-05,0.9999399999999999
-94366,Existing Customer,43,M,2,,Single,$120K +,Blue,34,5,3,4,33913.0,0,33913.0,0.9009999999999999,4160,76,0.9,0.0,0.00056716,0.9994299999999999
+94364,Existing Customer,49,F,3,,Single,Less than $40K,Blue,42,5,3,3,3261.0,814,2447.0,0.85,4739,89,0.712,0.25,0.00034503,0.99965
+94365,Existing Customer,41,M,2,Graduate,Single,$60K - $80K,Blue,30,3,1,2,2317.0,1232,1085.0,0.733,3057,71,0.919,0.532,5.5077e-05,0.99994
+94366,Existing Customer,43,M,2,,Single,$120K +,Blue,34,5,3,4,33913.0,0,33913.0,0.901,4160,76,0.9,0.0,0.00056716,0.99943
 94367,Attrited Customer,43,M,2,Graduate,Single,$80K - $120K,Blue,30,3,3,3,34516.0,0,34516.0,0.688,2427,51,0.645,0.0,0.99671,0.00329379
 94368,Existing Customer,45,F,3,Graduate,Married,,Blue,36,3,1,4,1637.0,774,863.0,1.126,4120,78,1.0,0.473,0.00016399,0.99984
-94369,Existing Customer,48,M,3,High School,Married,$60K - $80K,Blue,39,4,3,2,5448.0,0,5448.0,0.5489999999999999,3912,72,0.565,0.0,0.00018145,0.99982
+94369,Existing Customer,48,M,3,High School,Married,$60K - $80K,Blue,39,4,3,2,5448.0,0,5448.0,0.549,3912,72,0.565,0.0,0.00018145,0.99982
 94370,Existing Customer,64,F,1,Graduate,Single,$40K - $60K,Blue,56,5,2,4,5152.0,948,4204.0,0.953,4074,72,1.057,0.184,0.00030653,0.99969
-94371,Attrited Customer,46,F,4,Doctorate,Married,,Blue,26,3,3,6,15195.0,0,15195.0,0.726,2631,41,0.64,0.0,0.9995799999999999,0.00041998
-94372,Existing Customer,53,F,2,High School,Married,Less than $40K,Blue,41,5,3,0,2799.0,1303,1496.0,0.763,3971,76,0.551,0.466,6.4505e-05,0.9999399999999999
-94373,Attrited Customer,38,F,1,Graduate,Married,Less than $40K,Blue,29,3,3,4,1438.3,0,1438.3,0.508,2139,47,0.5670000000000001,0.0,0.9979399999999999,0.00205937
-94374,Existing Customer,51,M,3,,Married,$80K - $120K,Blue,32,6,3,1,1817.0,885,932.0,0.621,3400,67,0.675,0.48700000000000004,0.00012373,0.9998799999999999
-94375,Attrited Customer,47,F,3,Graduate,,,Blue,33,1,3,4,3443.0,0,3443.0,0.8320000000000001,2505,45,0.452,0.0,0.9981399999999999,0.00186317
+94371,Attrited Customer,46,F,4,Doctorate,Married,,Blue,26,3,3,6,15195.0,0,15195.0,0.726,2631,41,0.64,0.0,0.99958,0.00041998
+94372,Existing Customer,53,F,2,High School,Married,Less than $40K,Blue,41,5,3,0,2799.0,1303,1496.0,0.763,3971,76,0.551,0.466,6.4505e-05,0.99994
+94373,Attrited Customer,38,F,1,Graduate,Married,Less than $40K,Blue,29,3,3,4,1438.3,0,1438.3,0.508,2139,47,0.567,0.0,0.99794,0.00205937
+94374,Existing Customer,51,M,3,,Married,$80K - $120K,Blue,32,6,3,1,1817.0,885,932.0,0.621,3400,67,0.675,0.487,0.00012373,0.99988
+94375,Attrited Customer,47,F,3,Graduate,,,Blue,33,1,3,4,3443.0,0,3443.0,0.832,2505,45,0.452,0.0,0.99814,0.00186317
 94376,Attrited Customer,51,F,2,Post-Graduate,Single,Less than $40K,Blue,36,3,3,3,4281.0,0,4281.0,0.447,1723,44,0.375,0.0,0.9972,0.00280059
-94377,Existing Customer,56,F,2,,Married,Less than $40K,Blue,36,5,3,3,2029.0,974,1055.0,0.624,4170,73,0.5529999999999999,0.48,0.00033251,0.9996700000000001
-94378,Existing Customer,33,F,3,Graduate,Married,,Blue,15,5,3,2,1438.3,1055,383.3,0.9009999999999999,4208,67,0.675,0.7340000000000001,0.00018665,0.9998100000000001
-94379,Existing Customer,52,M,2,High School,Single,$80K - $120K,Blue,44,3,2,4,28186.0,1308,26878.0,0.679,2853,64,0.73,0.046,0.00031746,0.9996799999999999
-94380,Existing Customer,46,F,3,,Married,,Silver,41,6,3,2,34516.0,0,34516.0,0.8959999999999999,3722,72,0.7559999999999999,0.0,0.00018538,0.9998100000000001
-94381,Existing Customer,46,F,4,Uneducated,Single,,Blue,36,5,1,4,3818.0,0,3818.0,0.885,4272,71,0.578,0.0,0.00017042,0.9998299999999999
-94382,Existing Customer,40,F,4,High School,Married,$40K - $60K,Blue,28,4,1,3,11494.0,1160,10334.0,0.46299999999999997,3353,86,0.593,0.10099999999999999,9.444700000000001e-05,0.9999100000000001
-94383,Existing Customer,49,M,2,High School,Married,$80K - $120K,Blue,32,4,1,3,28142.0,762,27380.0,0.982,3676,47,1.35,0.027000000000000003,9.0056e-05,0.9999100000000001
-94384,Existing Customer,40,F,4,Post-Graduate,Married,Less than $40K,Blue,36,4,1,3,2316.0,1510,806.0,0.5539999999999999,3471,63,0.75,0.652,0.00011432,0.99989
-94385,Existing Customer,43,M,3,College,Single,$40K - $60K,Blue,33,5,2,4,10533.0,1689,8844.0,0.359,3651,69,0.605,0.16,0.00032945,0.9996700000000001
-94386,Existing Customer,48,M,4,Graduate,Married,$80K - $120K,Blue,41,4,2,1,14322.0,0,14322.0,0.602,3993,75,0.531,0.0,7.1987e-05,0.9999299999999999
+94377,Existing Customer,56,F,2,,Married,Less than $40K,Blue,36,5,3,3,2029.0,974,1055.0,0.624,4170,73,0.553,0.48,0.00033251,0.99967
+94378,Existing Customer,33,F,3,Graduate,Married,,Blue,15,5,3,2,1438.3,1055,383.3,0.901,4208,67,0.675,0.734,0.00018665,0.99981
+94379,Existing Customer,52,M,2,High School,Single,$80K - $120K,Blue,44,3,2,4,28186.0,1308,26878.0,0.679,2853,64,0.73,0.046,0.00031746,0.99968
+94380,Existing Customer,46,F,3,,Married,,Silver,41,6,3,2,34516.0,0,34516.0,0.896,3722,72,0.756,0.0,0.00018538,0.99981
+94381,Existing Customer,46,F,4,Uneducated,Single,,Blue,36,5,1,4,3818.0,0,3818.0,0.885,4272,71,0.578,0.0,0.00017042,0.99983
+94382,Existing Customer,40,F,4,High School,Married,$40K - $60K,Blue,28,4,1,3,11494.0,1160,10334.0,0.463,3353,86,0.593,0.101,9.4447e-05,0.99991
+94383,Existing Customer,49,M,2,High School,Married,$80K - $120K,Blue,32,4,1,3,28142.0,762,27380.0,0.982,3676,47,1.35,0.027,9.0056e-05,0.99991
+94384,Existing Customer,40,F,4,Post-Graduate,Married,Less than $40K,Blue,36,4,1,3,2316.0,1510,806.0,0.554,3471,63,0.75,0.652,0.00011432,0.99989
+94385,Existing Customer,43,M,3,College,Single,$40K - $60K,Blue,33,5,2,4,10533.0,1689,8844.0,0.359,3651,69,0.605,0.16,0.00032945,0.99967
+94386,Existing Customer,48,M,4,Graduate,Married,$80K - $120K,Blue,41,4,2,1,14322.0,0,14322.0,0.602,3993,75,0.531,0.0,7.1987e-05,0.99993
 94387,Existing Customer,50,M,3,Graduate,Married,$120K +,Blue,38,5,2,4,34516.0,1662,32854.0,0.504,3806,76,0.9,0.048,0.00033886,0.99966
-94388,Existing Customer,48,M,4,High School,Married,$80K - $120K,Blue,36,5,1,2,6798.0,2517,4281.0,0.873,4327,79,0.8809999999999999,0.37,5.6153e-05,0.9999399999999999
-94389,Existing Customer,46,F,3,Graduate,Married,,Blue,39,3,3,4,1438.3,0,1438.3,0.6459999999999999,4111,62,0.55,0.0,0.00053543,0.99946
-94390,Attrited Customer,46,M,1,Graduate,Single,$60K - $80K,Blue,37,2,3,4,2445.0,848,1597.0,0.7709999999999999,2216,39,0.56,0.34700000000000003,0.9979399999999999,0.00205937
+94388,Existing Customer,48,M,4,High School,Married,$80K - $120K,Blue,36,5,1,2,6798.0,2517,4281.0,0.873,4327,79,0.881,0.37,5.6153e-05,0.99994
+94389,Existing Customer,46,F,3,Graduate,Married,,Blue,39,3,3,4,1438.3,0,1438.3,0.646,4111,62,0.55,0.0,0.00053543,0.99946
+94390,Attrited Customer,46,M,1,Graduate,Single,$60K - $80K,Blue,37,2,3,4,2445.0,848,1597.0,0.771,2216,39,0.56,0.347,0.99794,0.00205937
 94391,Existing Customer,51,F,3,Graduate,Single,$40K - $60K,Blue,36,3,3,4,2585.0,1847,738.0,0.627,3480,64,0.6,0.715,0.00053543,0.99946
 94392,Existing Customer,52,F,2,Post-Graduate,Single,,Blue,42,3,2,3,1438.3,0,1438.3,0.607,4102,78,0.857,0.0,0.00022525,0.99977
-94393,Existing Customer,46,F,3,High School,Married,Less than $40K,Blue,38,4,2,2,1781.0,1315,466.0,0.7040000000000001,4775,83,0.7290000000000001,0.738,0.00011482,0.99989
-94394,Attrited Customer,42,M,4,,Married,$40K - $60K,Blue,36,2,3,5,1606.0,0,1606.0,0.87,2628,41,0.64,0.0,0.99903,0.0009699999999999999
+94393,Existing Customer,46,F,3,High School,Married,Less than $40K,Blue,38,4,2,2,1781.0,1315,466.0,0.704,4775,83,0.729,0.738,0.00011482,0.99989
+94394,Attrited Customer,42,M,4,,Married,$40K - $60K,Blue,36,2,3,5,1606.0,0,1606.0,0.87,2628,41,0.64,0.0,0.99903,0.00097
 94395,Existing Customer,42,F,4,Graduate,Married,Less than $40K,Blue,28,5,2,4,2205.0,1245,960.0,0.925,4921,90,0.8,0.565,0.00034248,0.99966
-94396,Existing Customer,49,F,3,Graduate,Married,,Blue,39,5,3,0,2270.0,1647,623.0,0.759,4110,75,0.9229999999999999,0.726,6.8853e-05,0.9999299999999999
+94396,Existing Customer,49,F,3,Graduate,Married,,Blue,39,5,3,0,2270.0,1647,623.0,0.759,4110,75,0.923,0.726,6.8853e-05,0.99993
 94397,Existing Customer,44,F,2,Uneducated,Single,Less than $40K,Blue,37,5,2,3,2568.0,1875,693.0,0.578,4254,85,0.735,0.73,0.00019683,0.9998
-94398,Attrited Customer,55,F,1,Uneducated,Single,Less than $40K,Blue,49,3,4,3,3292.0,0,3292.0,0.48200000000000004,2222,54,0.636,0.0,0.9971700000000001,0.00282527
-94399,Attrited Customer,54,F,1,College,,Less than $40K,Silver,43,6,3,4,10797.0,1252,9545.0,0.489,1739,38,0.226,0.11599999999999999,0.99766,0.00234362
-94400,Existing Customer,46,M,0,Uneducated,Single,$60K - $80K,Silver,36,6,3,2,30501.0,2030,28471.0,0.56,2525,45,0.5,0.067,0.00014340000000000002,0.9998600000000001
-94401,Existing Customer,45,F,2,Graduate,Married,Less than $40K,Blue,34,5,3,1,5371.0,1499,3872.0,0.737,3282,66,0.65,0.27899999999999997,0.00010848,0.99989
-94402,Existing Customer,37,M,3,High School,,$80K - $120K,Blue,28,5,4,4,13441.0,0,13441.0,0.513,4207,80,0.7020000000000001,0.0,0.00062901,0.9993700000000001
-94403,Existing Customer,52,M,3,Graduate,Single,$60K - $80K,Blue,36,4,2,2,9137.0,1729,7408.0,0.9740000000000001,4626,77,0.75,0.18899999999999997,0.00011811,0.9998799999999999
+94398,Attrited Customer,55,F,1,Uneducated,Single,Less than $40K,Blue,49,3,4,3,3292.0,0,3292.0,0.482,2222,54,0.636,0.0,0.99717,0.00282527
+94399,Attrited Customer,54,F,1,College,,Less than $40K,Silver,43,6,3,4,10797.0,1252,9545.0,0.489,1739,38,0.226,0.116,0.99766,0.00234362
+94400,Existing Customer,46,M,0,Uneducated,Single,$60K - $80K,Silver,36,6,3,2,30501.0,2030,28471.0,0.56,2525,45,0.5,0.067,0.0001434,0.99986
+94401,Existing Customer,45,F,2,Graduate,Married,Less than $40K,Blue,34,5,3,1,5371.0,1499,3872.0,0.737,3282,66,0.65,0.279,0.00010848,0.99989
+94402,Existing Customer,37,M,3,High School,,$80K - $120K,Blue,28,5,4,4,13441.0,0,13441.0,0.513,4207,80,0.702,0.0,0.00062901,0.99937
+94403,Existing Customer,52,M,3,Graduate,Single,$60K - $80K,Blue,36,4,2,2,9137.0,1729,7408.0,0.974,4626,77,0.75,0.189,0.00011811,0.99988
 94404,Attrited Customer,45,F,2,Graduate,Married,Less than $40K,Blue,40,6,3,3,5848.0,2517,3331.0,0.561,2000,32,0.28,0.43,0.99671,0.00329379
-94405,Existing Customer,47,M,2,Graduate,Single,$120K +,Blue,41,3,2,4,10614.0,784,9830.0,0.73,4601,77,0.638,0.07400000000000001,0.00032656,0.9996700000000001
+94405,Existing Customer,47,M,2,Graduate,Single,$120K +,Blue,41,3,2,4,10614.0,784,9830.0,0.73,4601,77,0.638,0.074,0.00032656,0.99967
 94406,Existing Customer,42,F,2,College,,,Blue,32,3,3,4,4035.0,1003,3032.0,0.583,4589,89,0.648,0.249,0.00050168,0.9995
-94407,Existing Customer,59,F,0,Graduate,Single,$40K - $60K,Blue,48,4,1,2,4205.0,710,3495.0,0.504,2023,38,0.727,0.16899999999999998,4.7263000000000005e-05,0.99995
-94408,Existing Customer,46,F,2,Graduate,Single,Less than $40K,Blue,36,6,2,3,2586.0,2196,390.0,0.693,3944,78,0.857,0.8490000000000001,0.00019143,0.9998100000000001
+94407,Existing Customer,59,F,0,Graduate,Single,$40K - $60K,Blue,48,4,1,2,4205.0,710,3495.0,0.504,2023,38,0.727,0.169,4.7263e-05,0.99995
+94408,Existing Customer,46,F,2,Graduate,Single,Less than $40K,Blue,36,6,2,3,2586.0,2196,390.0,0.693,3944,78,0.857,0.849,0.00019143,0.99981
 94409,Existing Customer,41,F,3,,,Less than $40K,Blue,28,3,2,2,7234.0,1420,5814.0,0.539,4466,92,0.736,0.196,0.00012982,0.99987
-94410,Existing Customer,57,M,2,Graduate,Single,$120K +,Silver,51,6,3,4,34516.0,1417,33099.0,0.966,4303,77,0.638,0.040999999999999995,0.00046626,0.9995299999999999
-94411,Existing Customer,35,M,1,Graduate,,$80K - $120K,Blue,24,4,2,3,21114.0,0,21114.0,0.6970000000000001,3534,56,1.0,0.0,0.00017969,0.99982
-94412,Existing Customer,53,M,1,,Married,$40K - $60K,Blue,48,4,1,3,2522.0,1704,818.0,0.988,4697,73,0.698,0.6759999999999999,9.557700000000001e-05,0.9999
-94413,Existing Customer,37,M,1,Graduate,Single,$80K - $120K,Blue,24,6,3,4,11309.0,0,11309.0,0.474,4809,71,0.479,0.0,0.00048435,0.9995200000000001
-94414,Attrited Customer,43,M,3,Graduate,Married,$120K +,Blue,31,2,4,1,13883.0,783,13100.0,0.7490000000000001,1871,32,0.684,0.055999999999999994,0.9927,0.0073
-94415,Existing Customer,43,M,3,Graduate,,$60K - $80K,Blue,31,5,1,2,13448.0,0,13448.0,0.667,5067,62,0.722,0.0,5.7151e-05,0.9999399999999999
+94410,Existing Customer,57,M,2,Graduate,Single,$120K +,Silver,51,6,3,4,34516.0,1417,33099.0,0.966,4303,77,0.638,0.041,0.00046626,0.99953
+94411,Existing Customer,35,M,1,Graduate,,$80K - $120K,Blue,24,4,2,3,21114.0,0,21114.0,0.697,3534,56,1.0,0.0,0.00017969,0.99982
+94412,Existing Customer,53,M,1,,Married,$40K - $60K,Blue,48,4,1,3,2522.0,1704,818.0,0.988,4697,73,0.698,0.676,9.5577e-05,0.9999
+94413,Existing Customer,37,M,1,Graduate,Single,$80K - $120K,Blue,24,6,3,4,11309.0,0,11309.0,0.474,4809,71,0.479,0.0,0.00048435,0.99952
+94414,Attrited Customer,43,M,3,Graduate,Married,$120K +,Blue,31,2,4,1,13883.0,783,13100.0,0.749,1871,32,0.684,0.056,0.9927,0.0073
+94415,Existing Customer,43,M,3,Graduate,,$60K - $80K,Blue,31,5,1,2,13448.0,0,13448.0,0.667,5067,62,0.722,0.0,5.7151e-05,0.99994
 94416,Existing Customer,55,M,1,Uneducated,Single,$60K - $80K,Silver,46,4,2,4,25991.0,0,25991.0,0.639,2996,62,0.879,0.0,0.00028478,0.99972
-94417,Existing Customer,52,F,0,Graduate,Single,Less than $40K,Blue,36,5,1,2,2537.0,1097,1440.0,0.8740000000000001,4964,84,0.909,0.43200000000000005,4.7263000000000005e-05,0.99995
-94418,Existing Customer,46,M,4,High School,Single,$40K - $60K,Blue,36,5,2,2,1438.3,794,644.3,0.807,3895,67,0.5579999999999999,0.552,0.00011604,0.9998799999999999
-94419,Attrited Customer,40,F,2,Uneducated,Married,,Blue,36,3,2,3,13019.0,0,13019.0,0.48700000000000004,1484,33,0.435,0.0,0.99495,0.00505
-94420,Attrited Customer,53,F,1,College,Married,$40K - $60K,Blue,48,2,2,3,3339.0,0,3339.0,0.6940000000000001,2432,48,0.6,0.0,0.99431,0.00569
-94421,Existing Customer,49,M,3,Uneducated,Divorced,$80K - $120K,Blue,37,6,3,3,28390.0,1141,27249.0,0.919,4631,76,0.9490000000000001,0.04,0.00032275,0.9996799999999999
-94422,Existing Customer,44,M,2,Graduate,,$80K - $120K,Blue,33,3,2,3,23665.0,1624,22041.0,0.574,4190,87,0.706,0.069,0.00019143,0.9998100000000001
+94417,Existing Customer,52,F,0,Graduate,Single,Less than $40K,Blue,36,5,1,2,2537.0,1097,1440.0,0.874,4964,84,0.909,0.432,4.7263e-05,0.99995
+94418,Existing Customer,46,M,4,High School,Single,$40K - $60K,Blue,36,5,2,2,1438.3,794,644.3,0.807,3895,67,0.558,0.552,0.00011604,0.99988
+94419,Attrited Customer,40,F,2,Uneducated,Married,,Blue,36,3,2,3,13019.0,0,13019.0,0.487,1484,33,0.435,0.0,0.99495,0.00505
+94420,Attrited Customer,53,F,1,College,Married,$40K - $60K,Blue,48,2,2,3,3339.0,0,3339.0,0.694,2432,48,0.6,0.0,0.99431,0.00569
+94421,Existing Customer,49,M,3,Uneducated,Divorced,$80K - $120K,Blue,37,6,3,3,28390.0,1141,27249.0,0.919,4631,76,0.949,0.04,0.00032275,0.99968
+94422,Existing Customer,44,M,2,Graduate,,$80K - $120K,Blue,33,3,2,3,23665.0,1624,22041.0,0.574,4190,87,0.706,0.069,0.00019143,0.99981
 94423,Existing Customer,46,M,3,Graduate,Single,$40K - $60K,Blue,36,4,2,3,1438.3,0,1438.3,0.951,4374,71,0.775,0.0,0.00019864,0.9998
-94424,Existing Customer,43,F,4,High School,,Less than $40K,Blue,36,5,2,4,2459.0,1127,1332.0,0.765,4343,83,0.8859999999999999,0.45799999999999996,0.00033294,0.9996700000000001
-94425,Attrited Customer,28,F,1,Graduate,Single,Less than $40K,Blue,36,4,2,5,1624.0,0,1624.0,0.299,1897,35,0.25,0.0,0.9981200000000001,0.00188108
-94426,Existing Customer,49,F,3,Uneducated,Married,$40K - $60K,Blue,40,6,2,3,8900.0,1700,7200.0,0.9059999999999999,4710,70,0.556,0.191,0.00020424,0.9998
-94427,Existing Customer,48,F,4,Graduate,Single,,Blue,41,5,3,2,5239.0,1172,4067.0,0.825,4241,61,0.968,0.22399999999999998,0.00018864,0.9998100000000001
-94428,Existing Customer,42,F,3,High School,Married,Less than $40K,Blue,36,4,3,1,9351.0,1482,7869.0,0.46399999999999997,5099,60,0.7140000000000001,0.158,0.00010943,0.99989
-94429,Existing Customer,43,F,4,Graduate,Married,Less than $40K,Blue,38,4,2,2,2655.0,1650,1005.0,0.701,4025,62,0.59,0.621,0.00011937,0.9998799999999999
-94430,Existing Customer,51,M,2,Post-Graduate,Married,$120K +,Blue,45,5,2,1,3173.0,2517,656.0,0.708,4030,73,0.622,0.7929999999999999,8.0767e-05,0.99992
+94424,Existing Customer,43,F,4,High School,,Less than $40K,Blue,36,5,2,4,2459.0,1127,1332.0,0.765,4343,83,0.886,0.458,0.00033294,0.99967
+94425,Attrited Customer,28,F,1,Graduate,Single,Less than $40K,Blue,36,4,2,5,1624.0,0,1624.0,0.299,1897,35,0.25,0.0,0.99812,0.00188108
+94426,Existing Customer,49,F,3,Uneducated,Married,$40K - $60K,Blue,40,6,2,3,8900.0,1700,7200.0,0.906,4710,70,0.556,0.191,0.00020424,0.9998
+94427,Existing Customer,48,F,4,Graduate,Single,,Blue,41,5,3,2,5239.0,1172,4067.0,0.825,4241,61,0.968,0.224,0.00018864,0.99981
+94428,Existing Customer,42,F,3,High School,Married,Less than $40K,Blue,36,4,3,1,9351.0,1482,7869.0,0.464,5099,60,0.714,0.158,0.00010943,0.99989
+94429,Existing Customer,43,F,4,Graduate,Married,Less than $40K,Blue,38,4,2,2,2655.0,1650,1005.0,0.701,4025,62,0.59,0.621,0.00011937,0.99988
+94430,Existing Customer,51,M,2,Post-Graduate,Married,$120K +,Blue,45,5,2,1,3173.0,2517,656.0,0.708,4030,73,0.622,0.793,8.0767e-05,0.99992
 94431,Existing Customer,48,M,3,Post-Graduate,Divorced,$60K - $80K,Blue,35,5,2,1,6243.0,1331,4912.0,0.8,3502,57,1.036,0.213,8.381e-05,0.99992
-94432,Existing Customer,37,F,1,High School,Single,,Blue,36,3,2,3,6730.0,1093,5637.0,1.01,4814,89,0.8540000000000001,0.162,0.00017468,0.9998299999999999
-94433,Existing Customer,40,F,3,Uneducated,Married,Less than $40K,Blue,29,4,1,2,2490.0,2225,265.0,0.5660000000000001,3339,71,0.5429999999999999,0.894,5.8763e-05,0.9999399999999999
+94432,Existing Customer,37,F,1,High School,Single,,Blue,36,3,2,3,6730.0,1093,5637.0,1.01,4814,89,0.854,0.162,0.00017468,0.99983
+94433,Existing Customer,40,F,3,Uneducated,Married,Less than $40K,Blue,29,4,1,2,2490.0,2225,265.0,0.566,3339,71,0.543,0.894,5.8763e-05,0.99994
 94434,Attrited Customer,51,F,2,Uneducated,Single,Less than $40K,Blue,36,2,3,3,1746.0,1107,639.0,0.539,1907,47,0.621,0.634,0.9968,0.00320374
-94435,Existing Customer,44,M,2,Graduate,Married,$60K - $80K,Blue,36,3,1,2,4141.0,1424,2717.0,0.574,3512,65,0.47700000000000004,0.344,5.5077e-05,0.9999399999999999
-94436,Existing Customer,58,F,2,Uneducated,Divorced,Less than $40K,Silver,46,6,1,4,11684.0,653,11031.0,0.622,4900,61,0.743,0.055999999999999994,0.00014682,0.99985
-94437,Existing Customer,47,F,2,Graduate,Single,Less than $40K,Blue,36,3,1,2,2363.0,494,1869.0,0.736,3887,71,0.6509999999999999,0.209,5.5077e-05,0.9999399999999999
-94438,Attrited Customer,48,M,4,Uneducated,Single,$80K - $120K,Silver,43,2,3,4,34516.0,0,34516.0,0.6709999999999999,1626,28,0.4,0.0,0.99802,0.00198404
-94439,Existing Customer,46,M,3,Graduate,,$60K - $80K,Silver,40,6,3,2,28829.0,0,28829.0,0.46299999999999997,4540,78,0.56,0.0,0.00016865,0.9998299999999999
-94440,Existing Customer,33,F,2,High School,Single,$40K - $60K,Blue,28,3,2,3,1438.3,746,692.3,0.9129999999999999,4415,77,0.878,0.519,0.0001861,0.9998100000000001
-94441,Existing Customer,47,F,2,High School,Married,Less than $40K,Blue,34,4,2,4,2730.0,1970,760.0,0.848,3841,69,0.865,0.722,0.00031746,0.9996799999999999
+94435,Existing Customer,44,M,2,Graduate,Married,$60K - $80K,Blue,36,3,1,2,4141.0,1424,2717.0,0.574,3512,65,0.477,0.344,5.5077e-05,0.99994
+94436,Existing Customer,58,F,2,Uneducated,Divorced,Less than $40K,Silver,46,6,1,4,11684.0,653,11031.0,0.622,4900,61,0.743,0.056,0.00014682,0.99985
+94437,Existing Customer,47,F,2,Graduate,Single,Less than $40K,Blue,36,3,1,2,2363.0,494,1869.0,0.736,3887,71,0.651,0.209,5.5077e-05,0.99994
+94438,Attrited Customer,48,M,4,Uneducated,Single,$80K - $120K,Silver,43,2,3,4,34516.0,0,34516.0,0.671,1626,28,0.4,0.0,0.99802,0.00198404
+94439,Existing Customer,46,M,3,Graduate,,$60K - $80K,Silver,40,6,3,2,28829.0,0,28829.0,0.463,4540,78,0.56,0.0,0.00016865,0.99983
+94440,Existing Customer,33,F,2,High School,Single,$40K - $60K,Blue,28,3,2,3,1438.3,746,692.3,0.913,4415,77,0.878,0.519,0.0001861,0.99981
+94441,Existing Customer,47,F,2,High School,Married,Less than $40K,Blue,34,4,2,4,2730.0,1970,760.0,0.848,3841,69,0.865,0.722,0.00031746,0.99968
 94442,Existing Customer,55,F,2,High School,Married,Less than $40K,Blue,36,5,1,4,1994.0,1175,819.0,0.794,4455,82,0.547,0.589,0.00015363,0.99985
-94443,Existing Customer,48,M,3,Uneducated,Married,$80K - $120K,Blue,42,4,3,3,9727.0,1626,8101.0,1.006,3543,62,0.6759999999999999,0.16699999999999998,0.00032275,0.9996799999999999
-94444,Existing Customer,41,M,4,Uneducated,Divorced,$60K - $80K,Silver,36,4,2,3,33771.0,0,33771.0,0.7909999999999999,3819,75,0.8290000000000001,0.0,0.00018652,0.9998100000000001
+94443,Existing Customer,48,M,3,Uneducated,Married,$80K - $120K,Blue,42,4,3,3,9727.0,1626,8101.0,1.006,3543,62,0.676,0.167,0.00032275,0.99968
+94444,Existing Customer,41,M,4,Uneducated,Divorced,$60K - $80K,Silver,36,4,2,3,33771.0,0,33771.0,0.791,3819,75,0.829,0.0,0.00018652,0.99981
 94445,Existing Customer,39,M,0,Doctorate,Single,$60K - $80K,Blue,33,6,2,0,10452.0,1120,9332.0,0.802,3592,79,0.795,0.107,5.2139e-05,0.99995
-94446,Attrited Customer,45,F,4,,Single,Less than $40K,Blue,32,3,3,4,2858.0,0,2858.0,1.058,2611,43,0.483,0.0,0.9983200000000001,0.00167742
-94447,Existing Customer,46,M,3,Uneducated,Married,$40K - $60K,Blue,36,4,2,4,4707.0,1121,3586.0,0.604,3188,71,0.6509999999999999,0.23800000000000002,0.00034841,0.99965
-94448,Existing Customer,49,F,1,Graduate,Single,Less than $40K,Blue,44,5,2,1,3537.0,0,3537.0,0.763,4726,78,0.8140000000000001,0.0,6.4428e-05,0.9999399999999999
+94446,Attrited Customer,45,F,4,,Single,Less than $40K,Blue,32,3,3,4,2858.0,0,2858.0,1.058,2611,43,0.483,0.0,0.99832,0.00167742
+94447,Existing Customer,46,M,3,Uneducated,Married,$40K - $60K,Blue,36,4,2,4,4707.0,1121,3586.0,0.604,3188,71,0.651,0.238,0.00034841,0.99965
+94448,Existing Customer,49,F,1,Graduate,Single,Less than $40K,Blue,44,5,2,1,3537.0,0,3537.0,0.763,4726,78,0.814,0.0,6.4428e-05,0.99994
 94449,Attrited Customer,46,M,3,Doctorate,Divorced,$80K - $120K,Blue,38,6,3,3,8258.0,1771,6487.0,0.0,1447,23,0.0,0.214,0.9978,0.00219584
 94450,Existing Customer,46,F,4,Graduate,Married,Less than $40K,Blue,35,6,3,1,3072.0,1611,1461.0,0.682,3992,57,0.727,0.524,0.00011377,0.99989
 94451,Existing Customer,48,M,3,High School,,Less than $40K,Blue,38,4,3,3,8892.0,889,8003.0,0.67,4900,89,0.745,0.1,0.00030516,0.99969
-94452,Attrited Customer,52,M,3,Graduate,Married,$120K +,Blue,36,1,2,3,3841.0,2517,1324.0,0.841,2680,51,0.545,0.655,0.9949899999999999,0.0050100000000000006
-94453,Existing Customer,37,F,0,Graduate,Divorced,$40K - $60K,Blue,28,4,3,1,1920.0,0,1920.0,0.688,4715,81,0.841,0.0,9.308700000000001e-05,0.9999100000000001
-94454,Existing Customer,42,M,3,High School,,Less than $40K,Blue,31,4,2,4,7802.0,1885,5917.0,0.643,4212,75,0.7440000000000001,0.242,0.00032942,0.9996700000000001
-94455,Existing Customer,48,F,4,Graduate,Single,Less than $40K,Blue,35,3,2,2,1705.0,1192,513.0,0.763,4862,41,0.242,0.6990000000000001,0.00011937,0.9998799999999999
-94456,Attrited Customer,52,F,2,Doctorate,Married,$40K - $60K,Blue,43,3,2,4,1822.0,1605,217.0,0.7559999999999999,2538,39,0.696,0.8809999999999999,0.9978899999999999,0.00211089
-94457,Existing Customer,45,F,3,,Single,,Blue,32,6,3,4,9294.0,2000,7294.0,0.637,4431,82,0.6729999999999999,0.215,0.00058851,0.99941
-94458,Existing Customer,40,M,2,High School,Married,$120K +,Blue,27,5,3,1,12248.0,1323,10925.0,0.882,4806,91,0.8959999999999999,0.10800000000000001,0.00010545,0.99989
-94459,Existing Customer,39,F,4,Uneducated,Single,$40K - $60K,Blue,34,4,2,2,10264.0,803,9461.0,0.802,4003,74,0.721,0.078,0.00012274,0.9998799999999999
-94460,Existing Customer,42,M,3,Graduate,Single,$40K - $60K,Silver,36,3,2,3,15069.0,1843,13226.0,0.84,3464,67,0.5579999999999999,0.122,0.00017949,0.99982
-94461,Attrited Customer,41,F,4,High School,Divorced,$40K - $60K,Blue,37,3,2,3,4650.0,204,4446.0,0.685,2014,54,0.8,0.044000000000000004,0.9949,0.0051
+94452,Attrited Customer,52,M,3,Graduate,Married,$120K +,Blue,36,1,2,3,3841.0,2517,1324.0,0.841,2680,51,0.545,0.655,0.99499,0.00501
+94453,Existing Customer,37,F,0,Graduate,Divorced,$40K - $60K,Blue,28,4,3,1,1920.0,0,1920.0,0.688,4715,81,0.841,0.0,9.3087e-05,0.99991
+94454,Existing Customer,42,M,3,High School,,Less than $40K,Blue,31,4,2,4,7802.0,1885,5917.0,0.643,4212,75,0.744,0.242,0.00032942,0.99967
+94455,Existing Customer,48,F,4,Graduate,Single,Less than $40K,Blue,35,3,2,2,1705.0,1192,513.0,0.763,4862,41,0.242,0.699,0.00011937,0.99988
+94456,Attrited Customer,52,F,2,Doctorate,Married,$40K - $60K,Blue,43,3,2,4,1822.0,1605,217.0,0.756,2538,39,0.696,0.881,0.99789,0.00211089
+94457,Existing Customer,45,F,3,,Single,,Blue,32,6,3,4,9294.0,2000,7294.0,0.637,4431,82,0.673,0.215,0.00058851,0.99941
+94458,Existing Customer,40,M,2,High School,Married,$120K +,Blue,27,5,3,1,12248.0,1323,10925.0,0.882,4806,91,0.896,0.108,0.00010545,0.99989
+94459,Existing Customer,39,F,4,Uneducated,Single,$40K - $60K,Blue,34,4,2,2,10264.0,803,9461.0,0.802,4003,74,0.721,0.078,0.00012274,0.99988
+94460,Existing Customer,42,M,3,Graduate,Single,$40K - $60K,Silver,36,3,2,3,15069.0,1843,13226.0,0.84,3464,67,0.558,0.122,0.00017949,0.99982
+94461,Attrited Customer,41,F,4,High School,Divorced,$40K - $60K,Blue,37,3,2,3,4650.0,204,4446.0,0.685,2014,54,0.8,0.044,0.9949,0.0051
 94462,Existing Customer,53,F,2,Graduate,Single,Less than $40K,Blue,48,3,2,2,3685.0,0,3685.0,0.762,4012,59,0.639,0.0,0.00011382,0.99989
-94463,Existing Customer,49,F,2,High School,Divorced,$40K - $60K,Blue,33,4,2,1,7231.0,2517,4714.0,0.865,3912,67,0.763,0.348,6.6728e-05,0.9999299999999999
-94464,Existing Customer,44,M,4,,Married,$60K - $80K,Blue,32,4,1,1,10007.0,1586,8421.0,0.9209999999999999,4309,77,0.711,0.158,3.8289e-05,0.9999600000000001
-94465,Existing Customer,52,M,4,Uneducated,Married,$60K - $80K,Blue,39,5,1,3,2641.0,1584,1057.0,0.809,4279,67,0.718,0.6,9.989299999999999e-05,0.9999
-94466,Existing Customer,29,F,1,High School,Single,Less than $40K,Blue,20,4,2,1,3095.0,1488,1607.0,0.924,4642,92,0.878,0.48100000000000004,6.263300000000001e-05,0.9999399999999999
-94467,Attrited Customer,48,F,4,High School,Married,Less than $40K,Blue,37,1,2,3,3607.0,0,3607.0,0.504,2013,35,0.45799999999999996,0.0,0.9949,0.0051
+94463,Existing Customer,49,F,2,High School,Divorced,$40K - $60K,Blue,33,4,2,1,7231.0,2517,4714.0,0.865,3912,67,0.763,0.348,6.6728e-05,0.99993
+94464,Existing Customer,44,M,4,,Married,$60K - $80K,Blue,32,4,1,1,10007.0,1586,8421.0,0.921,4309,77,0.711,0.158,3.8289e-05,0.99996
+94465,Existing Customer,52,M,4,Uneducated,Married,$60K - $80K,Blue,39,5,1,3,2641.0,1584,1057.0,0.809,4279,67,0.718,0.6,9.9893e-05,0.9999
+94466,Existing Customer,29,F,1,High School,Single,Less than $40K,Blue,20,4,2,1,3095.0,1488,1607.0,0.924,4642,92,0.878,0.481,6.2633e-05,0.99994
+94467,Attrited Customer,48,F,4,High School,Married,Less than $40K,Blue,37,1,2,3,3607.0,0,3607.0,0.504,2013,35,0.458,0.0,0.9949,0.0051
 94468,Existing Customer,36,F,2,Uneducated,Single,,Blue,23,3,1,0,1954.0,1179,775.0,0.867,3896,67,0.718,0.603,2.0889e-05,0.99998
-94469,Existing Customer,45,M,3,High School,,$60K - $80K,Blue,27,6,2,3,21317.0,0,21317.0,0.833,3814,67,1.03,0.0,0.00019311,0.9998100000000001
-94470,Attrited Customer,41,M,3,Graduate,Single,$80K - $120K,Blue,37,3,3,3,19402.0,0,19402.0,0.58,1937,51,0.594,0.0,0.9968299999999999,0.00317458
+94469,Existing Customer,45,M,3,High School,,$60K - $80K,Blue,27,6,2,3,21317.0,0,21317.0,0.833,3814,67,1.03,0.0,0.00019311,0.99981
+94470,Attrited Customer,41,M,3,Graduate,Single,$80K - $120K,Blue,37,3,3,3,19402.0,0,19402.0,0.58,1937,51,0.594,0.0,0.99683,0.00317458
 94471,Existing Customer,45,M,4,Graduate,Single,$80K - $120K,Blue,36,6,3,1,8063.0,1485,6578.0,0.872,4275,77,0.833,0.184,0.00011377,0.99989
 94472,Existing Customer,40,F,2,Graduate,,$40K - $60K,Blue,32,6,2,2,3097.0,2409,688.0,0.912,4624,86,0.87,0.778,0.00011382,0.99989
 94473,Attrited Customer,48,F,3,Graduate,,Less than $40K,Blue,44,3,3,2,1438.3,0,1438.3,0.736,2054,46,0.586,0.0,0.99467,0.00533
 94474,Existing Customer,43,F,5,Uneducated,Single,Less than $40K,Blue,39,3,2,4,3161.0,2424,737.0,0.617,4307,66,0.784,0.767,0.00034664,0.99965
-94475,Attrited Customer,38,F,3,Uneducated,Single,$40K - $60K,Blue,30,3,2,3,2435.0,2432,3.0,0.12,1460,32,0.10300000000000001,0.9990000000000001,0.99513,0.00487126
+94475,Attrited Customer,38,F,3,Uneducated,Single,$40K - $60K,Blue,30,3,2,3,2435.0,2432,3.0,0.12,1460,32,0.103,0.999,0.99513,0.00487126
 94476,Existing Customer,59,F,0,,Single,Less than $40K,Blue,40,5,2,2,1845.0,1076,769.0,1.016,4319,76,0.551,0.583,0.00010736,0.99989
 94477,Attrited Customer,49,F,3,College,Married,Less than $40K,Blue,41,3,3,3,1603.0,749,854.0,0.733,2644,43,0.483,0.467,0.99674,0.00326498
-94478,Existing Customer,39,F,5,College,Single,Less than $40K,Blue,30,4,1,2,4710.0,1869,2841.0,0.858,4719,91,0.655,0.397,5.5282e-05,0.9999399999999999
-94479,Attrited Customer,50,F,2,Uneducated,Single,,Blue,41,2,3,2,2751.0,2253,498.0,0.49700000000000005,2108,40,0.48100000000000004,0.8190000000000001,0.9946200000000001,0.005379999999999999
-94480,Existing Customer,38,F,1,High School,Married,Less than $40K,Blue,28,6,4,3,1438.3,0,1438.3,0.767,4815,81,0.653,0.0,0.00033359,0.9996700000000001
+94478,Existing Customer,39,F,5,College,Single,Less than $40K,Blue,30,4,1,2,4710.0,1869,2841.0,0.858,4719,91,0.655,0.397,5.5282e-05,0.99994
+94479,Attrited Customer,50,F,2,Uneducated,Single,,Blue,41,2,3,2,2751.0,2253,498.0,0.497,2108,40,0.481,0.819,0.99462,0.00538
+94480,Existing Customer,38,F,1,High School,Married,Less than $40K,Blue,28,6,4,3,1438.3,0,1438.3,0.767,4815,81,0.653,0.0,0.00033359,0.99967
 94481,Existing Customer,52,M,2,High School,Married,$60K - $80K,Blue,45,5,1,4,24287.0,1676,22611.0,0.506,5495,69,0.816,0.069,0.00015363,0.99985
 94482,Existing Customer,42,F,5,Graduate,Married,Less than $40K,Blue,18,6,1,1,1694.0,1074,620.0,0.78,3857,70,0.75,0.634,3.429e-05,0.99997
-94483,Attrited Customer,50,F,1,High School,Single,Less than $40K,Blue,36,4,2,5,1457.0,0,1457.0,0.493,1441,39,0.39299999999999996,0.0,0.9980700000000001,0.00193489
-94484,Existing Customer,33,M,3,,Divorced,,Blue,27,6,1,3,25045.0,0,25045.0,1.018,3444,52,0.9259999999999999,0.0,0.00010566,0.99989
-94485,Existing Customer,52,F,3,Graduate,,$40K - $60K,Blue,45,5,2,0,10859.0,1710,9149.0,0.9740000000000001,3987,64,0.8290000000000001,0.157,4.3568e-05,0.9999600000000001
-94486,Existing Customer,45,M,3,High School,Married,$40K - $60K,Silver,33,3,2,1,16928.0,1519,15409.0,0.894,3355,66,0.8859999999999999,0.09,6.256399999999999e-05,0.9999399999999999
+94483,Attrited Customer,50,F,1,High School,Single,Less than $40K,Blue,36,4,2,5,1457.0,0,1457.0,0.493,1441,39,0.393,0.0,0.99807,0.00193489
+94484,Existing Customer,33,M,3,,Divorced,,Blue,27,6,1,3,25045.0,0,25045.0,1.018,3444,52,0.926,0.0,0.00010566,0.99989
+94485,Existing Customer,52,F,3,Graduate,,$40K - $60K,Blue,45,5,2,0,10859.0,1710,9149.0,0.974,3987,64,0.829,0.157,4.3568e-05,0.99996
+94486,Existing Customer,45,M,3,High School,Married,$40K - $60K,Silver,33,3,2,1,16928.0,1519,15409.0,0.894,3355,66,0.886,0.09,6.2564e-05,0.99994
 94487,Existing Customer,37,M,2,High School,Single,$40K - $60K,Blue,30,6,3,4,4297.0,0,4297.0,0.797,4310,76,0.767,0.0,0.00050163,0.9995
-94488,Existing Customer,42,M,3,Uneducated,Single,$60K - $80K,Blue,30,4,2,3,8302.0,1294,7008.0,0.5579999999999999,3221,66,0.61,0.156,0.00020424,0.9998
-94489,Existing Customer,43,F,2,Uneducated,,Less than $40K,Blue,39,5,3,3,2734.0,2517,217.0,0.7,4457,86,0.955,0.9209999999999999,0.00031104,0.99969
-94490,Existing Customer,40,M,3,Graduate,Divorced,$80K - $120K,Blue,31,4,2,3,27374.0,1509,25865.0,0.8029999999999999,4231,60,0.7140000000000001,0.055,0.00019864,0.9998
-94491,Existing Customer,43,F,2,Uneducated,Married,,Blue,38,6,3,1,2960.0,1853,1107.0,0.9490000000000001,3921,63,0.853,0.626,0.00011153,0.99989
-94492,Existing Customer,54,M,3,Doctorate,Single,$60K - $80K,Blue,41,4,2,3,9110.0,0,9110.0,0.662,2999,75,0.7859999999999999,0.0,0.00028744,0.99971
-94493,Existing Customer,42,F,4,Uneducated,Married,Less than $40K,Blue,35,4,3,1,1539.0,0,1539.0,0.9440000000000001,4793,71,0.614,0.0,0.00011697,0.9998799999999999
-94494,Existing Customer,39,F,2,Graduate,Married,$40K - $60K,Blue,36,4,2,4,1947.0,1160,787.0,1.227,4496,71,1.29,0.596,0.00032656,0.9996700000000001
-94495,Existing Customer,45,F,3,,,$40K - $60K,Blue,36,6,1,2,2667.0,1551,1116.0,0.672,4883,85,0.735,0.5820000000000001,6.282e-05,0.9999399999999999
-94496,Existing Customer,54,F,3,College,Single,Less than $40K,Blue,45,5,1,4,3062.0,2039,1023.0,1.057,4037,71,0.821,0.6659999999999999,0.00015944,0.99984
-94497,Existing Customer,47,F,3,Post-Graduate,Single,$40K - $60K,Blue,36,6,5,0,3114.0,1059,2055.0,0.78,4342,62,0.7709999999999999,0.34,9.0491e-05,0.9999100000000001
-94498,Existing Customer,54,M,1,Uneducated,Single,$60K - $80K,Blue,48,5,2,3,14948.0,2158,12790.0,0.8440000000000001,3094,56,1.0,0.14400000000000002,0.00018475,0.99982
-94499,Attrited Customer,49,F,0,Doctorate,,Less than $40K,Blue,37,5,2,3,1749.0,0,1749.0,1.006,2510,38,0.40700000000000003,0.0,0.9958100000000001,0.00418811
-94500,Existing Customer,44,M,3,,Married,$40K - $60K,Blue,36,4,2,1,2534.0,1706,828.0,0.7929999999999999,3965,57,1.111,0.6729999999999999,7.8291e-05,0.99992
-94501,Existing Customer,46,F,3,College,Single,Less than $40K,Blue,36,5,2,2,2503.0,2373,130.0,0.6970000000000001,4647,65,0.8059999999999999,0.948,0.00011483,0.99989
-94502,Existing Customer,38,F,3,High School,Married,Less than $40K,Blue,31,4,3,2,1854.0,0,1854.0,0.885,5245,89,0.7120000000000001,0.0,0.00018145,0.99982
-94503,Existing Customer,43,F,2,Graduate,Married,Less than $40K,Blue,35,3,1,3,4092.0,622,3470.0,0.775,5001,88,0.49200000000000005,0.152,9.2637e-05,0.9999100000000001
+94488,Existing Customer,42,M,3,Uneducated,Single,$60K - $80K,Blue,30,4,2,3,8302.0,1294,7008.0,0.558,3221,66,0.61,0.156,0.00020424,0.9998
+94489,Existing Customer,43,F,2,Uneducated,,Less than $40K,Blue,39,5,3,3,2734.0,2517,217.0,0.7,4457,86,0.955,0.921,0.00031104,0.99969
+94490,Existing Customer,40,M,3,Graduate,Divorced,$80K - $120K,Blue,31,4,2,3,27374.0,1509,25865.0,0.803,4231,60,0.714,0.055,0.00019864,0.9998
+94491,Existing Customer,43,F,2,Uneducated,Married,,Blue,38,6,3,1,2960.0,1853,1107.0,0.949,3921,63,0.853,0.626,0.00011153,0.99989
+94492,Existing Customer,54,M,3,Doctorate,Single,$60K - $80K,Blue,41,4,2,3,9110.0,0,9110.0,0.662,2999,75,0.786,0.0,0.00028744,0.99971
+94493,Existing Customer,42,F,4,Uneducated,Married,Less than $40K,Blue,35,4,3,1,1539.0,0,1539.0,0.944,4793,71,0.614,0.0,0.00011697,0.99988
+94494,Existing Customer,39,F,2,Graduate,Married,$40K - $60K,Blue,36,4,2,4,1947.0,1160,787.0,1.227,4496,71,1.29,0.596,0.00032656,0.99967
+94495,Existing Customer,45,F,3,,,$40K - $60K,Blue,36,6,1,2,2667.0,1551,1116.0,0.672,4883,85,0.735,0.582,6.282e-05,0.99994
+94496,Existing Customer,54,F,3,College,Single,Less than $40K,Blue,45,5,1,4,3062.0,2039,1023.0,1.057,4037,71,0.821,0.666,0.00015944,0.99984
+94497,Existing Customer,47,F,3,Post-Graduate,Single,$40K - $60K,Blue,36,6,5,0,3114.0,1059,2055.0,0.78,4342,62,0.771,0.34,9.0491e-05,0.99991
+94498,Existing Customer,54,M,1,Uneducated,Single,$60K - $80K,Blue,48,5,2,3,14948.0,2158,12790.0,0.844,3094,56,1.0,0.144,0.00018475,0.99982
+94499,Attrited Customer,49,F,0,Doctorate,,Less than $40K,Blue,37,5,2,3,1749.0,0,1749.0,1.006,2510,38,0.407,0.0,0.99581,0.00418811
+94500,Existing Customer,44,M,3,,Married,$40K - $60K,Blue,36,4,2,1,2534.0,1706,828.0,0.793,3965,57,1.111,0.673,7.8291e-05,0.99992
+94501,Existing Customer,46,F,3,College,Single,Less than $40K,Blue,36,5,2,2,2503.0,2373,130.0,0.697,4647,65,0.806,0.948,0.00011483,0.99989
+94502,Existing Customer,38,F,3,High School,Married,Less than $40K,Blue,31,4,3,2,1854.0,0,1854.0,0.885,5245,89,0.712,0.0,0.00018145,0.99982
+94503,Existing Customer,43,F,2,Graduate,Married,Less than $40K,Blue,35,3,1,3,4092.0,622,3470.0,0.775,5001,88,0.492,0.152,9.2637e-05,0.99991
 94504,Existing Customer,62,M,1,Graduate,Single,$60K - $80K,Blue,54,4,1,4,13284.0,607,12677.0,0.857,4942,76,0.652,0.046,0.00014834,0.99985
 94505,Existing Customer,59,F,0,Graduate,Single,Less than $40K,Blue,53,6,3,4,4830.0,1469,3361.0,0.634,3365,63,0.75,0.304,0.00044282,0.99956
-94506,Attrited Customer,45,F,2,Graduate,Married,Less than $40K,Blue,25,3,2,3,5911.0,916,4995.0,0.47100000000000003,1656,31,0.722,0.155,0.9948,0.0052
+94506,Attrited Customer,45,F,2,Graduate,Married,Less than $40K,Blue,25,3,2,3,5911.0,916,4995.0,0.471,1656,31,0.722,0.155,0.9948,0.0052
 94507,Existing Customer,53,F,1,College,Single,,Blue,44,3,2,2,11012.0,1328,9684.0,0.617,3793,86,0.654,0.121,0.00010387,0.9999
-94508,Existing Customer,43,M,4,Graduate,Single,$60K - $80K,Blue,24,5,3,2,19188.0,0,19188.0,0.45299999999999996,4366,69,0.816,0.0,0.00018864,0.9998100000000001
-94509,Existing Customer,44,F,3,Uneducated,Single,,Blue,31,4,2,3,18056.0,940,17116.0,0.629,4473,72,0.6,0.052000000000000005,0.00020424,0.9998
-94510,Existing Customer,50,F,2,Uneducated,Single,Less than $40K,Blue,37,6,5,2,1438.3,754,684.3,0.74,4457,69,0.6829999999999999,0.524,0.00020656,0.99979
+94508,Existing Customer,43,M,4,Graduate,Single,$60K - $80K,Blue,24,5,3,2,19188.0,0,19188.0,0.453,4366,69,0.816,0.0,0.00018864,0.99981
+94509,Existing Customer,44,F,3,Uneducated,Single,,Blue,31,4,2,3,18056.0,940,17116.0,0.629,4473,72,0.6,0.052,0.00020424,0.9998
+94510,Existing Customer,50,F,2,Uneducated,Single,Less than $40K,Blue,37,6,5,2,1438.3,754,684.3,0.74,4457,69,0.683,0.524,0.00020656,0.99979
 94511,Existing Customer,31,F,0,High School,Married,Less than $40K,Blue,13,5,2,3,3201.0,984,2217.0,0.639,5155,77,0.925,0.307,0.0001597,0.99984
-94512,Existing Customer,50,F,4,High School,Married,$40K - $60K,Blue,36,6,1,1,1479.0,1004,475.0,0.8270000000000001,5116,75,0.9740000000000001,0.679,3.3863000000000004e-05,0.99997
-94513,Existing Customer,38,F,4,Graduate,Married,Less than $40K,Blue,30,5,1,2,3144.0,2216,928.0,0.741,4717,75,0.562,0.705,5.7762e-05,0.9999399999999999
-94514,Existing Customer,58,M,1,College,Single,$80K - $120K,Blue,45,5,3,4,1854.0,1480,374.0,0.853,3292,73,0.9209999999999999,0.7979999999999999,0.00047091,0.9995299999999999
+94512,Existing Customer,50,F,4,High School,Married,$40K - $60K,Blue,36,6,1,1,1479.0,1004,475.0,0.827,5116,75,0.974,0.679,3.3863e-05,0.99997
+94513,Existing Customer,38,F,4,Graduate,Married,Less than $40K,Blue,30,5,1,2,3144.0,2216,928.0,0.741,4717,75,0.562,0.705,5.7762e-05,0.99994
+94514,Existing Customer,58,M,1,College,Single,$80K - $120K,Blue,45,5,3,4,1854.0,1480,374.0,0.853,3292,73,0.921,0.798,0.00047091,0.99953
 94515,Attrited Customer,49,M,5,Uneducated,,$60K - $80K,Blue,43,3,3,3,1960.0,0,1960.0,0.493,2253,39,0.345,0.0,0.9969,0.00310348
-94516,Existing Customer,37,M,3,Uneducated,,$80K - $120K,Blue,36,4,2,3,9782.0,1793,7989.0,0.8859999999999999,3672,75,0.9229999999999999,0.183,0.00020424,0.9998
-94517,Existing Customer,47,F,4,Graduate,Married,Less than $40K,Blue,39,3,3,2,3144.0,0,3144.0,0.561,3774,80,0.818,0.0,0.00018864,0.9998100000000001
-94518,Attrited Customer,47,M,2,Graduate,Married,$40K - $60K,Blue,42,6,3,3,4738.0,0,4738.0,0.6409999999999999,1900,36,0.5,0.0,0.99671,0.00329379
+94516,Existing Customer,37,M,3,Uneducated,,$80K - $120K,Blue,36,4,2,3,9782.0,1793,7989.0,0.886,3672,75,0.923,0.183,0.00020424,0.9998
+94517,Existing Customer,47,F,4,Graduate,Married,Less than $40K,Blue,39,3,3,2,3144.0,0,3144.0,0.561,3774,80,0.818,0.0,0.00018864,0.99981
+94518,Attrited Customer,47,M,2,Graduate,Married,$40K - $60K,Blue,42,6,3,3,4738.0,0,4738.0,0.641,1900,36,0.5,0.0,0.99671,0.00329379
 94519,Attrited Customer,46,F,3,High School,Single,,Silver,36,4,2,3,34516.0,154,34362.0,0.602,1987,46,0.586,0.004,0.9943,0.0057
 94520,Existing Customer,35,F,1,,Married,Less than $40K,Blue,29,4,2,3,1438.3,856,582.3,0.792,4432,92,0.736,0.595,0.00019751,0.9998
-94521,Attrited Customer,43,M,2,College,Divorced,$120K +,Blue,37,4,1,2,34516.0,0,34516.0,0.536,1370,38,0.35700000000000004,0.0,0.98167,0.018330000000000003
+94521,Attrited Customer,43,M,2,College,Divorced,$120K +,Blue,37,4,1,2,34516.0,0,34516.0,0.536,1370,38,0.357,0.0,0.98167,0.01833
 94522,Existing Customer,32,F,0,Uneducated,Married,Less than $40K,Blue,23,5,2,4,2156.0,1114,1042.0,0.603,4106,66,0.833,0.517,0.00028814,0.99971
-94523,Existing Customer,63,F,0,College,Single,Less than $40K,Blue,44,3,4,2,1938.0,0,1938.0,0.536,3974,56,0.9309999999999999,0.0,0.00018136,0.99982
+94523,Existing Customer,63,F,0,College,Single,Less than $40K,Blue,44,3,4,2,1938.0,0,1938.0,0.536,3974,56,0.931,0.0,0.00018136,0.99982
 94524,Existing Customer,61,F,1,Graduate,Single,Less than $40K,Blue,52,3,3,1,1438.3,0,1438.3,0.925,3560,67,0.861,0.0,0.00010182,0.9999
-94525,Attrited Customer,54,F,2,Graduate,Married,,Blue,44,2,3,3,3781.0,1692,2089.0,0.7909999999999999,2310,43,0.72,0.44799999999999995,0.99671,0.00329379
-94526,Existing Customer,48,M,3,High School,Married,$60K - $80K,Gold,37,6,2,0,34516.0,1948,32568.0,0.6659999999999999,4539,75,0.705,0.055999999999999994,4.8796000000000005e-05,0.99995
-94527,Existing Customer,49,M,1,High School,Single,$120K +,Blue,44,6,2,3,1438.3,1058,380.3,0.56,4109,72,0.8,0.736,0.00017468,0.9998299999999999
+94525,Attrited Customer,54,F,2,Graduate,Married,,Blue,44,2,3,3,3781.0,1692,2089.0,0.791,2310,43,0.72,0.448,0.99671,0.00329379
+94526,Existing Customer,48,M,3,High School,Married,$60K - $80K,Gold,37,6,2,0,34516.0,1948,32568.0,0.666,4539,75,0.705,0.056,4.8796e-05,0.99995
+94527,Existing Customer,49,M,1,High School,Single,$120K +,Blue,44,6,2,3,1438.3,1058,380.3,0.56,4109,72,0.8,0.736,0.00017468,0.99983
 94528,Attrited Customer,49,M,3,Graduate,Single,$80K - $120K,Blue,36,3,2,1,3261.0,0,3261.0,1.012,3081,50,0.667,0.0,0.98616,0.01384
-94529,Existing Customer,35,F,3,Graduate,Single,Less than $40K,Blue,23,6,3,1,2211.0,1370,841.0,0.7809999999999999,4359,79,0.927,0.62,0.00011256,0.99989
-94530,Existing Customer,39,F,2,,Single,,Blue,28,6,2,2,1493.0,792,701.0,0.688,4131,80,0.7020000000000001,0.53,0.00012511,0.99987
-94531,Existing Customer,48,F,3,Post-Graduate,Married,,Blue,36,3,1,3,20631.0,2048,18583.0,0.6759999999999999,4827,77,0.711,0.099,0.00011311,0.99989
+94529,Existing Customer,35,F,3,Graduate,Single,Less than $40K,Blue,23,6,3,1,2211.0,1370,841.0,0.781,4359,79,0.927,0.62,0.00011256,0.99989
+94530,Existing Customer,39,F,2,,Single,,Blue,28,6,2,2,1493.0,792,701.0,0.688,4131,80,0.702,0.53,0.00012511,0.99987
+94531,Existing Customer,48,F,3,Post-Graduate,Married,,Blue,36,3,1,3,20631.0,2048,18583.0,0.676,4827,77,0.711,0.099,0.00011311,0.99989
 94532,Existing Customer,53,F,3,Doctorate,Married,Less than $40K,Blue,33,6,2,1,2255.0,1647,608.0,0.848,4270,76,0.767,0.73,0.00010307,0.9999
-94533,Existing Customer,51,M,3,Uneducated,Married,$80K - $120K,Blue,42,5,1,3,1507.0,961,546.0,0.6779999999999999,4126,90,0.667,0.638,9.8837e-05,0.9999
-94534,Existing Customer,65,F,0,Uneducated,,Less than $40K,Silver,53,5,1,2,11097.0,0,11097.0,0.648,4836,83,0.5660000000000001,0.0,4.3908999999999996e-05,0.9999600000000001
-94535,Existing Customer,49,F,4,Graduate,Married,,Blue,40,5,1,1,8162.0,1704,6458.0,0.8190000000000001,4334,80,0.7390000000000001,0.209,3.4833000000000003e-05,0.99997
-94536,Existing Customer,44,M,4,,Single,$60K - $80K,Blue,36,3,1,2,18721.0,1568,17153.0,0.7879999999999999,4537,81,0.8,0.084,6.3492e-05,0.9999399999999999
-94537,Attrited Customer,62,F,0,High School,,Less than $40K,Blue,51,4,2,3,5210.0,0,5210.0,0.64,2162,36,0.161,0.0,0.9937799999999999,0.006220000000000001
-94538,Existing Customer,43,F,2,Uneducated,Single,Less than $40K,Blue,36,5,2,4,1736.0,1513,223.0,0.8290000000000001,3462,67,0.5579999999999999,0.872,0.00033577,0.99966
-94539,Existing Customer,51,M,3,College,Married,$80K - $120K,Blue,34,5,2,4,1864.0,1427,437.0,0.725,3833,73,0.5870000000000001,0.7659999999999999,0.00032945,0.9996700000000001
-94540,Existing Customer,43,F,2,High School,Single,Less than $40K,Blue,37,4,3,0,6611.0,1041,5570.0,0.7440000000000001,4037,74,0.682,0.157,6.4505e-05,0.9999399999999999
-94541,Existing Customer,34,F,0,Graduate,Married,,Blue,13,4,1,4,7942.0,2087,5855.0,0.754,4068,66,0.61,0.263,0.00013562,0.9998600000000001
-94542,Attrited Customer,49,M,3,Post-Graduate,Married,$80K - $120K,Blue,36,3,3,2,13382.0,1159,12223.0,0.40399999999999997,1828,45,0.5,0.087,0.9954700000000001,0.00453174
-94543,Attrited Customer,63,M,0,Graduate,Single,,Blue,55,5,0,2,18550.0,0,18550.0,0.9079999999999999,2616,42,0.826,0.0,0.94591,0.05409
+94533,Existing Customer,51,M,3,Uneducated,Married,$80K - $120K,Blue,42,5,1,3,1507.0,961,546.0,0.678,4126,90,0.667,0.638,9.8837e-05,0.9999
+94534,Existing Customer,65,F,0,Uneducated,,Less than $40K,Silver,53,5,1,2,11097.0,0,11097.0,0.648,4836,83,0.566,0.0,4.3909e-05,0.99996
+94535,Existing Customer,49,F,4,Graduate,Married,,Blue,40,5,1,1,8162.0,1704,6458.0,0.819,4334,80,0.739,0.209,3.4833e-05,0.99997
+94536,Existing Customer,44,M,4,,Single,$60K - $80K,Blue,36,3,1,2,18721.0,1568,17153.0,0.788,4537,81,0.8,0.084,6.3492e-05,0.99994
+94537,Attrited Customer,62,F,0,High School,,Less than $40K,Blue,51,4,2,3,5210.0,0,5210.0,0.64,2162,36,0.161,0.0,0.99378,0.00622
+94538,Existing Customer,43,F,2,Uneducated,Single,Less than $40K,Blue,36,5,2,4,1736.0,1513,223.0,0.829,3462,67,0.558,0.872,0.00033577,0.99966
+94539,Existing Customer,51,M,3,College,Married,$80K - $120K,Blue,34,5,2,4,1864.0,1427,437.0,0.725,3833,73,0.587,0.766,0.00032945,0.99967
+94540,Existing Customer,43,F,2,High School,Single,Less than $40K,Blue,37,4,3,0,6611.0,1041,5570.0,0.744,4037,74,0.682,0.157,6.4505e-05,0.99994
+94541,Existing Customer,34,F,0,Graduate,Married,,Blue,13,4,1,4,7942.0,2087,5855.0,0.754,4068,66,0.61,0.263,0.00013562,0.99986
+94542,Attrited Customer,49,M,3,Post-Graduate,Married,$80K - $120K,Blue,36,3,3,2,13382.0,1159,12223.0,0.404,1828,45,0.5,0.087,0.99547,0.00453174
+94543,Attrited Customer,63,M,0,Graduate,Single,,Blue,55,5,0,2,18550.0,0,18550.0,0.908,2616,42,0.826,0.0,0.94591,0.05409
 94544,Existing Customer,39,F,3,Graduate,Single,Less than $40K,Blue,36,4,3,4,2650.0,1646,1004.0,0.747,4512,80,0.509,0.621,0.00053543,0.99946
-94545,Attrited Customer,37,M,3,Uneducated,Single,$40K - $60K,Blue,36,3,2,4,1696.0,0,1696.0,0.857,2095,43,0.536,0.0,0.9971399999999999,0.00286097
-94546,Existing Customer,40,F,3,Graduate,Single,Less than $40K,Blue,33,3,1,1,2628.0,1771,857.0,0.7879999999999999,4316,72,0.6,0.674,3.4465e-05,0.99997
+94545,Attrited Customer,37,M,3,Uneducated,Single,$40K - $60K,Blue,36,3,2,4,1696.0,0,1696.0,0.857,2095,43,0.536,0.0,0.99714,0.00286097
+94546,Existing Customer,40,F,3,Graduate,Single,Less than $40K,Blue,33,3,1,1,2628.0,1771,857.0,0.788,4316,72,0.6,0.674,3.4465e-05,0.99997
 94547,Existing Customer,46,F,3,,Married,$40K - $60K,Blue,39,6,3,2,1457.0,563,894.0,0.711,3967,69,0.568,0.386,0.00020516,0.99979
-94548,Existing Customer,46,M,5,Uneducated,,$80K - $120K,Blue,28,6,1,1,34516.0,1259,33257.0,0.6709999999999999,4300,94,0.741,0.036000000000000004,3.5257e-05,0.9999600000000001
-94549,Existing Customer,40,F,4,Uneducated,Single,,Blue,32,3,1,3,3056.0,2038,1018.0,0.675,4734,73,0.659,0.667,9.989299999999999e-05,0.9999
-94550,Existing Customer,52,M,2,High School,Single,$80K - $120K,Blue,44,6,2,4,2650.0,1049,1601.0,0.8740000000000001,4218,64,0.73,0.396,0.00031746,0.9996799999999999
-94551,Existing Customer,58,F,1,College,Married,Less than $40K,Blue,38,4,2,3,3331.0,2251,1080.0,1.044,5379,92,0.643,0.6759999999999999,0.0001747,0.9998299999999999
-94552,Existing Customer,49,F,1,Uneducated,,Less than $40K,Blue,38,6,2,1,3343.0,1820,1523.0,0.727,4507,63,0.703,0.544,6.6245e-05,0.9999299999999999
-94553,Attrited Customer,51,M,2,High School,Married,$60K - $80K,Blue,46,5,3,2,4123.0,1760,2363.0,0.8690000000000001,2447,40,0.429,0.42700000000000005,0.99431,0.00569
-94554,Existing Customer,55,F,1,,Married,Less than $40K,Blue,36,3,1,0,2677.0,1555,1122.0,0.639,4757,81,0.688,0.581,2.0960999999999998e-05,0.99998
-94555,Attrited Customer,57,F,0,Graduate,Single,Less than $40K,Blue,45,4,3,3,3023.0,2517,506.0,0.6459999999999999,2477,42,0.615,0.833,0.99616,0.0038363
-94556,Existing Customer,56,F,2,High School,Married,Less than $40K,Blue,47,4,3,1,2238.0,1324,914.0,0.762,4108,72,0.846,0.5920000000000001,0.00010545,0.99989
+94548,Existing Customer,46,M,5,Uneducated,,$80K - $120K,Blue,28,6,1,1,34516.0,1259,33257.0,0.671,4300,94,0.741,0.036,3.5257e-05,0.99996
+94549,Existing Customer,40,F,4,Uneducated,Single,,Blue,32,3,1,3,3056.0,2038,1018.0,0.675,4734,73,0.659,0.667,9.9893e-05,0.9999
+94550,Existing Customer,52,M,2,High School,Single,$80K - $120K,Blue,44,6,2,4,2650.0,1049,1601.0,0.874,4218,64,0.73,0.396,0.00031746,0.99968
+94551,Existing Customer,58,F,1,College,Married,Less than $40K,Blue,38,4,2,3,3331.0,2251,1080.0,1.044,5379,92,0.643,0.676,0.0001747,0.99983
+94552,Existing Customer,49,F,1,Uneducated,,Less than $40K,Blue,38,6,2,1,3343.0,1820,1523.0,0.727,4507,63,0.703,0.544,6.6245e-05,0.99993
+94553,Attrited Customer,51,M,2,High School,Married,$60K - $80K,Blue,46,5,3,2,4123.0,1760,2363.0,0.869,2447,40,0.429,0.427,0.99431,0.00569
+94554,Existing Customer,55,F,1,,Married,Less than $40K,Blue,36,3,1,0,2677.0,1555,1122.0,0.639,4757,81,0.688,0.581,2.0961e-05,0.99998
+94555,Attrited Customer,57,F,0,Graduate,Single,Less than $40K,Blue,45,4,3,3,3023.0,2517,506.0,0.646,2477,42,0.615,0.833,0.99616,0.0038363
+94556,Existing Customer,56,F,2,High School,Married,Less than $40K,Blue,47,4,3,1,2238.0,1324,914.0,0.762,4108,72,0.846,0.592,0.00010545,0.99989
 94557,Attrited Customer,59,F,2,High School,Married,,Blue,51,3,3,3,3875.0,1397,2478.0,0.573,2312,49,0.581,0.361,0.99661,0.00338788
 94558,Existing Customer,42,M,2,Post-Graduate,Single,$60K - $80K,Blue,26,6,2,3,20803.0,1747,19056.0,0.311,4012,60,0.429,0.084,0.00022525,0.99977
-94559,Attrited Customer,48,M,2,Doctorate,Single,$40K - $60K,Blue,42,6,3,2,2760.0,0,2760.0,0.5760000000000001,1759,34,0.214,0.0,0.9961700000000001,0.00382633
+94559,Attrited Customer,48,M,2,Doctorate,Single,$40K - $60K,Blue,42,6,3,2,2760.0,0,2760.0,0.576,1759,34,0.214,0.0,0.99617,0.00382633
 94560,Existing Customer,45,M,3,Doctorate,Single,$80K - $120K,Blue,36,6,2,4,9086.0,1254,7832.0,0.93,3906,81,0.8,0.138,0.0004903,0.99951
-94561,Existing Customer,47,M,3,Graduate,,$60K - $80K,Blue,36,4,3,2,21142.0,0,21142.0,0.812,4360,66,1.357,0.0,0.00018665,0.9998100000000001
+94561,Existing Customer,47,M,3,Graduate,,$60K - $80K,Blue,36,4,3,2,21142.0,0,21142.0,0.812,4360,66,1.357,0.0,0.00018665,0.99981
 94562,Existing Customer,62,M,0,,Single,Less than $40K,Blue,36,3,2,4,3653.0,1769,1884.0,0.825,4423,67,0.763,0.484,0.00030803,0.99969
-94563,Existing Customer,44,F,3,Uneducated,,Less than $40K,Blue,36,6,2,4,1713.0,0,1713.0,0.6779999999999999,3999,66,1.062,0.0,0.00034841,0.99965
+94563,Existing Customer,44,F,3,Uneducated,,Less than $40K,Blue,36,6,2,4,1713.0,0,1713.0,0.678,3999,66,1.062,0.0,0.00034841,0.99965
 94564,Existing Customer,55,M,2,Graduate,Single,$80K - $120K,Blue,46,3,1,4,34516.0,1718,32798.0,0.51,5220,74,0.423,0.05,0.00015804,0.99984
-94565,Existing Customer,43,M,4,Graduate,Single,$80K - $120K,Blue,33,4,1,1,6548.0,1244,5304.0,0.667,4354,79,0.927,0.19,3.4833000000000003e-05,0.99997
-94566,Existing Customer,35,F,2,Doctorate,Married,$40K - $60K,Blue,27,6,1,0,1953.0,1554,399.0,0.581,4598,71,0.6509999999999999,0.7959999999999999,2.94e-05,0.99997
-94567,Existing Customer,49,M,3,High School,,$40K - $60K,Blue,38,4,1,3,3051.0,1783,1268.0,0.732,4887,69,0.725,0.584,9.344799999999999e-05,0.9999100000000001
-94568,Attrited Customer,44,M,3,Graduate,Married,$80K - $120K,Blue,25,5,2,3,25256.0,966,24290.0,0.488,2048,40,0.33299999999999996,0.038,0.9949899999999999,0.0050100000000000006
+94565,Existing Customer,43,M,4,Graduate,Single,$80K - $120K,Blue,33,4,1,1,6548.0,1244,5304.0,0.667,4354,79,0.927,0.19,3.4833e-05,0.99997
+94566,Existing Customer,35,F,2,Doctorate,Married,$40K - $60K,Blue,27,6,1,0,1953.0,1554,399.0,0.581,4598,71,0.651,0.796,2.94e-05,0.99997
+94567,Existing Customer,49,M,3,High School,,$40K - $60K,Blue,38,4,1,3,3051.0,1783,1268.0,0.732,4887,69,0.725,0.584,9.3448e-05,0.99991
+94568,Attrited Customer,44,M,3,Graduate,Married,$80K - $120K,Blue,25,5,2,3,25256.0,966,24290.0,0.488,2048,40,0.333,0.038,0.99499,0.00501
 94569,Attrited Customer,48,F,3,Graduate,Single,,Blue,36,3,3,1,1630.0,1243,387.0,0.4,1884,43,0.303,0.763,0.9912,0.0088
-94570,Existing Customer,42,M,4,High School,Married,$120K +,Gold,30,6,2,4,34516.0,1045,33471.0,0.848,3574,75,0.9229999999999999,0.03,0.00038357,0.9996200000000001
-94571,Existing Customer,43,M,4,,Married,$40K - $60K,Blue,37,3,2,3,10800.0,1491,9309.0,0.5429999999999999,3966,77,0.638,0.138,0.00022068,0.9997799999999999
-94572,Attrited Customer,39,F,1,Graduate,Single,Less than $40K,Blue,26,3,3,1,1876.0,1536,340.0,0.7120000000000001,2579,47,0.469,0.8190000000000001,0.9902799999999999,0.00972
+94570,Existing Customer,42,M,4,High School,Married,$120K +,Gold,30,6,2,4,34516.0,1045,33471.0,0.848,3574,75,0.923,0.03,0.00038357,0.99962
+94571,Existing Customer,43,M,4,,Married,$40K - $60K,Blue,37,3,2,3,10800.0,1491,9309.0,0.543,3966,77,0.638,0.138,0.00022068,0.99978
+94572,Attrited Customer,39,F,1,Graduate,Single,Less than $40K,Blue,26,3,3,1,1876.0,1536,340.0,0.712,2579,47,0.469,0.819,0.99028,0.00972
 94573,Attrited Customer,42,M,5,,Married,$60K - $80K,Blue,36,2,3,2,4963.0,0,4963.0,0.637,2335,40,0.429,0.0,0.99513,0.00487428
-94574,Existing Customer,44,M,1,Graduate,Single,$60K - $80K,Blue,37,3,1,4,16739.0,1229,15510.0,0.49700000000000005,4014,69,0.568,0.073,0.00014834,0.99985
-94575,Existing Customer,56,F,0,Graduate,Single,Less than $40K,Blue,45,3,6,2,2463.0,1621,842.0,0.568,4118,70,0.591,0.6579999999999999,0.00012185,0.9998799999999999
-94576,Existing Customer,46,M,3,College,Single,$80K - $120K,Silver,38,3,3,1,34516.0,1278,33238.0,0.51,4699,73,0.622,0.037000000000000005,9.8883e-05,0.9999
-94577,Existing Customer,50,M,2,College,Married,$60K - $80K,Blue,37,4,1,2,4743.0,1687,3056.0,0.9570000000000001,3739,55,0.618,0.35600000000000004,5.3547e-05,0.99995
-94578,Existing Customer,43,M,3,College,,$60K - $80K,Blue,33,4,3,4,9382.0,1455,7927.0,0.48200000000000004,3412,71,0.821,0.155,0.00052057,0.9994799999999999
-94579,Existing Customer,45,F,3,Uneducated,Single,Less than $40K,Blue,30,3,2,3,2059.0,1118,941.0,0.7879999999999999,4110,71,1.1520000000000001,0.5429999999999999,0.00020424,0.9998
-94580,Existing Customer,58,M,2,,Divorced,$60K - $80K,Blue,52,6,2,3,20410.0,1196,19214.0,0.726,3525,78,0.733,0.059000000000000004,0.00021042,0.99979
-94581,Existing Customer,39,F,2,Graduate,Divorced,Less than $40K,Blue,31,5,3,4,6798.0,918,5880.0,0.6709999999999999,3961,69,0.605,0.135,0.000516,0.9994799999999999
-94582,Existing Customer,44,F,2,,Single,Less than $40K,Blue,32,3,1,4,6472.0,2128,4344.0,0.58,3592,66,0.833,0.32899999999999996,0.00017371,0.9998299999999999
-94583,Existing Customer,45,M,3,High School,Single,Less than $40K,Blue,29,4,1,2,2766.0,1985,781.0,0.7959999999999999,4480,70,0.75,0.718,5.5558999999999994e-05,0.9999399999999999
-94584,Existing Customer,55,F,2,Graduate,Married,Less than $40K,Blue,46,5,3,4,1438.3,0,1438.3,0.907,4271,79,0.7559999999999999,0.0,0.000516,0.9994799999999999
-94585,Existing Customer,49,F,2,College,Married,Less than $40K,Blue,35,3,3,4,3283.0,1856,1427.0,1.103,4498,64,0.8290000000000001,0.565,0.00050168,0.9995
-94586,Existing Customer,46,F,3,Graduate,Married,Less than $40K,Blue,37,5,1,3,2470.0,1961,509.0,0.802,4519,78,0.733,0.794,9.612600000000001e-05,0.9999
-94587,Existing Customer,43,M,4,,Married,$120K +,Blue,37,3,1,3,20695.0,1250,19445.0,0.605,3924,82,0.7829999999999999,0.06,0.00010679,0.99989
-94588,Existing Customer,42,F,5,Graduate,Married,Less than $40K,Blue,36,5,2,4,4228.0,1709,2519.0,0.493,4389,79,0.58,0.40399999999999997,0.00033714,0.99966
+94574,Existing Customer,44,M,1,Graduate,Single,$60K - $80K,Blue,37,3,1,4,16739.0,1229,15510.0,0.497,4014,69,0.568,0.073,0.00014834,0.99985
+94575,Existing Customer,56,F,0,Graduate,Single,Less than $40K,Blue,45,3,6,2,2463.0,1621,842.0,0.568,4118,70,0.591,0.658,0.00012185,0.99988
+94576,Existing Customer,46,M,3,College,Single,$80K - $120K,Silver,38,3,3,1,34516.0,1278,33238.0,0.51,4699,73,0.622,0.037,9.8883e-05,0.9999
+94577,Existing Customer,50,M,2,College,Married,$60K - $80K,Blue,37,4,1,2,4743.0,1687,3056.0,0.957,3739,55,0.618,0.356,5.3547e-05,0.99995
+94578,Existing Customer,43,M,3,College,,$60K - $80K,Blue,33,4,3,4,9382.0,1455,7927.0,0.482,3412,71,0.821,0.155,0.00052057,0.99948
+94579,Existing Customer,45,F,3,Uneducated,Single,Less than $40K,Blue,30,3,2,3,2059.0,1118,941.0,0.788,4110,71,1.152,0.543,0.00020424,0.9998
+94580,Existing Customer,58,M,2,,Divorced,$60K - $80K,Blue,52,6,2,3,20410.0,1196,19214.0,0.726,3525,78,0.733,0.059,0.00021042,0.99979
+94581,Existing Customer,39,F,2,Graduate,Divorced,Less than $40K,Blue,31,5,3,4,6798.0,918,5880.0,0.671,3961,69,0.605,0.135,0.000516,0.99948
+94582,Existing Customer,44,F,2,,Single,Less than $40K,Blue,32,3,1,4,6472.0,2128,4344.0,0.58,3592,66,0.833,0.329,0.00017371,0.99983
+94583,Existing Customer,45,M,3,High School,Single,Less than $40K,Blue,29,4,1,2,2766.0,1985,781.0,0.796,4480,70,0.75,0.718,5.5559e-05,0.99994
+94584,Existing Customer,55,F,2,Graduate,Married,Less than $40K,Blue,46,5,3,4,1438.3,0,1438.3,0.907,4271,79,0.756,0.0,0.000516,0.99948
+94585,Existing Customer,49,F,2,College,Married,Less than $40K,Blue,35,3,3,4,3283.0,1856,1427.0,1.103,4498,64,0.829,0.565,0.00050168,0.9995
+94586,Existing Customer,46,F,3,Graduate,Married,Less than $40K,Blue,37,5,1,3,2470.0,1961,509.0,0.802,4519,78,0.733,0.794,9.6126e-05,0.9999
+94587,Existing Customer,43,M,4,,Married,$120K +,Blue,37,3,1,3,20695.0,1250,19445.0,0.605,3924,82,0.783,0.06,0.00010679,0.99989
+94588,Existing Customer,42,F,5,Graduate,Married,Less than $40K,Blue,36,5,2,4,4228.0,1709,2519.0,0.493,4389,79,0.58,0.404,0.00033714,0.99966
 94589,Existing Customer,45,M,3,Graduate,,$80K - $120K,Blue,28,5,3,1,31743.0,1332,30411.0,0.665,4293,73,0.622,0.042,0.00011256,0.99989
-94590,Existing Customer,48,F,4,,,Less than $40K,Blue,29,6,3,4,3212.0,2517,695.0,0.785,4284,69,1.3,0.784,0.0005947999999999999,0.99941
+94590,Existing Customer,48,F,4,,,Less than $40K,Blue,29,6,3,4,3212.0,2517,695.0,0.785,4284,69,1.3,0.784,0.0005948,0.99941
 94591,Existing Customer,47,F,3,,Single,,Blue,42,3,2,2,5884.0,1382,4502.0,0.91,4477,82,0.745,0.235,0.00012982,0.99987
-94592,Existing Customer,44,F,3,,Single,Less than $40K,Blue,33,6,2,3,1724.0,0,1724.0,0.669,4768,80,0.86,0.0,0.00021834,0.9997799999999999
+94592,Existing Customer,44,F,3,,Single,Less than $40K,Blue,33,6,2,3,1724.0,0,1724.0,0.669,4768,80,0.86,0.0,0.00021834,0.99978
 94593,Attrited Customer,59,F,1,Graduate,Married,Less than $40K,Blue,36,2,3,3,2468.0,0,2468.0,0.5,2017,37,0.762,0.0,0.99649,0.00350838
-94594,Attrited Customer,49,F,3,Graduate,Divorced,Less than $40K,Blue,36,3,3,3,1438.3,0,1438.3,0.409,1849,43,0.536,0.0,0.9968299999999999,0.00317458
-94595,Existing Customer,47,F,5,Graduate,Married,Less than $40K,Blue,42,5,1,2,3111.0,1541,1570.0,0.6559999999999999,4570,68,0.511,0.495,5.6861e-05,0.9999399999999999
+94594,Attrited Customer,49,F,3,Graduate,Divorced,Less than $40K,Blue,36,3,3,3,1438.3,0,1438.3,0.409,1849,43,0.536,0.0,0.99683,0.00317458
+94595,Existing Customer,47,F,5,Graduate,Married,Less than $40K,Blue,42,5,1,2,3111.0,1541,1570.0,0.656,4570,68,0.511,0.495,5.6861e-05,0.99994
 94596,Existing Customer,58,F,1,High School,Married,Less than $40K,Blue,46,4,1,3,2799.0,1532,1267.0,0.583,4214,83,0.537,0.547,8.453e-05,0.99992
-94597,Existing Customer,48,F,3,College,Married,Less than $40K,Blue,36,5,3,0,1912.0,1163,749.0,0.871,4786,81,0.723,0.608,6.694100000000001e-05,0.9999299999999999
+94597,Existing Customer,48,F,3,College,Married,Less than $40K,Blue,36,5,3,0,1912.0,1163,749.0,0.871,4786,81,0.723,0.608,6.6941e-05,0.99993
 94598,Existing Customer,46,M,3,College,Married,$80K - $120K,Blue,41,4,3,1,18927.0,887,18040.0,1.065,3101,54,1.0,0.047,0.00010944,0.99989
-94599,Attrited Customer,51,F,3,Graduate,Married,Less than $40K,Blue,46,1,4,3,2016.0,395,1621.0,0.711,2473,44,0.5710000000000001,0.196,0.9973700000000001,0.0026282
-94600,Existing Customer,51,M,2,Post-Graduate,,$80K - $120K,Blue,43,4,2,0,4830.0,1970,2860.0,0.799,4850,80,0.633,0.408,4.9403999999999997e-05,0.99995
-94601,Attrited Customer,56,M,2,Graduate,Single,$80K - $120K,Blue,36,1,2,2,1438.3,0,1438.3,0.65,2123,37,0.542,0.0,0.99129,0.008709999999999999
-94602,Existing Customer,50,F,3,High School,Single,Less than $40K,Blue,36,4,3,1,1986.0,1614,372.0,0.5539999999999999,4442,64,0.73,0.813,0.00010943,0.99989
-94603,Existing Customer,47,M,2,,Single,$80K - $120K,Blue,41,6,1,1,2877.0,1136,1741.0,0.7559999999999999,4006,68,0.478,0.395,3.6508000000000004e-05,0.9999600000000001
-94604,Existing Customer,53,F,1,College,Single,Less than $40K,Blue,45,3,2,2,2312.0,1997,315.0,0.787,5085,78,0.773,0.8640000000000001,0.00010387,0.9999
-94605,Existing Customer,46,F,3,Graduate,Married,$40K - $60K,Blue,39,3,3,2,2644.0,2126,518.0,0.748,3601,66,0.65,0.804,0.00018665,0.9998100000000001
-94606,Existing Customer,39,F,1,Uneducated,Single,Less than $40K,Blue,35,5,3,0,2062.0,1302,760.0,0.631,3785,63,0.75,0.631,6.4038e-05,0.9999399999999999
+94599,Attrited Customer,51,F,3,Graduate,Married,Less than $40K,Blue,46,1,4,3,2016.0,395,1621.0,0.711,2473,44,0.571,0.196,0.99737,0.0026282
+94600,Existing Customer,51,M,2,Post-Graduate,,$80K - $120K,Blue,43,4,2,0,4830.0,1970,2860.0,0.799,4850,80,0.633,0.408,4.9404e-05,0.99995
+94601,Attrited Customer,56,M,2,Graduate,Single,$80K - $120K,Blue,36,1,2,2,1438.3,0,1438.3,0.65,2123,37,0.542,0.0,0.99129,0.00871
+94602,Existing Customer,50,F,3,High School,Single,Less than $40K,Blue,36,4,3,1,1986.0,1614,372.0,0.554,4442,64,0.73,0.813,0.00010943,0.99989
+94603,Existing Customer,47,M,2,,Single,$80K - $120K,Blue,41,6,1,1,2877.0,1136,1741.0,0.756,4006,68,0.478,0.395,3.6508e-05,0.99996
+94604,Existing Customer,53,F,1,College,Single,Less than $40K,Blue,45,3,2,2,2312.0,1997,315.0,0.787,5085,78,0.773,0.864,0.00010387,0.9999
+94605,Existing Customer,46,F,3,Graduate,Married,$40K - $60K,Blue,39,3,3,2,2644.0,2126,518.0,0.748,3601,66,0.65,0.804,0.00018665,0.99981
+94606,Existing Customer,39,F,1,Uneducated,Single,Less than $40K,Blue,35,5,3,0,2062.0,1302,760.0,0.631,3785,63,0.75,0.631,6.4038e-05,0.99994
 94607,Existing Customer,50,F,1,Graduate,Married,Less than $40K,Blue,35,5,2,2,3510.0,1881,1629.0,0.66,3808,81,0.884,0.536,0.00010684,0.99989
-94608,Existing Customer,55,M,2,Graduate,Single,$80K - $120K,Blue,36,3,2,1,15026.0,916,14110.0,0.721,3281,63,0.8,0.061,6.864e-05,0.9999299999999999
-94609,Attrited Customer,50,M,3,College,,$80K - $120K,Blue,37,1,3,2,27186.0,0,27186.0,0.504,1704,34,0.478,0.0,0.9945200000000001,0.00548
-94610,Existing Customer,45,M,5,High School,Married,$60K - $80K,Blue,36,6,3,2,2174.0,877,1297.0,0.644,4596,71,0.449,0.40299999999999997,0.00018053,0.99982
-94611,Existing Customer,42,M,3,College,Single,$80K - $120K,Blue,36,6,1,0,29535.0,895,28640.0,0.9520000000000001,3934,74,0.644,0.03,2.0495999999999998e-05,0.99998
-94612,Existing Customer,50,F,2,High School,Single,Less than $40K,Blue,43,4,2,1,2974.0,2090,884.0,0.975,4297,88,0.833,0.703,6.6728e-05,0.9999299999999999
-94613,Attrited Customer,50,F,2,Graduate,,Less than $40K,Blue,36,5,2,2,1438.3,0,1438.3,0.6579999999999999,2329,43,0.593,0.0,0.99129,0.008709999999999999
-94614,Existing Customer,51,F,3,Uneducated,Married,Less than $40K,Blue,39,3,3,0,8148.0,701,7447.0,0.8190000000000001,4124,87,0.8909999999999999,0.086,7.0795e-05,0.9999299999999999
-94615,Existing Customer,48,F,4,Post-Graduate,Married,Less than $40K,Blue,31,6,6,4,2646.0,1983,663.0,0.7,4727,83,0.804,0.7490000000000001,0.00050267,0.9995
+94608,Existing Customer,55,M,2,Graduate,Single,$80K - $120K,Blue,36,3,2,1,15026.0,916,14110.0,0.721,3281,63,0.8,0.061,6.864e-05,0.99993
+94609,Attrited Customer,50,M,3,College,,$80K - $120K,Blue,37,1,3,2,27186.0,0,27186.0,0.504,1704,34,0.478,0.0,0.99452,0.00548
+94610,Existing Customer,45,M,5,High School,Married,$60K - $80K,Blue,36,6,3,2,2174.0,877,1297.0,0.644,4596,71,0.449,0.403,0.00018053,0.99982
+94611,Existing Customer,42,M,3,College,Single,$80K - $120K,Blue,36,6,1,0,29535.0,895,28640.0,0.952,3934,74,0.644,0.03,2.0496e-05,0.99998
+94612,Existing Customer,50,F,2,High School,Single,Less than $40K,Blue,43,4,2,1,2974.0,2090,884.0,0.975,4297,88,0.833,0.703,6.6728e-05,0.99993
+94613,Attrited Customer,50,F,2,Graduate,,Less than $40K,Blue,36,5,2,2,1438.3,0,1438.3,0.658,2329,43,0.593,0.0,0.99129,0.00871
+94614,Existing Customer,51,F,3,Uneducated,Married,Less than $40K,Blue,39,3,3,0,8148.0,701,7447.0,0.819,4124,87,0.891,0.086,7.0795e-05,0.99993
+94615,Existing Customer,48,F,4,Post-Graduate,Married,Less than $40K,Blue,31,6,6,4,2646.0,1983,663.0,0.7,4727,83,0.804,0.749,0.00050267,0.9995
 94616,Attrited Customer,37,F,3,,Single,,Blue,24,2,3,2,2054.0,0,2054.0,0.87,2567,43,0.593,0.0,0.99515,0.00484967
-94617,Attrited Customer,43,M,2,High School,Married,$120K +,Blue,36,6,2,4,34516.0,1477,33039.0,0.324,1868,40,0.212,0.043,0.9968600000000001,0.00313909
-94618,Existing Customer,37,F,1,High School,Single,Less than $40K,Blue,23,6,3,4,1879.0,1486,393.0,0.836,5202,88,0.6920000000000001,0.7909999999999999,0.00047086,0.9995299999999999
+94617,Attrited Customer,43,M,2,High School,Married,$120K +,Blue,36,6,2,4,34516.0,1477,33039.0,0.324,1868,40,0.212,0.043,0.99686,0.00313909
+94618,Existing Customer,37,F,1,High School,Single,Less than $40K,Blue,23,6,3,4,1879.0,1486,393.0,0.836,5202,88,0.692,0.791,0.00047086,0.99953
 94619,Existing Customer,45,M,4,High School,Single,$80K - $120K,Blue,34,3,2,3,15913.0,1696,14217.0,0.632,4472,86,0.792,0.107,0.00019517,0.9998
-94620,Existing Customer,44,F,2,High School,Single,Less than $40K,Blue,36,5,3,4,8685.0,0,8685.0,0.6659999999999999,2473,56,0.6,0.0,0.00050163,0.9995
+94620,Existing Customer,44,F,2,High School,Single,Less than $40K,Blue,36,5,3,4,8685.0,0,8685.0,0.666,2473,56,0.6,0.0,0.00050163,0.9995
 94621,Existing Customer,60,F,2,Uneducated,,$40K - $60K,Blue,52,4,3,2,2676.0,1740,936.0,0.735,3863,69,0.725,0.65,0.00018494,0.99982
 94622,Existing Customer,58,F,1,Post-Graduate,Single,Less than $40K,Blue,36,6,2,4,1438.3,0,1438.3,0.657,4722,89,0.745,0.0,0.00036066,0.99964
-94623,Existing Customer,42,M,2,Graduate,Single,$40K - $60K,Blue,28,3,1,3,1711.0,0,1711.0,0.983,4496,77,0.925,0.0,9.2637e-05,0.9999100000000001
-94624,Existing Customer,61,M,0,High School,Single,$40K - $60K,Blue,48,3,2,4,2572.0,1969,603.0,0.644,4313,84,0.787,0.7659999999999999,0.00027243,0.9997299999999999
-94625,Attrited Customer,56,M,4,High School,Married,$60K - $80K,Blue,43,6,2,6,4535.0,0,4535.0,0.831,2342,40,0.6,0.0,0.9990100000000001,0.0009875
-94626,Existing Customer,44,M,2,Graduate,Married,$60K - $80K,Blue,36,5,6,1,5950.0,1117,4833.0,0.57,4682,89,0.679,0.188,8.563100000000001e-05,0.9999100000000001
-94627,Attrited Customer,39,M,1,,Single,$40K - $60K,Blue,33,3,3,4,2088.0,975,1113.0,1.1440000000000001,2866,59,0.735,0.467,0.99813,0.00187387
-94628,Existing Customer,43,F,3,,Married,Less than $40K,Silver,32,4,3,2,10466.0,2080,8386.0,0.648,4116,64,0.684,0.19899999999999998,0.00018538,0.9998100000000001
-94629,Existing Customer,39,M,2,Graduate,Married,$60K - $80K,Blue,23,5,2,1,4761.0,1561,3200.0,0.69,2045,53,1.65,0.32799999999999996,6.864e-05,0.9999299999999999
-94630,Existing Customer,50,F,4,,Married,Less than $40K,Blue,45,4,1,4,1488.0,755,733.0,0.7829999999999999,4451,65,0.711,0.507,0.00018218,0.99982
+94623,Existing Customer,42,M,2,Graduate,Single,$40K - $60K,Blue,28,3,1,3,1711.0,0,1711.0,0.983,4496,77,0.925,0.0,9.2637e-05,0.99991
+94624,Existing Customer,61,M,0,High School,Single,$40K - $60K,Blue,48,3,2,4,2572.0,1969,603.0,0.644,4313,84,0.787,0.766,0.00027243,0.99973
+94625,Attrited Customer,56,M,4,High School,Married,$60K - $80K,Blue,43,6,2,6,4535.0,0,4535.0,0.831,2342,40,0.6,0.0,0.99901,0.0009875
+94626,Existing Customer,44,M,2,Graduate,Married,$60K - $80K,Blue,36,5,6,1,5950.0,1117,4833.0,0.57,4682,89,0.679,0.188,8.5631e-05,0.99991
+94627,Attrited Customer,39,M,1,,Single,$40K - $60K,Blue,33,3,3,4,2088.0,975,1113.0,1.144,2866,59,0.735,0.467,0.99813,0.00187387
+94628,Existing Customer,43,F,3,,Married,Less than $40K,Silver,32,4,3,2,10466.0,2080,8386.0,0.648,4116,64,0.684,0.199,0.00018538,0.99981
+94629,Existing Customer,39,M,2,Graduate,Married,$60K - $80K,Blue,23,5,2,1,4761.0,1561,3200.0,0.69,2045,53,1.65,0.328,6.864e-05,0.99993
+94630,Existing Customer,50,F,4,,Married,Less than $40K,Blue,45,4,1,4,1488.0,755,733.0,0.783,4451,65,0.711,0.507,0.00018218,0.99982
 94631,Existing Customer,44,M,2,College,Married,$60K - $80K,Blue,27,3,1,2,19114.0,1754,17360.0,0.865,4413,69,0.725,0.092,5.3547e-05,0.99995
-94632,Existing Customer,30,F,1,Uneducated,Single,,Blue,24,3,5,4,7536.0,1272,6264.0,0.6829999999999999,4189,86,0.9109999999999999,0.16899999999999998,0.00055621,0.99944
+94632,Existing Customer,30,F,1,Uneducated,Single,,Blue,24,3,5,4,7536.0,1272,6264.0,0.683,4189,86,0.911,0.169,0.00055621,0.99944
 94633,Existing Customer,47,F,1,Graduate,Single,,Blue,37,6,3,3,2441.0,1672,769.0,0.893,4439,74,0.682,0.685,0.00028395,0.99972
 94634,Existing Customer,47,M,3,Graduate,Married,$80K - $120K,Blue,42,6,3,3,13189.0,1205,11984.0,0.708,3821,83,0.66,0.091,0.0003139,0.99969
-94635,Attrited Customer,49,F,3,Post-Graduate,Married,Less than $40K,Blue,35,3,3,2,1914.0,0,1914.0,0.677,2687,41,0.414,0.0,0.9954700000000001,0.00453174
-94636,Existing Customer,42,F,2,Graduate,Divorced,$40K - $60K,Blue,31,6,2,1,2468.0,1850,618.0,0.775,4483,77,0.54,0.75,6.864e-05,0.9999299999999999
-94637,Existing Customer,57,F,1,,Single,Less than $40K,Blue,44,4,3,2,2564.0,1258,1306.0,1.156,2673,43,0.87,0.491,0.00018558,0.9998100000000001
-94638,Attrited Customer,43,F,4,,Married,Less than $40K,Blue,24,6,2,3,1679.0,951,728.0,0.706,2492,43,0.593,0.5660000000000001,0.99549,0.00451007
+94635,Attrited Customer,49,F,3,Post-Graduate,Married,Less than $40K,Blue,35,3,3,2,1914.0,0,1914.0,0.677,2687,41,0.414,0.0,0.99547,0.00453174
+94636,Existing Customer,42,F,2,Graduate,Divorced,$40K - $60K,Blue,31,6,2,1,2468.0,1850,618.0,0.775,4483,77,0.54,0.75,6.864e-05,0.99993
+94637,Existing Customer,57,F,1,,Single,Less than $40K,Blue,44,4,3,2,2564.0,1258,1306.0,1.156,2673,43,0.87,0.491,0.00018558,0.99981
+94638,Attrited Customer,43,F,4,,Married,Less than $40K,Blue,24,6,2,3,1679.0,951,728.0,0.706,2492,43,0.593,0.566,0.99549,0.00451007
 94639,Existing Customer,44,F,3,High School,Single,$40K - $60K,Blue,37,4,1,1,3410.0,1110,2300.0,0.63,5102,63,0.615,0.326,3.3505e-05,0.99997
-94640,Existing Customer,45,F,3,Uneducated,Married,Less than $40K,Blue,38,6,5,1,2728.0,0,2728.0,0.879,4554,75,0.7440000000000001,0.0,0.00012927,0.99987
+94640,Existing Customer,45,F,3,Uneducated,Married,Less than $40K,Blue,38,6,5,1,2728.0,0,2728.0,0.879,4554,75,0.744,0.0,0.00012927,0.99987
 94641,Existing Customer,51,M,3,High School,Single,$60K - $80K,Blue,43,5,3,3,7119.0,1513,5606.0,0.925,4969,84,0.909,0.213,0.00030516,0.99969
-94642,Existing Customer,57,F,0,High School,Divorced,Less than $40K,Blue,36,5,1,3,3532.0,869,2663.0,1.038,4297,64,0.778,0.24600000000000002,7.727899999999999e-05,0.99992
+94642,Existing Customer,57,F,0,High School,Divorced,Less than $40K,Blue,36,5,1,3,3532.0,869,2663.0,1.038,4297,64,0.778,0.246,7.7279e-05,0.99992
 94643,Existing Customer,60,F,1,Uneducated,Single,,Blue,50,6,3,3,7459.0,1717,5742.0,1.001,4328,68,0.581,0.23,0.00029196,0.99971
-94644,Existing Customer,64,F,0,Graduate,Single,Less than $40K,Blue,56,4,2,3,2294.0,1582,712.0,0.775,3951,79,0.8809999999999999,0.69,0.00016428,0.99984
-94645,Existing Customer,37,M,3,Graduate,Married,$80K - $120K,Blue,18,5,3,2,1663.0,0,1663.0,0.778,3950,82,0.8640000000000001,0.0,0.00018665,0.9998100000000001
+94644,Existing Customer,64,F,0,Graduate,Single,Less than $40K,Blue,56,4,2,3,2294.0,1582,712.0,0.775,3951,79,0.881,0.69,0.00016428,0.99984
+94645,Existing Customer,37,M,3,Graduate,Married,$80K - $120K,Blue,18,5,3,2,1663.0,0,1663.0,0.778,3950,82,0.864,0.0,0.00018665,0.99981
 94646,Existing Customer,49,F,3,,Single,$40K - $60K,Blue,42,4,3,4,5129.0,1654,3475.0,0.618,3192,61,0.848,0.322,0.00058851,0.99941
-94647,Attrited Customer,53,F,4,Graduate,Married,Less than $40K,Blue,37,3,2,3,1722.0,0,1722.0,0.863,2141,35,0.34600000000000003,0.0,0.9950399999999999,0.00495524
+94647,Attrited Customer,53,F,4,Graduate,Married,Less than $40K,Blue,37,3,2,3,1722.0,0,1722.0,0.863,2141,35,0.346,0.0,0.99504,0.00495524
 94648,Existing Customer,46,F,4,Graduate,Married,,Blue,40,5,3,4,2586.0,1270,1316.0,0.675,4481,77,0.925,0.491,0.00054115,0.99946
-94649,Existing Customer,50,F,2,High School,Single,Less than $40K,Blue,46,5,3,2,8708.0,996,7712.0,0.527,3927,60,0.935,0.114,0.00017486,0.9998299999999999
+94649,Existing Customer,50,F,2,High School,Single,Less than $40K,Blue,46,5,3,2,8708.0,996,7712.0,0.527,3927,60,0.935,0.114,0.00017486,0.99983
 94650,Existing Customer,56,F,3,,Single,Less than $40K,Blue,50,5,2,2,8869.0,0,8869.0,0.721,3270,63,0.8,0.0,0.00012982,0.99987
-94651,Existing Customer,45,F,3,Graduate,Married,Less than $40K,Blue,34,6,2,3,2641.0,1336,1305.0,1.0190000000000001,4224,77,0.7909999999999999,0.506,0.00019864,0.9998
-94652,Existing Customer,43,M,4,High School,Divorced,$80K - $120K,Blue,36,3,3,2,34516.0,1048,33468.0,0.8640000000000001,4192,73,0.738,0.03,0.00018339,0.99982
-94653,Existing Customer,52,M,2,,Married,$80K - $120K,Silver,48,6,6,1,34516.0,1473,33043.0,0.642,4254,73,0.5870000000000001,0.043,8.5047e-05,0.9999100000000001
+94651,Existing Customer,45,F,3,Graduate,Married,Less than $40K,Blue,34,6,2,3,2641.0,1336,1305.0,1.019,4224,77,0.791,0.506,0.00019864,0.9998
+94652,Existing Customer,43,M,4,High School,Divorced,$80K - $120K,Blue,36,3,3,2,34516.0,1048,33468.0,0.864,4192,73,0.738,0.03,0.00018339,0.99982
+94653,Existing Customer,52,M,2,,Married,$80K - $120K,Silver,48,6,6,1,34516.0,1473,33043.0,0.642,4254,73,0.587,0.043,8.5047e-05,0.99991
 94654,Existing Customer,47,F,3,,Single,Less than $40K,Blue,36,3,1,4,1965.0,1175,790.0,0.657,4579,87,0.74,0.598,0.00018025,0.99982
-94655,Existing Customer,50,F,0,High School,Married,Less than $40K,Blue,36,4,3,2,1513.0,0,1513.0,0.8540000000000001,4759,98,0.7190000000000001,0.0,0.00015005,0.99985
+94655,Existing Customer,50,F,0,High School,Married,Less than $40K,Blue,36,4,3,2,1513.0,0,1513.0,0.854,4759,98,0.719,0.0,0.00015005,0.99985
 94656,Attrited Customer,42,M,4,College,Single,$40K - $60K,Blue,36,5,2,3,10543.0,0,10543.0,0.509,1841,39,0.5,0.0,0.9949,0.0051
-94657,Existing Customer,49,M,1,Graduate,Single,$80K - $120K,Blue,42,6,2,1,17764.0,1459,16305.0,0.9640000000000001,2750,57,0.9,0.08199999999999999,6.4428e-05,0.9999399999999999
-94658,Existing Customer,50,F,2,Graduate,Single,$40K - $60K,Blue,43,4,1,3,1438.3,0,1438.3,1.196,4512,77,0.833,0.0,9.2637e-05,0.9999100000000001
-94659,Existing Customer,49,F,2,College,Single,$40K - $60K,Blue,36,3,2,1,6371.0,1946,4425.0,0.5820000000000001,3592,79,0.7559999999999999,0.305,6.6734e-05,0.9999299999999999
-94660,Existing Customer,43,M,4,Graduate,Divorced,$80K - $120K,Blue,36,5,1,1,19188.0,1622,17566.0,0.75,4282,52,0.9259999999999999,0.085,3.4833000000000003e-05,0.99997
-94661,Existing Customer,60,M,0,College,,Less than $40K,Blue,47,6,3,3,3076.0,2257,819.0,0.795,4522,75,0.47100000000000003,0.7340000000000001,0.00025239,0.99975
-94662,Existing Customer,49,M,4,Graduate,Single,$40K - $60K,Blue,42,3,3,2,2822.0,1501,1321.0,1.043,4344,68,1.194,0.532,0.00018864,0.9998100000000001
-94663,Attrited Customer,42,F,4,College,Married,$40K - $60K,Blue,37,3,3,1,4139.0,0,4139.0,0.547,2232,41,0.46399999999999997,0.0,0.9910399999999999,0.00896
-94664,Existing Customer,42,M,3,College,Single,$80K - $120K,Silver,26,3,2,2,34516.0,904,33612.0,0.726,3910,68,0.659,0.026000000000000002,0.00010375,0.9999
-94665,Existing Customer,43,M,3,Graduate,Single,$120K +,Blue,23,5,2,2,4121.0,2084,2037.0,0.807,3462,49,1.042,0.506,0.00011811,0.9998799999999999
-94666,Existing Customer,42,F,2,Doctorate,,Less than $40K,Silver,36,6,1,2,10074.0,1079,8995.0,0.813,3338,65,0.711,0.107,7.201600000000001e-05,0.9999299999999999
-94667,Existing Customer,43,M,5,Uneducated,Married,$60K - $80K,Blue,36,6,2,4,2621.0,598,2023.0,0.9670000000000001,4852,85,0.7709999999999999,0.228,0.00034664,0.99965
-94668,Existing Customer,47,M,1,High School,Married,$60K - $80K,Blue,29,3,2,2,3394.0,0,3394.0,0.45399999999999996,3115,69,0.816,0.0,0.00010386,0.9999
+94657,Existing Customer,49,M,1,Graduate,Single,$80K - $120K,Blue,42,6,2,1,17764.0,1459,16305.0,0.964,2750,57,0.9,0.082,6.4428e-05,0.99994
+94658,Existing Customer,50,F,2,Graduate,Single,$40K - $60K,Blue,43,4,1,3,1438.3,0,1438.3,1.196,4512,77,0.833,0.0,9.2637e-05,0.99991
+94659,Existing Customer,49,F,2,College,Single,$40K - $60K,Blue,36,3,2,1,6371.0,1946,4425.0,0.582,3592,79,0.756,0.305,6.6734e-05,0.99993
+94660,Existing Customer,43,M,4,Graduate,Divorced,$80K - $120K,Blue,36,5,1,1,19188.0,1622,17566.0,0.75,4282,52,0.926,0.085,3.4833e-05,0.99997
+94661,Existing Customer,60,M,0,College,,Less than $40K,Blue,47,6,3,3,3076.0,2257,819.0,0.795,4522,75,0.471,0.734,0.00025239,0.99975
+94662,Existing Customer,49,M,4,Graduate,Single,$40K - $60K,Blue,42,3,3,2,2822.0,1501,1321.0,1.043,4344,68,1.194,0.532,0.00018864,0.99981
+94663,Attrited Customer,42,F,4,College,Married,$40K - $60K,Blue,37,3,3,1,4139.0,0,4139.0,0.547,2232,41,0.464,0.0,0.99104,0.00896
+94664,Existing Customer,42,M,3,College,Single,$80K - $120K,Silver,26,3,2,2,34516.0,904,33612.0,0.726,3910,68,0.659,0.026,0.00010375,0.9999
+94665,Existing Customer,43,M,3,Graduate,Single,$120K +,Blue,23,5,2,2,4121.0,2084,2037.0,0.807,3462,49,1.042,0.506,0.00011811,0.99988
+94666,Existing Customer,42,F,2,Doctorate,,Less than $40K,Silver,36,6,1,2,10074.0,1079,8995.0,0.813,3338,65,0.711,0.107,7.2016e-05,0.99993
+94667,Existing Customer,43,M,5,Uneducated,Married,$60K - $80K,Blue,36,6,2,4,2621.0,598,2023.0,0.967,4852,85,0.771,0.228,0.00034664,0.99965
+94668,Existing Customer,47,M,1,High School,Married,$60K - $80K,Blue,29,3,2,2,3394.0,0,3394.0,0.454,3115,69,0.816,0.0,0.00010386,0.9999
 94669,Existing Customer,56,M,1,Uneducated,Single,$80K - $120K,Blue,45,3,1,2,17628.0,1414,16214.0,0.603,3991,76,0.617,0.08,5.3155e-05,0.99995
 94670,Existing Customer,56,M,2,Doctorate,Single,$80K - $120K,Blue,48,4,3,3,4480.0,2465,2015.0,0.772,3331,74,0.682,0.55,0.00043772,0.99956
-94671,Existing Customer,43,F,3,High School,,Less than $40K,Blue,39,5,3,2,3370.0,2284,1086.0,0.6729999999999999,4084,70,0.628,0.6779999999999999,0.00018145,0.99982
+94671,Existing Customer,43,F,3,High School,,Less than $40K,Blue,39,5,3,2,3370.0,2284,1086.0,0.673,4084,70,0.628,0.678,0.00018145,0.99982
 94672,Attrited Customer,38,M,2,,Single,$60K - $80K,Blue,33,2,3,2,12871.0,0,12871.0,0.598,2413,53,0.606,0.0,0.99497,0.00503
 94673,Existing Customer,47,F,1,Graduate,Married,,Blue,34,3,2,2,3112.0,2023,1089.0,0.757,4613,86,0.593,0.65,0.00010684,0.99989
-94674,Attrited Customer,57,F,3,,Single,Less than $40K,Blue,49,1,3,5,1551.0,790,761.0,0.8109999999999999,2379,46,0.769,0.509,0.99902,0.00098036
-94675,Existing Customer,44,M,3,Graduate,Single,$60K - $80K,Blue,37,5,2,3,1682.0,930,752.0,0.903,3309,67,1.03,0.5529999999999999,0.00019864,0.9998
+94674,Attrited Customer,57,F,3,,Single,Less than $40K,Blue,49,1,3,5,1551.0,790,761.0,0.811,2379,46,0.769,0.509,0.99902,0.00098036
+94675,Existing Customer,44,M,3,Graduate,Single,$60K - $80K,Blue,37,5,2,3,1682.0,930,752.0,0.903,3309,67,1.03,0.553,0.00019864,0.9998
 94676,Existing Customer,42,F,1,High School,Married,Less than $40K,Blue,36,5,3,3,2758.0,2017,741.0,0.883,4119,73,1.028,0.731,0.00027604,0.99972
-94677,Existing Customer,49,F,1,High School,Married,Less than $40K,Blue,39,5,2,2,1909.0,866,1043.0,0.88,4697,83,0.8440000000000001,0.45399999999999996,0.00010386,0.9999
-94678,Existing Customer,48,M,2,High School,Married,$80K - $120K,Blue,44,5,1,2,11332.0,1647,9685.0,0.542,4674,72,0.7140000000000001,0.145,5.3541999999999997e-05,0.99995
-94679,Existing Customer,44,M,5,Doctorate,Single,$120K +,Blue,31,5,1,2,7567.0,2496,5071.0,0.7090000000000001,4076,60,0.579,0.33,8.2285e-05,0.99992
-94680,Attrited Customer,42,M,4,,Married,$60K - $80K,Blue,36,3,2,2,6743.0,1737,5006.0,0.598,1934,30,0.579,0.258,0.99244,0.007559999999999999
-94681,Attrited Customer,48,M,4,,Single,$80K - $120K,Blue,36,3,3,3,32838.0,1717,31121.0,0.995,2538,42,0.4,0.052000000000000005,0.9971399999999999,0.00285845
+94677,Existing Customer,49,F,1,High School,Married,Less than $40K,Blue,39,5,2,2,1909.0,866,1043.0,0.88,4697,83,0.844,0.454,0.00010386,0.9999
+94678,Existing Customer,48,M,2,High School,Married,$80K - $120K,Blue,44,5,1,2,11332.0,1647,9685.0,0.542,4674,72,0.714,0.145,5.3542e-05,0.99995
+94679,Existing Customer,44,M,5,Doctorate,Single,$120K +,Blue,31,5,1,2,7567.0,2496,5071.0,0.709,4076,60,0.579,0.33,8.2285e-05,0.99992
+94680,Attrited Customer,42,M,4,,Married,$60K - $80K,Blue,36,3,2,2,6743.0,1737,5006.0,0.598,1934,30,0.579,0.258,0.99244,0.00756
+94681,Attrited Customer,48,M,4,,Single,$80K - $120K,Blue,36,3,3,3,32838.0,1717,31121.0,0.995,2538,42,0.4,0.052,0.99714,0.00285845
 94682,Attrited Customer,42,F,3,Doctorate,Single,Less than $40K,Blue,30,2,3,3,1438.3,0,1438.3,0.373,1693,37,0.423,0.0,0.9978,0.00219584
-94683,Existing Customer,43,M,4,,Married,$80K - $120K,Blue,38,5,1,2,2510.0,1508,1002.0,0.728,3623,63,0.853,0.601,6.3492e-05,0.9999399999999999
-94684,Existing Customer,50,F,3,Uneducated,,Less than $40K,Blue,43,6,2,1,3199.0,2517,682.0,0.6990000000000001,4483,87,0.7759999999999999,0.787,7.3235e-05,0.9999299999999999
-94685,Existing Customer,35,F,1,High School,Married,Less than $40K,Blue,26,4,2,3,1918.0,900,1018.0,0.873,4237,76,0.9,0.469,0.00017468,0.9998299999999999
-94686,Attrited Customer,47,M,2,High School,Married,$60K - $80K,Blue,39,2,3,1,18660.0,728,17932.0,0.40299999999999997,1682,43,0.303,0.039,0.99061,0.00939
+94683,Existing Customer,43,M,4,,Married,$80K - $120K,Blue,38,5,1,2,2510.0,1508,1002.0,0.728,3623,63,0.853,0.601,6.3492e-05,0.99994
+94684,Existing Customer,50,F,3,Uneducated,,Less than $40K,Blue,43,6,2,1,3199.0,2517,682.0,0.699,4483,87,0.776,0.787,7.3235e-05,0.99993
+94685,Existing Customer,35,F,1,High School,Married,Less than $40K,Blue,26,4,2,3,1918.0,900,1018.0,0.873,4237,76,0.9,0.469,0.00017468,0.99983
+94686,Attrited Customer,47,M,2,High School,Married,$60K - $80K,Blue,39,2,3,1,18660.0,728,17932.0,0.403,1682,43,0.303,0.039,0.99061,0.00939
 94687,Attrited Customer,41,M,3,Post-Graduate,,$80K - $120K,Blue,33,3,2,3,7591.0,0,7591.0,0.648,2302,42,0.5,0.0,0.99574,0.00425916
-94688,Existing Customer,43,M,2,College,Single,$120K +,Blue,37,6,3,1,14315.0,1348,12967.0,0.6809999999999999,3694,67,0.718,0.094,0.00010546,0.99989
-94689,Existing Customer,64,F,1,High School,Divorced,,Blue,36,3,3,1,18038.0,1184,16854.0,0.8270000000000001,4168,64,0.6,0.066,9.8983e-05,0.9999
+94688,Existing Customer,43,M,2,College,Single,$120K +,Blue,37,6,3,1,14315.0,1348,12967.0,0.681,3694,67,0.718,0.094,0.00010546,0.99989
+94689,Existing Customer,64,F,1,High School,Divorced,,Blue,36,3,3,1,18038.0,1184,16854.0,0.827,4168,64,0.6,0.066,9.8983e-05,0.9999
 94690,Existing Customer,42,F,4,Graduate,Single,Less than $40K,Blue,34,3,2,3,1853.0,0,1853.0,0.846,4544,72,0.565,0.0,0.00020077,0.9998
-94691,Existing Customer,49,M,5,Doctorate,Single,$40K - $60K,Blue,43,3,1,1,4951.0,2002,2949.0,0.684,4192,62,0.55,0.40399999999999997,4.9622e-05,0.99995
+94691,Existing Customer,49,M,5,Doctorate,Single,$40K - $60K,Blue,43,3,1,1,4951.0,2002,2949.0,0.684,4192,62,0.55,0.404,4.9622e-05,0.99995
 94692,Existing Customer,46,M,3,Uneducated,Single,$120K +,Blue,27,4,2,3,34516.0,2213,32303.0,0.584,4492,71,0.821,0.064,0.00020424,0.9998
 94693,Attrited Customer,51,F,0,Graduate,Married,Less than $40K,Blue,32,4,2,3,1757.0,331,1426.0,0.879,2377,47,0.516,0.188,0.99395,0.00605
-94694,Existing Customer,47,M,5,Graduate,Married,$60K - $80K,Blue,38,5,3,4,24033.0,612,23421.0,0.635,3578,75,0.531,0.025,0.00053272,0.9994700000000001
-94695,Existing Customer,38,F,2,,Single,$40K - $60K,Blue,29,5,3,2,3276.0,2331,945.0,0.5670000000000001,4345,68,0.511,0.7120000000000001,0.00019771,0.9998
-94696,Existing Customer,52,M,1,,Married,$120K +,Blue,40,4,1,2,3614.0,0,3614.0,0.6709999999999999,4561,82,0.907,0.0,5.6825e-05,0.9999399999999999
-94697,Existing Customer,47,M,4,High School,Divorced,$60K - $80K,Blue,36,6,1,3,1943.0,1654,289.0,0.648,3392,70,0.591,0.851,9.444700000000001e-05,0.9999100000000001
-94698,Attrited Customer,40,F,2,Post-Graduate,Married,$40K - $60K,Blue,25,2,2,4,3795.0,2517,1278.0,0.563,1633,32,0.778,0.6629999999999999,0.99741,0.00259482
+94694,Existing Customer,47,M,5,Graduate,Married,$60K - $80K,Blue,38,5,3,4,24033.0,612,23421.0,0.635,3578,75,0.531,0.025,0.00053272,0.99947
+94695,Existing Customer,38,F,2,,Single,$40K - $60K,Blue,29,5,3,2,3276.0,2331,945.0,0.567,4345,68,0.511,0.712,0.00019771,0.9998
+94696,Existing Customer,52,M,1,,Married,$120K +,Blue,40,4,1,2,3614.0,0,3614.0,0.671,4561,82,0.907,0.0,5.6825e-05,0.99994
+94697,Existing Customer,47,M,4,High School,Divorced,$60K - $80K,Blue,36,6,1,3,1943.0,1654,289.0,0.648,3392,70,0.591,0.851,9.4447e-05,0.99991
+94698,Attrited Customer,40,F,2,Post-Graduate,Married,$40K - $60K,Blue,25,2,2,4,3795.0,2517,1278.0,0.563,1633,32,0.778,0.663,0.99741,0.00259482
 94699,Existing Customer,43,F,3,Graduate,Single,Less than $40K,Blue,30,3,3,1,4075.0,2189,1886.0,0.695,3956,71,0.732,0.537,0.00011256,0.99989
-94700,Attrited Customer,48,F,1,Graduate,Single,Less than $40K,Blue,41,6,2,4,3001.0,482,2519.0,0.8140000000000001,2403,42,0.615,0.161,0.99675,0.00325077
-94701,Existing Customer,47,M,4,,,Less than $40K,Blue,37,6,3,3,5726.0,834,4892.0,0.569,2311,58,0.48700000000000004,0.146,0.00034872,0.99965
-94702,Existing Customer,54,F,3,Graduate,Single,Less than $40K,Blue,44,3,2,3,2077.0,1634,443.0,0.7709999999999999,4292,66,0.833,0.787,0.00019864,0.9998
-94703,Existing Customer,41,F,2,Graduate,Married,Less than $40K,Blue,30,6,2,4,2157.0,721,1436.0,0.769,4250,85,0.889,0.33399999999999996,0.00032656,0.9996700000000001
-94704,Existing Customer,40,F,3,College,,$40K - $60K,Blue,20,6,2,2,2037.0,1349,688.0,0.743,4574,84,0.7140000000000001,0.662,0.00011483,0.99989
-94705,Existing Customer,33,M,2,Doctorate,Single,$120K +,Blue,23,5,1,1,14914.0,1102,13812.0,0.823,4478,87,0.6729999999999999,0.07400000000000001,4.8064e-05,0.99995
-94706,Existing Customer,47,F,2,High School,Single,Less than $40K,Blue,39,5,3,2,1580.0,620,960.0,0.746,4384,70,0.522,0.392,0.00017486,0.9998299999999999
-94707,Existing Customer,46,M,3,College,Married,$60K - $80K,Blue,38,5,3,4,15483.0,1719,13764.0,0.6859999999999999,4678,80,0.509,0.111,0.00052057,0.9994799999999999
+94700,Attrited Customer,48,F,1,Graduate,Single,Less than $40K,Blue,41,6,2,4,3001.0,482,2519.0,0.814,2403,42,0.615,0.161,0.99675,0.00325077
+94701,Existing Customer,47,M,4,,,Less than $40K,Blue,37,6,3,3,5726.0,834,4892.0,0.569,2311,58,0.487,0.146,0.00034872,0.99965
+94702,Existing Customer,54,F,3,Graduate,Single,Less than $40K,Blue,44,3,2,3,2077.0,1634,443.0,0.771,4292,66,0.833,0.787,0.00019864,0.9998
+94703,Existing Customer,41,F,2,Graduate,Married,Less than $40K,Blue,30,6,2,4,2157.0,721,1436.0,0.769,4250,85,0.889,0.334,0.00032656,0.99967
+94704,Existing Customer,40,F,3,College,,$40K - $60K,Blue,20,6,2,2,2037.0,1349,688.0,0.743,4574,84,0.714,0.662,0.00011483,0.99989
+94705,Existing Customer,33,M,2,Doctorate,Single,$120K +,Blue,23,5,1,1,14914.0,1102,13812.0,0.823,4478,87,0.673,0.074,4.8064e-05,0.99995
+94706,Existing Customer,47,F,2,High School,Single,Less than $40K,Blue,39,5,3,2,1580.0,620,960.0,0.746,4384,70,0.522,0.392,0.00017486,0.99983
+94707,Existing Customer,46,M,3,College,Married,$60K - $80K,Blue,38,5,3,4,15483.0,1719,13764.0,0.686,4678,80,0.509,0.111,0.00052057,0.99948
 94708,Attrited Customer,44,F,2,Doctorate,Divorced,Less than $40K,Blue,36,1,2,2,1916.0,0,1916.0,1.041,2888,39,0.444,0.0,0.99397,0.00603
-94709,Attrited Customer,51,M,3,Graduate,Single,$80K - $120K,Blue,36,6,3,3,3610.0,1554,2056.0,0.501,2216,34,0.308,0.43,0.9968299999999999,0.00317458
-94710,Existing Customer,48,F,3,Graduate,Married,Less than $40K,Blue,36,3,2,2,1667.0,0,1667.0,0.6859999999999999,4385,80,0.951,0.0,0.00011811,0.9998799999999999
-94711,Existing Customer,51,F,1,High School,Single,Less than $40K,Blue,47,4,3,1,1438.3,0,1438.3,0.826,4242,70,0.45799999999999996,0.0,9.8983e-05,0.9999
-94712,Attrited Customer,48,F,1,Graduate,Married,Less than $40K,Blue,42,3,3,2,1942.0,860,1082.0,0.708,2522,42,0.312,0.44299999999999995,0.99411,0.00589
-94713,Existing Customer,48,F,4,Uneducated,Single,,Blue,44,4,3,0,2231.0,0,2231.0,0.7120000000000001,3946,48,1.286,0.0,7.1552e-05,0.9999299999999999
-94714,Existing Customer,50,F,4,College,Married,,Blue,36,4,2,2,6465.0,1863,4602.0,0.39899999999999997,4490,68,0.789,0.28800000000000003,0.00011605,0.9998799999999999
+94709,Attrited Customer,51,M,3,Graduate,Single,$80K - $120K,Blue,36,6,3,3,3610.0,1554,2056.0,0.501,2216,34,0.308,0.43,0.99683,0.00317458
+94710,Existing Customer,48,F,3,Graduate,Married,Less than $40K,Blue,36,3,2,2,1667.0,0,1667.0,0.686,4385,80,0.951,0.0,0.00011811,0.99988
+94711,Existing Customer,51,F,1,High School,Single,Less than $40K,Blue,47,4,3,1,1438.3,0,1438.3,0.826,4242,70,0.458,0.0,9.8983e-05,0.9999
+94712,Attrited Customer,48,F,1,Graduate,Married,Less than $40K,Blue,42,3,3,2,1942.0,860,1082.0,0.708,2522,42,0.312,0.443,0.99411,0.00589
+94713,Existing Customer,48,F,4,Uneducated,Single,,Blue,44,4,3,0,2231.0,0,2231.0,0.712,3946,48,1.286,0.0,7.1552e-05,0.99993
+94714,Existing Customer,50,F,4,College,Married,,Blue,36,4,2,2,6465.0,1863,4602.0,0.399,4490,68,0.789,0.288,0.00011605,0.99988
 94715,Existing Customer,35,M,2,High School,,$40K - $60K,Blue,19,4,3,3,8599.0,938,7661.0,0.537,3015,64,0.73,0.109,0.00029408,0.99971
-94716,Existing Customer,35,F,4,Graduate,Single,Less than $40K,Blue,22,6,3,3,1438.3,0,1438.3,0.512,3427,64,0.8290000000000001,0.0,0.00031726,0.9996799999999999
-94717,Existing Customer,51,F,1,Graduate,Single,Less than $40K,Blue,37,4,3,4,4402.0,697,3705.0,0.7,3325,76,0.652,0.158,0.00048435,0.9995200000000001
-94718,Existing Customer,50,M,0,,Divorced,$60K - $80K,Blue,36,3,3,2,5444.0,2499,2945.0,0.46799999999999997,4509,80,0.667,0.45899999999999996,0.00016966,0.9998299999999999
-94719,Existing Customer,50,F,2,High School,Married,Less than $40K,Blue,36,6,2,1,1438.3,0,1438.3,0.909,4697,82,0.907,0.0,6.6728e-05,0.9999299999999999
-94720,Attrited Customer,54,F,1,,Married,Less than $40K,Blue,40,1,1,4,1438.3,0,1438.3,0.43,1632,36,0.44,0.0,0.9939100000000001,0.00609
-94721,Existing Customer,45,F,5,,Single,Less than $40K,Blue,36,4,2,0,2679.0,1558,1121.0,0.997,4756,73,0.5529999999999999,0.5820000000000001,4.7646000000000004e-05,0.99995
+94716,Existing Customer,35,F,4,Graduate,Single,Less than $40K,Blue,22,6,3,3,1438.3,0,1438.3,0.512,3427,64,0.829,0.0,0.00031726,0.99968
+94717,Existing Customer,51,F,1,Graduate,Single,Less than $40K,Blue,37,4,3,4,4402.0,697,3705.0,0.7,3325,76,0.652,0.158,0.00048435,0.99952
+94718,Existing Customer,50,M,0,,Divorced,$60K - $80K,Blue,36,3,3,2,5444.0,2499,2945.0,0.468,4509,80,0.667,0.459,0.00016966,0.99983
+94719,Existing Customer,50,F,2,High School,Married,Less than $40K,Blue,36,6,2,1,1438.3,0,1438.3,0.909,4697,82,0.907,0.0,6.6728e-05,0.99993
+94720,Attrited Customer,54,F,1,,Married,Less than $40K,Blue,40,1,1,4,1438.3,0,1438.3,0.43,1632,36,0.44,0.0,0.99391,0.00609
+94721,Existing Customer,45,F,5,,Single,Less than $40K,Blue,36,4,2,0,2679.0,1558,1121.0,0.997,4756,73,0.553,0.582,4.7646e-05,0.99995
 94722,Existing Customer,31,F,0,Post-Graduate,Single,Less than $40K,Blue,19,6,3,1,2766.0,1731,1035.0,0.569,3959,71,0.732,0.626,0.00010953,0.99989
 94723,Existing Customer,42,M,3,Graduate,Single,$60K - $80K,Silver,22,5,3,1,25293.0,1140,24153.0,1.01,4059,80,0.86,0.045,0.00010171,0.9999
-94724,Existing Customer,45,F,2,Post-Graduate,Single,,Blue,37,3,3,4,2707.0,1796,911.0,0.597,4077,70,1.0590000000000002,0.6629999999999999,0.00060712,0.99939
-94725,Attrited Customer,45,F,4,Graduate,,Less than $40K,Blue,33,1,3,2,1748.0,1103,645.0,0.7390000000000001,2335,41,0.708,0.631,0.9947299999999999,0.00527
-94726,Existing Customer,45,F,3,High School,Single,$40K - $60K,Blue,26,3,2,4,4034.0,1867,2167.0,0.6559999999999999,3718,72,0.7559999999999999,0.46299999999999997,0.00032942,0.9996700000000001
-94727,Existing Customer,53,M,0,Uneducated,Divorced,$120K +,Blue,47,5,2,1,26129.0,1752,24377.0,0.742,4919,75,0.7440000000000001,0.067,6.0563e-05,0.9999399999999999
+94724,Existing Customer,45,F,2,Post-Graduate,Single,,Blue,37,3,3,4,2707.0,1796,911.0,0.597,4077,70,1.059,0.663,0.00060712,0.99939
+94725,Attrited Customer,45,F,4,Graduate,,Less than $40K,Blue,33,1,3,2,1748.0,1103,645.0,0.739,2335,41,0.708,0.631,0.99473,0.00527
+94726,Existing Customer,45,F,3,High School,Single,$40K - $60K,Blue,26,3,2,4,4034.0,1867,2167.0,0.656,3718,72,0.756,0.463,0.00032942,0.99967
+94727,Existing Customer,53,M,0,Uneducated,Divorced,$120K +,Blue,47,5,2,1,26129.0,1752,24377.0,0.742,4919,75,0.744,0.067,6.0563e-05,0.99994
 94728,Attrited Customer,51,M,2,High School,Married,$80K - $120K,Blue,41,5,2,3,14902.0,0,14902.0,0.312,2038,39,0.625,0.0,0.99466,0.00534
-94729,Existing Customer,38,F,2,Uneducated,Single,$40K - $60K,Blue,31,5,2,2,12228.0,2137,10091.0,0.5529999999999999,3831,68,0.511,0.175,0.00011703,0.9998799999999999
-94730,Existing Customer,55,F,2,Graduate,Single,Less than $40K,Blue,42,4,3,3,1724.0,0,1724.0,0.9359999999999999,4434,67,0.8109999999999999,0.0,0.00030251,0.9997
-94731,Attrited Customer,47,F,3,Graduate,Single,Less than $40K,Blue,39,3,3,3,1438.3,0,1438.3,0.502,2476,32,0.778,0.0,0.9968299999999999,0.00317458
-94732,Existing Customer,38,M,1,Graduate,Single,$80K - $120K,Blue,25,5,0,1,16665.0,1147,15518.0,0.799,4657,78,0.696,0.069,1.1536e-05,0.9999899999999999
-94733,Attrited Customer,52,M,3,Uneducated,Single,$120K +,Blue,48,5,3,4,20974.0,0,20974.0,0.0,1246,27,0.0,0.0,0.9981899999999999,0.00181217
-94734,Existing Customer,43,F,5,,Single,Less than $40K,Blue,26,6,0,3,3139.0,1089,2050.0,1.034,4648,80,0.778,0.34700000000000003,3.8900000000000004e-05,0.9999600000000001
-94735,Existing Customer,54,M,2,,Single,$120K +,Blue,36,5,1,2,19865.0,0,19865.0,0.59,4350,83,0.7659999999999999,0.0,6.054e-05,0.9999399999999999
-94736,Existing Customer,42,F,5,High School,Divorced,Less than $40K,Blue,36,5,2,3,2069.0,1288,781.0,0.81,5668,82,0.64,0.623,0.00019213,0.9998100000000001
-94737,Attrited Customer,35,F,1,College,Single,Less than $40K,Blue,25,2,2,4,2231.0,1791,440.0,0.82,2576,42,0.75,0.8029999999999999,0.99666,0.00334333
-94738,Existing Customer,62,F,0,High School,Single,,Silver,51,3,1,4,33371.0,0,33371.0,0.649,3638,67,0.634,0.0,0.00011913,0.9998799999999999
-94739,Existing Customer,48,F,3,College,Married,Less than $40K,Blue,36,4,1,2,2544.0,0,2544.0,0.759,3593,64,1.0,0.0,5.5564e-05,0.9999399999999999
-94740,Existing Customer,41,M,4,High School,Single,$120K +,Blue,28,5,1,4,34516.0,0,34516.0,0.7909999999999999,4004,86,0.755,0.0,0.00016112,0.99984
+94729,Existing Customer,38,F,2,Uneducated,Single,$40K - $60K,Blue,31,5,2,2,12228.0,2137,10091.0,0.553,3831,68,0.511,0.175,0.00011703,0.99988
+94730,Existing Customer,55,F,2,Graduate,Single,Less than $40K,Blue,42,4,3,3,1724.0,0,1724.0,0.936,4434,67,0.811,0.0,0.00030251,0.9997
+94731,Attrited Customer,47,F,3,Graduate,Single,Less than $40K,Blue,39,3,3,3,1438.3,0,1438.3,0.502,2476,32,0.778,0.0,0.99683,0.00317458
+94732,Existing Customer,38,M,1,Graduate,Single,$80K - $120K,Blue,25,5,0,1,16665.0,1147,15518.0,0.799,4657,78,0.696,0.069,1.1536e-05,0.99999
+94733,Attrited Customer,52,M,3,Uneducated,Single,$120K +,Blue,48,5,3,4,20974.0,0,20974.0,0.0,1246,27,0.0,0.0,0.99819,0.00181217
+94734,Existing Customer,43,F,5,,Single,Less than $40K,Blue,26,6,0,3,3139.0,1089,2050.0,1.034,4648,80,0.778,0.347,3.89e-05,0.99996
+94735,Existing Customer,54,M,2,,Single,$120K +,Blue,36,5,1,2,19865.0,0,19865.0,0.59,4350,83,0.766,0.0,6.054e-05,0.99994
+94736,Existing Customer,42,F,5,High School,Divorced,Less than $40K,Blue,36,5,2,3,2069.0,1288,781.0,0.81,5668,82,0.64,0.623,0.00019213,0.99981
+94737,Attrited Customer,35,F,1,College,Single,Less than $40K,Blue,25,2,2,4,2231.0,1791,440.0,0.82,2576,42,0.75,0.803,0.99666,0.00334333
+94738,Existing Customer,62,F,0,High School,Single,,Silver,51,3,1,4,33371.0,0,33371.0,0.649,3638,67,0.634,0.0,0.00011913,0.99988
+94739,Existing Customer,48,F,3,College,Married,Less than $40K,Blue,36,4,1,2,2544.0,0,2544.0,0.759,3593,64,1.0,0.0,5.5564e-05,0.99994
+94740,Existing Customer,41,M,4,High School,Single,$120K +,Blue,28,5,1,4,34516.0,0,34516.0,0.791,4004,86,0.755,0.0,0.00016112,0.99984
 94741,Existing Customer,49,F,2,Graduate,,$40K - $60K,Blue,36,6,3,1,5370.0,653,4717.0,0.782,4504,81,0.929,0.122,0.00010848,0.99989
 94742,Existing Customer,54,M,0,Graduate,Single,$80K - $120K,Blue,42,3,1,1,22437.0,1389,21048.0,0.917,3283,50,1.273,0.062,2.8501e-05,0.99997
-94743,Attrited Customer,53,F,3,College,Married,Less than $40K,Blue,43,3,2,2,3573.0,0,3573.0,0.8420000000000001,2562,36,0.44,0.0,0.9913700000000001,0.00863
-94744,Existing Customer,51,M,2,Graduate,Divorced,$60K - $80K,Blue,41,4,3,1,1959.0,0,1959.0,0.45399999999999996,3737,71,0.614,0.0,0.00010848,0.99989
+94743,Attrited Customer,53,F,3,College,Married,Less than $40K,Blue,43,3,2,2,3573.0,0,3573.0,0.842,2562,36,0.44,0.0,0.99137,0.00863
+94744,Existing Customer,51,M,2,Graduate,Divorced,$60K - $80K,Blue,41,4,3,1,1959.0,0,1959.0,0.454,3737,71,0.614,0.0,0.00010848,0.99989
 94745,Existing Customer,59,F,0,Graduate,Married,Less than $40K,Blue,48,3,3,4,1661.0,0,1661.0,0.672,4338,77,0.925,0.0,0.00044282,0.99956
-94746,Existing Customer,39,F,3,Uneducated,Single,,Blue,27,6,2,1,5363.0,0,5363.0,0.67,4121,78,0.625,0.0,7.3235e-05,0.9999299999999999
-94747,Existing Customer,65,F,2,College,Single,$40K - $60K,Blue,54,4,3,2,3009.0,721,2288.0,0.68,4070,71,0.614,0.24,0.00017488,0.9998299999999999
-94748,Existing Customer,47,M,4,High School,Single,$40K - $60K,Silver,32,3,3,4,18535.0,1192,17343.0,0.6459999999999999,3780,70,0.667,0.064,0.00047537,0.9995200000000001
+94746,Existing Customer,39,F,3,Uneducated,Single,,Blue,27,6,2,1,5363.0,0,5363.0,0.67,4121,78,0.625,0.0,7.3235e-05,0.99993
+94747,Existing Customer,65,F,2,College,Single,$40K - $60K,Blue,54,4,3,2,3009.0,721,2288.0,0.68,4070,71,0.614,0.24,0.00017488,0.99983
+94748,Existing Customer,47,M,4,High School,Single,$40K - $60K,Silver,32,3,3,4,18535.0,1192,17343.0,0.646,3780,70,0.667,0.064,0.00047537,0.99952
 94749,Existing Customer,42,M,3,High School,Single,Less than $40K,Blue,24,4,3,2,2171.0,1415,756.0,0.773,4992,77,0.833,0.652,0.00018145,0.99982
 94750,Attrited Customer,45,M,5,,Married,$80K - $120K,Silver,39,2,2,3,34516.0,1964,32552.0,0.624,2234,49,0.361,0.057,0.99493,0.00507
 94751,Existing Customer,57,F,0,,Married,Less than $40K,Blue,42,5,1,4,2376.0,1515,861.0,0.72,3795,71,0.614,0.638,0.00014907,0.99985
-94752,Existing Customer,51,F,3,Uneducated,Married,Less than $40K,Blue,43,4,3,2,2882.0,0,2882.0,0.722,4446,68,0.7440000000000001,0.0,0.00019191,0.9998100000000001
-94753,Existing Customer,50,F,1,Graduate,Single,Less than $40K,Blue,37,4,3,4,3277.0,2481,796.0,0.606,3965,59,0.8440000000000001,0.757,0.00048435,0.9995200000000001
-94754,Existing Customer,47,M,2,,Married,$80K - $120K,Blue,36,6,2,1,2514.0,1845,669.0,0.6829999999999999,3696,71,0.614,0.7340000000000001,7.5449e-05,0.99992
-94755,Existing Customer,57,F,5,Graduate,Married,$40K - $60K,Blue,49,4,2,2,3301.0,2517,784.0,0.8420000000000001,3939,69,1.226,0.762,0.00011751,0.9998799999999999
-94756,Existing Customer,48,M,3,Post-Graduate,Single,$60K - $80K,Blue,34,4,3,2,12391.0,784,11607.0,0.875,4376,86,0.72,0.063,0.00021962,0.9997799999999999
+94752,Existing Customer,51,F,3,Uneducated,Married,Less than $40K,Blue,43,4,3,2,2882.0,0,2882.0,0.722,4446,68,0.744,0.0,0.00019191,0.99981
+94753,Existing Customer,50,F,1,Graduate,Single,Less than $40K,Blue,37,4,3,4,3277.0,2481,796.0,0.606,3965,59,0.844,0.757,0.00048435,0.99952
+94754,Existing Customer,47,M,2,,Married,$80K - $120K,Blue,36,6,2,1,2514.0,1845,669.0,0.683,3696,71,0.614,0.734,7.5449e-05,0.99992
+94755,Existing Customer,57,F,5,Graduate,Married,$40K - $60K,Blue,49,4,2,2,3301.0,2517,784.0,0.842,3939,69,1.226,0.762,0.00011751,0.99988
+94756,Existing Customer,48,M,3,Post-Graduate,Single,$60K - $80K,Blue,34,4,3,2,12391.0,784,11607.0,0.875,4376,86,0.72,0.063,0.00021962,0.99978
 94757,Existing Customer,47,F,2,Doctorate,Single,Less than $40K,Blue,37,4,3,2,2168.0,1485,683.0,0.546,3828,86,0.72,0.685,0.00026028,0.99974
-94758,Existing Customer,42,F,3,,Married,,Blue,31,3,1,4,7762.0,1319,6443.0,0.7929999999999999,5153,77,0.75,0.17,0.00018025,0.99982
-94759,Existing Customer,45,F,3,Doctorate,Divorced,,Blue,33,6,3,2,12587.0,815,11772.0,0.5760000000000001,3914,83,0.7659999999999999,0.065,0.00027008,0.9997299999999999
-94760,Existing Customer,52,M,2,,Married,$60K - $80K,Blue,36,6,3,4,14785.0,1088,13697.0,0.961,4354,70,0.489,0.07400000000000001,0.00056716,0.9994299999999999
+94758,Existing Customer,42,F,3,,Married,,Blue,31,3,1,4,7762.0,1319,6443.0,0.793,5153,77,0.75,0.17,0.00018025,0.99982
+94759,Existing Customer,45,F,3,Doctorate,Divorced,,Blue,33,6,3,2,12587.0,815,11772.0,0.576,3914,83,0.766,0.065,0.00027008,0.99973
+94760,Existing Customer,52,M,2,,Married,$60K - $80K,Blue,36,6,3,4,14785.0,1088,13697.0,0.961,4354,70,0.489,0.074,0.00056716,0.99943
 94761,Existing Customer,37,M,2,High School,Single,$60K - $80K,Blue,21,5,2,2,3433.0,964,2469.0,0.526,4444,87,0.642,0.281,0.00011065,0.99989
-94762,Attrited Customer,60,F,1,,Single,$40K - $60K,Blue,41,3,2,4,2425.0,0,2425.0,0.187,1522,36,0.2,0.0,0.9970399999999999,0.00295827
+94762,Attrited Customer,60,F,1,,Single,$40K - $60K,Blue,41,3,2,4,2425.0,0,2425.0,0.187,1522,36,0.2,0.0,0.99704,0.00295827
 94763,Attrited Customer,63,M,0,Graduate,Single,$60K - $80K,Blue,51,3,3,3,11619.0,0,11619.0,0.631,2395,49,0.361,0.0,0.99616,0.0038363
 94764,Existing Customer,62,F,0,High School,Single,Less than $40K,Blue,50,3,3,3,3989.0,0,3989.0,0.997,4274,68,0.545,0.0,0.00025237,0.99975
-94765,Attrited Customer,47,F,1,,Single,Less than $40K,Blue,37,4,2,1,2173.0,596,1577.0,0.81,2738,45,0.406,0.27399999999999997,0.98608,0.013919999999999998
-94766,Existing Customer,50,F,0,Graduate,Married,Less than $40K,Blue,43,4,1,2,2393.0,1499,894.0,0.784,4755,82,0.745,0.626,4.7263000000000005e-05,0.99995
-94767,Attrited Customer,39,F,2,Graduate,Married,Less than $40K,Blue,29,3,2,2,1677.0,0,1677.0,0.8690000000000001,2437,41,0.708,0.0,0.99129,0.008709999999999999
-94768,Existing Customer,40,F,3,Uneducated,Single,Less than $40K,Blue,27,5,4,2,2035.0,0,2035.0,0.779,4107,82,0.7829999999999999,0.0,0.00023192,0.99977
-94769,Existing Customer,39,M,3,College,Single,$120K +,Blue,30,4,2,1,8842.0,0,8842.0,0.624,4493,79,0.7559999999999999,0.0,6.9248e-05,0.9999299999999999
-94770,Existing Customer,42,F,2,,,Less than $40K,Blue,23,6,3,1,2483.0,1297,1186.0,0.7440000000000001,3478,64,0.9390000000000001,0.522,0.00011924,0.9998799999999999
-94771,Existing Customer,65,M,0,Graduate,Single,$40K - $60K,Blue,49,3,2,3,13921.0,1201,12720.0,0.556,4351,75,0.9229999999999999,0.086,0.00016428,0.99984
-94772,Attrited Customer,32,F,1,Graduate,Single,Less than $40K,Blue,36,3,3,6,2761.0,0,2761.0,1.047,2753,43,0.654,0.0,0.9993200000000001,0.0006789
+94765,Attrited Customer,47,F,1,,Single,Less than $40K,Blue,37,4,2,1,2173.0,596,1577.0,0.81,2738,45,0.406,0.274,0.98608,0.01392
+94766,Existing Customer,50,F,0,Graduate,Married,Less than $40K,Blue,43,4,1,2,2393.0,1499,894.0,0.784,4755,82,0.745,0.626,4.7263e-05,0.99995
+94767,Attrited Customer,39,F,2,Graduate,Married,Less than $40K,Blue,29,3,2,2,1677.0,0,1677.0,0.869,2437,41,0.708,0.0,0.99129,0.00871
+94768,Existing Customer,40,F,3,Uneducated,Single,Less than $40K,Blue,27,5,4,2,2035.0,0,2035.0,0.779,4107,82,0.783,0.0,0.00023192,0.99977
+94769,Existing Customer,39,M,3,College,Single,$120K +,Blue,30,4,2,1,8842.0,0,8842.0,0.624,4493,79,0.756,0.0,6.9248e-05,0.99993
+94770,Existing Customer,42,F,2,,,Less than $40K,Blue,23,6,3,1,2483.0,1297,1186.0,0.744,3478,64,0.939,0.522,0.00011924,0.99988
+94771,Existing Customer,65,M,0,Graduate,Single,$40K - $60K,Blue,49,3,2,3,13921.0,1201,12720.0,0.556,4351,75,0.923,0.086,0.00016428,0.99984
+94772,Attrited Customer,32,F,1,Graduate,Single,Less than $40K,Blue,36,3,3,6,2761.0,0,2761.0,1.047,2753,43,0.654,0.0,0.99932,0.0006789
 94773,Existing Customer,47,F,2,Post-Graduate,Single,$40K - $60K,Blue,40,5,3,2,2623.0,1647,976.0,0.735,4388,83,0.804,0.628,0.00021165,0.99979
-94774,Existing Customer,49,F,4,,Divorced,Less than $40K,Blue,43,5,1,2,3232.0,824,2408.0,0.7959999999999999,3915,74,0.644,0.255,6.3492e-05,0.9999399999999999
-94775,Attrited Customer,48,M,3,Graduate,Single,$60K - $80K,Blue,42,3,2,4,19075.0,0,19075.0,0.807,2013,32,0.455,0.0,0.9970600000000001,0.00294141
-94776,Existing Customer,45,M,4,College,Married,$80K - $120K,Blue,31,4,3,3,31978.0,1659,30319.0,0.556,2333,51,1.217,0.052000000000000005,0.00030845,0.99969
-94777,Existing Customer,62,M,1,Graduate,Single,$120K +,Blue,53,4,3,4,34516.0,2061,32455.0,0.564,3820,76,0.767,0.06,0.00048435,0.9995200000000001
-94778,Existing Customer,45,F,3,High School,,Less than $40K,Blue,33,5,1,1,6225.0,1596,4629.0,0.826,4129,71,0.6509999999999999,0.256,3.3505e-05,0.99997
-94779,Attrited Customer,49,F,4,,Single,,Blue,31,6,3,3,2672.0,0,2672.0,1.038,2576,39,0.5,0.0,0.9971399999999999,0.00285845
-94780,Attrited Customer,41,F,4,Graduate,Divorced,$40K - $60K,Blue,33,1,3,1,10360.0,2517,7843.0,0.632,2414,28,0.273,0.243,0.99129,0.008709999999999999
-94781,Existing Customer,50,M,2,High School,Married,$120K +,Blue,38,5,6,0,10747.0,1027,9720.0,0.925,4538,63,0.6579999999999999,0.096,5.092e-05,0.99995
-94782,Existing Customer,46,M,5,Uneducated,Single,$60K - $80K,Blue,33,4,1,3,3135.0,0,3135.0,0.5720000000000001,4116,68,0.7,0.0,9.8335e-05,0.9999
-94783,Existing Customer,42,F,3,Uneducated,Single,Less than $40K,Blue,22,4,1,4,1438.3,860,578.3,0.7609999999999999,4754,79,0.8370000000000001,0.598,0.00016861,0.9998299999999999
-94784,Existing Customer,41,F,4,Uneducated,,Less than $40K,Blue,32,4,3,1,3189.0,0,3189.0,0.91,4813,86,0.755,0.0,0.00011697,0.9998799999999999
-94785,Existing Customer,65,M,1,Uneducated,Single,Less than $40K,Blue,55,3,2,4,8963.0,0,8963.0,0.7440000000000001,4511,76,0.6890000000000001,0.0,0.00031517,0.9996799999999999
+94774,Existing Customer,49,F,4,,Divorced,Less than $40K,Blue,43,5,1,2,3232.0,824,2408.0,0.796,3915,74,0.644,0.255,6.3492e-05,0.99994
+94775,Attrited Customer,48,M,3,Graduate,Single,$60K - $80K,Blue,42,3,2,4,19075.0,0,19075.0,0.807,2013,32,0.455,0.0,0.99706,0.00294141
+94776,Existing Customer,45,M,4,College,Married,$80K - $120K,Blue,31,4,3,3,31978.0,1659,30319.0,0.556,2333,51,1.217,0.052,0.00030845,0.99969
+94777,Existing Customer,62,M,1,Graduate,Single,$120K +,Blue,53,4,3,4,34516.0,2061,32455.0,0.564,3820,76,0.767,0.06,0.00048435,0.99952
+94778,Existing Customer,45,F,3,High School,,Less than $40K,Blue,33,5,1,1,6225.0,1596,4629.0,0.826,4129,71,0.651,0.256,3.3505e-05,0.99997
+94779,Attrited Customer,49,F,4,,Single,,Blue,31,6,3,3,2672.0,0,2672.0,1.038,2576,39,0.5,0.0,0.99714,0.00285845
+94780,Attrited Customer,41,F,4,Graduate,Divorced,$40K - $60K,Blue,33,1,3,1,10360.0,2517,7843.0,0.632,2414,28,0.273,0.243,0.99129,0.00871
+94781,Existing Customer,50,M,2,High School,Married,$120K +,Blue,38,5,6,0,10747.0,1027,9720.0,0.925,4538,63,0.658,0.096,5.092e-05,0.99995
+94782,Existing Customer,46,M,5,Uneducated,Single,$60K - $80K,Blue,33,4,1,3,3135.0,0,3135.0,0.572,4116,68,0.7,0.0,9.8335e-05,0.9999
+94783,Existing Customer,42,F,3,Uneducated,Single,Less than $40K,Blue,22,4,1,4,1438.3,860,578.3,0.761,4754,79,0.837,0.598,0.00016861,0.99983
+94784,Existing Customer,41,F,4,Uneducated,,Less than $40K,Blue,32,4,3,1,3189.0,0,3189.0,0.91,4813,86,0.755,0.0,0.00011697,0.99988
+94785,Existing Customer,65,M,1,Uneducated,Single,Less than $40K,Blue,55,3,2,4,8963.0,0,8963.0,0.744,4511,76,0.689,0.0,0.00031517,0.99968
 94786,Attrited Customer,55,M,1,Uneducated,Single,$60K - $80K,Blue,48,5,2,2,1723.0,0,1723.0,1.038,2574,43,0.72,0.0,0.99098,0.00902
-94787,Existing Customer,36,F,3,Uneducated,Married,,Blue,23,6,6,1,2161.0,1404,757.0,0.68,4389,77,0.878,0.65,9.136200000000001e-05,0.9999100000000001
-94788,Existing Customer,46,F,3,Graduate,Single,Less than $40K,Blue,27,6,3,3,3901.0,1001,2900.0,0.8220000000000001,4313,72,1.3230000000000002,0.257,0.0003139,0.99969
-94789,Existing Customer,58,F,1,Doctorate,Married,Less than $40K,Blue,48,4,2,2,1438.3,801,637.3,0.595,4223,60,0.579,0.557,0.00015460000000000002,0.99985
-94790,Existing Customer,42,F,3,Uneducated,Divorced,Less than $40K,Blue,38,5,2,2,3131.0,849,2282.0,0.992,3108,62,0.59,0.271,0.00012144,0.9998799999999999
-94791,Existing Customer,38,F,2,Graduate,Single,$40K - $60K,Blue,36,6,2,3,2331.0,1709,622.0,0.851,4417,69,0.816,0.733,0.00019143,0.9998100000000001
-94792,Existing Customer,29,F,1,Uneducated,Married,Less than $40K,Blue,18,3,3,3,1895.0,1146,749.0,0.685,4333,72,0.7140000000000001,0.605,0.00029196,0.99971
-94793,Existing Customer,46,F,4,,Divorced,,Blue,40,5,2,3,26496.0,1406,25090.0,0.96,3691,75,0.705,0.053,0.00022068,0.9997799999999999
-94794,Attrited Customer,55,F,2,Graduate,Single,Less than $40K,Blue,49,2,1,2,1583.0,234,1349.0,0.639,2541,36,0.385,0.14800000000000002,0.9821700000000001,0.017830000000000002
-94795,Existing Customer,57,F,2,High School,Married,Less than $40K,Blue,36,4,2,2,1438.3,904,534.3,0.7609999999999999,3887,79,0.8370000000000001,0.629,0.00011065,0.99989
-94796,Existing Customer,45,F,4,Graduate,Single,Less than $40K,Blue,36,5,3,2,2072.0,1544,528.0,0.903,4210,64,0.9390000000000001,0.745,0.00018864,0.9998100000000001
+94787,Existing Customer,36,F,3,Uneducated,Married,,Blue,23,6,6,1,2161.0,1404,757.0,0.68,4389,77,0.878,0.65,9.1362e-05,0.99991
+94788,Existing Customer,46,F,3,Graduate,Single,Less than $40K,Blue,27,6,3,3,3901.0,1001,2900.0,0.822,4313,72,1.323,0.257,0.0003139,0.99969
+94789,Existing Customer,58,F,1,Doctorate,Married,Less than $40K,Blue,48,4,2,2,1438.3,801,637.3,0.595,4223,60,0.579,0.557,0.0001546,0.99985
+94790,Existing Customer,42,F,3,Uneducated,Divorced,Less than $40K,Blue,38,5,2,2,3131.0,849,2282.0,0.992,3108,62,0.59,0.271,0.00012144,0.99988
+94791,Existing Customer,38,F,2,Graduate,Single,$40K - $60K,Blue,36,6,2,3,2331.0,1709,622.0,0.851,4417,69,0.816,0.733,0.00019143,0.99981
+94792,Existing Customer,29,F,1,Uneducated,Married,Less than $40K,Blue,18,3,3,3,1895.0,1146,749.0,0.685,4333,72,0.714,0.605,0.00029196,0.99971
+94793,Existing Customer,46,F,4,,Divorced,,Blue,40,5,2,3,26496.0,1406,25090.0,0.96,3691,75,0.705,0.053,0.00022068,0.99978
+94794,Attrited Customer,55,F,2,Graduate,Single,Less than $40K,Blue,49,2,1,2,1583.0,234,1349.0,0.639,2541,36,0.385,0.148,0.98217,0.01783
+94795,Existing Customer,57,F,2,High School,Married,Less than $40K,Blue,36,4,2,2,1438.3,904,534.3,0.761,3887,79,0.837,0.629,0.00011065,0.99989
+94796,Existing Customer,45,F,4,Graduate,Single,Less than $40K,Blue,36,5,3,2,2072.0,1544,528.0,0.903,4210,64,0.939,0.745,0.00018864,0.99981
 94797,Existing Customer,47,F,1,Doctorate,Divorced,Less than $40K,Blue,37,6,3,3,2707.0,1367,1340.0,0.794,4646,73,0.78,0.505,0.00041087,0.99959
-94798,Existing Customer,43,F,3,High School,Married,Less than $40K,Silver,31,3,3,4,13608.0,1190,12418.0,0.5529999999999999,3118,76,0.767,0.087,0.00047034,0.9995299999999999
-94799,Existing Customer,52,F,3,,Single,,Blue,36,3,1,2,10273.0,1657,8616.0,0.71,3778,70,0.591,0.161,6.282e-05,0.9999399999999999
-94800,Existing Customer,64,F,0,High School,Single,Less than $40K,Blue,56,6,6,1,2609.0,1115,1494.0,0.753,4546,59,0.903,0.42700000000000005,7.1435e-05,0.9999299999999999
-94801,Existing Customer,52,F,2,Graduate,Married,Less than $40K,Blue,39,4,1,3,8431.0,1862,6569.0,0.59,2008,37,0.682,0.221,9.2637e-05,0.9999100000000001
-94802,Existing Customer,61,M,0,High School,Divorced,$60K - $80K,Blue,51,6,3,4,5852.0,1935,3917.0,0.8290000000000001,3689,55,0.618,0.331,0.00043049,0.9995700000000001
+94798,Existing Customer,43,F,3,High School,Married,Less than $40K,Silver,31,3,3,4,13608.0,1190,12418.0,0.553,3118,76,0.767,0.087,0.00047034,0.99953
+94799,Existing Customer,52,F,3,,Single,,Blue,36,3,1,2,10273.0,1657,8616.0,0.71,3778,70,0.591,0.161,6.282e-05,0.99994
+94800,Existing Customer,64,F,0,High School,Single,Less than $40K,Blue,56,6,6,1,2609.0,1115,1494.0,0.753,4546,59,0.903,0.427,7.1435e-05,0.99993
+94801,Existing Customer,52,F,2,Graduate,Married,Less than $40K,Blue,39,4,1,3,8431.0,1862,6569.0,0.59,2008,37,0.682,0.221,9.2637e-05,0.99991
+94802,Existing Customer,61,M,0,High School,Divorced,$60K - $80K,Blue,51,6,3,4,5852.0,1935,3917.0,0.829,3689,55,0.618,0.331,0.00043049,0.99957
 94803,Existing Customer,40,F,3,Uneducated,Married,Less than $40K,Blue,35,5,2,4,3140.0,2183,957.0,0.58,5109,78,0.733,0.695,0.00034841,0.99965
-94804,Attrited Customer,50,M,4,,Married,$40K - $60K,Blue,35,6,1,5,12914.0,1227,11687.0,0.392,2082,54,0.45899999999999996,0.095,0.99684,0.00316131
+94804,Attrited Customer,50,M,4,,Married,$40K - $60K,Blue,35,6,1,5,12914.0,1227,11687.0,0.392,2082,54,0.459,0.095,0.99684,0.00316131
 94805,Existing Customer,45,F,5,Graduate,Single,Less than $40K,Blue,34,5,1,0,8694.0,961,7733.0,0.551,1753,49,0.441,0.111,2.0974e-05,0.99998
-94806,Attrited Customer,36,F,1,,Single,Less than $40K,Blue,24,2,1,2,1735.0,0,1735.0,0.74,2467,35,0.34600000000000003,0.0,0.9827100000000001,0.01729
-94807,Existing Customer,51,F,3,High School,Single,,Blue,46,4,1,4,2286.0,1641,645.0,0.9470000000000001,4321,89,0.7120000000000001,0.718,0.00015942,0.99984
-94808,Existing Customer,43,F,2,Graduate,Married,Less than $40K,Blue,36,5,2,4,3589.0,1808,1781.0,0.75,4262,70,0.667,0.504,0.00032656,0.9996700000000001
-94809,Existing Customer,51,F,2,,Single,Less than $40K,Blue,39,5,2,4,2673.0,1275,1398.0,0.691,4119,75,1.0270000000000001,0.47700000000000004,0.00035894,0.99964
+94806,Attrited Customer,36,F,1,,Single,Less than $40K,Blue,24,2,1,2,1735.0,0,1735.0,0.74,2467,35,0.346,0.0,0.98271,0.01729
+94807,Existing Customer,51,F,3,High School,Single,,Blue,46,4,1,4,2286.0,1641,645.0,0.947,4321,89,0.712,0.718,0.00015942,0.99984
+94808,Existing Customer,43,F,2,Graduate,Married,Less than $40K,Blue,36,5,2,4,3589.0,1808,1781.0,0.75,4262,70,0.667,0.504,0.00032656,0.99967
+94809,Existing Customer,51,F,2,,Single,Less than $40K,Blue,39,5,2,4,2673.0,1275,1398.0,0.691,4119,75,1.027,0.477,0.00035894,0.99964
 94810,Existing Customer,47,M,2,,Married,$80K - $120K,Blue,36,3,1,3,9437.0,2024,7413.0,0.664,4715,78,0.696,0.214,0.00010183,0.9999
 94811,Existing Customer,39,F,2,High School,Single,$40K - $60K,Blue,28,3,2,2,2751.0,2258,493.0,0.634,4386,67,0.675,0.821,0.00011065,0.99989
-94812,Existing Customer,40,M,1,High School,Single,$40K - $60K,Blue,28,6,2,1,11557.0,1050,10507.0,0.754,4064,75,0.7859999999999999,0.091,6.263300000000001e-05,0.9999399999999999
-94813,Existing Customer,38,F,2,High School,Married,,Blue,27,5,2,1,14831.0,1302,13529.0,0.9159999999999999,4467,73,0.698,0.08800000000000001,6.6728e-05,0.9999299999999999
+94812,Existing Customer,40,M,1,High School,Single,$40K - $60K,Blue,28,6,2,1,11557.0,1050,10507.0,0.754,4064,75,0.786,0.091,6.2633e-05,0.99994
+94813,Existing Customer,38,F,2,High School,Married,,Blue,27,5,2,1,14831.0,1302,13529.0,0.916,4467,73,0.698,0.088,6.6728e-05,0.99993
 94814,Attrited Customer,51,F,2,Graduate,Single,$40K - $60K,Blue,36,3,1,4,1495.0,0,1495.0,0.528,2220,50,0.562,0.0,0.99371,0.00629
-94815,Existing Customer,44,M,5,,Married,$60K - $80K,Blue,34,5,3,2,2791.0,1979,812.0,0.807,4617,70,0.628,0.7090000000000001,0.00020412,0.9998
-94816,Existing Customer,38,M,3,Graduate,Single,$120K +,Blue,29,4,3,0,9703.0,941,8762.0,0.721,4190,81,1.025,0.09699999999999999,6.8853e-05,0.9999299999999999
-94817,Existing Customer,47,M,5,,Single,$120K +,Blue,39,6,3,1,3889.0,1839,2050.0,0.9109999999999999,4423,63,0.703,0.473,0.00012309999999999998,0.9998799999999999
-94818,Existing Customer,32,F,0,,Single,,Blue,26,6,2,4,14140.0,845,13295.0,0.715,5036,76,0.6890000000000001,0.06,0.00030803,0.99969
+94815,Existing Customer,44,M,5,,Married,$60K - $80K,Blue,34,5,3,2,2791.0,1979,812.0,0.807,4617,70,0.628,0.709,0.00020412,0.9998
+94816,Existing Customer,38,M,3,Graduate,Single,$120K +,Blue,29,4,3,0,9703.0,941,8762.0,0.721,4190,81,1.025,0.097,6.8853e-05,0.99993
+94817,Existing Customer,47,M,5,,Single,$120K +,Blue,39,6,3,1,3889.0,1839,2050.0,0.911,4423,63,0.703,0.473,0.0001231,0.99988
+94818,Existing Customer,32,F,0,,Single,,Blue,26,6,2,4,14140.0,845,13295.0,0.715,5036,76,0.689,0.06,0.00030803,0.99969
 94819,Existing Customer,53,M,3,Post-Graduate,Married,$80K - $120K,Blue,47,5,2,1,9106.0,975,8131.0,0.588,3863,74,0.644,0.107,8.381e-05,0.99992
-94820,Attrited Customer,40,F,3,Uneducated,Married,Less than $40K,Blue,34,5,1,2,2694.0,0,2694.0,0.872,2684,38,0.31,0.0,0.9832700000000001,0.016730000000000002
-94821,Existing Customer,45,M,3,Graduate,Divorced,$60K - $80K,Blue,36,6,3,2,19629.0,0,19629.0,0.7659999999999999,4073,79,0.8809999999999999,0.0,0.00018665,0.9998100000000001
-94822,Existing Customer,41,M,4,Graduate,Single,$40K - $60K,Blue,36,3,1,1,6507.0,1452,5055.0,0.802,4544,89,0.8540000000000001,0.223,3.4833000000000003e-05,0.99997
-94823,Attrited Customer,53,F,2,College,Single,,Blue,49,2,2,4,10195.0,0,10195.0,0.629,2489,54,0.385,0.0,0.9968600000000001,0.0031388
-94824,Existing Customer,44,F,5,College,Married,Less than $40K,Blue,34,4,1,2,2096.0,1711,385.0,0.746,3692,68,0.7440000000000001,0.816,5.5282e-05,0.9999399999999999
-94825,Existing Customer,39,F,2,Graduate,Single,$40K - $60K,Blue,36,5,1,1,11314.0,0,11314.0,0.674,3761,70,0.628,0.0,3.3214000000000004e-05,0.99997
-94826,Existing Customer,50,F,1,Uneducated,Single,Less than $40K,Blue,37,6,1,1,1837.0,665,1172.0,0.8440000000000001,4752,88,0.66,0.36200000000000004,3.2055e-05,0.99997
+94820,Attrited Customer,40,F,3,Uneducated,Married,Less than $40K,Blue,34,5,1,2,2694.0,0,2694.0,0.872,2684,38,0.31,0.0,0.98327,0.01673
+94821,Existing Customer,45,M,3,Graduate,Divorced,$60K - $80K,Blue,36,6,3,2,19629.0,0,19629.0,0.766,4073,79,0.881,0.0,0.00018665,0.99981
+94822,Existing Customer,41,M,4,Graduate,Single,$40K - $60K,Blue,36,3,1,1,6507.0,1452,5055.0,0.802,4544,89,0.854,0.223,3.4833e-05,0.99997
+94823,Attrited Customer,53,F,2,College,Single,,Blue,49,2,2,4,10195.0,0,10195.0,0.629,2489,54,0.385,0.0,0.99686,0.0031388
+94824,Existing Customer,44,F,5,College,Married,Less than $40K,Blue,34,4,1,2,2096.0,1711,385.0,0.746,3692,68,0.744,0.816,5.5282e-05,0.99994
+94825,Existing Customer,39,F,2,Graduate,Single,$40K - $60K,Blue,36,5,1,1,11314.0,0,11314.0,0.674,3761,70,0.628,0.0,3.3214e-05,0.99997
+94826,Existing Customer,50,F,1,Uneducated,Single,Less than $40K,Blue,37,6,1,1,1837.0,665,1172.0,0.844,4752,88,0.66,0.362,3.2055e-05,0.99997
 94827,Attrited Customer,39,M,3,,Single,$60K - $80K,Blue,23,1,2,3,7821.0,2517,5304.0,0.408,2010,43,0.344,0.322,0.99544,0.00455805
-94828,Attrited Customer,44,F,3,Graduate,Married,Less than $40K,Blue,36,6,3,4,1984.0,0,1984.0,0.89,2506,46,0.643,0.0,0.9981399999999999,0.00186317
+94828,Attrited Customer,44,F,3,Graduate,Married,Less than $40K,Blue,36,6,3,4,1984.0,0,1984.0,0.89,2506,46,0.643,0.0,0.99814,0.00186317
 94829,Existing Customer,56,F,3,Post-Graduate,Single,Less than $40K,Blue,36,4,3,0,2535.0,1699,836.0,0.72,4497,68,0.789,0.67,8.1018e-05,0.99992
-94830,Existing Customer,63,M,0,Uneducated,Single,$40K - $60K,Blue,36,3,3,3,1970.0,1224,746.0,0.54,4533,65,0.625,0.621,0.00026692,0.9997299999999999
+94830,Existing Customer,63,M,0,Uneducated,Single,$40K - $60K,Blue,36,3,3,3,1970.0,1224,746.0,0.54,4533,65,0.625,0.621,0.00026692,0.99973
 94831,Existing Customer,50,M,1,,Married,$120K +,Blue,38,4,5,3,34516.0,2076,32440.0,0.812,3647,65,0.667,0.06,0.00034859,0.99965
 94832,Existing Customer,40,F,3,Graduate,Single,Less than $40K,Blue,29,5,1,4,2694.0,1833,861.0,1.044,3366,56,1.074,0.68,0.00016399,0.99984
-94833,Existing Customer,48,M,3,,Single,$60K - $80K,Blue,40,6,3,3,4476.0,0,4476.0,0.6829999999999999,3350,67,0.634,0.0,0.00034503,0.99965
+94833,Existing Customer,48,M,3,,Single,$60K - $80K,Blue,40,6,3,3,4476.0,0,4476.0,0.683,3350,67,0.634,0.0,0.00034503,0.99965
 94834,Attrited Customer,53,F,2,Uneducated,Single,$40K - $60K,Blue,47,1,2,3,1699.0,0,1699.0,0.602,2520,49,0.531,0.0,0.99495,0.00505
-94835,Existing Customer,44,F,1,Uneducated,Married,Less than $40K,Blue,36,3,2,4,1953.0,1762,191.0,0.743,4590,91,0.655,0.902,0.00031517,0.9996799999999999
-94836,Existing Customer,56,F,2,Graduate,,,Blue,45,5,1,3,5264.0,0,5264.0,0.852,4943,70,0.795,0.0,9.2637e-05,0.9999100000000001
-94837,Attrited Customer,40,F,3,Uneducated,Single,,Blue,36,3,2,2,3698.0,478,3220.0,0.611,2051,31,0.632,0.129,0.9918299999999999,0.00817
-94838,Existing Customer,41,M,4,Graduate,Single,$120K +,Blue,35,5,3,3,34516.0,825,33691.0,0.982,3127,51,0.9620000000000001,0.024,0.00031726,0.9996799999999999
-94839,Existing Customer,40,F,4,,Married,Less than $40K,Blue,28,4,1,1,2712.0,0,2712.0,0.835,5207,79,0.927,0.0,3.8289e-05,0.9999600000000001
+94835,Existing Customer,44,F,1,Uneducated,Married,Less than $40K,Blue,36,3,2,4,1953.0,1762,191.0,0.743,4590,91,0.655,0.902,0.00031517,0.99968
+94836,Existing Customer,56,F,2,Graduate,,,Blue,45,5,1,3,5264.0,0,5264.0,0.852,4943,70,0.795,0.0,9.2637e-05,0.99991
+94837,Attrited Customer,40,F,3,Uneducated,Single,,Blue,36,3,2,2,3698.0,478,3220.0,0.611,2051,31,0.632,0.129,0.99183,0.00817
+94838,Existing Customer,41,M,4,Graduate,Single,$120K +,Blue,35,5,3,3,34516.0,825,33691.0,0.982,3127,51,0.962,0.024,0.00031726,0.99968
+94839,Existing Customer,40,F,4,,Married,Less than $40K,Blue,28,4,1,1,2712.0,0,2712.0,0.835,5207,79,0.927,0.0,3.8289e-05,0.99996
 94840,Existing Customer,45,F,4,High School,Divorced,Less than $40K,Blue,36,3,1,4,5486.0,685,4801.0,0.879,2965,70,0.556,0.125,0.00016112,0.99984
 94841,Existing Customer,40,F,2,Post-Graduate,Married,Less than $40K,Blue,32,3,3,0,2107.0,941,1166.0,0.975,4858,73,0.738,0.447,7.8077e-05,0.99992
-94842,Existing Customer,52,M,3,Uneducated,,$120K +,Blue,45,4,1,2,18096.0,2404,15692.0,0.7340000000000001,3880,68,0.478,0.133,5.8763e-05,0.9999399999999999
+94842,Existing Customer,52,M,3,Uneducated,,$120K +,Blue,45,4,1,2,18096.0,2404,15692.0,0.734,3880,68,0.478,0.133,5.8763e-05,0.99994
 94843,Attrited Customer,59,F,2,,Single,,Blue,45,1,3,3,2721.0,1885,836.0,0.853,2594,48,0.455,0.693,0.997,0.00299743
-94844,Existing Customer,49,F,2,High School,Divorced,Less than $40K,Blue,36,6,3,3,2976.0,2257,719.0,0.75,3837,57,0.7809999999999999,0.758,0.00029408,0.99971
-94845,Existing Customer,47,M,2,Graduate,Divorced,$80K - $120K,Blue,40,6,1,3,16741.0,1225,15516.0,0.6409999999999999,3608,56,0.514,0.073,9.2637e-05,0.9999100000000001
-94846,Existing Customer,42,F,3,Graduate,Divorced,Less than $40K,Blue,36,5,2,3,3714.0,2517,1197.0,0.857,4715,85,0.848,0.6779999999999999,0.00019864,0.9998
-94847,Attrited Customer,41,F,5,Graduate,Married,Less than $40K,Blue,28,6,2,2,6936.0,0,6936.0,0.883,2874,44,0.63,0.0,0.99156,0.008440000000000001
-94848,Existing Customer,43,M,5,High School,Married,$120K +,Blue,37,4,3,4,11099.0,0,11099.0,0.89,3980,77,0.75,0.0,0.00051788,0.9994799999999999
-94849,Existing Customer,40,F,4,Graduate,Single,Less than $40K,Gold,20,6,4,3,15987.0,1965,14022.0,0.722,4542,70,0.591,0.12300000000000001,0.0004417,0.99956
-94850,Existing Customer,45,F,1,High School,,Less than $40K,Blue,35,4,4,4,4406.0,1247,3159.0,1.037,3964,76,0.8540000000000001,0.28300000000000003,0.00056901,0.9994299999999999
-94851,Existing Customer,43,M,2,High School,Married,$120K +,Silver,23,3,3,2,34516.0,1153,33363.0,0.89,4486,71,0.69,0.033,0.00015800000000000002,0.99984
-94852,Existing Customer,48,F,2,Graduate,Married,,Blue,40,3,2,4,5104.0,736,4368.0,0.679,3943,78,0.696,0.14400000000000002,0.00032656,0.9996700000000001
+94844,Existing Customer,49,F,2,High School,Divorced,Less than $40K,Blue,36,6,3,3,2976.0,2257,719.0,0.75,3837,57,0.781,0.758,0.00029408,0.99971
+94845,Existing Customer,47,M,2,Graduate,Divorced,$80K - $120K,Blue,40,6,1,3,16741.0,1225,15516.0,0.641,3608,56,0.514,0.073,9.2637e-05,0.99991
+94846,Existing Customer,42,F,3,Graduate,Divorced,Less than $40K,Blue,36,5,2,3,3714.0,2517,1197.0,0.857,4715,85,0.848,0.678,0.00019864,0.9998
+94847,Attrited Customer,41,F,5,Graduate,Married,Less than $40K,Blue,28,6,2,2,6936.0,0,6936.0,0.883,2874,44,0.63,0.0,0.99156,0.00844
+94848,Existing Customer,43,M,5,High School,Married,$120K +,Blue,37,4,3,4,11099.0,0,11099.0,0.89,3980,77,0.75,0.0,0.00051788,0.99948
+94849,Existing Customer,40,F,4,Graduate,Single,Less than $40K,Gold,20,6,4,3,15987.0,1965,14022.0,0.722,4542,70,0.591,0.123,0.0004417,0.99956
+94850,Existing Customer,45,F,1,High School,,Less than $40K,Blue,35,4,4,4,4406.0,1247,3159.0,1.037,3964,76,0.854,0.283,0.00056901,0.99943
+94851,Existing Customer,43,M,2,High School,Married,$120K +,Silver,23,3,3,2,34516.0,1153,33363.0,0.89,4486,71,0.69,0.033,0.000158,0.99984
+94852,Existing Customer,48,F,2,Graduate,Married,,Blue,40,3,2,4,5104.0,736,4368.0,0.679,3943,78,0.696,0.144,0.00032656,0.99967
 94853,Attrited Customer,46,F,1,Uneducated,Single,$40K - $60K,Blue,30,3,2,1,7195.0,0,7195.0,1.035,2751,47,1.136,0.0,0.98513,0.01487
-94854,Existing Customer,41,F,3,Doctorate,Married,Less than $40K,Blue,36,3,1,1,1956.0,1053,903.0,0.941,4924,70,0.795,0.5379999999999999,4.9875e-05,0.99995
-94855,Existing Customer,38,F,3,Post-Graduate,Married,Less than $40K,Blue,32,4,3,2,3317.0,2517,800.0,0.862,3772,74,1.0,0.759,0.00021962,0.9997799999999999
+94854,Existing Customer,41,F,3,Doctorate,Married,Less than $40K,Blue,36,3,1,1,1956.0,1053,903.0,0.941,4924,70,0.795,0.538,4.9875e-05,0.99995
+94855,Existing Customer,38,F,3,Post-Graduate,Married,Less than $40K,Blue,32,4,3,2,3317.0,2517,800.0,0.862,3772,74,1.0,0.759,0.00021962,0.99978
 94856,Attrited Customer,45,F,0,,Married,$40K - $60K,Blue,30,3,2,4,2759.0,0,2759.0,0.535,2061,47,0.424,0.0,0.99677,0.00323494
-94857,Existing Customer,44,F,2,Graduate,Married,,Blue,36,3,1,2,6038.0,0,6038.0,0.6659999999999999,4375,81,0.688,0.0,5.5077e-05,0.9999399999999999
-94858,Existing Customer,35,F,2,Uneducated,Single,Less than $40K,Blue,36,3,2,1,2942.0,2100,842.0,0.6940000000000001,4548,71,0.821,0.7140000000000001,7.057600000000001e-05,0.9999299999999999
-94859,Existing Customer,49,F,4,Graduate,Married,Less than $40K,Blue,39,4,2,3,5095.0,0,5095.0,0.7290000000000001,3808,89,0.508,0.0,0.00020077,0.9998
-94860,Existing Customer,47,F,4,Graduate,,Less than $40K,Blue,35,4,2,4,1438.3,0,1438.3,0.5710000000000001,3778,69,0.816,0.0,0.00034248,0.99966
-94861,Existing Customer,48,M,3,High School,Single,$80K - $120K,Blue,36,3,3,4,10111.0,868,9243.0,0.748,4791,68,0.889,0.086,0.00052052,0.9994799999999999
-94862,Attrited Customer,50,F,4,Graduate,Single,Less than $40K,Blue,44,2,3,2,3201.0,2517,684.0,0.445,1880,42,0.355,0.7859999999999999,0.9947299999999999,0.00527
-94863,Existing Customer,44,M,4,Uneducated,,$60K - $80K,Blue,36,6,1,3,2761.0,0,2761.0,0.619,3706,65,0.585,0.0,9.989299999999999e-05,0.9999
-94864,Existing Customer,37,M,3,Graduate,Divorced,$40K - $60K,Blue,36,5,2,0,5987.0,1405,4582.0,0.9520000000000001,4011,72,0.674,0.235,4.3568e-05,0.9999600000000001
-94865,Existing Customer,47,F,3,High School,Single,,Blue,41,5,1,3,5630.0,748,4882.0,0.804,4904,81,0.7609999999999999,0.133,9.344799999999999e-05,0.9999100000000001
+94857,Existing Customer,44,F,2,Graduate,Married,,Blue,36,3,1,2,6038.0,0,6038.0,0.666,4375,81,0.688,0.0,5.5077e-05,0.99994
+94858,Existing Customer,35,F,2,Uneducated,Single,Less than $40K,Blue,36,3,2,1,2942.0,2100,842.0,0.694,4548,71,0.821,0.714,7.0576e-05,0.99993
+94859,Existing Customer,49,F,4,Graduate,Married,Less than $40K,Blue,39,4,2,3,5095.0,0,5095.0,0.729,3808,89,0.508,0.0,0.00020077,0.9998
+94860,Existing Customer,47,F,4,Graduate,,Less than $40K,Blue,35,4,2,4,1438.3,0,1438.3,0.571,3778,69,0.816,0.0,0.00034248,0.99966
+94861,Existing Customer,48,M,3,High School,Single,$80K - $120K,Blue,36,3,3,4,10111.0,868,9243.0,0.748,4791,68,0.889,0.086,0.00052052,0.99948
+94862,Attrited Customer,50,F,4,Graduate,Single,Less than $40K,Blue,44,2,3,2,3201.0,2517,684.0,0.445,1880,42,0.355,0.786,0.99473,0.00527
+94863,Existing Customer,44,M,4,Uneducated,,$60K - $80K,Blue,36,6,1,3,2761.0,0,2761.0,0.619,3706,65,0.585,0.0,9.9893e-05,0.9999
+94864,Existing Customer,37,M,3,Graduate,Divorced,$40K - $60K,Blue,36,5,2,0,5987.0,1405,4582.0,0.952,4011,72,0.674,0.235,4.3568e-05,0.99996
+94865,Existing Customer,47,F,3,High School,Single,,Blue,41,5,1,3,5630.0,748,4882.0,0.804,4904,81,0.761,0.133,9.3448e-05,0.99991
 94866,Existing Customer,35,F,1,Graduate,Single,,Blue,36,6,2,3,6622.0,2126,4496.0,1.041,3668,60,0.818,0.321,0.00017969,0.99982
 94867,Existing Customer,51,M,0,Graduate,Married,$120K +,Blue,36,4,2,3,18733.0,1292,17441.0,0.442,5080,85,0.491,0.069,0.00016428,0.99984
-94868,Existing Customer,36,F,3,Graduate,Single,$40K - $60K,Blue,18,4,3,3,2265.0,1345,920.0,0.8079999999999999,4009,73,0.49,0.594,0.0003139,0.99969
-94869,Existing Customer,33,F,2,,Married,$40K - $60K,Blue,19,4,3,4,2907.0,1537,1370.0,0.79,4390,76,1.0,0.529,0.00056716,0.9994299999999999
+94868,Existing Customer,36,F,3,Graduate,Single,$40K - $60K,Blue,18,4,3,3,2265.0,1345,920.0,0.808,4009,73,0.49,0.594,0.0003139,0.99969
+94869,Existing Customer,33,F,2,,Married,$40K - $60K,Blue,19,4,3,4,2907.0,1537,1370.0,0.79,4390,76,1.0,0.529,0.00056716,0.99943
 94870,Attrited Customer,32,F,0,Uneducated,Married,,Blue,36,6,3,2,8791.0,0,8791.0,0.894,2579,51,0.594,0.0,0.99374,0.00626
 94871,Attrited Customer,59,F,0,Doctorate,Married,Less than $40K,Blue,52,6,4,2,2302.0,0,2302.0,0.52,2256,40,0.667,0.0,0.99631,0.00369001
-94872,Existing Customer,51,F,2,,,$40K - $60K,Blue,44,4,6,4,5489.0,1665,3824.0,0.742,4010,75,0.7859999999999999,0.303,0.00044776,0.99955
-94873,Existing Customer,50,F,1,High School,Married,Less than $40K,Blue,32,4,1,3,2055.0,1276,779.0,0.8690000000000001,5025,70,0.7070000000000001,0.621,8.453e-05,0.99992
+94872,Existing Customer,51,F,2,,,$40K - $60K,Blue,44,4,6,4,5489.0,1665,3824.0,0.742,4010,75,0.786,0.303,0.00044776,0.99955
+94873,Existing Customer,50,F,1,High School,Married,Less than $40K,Blue,32,4,1,3,2055.0,1276,779.0,0.869,5025,70,0.707,0.621,8.453e-05,0.99992
 94874,Existing Customer,39,F,1,Post-Graduate,Married,$40K - $60K,Blue,36,5,3,2,2147.0,771,1376.0,0.69,4631,76,0.767,0.359,0.00019866,0.9998
-94875,Existing Customer,49,F,4,,Divorced,Less than $40K,Blue,45,3,3,3,1757.0,1307,450.0,0.769,4750,72,0.7559999999999999,0.7440000000000001,0.00034872,0.99965
-94876,Attrited Customer,43,M,3,College,Married,$80K - $120K,Blue,25,3,3,3,2900.0,2517,383.0,0.7190000000000001,2180,31,0.409,0.868,0.99674,0.00326498
-94877,Existing Customer,41,F,2,Graduate,Single,Less than $40K,Blue,29,4,2,3,2670.0,2079,591.0,0.649,3895,59,0.7879999999999999,0.779,0.00019143,0.9998100000000001
+94875,Existing Customer,49,F,4,,Divorced,Less than $40K,Blue,45,3,3,3,1757.0,1307,450.0,0.769,4750,72,0.756,0.744,0.00034872,0.99965
+94876,Attrited Customer,43,M,3,College,Married,$80K - $120K,Blue,25,3,3,3,2900.0,2517,383.0,0.719,2180,31,0.409,0.868,0.99674,0.00326498
+94877,Existing Customer,41,F,2,Graduate,Single,Less than $40K,Blue,29,4,2,3,2670.0,2079,591.0,0.649,3895,59,0.788,0.779,0.00019143,0.99981
 94878,Existing Customer,51,M,2,,Divorced,$80K - $120K,Blue,38,4,2,3,21382.0,1692,19690.0,0.731,3060,66,0.65,0.079,0.00021042,0.99979
-94879,Existing Customer,54,F,0,College,Married,$40K - $60K,Blue,46,6,2,3,2254.0,533,1721.0,1.043,4913,84,0.909,0.23600000000000002,0.00015971,0.99984
-94880,Existing Customer,40,F,5,,Single,,Blue,31,6,3,1,4433.0,1488,2945.0,0.669,3847,76,0.9,0.336,0.00012309999999999998,0.9998799999999999
-94881,Existing Customer,55,F,2,Graduate,Married,Less than $40K,Blue,36,4,2,4,1438.3,739,699.3,0.727,4078,77,0.54,0.514,0.00032656,0.9996700000000001
-94882,Attrited Customer,49,F,2,Graduate,,Less than $40K,Blue,29,6,3,3,2520.0,1473,1047.0,0.515,2061,36,0.24100000000000002,0.585,0.99671,0.00329379
-94883,Attrited Customer,41,F,3,Graduate,Single,$40K - $60K,Blue,31,4,3,2,5655.0,1154,4501.0,0.7020000000000001,2189,51,0.7,0.204,0.99467,0.00533
-94884,Existing Customer,48,M,4,,Divorced,$60K - $80K,Blue,31,4,1,1,1438.3,0,1438.3,0.836,4509,74,0.451,0.0,3.8289e-05,0.9999600000000001
-94885,Existing Customer,44,F,3,,Single,Less than $40K,Blue,34,3,3,4,2786.0,1635,1151.0,0.9209999999999999,4532,82,1.0,0.5870000000000001,0.00058851,0.99941
-94886,Existing Customer,51,F,3,High School,Divorced,Less than $40K,Blue,36,4,3,0,3961.0,1729,2232.0,0.7829999999999999,4066,63,0.8,0.43700000000000006,6.6935e-05,0.9999299999999999
-94887,Existing Customer,43,M,3,,,$60K - $80K,Blue,32,4,1,3,2476.0,1944,532.0,0.8809999999999999,4025,65,0.585,0.785,0.00010566,0.99989
-94888,Attrited Customer,52,M,3,Uneducated,Married,$80K - $120K,Blue,44,3,3,3,11606.0,0,11606.0,0.797,2623,39,0.39299999999999996,0.0,0.9969100000000001,0.00308778
-94889,Existing Customer,45,F,3,,Married,,Blue,36,6,1,3,8459.0,757,7702.0,0.648,4677,87,0.6729999999999999,0.08900000000000001,0.00010566,0.99989
-94890,Existing Customer,48,F,2,Graduate,Single,,Blue,29,6,1,2,9554.0,2337,7217.0,0.79,4049,71,0.69,0.245,5.5077e-05,0.9999399999999999
+94879,Existing Customer,54,F,0,College,Married,$40K - $60K,Blue,46,6,2,3,2254.0,533,1721.0,1.043,4913,84,0.909,0.236,0.00015971,0.99984
+94880,Existing Customer,40,F,5,,Single,,Blue,31,6,3,1,4433.0,1488,2945.0,0.669,3847,76,0.9,0.336,0.0001231,0.99988
+94881,Existing Customer,55,F,2,Graduate,Married,Less than $40K,Blue,36,4,2,4,1438.3,739,699.3,0.727,4078,77,0.54,0.514,0.00032656,0.99967
+94882,Attrited Customer,49,F,2,Graduate,,Less than $40K,Blue,29,6,3,3,2520.0,1473,1047.0,0.515,2061,36,0.241,0.585,0.99671,0.00329379
+94883,Attrited Customer,41,F,3,Graduate,Single,$40K - $60K,Blue,31,4,3,2,5655.0,1154,4501.0,0.702,2189,51,0.7,0.204,0.99467,0.00533
+94884,Existing Customer,48,M,4,,Divorced,$60K - $80K,Blue,31,4,1,1,1438.3,0,1438.3,0.836,4509,74,0.451,0.0,3.8289e-05,0.99996
+94885,Existing Customer,44,F,3,,Single,Less than $40K,Blue,34,3,3,4,2786.0,1635,1151.0,0.921,4532,82,1.0,0.587,0.00058851,0.99941
+94886,Existing Customer,51,F,3,High School,Divorced,Less than $40K,Blue,36,4,3,0,3961.0,1729,2232.0,0.783,4066,63,0.8,0.437,6.6935e-05,0.99993
+94887,Existing Customer,43,M,3,,,$60K - $80K,Blue,32,4,1,3,2476.0,1944,532.0,0.881,4025,65,0.585,0.785,0.00010566,0.99989
+94888,Attrited Customer,52,M,3,Uneducated,Married,$80K - $120K,Blue,44,3,3,3,11606.0,0,11606.0,0.797,2623,39,0.393,0.0,0.99691,0.00308778
+94889,Existing Customer,45,F,3,,Married,,Blue,36,6,1,3,8459.0,757,7702.0,0.648,4677,87,0.673,0.089,0.00010566,0.99989
+94890,Existing Customer,48,F,2,Graduate,Single,,Blue,29,6,1,2,9554.0,2337,7217.0,0.79,4049,71,0.69,0.245,5.5077e-05,0.99994
 94891,Existing Customer,50,M,2,Uneducated,Single,$60K - $80K,Blue,43,4,3,3,4388.0,642,3746.0,0.815,3836,81,0.723,0.146,0.00031104,0.99969
 94892,Existing Customer,43,M,2,Graduate,Married,$60K - $80K,Blue,28,6,3,2,19826.0,1389,18437.0,0.614,3561,73,0.659,0.07,0.00017987,0.99982
-94893,Existing Customer,34,F,1,Graduate,Married,$40K - $60K,Blue,27,3,1,3,2173.0,0,2173.0,0.922,4392,83,0.7659999999999999,0.0,8.6952e-05,0.9999100000000001
-94894,Existing Customer,48,F,3,,,$40K - $60K,Blue,36,6,2,2,2545.0,1894,651.0,0.9109999999999999,4660,68,0.789,0.7440000000000001,0.00012982,0.99987
-94895,Attrited Customer,49,F,4,Graduate,Married,Less than $40K,Blue,38,5,2,4,1757.0,0,1757.0,0.89,2557,45,0.406,0.0,0.9970899999999999,0.0029104
-94896,Existing Customer,54,M,2,Graduate,Married,$80K - $120K,Blue,37,3,2,3,3164.0,2201,963.0,0.679,4410,86,0.623,0.696,0.00019143,0.9998100000000001
+94893,Existing Customer,34,F,1,Graduate,Married,$40K - $60K,Blue,27,3,1,3,2173.0,0,2173.0,0.922,4392,83,0.766,0.0,8.6952e-05,0.99991
+94894,Existing Customer,48,F,3,,,$40K - $60K,Blue,36,6,2,2,2545.0,1894,651.0,0.911,4660,68,0.789,0.744,0.00012982,0.99987
+94895,Attrited Customer,49,F,4,Graduate,Married,Less than $40K,Blue,38,5,2,4,1757.0,0,1757.0,0.89,2557,45,0.406,0.0,0.99709,0.0029104
+94896,Existing Customer,54,M,2,Graduate,Married,$80K - $120K,Blue,37,3,2,3,3164.0,2201,963.0,0.679,4410,86,0.623,0.696,0.00019143,0.99981
 94897,Existing Customer,44,F,2,Graduate,Married,Less than $40K,Blue,40,6,2,2,6022.0,871,5151.0,0.6,3745,74,0.423,0.145,0.00011382,0.99989
-94898,Attrited Customer,46,F,3,College,Married,Less than $40K,Blue,36,2,3,4,1804.0,0,1804.0,0.537,2077,44,0.419,0.0,0.99808,0.0019163000000000001
-94899,Existing Customer,53,M,2,Uneducated,Divorced,$120K +,Blue,42,4,2,2,22664.0,0,22664.0,0.7490000000000001,4586,89,0.745,0.0,0.00011703,0.9998799999999999
-94900,Existing Customer,39,M,3,Graduate,Single,$60K - $80K,Blue,36,5,3,4,2527.0,2204,323.0,0.9,4598,85,0.7709999999999999,0.872,0.00053543,0.99946
+94898,Attrited Customer,46,F,3,College,Married,Less than $40K,Blue,36,2,3,4,1804.0,0,1804.0,0.537,2077,44,0.419,0.0,0.99808,0.0019163
+94899,Existing Customer,53,M,2,Uneducated,Divorced,$120K +,Blue,42,4,2,2,22664.0,0,22664.0,0.749,4586,89,0.745,0.0,0.00011703,0.99988
+94900,Existing Customer,39,M,3,Graduate,Single,$60K - $80K,Blue,36,5,3,4,2527.0,2204,323.0,0.9,4598,85,0.771,0.872,0.00053543,0.99946
 94901,Attrited Customer,49,F,0,Doctorate,Married,Less than $40K,Blue,40,3,4,4,3547.0,2517,1030.0,0.805,2715,45,0.731,0.71,0.99871,0.00128895
-94902,Existing Customer,52,F,1,College,Single,Less than $40K,Blue,43,5,2,3,1438.3,604,834.3,0.81,4219,83,0.6940000000000001,0.42,0.0001747,0.9998299999999999
+94902,Existing Customer,52,F,1,College,Single,Less than $40K,Blue,43,5,2,3,1438.3,604,834.3,0.81,4219,83,0.694,0.42,0.0001747,0.99983
 94903,Existing Customer,51,F,1,College,Married,,Blue,38,3,2,4,6182.0,1516,4666.0,1.137,3801,61,0.968,0.245,0.00029801,0.9997
-94904,Attrited Customer,40,M,3,High School,,$80K - $120K,Blue,34,1,3,4,29715.0,0,29715.0,0.39899999999999997,2128,39,0.345,0.0,0.99808,0.00191647
-94905,Existing Customer,49,F,2,College,Married,Less than $40K,Blue,36,4,3,3,2154.0,1490,664.0,0.727,3664,63,0.853,0.6920000000000001,0.00029411,0.99971
-94906,Existing Customer,46,M,3,Graduate,,$60K - $80K,Blue,36,6,3,4,2179.0,1632,547.0,0.8009999999999999,4025,69,0.6829999999999999,0.7490000000000001,0.00053543,0.99946
+94904,Attrited Customer,40,M,3,High School,,$80K - $120K,Blue,34,1,3,4,29715.0,0,29715.0,0.399,2128,39,0.345,0.0,0.99808,0.00191647
+94905,Existing Customer,49,F,2,College,Married,Less than $40K,Blue,36,4,3,3,2154.0,1490,664.0,0.727,3664,63,0.853,0.692,0.00029411,0.99971
+94906,Existing Customer,46,M,3,Graduate,,$60K - $80K,Blue,36,6,3,4,2179.0,1632,547.0,0.801,4025,69,0.683,0.749,0.00053543,0.99946
 94907,Existing Customer,59,M,0,Uneducated,Single,$60K - $80K,Blue,48,5,1,3,4906.0,1302,3604.0,0.862,4833,80,0.905,0.265,8.1736e-05,0.99992
 94908,Existing Customer,38,F,1,,Married,$40K - $60K,Blue,26,5,3,1,2346.0,1407,939.0,0.77,4116,79,0.975,0.6,0.00011192,0.99989
 94909,Existing Customer,45,F,3,Graduate,Single,Less than $40K,Blue,36,5,2,3,4753.0,0,4753.0,0.856,3895,71,0.578,0.0,0.00019864,0.9998
-94910,Attrited Customer,44,F,2,Graduate,Divorced,Less than $40K,Blue,36,3,2,3,1880.0,0,1880.0,0.519,2469,34,0.41700000000000004,0.0,0.9948,0.0052
-94911,Existing Customer,64,M,0,College,Single,Less than $40K,Silver,56,5,4,4,12155.0,0,12155.0,0.446,4618,60,0.875,0.0,0.00047012,0.9995299999999999
+94910,Attrited Customer,44,F,2,Graduate,Divorced,Less than $40K,Blue,36,3,2,3,1880.0,0,1880.0,0.519,2469,34,0.417,0.0,0.9948,0.0052
+94911,Existing Customer,64,M,0,College,Single,Less than $40K,Silver,56,5,4,4,12155.0,0,12155.0,0.446,4618,60,0.875,0.0,0.00047012,0.99953
 94912,Existing Customer,49,F,1,Graduate,Married,$40K - $60K,Blue,36,5,3,1,2721.0,1527,1194.0,0.743,4622,88,0.725,0.561,0.00010182,0.9999
-94913,Existing Customer,51,F,1,Graduate,Married,Less than $40K,Blue,44,6,2,0,6160.0,2258,3902.0,0.7170000000000001,3986,80,0.6,0.36700000000000005,3.941e-05,0.9999600000000001
-94914,Existing Customer,41,F,4,Graduate,Single,Less than $40K,Blue,24,3,3,1,2069.0,1393,676.0,0.875,4962,70,0.75,0.6729999999999999,0.00011377,0.99989
-94915,Existing Customer,41,M,2,High School,Single,$80K - $120K,Blue,29,6,3,4,28422.0,1258,27164.0,0.672,4841,80,0.6,0.044000000000000004,0.00050163,0.9995
-94916,Existing Customer,39,M,4,Uneducated,Married,$80K - $120K,Blue,27,6,4,2,1438.3,0,1438.3,0.797,4282,69,0.725,0.0,0.00023439999999999998,0.99977
-94917,Existing Customer,41,M,3,Graduate,Divorced,Less than $40K,Blue,23,5,2,4,1438.3,0,1438.3,0.735,4416,68,0.7440000000000001,0.0,0.00033886,0.99966
+94913,Existing Customer,51,F,1,Graduate,Married,Less than $40K,Blue,44,6,2,0,6160.0,2258,3902.0,0.717,3986,80,0.6,0.367,3.941e-05,0.99996
+94914,Existing Customer,41,F,4,Graduate,Single,Less than $40K,Blue,24,3,3,1,2069.0,1393,676.0,0.875,4962,70,0.75,0.673,0.00011377,0.99989
+94915,Existing Customer,41,M,2,High School,Single,$80K - $120K,Blue,29,6,3,4,28422.0,1258,27164.0,0.672,4841,80,0.6,0.044,0.00050163,0.9995
+94916,Existing Customer,39,M,4,Uneducated,Married,$80K - $120K,Blue,27,6,4,2,1438.3,0,1438.3,0.797,4282,69,0.725,0.0,0.0002344,0.99977
+94917,Existing Customer,41,M,3,Graduate,Divorced,Less than $40K,Blue,23,5,2,4,1438.3,0,1438.3,0.735,4416,68,0.744,0.0,0.00033886,0.99966
 94918,Attrited Customer,65,M,0,Graduate,Single,,Blue,48,1,4,3,1671.0,0,1671.0,0.725,2701,51,0.889,0.0,0.99682,0.00317639
-94919,Attrited Customer,44,F,5,Graduate,Single,Less than $40K,Blue,37,1,2,4,1491.0,0,1491.0,0.551,1970,46,0.484,0.0,0.9970399999999999,0.00295637
+94919,Attrited Customer,44,F,5,Graduate,Single,Less than $40K,Blue,37,1,2,4,1491.0,0,1491.0,0.551,1970,46,0.484,0.0,0.99704,0.00295637
 94920,Attrited Customer,43,M,3,Graduate,,$80K - $120K,Blue,29,1,2,6,11422.0,1095,10327.0,0.773,2439,45,0.8,0.096,0.99903,0.00097026
-94921,Attrited Customer,54,F,4,,Married,Less than $40K,Blue,43,3,3,0,5139.0,0,5139.0,0.33,1653,44,0.6920000000000001,0.0,0.9871,0.0129
-94922,Existing Customer,61,M,0,Doctorate,Single,$60K - $80K,Blue,56,4,1,3,4783.0,2517,2266.0,1.024,2870,50,1.1740000000000002,0.526,0.00011504,0.9998799999999999
-94923,Existing Customer,47,M,3,,Single,$60K - $80K,Blue,36,3,2,1,2589.0,1693,896.0,0.878,4259,83,0.7659999999999999,0.654,7.8291e-05,0.99992
+94921,Attrited Customer,54,F,4,,Married,Less than $40K,Blue,43,3,3,0,5139.0,0,5139.0,0.33,1653,44,0.692,0.0,0.9871,0.0129
+94922,Existing Customer,61,M,0,Doctorate,Single,$60K - $80K,Blue,56,4,1,3,4783.0,2517,2266.0,1.024,2870,50,1.174,0.526,0.00011504,0.99988
+94923,Existing Customer,47,M,3,,Single,$60K - $80K,Blue,36,3,2,1,2589.0,1693,896.0,0.878,4259,83,0.766,0.654,7.8291e-05,0.99992
 94924,Existing Customer,38,M,1,Graduate,,$80K - $120K,Blue,25,4,2,4,8138.0,0,8138.0,0.596,4839,61,0.649,0.0,0.00030653,0.99969
 94925,Existing Customer,51,F,3,Graduate,Married,,Blue,37,6,1,1,4502.0,1785,2717.0,1.014,4469,87,0.812,0.396,3.4465e-05,0.99997
-94926,Existing Customer,44,M,5,,Married,$60K - $80K,Silver,38,3,2,2,33521.0,928,32593.0,0.732,4115,66,0.535,0.027999999999999997,0.00011671,0.9998799999999999
-94927,Existing Customer,48,F,3,High School,Single,Less than $40K,Blue,37,5,3,0,4361.0,806,3555.0,0.627,4518,84,0.75,0.185,6.6935e-05,0.9999299999999999
-94928,Existing Customer,53,M,4,College,,$60K - $80K,Blue,44,5,3,1,7026.0,1728,5298.0,0.669,3935,66,1.0,0.24600000000000002,0.00011061,0.99989
-94929,Existing Customer,50,M,2,High School,Married,$80K - $120K,Blue,36,6,2,1,16388.0,2001,14387.0,0.547,4477,83,0.66,0.122,6.6728e-05,0.9999299999999999
-94930,Attrited Customer,30,F,1,Graduate,Married,Less than $40K,Blue,36,2,2,3,2905.0,2517,388.0,0.725,2487,39,0.39299999999999996,0.866,0.9944700000000001,0.005529999999999999
-94931,Existing Customer,41,M,1,Uneducated,Single,$80K - $120K,Blue,31,6,2,4,2404.0,1887,517.0,0.5920000000000001,4489,75,0.7440000000000001,0.785,0.00031517,0.9996799999999999
-94932,Attrited Customer,55,F,4,High School,Married,Less than $40K,Blue,36,4,2,3,1477.0,0,1477.0,0.7190000000000001,2419,49,0.531,0.0,0.9949,0.0051
-94933,Attrited Customer,43,F,4,Post-Graduate,Divorced,Less than $40K,Blue,30,4,3,3,3556.0,2517,1039.0,0.6509999999999999,2639,53,0.71,0.708,0.9973299999999999,0.00267072
+94926,Existing Customer,44,M,5,,Married,$60K - $80K,Silver,38,3,2,2,33521.0,928,32593.0,0.732,4115,66,0.535,0.028,0.00011671,0.99988
+94927,Existing Customer,48,F,3,High School,Single,Less than $40K,Blue,37,5,3,0,4361.0,806,3555.0,0.627,4518,84,0.75,0.185,6.6935e-05,0.99993
+94928,Existing Customer,53,M,4,College,,$60K - $80K,Blue,44,5,3,1,7026.0,1728,5298.0,0.669,3935,66,1.0,0.246,0.00011061,0.99989
+94929,Existing Customer,50,M,2,High School,Married,$80K - $120K,Blue,36,6,2,1,16388.0,2001,14387.0,0.547,4477,83,0.66,0.122,6.6728e-05,0.99993
+94930,Attrited Customer,30,F,1,Graduate,Married,Less than $40K,Blue,36,2,2,3,2905.0,2517,388.0,0.725,2487,39,0.393,0.866,0.99447,0.00553
+94931,Existing Customer,41,M,1,Uneducated,Single,$80K - $120K,Blue,31,6,2,4,2404.0,1887,517.0,0.592,4489,75,0.744,0.785,0.00031517,0.99968
+94932,Attrited Customer,55,F,4,High School,Married,Less than $40K,Blue,36,4,2,3,1477.0,0,1477.0,0.719,2419,49,0.531,0.0,0.9949,0.0051
+94933,Attrited Customer,43,F,4,Post-Graduate,Divorced,Less than $40K,Blue,30,4,3,3,3556.0,2517,1039.0,0.651,2639,53,0.71,0.708,0.99733,0.00267072
 94934,Existing Customer,48,M,3,Graduate,Married,$60K - $80K,Blue,38,6,1,0,5649.0,748,4901.0,1.077,4683,72,0.946,0.132,2.1081e-05,0.99998
-94935,Existing Customer,41,F,3,Post-Graduate,,$40K - $60K,Blue,29,6,1,3,14345.0,960,13385.0,0.8170000000000001,4045,72,0.946,0.067,0.00011311,0.99989
-94936,Existing Customer,47,F,3,High School,Married,Less than $40K,Blue,36,6,2,3,6524.0,1993,4531.0,0.815,4267,66,0.8859999999999999,0.305,0.00019311,0.9998100000000001
-94937,Existing Customer,55,F,1,,Married,Less than $40K,Blue,46,5,1,4,2281.0,920,1361.0,0.5760000000000001,3968,66,0.833,0.40299999999999997,0.00016305,0.99984
-94938,Existing Customer,47,F,4,College,Married,Less than $40K,Blue,38,3,1,2,2633.0,1924,709.0,0.8059999999999999,3407,66,0.535,0.731,5.6158e-05,0.9999399999999999
-94939,Existing Customer,51,M,3,Graduate,Married,$80K - $120K,Blue,31,6,1,2,7693.0,0,7693.0,0.579,4573,93,0.632,0.0,5.7151e-05,0.9999399999999999
+94935,Existing Customer,41,F,3,Post-Graduate,,$40K - $60K,Blue,29,6,1,3,14345.0,960,13385.0,0.817,4045,72,0.946,0.067,0.00011311,0.99989
+94936,Existing Customer,47,F,3,High School,Married,Less than $40K,Blue,36,6,2,3,6524.0,1993,4531.0,0.815,4267,66,0.886,0.305,0.00019311,0.99981
+94937,Existing Customer,55,F,1,,Married,Less than $40K,Blue,46,5,1,4,2281.0,920,1361.0,0.576,3968,66,0.833,0.403,0.00016305,0.99984
+94938,Existing Customer,47,F,4,College,Married,Less than $40K,Blue,38,3,1,2,2633.0,1924,709.0,0.806,3407,66,0.535,0.731,5.6158e-05,0.99994
+94939,Existing Customer,51,M,3,Graduate,Married,$80K - $120K,Blue,31,6,1,2,7693.0,0,7693.0,0.579,4573,93,0.632,0.0,5.7151e-05,0.99994
 94940,Existing Customer,44,F,3,High School,Single,,Blue,31,5,6,4,10262.0,1888,8374.0,0.508,3553,65,0.757,0.184,0.00041093,0.99959
 94941,Existing Customer,49,F,2,,Single,,Blue,39,4,1,3,11320.0,0,11320.0,0.669,2845,57,0.727,0.0,0.00010183,0.9999
 94942,Existing Customer,53,F,1,College,Single,Less than $40K,Blue,35,3,2,4,2482.0,916,1566.0,0.632,4295,72,0.532,0.369,0.00029801,0.9997
-94943,Existing Customer,47,F,3,High School,Married,Less than $40K,Blue,36,3,2,2,3035.0,0,3035.0,1.222,3847,63,0.6579999999999999,0.0,0.00011482,0.99989
+94943,Existing Customer,47,F,3,High School,Married,Less than $40K,Blue,36,3,2,2,3035.0,0,3035.0,1.222,3847,63,0.658,0.0,0.00011482,0.99989
 94944,Existing Customer,51,M,2,Graduate,Single,$120K +,Blue,40,4,3,3,26308.0,0,26308.0,0.647,3278,53,0.828,0.0,0.00030251,0.9997
 94945,Existing Customer,53,F,4,,Single,Less than $40K,Blue,34,6,2,2,6721.0,1115,5606.0,0.79,3718,51,0.759,0.166,0.00013121,0.99987
 94946,Existing Customer,49,M,2,College,Single,$60K - $80K,Blue,41,6,3,4,6205.0,2233,3972.0,0.662,3906,64,0.684,0.36,0.00050168,0.9995
 94947,Existing Customer,35,F,3,Uneducated,Single,Less than $40K,Blue,36,4,2,3,2624.0,1458,1166.0,0.809,4487,61,0.743,0.556,0.00020424,0.9998
-94948,Attrited Customer,40,F,3,Graduate,Married,Less than $40K,Blue,29,6,2,4,1479.0,458,1021.0,0.466,1811,44,0.517,0.31,0.9970600000000001,0.00294141
-94949,Existing Customer,44,M,3,College,Married,$60K - $80K,Blue,30,5,2,0,4489.0,0,4489.0,0.693,3773,64,0.455,0.0,4.2358000000000003e-05,0.9999600000000001
-94950,Attrited Customer,53,F,1,Graduate,Married,,Blue,36,6,3,1,5842.0,198,5644.0,0.396,1828,44,0.517,0.034,0.9902799999999999,0.00972
-94951,Existing Customer,42,F,4,,Married,Less than $40K,Blue,30,4,2,3,8777.0,1668,7109.0,0.85,4141,83,0.66,0.19,0.00022068,0.9997799999999999
-94952,Existing Customer,51,F,2,,Single,Less than $40K,Blue,45,3,6,1,3250.0,0,3250.0,0.601,4752,84,0.75,0.0,9.4124e-05,0.9999100000000001
+94948,Attrited Customer,40,F,3,Graduate,Married,Less than $40K,Blue,29,6,2,4,1479.0,458,1021.0,0.466,1811,44,0.517,0.31,0.99706,0.00294141
+94949,Existing Customer,44,M,3,College,Married,$60K - $80K,Blue,30,5,2,0,4489.0,0,4489.0,0.693,3773,64,0.455,0.0,4.2358e-05,0.99996
+94950,Attrited Customer,53,F,1,Graduate,Married,,Blue,36,6,3,1,5842.0,198,5644.0,0.396,1828,44,0.517,0.034,0.99028,0.00972
+94951,Existing Customer,42,F,4,,Married,Less than $40K,Blue,30,4,2,3,8777.0,1668,7109.0,0.85,4141,83,0.66,0.19,0.00022068,0.99978
+94952,Existing Customer,51,F,2,,Single,Less than $40K,Blue,45,3,6,1,3250.0,0,3250.0,0.601,4752,84,0.75,0.0,9.4124e-05,0.99991
 94953,Attrited Customer,46,M,1,Uneducated,Married,$60K - $80K,Blue,34,3,3,4,15060.0,0,15060.0,0.545,1611,42,0.4,0.0,0.998,0.002003
-94954,Existing Customer,40,M,4,High School,,$80K - $120K,Blue,36,6,1,0,2126.0,1321,805.0,0.596,2992,72,1.0,0.621,2.0713000000000003e-05,0.99998
-94955,Existing Customer,47,M,4,,Divorced,$40K - $60K,Blue,35,3,2,1,4907.0,773,4134.0,0.517,5088,71,0.6509999999999999,0.158,7.9128e-05,0.99992
-94956,Existing Customer,51,F,1,Uneducated,Married,,Blue,44,6,2,1,3553.0,0,3553.0,0.8440000000000001,4923,89,0.648,0.0,6.6245e-05,0.9999299999999999
-94957,Existing Customer,41,F,4,High School,Single,,Blue,28,4,2,2,2515.0,1313,1202.0,0.981,4370,68,0.7,0.522,0.00011604,0.9998799999999999
-94958,Attrited Customer,41,M,4,,Single,$80K - $120K,Blue,28,1,2,4,4428.0,0,4428.0,0.865,2331,36,0.28600000000000003,0.0,0.99735,0.00264844
-94959,Existing Customer,43,M,1,High School,Married,$40K - $60K,Blue,25,6,3,3,1616.0,0,1616.0,0.794,4961,78,0.8140000000000001,0.0,0.00027604,0.99972
-94960,Existing Customer,64,F,1,Graduate,Single,Less than $40K,Blue,56,4,1,1,6723.0,968,5755.0,0.8320000000000001,3838,67,0.8109999999999999,0.14400000000000002,3.1176e-05,0.99997
+94954,Existing Customer,40,M,4,High School,,$80K - $120K,Blue,36,6,1,0,2126.0,1321,805.0,0.596,2992,72,1.0,0.621,2.0713e-05,0.99998
+94955,Existing Customer,47,M,4,,Divorced,$40K - $60K,Blue,35,3,2,1,4907.0,773,4134.0,0.517,5088,71,0.651,0.158,7.9128e-05,0.99992
+94956,Existing Customer,51,F,1,Uneducated,Married,,Blue,44,6,2,1,3553.0,0,3553.0,0.844,4923,89,0.648,0.0,6.6245e-05,0.99993
+94957,Existing Customer,41,F,4,High School,Single,,Blue,28,4,2,2,2515.0,1313,1202.0,0.981,4370,68,0.7,0.522,0.00011604,0.99988
+94958,Attrited Customer,41,M,4,,Single,$80K - $120K,Blue,28,1,2,4,4428.0,0,4428.0,0.865,2331,36,0.286,0.0,0.99735,0.00264844
+94959,Existing Customer,43,M,1,High School,Married,$40K - $60K,Blue,25,6,3,3,1616.0,0,1616.0,0.794,4961,78,0.814,0.0,0.00027604,0.99972
+94960,Existing Customer,64,F,1,Graduate,Single,Less than $40K,Blue,56,4,1,1,6723.0,968,5755.0,0.832,3838,67,0.811,0.144,3.1176e-05,0.99997
 94961,Existing Customer,42,F,1,Uneducated,Married,Less than $40K,Blue,29,3,4,2,2756.0,1911,845.0,0.774,4656,62,0.879,0.693,0.00020979,0.99979
 94962,Attrited Customer,50,F,3,High School,Married,Less than $40K,Blue,40,6,2,4,2897.0,1506,1391.0,0.618,2214,46,0.484,0.52,0.99697,0.00302546
-94963,Existing Customer,52,F,2,Uneducated,Married,Less than $40K,Blue,42,6,3,0,5456.0,0,5456.0,0.337,3470,65,0.625,0.0,6.8225e-05,0.9999299999999999
+94963,Existing Customer,52,F,2,Uneducated,Married,Less than $40K,Blue,42,6,3,0,5456.0,0,5456.0,0.337,3470,65,0.625,0.0,6.8225e-05,0.99993
 94964,Existing Customer,46,F,1,Graduate,Single,$40K - $60K,Blue,34,4,2,2,3569.0,0,3569.0,0.706,4186,72,0.636,0.0,0.00010684,0.99989
-94965,Existing Customer,39,M,5,College,Married,$80K - $120K,Blue,29,3,3,4,34198.0,1804,32394.0,0.934,4270,59,0.639,0.053,0.00051793,0.9994799999999999
-94966,Existing Customer,44,M,2,Graduate,Single,$80K - $120K,Blue,31,5,2,4,34516.0,1311,33205.0,0.6,4485,85,0.7709999999999999,0.038,0.00032656,0.9996700000000001
-94967,Existing Customer,57,F,3,College,Single,$40K - $60K,Blue,44,3,1,2,2817.0,1864,953.0,0.7,4535,82,0.745,0.662,5.5564e-05,0.9999399999999999
+94965,Existing Customer,39,M,5,College,Married,$80K - $120K,Blue,29,3,3,4,34198.0,1804,32394.0,0.934,4270,59,0.639,0.053,0.00051793,0.99948
+94966,Existing Customer,44,M,2,Graduate,Single,$80K - $120K,Blue,31,5,2,4,34516.0,1311,33205.0,0.6,4485,85,0.771,0.038,0.00032656,0.99967
+94967,Existing Customer,57,F,3,College,Single,$40K - $60K,Blue,44,3,1,2,2817.0,1864,953.0,0.7,4535,82,0.745,0.662,5.5564e-05,0.99994
 94968,Existing Customer,53,F,1,Uneducated,Single,Less than $40K,Blue,43,6,2,3,2126.0,1257,869.0,0.632,4340,70,0.892,0.591,0.00018475,0.99982
 94969,Existing Customer,43,F,2,Uneducated,Single,Less than $40K,Blue,36,3,1,4,2573.0,1640,933.0,0.873,4094,77,0.638,0.637,0.00016249,0.99984
-94970,Existing Customer,45,F,3,,Married,$40K - $60K,Blue,31,5,5,3,2016.0,1303,713.0,0.599,3243,63,0.615,0.6459999999999999,0.00038536,0.99961
-94971,Existing Customer,48,F,1,College,Divorced,Less than $40K,Blue,36,6,3,0,4006.0,1646,2360.0,0.746,5006,89,0.534,0.41100000000000003,6.0552e-05,0.9999399999999999
-94972,Existing Customer,41,F,3,High School,,,Blue,36,5,1,2,5869.0,0,5869.0,0.713,4191,65,0.857,0.0,5.5558999999999994e-05,0.9999399999999999
+94970,Existing Customer,45,F,3,,Married,$40K - $60K,Blue,31,5,5,3,2016.0,1303,713.0,0.599,3243,63,0.615,0.646,0.00038536,0.99961
+94971,Existing Customer,48,F,1,College,Divorced,Less than $40K,Blue,36,6,3,0,4006.0,1646,2360.0,0.746,5006,89,0.534,0.411,6.0552e-05,0.99994
+94972,Existing Customer,41,F,3,High School,,,Blue,36,5,1,2,5869.0,0,5869.0,0.713,4191,65,0.857,0.0,5.5559e-05,0.99994
 94973,Attrited Customer,47,M,2,Graduate,Divorced,$80K - $120K,Blue,41,3,2,3,4586.0,0,4586.0,0.812,2529,43,0.433,0.0,0.9948,0.0052
 94974,Existing Customer,50,F,2,College,Single,Less than $40K,Blue,41,6,3,4,1438.3,0,1438.3,0.872,4617,67,0.634,0.0,0.00050168,0.9995
 94975,Existing Customer,46,M,5,,Married,$60K - $80K,Blue,35,3,3,3,1790.0,796,994.0,0.722,3539,57,0.966,0.445,0.00034328,0.99966
-94976,Existing Customer,51,F,0,Graduate,Married,,Blue,36,5,2,3,5862.0,2306,3556.0,0.807,4305,51,1.318,0.39299999999999996,0.00016428,0.99984
-94977,Existing Customer,43,M,5,,Married,$60K - $80K,Blue,36,3,5,1,7411.0,1341,6070.0,0.799,4278,80,0.633,0.18100000000000002,0.00013749,0.9998600000000001
+94976,Existing Customer,51,F,0,Graduate,Married,,Blue,36,5,2,3,5862.0,2306,3556.0,0.807,4305,51,1.318,0.393,0.00016428,0.99984
+94977,Existing Customer,43,M,5,,Married,$60K - $80K,Blue,36,3,5,1,7411.0,1341,6070.0,0.799,4278,80,0.633,0.181,0.00013749,0.99986
 94978,Attrited Customer,47,F,2,College,Married,Less than $40K,Blue,36,6,2,3,5667.0,2517,3150.0,0.684,2176,38,0.267,0.444,0.99466,0.00534
-94979,Existing Customer,47,M,4,College,Single,$60K - $80K,Blue,41,5,2,3,15594.0,0,15594.0,0.631,4745,75,0.7859999999999999,0.0,0.00019519,0.9998
-94980,Attrited Customer,47,F,3,High School,Married,,Blue,39,6,3,4,11410.0,979,10431.0,1.0490000000000002,2736,38,0.462,0.086,0.99808,0.00191647
-94981,Attrited Customer,47,M,3,Doctorate,Married,$60K - $80K,Blue,36,6,3,1,1584.0,1214,370.0,0.887,2628,41,0.64,0.7659999999999999,0.9939,0.0061
-94982,Existing Customer,44,M,1,Uneducated,Married,$80K - $120K,Blue,29,4,3,3,13298.0,1694,11604.0,0.8240000000000001,3476,66,0.784,0.127,0.00029196,0.99971
-94983,Attrited Customer,51,F,2,,Married,Less than $40K,Blue,36,1,2,2,2114.0,0,2114.0,0.875,2872,45,0.5,0.0,0.9920700000000001,0.00793
-94984,Attrited Customer,44,M,1,,Single,$60K - $80K,Blue,33,3,2,4,2540.0,0,2540.0,0.212,1531,31,0.107,0.0,0.9970399999999999,0.00295827
-94985,Existing Customer,41,F,5,Uneducated,Single,Less than $40K,Blue,30,4,2,1,1762.0,1051,711.0,0.785,4986,80,0.7390000000000001,0.596,7.2863e-05,0.9999299999999999
-94986,Existing Customer,47,F,1,Uneducated,Married,Less than $40K,Blue,36,6,3,3,2245.0,1503,742.0,0.754,3344,54,0.5429999999999999,0.669,0.00029196,0.99971
-94987,Existing Customer,47,M,1,Uneducated,Married,$40K - $60K,Blue,36,3,2,3,8168.0,2137,6031.0,0.659,3554,82,0.8220000000000001,0.262,0.00018475,0.99982
+94979,Existing Customer,47,M,4,College,Single,$60K - $80K,Blue,41,5,2,3,15594.0,0,15594.0,0.631,4745,75,0.786,0.0,0.00019519,0.9998
+94980,Attrited Customer,47,F,3,High School,Married,,Blue,39,6,3,4,11410.0,979,10431.0,1.049,2736,38,0.462,0.086,0.99808,0.00191647
+94981,Attrited Customer,47,M,3,Doctorate,Married,$60K - $80K,Blue,36,6,3,1,1584.0,1214,370.0,0.887,2628,41,0.64,0.766,0.9939,0.0061
+94982,Existing Customer,44,M,1,Uneducated,Married,$80K - $120K,Blue,29,4,3,3,13298.0,1694,11604.0,0.824,3476,66,0.784,0.127,0.00029196,0.99971
+94983,Attrited Customer,51,F,2,,Married,Less than $40K,Blue,36,1,2,2,2114.0,0,2114.0,0.875,2872,45,0.5,0.0,0.99207,0.00793
+94984,Attrited Customer,44,M,1,,Single,$60K - $80K,Blue,33,3,2,4,2540.0,0,2540.0,0.212,1531,31,0.107,0.0,0.99704,0.00295827
+94985,Existing Customer,41,F,5,Uneducated,Single,Less than $40K,Blue,30,4,2,1,1762.0,1051,711.0,0.785,4986,80,0.739,0.596,7.2863e-05,0.99993
+94986,Existing Customer,47,F,1,Uneducated,Married,Less than $40K,Blue,36,6,3,3,2245.0,1503,742.0,0.754,3344,54,0.543,0.669,0.00029196,0.99971
+94987,Existing Customer,47,M,1,Uneducated,Married,$40K - $60K,Blue,36,3,2,3,8168.0,2137,6031.0,0.659,3554,82,0.822,0.262,0.00018475,0.99982
 94988,Attrited Customer,41,M,2,Graduate,Single,$60K - $80K,Blue,36,3,2,1,2238.0,0,2238.0,0.452,2063,42,0.5,0.0,0.98564,0.01436
-94989,Attrited Customer,54,F,2,Doctorate,Married,Less than $40K,Blue,41,2,2,3,3881.0,2517,1364.0,0.815,2463,38,0.40700000000000003,0.649,0.9964,0.00359603
-94990,Existing Customer,44,M,4,Graduate,Married,$80K - $120K,Blue,36,3,1,3,20485.0,0,20485.0,0.7509999999999999,3024,51,1.04,0.0,9.7154e-05,0.9999
-94991,Existing Customer,44,F,2,Doctorate,Divorced,,Blue,39,6,4,1,9856.0,671,9185.0,0.662,5408,83,0.7290000000000001,0.068,0.00018969999999999998,0.9998100000000001
-94992,Existing Customer,44,M,3,High School,Single,Less than $40K,Blue,38,6,1,2,2111.0,1047,1064.0,0.971,4830,82,0.9520000000000001,0.496,5.5558999999999994e-05,0.9999399999999999
+94989,Attrited Customer,54,F,2,Doctorate,Married,Less than $40K,Blue,41,2,2,3,3881.0,2517,1364.0,0.815,2463,38,0.407,0.649,0.9964,0.00359603
+94990,Existing Customer,44,M,4,Graduate,Married,$80K - $120K,Blue,36,3,1,3,20485.0,0,20485.0,0.751,3024,51,1.04,0.0,9.7154e-05,0.9999
+94991,Existing Customer,44,F,2,Doctorate,Divorced,,Blue,39,6,4,1,9856.0,671,9185.0,0.662,5408,83,0.729,0.068,0.0001897,0.99981
+94992,Existing Customer,44,M,3,High School,Single,Less than $40K,Blue,38,6,1,2,2111.0,1047,1064.0,0.971,4830,82,0.952,0.496,5.5559e-05,0.99994
 94993,Existing Customer,43,F,3,,Divorced,Less than $40K,Blue,30,3,2,1,2905.0,2079,826.0,0.789,4444,84,0.909,0.716,7.8291e-05,0.99992
 94994,Existing Customer,49,M,4,Uneducated,,$60K - $80K,Silver,44,6,3,2,32244.0,0,32244.0,0.647,3501,65,0.757,0.0,0.00017526,0.99982
-94995,Existing Customer,47,F,2,Post-Graduate,Divorced,$40K - $60K,Blue,33,6,2,3,5624.0,1216,4408.0,0.691,3843,66,1.0,0.21600000000000003,0.00022525,0.99977
+94995,Existing Customer,47,F,2,Post-Graduate,Divorced,$40K - $60K,Blue,33,6,2,3,5624.0,1216,4408.0,0.691,3843,66,1.0,0.216,0.00022525,0.99977
 94996,Existing Customer,44,F,4,High School,Single,Less than $40K,Blue,36,6,2,3,1656.0,1429,227.0,0.777,4258,77,0.75,0.863,0.00019517,0.9998
 94997,Attrited Customer,42,M,2,Uneducated,Married,$40K - $60K,Blue,30,1,3,3,3032.0,0,3032.0,0.429,2273,44,0.517,0.0,0.9968,0.00320374
 94998,Attrited Customer,42,M,0,High School,Single,$60K - $80K,Blue,36,4,3,6,15699.0,0,15699.0,0.569,1793,40,0.6,0.0,0.99924,0.00076382
 94999,Existing Customer,40,F,3,Uneducated,Divorced,$40K - $60K,Blue,28,3,1,3,6608.0,2270,4338.0,0.75,4033,58,0.657,0.344,9.8837e-05,0.9999
-95000,Existing Customer,47,F,3,Graduate,Single,Less than $40K,Blue,43,4,2,4,5062.0,1423,3639.0,0.775,4535,68,0.41700000000000004,0.281,0.00033886,0.99966
-95001,Existing Customer,44,M,3,Uneducated,Single,$40K - $60K,Blue,30,3,3,2,1547.0,0,1547.0,0.792,4348,63,0.615,0.0,0.00019191,0.9998100000000001
-95002,Existing Customer,60,F,0,Uneducated,Single,Less than $40K,Silver,49,3,1,1,11060.0,1647,9413.0,0.938,4545,83,0.7659999999999999,0.149,2.6479000000000002e-05,0.99997
-95003,Existing Customer,41,F,2,High School,Married,$40K - $60K,Blue,26,5,1,2,1438.3,0,1438.3,0.66,4300,67,0.675,0.0,5.3541999999999997e-05,0.99995
+95000,Existing Customer,47,F,3,Graduate,Single,Less than $40K,Blue,43,4,2,4,5062.0,1423,3639.0,0.775,4535,68,0.417,0.281,0.00033886,0.99966
+95001,Existing Customer,44,M,3,Uneducated,Single,$40K - $60K,Blue,30,3,3,2,1547.0,0,1547.0,0.792,4348,63,0.615,0.0,0.00019191,0.99981
+95002,Existing Customer,60,F,0,Uneducated,Single,Less than $40K,Silver,49,3,1,1,11060.0,1647,9413.0,0.938,4545,83,0.766,0.149,2.6479e-05,0.99997
+95003,Existing Customer,41,F,2,High School,Married,$40K - $60K,Blue,26,5,1,2,1438.3,0,1438.3,0.66,4300,67,0.675,0.0,5.3542e-05,0.99995
 95004,Existing Customer,46,F,2,,Single,Less than $40K,Blue,33,4,3,2,3670.0,0,3670.0,0.797,4811,68,0.889,0.0,0.00019771,0.9998
-95005,Existing Customer,42,F,3,Uneducated,Single,Less than $40K,Blue,38,4,1,4,1538.0,868,670.0,0.828,5228,61,0.6940000000000001,0.564,0.00016861,0.9998299999999999
-95006,Existing Customer,54,F,3,High School,Married,$40K - $60K,Blue,49,5,1,2,1438.3,886,552.3,0.8220000000000001,4385,91,0.7170000000000001,0.616,5.5558999999999994e-05,0.9999399999999999
-95007,Attrited Customer,45,F,3,College,Married,Less than $40K,Blue,36,4,2,4,2330.0,2294,36.0,0.456,2107,40,0.33299999999999996,0.985,0.99697,0.00302519
-95008,Existing Customer,49,M,1,High School,Single,$60K - $80K,Blue,40,6,2,2,3170.0,1428,1742.0,0.8759999999999999,4097,72,0.565,0.45,0.00010386,0.9999
-95009,Existing Customer,42,F,2,Post-Graduate,Divorced,Less than $40K,Blue,26,5,2,3,2120.0,1527,593.0,0.7440000000000001,4741,86,0.72,0.72,0.00022525,0.99977
-95010,Existing Customer,53,M,0,Graduate,Single,$80K - $120K,Blue,34,3,1,4,20231.0,1434,18797.0,0.5429999999999999,5002,78,0.66,0.071,0.00013562,0.9998600000000001
-95011,Attrited Customer,48,F,4,Doctorate,,,Blue,24,4,2,3,1438.3,0,1438.3,0.738,2306,46,0.484,0.0,0.9965700000000001,0.00342939
-95012,Existing Customer,45,F,4,Graduate,Married,Less than $40K,Blue,38,6,3,2,5583.0,0,5583.0,0.748,3317,71,0.821,0.0,0.00018864,0.9998100000000001
-95013,Existing Customer,41,F,3,Uneducated,Divorced,Less than $40K,Blue,30,5,3,4,7764.0,621,7143.0,0.67,3955,72,0.7559999999999999,0.08,0.00055052,0.99945
-95014,Attrited Customer,51,M,3,Uneducated,Single,$80K - $120K,Blue,45,3,3,3,25670.0,0,25670.0,0.9520000000000001,2709,51,0.645,0.0,0.9969100000000001,0.00308778
-95015,Attrited Customer,45,M,2,College,Single,$60K - $80K,Blue,29,3,2,4,3841.0,0,3841.0,0.794,2832,48,0.846,0.0,0.9968600000000001,0.0031388
-95016,Existing Customer,52,F,3,Graduate,Married,Less than $40K,Blue,39,4,3,3,2001.0,909,1092.0,0.772,4238,63,0.8,0.45399999999999996,0.0003139,0.99969
-95017,Existing Customer,44,F,3,High School,Single,Less than $40K,Blue,37,3,2,2,8512.0,1471,7041.0,0.867,4056,81,0.841,0.17300000000000001,0.00011482,0.99989
-95018,Existing Customer,47,F,3,Uneducated,Divorced,$40K - $60K,Blue,30,5,3,2,5869.0,2517,3352.0,0.505,4166,85,0.809,0.429,0.00019191,0.9998100000000001
-95019,Existing Customer,44,F,5,,Married,,Blue,36,4,2,3,5791.0,0,5791.0,0.645,4556,67,0.861,0.0,0.00021724,0.9997799999999999
-95020,Attrited Customer,50,M,2,High School,Married,$120K +,Silver,37,5,2,1,34516.0,399,34117.0,0.726,2118,41,0.519,0.012,0.98369,0.016309999999999998
-95021,Existing Customer,49,M,3,,Married,$80K - $120K,Blue,43,6,1,1,2191.0,1414,777.0,0.635,3967,76,0.767,0.645,3.7884e-05,0.9999600000000001
-95022,Existing Customer,37,M,2,,Single,$60K - $80K,Blue,32,4,1,1,2865.0,1176,1689.0,0.665,3462,61,0.9059999999999999,0.41,3.6508000000000004e-05,0.9999600000000001
+95005,Existing Customer,42,F,3,Uneducated,Single,Less than $40K,Blue,38,4,1,4,1538.0,868,670.0,0.828,5228,61,0.694,0.564,0.00016861,0.99983
+95006,Existing Customer,54,F,3,High School,Married,$40K - $60K,Blue,49,5,1,2,1438.3,886,552.3,0.822,4385,91,0.717,0.616,5.5559e-05,0.99994
+95007,Attrited Customer,45,F,3,College,Married,Less than $40K,Blue,36,4,2,4,2330.0,2294,36.0,0.456,2107,40,0.333,0.985,0.99697,0.00302519
+95008,Existing Customer,49,M,1,High School,Single,$60K - $80K,Blue,40,6,2,2,3170.0,1428,1742.0,0.876,4097,72,0.565,0.45,0.00010386,0.9999
+95009,Existing Customer,42,F,2,Post-Graduate,Divorced,Less than $40K,Blue,26,5,2,3,2120.0,1527,593.0,0.744,4741,86,0.72,0.72,0.00022525,0.99977
+95010,Existing Customer,53,M,0,Graduate,Single,$80K - $120K,Blue,34,3,1,4,20231.0,1434,18797.0,0.543,5002,78,0.66,0.071,0.00013562,0.99986
+95011,Attrited Customer,48,F,4,Doctorate,,,Blue,24,4,2,3,1438.3,0,1438.3,0.738,2306,46,0.484,0.0,0.99657,0.00342939
+95012,Existing Customer,45,F,4,Graduate,Married,Less than $40K,Blue,38,6,3,2,5583.0,0,5583.0,0.748,3317,71,0.821,0.0,0.00018864,0.99981
+95013,Existing Customer,41,F,3,Uneducated,Divorced,Less than $40K,Blue,30,5,3,4,7764.0,621,7143.0,0.67,3955,72,0.756,0.08,0.00055052,0.99945
+95014,Attrited Customer,51,M,3,Uneducated,Single,$80K - $120K,Blue,45,3,3,3,25670.0,0,25670.0,0.952,2709,51,0.645,0.0,0.99691,0.00308778
+95015,Attrited Customer,45,M,2,College,Single,$60K - $80K,Blue,29,3,2,4,3841.0,0,3841.0,0.794,2832,48,0.846,0.0,0.99686,0.0031388
+95016,Existing Customer,52,F,3,Graduate,Married,Less than $40K,Blue,39,4,3,3,2001.0,909,1092.0,0.772,4238,63,0.8,0.454,0.0003139,0.99969
+95017,Existing Customer,44,F,3,High School,Single,Less than $40K,Blue,37,3,2,2,8512.0,1471,7041.0,0.867,4056,81,0.841,0.173,0.00011482,0.99989
+95018,Existing Customer,47,F,3,Uneducated,Divorced,$40K - $60K,Blue,30,5,3,2,5869.0,2517,3352.0,0.505,4166,85,0.809,0.429,0.00019191,0.99981
+95019,Existing Customer,44,F,5,,Married,,Blue,36,4,2,3,5791.0,0,5791.0,0.645,4556,67,0.861,0.0,0.00021724,0.99978
+95020,Attrited Customer,50,M,2,High School,Married,$120K +,Silver,37,5,2,1,34516.0,399,34117.0,0.726,2118,41,0.519,0.012,0.98369,0.01631
+95021,Existing Customer,49,M,3,,Married,$80K - $120K,Blue,43,6,1,1,2191.0,1414,777.0,0.635,3967,76,0.767,0.645,3.7884e-05,0.99996
+95022,Existing Customer,37,M,2,,Single,$60K - $80K,Blue,32,4,1,1,2865.0,1176,1689.0,0.665,3462,61,0.906,0.41,3.6508e-05,0.99996
 95023,Existing Customer,43,M,4,Graduate,Married,$120K +,Blue,31,6,1,3,6467.0,1887,4580.0,0.442,4098,61,0.605,0.292,9.7154e-05,0.9999
-95024,Attrited Customer,37,F,3,,Married,Less than $40K,Blue,17,3,1,3,1468.0,1074,394.0,0.6970000000000001,2050,32,0.524,0.732,0.9906299999999999,0.00937
+95024,Attrited Customer,37,F,3,,Married,Less than $40K,Blue,17,3,1,3,1468.0,1074,394.0,0.697,2050,32,0.524,0.732,0.99063,0.00937
 95025,Existing Customer,58,F,2,Graduate,Single,$40K - $60K,Blue,50,4,3,3,5386.0,0,5386.0,0.777,4846,84,0.68,0.0,0.00030251,0.9997
 95026,Existing Customer,46,F,3,Graduate,Single,Less than $40K,Blue,28,5,3,3,1438.3,576,862.3,0.774,5098,66,0.833,0.4,0.0003139,0.99969
-95027,Existing Customer,59,F,0,Uneducated,Single,,Blue,46,5,1,4,5402.0,892,4510.0,0.782,4770,83,0.596,0.165,0.00013944,0.9998600000000001
+95027,Existing Customer,59,F,0,Uneducated,Single,,Blue,46,5,1,4,5402.0,892,4510.0,0.782,4770,83,0.596,0.165,0.00013944,0.99986
 95028,Attrited Customer,49,F,3,Uneducated,Single,,Blue,36,4,2,3,3855.0,211,3644.0,0.485,1724,34,0.308,0.055,0.99513,0.00487126
 95029,Attrited Customer,42,F,1,,Married,Less than $40K,Blue,36,3,3,4,2983.0,0,2983.0,0.865,2509,46,0.586,0.0,0.99813,0.00187387
-95030,Existing Customer,54,F,2,Doctorate,Divorced,Less than $40K,Blue,43,6,1,3,1438.3,1120,318.3,0.8170000000000001,4880,77,0.75,0.779,0.00013405,0.99987
+95030,Existing Customer,54,F,2,Doctorate,Divorced,Less than $40K,Blue,43,6,1,3,1438.3,1120,318.3,0.817,4880,77,0.75,0.779,0.00013405,0.99987
 95031,Attrited Customer,31,F,0,Post-Graduate,Divorced,Less than $40K,Blue,36,6,3,3,4871.0,0,4871.0,0.89,2773,34,0.789,0.0,0.99674,0.00326213
-95032,Existing Customer,40,F,2,Graduate,,Less than $40K,Blue,29,5,1,2,2636.0,1953,683.0,0.9159999999999999,4584,70,0.591,0.741,5.5077e-05,0.9999399999999999
+95032,Existing Customer,40,F,2,Graduate,,Less than $40K,Blue,29,5,1,2,2636.0,1953,683.0,0.916,4584,70,0.591,0.741,5.5077e-05,0.99994
 95033,Existing Customer,32,F,2,Post-Graduate,Married,$40K - $60K,Blue,24,5,3,1,1553.0,1177,376.0,0.638,4549,68,0.659,0.758,0.00012764,0.99987
 95034,Attrited Customer,45,F,3,High School,Married,$40K - $60K,Blue,37,4,2,4,3304.0,0,3304.0,0.532,1731,32,0.28,0.0,0.99697,0.00302546
-95035,Attrited Customer,49,M,4,,Single,$120K +,Blue,38,3,3,4,34516.0,2517,31999.0,0.7,2376,55,0.486,0.073,0.9983200000000001,0.00167742
-95036,Existing Customer,53,F,1,High School,Single,Less than $40K,Blue,47,6,2,3,3378.0,2134,1244.0,0.541,4464,83,0.93,0.632,0.00017468,0.9998299999999999
+95035,Attrited Customer,49,M,4,,Single,$120K +,Blue,38,3,3,4,34516.0,2517,31999.0,0.7,2376,55,0.486,0.073,0.99832,0.00167742
+95036,Existing Customer,53,F,1,High School,Single,Less than $40K,Blue,47,6,2,3,3378.0,2134,1244.0,0.541,4464,83,0.93,0.632,0.00017468,0.99983
 95037,Existing Customer,34,F,3,Uneducated,Single,$40K - $60K,Blue,27,3,2,4,2313.0,1775,538.0,0.773,4317,68,0.545,0.767,0.00034841,0.99965
-95038,Existing Customer,49,F,0,Graduate,Single,Less than $40K,Blue,39,4,3,0,2434.0,0,2434.0,0.7879999999999999,4628,73,0.622,0.0,5.694e-05,0.9999399999999999
-95039,Existing Customer,60,F,1,College,Single,$40K - $60K,Blue,50,5,1,3,1438.3,0,1438.3,0.578,4148,84,0.7140000000000001,0.0,8.453700000000001e-05,0.99992
+95038,Existing Customer,49,F,0,Graduate,Single,Less than $40K,Blue,39,4,3,0,2434.0,0,2434.0,0.788,4628,73,0.622,0.0,5.694e-05,0.99994
+95039,Existing Customer,60,F,1,College,Single,$40K - $60K,Blue,50,5,1,3,1438.3,0,1438.3,0.578,4148,84,0.714,0.0,8.4537e-05,0.99992
 95040,Existing Customer,40,M,2,College,Single,$80K - $120K,Blue,36,5,1,4,14544.0,0,14544.0,0.768,4064,92,0.769,0.0,0.00015365,0.99985
 95041,Attrited Customer,59,M,0,High School,Single,$60K - $80K,Blue,54,3,6,6,24621.0,471,24150.0,0.85,2864,51,0.759,0.019,0.99903,0.00096743
-95042,Existing Customer,44,F,2,,Married,Less than $40K,Blue,33,5,3,2,2337.0,698,1639.0,0.836,4048,83,0.8859999999999999,0.299,0.00019771,0.9998
+95042,Existing Customer,44,F,2,,Married,Less than $40K,Blue,33,5,3,2,2337.0,698,1639.0,0.836,4048,83,0.886,0.299,0.00019771,0.9998
 95043,Existing Customer,49,F,2,High School,Married,$40K - $60K,Blue,39,5,3,4,2720.0,1926,794.0,0.602,3806,61,0.794,0.708,0.00050163,0.9995
-95044,Existing Customer,44,M,2,Graduate,,$80K - $120K,Blue,37,3,1,3,1965.0,1021,944.0,0.516,3968,57,0.7809999999999999,0.52,9.2637e-05,0.9999100000000001
+95044,Existing Customer,44,M,2,Graduate,,$80K - $120K,Blue,37,3,1,3,1965.0,1021,944.0,0.516,3968,57,0.781,0.52,9.2637e-05,0.99991
 95045,Existing Customer,47,M,4,Graduate,Married,$60K - $80K,Silver,39,4,2,4,33122.0,1587,31535.0,0.475,3145,63,0.75,0.048,0.00030946,0.99969
-95046,Existing Customer,52,F,0,Post-Graduate,Single,Less than $40K,Blue,40,4,3,2,1438.3,797,641.3,0.87,4673,69,0.568,0.5539999999999999,0.00018162,0.99982
-95047,Existing Customer,47,F,1,High School,Married,Less than $40K,Blue,41,3,3,4,2709.0,2034,675.0,0.606,4915,92,0.84,0.7509999999999999,0.00047086,0.9995299999999999
-95048,Attrited Customer,57,F,2,Uneducated,Married,,Blue,51,3,6,2,2404.0,284,2120.0,0.866,2511,51,0.5,0.11800000000000001,0.9932,0.0068
+95046,Existing Customer,52,F,0,Post-Graduate,Single,Less than $40K,Blue,40,4,3,2,1438.3,797,641.3,0.87,4673,69,0.568,0.554,0.00018162,0.99982
+95047,Existing Customer,47,F,1,High School,Married,Less than $40K,Blue,41,3,3,4,2709.0,2034,675.0,0.606,4915,92,0.84,0.751,0.00047086,0.99953
+95048,Attrited Customer,57,F,2,Uneducated,Married,,Blue,51,3,6,2,2404.0,284,2120.0,0.866,2511,51,0.5,0.118,0.9932,0.0068
 95049,Existing Customer,41,M,2,High School,Married,$60K - $80K,Blue,36,6,2,2,4499.0,0,4499.0,0.765,4906,75,0.667,0.0,0.00011065,0.99989
 95050,Attrited Customer,33,F,3,Post-Graduate,,,Blue,25,3,2,4,4734.0,2517,2217.0,0.483,2275,55,0.897,0.532,0.9975,0.00250084
 95051,Attrited Customer,55,M,2,Graduate,Married,$120K +,Blue,36,3,2,4,4697.0,0,4697.0,0.544,1867,34,0.478,0.0,0.99695,0.00305189
-95052,Existing Customer,50,M,2,,Married,$120K +,Gold,35,4,5,3,34516.0,668,33848.0,0.894,3931,77,0.7909999999999999,0.019,0.00042785,0.9995700000000001
+95052,Existing Customer,50,M,2,,Married,$120K +,Gold,35,4,5,3,34516.0,668,33848.0,0.894,3931,77,0.791,0.019,0.00042785,0.99957
 95053,Existing Customer,47,M,3,Doctorate,,$60K - $80K,Blue,36,4,1,2,2572.0,1093,1479.0,0.615,5038,86,0.83,0.425,8.2704e-05,0.99992
-95054,Existing Customer,56,M,1,Uneducated,,$60K - $80K,Blue,43,5,1,4,3110.0,2378,732.0,0.9740000000000001,3395,75,0.8290000000000001,0.765,0.00015252,0.99985
-95055,Existing Customer,41,M,4,,Married,$60K - $80K,Blue,36,5,3,2,1734.0,857,877.0,0.752,4741,84,0.7140000000000001,0.494,0.00020735,0.99979
-95056,Existing Customer,46,F,5,High School,Married,,Blue,36,5,3,0,3562.0,0,3562.0,0.753,4198,77,0.75,0.0,6.6595e-05,0.9999299999999999
-95057,Attrited Customer,43,F,1,Graduate,Married,Less than $40K,Blue,36,4,2,4,1536.0,0,1536.0,0.5710000000000001,1973,36,0.33299999999999996,0.0,0.99675,0.00325077
-95058,Existing Customer,39,M,4,High School,Married,$60K - $80K,Blue,32,4,2,2,19198.0,2218,16980.0,0.802,4423,90,0.667,0.11599999999999999,0.00011604,0.9998799999999999
-95059,Existing Customer,42,F,3,High School,Married,,Blue,37,3,3,3,4540.0,2517,2023.0,0.89,4804,66,0.737,0.5539999999999999,0.00030516,0.99969
+95054,Existing Customer,56,M,1,Uneducated,,$60K - $80K,Blue,43,5,1,4,3110.0,2378,732.0,0.974,3395,75,0.829,0.765,0.00015252,0.99985
+95055,Existing Customer,41,M,4,,Married,$60K - $80K,Blue,36,5,3,2,1734.0,857,877.0,0.752,4741,84,0.714,0.494,0.00020735,0.99979
+95056,Existing Customer,46,F,5,High School,Married,,Blue,36,5,3,0,3562.0,0,3562.0,0.753,4198,77,0.75,0.0,6.6595e-05,0.99993
+95057,Attrited Customer,43,F,1,Graduate,Married,Less than $40K,Blue,36,4,2,4,1536.0,0,1536.0,0.571,1973,36,0.333,0.0,0.99675,0.00325077
+95058,Existing Customer,39,M,4,High School,Married,$60K - $80K,Blue,32,4,2,2,19198.0,2218,16980.0,0.802,4423,90,0.667,0.116,0.00011604,0.99988
+95059,Existing Customer,42,F,3,High School,Married,,Blue,37,3,3,3,4540.0,2517,2023.0,0.89,4804,66,0.737,0.554,0.00030516,0.99969
 95060,Existing Customer,45,F,5,Graduate,Divorced,Less than $40K,Blue,26,3,5,2,1438.3,1226,212.3,0.638,3889,60,0.818,0.852,0.00020741,0.99979
-95061,Existing Customer,54,F,4,Graduate,Single,Less than $40K,Blue,45,6,2,2,1990.0,1747,243.0,0.924,5216,87,0.8909999999999999,0.878,0.00011937,0.9998799999999999
+95061,Existing Customer,54,F,4,Graduate,Single,Less than $40K,Blue,45,6,2,2,1990.0,1747,243.0,0.924,5216,87,0.891,0.878,0.00011937,0.99988
 95062,Existing Customer,59,M,0,High School,Single,$120K +,Blue,36,4,3,3,3422.0,1039,2383.0,0.475,3337,65,0.512,0.304,0.00025237,0.99975
-95063,Existing Customer,45,F,4,Post-Graduate,,Less than $40K,Blue,36,6,3,1,2192.0,1464,728.0,0.66,4905,89,0.978,0.6679999999999999,0.00013386,0.99987
+95063,Existing Customer,45,F,4,Post-Graduate,,Less than $40K,Blue,36,6,3,1,2192.0,1464,728.0,0.66,4905,89,0.978,0.668,0.00013386,0.99987
 95064,Existing Customer,43,F,2,,Married,Less than $40K,Blue,33,4,2,2,5152.0,1713,3439.0,0.746,3919,57,1.036,0.332,0.00012511,0.99987
 95065,Existing Customer,41,M,4,Doctorate,,Less than $40K,Blue,31,6,2,1,2515.0,1767,748.0,0.665,4388,67,0.675,0.703,0.00010417,0.9999
 95066,Attrited Customer,49,F,0,Uneducated,Single,Less than $40K,Blue,44,3,3,2,2094.0,0,2094.0,0.897,2690,46,0.484,0.0,0.99374,0.00626
-95067,Existing Customer,48,F,3,Uneducated,Single,$40K - $60K,Blue,36,5,3,3,1906.0,1259,647.0,0.932,4634,54,0.862,0.6609999999999999,0.00032275,0.9996799999999999
-95068,Attrited Customer,42,M,5,,Married,$60K - $80K,Blue,22,6,2,4,5096.0,0,5096.0,0.8079999999999999,2574,43,0.483,0.0,0.99731,0.00269029
+95067,Existing Customer,48,F,3,Uneducated,Single,$40K - $60K,Blue,36,5,3,3,1906.0,1259,647.0,0.932,4634,54,0.862,0.661,0.00032275,0.99968
+95068,Attrited Customer,42,M,5,,Married,$60K - $80K,Blue,22,6,2,4,5096.0,0,5096.0,0.808,2574,43,0.483,0.0,0.99731,0.00269029
 95069,Existing Customer,39,M,1,High School,,$40K - $60K,Blue,28,5,2,4,2222.0,0,2222.0,0.843,4792,62,0.722,0.0,0.00029799,0.9997
 95070,Existing Customer,42,F,3,,,$40K - $60K,Blue,36,3,2,2,3015.0,0,3015.0,0.927,4277,80,0.951,0.0,0.00012982,0.99987
-95071,Existing Customer,48,M,3,Uneducated,Single,$40K - $60K,Blue,36,6,3,2,3786.0,0,3786.0,0.715,3403,70,0.489,0.0,0.00019191,0.9998100000000001
-95072,Existing Customer,39,M,3,Uneducated,Married,$40K - $60K,Blue,34,5,1,2,12078.0,1687,10391.0,0.48200000000000004,2384,52,1.167,0.14,5.8763e-05,0.9999399999999999
-95073,Existing Customer,48,F,3,College,Single,,Blue,38,3,3,3,6448.0,1087,5361.0,0.868,4990,85,0.667,0.16899999999999998,0.00030519,0.99969
-95074,Attrited Customer,47,F,3,,Single,Less than $40K,Blue,35,1,3,3,5398.0,0,5398.0,0.621,1887,36,0.33299999999999996,0.0,0.99711,0.00288892
-95075,Attrited Customer,59,F,2,Uneducated,Married,Less than $40K,Blue,51,5,5,4,1438.3,0,1438.3,0.6559999999999999,2146,44,0.63,0.0,0.9983200000000001,0.00168378
-95076,Attrited Customer,33,F,0,Uneducated,Single,$40K - $60K,Blue,15,3,2,6,1438.3,0,1438.3,0.835,2527,49,0.69,0.0,0.9988600000000001,0.0011409
-95077,Existing Customer,48,F,4,Graduate,Married,Less than $40K,Blue,36,4,3,2,2620.0,2081,539.0,0.99,4867,67,0.763,0.794,0.00018864,0.9998100000000001
-95078,Existing Customer,49,M,2,Uneducated,Married,$60K - $80K,Blue,35,3,3,3,13435.0,0,13435.0,0.747,3575,56,1.1540000000000001,0.0,0.00031104,0.99969
+95071,Existing Customer,48,M,3,Uneducated,Single,$40K - $60K,Blue,36,6,3,2,3786.0,0,3786.0,0.715,3403,70,0.489,0.0,0.00019191,0.99981
+95072,Existing Customer,39,M,3,Uneducated,Married,$40K - $60K,Blue,34,5,1,2,12078.0,1687,10391.0,0.482,2384,52,1.167,0.14,5.8763e-05,0.99994
+95073,Existing Customer,48,F,3,College,Single,,Blue,38,3,3,3,6448.0,1087,5361.0,0.868,4990,85,0.667,0.169,0.00030519,0.99969
+95074,Attrited Customer,47,F,3,,Single,Less than $40K,Blue,35,1,3,3,5398.0,0,5398.0,0.621,1887,36,0.333,0.0,0.99711,0.00288892
+95075,Attrited Customer,59,F,2,Uneducated,Married,Less than $40K,Blue,51,5,5,4,1438.3,0,1438.3,0.656,2146,44,0.63,0.0,0.99832,0.00168378
+95076,Attrited Customer,33,F,0,Uneducated,Single,$40K - $60K,Blue,15,3,2,6,1438.3,0,1438.3,0.835,2527,49,0.69,0.0,0.99886,0.0011409
+95077,Existing Customer,48,F,4,Graduate,Married,Less than $40K,Blue,36,4,3,2,2620.0,2081,539.0,0.99,4867,67,0.763,0.794,0.00018864,0.99981
+95078,Existing Customer,49,M,2,Uneducated,Married,$60K - $80K,Blue,35,3,3,3,13435.0,0,13435.0,0.747,3575,56,1.154,0.0,0.00031104,0.99969
 95079,Existing Customer,43,F,3,Doctorate,Married,Less than $40K,Blue,29,4,2,3,3186.0,2517,669.0,0.59,4197,84,0.909,0.79,0.00028744,0.99971
-95080,Existing Customer,42,F,4,Graduate,Married,$40K - $60K,Blue,27,3,1,1,1950.0,1062,888.0,0.48,3873,76,0.8540000000000001,0.545,3.4833000000000003e-05,0.99997
-95081,Existing Customer,63,M,0,Doctorate,Single,Less than $40K,Blue,54,5,2,0,7098.0,2224,4874.0,0.8640000000000001,3465,59,0.7879999999999999,0.313,5.2139e-05,0.99995
-95082,Existing Customer,42,F,2,Graduate,Married,Less than $40K,Blue,37,4,2,1,2250.0,1788,462.0,0.523,4908,71,1.1520000000000001,0.795,6.864e-05,0.9999299999999999
-95083,Existing Customer,45,M,5,Doctorate,Married,$120K +,Silver,36,6,1,4,34516.0,2038,32478.0,1.0070000000000001,4067,75,1.206,0.059000000000000004,0.00021333,0.99979
-95084,Existing Customer,58,F,1,Doctorate,Married,Less than $40K,Blue,47,5,3,4,2495.0,2061,434.0,0.8490000000000001,4399,70,0.7070000000000001,0.826,0.00070078,0.9993
-95085,Existing Customer,39,F,2,High School,Married,Less than $40K,Blue,32,5,3,1,3086.0,2213,873.0,0.695,4684,81,0.8,0.7170000000000001,0.00010545,0.99989
-95086,Existing Customer,53,F,2,Graduate,Married,Less than $40K,Blue,49,4,2,4,1520.0,0,1520.0,0.5660000000000001,4256,73,0.622,0.0,0.00032656,0.9996700000000001
-95087,Attrited Customer,38,M,2,Uneducated,Single,$120K +,Blue,30,6,3,4,4043.0,2517,1526.0,0.602,2600,47,0.621,0.623,0.9981200000000001,0.00188031
-95088,Existing Customer,65,M,1,High School,Single,Less than $40K,Blue,54,3,1,3,4599.0,1438,3161.0,0.8320000000000001,4208,69,0.865,0.313,8.453e-05,0.99992
-95089,Attrited Customer,38,F,4,,Married,Less than $40K,Blue,26,3,2,2,1438.3,0,1438.3,0.777,2264,39,0.625,0.0,0.99244,0.007559999999999999
-95090,Existing Customer,55,F,3,Graduate,,,Blue,36,4,3,3,7869.0,1251,6618.0,0.722,4314,83,0.7290000000000001,0.159,0.0003139,0.99969
-95091,Existing Customer,60,F,1,,,$40K - $60K,Blue,48,3,3,4,5362.0,2057,3305.0,0.763,4205,83,0.7659999999999999,0.384,0.00053237,0.9994700000000001
+95080,Existing Customer,42,F,4,Graduate,Married,$40K - $60K,Blue,27,3,1,1,1950.0,1062,888.0,0.48,3873,76,0.854,0.545,3.4833e-05,0.99997
+95081,Existing Customer,63,M,0,Doctorate,Single,Less than $40K,Blue,54,5,2,0,7098.0,2224,4874.0,0.864,3465,59,0.788,0.313,5.2139e-05,0.99995
+95082,Existing Customer,42,F,2,Graduate,Married,Less than $40K,Blue,37,4,2,1,2250.0,1788,462.0,0.523,4908,71,1.152,0.795,6.864e-05,0.99993
+95083,Existing Customer,45,M,5,Doctorate,Married,$120K +,Silver,36,6,1,4,34516.0,2038,32478.0,1.007,4067,75,1.206,0.059,0.00021333,0.99979
+95084,Existing Customer,58,F,1,Doctorate,Married,Less than $40K,Blue,47,5,3,4,2495.0,2061,434.0,0.849,4399,70,0.707,0.826,0.00070078,0.9993
+95085,Existing Customer,39,F,2,High School,Married,Less than $40K,Blue,32,5,3,1,3086.0,2213,873.0,0.695,4684,81,0.8,0.717,0.00010545,0.99989
+95086,Existing Customer,53,F,2,Graduate,Married,Less than $40K,Blue,49,4,2,4,1520.0,0,1520.0,0.566,4256,73,0.622,0.0,0.00032656,0.99967
+95087,Attrited Customer,38,M,2,Uneducated,Single,$120K +,Blue,30,6,3,4,4043.0,2517,1526.0,0.602,2600,47,0.621,0.623,0.99812,0.00188031
+95088,Existing Customer,65,M,1,High School,Single,Less than $40K,Blue,54,3,1,3,4599.0,1438,3161.0,0.832,4208,69,0.865,0.313,8.453e-05,0.99992
+95089,Attrited Customer,38,F,4,,Married,Less than $40K,Blue,26,3,2,2,1438.3,0,1438.3,0.777,2264,39,0.625,0.0,0.99244,0.00756
+95090,Existing Customer,55,F,3,Graduate,,,Blue,36,4,3,3,7869.0,1251,6618.0,0.722,4314,83,0.729,0.159,0.0003139,0.99969
+95091,Existing Customer,60,F,1,,,$40K - $60K,Blue,48,3,3,4,5362.0,2057,3305.0,0.763,4205,83,0.766,0.384,0.00053237,0.99947
 95092,Existing Customer,60,M,0,Doctorate,,$40K - $60K,Silver,53,4,2,1,16541.0,1428,15113.0,0.846,4352,82,0.907,0.086,7.7018e-05,0.99992
-95093,Existing Customer,45,F,2,Uneducated,Single,Less than $40K,Blue,38,3,2,1,7486.0,1758,5728.0,0.613,4604,70,0.7070000000000001,0.235,7.057600000000001e-05,0.9999299999999999
-95094,Existing Customer,42,F,5,Uneducated,Single,Less than $40K,Blue,36,6,3,1,1438.3,0,1438.3,0.813,4653,78,0.95,0.0,0.00011515,0.9998799999999999
+95093,Existing Customer,45,F,2,Uneducated,Single,Less than $40K,Blue,38,3,2,1,7486.0,1758,5728.0,0.613,4604,70,0.707,0.235,7.0576e-05,0.99993
+95094,Existing Customer,42,F,5,Uneducated,Single,Less than $40K,Blue,36,6,3,1,1438.3,0,1438.3,0.813,4653,78,0.95,0.0,0.00011515,0.99988
 95095,Existing Customer,51,F,2,Graduate,Single,,Blue,32,3,3,1,8365.0,1504,6861.0,0.679,4778,88,0.956,0.18,0.00010848,0.99989
-95096,Attrited Customer,56,F,1,College,Single,Less than $40K,Blue,43,3,2,2,2846.0,0,2846.0,0.747,2122,44,0.419,0.0,0.9904700000000001,0.00953
-95097,Existing Customer,49,F,4,Doctorate,Single,Less than $40K,Blue,42,5,1,4,7789.0,957,6832.0,0.7240000000000001,3412,70,0.8420000000000001,0.12300000000000001,0.00023984,0.99976
-95098,Attrited Customer,44,F,4,Uneducated,Single,Less than $40K,Blue,32,6,3,4,1438.3,170,1268.3,0.889,2527,45,0.406,0.11800000000000001,0.99821,0.00179304
-95099,Attrited Customer,48,F,2,College,Married,,Blue,37,5,2,4,2220.0,0,2220.0,0.737,2456,45,0.452,0.0,0.9968600000000001,0.0031388
-95100,Existing Customer,48,M,3,,Married,$120K +,Blue,43,5,3,0,6626.0,1558,5068.0,1.02,2838,49,1.3330000000000002,0.235,7.5683e-05,0.99992
-95101,Existing Customer,46,F,2,Graduate,Married,,Blue,36,6,2,1,5547.0,0,5547.0,0.85,4585,79,0.795,0.0,6.864e-05,0.9999299999999999
+95096,Attrited Customer,56,F,1,College,Single,Less than $40K,Blue,43,3,2,2,2846.0,0,2846.0,0.747,2122,44,0.419,0.0,0.99047,0.00953
+95097,Existing Customer,49,F,4,Doctorate,Single,Less than $40K,Blue,42,5,1,4,7789.0,957,6832.0,0.724,3412,70,0.842,0.123,0.00023984,0.99976
+95098,Attrited Customer,44,F,4,Uneducated,Single,Less than $40K,Blue,32,6,3,4,1438.3,170,1268.3,0.889,2527,45,0.406,0.118,0.99821,0.00179304
+95099,Attrited Customer,48,F,2,College,Married,,Blue,37,5,2,4,2220.0,0,2220.0,0.737,2456,45,0.452,0.0,0.99686,0.0031388
+95100,Existing Customer,48,M,3,,Married,$120K +,Blue,43,5,3,0,6626.0,1558,5068.0,1.02,2838,49,1.333,0.235,7.5683e-05,0.99992
+95101,Existing Customer,46,F,2,Graduate,Married,,Blue,36,6,2,1,5547.0,0,5547.0,0.85,4585,79,0.795,0.0,6.864e-05,0.99993
 95102,Existing Customer,37,F,2,Graduate,Divorced,Less than $40K,Blue,36,4,3,3,1734.0,987,747.0,0.879,4727,67,0.914,0.569,0.00030251,0.9997
-95103,Existing Customer,41,F,4,,Married,Less than $40K,Blue,31,4,3,4,2934.0,933,2001.0,0.898,4253,66,0.737,0.318,0.0005947999999999999,0.99941
+95103,Existing Customer,41,F,4,,Married,Less than $40K,Blue,31,4,3,4,2934.0,933,2001.0,0.898,4253,66,0.737,0.318,0.0005948,0.99941
 95104,Existing Customer,44,M,4,High School,Married,$120K +,Blue,33,4,1,4,14527.0,2070,12457.0,0.525,3965,58,0.568,0.142,0.00016112,0.99984
-95105,Existing Customer,48,F,4,Uneducated,Single,Less than $40K,Blue,37,6,3,4,2646.0,872,1774.0,0.865,4246,80,0.7390000000000001,0.33,0.0005564,0.99944
-95106,Existing Customer,47,M,3,College,Single,$80K - $120K,Blue,38,5,3,3,8185.0,1556,6629.0,0.8059999999999999,4527,83,0.93,0.19,0.00030519,0.99969
-95107,Existing Customer,46,M,5,High School,Single,$40K - $60K,Blue,37,3,2,3,6340.0,1985,4355.0,0.40299999999999997,3536,61,0.419,0.313,0.00019213,0.9998100000000001
+95105,Existing Customer,48,F,4,Uneducated,Single,Less than $40K,Blue,37,6,3,4,2646.0,872,1774.0,0.865,4246,80,0.739,0.33,0.0005564,0.99944
+95106,Existing Customer,47,M,3,College,Single,$80K - $120K,Blue,38,5,3,3,8185.0,1556,6629.0,0.806,4527,83,0.93,0.19,0.00030519,0.99969
+95107,Existing Customer,46,M,5,High School,Single,$40K - $60K,Blue,37,3,2,3,6340.0,1985,4355.0,0.403,3536,61,0.419,0.313,0.00019213,0.99981
 95108,Existing Customer,62,M,1,Graduate,Single,$80K - $120K,Blue,51,6,2,3,5711.0,0,5711.0,0.583,4320,72,0.674,0.0,0.00017969,0.99982
-95109,Existing Customer,46,F,3,Doctorate,Single,Less than $40K,Blue,34,4,3,4,2258.0,1600,658.0,0.607,4275,76,0.551,0.7090000000000001,0.00077466,0.99923
-95110,Attrited Customer,43,F,2,Uneducated,Divorced,Less than $40K,Blue,25,5,2,4,2086.0,2007,79.0,1.051,2537,48,0.6,0.9620000000000001,0.99703,0.00296843
-95111,Existing Customer,44,F,3,College,Married,$40K - $60K,Blue,34,3,1,2,3256.0,1013,2243.0,0.988,5079,81,0.841,0.311,5.5564e-05,0.9999399999999999
-95112,Existing Customer,50,M,3,High School,Married,$60K - $80K,Blue,35,3,3,2,14854.0,2136,12718.0,0.568,3659,68,0.581,0.14400000000000002,0.00018145,0.99982
+95109,Existing Customer,46,F,3,Doctorate,Single,Less than $40K,Blue,34,4,3,4,2258.0,1600,658.0,0.607,4275,76,0.551,0.709,0.00077466,0.99923
+95110,Attrited Customer,43,F,2,Uneducated,Divorced,Less than $40K,Blue,25,5,2,4,2086.0,2007,79.0,1.051,2537,48,0.6,0.962,0.99703,0.00296843
+95111,Existing Customer,44,F,3,College,Married,$40K - $60K,Blue,34,3,1,2,3256.0,1013,2243.0,0.988,5079,81,0.841,0.311,5.5564e-05,0.99994
+95112,Existing Customer,50,M,3,High School,Married,$60K - $80K,Blue,35,3,3,2,14854.0,2136,12718.0,0.568,3659,68,0.581,0.144,0.00018145,0.99982
 95113,Existing Customer,49,M,4,College,Divorced,$120K +,Blue,41,3,1,1,7184.0,1207,5977.0,0.657,3244,58,1.0,0.168,3.3866e-05,0.99997
-95114,Existing Customer,48,M,3,,,$40K - $60K,Blue,37,3,2,4,6541.0,1119,5422.0,0.496,3902,63,0.43200000000000005,0.171,0.00037246,0.9996299999999999
-95115,Existing Customer,62,M,0,Uneducated,Single,$40K - $60K,Blue,52,6,1,2,9065.0,641,8424.0,0.7879999999999999,4693,83,0.627,0.071,4.8595e-05,0.99995
+95114,Existing Customer,48,M,3,,,$40K - $60K,Blue,37,3,2,4,6541.0,1119,5422.0,0.496,3902,63,0.432,0.171,0.00037246,0.99963
+95115,Existing Customer,62,M,0,Uneducated,Single,$40K - $60K,Blue,52,6,1,2,9065.0,641,8424.0,0.788,4693,83,0.627,0.071,4.8595e-05,0.99995
 95116,Attrited Customer,54,M,2,Uneducated,Single,$40K - $60K,Blue,50,2,1,3,3682.0,2517,1165.0,0.379,1642,35,0.25,0.684,0.98961,0.01039
-95117,Attrited Customer,56,F,2,Doctorate,Married,Less than $40K,Blue,51,4,6,5,1438.3,0,1438.3,0.6990000000000001,2229,40,0.6,0.0,0.99902,0.00097887
-95118,Attrited Customer,46,F,4,Graduate,Married,,Blue,36,4,3,4,2286.0,0,2286.0,1.057,2798,40,0.48100000000000004,0.0,0.99816,0.00184351
-95119,Existing Customer,57,M,3,High School,Single,$80K - $120K,Blue,38,4,3,1,12663.0,1028,11635.0,0.7909999999999999,3297,54,0.688,0.081,0.00010943,0.99989
-95120,Existing Customer,48,F,2,College,Single,Less than $40K,Blue,35,3,3,1,1438.3,816,622.3,0.8420000000000001,4777,69,0.917,0.5670000000000001,0.00010546,0.99989
-95121,Existing Customer,39,F,5,Graduate,Single,Less than $40K,Blue,33,5,2,2,1438.3,668,770.3,0.9309999999999999,5205,78,0.773,0.46399999999999997,0.00011751,0.9998799999999999
-95122,Existing Customer,45,F,3,High School,Married,,Blue,34,4,2,1,5056.0,0,5056.0,0.905,4428,78,0.696,0.0,6.9242e-05,0.9999299999999999
-95123,Attrited Customer,53,F,0,Graduate,Single,Less than $40K,Blue,40,4,1,4,1438.3,0,1438.3,0.503,2014,53,0.47200000000000003,0.0,0.9926799999999999,0.00732
-95124,Existing Customer,26,M,0,,Married,$120K +,Blue,17,4,2,1,30928.0,2005,28923.0,0.52,3863,72,0.7559999999999999,0.065,6.4745e-05,0.9999399999999999
-95125,Existing Customer,40,M,3,Graduate,Married,$80K - $120K,Blue,21,3,2,0,1804.0,1040,764.0,1.002,5308,78,0.773,0.5760000000000001,4.3568e-05,0.9999600000000001
-95126,Existing Customer,43,M,2,College,Married,$80K - $120K,Blue,24,6,1,4,1669.0,0,1669.0,0.698,3591,59,0.7879999999999999,0.0,0.00015365,0.99985
+95117,Attrited Customer,56,F,2,Doctorate,Married,Less than $40K,Blue,51,4,6,5,1438.3,0,1438.3,0.699,2229,40,0.6,0.0,0.99902,0.00097887
+95118,Attrited Customer,46,F,4,Graduate,Married,,Blue,36,4,3,4,2286.0,0,2286.0,1.057,2798,40,0.481,0.0,0.99816,0.00184351
+95119,Existing Customer,57,M,3,High School,Single,$80K - $120K,Blue,38,4,3,1,12663.0,1028,11635.0,0.791,3297,54,0.688,0.081,0.00010943,0.99989
+95120,Existing Customer,48,F,2,College,Single,Less than $40K,Blue,35,3,3,1,1438.3,816,622.3,0.842,4777,69,0.917,0.567,0.00010546,0.99989
+95121,Existing Customer,39,F,5,Graduate,Single,Less than $40K,Blue,33,5,2,2,1438.3,668,770.3,0.931,5205,78,0.773,0.464,0.00011751,0.99988
+95122,Existing Customer,45,F,3,High School,Married,,Blue,34,4,2,1,5056.0,0,5056.0,0.905,4428,78,0.696,0.0,6.9242e-05,0.99993
+95123,Attrited Customer,53,F,0,Graduate,Single,Less than $40K,Blue,40,4,1,4,1438.3,0,1438.3,0.503,2014,53,0.472,0.0,0.99268,0.00732
+95124,Existing Customer,26,M,0,,Married,$120K +,Blue,17,4,2,1,30928.0,2005,28923.0,0.52,3863,72,0.756,0.065,6.4745e-05,0.99994
+95125,Existing Customer,40,M,3,Graduate,Married,$80K - $120K,Blue,21,3,2,0,1804.0,1040,764.0,1.002,5308,78,0.773,0.576,4.3568e-05,0.99996
+95126,Existing Customer,43,M,2,College,Married,$80K - $120K,Blue,24,6,1,4,1669.0,0,1669.0,0.698,3591,59,0.788,0.0,0.00015365,0.99985
 95127,Existing Customer,33,F,2,High School,Divorced,,Blue,15,3,3,4,9725.0,0,9725.0,0.75,4062,65,0.711,0.0,0.00050163,0.9995
-95128,Existing Customer,45,M,1,Uneducated,Single,$60K - $80K,Blue,35,5,3,2,21696.0,1036,20660.0,0.965,3354,76,0.8540000000000001,0.048,0.0001736,0.9998299999999999
-95129,Existing Customer,49,F,2,High School,Married,Less than $40K,Blue,39,5,3,1,2992.0,1845,1147.0,0.7070000000000001,4339,84,0.75,0.617,0.00010545,0.99989
+95128,Existing Customer,45,M,1,Uneducated,Single,$60K - $80K,Blue,35,5,3,2,21696.0,1036,20660.0,0.965,3354,76,0.854,0.048,0.0001736,0.99983
+95129,Existing Customer,49,F,2,High School,Married,Less than $40K,Blue,39,5,3,1,2992.0,1845,1147.0,0.707,4339,84,0.75,0.617,0.00010545,0.99989
 95130,Existing Customer,38,F,1,Doctorate,Single,Less than $40K,Blue,26,5,2,4,1934.0,985,949.0,0.72,4019,78,0.857,0.509,0.00044353,0.99956
 95131,Existing Customer,43,M,5,Uneducated,Married,$120K +,Blue,31,4,3,4,34516.0,830,33686.0,0.54,3789,57,0.541,0.024,0.00054773,0.99945
-95132,Existing Customer,42,F,4,Uneducated,Single,Less than $40K,Blue,36,6,2,1,1734.0,0,1734.0,0.593,4092,76,1.054,0.0,7.401699999999999e-05,0.9999299999999999
+95132,Existing Customer,42,F,4,Uneducated,Single,Less than $40K,Blue,36,6,2,1,1734.0,0,1734.0,0.593,4092,76,1.054,0.0,7.4017e-05,0.99993
 95133,Existing Customer,42,F,4,Uneducated,Single,Less than $40K,Blue,32,3,3,4,1438.3,838,600.3,0.61,3910,75,0.63,0.583,0.0005564,0.99944
 95134,Attrited Customer,39,F,2,Doctorate,Married,Less than $40K,Blue,36,4,3,4,1438.3,886,552.3,0.24,1674,42,0.312,0.616,0.99866,0.00133669
-95135,Existing Customer,48,M,2,Uneducated,Single,$40K - $60K,Blue,44,3,1,2,9673.0,0,9673.0,0.655,3541,87,0.851,0.0,5.663e-05,0.9999399999999999
+95135,Existing Customer,48,M,2,Uneducated,Single,$40K - $60K,Blue,44,3,1,2,9673.0,0,9673.0,0.655,3541,87,0.851,0.0,5.663e-05,0.99994
 95136,Existing Customer,56,F,2,Doctorate,Single,$40K - $60K,Blue,38,5,1,4,3609.0,1026,2583.0,0.67,4318,81,0.588,0.284,0.00022869,0.99977
-95137,Attrited Customer,39,F,2,Uneducated,Single,Less than $40K,Blue,36,4,3,1,1438.3,576,862.3,0.8490000000000001,2567,48,0.6,0.4,0.99111,0.00889
+95137,Attrited Customer,39,F,2,Uneducated,Single,Less than $40K,Blue,36,4,3,1,1438.3,576,862.3,0.849,2567,48,0.6,0.4,0.99111,0.00889
 95138,Existing Customer,39,M,2,Graduate,Single,$40K - $60K,Blue,26,6,3,2,6423.0,0,6423.0,1.051,4295,70,0.795,0.0,0.00017987,0.99982
-95139,Attrited Customer,48,F,3,Graduate,Married,$40K - $60K,Blue,31,6,3,4,14899.0,0,14899.0,0.381,1519,26,0.368,0.0,0.9981399999999999,0.00186317
+95139,Attrited Customer,48,F,3,Graduate,Married,$40K - $60K,Blue,31,6,3,4,14899.0,0,14899.0,0.381,1519,26,0.368,0.0,0.99814,0.00186317
 95140,Existing Customer,52,F,2,College,Married,$40K - $60K,Blue,41,3,1,1,3224.0,2111,1113.0,0.601,3707,74,0.682,0.655,3.2291e-05,0.99997
-95141,Existing Customer,44,F,3,High School,Married,Less than $40K,Blue,34,5,3,2,4135.0,1606,2529.0,0.7340000000000001,3334,56,0.6,0.38799999999999996,0.00018145,0.99982
-95142,Existing Customer,44,M,1,,Married,$60K - $80K,Blue,33,6,2,3,4969.0,1187,3782.0,0.7140000000000001,3878,82,0.7829999999999999,0.239,0.00019751,0.9998
+95141,Existing Customer,44,F,3,High School,Married,Less than $40K,Blue,34,5,3,2,4135.0,1606,2529.0,0.734,3334,56,0.6,0.388,0.00018145,0.99982
+95142,Existing Customer,44,M,1,,Married,$60K - $80K,Blue,33,6,2,3,4969.0,1187,3782.0,0.714,3878,82,0.783,0.239,0.00019751,0.9998
 95143,Existing Customer,41,F,3,College,Single,$40K - $60K,Blue,37,3,3,3,8376.0,1219,7157.0,0.644,4015,77,0.75,0.146,0.00030519,0.99969
-95144,Existing Customer,44,M,2,,Single,$80K - $120K,Blue,31,5,5,2,3454.0,2065,1389.0,0.816,4026,67,0.718,0.598,0.00022083,0.9997799999999999
-95145,Existing Customer,42,M,3,High School,Married,$80K - $120K,Blue,36,4,3,2,25944.0,1987,23957.0,0.5660000000000001,4442,76,0.767,0.077,0.00018145,0.99982
-95146,Existing Customer,49,M,3,High School,Married,$60K - $80K,Blue,29,4,3,1,1438.3,535,903.3,0.6779999999999999,3016,80,0.7390000000000001,0.37200000000000005,0.00010943,0.99989
-95147,Attrited Customer,38,F,0,High School,Single,Less than $40K,Blue,22,3,2,5,1556.0,0,1556.0,0.69,2283,46,0.586,0.0,0.9978799999999999,0.00211605
-95148,Attrited Customer,57,M,3,Graduate,Married,$60K - $80K,Blue,49,5,0,3,8701.0,215,8486.0,0.527,1999,41,0.414,0.025,0.9726600000000001,0.027339999999999996
+95144,Existing Customer,44,M,2,,Single,$80K - $120K,Blue,31,5,5,2,3454.0,2065,1389.0,0.816,4026,67,0.718,0.598,0.00022083,0.99978
+95145,Existing Customer,42,M,3,High School,Married,$80K - $120K,Blue,36,4,3,2,25944.0,1987,23957.0,0.566,4442,76,0.767,0.077,0.00018145,0.99982
+95146,Existing Customer,49,M,3,High School,Married,$60K - $80K,Blue,29,4,3,1,1438.3,535,903.3,0.678,3016,80,0.739,0.372,0.00010943,0.99989
+95147,Attrited Customer,38,F,0,High School,Single,Less than $40K,Blue,22,3,2,5,1556.0,0,1556.0,0.69,2283,46,0.586,0.0,0.99788,0.00211605
+95148,Attrited Customer,57,M,3,Graduate,Married,$60K - $80K,Blue,49,5,0,3,8701.0,215,8486.0,0.527,1999,41,0.414,0.025,0.97266,0.02734
 95149,Attrited Customer,33,M,2,Uneducated,Single,$40K - $60K,Blue,18,1,1,6,5600.0,2517,3083.0,0.628,2296,46,0.586,0.449,0.99798,0.00202158
-95150,Existing Customer,45,F,3,Graduate,,Less than $40K,Blue,32,6,1,3,2900.0,2018,882.0,0.705,4467,79,0.7559999999999999,0.696,9.612600000000001e-05,0.9999
-95151,Existing Customer,61,F,0,Graduate,Married,$40K - $60K,Blue,50,3,3,0,4906.0,2185,2721.0,0.66,3999,71,1.088,0.445,5.694e-05,0.9999399999999999
-95152,Existing Customer,41,F,4,Doctorate,Single,Less than $40K,Blue,36,4,3,4,2687.0,1317,1370.0,0.58,4096,76,0.727,0.49,0.00078294,0.9992200000000001
+95150,Existing Customer,45,F,3,Graduate,,Less than $40K,Blue,32,6,1,3,2900.0,2018,882.0,0.705,4467,79,0.756,0.696,9.6126e-05,0.9999
+95151,Existing Customer,61,F,0,Graduate,Married,$40K - $60K,Blue,50,3,3,0,4906.0,2185,2721.0,0.66,3999,71,1.088,0.445,5.694e-05,0.99994
+95152,Existing Customer,41,F,4,Doctorate,Single,Less than $40K,Blue,36,4,3,4,2687.0,1317,1370.0,0.58,4096,76,0.727,0.49,0.00078294,0.99922
 95153,Existing Customer,40,F,3,High School,Divorced,$40K - $60K,Blue,28,4,1,4,4464.0,1418,3046.0,0.92,3870,73,0.46,0.318,0.00015942,0.99984
-95154,Existing Customer,51,F,2,Graduate,Single,$40K - $60K,Blue,45,5,1,3,1438.3,869,569.3,0.7909999999999999,4124,59,0.9670000000000001,0.604,9.2637e-05,0.9999100000000001
-95155,Existing Customer,34,F,1,College,Married,Less than $40K,Blue,16,6,1,4,2221.0,1814,407.0,0.82,4758,64,0.6409999999999999,0.8170000000000001,0.00014422,0.9998600000000001
-95156,Existing Customer,42,M,4,Uneducated,Married,$60K - $80K,Blue,36,5,3,3,2966.0,2371,595.0,0.9690000000000001,4416,83,0.8440000000000001,0.799,0.0003262,0.9996700000000001
-95157,Existing Customer,38,F,2,High School,Married,$40K - $60K,Blue,31,4,2,4,1593.0,1091,502.0,0.87,4136,67,0.718,0.685,0.00031746,0.9996799999999999
+95154,Existing Customer,51,F,2,Graduate,Single,$40K - $60K,Blue,45,5,1,3,1438.3,869,569.3,0.791,4124,59,0.967,0.604,9.2637e-05,0.99991
+95155,Existing Customer,34,F,1,College,Married,Less than $40K,Blue,16,6,1,4,2221.0,1814,407.0,0.82,4758,64,0.641,0.817,0.00014422,0.99986
+95156,Existing Customer,42,M,4,Uneducated,Married,$60K - $80K,Blue,36,5,3,3,2966.0,2371,595.0,0.969,4416,83,0.844,0.799,0.0003262,0.99967
+95157,Existing Customer,38,F,2,High School,Married,$40K - $60K,Blue,31,4,2,4,1593.0,1091,502.0,0.87,4136,67,0.718,0.685,0.00031746,0.99968
 95158,Existing Customer,41,F,2,Uneducated,Single,Less than $40K,Blue,31,5,3,3,2450.0,1490,960.0,0.747,3778,64,0.684,0.608,0.00031104,0.99969
-95159,Existing Customer,53,F,3,Graduate,Divorced,Less than $40K,Blue,42,3,2,4,1529.0,563,966.0,0.785,4220,83,0.8440000000000001,0.368,0.00033886,0.99966
-95160,Existing Customer,45,F,3,Graduate,Single,$40K - $60K,Blue,36,5,2,2,6274.0,883,5391.0,0.626,4726,82,0.708,0.141,0.00011811,0.9998799999999999
-95161,Existing Customer,43,F,4,,Single,Less than $40K,Blue,33,5,2,4,1438.3,0,1438.3,0.679,3932,62,0.7709999999999999,0.0,0.00037644,0.9996200000000001
-95162,Existing Customer,41,F,3,Graduate,Married,Less than $40K,Blue,27,6,1,2,2134.0,1085,1049.0,0.6559999999999999,4224,75,1.0270000000000001,0.508,5.7151e-05,0.9999399999999999
+95159,Existing Customer,53,F,3,Graduate,Divorced,Less than $40K,Blue,42,3,2,4,1529.0,563,966.0,0.785,4220,83,0.844,0.368,0.00033886,0.99966
+95160,Existing Customer,45,F,3,Graduate,Single,$40K - $60K,Blue,36,5,2,2,6274.0,883,5391.0,0.626,4726,82,0.708,0.141,0.00011811,0.99988
+95161,Existing Customer,43,F,4,,Single,Less than $40K,Blue,33,5,2,4,1438.3,0,1438.3,0.679,3932,62,0.771,0.0,0.00037644,0.99962
+95162,Existing Customer,41,F,3,Graduate,Married,Less than $40K,Blue,27,6,1,2,2134.0,1085,1049.0,0.656,4224,75,1.027,0.508,5.7151e-05,0.99994
 95163,Existing Customer,50,M,1,College,Married,$80K - $120K,Blue,33,5,3,2,17158.0,1211,15947.0,0.778,4153,91,0.685,0.071,0.00016415,0.99984
 95164,Existing Customer,51,F,2,Uneducated,Married,$40K - $60K,Blue,36,6,3,3,3359.0,873,2486.0,0.785,4572,81,0.688,0.26,0.00031104,0.99969
-95165,Existing Customer,47,M,3,Graduate,Married,$80K - $120K,Blue,41,6,1,4,11997.0,1424,10573.0,0.7490000000000001,4125,80,0.86,0.11900000000000001,0.00016399,0.99984
+95165,Existing Customer,47,M,3,Graduate,Married,$80K - $120K,Blue,41,6,1,4,11997.0,1424,10573.0,0.749,4125,80,0.86,0.119,0.00016399,0.99984
 95166,Existing Customer,41,F,2,Graduate,Married,Less than $40K,Blue,32,3,3,2,3302.0,1980,1322.0,0.625,3899,65,0.711,0.6,0.00017987,0.99982
-95167,Attrited Customer,55,F,3,High School,Single,$40K - $60K,Blue,47,5,4,3,2687.0,1689,998.0,0.7140000000000001,2370,34,0.789,0.629,0.9973,0.00270332
-95168,Existing Customer,53,F,3,Post-Graduate,Married,Less than $40K,Blue,43,4,3,4,1438.3,0,1438.3,0.9390000000000001,4075,71,0.614,0.0,0.00062998,0.9993700000000001
-95169,Attrited Customer,46,F,3,High School,Married,Less than $40K,Blue,39,3,3,0,1801.0,316,1485.0,0.494,2252,42,0.4,0.175,0.9852799999999999,0.014719999999999999
-95170,Attrited Customer,53,M,1,Post-Graduate,Single,$60K - $80K,Blue,46,6,2,4,4573.0,2076,2497.0,0.8390000000000001,2720,46,0.484,0.45399999999999996,0.99724,0.002764
+95167,Attrited Customer,55,F,3,High School,Single,$40K - $60K,Blue,47,5,4,3,2687.0,1689,998.0,0.714,2370,34,0.789,0.629,0.9973,0.00270332
+95168,Existing Customer,53,F,3,Post-Graduate,Married,Less than $40K,Blue,43,4,3,4,1438.3,0,1438.3,0.939,4075,71,0.614,0.0,0.00062998,0.99937
+95169,Attrited Customer,46,F,3,High School,Married,Less than $40K,Blue,39,3,3,0,1801.0,316,1485.0,0.494,2252,42,0.4,0.175,0.98528,0.01472
+95170,Attrited Customer,53,M,1,Post-Graduate,Single,$60K - $80K,Blue,46,6,2,4,4573.0,2076,2497.0,0.839,2720,46,0.484,0.454,0.99724,0.002764
 95171,Attrited Customer,48,F,5,Graduate,Married,Less than $40K,Blue,40,4,3,2,2860.0,2517,343.0,0.38,1544,45,0.364,0.88,0.99464,0.00536
-95172,Existing Customer,46,F,3,Uneducated,Married,$40K - $60K,Blue,36,6,3,2,13387.0,0,13387.0,0.746,3706,81,0.62,0.0,0.00019191,0.9998100000000001
-95173,Existing Customer,46,F,2,High School,Single,Less than $40K,Blue,36,3,3,4,2283.0,1020,1263.0,0.9440000000000001,3687,68,1.125,0.447,0.00050163,0.9995
-95174,Attrited Customer,47,F,4,,Married,Less than $40K,Blue,36,3,3,3,2033.0,228,1805.0,0.904,2572,43,0.72,0.11199999999999999,0.9971399999999999,0.00285845
-95175,Existing Customer,49,F,5,High School,Married,$40K - $60K,Blue,33,6,3,2,2506.0,1549,957.0,0.752,4747,91,0.9359999999999999,0.618,0.00018053,0.99982
-95176,Existing Customer,47,F,1,Uneducated,Single,Less than $40K,Blue,36,5,2,3,1438.3,735,703.3,0.762,4220,87,0.6729999999999999,0.511,0.00018475,0.99982
-95177,Existing Customer,42,M,4,Uneducated,,$80K - $120K,Blue,36,6,5,1,2447.0,2195,252.0,0.7170000000000001,4544,80,0.667,0.897,0.00013065,0.99987
-95178,Existing Customer,54,F,2,Uneducated,Single,Less than $40K,Blue,41,5,2,4,1438.3,814,624.3,0.675,4217,72,0.5,0.5660000000000001,0.00033577,0.99966
-95179,Existing Customer,41,M,2,Graduate,Married,$80K - $120K,Blue,35,3,3,4,10873.0,1514,9359.0,0.879,5089,82,0.7829999999999999,0.139,0.000516,0.9994799999999999
-95180,Attrited Customer,39,F,4,College,Married,$40K - $60K,Blue,28,4,2,4,7596.0,2199,5397.0,0.633,2164,45,0.5,0.289,0.9970100000000001,0.00299329
-95181,Attrited Customer,54,F,3,College,Married,Less than $40K,Blue,44,5,3,2,2921.0,2412,509.0,0.823,2612,33,0.375,0.826,0.9945200000000001,0.00548
-95182,Existing Customer,42,F,3,High School,Single,$40K - $60K,Blue,30,4,2,3,10136.0,0,10136.0,0.428,4429,78,0.47200000000000003,0.0,0.00019311,0.9998100000000001
-95183,Existing Customer,52,F,3,High School,Married,Less than $40K,Blue,36,4,2,3,2187.0,1094,1093.0,0.843,4222,61,0.649,0.5,0.00019311,0.9998100000000001
-95184,Existing Customer,60,F,0,Uneducated,Single,Less than $40K,Blue,48,3,2,3,3302.0,2517,785.0,0.785,4613,85,0.932,0.762,0.00016891,0.9998299999999999
-95185,Existing Customer,40,M,3,Uneducated,Divorced,$80K - $120K,Blue,29,3,2,1,30997.0,2330,28667.0,0.65,3821,81,0.841,0.075,7.3235e-05,0.9999299999999999
-95186,Existing Customer,48,F,1,Uneducated,Single,Less than $40K,Blue,38,5,2,0,2578.0,2424,154.0,0.517,4077,78,0.625,0.94,4.0521e-05,0.9999600000000001
-95187,Attrited Customer,51,F,1,,Married,Less than $40K,Blue,32,5,3,3,1438.3,0,1438.3,0.905,2585,45,0.5,0.0,0.9968100000000001,0.00319278
-95188,Existing Customer,48,M,3,Graduate,Single,$80K - $120K,Blue,37,3,3,2,3034.0,468,2566.0,0.5529999999999999,4172,66,0.784,0.154,0.00018665,0.9998100000000001
-95189,Existing Customer,46,F,1,,Single,Less than $40K,Blue,40,4,2,2,1438.3,0,1438.3,0.7559999999999999,4692,91,0.596,0.0,0.00011743,0.9998799999999999
-95190,Existing Customer,50,F,2,Graduate,Single,,Blue,36,6,2,4,2611.0,1824,787.0,0.711,4232,80,0.633,0.6990000000000001,0.00032656,0.9996700000000001
-95191,Existing Customer,54,F,2,Doctorate,Married,$40K - $60K,Blue,43,5,3,2,2222.0,1398,824.0,0.785,3960,79,0.7559999999999999,0.629,0.00026028,0.99974
-95192,Attrited Customer,37,F,2,Graduate,Divorced,Less than $40K,Blue,30,3,3,4,3328.0,2517,811.0,0.5529999999999999,2196,47,0.621,0.7559999999999999,0.9980700000000001,0.00193323
-95193,Attrited Customer,43,F,3,,Married,Less than $40K,Blue,36,2,2,2,2440.0,1002,1438.0,0.061,1533,42,0.105,0.41100000000000003,0.99236,0.007640000000000001
-95194,Existing Customer,54,F,4,College,Single,,Blue,48,3,2,2,9723.0,1307,8416.0,0.8029999999999999,4043,76,0.9,0.134,0.00011605,0.9998799999999999
-95195,Existing Customer,60,F,1,Graduate,Single,Less than $40K,Blue,55,4,1,0,2346.0,2150,196.0,0.6659999999999999,4592,90,0.8,0.9159999999999999,1.9069e-05,0.99998
-95196,Existing Customer,51,M,2,Graduate,Married,$60K - $80K,Silver,36,3,6,3,26142.0,0,26142.0,0.6509999999999999,3969,78,0.902,0.0,0.00021578,0.9997799999999999
-95197,Attrited Customer,39,F,4,High School,Single,,Blue,36,3,2,4,12405.0,0,12405.0,0.9490000000000001,3151,39,0.444,0.0,0.9970100000000001,0.00299357
-95198,Existing Customer,47,M,1,High School,Single,$80K - $120K,Blue,36,4,3,4,17655.0,0,17655.0,0.583,3692,79,0.5489999999999999,0.0,0.00047086,0.9995299999999999
-95199,Existing Customer,51,F,2,,Married,Less than $40K,Blue,33,3,1,4,4941.0,786,4155.0,0.833,3822,50,1.083,0.159,0.00017371,0.9998299999999999
+95172,Existing Customer,46,F,3,Uneducated,Married,$40K - $60K,Blue,36,6,3,2,13387.0,0,13387.0,0.746,3706,81,0.62,0.0,0.00019191,0.99981
+95173,Existing Customer,46,F,2,High School,Single,Less than $40K,Blue,36,3,3,4,2283.0,1020,1263.0,0.944,3687,68,1.125,0.447,0.00050163,0.9995
+95174,Attrited Customer,47,F,4,,Married,Less than $40K,Blue,36,3,3,3,2033.0,228,1805.0,0.904,2572,43,0.72,0.112,0.99714,0.00285845
+95175,Existing Customer,49,F,5,High School,Married,$40K - $60K,Blue,33,6,3,2,2506.0,1549,957.0,0.752,4747,91,0.936,0.618,0.00018053,0.99982
+95176,Existing Customer,47,F,1,Uneducated,Single,Less than $40K,Blue,36,5,2,3,1438.3,735,703.3,0.762,4220,87,0.673,0.511,0.00018475,0.99982
+95177,Existing Customer,42,M,4,Uneducated,,$80K - $120K,Blue,36,6,5,1,2447.0,2195,252.0,0.717,4544,80,0.667,0.897,0.00013065,0.99987
+95178,Existing Customer,54,F,2,Uneducated,Single,Less than $40K,Blue,41,5,2,4,1438.3,814,624.3,0.675,4217,72,0.5,0.566,0.00033577,0.99966
+95179,Existing Customer,41,M,2,Graduate,Married,$80K - $120K,Blue,35,3,3,4,10873.0,1514,9359.0,0.879,5089,82,0.783,0.139,0.000516,0.99948
+95180,Attrited Customer,39,F,4,College,Married,$40K - $60K,Blue,28,4,2,4,7596.0,2199,5397.0,0.633,2164,45,0.5,0.289,0.99701,0.00299329
+95181,Attrited Customer,54,F,3,College,Married,Less than $40K,Blue,44,5,3,2,2921.0,2412,509.0,0.823,2612,33,0.375,0.826,0.99452,0.00548
+95182,Existing Customer,42,F,3,High School,Single,$40K - $60K,Blue,30,4,2,3,10136.0,0,10136.0,0.428,4429,78,0.472,0.0,0.00019311,0.99981
+95183,Existing Customer,52,F,3,High School,Married,Less than $40K,Blue,36,4,2,3,2187.0,1094,1093.0,0.843,4222,61,0.649,0.5,0.00019311,0.99981
+95184,Existing Customer,60,F,0,Uneducated,Single,Less than $40K,Blue,48,3,2,3,3302.0,2517,785.0,0.785,4613,85,0.932,0.762,0.00016891,0.99983
+95185,Existing Customer,40,M,3,Uneducated,Divorced,$80K - $120K,Blue,29,3,2,1,30997.0,2330,28667.0,0.65,3821,81,0.841,0.075,7.3235e-05,0.99993
+95186,Existing Customer,48,F,1,Uneducated,Single,Less than $40K,Blue,38,5,2,0,2578.0,2424,154.0,0.517,4077,78,0.625,0.94,4.0521e-05,0.99996
+95187,Attrited Customer,51,F,1,,Married,Less than $40K,Blue,32,5,3,3,1438.3,0,1438.3,0.905,2585,45,0.5,0.0,0.99681,0.00319278
+95188,Existing Customer,48,M,3,Graduate,Single,$80K - $120K,Blue,37,3,3,2,3034.0,468,2566.0,0.553,4172,66,0.784,0.154,0.00018665,0.99981
+95189,Existing Customer,46,F,1,,Single,Less than $40K,Blue,40,4,2,2,1438.3,0,1438.3,0.756,4692,91,0.596,0.0,0.00011743,0.99988
+95190,Existing Customer,50,F,2,Graduate,Single,,Blue,36,6,2,4,2611.0,1824,787.0,0.711,4232,80,0.633,0.699,0.00032656,0.99967
+95191,Existing Customer,54,F,2,Doctorate,Married,$40K - $60K,Blue,43,5,3,2,2222.0,1398,824.0,0.785,3960,79,0.756,0.629,0.00026028,0.99974
+95192,Attrited Customer,37,F,2,Graduate,Divorced,Less than $40K,Blue,30,3,3,4,3328.0,2517,811.0,0.553,2196,47,0.621,0.756,0.99807,0.00193323
+95193,Attrited Customer,43,F,3,,Married,Less than $40K,Blue,36,2,2,2,2440.0,1002,1438.0,0.061,1533,42,0.105,0.411,0.99236,0.00764
+95194,Existing Customer,54,F,4,College,Single,,Blue,48,3,2,2,9723.0,1307,8416.0,0.803,4043,76,0.9,0.134,0.00011605,0.99988
+95195,Existing Customer,60,F,1,Graduate,Single,Less than $40K,Blue,55,4,1,0,2346.0,2150,196.0,0.666,4592,90,0.8,0.916,1.9069e-05,0.99998
+95196,Existing Customer,51,M,2,Graduate,Married,$60K - $80K,Silver,36,3,6,3,26142.0,0,26142.0,0.651,3969,78,0.902,0.0,0.00021578,0.99978
+95197,Attrited Customer,39,F,4,High School,Single,,Blue,36,3,2,4,12405.0,0,12405.0,0.949,3151,39,0.444,0.0,0.99701,0.00299357
+95198,Existing Customer,47,M,1,High School,Single,$80K - $120K,Blue,36,4,3,4,17655.0,0,17655.0,0.583,3692,79,0.549,0.0,0.00047086,0.99953
+95199,Existing Customer,51,F,2,,Married,Less than $40K,Blue,33,3,1,4,4941.0,786,4155.0,0.833,3822,50,1.083,0.159,0.00017371,0.99983
 95200,Attrited Customer,30,F,1,Uneducated,Divorced,Less than $40K,Blue,19,6,1,2,1644.0,0,1644.0,0.82,2533,44,0.517,0.0,0.98154,0.01846
-95201,Existing Customer,34,F,2,Graduate,Single,,Blue,24,6,3,3,3095.0,2010,1085.0,0.6679999999999999,3901,77,0.711,0.649,0.00030251,0.9997
-95202,Existing Customer,60,F,0,Graduate,,Less than $40K,Blue,36,4,3,1,3828.0,0,3828.0,0.599,4470,58,0.812,0.0,9.308700000000001e-05,0.9999100000000001
-95203,Existing Customer,49,F,2,Uneducated,Single,Less than $40K,Blue,36,6,2,2,2182.0,1722,460.0,0.937,5377,86,0.654,0.789,0.00011703,0.9998799999999999
-95204,Existing Customer,51,M,2,,Single,$60K - $80K,Blue,42,3,3,2,13906.0,1430,12476.0,0.772,3856,68,1.061,0.10300000000000001,0.00019771,0.9998
-95205,Existing Customer,50,M,1,High School,Married,$80K - $120K,Blue,36,6,3,2,10588.0,994,9594.0,0.7859999999999999,4623,84,0.585,0.094,0.00016413,0.99984
+95201,Existing Customer,34,F,2,Graduate,Single,,Blue,24,6,3,3,3095.0,2010,1085.0,0.668,3901,77,0.711,0.649,0.00030251,0.9997
+95202,Existing Customer,60,F,0,Graduate,,Less than $40K,Blue,36,4,3,1,3828.0,0,3828.0,0.599,4470,58,0.812,0.0,9.3087e-05,0.99991
+95203,Existing Customer,49,F,2,Uneducated,Single,Less than $40K,Blue,36,6,2,2,2182.0,1722,460.0,0.937,5377,86,0.654,0.789,0.00011703,0.99988
+95204,Existing Customer,51,M,2,,Single,$60K - $80K,Blue,42,3,3,2,13906.0,1430,12476.0,0.772,3856,68,1.061,0.103,0.00019771,0.9998
+95205,Existing Customer,50,M,1,High School,Married,$80K - $120K,Blue,36,6,3,2,10588.0,994,9594.0,0.786,4623,84,0.585,0.094,0.00016413,0.99984
 95206,Existing Customer,32,F,2,Post-Graduate,Single,Less than $40K,Blue,16,3,3,2,2973.0,2446,527.0,0.612,3769,78,0.95,0.823,0.00021165,0.99979
-95207,Attrited Customer,50,F,2,Post-Graduate,Married,,Blue,36,5,2,4,4045.0,0,4045.0,0.66,2438,41,0.46399999999999997,0.0,0.99741,0.00259482
-95208,Existing Customer,40,M,4,Graduate,Married,$80K - $120K,Blue,36,3,3,2,2165.0,1465,700.0,0.622,3672,64,0.73,0.677,0.00018864,0.9998100000000001
-95209,Attrited Customer,34,F,2,Graduate,Married,Less than $40K,Blue,29,5,2,2,5845.0,0,5845.0,0.504,2308,35,0.591,0.0,0.99129,0.008709999999999999
-95210,Existing Customer,50,M,2,,Single,$120K +,Blue,37,6,3,4,15341.0,1016,14325.0,0.7090000000000001,2916,65,0.5479999999999999,0.066,0.00056716,0.9994299999999999
-95211,Existing Customer,45,M,4,College,Married,$60K - $80K,Blue,26,6,2,2,3035.0,1498,1537.0,0.903,4275,67,0.675,0.494,0.00011605,0.9998799999999999
-95212,Existing Customer,45,F,3,High School,Single,,Blue,25,4,2,1,1986.0,1042,944.0,0.593,4303,59,0.7879999999999999,0.525,6.9242e-05,0.9999299999999999
-95213,Existing Customer,45,F,3,College,Married,Less than $40K,Blue,37,4,3,1,4602.0,1517,3085.0,1.2919999999999998,3520,66,1.0,0.33,0.00010944,0.99989
-95214,Attrited Customer,43,F,5,Uneducated,Single,Less than $40K,Blue,36,5,3,4,2689.0,2384,305.0,0.365,1941,53,0.6559999999999999,0.887,0.99818,0.00182139
-95215,Existing Customer,65,M,0,,Single,$40K - $60K,Blue,54,5,1,4,9383.0,829,8554.0,0.515,5783,73,0.622,0.08800000000000001,0.00014907,0.99985
-95216,Existing Customer,47,F,4,Graduate,Single,Less than $40K,Blue,37,4,3,2,1438.3,780,658.3,0.66,4422,59,0.8440000000000001,0.542,0.00018864,0.9998100000000001
+95207,Attrited Customer,50,F,2,Post-Graduate,Married,,Blue,36,5,2,4,4045.0,0,4045.0,0.66,2438,41,0.464,0.0,0.99741,0.00259482
+95208,Existing Customer,40,M,4,Graduate,Married,$80K - $120K,Blue,36,3,3,2,2165.0,1465,700.0,0.622,3672,64,0.73,0.677,0.00018864,0.99981
+95209,Attrited Customer,34,F,2,Graduate,Married,Less than $40K,Blue,29,5,2,2,5845.0,0,5845.0,0.504,2308,35,0.591,0.0,0.99129,0.00871
+95210,Existing Customer,50,M,2,,Single,$120K +,Blue,37,6,3,4,15341.0,1016,14325.0,0.709,2916,65,0.548,0.066,0.00056716,0.99943
+95211,Existing Customer,45,M,4,College,Married,$60K - $80K,Blue,26,6,2,2,3035.0,1498,1537.0,0.903,4275,67,0.675,0.494,0.00011605,0.99988
+95212,Existing Customer,45,F,3,High School,Single,,Blue,25,4,2,1,1986.0,1042,944.0,0.593,4303,59,0.788,0.525,6.9242e-05,0.99993
+95213,Existing Customer,45,F,3,College,Married,Less than $40K,Blue,37,4,3,1,4602.0,1517,3085.0,1.292,3520,66,1.0,0.33,0.00010944,0.99989
+95214,Attrited Customer,43,F,5,Uneducated,Single,Less than $40K,Blue,36,5,3,4,2689.0,2384,305.0,0.365,1941,53,0.656,0.887,0.99818,0.00182139
+95215,Existing Customer,65,M,0,,Single,$40K - $60K,Blue,54,5,1,4,9383.0,829,8554.0,0.515,5783,73,0.622,0.088,0.00014907,0.99985
+95216,Existing Customer,47,F,4,Graduate,Single,Less than $40K,Blue,37,4,3,2,1438.3,780,658.3,0.66,4422,59,0.844,0.542,0.00018864,0.99981
 95217,Attrited Customer,42,F,2,Uneducated,Single,Less than $40K,Blue,23,4,2,3,1443.0,0,1443.0,0.529,2092,38,0.31,0.0,0.99495,0.00505
-95218,Existing Customer,51,F,4,Graduate,Single,Less than $40K,Blue,39,3,2,1,2847.0,2082,765.0,0.787,3672,59,0.5529999999999999,0.731,7.1987e-05,0.9999299999999999
-95219,Existing Customer,44,M,5,High School,Single,$80K - $120K,Blue,37,4,2,3,15638.0,1729,13909.0,0.843,4396,83,0.5660000000000001,0.111,0.00019213,0.9998100000000001
+95218,Existing Customer,51,F,4,Graduate,Single,Less than $40K,Blue,39,3,2,1,2847.0,2082,765.0,0.787,3672,59,0.553,0.731,7.1987e-05,0.99993
+95219,Existing Customer,44,M,5,High School,Single,$80K - $120K,Blue,37,4,2,3,15638.0,1729,13909.0,0.843,4396,83,0.566,0.111,0.00019213,0.99981
 95220,Existing Customer,43,M,2,Post-Graduate,Married,$120K +,Blue,36,3,3,2,10700.0,1346,9354.0,0.639,4054,68,0.7,0.126,0.00021165,0.99979
-95221,Attrited Customer,44,F,2,Graduate,Single,Less than $40K,Blue,36,5,2,4,1438.3,0,1438.3,0.42100000000000004,1944,36,0.5,0.0,0.99695,0.00305189
-95222,Attrited Customer,50,F,1,Post-Graduate,Married,$40K - $60K,Blue,41,6,3,3,1694.0,479,1215.0,0.838,2349,42,0.312,0.28300000000000003,0.99702,0.00298315
-95223,Attrited Customer,53,F,3,High School,Divorced,,Blue,36,4,3,6,7939.0,0,7939.0,0.551,2269,42,0.312,0.0,0.9993700000000001,0.00063174
-95224,Existing Customer,42,F,3,Graduate,Single,Less than $40K,Blue,35,3,2,2,2555.0,1587,968.0,1.088,4193,79,0.8809999999999999,0.621,0.00011811,0.9998799999999999
-95225,Existing Customer,55,F,2,,Single,Less than $40K,Blue,36,3,1,2,2850.0,2517,333.0,0.625,4320,85,0.735,0.883,6.054e-05,0.9999399999999999
-95226,Existing Customer,59,M,1,High School,Single,$60K - $80K,Blue,51,6,2,4,8973.0,1300,7673.0,0.568,4699,72,0.7140000000000001,0.145,0.00029799,0.9997
-95227,Existing Customer,58,F,1,,Single,$40K - $60K,Blue,53,3,3,1,6960.0,1536,5424.0,0.43700000000000006,3112,79,0.5489999999999999,0.221,0.00011192,0.99989
+95221,Attrited Customer,44,F,2,Graduate,Single,Less than $40K,Blue,36,5,2,4,1438.3,0,1438.3,0.421,1944,36,0.5,0.0,0.99695,0.00305189
+95222,Attrited Customer,50,F,1,Post-Graduate,Married,$40K - $60K,Blue,41,6,3,3,1694.0,479,1215.0,0.838,2349,42,0.312,0.283,0.99702,0.00298315
+95223,Attrited Customer,53,F,3,High School,Divorced,,Blue,36,4,3,6,7939.0,0,7939.0,0.551,2269,42,0.312,0.0,0.99937,0.00063174
+95224,Existing Customer,42,F,3,Graduate,Single,Less than $40K,Blue,35,3,2,2,2555.0,1587,968.0,1.088,4193,79,0.881,0.621,0.00011811,0.99988
+95225,Existing Customer,55,F,2,,Single,Less than $40K,Blue,36,3,1,2,2850.0,2517,333.0,0.625,4320,85,0.735,0.883,6.054e-05,0.99994
+95226,Existing Customer,59,M,1,High School,Single,$60K - $80K,Blue,51,6,2,4,8973.0,1300,7673.0,0.568,4699,72,0.714,0.145,0.00029799,0.9997
+95227,Existing Customer,58,F,1,,Single,$40K - $60K,Blue,53,3,3,1,6960.0,1536,5424.0,0.437,3112,79,0.549,0.221,0.00011192,0.99989
 95228,Existing Customer,60,F,2,College,Married,Less than $40K,Blue,41,6,2,2,4167.0,0,4167.0,0.917,5039,85,0.809,0.0,0.00011066,0.99989
-95229,Existing Customer,49,F,2,Uneducated,Married,,Blue,36,4,3,2,5099.0,1178,3921.0,0.912,3819,82,0.8640000000000001,0.231,0.00018494,0.99982
-95230,Existing Customer,42,F,4,Graduate,Divorced,,Blue,36,3,3,1,2782.0,1782,1000.0,0.853,4669,93,0.755,0.6409999999999999,0.00011377,0.99989
+95229,Existing Customer,49,F,2,Uneducated,Married,,Blue,36,4,3,2,5099.0,1178,3921.0,0.912,3819,82,0.864,0.231,0.00018494,0.99982
+95230,Existing Customer,42,F,4,Graduate,Divorced,,Blue,36,3,3,1,2782.0,1782,1000.0,0.853,4669,93,0.755,0.641,0.00011377,0.99989
 95231,Existing Customer,44,F,3,Graduate,Married,Less than $40K,Blue,27,3,1,4,1480.0,1017,463.0,1.008,5245,80,0.86,0.687,0.00016399,0.99984
 95232,Existing Customer,56,M,1,High School,Single,$80K - $120K,Blue,45,4,1,3,5070.0,0,5070.0,1.01,3651,76,0.652,0.0,8.453e-05,0.99992
-95233,Existing Customer,52,M,2,,Single,$80K - $120K,Blue,41,3,3,1,2757.0,1425,1332.0,0.574,3992,76,1.054,0.517,0.00011924,0.9998799999999999
-95234,Existing Customer,54,M,2,,Married,$80K - $120K,Blue,43,6,3,2,5774.0,1519,4255.0,0.45799999999999996,4444,70,0.667,0.263,0.00019771,0.9998
-95235,Existing Customer,55,M,2,Graduate,Married,$60K - $80K,Blue,44,6,6,3,6054.0,1103,4951.0,0.613,3998,80,0.7390000000000001,0.182,0.00023881,0.99976
+95233,Existing Customer,52,M,2,,Single,$80K - $120K,Blue,41,3,3,1,2757.0,1425,1332.0,0.574,3992,76,1.054,0.517,0.00011924,0.99988
+95234,Existing Customer,54,M,2,,Married,$80K - $120K,Blue,43,6,3,2,5774.0,1519,4255.0,0.458,4444,70,0.667,0.263,0.00019771,0.9998
+95235,Existing Customer,55,M,2,Graduate,Married,$60K - $80K,Blue,44,6,6,3,6054.0,1103,4951.0,0.613,3998,80,0.739,0.182,0.00023881,0.99976
 95236,Existing Customer,57,M,1,,Single,$60K - $80K,Blue,43,3,3,1,19090.0,0,19090.0,0.53,4712,88,0.517,0.0,0.00011192,0.99989
-95237,Existing Customer,43,F,2,,Married,Less than $40K,Blue,31,6,3,3,2069.0,839,1230.0,0.9229999999999999,4117,70,0.7070000000000001,0.406,0.00033251,0.9996700000000001
-95238,Existing Customer,47,F,4,Graduate,Married,Less than $40K,Blue,37,3,1,3,2447.0,1973,474.0,0.47600000000000003,4784,75,0.562,0.8059999999999999,9.7154e-05,0.9999
-95239,Existing Customer,56,F,1,Uneducated,Married,Less than $40K,Blue,47,6,1,2,3022.0,1627,1395.0,0.835,4390,82,0.7829999999999999,0.5379999999999999,5.3155e-05,0.99995
-95240,Existing Customer,44,F,2,Graduate,Married,Less than $40K,Blue,36,5,1,3,4473.0,0,4473.0,0.5429999999999999,4047,56,0.75,0.0,9.2637e-05,0.9999100000000001
+95237,Existing Customer,43,F,2,,Married,Less than $40K,Blue,31,6,3,3,2069.0,839,1230.0,0.923,4117,70,0.707,0.406,0.00033251,0.99967
+95238,Existing Customer,47,F,4,Graduate,Married,Less than $40K,Blue,37,3,1,3,2447.0,1973,474.0,0.476,4784,75,0.562,0.806,9.7154e-05,0.9999
+95239,Existing Customer,56,F,1,Uneducated,Married,Less than $40K,Blue,47,6,1,2,3022.0,1627,1395.0,0.835,4390,82,0.783,0.538,5.3155e-05,0.99995
+95240,Existing Customer,44,F,2,Graduate,Married,Less than $40K,Blue,36,5,1,3,4473.0,0,4473.0,0.543,4047,56,0.75,0.0,9.2637e-05,0.99991
 95241,Existing Customer,54,F,1,Doctorate,,Less than $40K,Blue,43,4,6,4,5267.0,0,5267.0,0.631,4196,81,0.588,0.0,0.00055326,0.99945
-95242,Existing Customer,37,M,3,Graduate,Single,$80K - $120K,Blue,29,6,2,4,7199.0,1274,5925.0,0.639,4552,100,0.7859999999999999,0.177,0.00033886,0.99966
-95243,Existing Customer,49,F,2,Graduate,Married,Less than $40K,Blue,38,3,4,2,1438.3,0,1438.3,0.584,4497,79,0.612,0.0,0.00021738,0.9997799999999999
-95244,Attrited Customer,51,F,2,,Single,Less than $40K,Blue,43,5,3,2,3245.0,0,3245.0,0.5529999999999999,1977,29,0.261,0.0,0.99497,0.00503
-95245,Existing Customer,47,F,5,,Single,$40K - $60K,Blue,40,4,3,4,3888.0,2517,1371.0,0.6409999999999999,4377,88,0.725,0.647,0.00058553,0.99941
+95242,Existing Customer,37,M,3,Graduate,Single,$80K - $120K,Blue,29,6,2,4,7199.0,1274,5925.0,0.639,4552,100,0.786,0.177,0.00033886,0.99966
+95243,Existing Customer,49,F,2,Graduate,Married,Less than $40K,Blue,38,3,4,2,1438.3,0,1438.3,0.584,4497,79,0.612,0.0,0.00021738,0.99978
+95244,Attrited Customer,51,F,2,,Single,Less than $40K,Blue,43,5,3,2,3245.0,0,3245.0,0.553,1977,29,0.261,0.0,0.99497,0.00503
+95245,Existing Customer,47,F,5,,Single,$40K - $60K,Blue,40,4,3,4,3888.0,2517,1371.0,0.641,4377,88,0.725,0.647,0.00058553,0.99941
 95246,Existing Customer,45,F,5,,Married,,Blue,40,3,2,2,14728.0,0,14728.0,0.708,4660,85,0.735,0.0,0.00012916,0.99987
-95247,Attrited Customer,38,F,4,High School,Single,$40K - $60K,Blue,31,4,3,2,1438.3,0,1438.3,0.406,1986,52,0.486,0.0,0.9945799999999999,0.00542
-95248,Attrited Customer,48,M,4,,Single,$40K - $60K,Blue,43,2,3,2,11272.0,1744,9528.0,0.34700000000000003,1455,34,0.214,0.155,0.9952,0.00479863
-95249,Existing Customer,49,F,3,Graduate,,Less than $40K,Blue,36,4,3,3,2705.0,1681,1024.0,0.5770000000000001,4265,87,0.7759999999999999,0.621,0.0003139,0.99969
-95250,Existing Customer,41,M,4,Graduate,Married,$80K - $120K,Blue,27,4,2,4,12270.0,0,12270.0,0.5429999999999999,4578,67,0.8109999999999999,0.0,0.00034248,0.99966
-95251,Existing Customer,54,F,2,Uneducated,Single,Less than $40K,Blue,43,6,1,4,3006.0,633,2373.0,0.733,5177,66,0.65,0.21100000000000002,0.00016249,0.99984
+95247,Attrited Customer,38,F,4,High School,Single,$40K - $60K,Blue,31,4,3,2,1438.3,0,1438.3,0.406,1986,52,0.486,0.0,0.99458,0.00542
+95248,Attrited Customer,48,M,4,,Single,$40K - $60K,Blue,43,2,3,2,11272.0,1744,9528.0,0.347,1455,34,0.214,0.155,0.9952,0.00479863
+95249,Existing Customer,49,F,3,Graduate,,Less than $40K,Blue,36,4,3,3,2705.0,1681,1024.0,0.577,4265,87,0.776,0.621,0.0003139,0.99969
+95250,Existing Customer,41,M,4,Graduate,Married,$80K - $120K,Blue,27,4,2,4,12270.0,0,12270.0,0.543,4578,67,0.811,0.0,0.00034248,0.99966
+95251,Existing Customer,54,F,2,Uneducated,Single,Less than $40K,Blue,43,6,1,4,3006.0,633,2373.0,0.733,5177,66,0.65,0.211,0.00016249,0.99984
 95252,Existing Customer,39,M,2,Uneducated,Single,$80K - $120K,Blue,36,6,2,4,7901.0,1184,6717.0,0.863,3667,66,0.784,0.15,0.00033577,0.99966
 95253,Existing Customer,38,M,0,High School,Single,$80K - $120K,Blue,29,3,3,2,5983.0,1885,4098.0,0.601,4141,65,0.711,0.315,0.00015005,0.99985
 95254,Existing Customer,64,M,0,College,Single,$40K - $60K,Blue,53,6,3,2,7362.0,1907,5455.0,0.693,4065,65,0.711,0.259,0.00015007,0.99985
-95255,Existing Customer,55,M,2,Doctorate,Single,$80K - $120K,Blue,36,6,3,3,3046.0,2415,631.0,0.49200000000000005,3153,57,0.583,0.7929999999999999,0.00043772,0.99956
-95256,Existing Customer,50,M,2,Uneducated,Married,$120K +,Blue,40,3,1,1,34516.0,1871,32645.0,0.35600000000000004,4054,75,0.364,0.054000000000000006,3.415e-05,0.99997
-95257,Attrited Customer,55,F,1,Doctorate,Married,,Blue,39,1,3,3,12972.0,1424,11548.0,0.525,2238,36,0.2,0.11,0.9975700000000001,0.00242697
-95258,Existing Customer,44,F,5,Graduate,Single,,Blue,37,3,1,1,17785.0,1259,16526.0,0.8059999999999999,3890,72,1.1179999999999999,0.071,3.429e-05,0.99997
-95259,Existing Customer,55,M,2,High School,Single,$120K +,Blue,49,6,3,4,3029.0,1505,1524.0,0.56,2394,50,0.47100000000000003,0.49700000000000005,0.00050163,0.9995
+95255,Existing Customer,55,M,2,Doctorate,Single,$80K - $120K,Blue,36,6,3,3,3046.0,2415,631.0,0.492,3153,57,0.583,0.793,0.00043772,0.99956
+95256,Existing Customer,50,M,2,Uneducated,Married,$120K +,Blue,40,3,1,1,34516.0,1871,32645.0,0.356,4054,75,0.364,0.054,3.415e-05,0.99997
+95257,Attrited Customer,55,F,1,Doctorate,Married,,Blue,39,1,3,3,12972.0,1424,11548.0,0.525,2238,36,0.2,0.11,0.99757,0.00242697
+95258,Existing Customer,44,F,5,Graduate,Single,,Blue,37,3,1,1,17785.0,1259,16526.0,0.806,3890,72,1.118,0.071,3.429e-05,0.99997
+95259,Existing Customer,55,M,2,High School,Single,$120K +,Blue,49,6,3,4,3029.0,1505,1524.0,0.56,2394,50,0.471,0.497,0.00050163,0.9995
 95260,Existing Customer,58,M,0,Graduate,Divorced,,Blue,36,4,2,2,9097.0,1656,7441.0,0.813,4174,85,0.7,0.182,9.7673e-05,0.9999
-95261,Existing Customer,51,F,2,Uneducated,Single,Less than $40K,Blue,44,6,1,4,1438.3,0,1438.3,0.8270000000000001,4488,84,0.826,0.0,0.00016249,0.99984
+95261,Existing Customer,51,F,2,Uneducated,Single,Less than $40K,Blue,44,6,1,4,1438.3,0,1438.3,0.827,4488,84,0.826,0.0,0.00016249,0.99984
 95262,Existing Customer,58,M,3,Uneducated,,$80K - $120K,Blue,46,3,1,3,2375.0,1163,1212.0,0.917,4769,80,0.905,0.49,9.8837e-05,0.9999
 95263,Attrited Customer,47,F,3,Graduate,,Less than $40K,Blue,36,5,2,2,8109.0,0,8109.0,0.601,1835,43,0.344,0.0,0.99161,0.00839
 95264,Existing Customer,53,F,1,Post-Graduate,Single,$40K - $60K,Blue,43,5,1,0,2618.0,2026,592.0,0.669,4198,68,0.619,0.774,2.2438e-05,0.99998
-95265,Existing Customer,42,F,3,Uneducated,Married,,Blue,30,3,2,1,3549.0,0,3549.0,0.584,3921,63,0.8,0.0,7.3235e-05,0.9999299999999999
-95266,Existing Customer,45,M,5,Graduate,Single,Less than $40K,Blue,36,4,2,1,2718.0,1474,1244.0,0.71,3542,59,0.639,0.542,7.0865e-05,0.9999299999999999
-95267,Existing Customer,60,F,0,Graduate,Married,Less than $40K,Blue,51,6,1,2,2230.0,1796,434.0,0.637,4929,61,0.488,0.805,4.7263000000000005e-05,0.99995
-95268,Attrited Customer,42,F,3,College,Single,Less than $40K,Blue,36,3,3,4,3802.0,1300,2502.0,0.627,2165,36,0.385,0.342,0.99808,0.0019163000000000001
+95265,Existing Customer,42,F,3,Uneducated,Married,,Blue,30,3,2,1,3549.0,0,3549.0,0.584,3921,63,0.8,0.0,7.3235e-05,0.99993
+95266,Existing Customer,45,M,5,Graduate,Single,Less than $40K,Blue,36,4,2,1,2718.0,1474,1244.0,0.71,3542,59,0.639,0.542,7.0865e-05,0.99993
+95267,Existing Customer,60,F,0,Graduate,Married,Less than $40K,Blue,51,6,1,2,2230.0,1796,434.0,0.637,4929,61,0.488,0.805,4.7263e-05,0.99995
+95268,Attrited Customer,42,F,3,College,Single,Less than $40K,Blue,36,3,3,4,3802.0,1300,2502.0,0.627,2165,36,0.385,0.342,0.99808,0.0019163
 95269,Existing Customer,55,F,2,Uneducated,Married,Less than $40K,Blue,43,6,2,3,2736.0,993,1743.0,1.06,4078,85,0.977,0.363,0.00019683,0.9998
-95270,Existing Customer,51,F,2,High School,Married,Less than $40K,Blue,37,3,2,1,2258.0,1250,1008.0,0.611,4368,75,0.596,0.5539999999999999,6.6728e-05,0.9999299999999999
-95271,Attrited Customer,51,F,1,Graduate,Married,Less than $40K,Blue,39,5,3,2,1438.3,0,1438.3,0.885,2492,35,0.29600000000000004,0.0,0.99411,0.00589
-95272,Attrited Customer,65,M,2,,Single,Less than $40K,Blue,36,4,2,3,2954.0,2517,437.0,0.619,1909,28,0.474,0.852,0.9952700000000001,0.00472896
-95273,Existing Customer,50,M,4,Graduate,Married,$80K - $120K,Blue,31,6,3,2,11882.0,1472,10410.0,0.413,3291,62,0.722,0.124,0.00018864,0.9998100000000001
+95270,Existing Customer,51,F,2,High School,Married,Less than $40K,Blue,37,3,2,1,2258.0,1250,1008.0,0.611,4368,75,0.596,0.554,6.6728e-05,0.99993
+95271,Attrited Customer,51,F,1,Graduate,Married,Less than $40K,Blue,39,5,3,2,1438.3,0,1438.3,0.885,2492,35,0.296,0.0,0.99411,0.00589
+95272,Attrited Customer,65,M,2,,Single,Less than $40K,Blue,36,4,2,3,2954.0,2517,437.0,0.619,1909,28,0.474,0.852,0.99527,0.00472896
+95273,Existing Customer,50,M,4,Graduate,Married,$80K - $120K,Blue,31,6,3,2,11882.0,1472,10410.0,0.413,3291,62,0.722,0.124,0.00018864,0.99981
 95274,Existing Customer,49,F,3,Uneducated,Married,Less than $40K,Blue,36,5,3,4,1438.3,0,1438.3,0.929,4205,88,0.66,0.0,0.00055052,0.99945
 95275,Existing Customer,38,F,2,Graduate,Single,Less than $40K,Blue,25,6,2,2,1438.3,538,900.3,0.675,4093,73,0.659,0.374,0.00011382,0.99989
-95276,Existing Customer,54,F,3,Doctorate,Single,Less than $40K,Blue,36,4,2,2,2778.0,743,2035.0,0.812,4515,74,0.51,0.267,0.00017091,0.9998299999999999
-95277,Existing Customer,54,F,1,High School,Married,Less than $40K,Blue,42,3,5,4,2474.0,1539,935.0,0.649,4884,80,0.509,0.622,0.00052589,0.9994700000000001
-95278,Existing Customer,54,F,3,,Single,$40K - $60K,Blue,43,6,3,4,5632.0,1596,4036.0,0.951,3557,64,1.065,0.28300000000000003,0.00058851,0.99941
-95279,Attrited Customer,49,F,3,Graduate,Single,,Blue,38,1,2,4,11025.0,0,11025.0,0.501,1902,28,0.273,0.0,0.9970600000000001,0.00294141
-95280,Existing Customer,43,F,1,Graduate,Single,Less than $40K,Blue,38,3,3,3,2642.0,2377,265.0,0.8290000000000001,4780,88,0.725,0.9,0.00028395,0.99972
-95281,Existing Customer,43,M,2,Graduate,Married,$80K - $120K,Blue,28,5,6,3,30357.0,1255,29102.0,0.7879999999999999,4435,68,0.889,0.040999999999999995,0.00023881,0.99976
-95282,Existing Customer,57,F,1,Uneducated,Divorced,Less than $40K,Blue,47,6,6,1,2201.0,1420,781.0,0.762,4256,70,0.591,0.645,8.264299999999999e-05,0.99992
-95283,Attrited Customer,46,F,2,,Married,Less than $40K,Blue,42,1,0,4,2002.0,0,2002.0,0.8029999999999999,2423,39,0.857,0.0,0.9846799999999999,0.015319999999999999
-95284,Existing Customer,43,F,3,High School,,,Blue,36,3,3,2,8777.0,2517,6260.0,0.696,4551,83,0.7290000000000001,0.287,0.00018145,0.99982
+95276,Existing Customer,54,F,3,Doctorate,Single,Less than $40K,Blue,36,4,2,2,2778.0,743,2035.0,0.812,4515,74,0.51,0.267,0.00017091,0.99983
+95277,Existing Customer,54,F,1,High School,Married,Less than $40K,Blue,42,3,5,4,2474.0,1539,935.0,0.649,4884,80,0.509,0.622,0.00052589,0.99947
+95278,Existing Customer,54,F,3,,Single,$40K - $60K,Blue,43,6,3,4,5632.0,1596,4036.0,0.951,3557,64,1.065,0.283,0.00058851,0.99941
+95279,Attrited Customer,49,F,3,Graduate,Single,,Blue,38,1,2,4,11025.0,0,11025.0,0.501,1902,28,0.273,0.0,0.99706,0.00294141
+95280,Existing Customer,43,F,1,Graduate,Single,Less than $40K,Blue,38,3,3,3,2642.0,2377,265.0,0.829,4780,88,0.725,0.9,0.00028395,0.99972
+95281,Existing Customer,43,M,2,Graduate,Married,$80K - $120K,Blue,28,5,6,3,30357.0,1255,29102.0,0.788,4435,68,0.889,0.041,0.00023881,0.99976
+95282,Existing Customer,57,F,1,Uneducated,Divorced,Less than $40K,Blue,47,6,6,1,2201.0,1420,781.0,0.762,4256,70,0.591,0.645,8.2643e-05,0.99992
+95283,Attrited Customer,46,F,2,,Married,Less than $40K,Blue,42,1,0,4,2002.0,0,2002.0,0.803,2423,39,0.857,0.0,0.98468,0.01532
+95284,Existing Customer,43,F,3,High School,,,Blue,36,3,3,2,8777.0,2517,6260.0,0.696,4551,83,0.729,0.287,0.00018145,0.99982
 95285,Attrited Customer,53,F,2,,Single,Less than $40K,Blue,36,3,3,4,2575.0,411,2164.0,0.833,2423,43,0.593,0.16,0.99824,0.00175907
-95286,Existing Customer,43,F,3,Post-Graduate,Single,$40K - $60K,Blue,24,3,3,4,5182.0,1607,3575.0,0.8740000000000001,5235,92,0.586,0.31,0.00062998,0.9993700000000001
-95287,Existing Customer,49,M,2,Uneducated,Married,$60K - $80K,Blue,42,3,3,2,3783.0,0,3783.0,0.59,4383,82,0.7829999999999999,0.0,0.00018494,0.99982
+95286,Existing Customer,43,F,3,Post-Graduate,Single,$40K - $60K,Blue,24,3,3,4,5182.0,1607,3575.0,0.874,5235,92,0.586,0.31,0.00062998,0.99937
+95287,Existing Customer,49,M,2,Uneducated,Married,$60K - $80K,Blue,42,3,3,2,3783.0,0,3783.0,0.59,4383,82,0.783,0.0,0.00018494,0.99982
 95288,Existing Customer,51,M,3,Uneducated,Married,$120K +,Blue,40,3,5,3,34516.0,0,34516.0,0.922,3847,74,0.805,0.0,0.00036048,0.99964
-95289,Existing Customer,46,F,3,High School,,Less than $40K,Blue,41,2,1,4,1515.0,0,1515.0,0.8190000000000001,3894,60,0.818,0.0,0.00015942,0.99984
-95290,Existing Customer,56,F,3,High School,Married,Less than $40K,Blue,47,6,3,4,2865.0,2022,843.0,0.547,3441,66,0.65,0.706,0.00052052,0.9994799999999999
-95291,Existing Customer,46,F,4,Graduate,Single,$40K - $60K,Blue,34,6,2,1,2711.0,0,2711.0,0.636,4795,65,1.031,0.0,7.1987e-05,0.9999299999999999
-95292,Existing Customer,54,F,2,,Single,Less than $40K,Blue,47,3,2,3,2341.0,1550,791.0,0.6559999999999999,3406,57,1.4780000000000002,0.662,0.00021042,0.99979
+95289,Existing Customer,46,F,3,High School,,Less than $40K,Blue,41,2,1,4,1515.0,0,1515.0,0.819,3894,60,0.818,0.0,0.00015942,0.99984
+95290,Existing Customer,56,F,3,High School,Married,Less than $40K,Blue,47,6,3,4,2865.0,2022,843.0,0.547,3441,66,0.65,0.706,0.00052052,0.99948
+95291,Existing Customer,46,F,4,Graduate,Single,$40K - $60K,Blue,34,6,2,1,2711.0,0,2711.0,0.636,4795,65,1.031,0.0,7.1987e-05,0.99993
+95292,Existing Customer,54,F,2,,Single,Less than $40K,Blue,47,3,2,3,2341.0,1550,791.0,0.656,3406,57,1.478,0.662,0.00021042,0.99979
 95293,Existing Customer,51,M,1,High School,Single,$80K - $120K,Blue,45,6,1,3,13287.0,1864,11423.0,0.603,3851,75,0.705,0.14,8.453e-05,0.99992
-95294,Existing Customer,33,F,3,Graduate,Married,Less than $40K,Blue,20,5,1,3,1438.3,0,1438.3,0.8959999999999999,4530,72,0.636,0.0,9.612600000000001e-05,0.9999
-95295,Attrited Customer,41,M,3,High School,,$40K - $60K,Blue,33,4,3,4,1639.0,0,1639.0,0.48100000000000004,2242,44,0.5710000000000001,0.0,0.99808,0.00191647
-95296,Existing Customer,55,M,3,Graduate,Married,$60K - $80K,Blue,49,3,1,4,5668.0,2517,3151.0,0.7040000000000001,3382,56,0.9309999999999999,0.444,0.00016399,0.99984
+95294,Existing Customer,33,F,3,Graduate,Married,Less than $40K,Blue,20,5,1,3,1438.3,0,1438.3,0.896,4530,72,0.636,0.0,9.6126e-05,0.9999
+95295,Attrited Customer,41,M,3,High School,,$40K - $60K,Blue,33,4,3,4,1639.0,0,1639.0,0.481,2242,44,0.571,0.0,0.99808,0.00191647
+95296,Existing Customer,55,M,3,Graduate,Married,$60K - $80K,Blue,49,3,1,4,5668.0,2517,3151.0,0.704,3382,56,0.931,0.444,0.00016399,0.99984
 95297,Attrited Customer,55,M,1,Uneducated,Single,$120K +,Blue,41,3,4,4,24542.0,2354,22188.0,0.314,984,24,0.263,0.096,0.99834,0.00165792
 95298,Existing Customer,41,F,3,Graduate,Married,Less than $40K,Blue,29,6,3,1,1959.0,1268,691.0,0.731,4275,61,0.649,0.647,0.00011256,0.99989
 95299,Attrited Customer,50,F,1,Uneducated,Single,Less than $40K,Blue,37,3,2,4,1838.0,0,1838.0,0.743,2461,47,1.136,0.0,0.99684,0.0031619
-95300,Attrited Customer,36,F,2,Graduate,,Less than $40K,Blue,36,5,2,4,3111.0,2517,594.0,0.6459999999999999,2367,41,0.519,0.809,0.99695,0.00305189
+95300,Attrited Customer,36,F,2,Graduate,,Less than $40K,Blue,36,5,2,4,3111.0,2517,594.0,0.646,2367,41,0.519,0.809,0.99695,0.00305189
 95301,Existing Customer,39,F,0,High School,Single,Less than $40K,Blue,27,4,3,3,3927.0,720,3207.0,0.63,4230,93,0.898,0.183,0.00025237,0.99975
 95302,Existing Customer,38,F,1,Uneducated,Married,Less than $40K,Blue,26,5,1,1,4345.0,838,3507.0,0.593,4770,62,0.722,0.193,3.2055e-05,0.99997
-95303,Existing Customer,46,F,2,Graduate,,Less than $40K,Blue,39,5,2,2,3003.0,1454,1549.0,0.595,4378,96,0.5479999999999999,0.484,0.00011382,0.99989
-95304,Attrited Customer,40,F,1,High School,Single,Less than $40K,Blue,36,4,3,2,1438.3,544,894.3,0.5429999999999999,2294,40,0.7390000000000001,0.37799999999999995,0.99395,0.00605
-95305,Existing Customer,58,M,1,Uneducated,Single,$60K - $80K,Blue,46,6,3,1,2541.0,1053,1488.0,0.9259999999999999,4552,82,0.745,0.414,0.00010469,0.9999
+95303,Existing Customer,46,F,2,Graduate,,Less than $40K,Blue,39,5,2,2,3003.0,1454,1549.0,0.595,4378,96,0.548,0.484,0.00011382,0.99989
+95304,Attrited Customer,40,F,1,High School,Single,Less than $40K,Blue,36,4,3,2,1438.3,544,894.3,0.543,2294,40,0.739,0.378,0.99395,0.00605
+95305,Existing Customer,58,M,1,Uneducated,Single,$60K - $80K,Blue,46,6,3,1,2541.0,1053,1488.0,0.926,4552,82,0.745,0.414,0.00010469,0.9999
 95306,Attrited Customer,43,F,4,Uneducated,Single,Less than $40K,Blue,36,5,3,2,2422.0,1014,1408.0,0.688,2437,44,0.467,0.419,0.99487,0.00513
-95307,Attrited Customer,56,F,2,Uneducated,Single,Less than $40K,Blue,43,1,2,4,1440.0,1211,229.0,0.465,2141,40,0.48100000000000004,0.841,0.99703,0.00296843
-95308,Existing Customer,58,M,4,College,Single,$80K - $120K,Blue,47,6,3,0,26108.0,1146,24962.0,0.47600000000000003,3677,70,0.892,0.044000000000000004,6.765699999999999e-05,0.9999299999999999
+95307,Attrited Customer,56,F,2,Uneducated,Single,Less than $40K,Blue,43,1,2,4,1440.0,1211,229.0,0.465,2141,40,0.481,0.841,0.99703,0.00296843
+95308,Existing Customer,58,M,4,College,Single,$80K - $120K,Blue,47,6,3,0,26108.0,1146,24962.0,0.476,3677,70,0.892,0.044,6.7657e-05,0.99993
 95309,Attrited Customer,29,F,1,Uneducated,Single,Less than $40K,Blue,36,3,2,4,2516.0,2312,204.0,0.625,2321,36,0.5,0.919,0.99684,0.0031619
 95310,Attrited Customer,48,F,4,Doctorate,Divorced,$40K - $60K,Blue,35,4,3,2,3646.0,1047,2599.0,0.633,1969,38,0.52,0.287,0.99635,0.00364906
-95311,Existing Customer,61,F,0,Uneducated,Single,$40K - $60K,Blue,55,6,1,2,2214.0,2123,91.0,0.64,4478,77,0.7909999999999999,0.9590000000000001,4.8595e-05,0.99995
+95311,Existing Customer,61,F,0,Uneducated,Single,$40K - $60K,Blue,55,6,1,2,2214.0,2123,91.0,0.64,4478,77,0.791,0.959,4.8595e-05,0.99995
 95312,Existing Customer,51,M,2,College,Single,$80K - $120K,Blue,43,5,3,3,11862.0,0,11862.0,0.52,4101,88,0.66,0.0,0.00029411,0.99971
-95313,Existing Customer,44,F,3,College,Married,,Blue,36,3,1,4,8729.0,1427,7302.0,0.8290000000000001,5347,96,0.524,0.163,0.00015944,0.99984
-95314,Existing Customer,35,F,2,Uneducated,Single,,Blue,29,3,1,1,2423.0,0,2423.0,0.6629999999999999,4651,69,0.568,0.0,3.415e-05,0.99997
+95313,Existing Customer,44,F,3,College,Married,,Blue,36,3,1,4,8729.0,1427,7302.0,0.829,5347,96,0.524,0.163,0.00015944,0.99984
+95314,Existing Customer,35,F,2,Uneducated,Single,,Blue,29,3,1,1,2423.0,0,2423.0,0.663,4651,69,0.568,0.0,3.415e-05,0.99997
 95315,Attrited Customer,48,F,3,Uneducated,Divorced,Less than $40K,Blue,36,5,3,2,4073.0,2517,1556.0,0.575,2059,43,0.433,0.618,0.99482,0.00518
-95316,Existing Customer,26,M,0,Graduate,Married,Less than $40K,Blue,36,5,2,4,9916.0,0,9916.0,0.7929999999999999,3477,65,0.667,0.0,0.00028024,0.99972
+95316,Existing Customer,26,M,0,Graduate,Married,Less than $40K,Blue,36,5,2,4,9916.0,0,9916.0,0.793,3477,65,0.667,0.0,0.00028024,0.99972
 95317,Existing Customer,39,F,1,Graduate,Married,Less than $40K,Blue,29,4,2,4,1438.3,949,489.3,0.736,4222,65,0.667,0.66,0.00030653,0.99969
-95318,Existing Customer,38,M,2,College,Married,$80K - $120K,Blue,36,3,3,3,6452.0,1151,5301.0,0.884,4835,84,0.7140000000000001,0.17800000000000002,0.00029411,0.99971
+95318,Existing Customer,38,M,2,College,Married,$80K - $120K,Blue,36,3,3,3,6452.0,1151,5301.0,0.884,4835,84,0.714,0.178,0.00029411,0.99971
 95319,Attrited Customer,51,F,1,Doctorate,Single,Less than $40K,Blue,45,5,3,1,1952.0,1411,541.0,0.642,2452,44,0.63,0.723,0.99326,0.00674
 95320,Existing Customer,37,F,2,Uneducated,Married,Less than $40K,Blue,36,6,5,4,1438.3,647,791.3,0.889,4803,64,0.684,0.45,0.00059255,0.99941
-95321,Existing Customer,53,F,2,Doctorate,Single,,Blue,49,3,2,2,4500.0,0,4500.0,0.7609999999999999,4579,78,0.8140000000000001,0.0,0.00016471,0.99984
-95322,Existing Customer,53,F,2,High School,Single,Less than $40K,Blue,41,4,1,2,2252.0,1811,441.0,0.68,4201,68,1.125,0.804,5.3541999999999997e-05,0.99995
+95321,Existing Customer,53,F,2,Doctorate,Single,,Blue,49,3,2,2,4500.0,0,4500.0,0.761,4579,78,0.814,0.0,0.00016471,0.99984
+95322,Existing Customer,53,F,2,High School,Single,Less than $40K,Blue,41,4,1,2,2252.0,1811,441.0,0.68,4201,68,1.125,0.804,5.3542e-05,0.99995
 95323,Existing Customer,39,F,2,Uneducated,Single,Less than $40K,Blue,36,3,2,3,2370.0,2031,339.0,0.889,4000,79,0.975,0.857,0.00019683,0.9998
-95324,Existing Customer,56,F,4,High School,Single,$40K - $60K,Blue,44,3,2,2,2610.0,1988,622.0,0.5760000000000001,4127,69,0.5329999999999999,0.762,0.00011604,0.9998799999999999
-95325,Existing Customer,52,F,4,,Married,Less than $40K,Blue,41,3,3,3,2294.0,1787,507.0,0.748,3904,76,0.8540000000000001,0.779,0.00034872,0.99965
-95326,Existing Customer,51,F,2,Graduate,Divorced,,Blue,36,4,3,4,5062.0,1659,3403.0,0.836,4243,102,0.672,0.32799999999999996,0.000516,0.9994799999999999
+95324,Existing Customer,56,F,4,High School,Single,$40K - $60K,Blue,44,3,2,2,2610.0,1988,622.0,0.576,4127,69,0.533,0.762,0.00011604,0.99988
+95325,Existing Customer,52,F,4,,Married,Less than $40K,Blue,41,3,3,3,2294.0,1787,507.0,0.748,3904,76,0.854,0.779,0.00034872,0.99965
+95326,Existing Customer,51,F,2,Graduate,Divorced,,Blue,36,4,3,4,5062.0,1659,3403.0,0.836,4243,102,0.672,0.328,0.000516,0.99948
 95327,Existing Customer,43,F,3,,Married,Less than $40K,Blue,30,5,2,2,2415.0,1452,963.0,0.609,3970,68,0.619,0.601,0.00012982,0.99987
-95328,Existing Customer,51,F,1,High School,Single,Less than $40K,Blue,45,3,3,3,2918.0,2049,869.0,0.501,3818,61,0.605,0.7020000000000001,0.00027604,0.99972
-95329,Existing Customer,53,F,2,Graduate,Single,Less than $40K,Blue,36,5,1,4,2708.0,2271,437.0,0.61,4812,83,0.7659999999999999,0.8390000000000001,0.00015804,0.99984
+95328,Existing Customer,51,F,1,High School,Single,Less than $40K,Blue,45,3,3,3,2918.0,2049,869.0,0.501,3818,61,0.605,0.702,0.00027604,0.99972
+95329,Existing Customer,53,F,2,Graduate,Single,Less than $40K,Blue,36,5,1,4,2708.0,2271,437.0,0.61,4812,83,0.766,0.839,0.00015804,0.99984
 95330,Existing Customer,54,F,3,High School,Married,Less than $40K,Blue,36,5,1,4,3666.0,1739,1927.0,0.779,4735,84,0.826,0.474,0.00015942,0.99984
-95331,Existing Customer,36,F,4,High School,Married,$40K - $60K,Blue,30,3,3,1,1438.3,0,1438.3,0.71,4591,74,0.644,0.0,0.00011059999999999999,0.99989
-95332,Attrited Customer,53,F,0,High School,Married,Less than $40K,Blue,41,3,3,4,1438.3,0,1438.3,0.387,1587,42,0.44799999999999995,0.0,0.9976799999999999,0.00231656
-95333,Attrited Customer,39,F,3,Uneducated,Divorced,,Blue,36,4,3,3,2809.0,0,2809.0,0.8540000000000001,2466,40,0.5379999999999999,0.0,0.9969100000000001,0.00308778
+95331,Existing Customer,36,F,4,High School,Married,$40K - $60K,Blue,30,3,3,1,1438.3,0,1438.3,0.71,4591,74,0.644,0.0,0.0001106,0.99989
+95332,Attrited Customer,53,F,0,High School,Married,Less than $40K,Blue,41,3,3,4,1438.3,0,1438.3,0.387,1587,42,0.448,0.0,0.99768,0.00231656
+95333,Attrited Customer,39,F,3,Uneducated,Divorced,,Blue,36,4,3,3,2809.0,0,2809.0,0.854,2466,40,0.538,0.0,0.99691,0.00308778
 95334,Existing Customer,46,M,3,Graduate,Married,$80K - $120K,Blue,31,5,2,4,26303.0,2376,23927.0,0.583,3586,67,0.914,0.09,0.00033886,0.99966
-95335,Existing Customer,56,M,2,Graduate,Single,$80K - $120K,Blue,46,6,2,3,15982.0,0,15982.0,0.687,4503,80,0.667,0.0,0.00019143,0.9998100000000001
-95336,Existing Customer,40,F,4,Graduate,Married,,Blue,25,6,2,1,25060.0,0,25060.0,0.758,3749,61,0.743,0.0,7.1987e-05,0.9999299999999999
+95335,Existing Customer,56,M,2,Graduate,Single,$80K - $120K,Blue,46,6,2,3,15982.0,0,15982.0,0.687,4503,80,0.667,0.0,0.00019143,0.99981
+95336,Existing Customer,40,F,4,Graduate,Married,,Blue,25,6,2,1,25060.0,0,25060.0,0.758,3749,61,0.743,0.0,7.1987e-05,0.99993
 95337,Existing Customer,42,F,3,High School,Single,$40K - $60K,Blue,29,6,3,2,1545.0,751,794.0,0.551,4477,62,0.59,0.486,0.00018145,0.99982
-95338,Existing Customer,43,F,5,Graduate,Single,Less than $40K,Blue,38,6,2,2,1438.3,604,834.3,0.7709999999999999,4469,85,0.932,0.42,0.00011751,0.9998799999999999
-95339,Existing Customer,43,M,1,Post-Graduate,,$60K - $80K,Blue,37,4,3,4,4112.0,1128,2984.0,0.5870000000000001,4446,75,0.667,0.27399999999999997,0.00056988,0.9994299999999999
-95340,Existing Customer,47,F,3,Graduate,Married,Less than $40K,Blue,27,3,3,0,1451.0,0,1451.0,0.5,3866,72,0.7140000000000001,0.0,6.8853e-05,0.9999299999999999
-95341,Existing Customer,49,F,4,Graduate,Single,,Blue,42,5,3,2,16424.0,1368,15056.0,0.55,4025,79,0.8809999999999999,0.083,0.00018864,0.9998100000000001
-95342,Existing Customer,48,F,4,Uneducated,Married,Less than $40K,Blue,41,5,3,4,2340.0,1680,660.0,0.7909999999999999,4751,83,0.804,0.718,0.0005564,0.99944
+95338,Existing Customer,43,F,5,Graduate,Single,Less than $40K,Blue,38,6,2,2,1438.3,604,834.3,0.771,4469,85,0.932,0.42,0.00011751,0.99988
+95339,Existing Customer,43,M,1,Post-Graduate,,$60K - $80K,Blue,37,4,3,4,4112.0,1128,2984.0,0.587,4446,75,0.667,0.274,0.00056988,0.99943
+95340,Existing Customer,47,F,3,Graduate,Married,Less than $40K,Blue,27,3,3,0,1451.0,0,1451.0,0.5,3866,72,0.714,0.0,6.8853e-05,0.99993
+95341,Existing Customer,49,F,4,Graduate,Single,,Blue,42,5,3,2,16424.0,1368,15056.0,0.55,4025,79,0.881,0.083,0.00018864,0.99981
+95342,Existing Customer,48,F,4,Uneducated,Married,Less than $40K,Blue,41,5,3,4,2340.0,1680,660.0,0.791,4751,83,0.804,0.718,0.0005564,0.99944
 95343,Existing Customer,47,F,4,Graduate,Married,Less than $40K,Blue,34,5,3,4,1926.0,879,1047.0,0.536,4385,71,0.614,0.456,0.00054115,0.99946
 95344,Attrited Customer,48,M,3,Post-Graduate,Married,$40K - $60K,Blue,36,3,2,4,2954.0,931,2023.0,0.575,2433,29,0.381,0.315,0.9975,0.00250084
-95345,Attrited Customer,36,F,2,High School,Married,$40K - $60K,Blue,36,4,3,2,1848.0,0,1848.0,0.9059999999999999,2775,33,0.435,0.0,0.99431,0.00569
+95345,Attrited Customer,36,F,2,High School,Married,$40K - $60K,Blue,36,4,3,2,1848.0,0,1848.0,0.906,2775,33,0.435,0.0,0.99431,0.00569
 95346,Existing Customer,47,F,3,,Married,,Blue,38,5,1,4,1634.0,1463,171.0,0.873,4397,72,0.565,0.895,0.00018025,0.99982
-95347,Existing Customer,49,F,3,Uneducated,Single,Less than $40K,Blue,36,4,1,4,4328.0,2058,2270.0,0.835,3421,61,1.033,0.47600000000000003,0.00016861,0.9998299999999999
-95348,Existing Customer,51,F,3,High School,Married,Less than $40K,Blue,32,6,3,3,2943.0,2131,812.0,0.597,4554,75,0.562,0.7240000000000001,0.00030516,0.99969
-95349,Existing Customer,54,F,2,,Married,Less than $40K,Blue,46,4,3,3,2611.0,1573,1038.0,0.902,4899,68,0.581,0.602,0.00033251,0.9996700000000001
+95347,Existing Customer,49,F,3,Uneducated,Single,Less than $40K,Blue,36,4,1,4,4328.0,2058,2270.0,0.835,3421,61,1.033,0.476,0.00016861,0.99983
+95348,Existing Customer,51,F,3,High School,Married,Less than $40K,Blue,32,6,3,3,2943.0,2131,812.0,0.597,4554,75,0.562,0.724,0.00030516,0.99969
+95349,Existing Customer,54,F,2,,Married,Less than $40K,Blue,46,4,3,3,2611.0,1573,1038.0,0.902,4899,68,0.581,0.602,0.00033251,0.99967
 95350,Existing Customer,43,F,4,Graduate,Single,Less than $40K,Blue,37,5,1,3,2419.0,0,2419.0,0.762,3888,63,0.853,0.0,9.7154e-05,0.9999
 95351,Existing Customer,49,F,1,Graduate,Married,$40K - $60K,Blue,38,5,2,2,5481.0,0,5481.0,0.784,3380,73,0.78,0.0,0.00010684,0.99989
-95352,Existing Customer,40,F,4,,Single,Less than $40K,Blue,25,4,1,1,2129.0,1507,622.0,0.636,3655,70,0.667,0.708,3.8289e-05,0.9999600000000001
-95353,Existing Customer,40,M,3,,Married,$60K - $80K,Blue,27,6,2,4,9026.0,2312,6714.0,0.561,2229,37,0.762,0.256,0.00037246,0.9996299999999999
-95354,Existing Customer,48,M,2,,,$40K - $60K,Blue,43,5,2,2,1761.0,1249,512.0,0.9359999999999999,4410,73,0.622,0.7090000000000001,0.00012511,0.99987
-95355,Attrited Customer,60,M,1,Uneducated,Married,Less than $40K,Blue,36,1,3,4,3316.0,0,3316.0,0.37200000000000005,1684,19,0.188,0.0,0.998,0.002003
-95356,Attrited Customer,50,F,1,Doctorate,Single,,Blue,46,6,4,3,1970.0,1477,493.0,0.662,2493,44,0.5710000000000001,0.75,0.9979899999999999,0.002009
-95357,Existing Customer,46,F,4,High School,Married,Less than $40K,Blue,41,6,3,1,1438.3,0,1438.3,0.9209999999999999,4200,86,0.536,0.0,0.00011059999999999999,0.99989
-95358,Existing Customer,35,F,3,Uneducated,Married,,Blue,29,3,3,1,2278.0,1303,975.0,0.645,5101,76,0.617,0.5720000000000001,0.00011574,0.9998799999999999
+95352,Existing Customer,40,F,4,,Single,Less than $40K,Blue,25,4,1,1,2129.0,1507,622.0,0.636,3655,70,0.667,0.708,3.8289e-05,0.99996
+95353,Existing Customer,40,M,3,,Married,$60K - $80K,Blue,27,6,2,4,9026.0,2312,6714.0,0.561,2229,37,0.762,0.256,0.00037246,0.99963
+95354,Existing Customer,48,M,2,,,$40K - $60K,Blue,43,5,2,2,1761.0,1249,512.0,0.936,4410,73,0.622,0.709,0.00012511,0.99987
+95355,Attrited Customer,60,M,1,Uneducated,Married,Less than $40K,Blue,36,1,3,4,3316.0,0,3316.0,0.372,1684,19,0.188,0.0,0.998,0.002003
+95356,Attrited Customer,50,F,1,Doctorate,Single,,Blue,46,6,4,3,1970.0,1477,493.0,0.662,2493,44,0.571,0.75,0.99799,0.002009
+95357,Existing Customer,46,F,4,High School,Married,Less than $40K,Blue,41,6,3,1,1438.3,0,1438.3,0.921,4200,86,0.536,0.0,0.0001106,0.99989
+95358,Existing Customer,35,F,3,Uneducated,Married,,Blue,29,3,3,1,2278.0,1303,975.0,0.645,5101,76,0.617,0.572,0.00011574,0.99988
 95359,Existing Customer,65,M,1,,Single,$40K - $60K,Blue,56,6,2,4,13364.0,1318,12046.0,1.063,4548,54,0.862,0.099,0.00033692,0.99966
-95360,Existing Customer,52,M,3,Graduate,Single,$60K - $80K,Blue,36,5,2,2,2801.0,2467,334.0,0.701,4926,90,0.731,0.8809999999999999,0.00011811,0.9998799999999999
-95361,Existing Customer,44,M,2,Graduate,Single,,Blue,36,6,3,1,28292.0,0,28292.0,0.542,3948,60,0.5379999999999999,0.0,0.00010848,0.99989
-95362,Existing Customer,35,F,4,College,Married,Less than $40K,Blue,31,3,3,4,2933.0,1011,1922.0,0.8140000000000001,5089,71,0.868,0.345,0.00052613,0.9994700000000001
-95363,Existing Customer,45,M,3,Graduate,Married,$80K - $120K,Blue,36,6,3,2,21630.0,0,21630.0,0.804,4584,84,0.75,0.0,0.00018665,0.9998100000000001
-95364,Existing Customer,56,F,1,,Married,Less than $40K,Blue,45,4,1,2,3132.0,2230,902.0,0.78,4412,73,0.659,0.7120000000000001,5.6825e-05,0.9999399999999999
-95365,Existing Customer,50,F,1,High School,Married,$40K - $60K,Blue,43,4,3,4,2961.0,2048,913.0,0.9129999999999999,4056,92,0.769,0.6920000000000001,0.00047086,0.9995299999999999
+95360,Existing Customer,52,M,3,Graduate,Single,$60K - $80K,Blue,36,5,2,2,2801.0,2467,334.0,0.701,4926,90,0.731,0.881,0.00011811,0.99988
+95361,Existing Customer,44,M,2,Graduate,Single,,Blue,36,6,3,1,28292.0,0,28292.0,0.542,3948,60,0.538,0.0,0.00010848,0.99989
+95362,Existing Customer,35,F,4,College,Married,Less than $40K,Blue,31,3,3,4,2933.0,1011,1922.0,0.814,5089,71,0.868,0.345,0.00052613,0.99947
+95363,Existing Customer,45,M,3,Graduate,Married,$80K - $120K,Blue,36,6,3,2,21630.0,0,21630.0,0.804,4584,84,0.75,0.0,0.00018665,0.99981
+95364,Existing Customer,56,F,1,,Married,Less than $40K,Blue,45,4,1,2,3132.0,2230,902.0,0.78,4412,73,0.659,0.712,5.6825e-05,0.99994
+95365,Existing Customer,50,F,1,High School,Married,$40K - $60K,Blue,43,4,3,4,2961.0,2048,913.0,0.913,4056,92,0.769,0.692,0.00047086,0.99953
 95366,Attrited Customer,52,F,3,Graduate,Married,,Blue,39,3,3,2,4173.0,1771,2402.0,0.711,2554,47,0.516,0.424,0.99467,0.00533
-95367,Existing Customer,37,F,1,High School,Single,,Blue,28,4,3,2,2458.0,642,1816.0,0.6659999999999999,4627,90,0.698,0.261,0.00016413,0.99984
-95368,Existing Customer,44,M,2,College,Married,$60K - $80K,Blue,36,5,3,4,12229.0,997,11232.0,0.8109999999999999,4284,75,0.596,0.08199999999999999,0.00050168,0.9995
-95369,Existing Customer,35,F,3,Graduate,Married,Less than $40K,Blue,21,3,1,1,2272.0,604,1668.0,0.987,4614,75,0.9740000000000001,0.266,3.4465e-05,0.99997
-95370,Existing Customer,42,M,4,Uneducated,Married,$120K +,Blue,37,3,2,4,6953.0,1445,5508.0,0.591,3700,80,0.569,0.20800000000000002,0.00035213,0.99965
-95371,Existing Customer,48,F,4,College,Married,$40K - $60K,Blue,37,3,6,2,1792.0,933,859.0,0.821,4120,78,0.773,0.521,0.00014478,0.9998600000000001
-95372,Existing Customer,47,F,4,Doctorate,Single,Less than $40K,Blue,36,3,2,2,2765.0,901,1864.0,0.898,4990,80,0.905,0.326,0.00017274,0.9998299999999999
-95373,Attrited Customer,43,F,4,,Married,Less than $40K,Blue,29,6,2,3,2895.0,0,2895.0,0.6629999999999999,2473,42,0.273,0.0,0.99549,0.00451007
+95367,Existing Customer,37,F,1,High School,Single,,Blue,28,4,3,2,2458.0,642,1816.0,0.666,4627,90,0.698,0.261,0.00016413,0.99984
+95368,Existing Customer,44,M,2,College,Married,$60K - $80K,Blue,36,5,3,4,12229.0,997,11232.0,0.811,4284,75,0.596,0.082,0.00050168,0.9995
+95369,Existing Customer,35,F,3,Graduate,Married,Less than $40K,Blue,21,3,1,1,2272.0,604,1668.0,0.987,4614,75,0.974,0.266,3.4465e-05,0.99997
+95370,Existing Customer,42,M,4,Uneducated,Married,$120K +,Blue,37,3,2,4,6953.0,1445,5508.0,0.591,3700,80,0.569,0.208,0.00035213,0.99965
+95371,Existing Customer,48,F,4,College,Married,$40K - $60K,Blue,37,3,6,2,1792.0,933,859.0,0.821,4120,78,0.773,0.521,0.00014478,0.99986
+95372,Existing Customer,47,F,4,Doctorate,Single,Less than $40K,Blue,36,3,2,2,2765.0,901,1864.0,0.898,4990,80,0.905,0.326,0.00017274,0.99983
+95373,Attrited Customer,43,F,4,,Married,Less than $40K,Blue,29,6,2,3,2895.0,0,2895.0,0.663,2473,42,0.273,0.0,0.99549,0.00451007
 95374,Existing Customer,39,F,1,Uneducated,Single,Less than $40K,Blue,34,3,1,4,6904.0,1148,5756.0,0.649,3485,84,0.615,0.166,0.00015252,0.99985
 95375,Attrited Customer,39,M,2,High School,Married,$40K - $60K,Blue,30,5,3,3,2220.0,0,2220.0,0.872,2859,55,0.833,0.0,0.99661,0.00338788
 95376,Existing Customer,48,F,3,High School,Married,Less than $40K,Blue,34,5,2,2,1495.0,0,1495.0,0.802,3878,63,0.703,0.0,0.00011482,0.99989
-95377,Existing Customer,42,F,5,,Married,Less than $40K,Blue,37,5,2,3,2541.0,1398,1143.0,0.635,4698,88,0.833,0.55,0.00021724,0.9997799999999999
-95378,Existing Customer,34,F,3,Graduate,Single,,Blue,19,6,1,2,7531.0,0,7531.0,1.0070000000000001,3833,71,0.578,0.0,5.7151e-05,0.9999399999999999
-95379,Existing Customer,47,F,4,Post-Graduate,,,Blue,29,5,2,1,8644.0,1391,7253.0,0.8959999999999999,4272,59,0.6859999999999999,0.161,8.4706e-05,0.99992
-95380,Existing Customer,43,F,4,College,Single,$40K - $60K,Blue,36,6,3,1,1531.0,0,1531.0,0.7040000000000001,4152,77,0.54,0.0,0.00011061,0.99989
-95381,Existing Customer,50,F,2,Graduate,Married,Less than $40K,Blue,32,3,3,4,2884.0,2104,780.0,0.857,4486,93,0.86,0.73,0.000516,0.9994799999999999
+95377,Existing Customer,42,F,5,,Married,Less than $40K,Blue,37,5,2,3,2541.0,1398,1143.0,0.635,4698,88,0.833,0.55,0.00021724,0.99978
+95378,Existing Customer,34,F,3,Graduate,Single,,Blue,19,6,1,2,7531.0,0,7531.0,1.007,3833,71,0.578,0.0,5.7151e-05,0.99994
+95379,Existing Customer,47,F,4,Post-Graduate,,,Blue,29,5,2,1,8644.0,1391,7253.0,0.896,4272,59,0.686,0.161,8.4706e-05,0.99992
+95380,Existing Customer,43,F,4,College,Single,$40K - $60K,Blue,36,6,3,1,1531.0,0,1531.0,0.704,4152,77,0.54,0.0,0.00011061,0.99989
+95381,Existing Customer,50,F,2,Graduate,Married,Less than $40K,Blue,32,3,3,4,2884.0,2104,780.0,0.857,4486,93,0.86,0.73,0.000516,0.99948
 95382,Attrited Customer,55,F,2,,Single,,Blue,36,4,3,2,10241.0,1545,8696.0,0.581,2513,47,0.424,0.151,0.99497,0.00503
-95383,Existing Customer,50,F,1,Post-Graduate,Single,$40K - $60K,Blue,38,3,1,4,4182.0,0,4182.0,0.853,4693,82,0.608,0.0,0.00017455,0.9998299999999999
+95383,Existing Customer,50,F,1,Post-Graduate,Single,$40K - $60K,Blue,38,3,1,4,4182.0,0,4182.0,0.853,4693,82,0.608,0.0,0.00017455,0.99983
 95384,Attrited Customer,44,F,1,Graduate,Single,Less than $40K,Blue,25,3,2,4,3101.0,0,3101.0,0.66,2512,37,0.37,0.0,0.99675,0.00325077
 95385,Existing Customer,54,F,3,Uneducated,Single,Less than $40K,Blue,36,5,4,2,4542.0,1355,3187.0,0.48,4011,70,0.556,0.298,0.00023192,0.99977
-95386,Existing Customer,40,F,3,College,Single,Less than $40K,Blue,22,4,2,4,3372.0,2517,855.0,0.7290000000000001,4209,72,0.7559999999999999,0.746,0.00032945,0.9996700000000001
-95387,Existing Customer,40,M,2,Graduate,Divorced,$60K - $80K,Blue,36,3,1,2,3099.0,0,3099.0,0.72,3622,75,0.667,0.0,5.5077e-05,0.9999399999999999
-95388,Existing Customer,41,F,3,High School,Divorced,,Blue,31,3,1,2,2416.0,1305,1111.0,0.93,4163,73,0.698,0.54,5.5558999999999994e-05,0.9999399999999999
-95389,Existing Customer,52,F,2,Uneducated,Married,Less than $40K,Blue,48,3,2,4,5299.0,578,4721.0,0.9309999999999999,4509,79,0.7170000000000001,0.109,0.00033577,0.99966
-95390,Existing Customer,41,F,4,Graduate,Single,Less than $40K,Blue,35,3,1,4,2138.0,1283,855.0,0.645,4785,85,0.518,0.6,0.00016574,0.9998299999999999
-95391,Attrited Customer,47,F,1,,Married,Less than $40K,Blue,35,6,2,4,1850.0,896,954.0,0.7240000000000001,2613,41,0.708,0.484,0.9970399999999999,0.00295827
+95386,Existing Customer,40,F,3,College,Single,Less than $40K,Blue,22,4,2,4,3372.0,2517,855.0,0.729,4209,72,0.756,0.746,0.00032945,0.99967
+95387,Existing Customer,40,M,2,Graduate,Divorced,$60K - $80K,Blue,36,3,1,2,3099.0,0,3099.0,0.72,3622,75,0.667,0.0,5.5077e-05,0.99994
+95388,Existing Customer,41,F,3,High School,Divorced,,Blue,31,3,1,2,2416.0,1305,1111.0,0.93,4163,73,0.698,0.54,5.5559e-05,0.99994
+95389,Existing Customer,52,F,2,Uneducated,Married,Less than $40K,Blue,48,3,2,4,5299.0,578,4721.0,0.931,4509,79,0.717,0.109,0.00033577,0.99966
+95390,Existing Customer,41,F,4,Graduate,Single,Less than $40K,Blue,35,3,1,4,2138.0,1283,855.0,0.645,4785,85,0.518,0.6,0.00016574,0.99983
+95391,Attrited Customer,47,F,1,,Married,Less than $40K,Blue,35,6,2,4,1850.0,896,954.0,0.724,2613,41,0.708,0.484,0.99704,0.00295827
 95392,Existing Customer,53,F,1,College,,$40K - $60K,Blue,35,4,3,3,3585.0,0,3585.0,0.782,4806,81,0.653,0.0,0.00027607,0.99972
-95393,Existing Customer,48,F,4,Uneducated,Married,$40K - $60K,Blue,32,6,1,3,2690.0,1903,787.0,0.8240000000000001,4567,81,0.8,0.7070000000000001,9.989299999999999e-05,0.9999
+95393,Existing Customer,48,F,4,Uneducated,Married,$40K - $60K,Blue,32,6,1,3,2690.0,1903,787.0,0.824,4567,81,0.8,0.707,9.9893e-05,0.9999
 95394,Existing Customer,62,M,0,Graduate,,$80K - $120K,Blue,56,5,3,2,29100.0,1228,27872.0,0.722,5041,74,0.805,0.042,0.00015435,0.99985
-95395,Attrited Customer,59,M,2,Uneducated,Single,$40K - $60K,Blue,53,4,5,4,2699.0,2422,277.0,0.773,2599,43,0.433,0.897,0.9983200000000001,0.00168378
-95396,Existing Customer,41,M,3,High School,Married,$80K - $120K,Blue,35,6,2,1,8376.0,1165,7211.0,0.888,4142,67,0.634,0.139,6.9242e-05,0.9999299999999999
-95397,Existing Customer,50,M,3,,Single,$40K - $60K,Blue,39,4,3,1,13509.0,2060,11449.0,0.7290000000000001,3702,64,0.8290000000000001,0.152,0.00012373,0.9998799999999999
+95395,Attrited Customer,59,M,2,Uneducated,Single,$40K - $60K,Blue,53,4,5,4,2699.0,2422,277.0,0.773,2599,43,0.433,0.897,0.99832,0.00168378
+95396,Existing Customer,41,M,3,High School,Married,$80K - $120K,Blue,35,6,2,1,8376.0,1165,7211.0,0.888,4142,67,0.634,0.139,6.9242e-05,0.99993
+95397,Existing Customer,50,M,3,,Single,$40K - $60K,Blue,39,4,3,1,13509.0,2060,11449.0,0.729,3702,64,0.829,0.152,0.00012373,0.99988
 95398,Existing Customer,38,F,3,Graduate,Married,Less than $40K,Blue,36,4,2,4,2396.0,2217,179.0,0.978,4593,74,0.721,0.925,0.00033886,0.99966
-95399,Existing Customer,50,M,1,Doctorate,Married,$80K - $120K,Blue,36,5,3,3,18964.0,2207,16757.0,0.625,3835,78,0.625,0.11599999999999999,0.00041087,0.99959
-95400,Existing Customer,40,F,5,Graduate,Married,Less than $40K,Blue,30,3,2,2,2114.0,1618,496.0,0.664,4518,88,0.6920000000000001,0.765,0.00011751,0.9998799999999999
-95401,Existing Customer,39,F,4,Uneducated,Single,Less than $40K,Blue,36,5,3,4,1623.0,729,894.0,0.8859999999999999,4423,65,0.8059999999999999,0.449,0.0005564,0.99944
-95402,Existing Customer,40,F,1,High School,Divorced,Less than $40K,Blue,30,6,2,1,2579.0,1959,620.0,0.618,4300,69,0.6829999999999999,0.76,6.263300000000001e-05,0.9999399999999999
-95403,Attrited Customer,41,M,4,Graduate,Single,$60K - $80K,Blue,34,5,2,4,5045.0,2080,2965.0,0.738,2042,40,0.48100000000000004,0.41200000000000003,0.9970899999999999,0.0029104
+95399,Existing Customer,50,M,1,Doctorate,Married,$80K - $120K,Blue,36,5,3,3,18964.0,2207,16757.0,0.625,3835,78,0.625,0.116,0.00041087,0.99959
+95400,Existing Customer,40,F,5,Graduate,Married,Less than $40K,Blue,30,3,2,2,2114.0,1618,496.0,0.664,4518,88,0.692,0.765,0.00011751,0.99988
+95401,Existing Customer,39,F,4,Uneducated,Single,Less than $40K,Blue,36,5,3,4,1623.0,729,894.0,0.886,4423,65,0.806,0.449,0.0005564,0.99944
+95402,Existing Customer,40,F,1,High School,Divorced,Less than $40K,Blue,30,6,2,1,2579.0,1959,620.0,0.618,4300,69,0.683,0.76,6.2633e-05,0.99994
+95403,Attrited Customer,41,M,4,Graduate,Single,$60K - $80K,Blue,34,5,2,4,5045.0,2080,2965.0,0.738,2042,40,0.481,0.412,0.99709,0.0029104
 95404,Attrited Customer,35,F,0,Graduate,Married,Less than $40K,Blue,36,4,3,4,2089.0,0,2089.0,0.871,2707,51,0.5,0.0,0.99775,0.00225216
 95405,Existing Customer,48,F,5,Uneducated,Married,$40K - $60K,Blue,43,4,1,3,2866.0,921,1945.0,0.654,4615,72,0.6,0.321,9.8335e-05,0.9999
 95406,Existing Customer,49,M,4,,Married,$80K - $120K,Blue,38,6,6,3,9738.0,1835,7903.0,0.763,4816,49,0.885,0.188,0.00027529,0.99972
-95407,Existing Customer,55,M,2,Doctorate,Married,$60K - $80K,Blue,36,5,1,1,4370.0,0,4370.0,0.7909999999999999,4326,74,0.721,0.0,4.8064e-05,0.99995
-95408,Existing Customer,58,M,3,,Single,$80K - $120K,Blue,36,6,2,3,3355.0,1878,1477.0,0.725,4578,84,0.953,0.56,0.00021834,0.9997799999999999
-95409,Existing Customer,43,F,2,High School,Single,$40K - $60K,Blue,38,4,2,2,5070.0,0,5070.0,0.67,4193,67,0.8109999999999999,0.0,0.00011065,0.99989
-95410,Existing Customer,35,F,2,Graduate,Married,Less than $40K,Blue,36,4,2,0,2572.0,1161,1411.0,0.569,4315,85,0.518,0.451,4.1986e-05,0.9999600000000001
+95407,Existing Customer,55,M,2,Doctorate,Married,$60K - $80K,Blue,36,5,1,1,4370.0,0,4370.0,0.791,4326,74,0.721,0.0,4.8064e-05,0.99995
+95408,Existing Customer,58,M,3,,Single,$80K - $120K,Blue,36,6,2,3,3355.0,1878,1477.0,0.725,4578,84,0.953,0.56,0.00021834,0.99978
+95409,Existing Customer,43,F,2,High School,Single,$40K - $60K,Blue,38,4,2,2,5070.0,0,5070.0,0.67,4193,67,0.811,0.0,0.00011065,0.99989
+95410,Existing Customer,35,F,2,Graduate,Married,Less than $40K,Blue,36,4,2,0,2572.0,1161,1411.0,0.569,4315,85,0.518,0.451,4.1986e-05,0.99996
 95411,Existing Customer,40,F,3,Graduate,Single,Less than $40K,Blue,31,4,2,3,2016.0,978,1038.0,0.736,4379,78,0.95,0.485,0.00019864,0.9998
-95412,Attrited Customer,55,F,1,Graduate,,Less than $40K,Blue,36,4,2,2,3552.0,2517,1035.0,0.865,2665,36,0.33299999999999996,0.7090000000000001,0.9907299999999999,0.00927
+95412,Attrited Customer,55,F,1,Graduate,,Less than $40K,Blue,36,4,2,2,3552.0,2517,1035.0,0.865,2665,36,0.333,0.709,0.99073,0.00927
 95413,Attrited Customer,43,F,3,,Single,Less than $40K,Blue,36,6,3,3,2325.0,238,2087.0,0.64,2306,47,0.621,0.102,0.99711,0.00288892
-95414,Existing Customer,46,F,4,High School,,Less than $40K,Blue,37,3,1,4,2533.0,2136,397.0,0.757,3197,50,1.1740000000000002,0.843,0.00016112,0.99984
-95415,Existing Customer,48,F,3,High School,Single,$40K - $60K,Blue,36,5,3,2,3871.0,2055,1816.0,0.8240000000000001,5480,58,0.9329999999999999,0.531,0.00018145,0.99982
-95416,Attrited Customer,32,F,0,Graduate,Single,Less than $40K,Blue,20,5,1,5,3983.0,431,3552.0,0.887,3098,46,0.43799999999999994,0.10800000000000001,0.9957600000000001,0.00424232
+95414,Existing Customer,46,F,4,High School,,Less than $40K,Blue,37,3,1,4,2533.0,2136,397.0,0.757,3197,50,1.174,0.843,0.00016112,0.99984
+95415,Existing Customer,48,F,3,High School,Single,$40K - $60K,Blue,36,5,3,2,3871.0,2055,1816.0,0.824,5480,58,0.933,0.531,0.00018145,0.99982
+95416,Attrited Customer,32,F,0,Graduate,Single,Less than $40K,Blue,20,5,1,5,3983.0,431,3552.0,0.887,3098,46,0.438,0.108,0.99576,0.00424232
 95417,Existing Customer,61,F,0,Graduate,Married,,Blue,36,6,2,3,2035.0,1883,152.0,0.955,4802,85,0.604,0.925,0.00016428,0.99984
-95418,Existing Customer,53,F,1,Uneducated,Single,Less than $40K,Blue,39,4,3,4,1773.0,1539,234.0,0.893,4087,74,0.762,0.868,0.0004980000000000001,0.9995
-95419,Existing Customer,42,F,3,Uneducated,Divorced,Less than $40K,Blue,28,6,2,4,2029.0,1377,652.0,0.838,4014,86,0.6859999999999999,0.679,0.00034841,0.99965
-95420,Attrited Customer,45,M,2,High School,Single,$120K +,Blue,33,6,3,2,15490.0,0,15490.0,0.742,2429,50,0.47100000000000003,0.0,0.99431,0.00569
-95421,Existing Customer,56,F,2,Uneducated,Single,$40K - $60K,Blue,48,6,2,2,2941.0,1619,1322.0,0.9,5000,87,0.6729999999999999,0.55,0.00011703,0.9998799999999999
-95422,Existing Customer,42,F,4,Graduate,,Less than $40K,Blue,32,3,1,2,2314.0,1547,767.0,0.804,4678,74,1.0,0.669,5.7762e-05,0.9999399999999999
-95423,Attrited Customer,40,F,4,Uneducated,Single,Less than $40K,Blue,24,5,2,1,4212.0,2517,1695.0,0.718,2725,41,0.519,0.598,0.98667,0.013330000000000002
+95418,Existing Customer,53,F,1,Uneducated,Single,Less than $40K,Blue,39,4,3,4,1773.0,1539,234.0,0.893,4087,74,0.762,0.868,0.000498,0.9995
+95419,Existing Customer,42,F,3,Uneducated,Divorced,Less than $40K,Blue,28,6,2,4,2029.0,1377,652.0,0.838,4014,86,0.686,0.679,0.00034841,0.99965
+95420,Attrited Customer,45,M,2,High School,Single,$120K +,Blue,33,6,3,2,15490.0,0,15490.0,0.742,2429,50,0.471,0.0,0.99431,0.00569
+95421,Existing Customer,56,F,2,Uneducated,Single,$40K - $60K,Blue,48,6,2,2,2941.0,1619,1322.0,0.9,5000,87,0.673,0.55,0.00011703,0.99988
+95422,Existing Customer,42,F,4,Graduate,,Less than $40K,Blue,32,3,1,2,2314.0,1547,767.0,0.804,4678,74,1.0,0.669,5.7762e-05,0.99994
+95423,Attrited Customer,40,F,4,Uneducated,Single,Less than $40K,Blue,24,5,2,1,4212.0,2517,1695.0,0.718,2725,41,0.519,0.598,0.98667,0.01333
 95424,Existing Customer,57,M,2,Graduate,Married,$80K - $120K,Blue,36,6,3,3,6248.0,1493,4755.0,0.597,4664,60,0.579,0.239,0.00030251,0.9997
 95425,Existing Customer,40,M,2,High School,Divorced,$40K - $60K,Blue,35,3,1,1,2430.0,974,1456.0,0.677,4344,75,0.596,0.401,3.2288e-05,0.99997
-95426,Existing Customer,48,M,4,,Single,$80K - $120K,Blue,38,5,2,3,5543.0,1372,4171.0,0.7440000000000001,5266,79,0.795,0.248,0.00022068,0.9997799999999999
-95427,Existing Customer,42,F,3,Graduate,Married,$40K - $60K,Blue,37,4,3,2,2470.0,2013,457.0,0.97,4384,82,1.0,0.815,0.00018665,0.9998100000000001
-95428,Existing Customer,49,F,4,Doctorate,Single,$40K - $60K,Blue,39,5,3,1,3255.0,603,2652.0,0.617,4045,62,0.8240000000000001,0.185,0.00016463,0.99984
-95429,Attrited Customer,44,F,4,,Married,$40K - $60K,Blue,31,4,3,5,1691.0,1327,364.0,0.774,2345,33,0.435,0.785,0.99903,0.0009699999999999999
-95430,Attrited Customer,43,M,4,Doctorate,,$60K - $80K,Blue,28,3,2,4,18229.0,0,18229.0,0.544,2060,39,0.625,0.0,0.9979899999999999,0.00201294
-95431,Existing Customer,48,F,3,Uneducated,Single,,Blue,40,3,4,4,2827.0,1182,1645.0,0.902,4583,72,1.0,0.418,0.00066526,0.9993299999999999
-95432,Existing Customer,43,F,2,Graduate,Divorced,Less than $40K,Blue,30,4,2,4,2351.0,2127,224.0,0.703,4278,71,0.821,0.905,0.00032656,0.9996700000000001
-95433,Existing Customer,45,F,2,Graduate,Married,Less than $40K,Blue,36,6,1,3,4202.0,2201,2001.0,0.7140000000000001,4385,78,0.66,0.524,9.2637e-05,0.9999100000000001
+95426,Existing Customer,48,M,4,,Single,$80K - $120K,Blue,38,5,2,3,5543.0,1372,4171.0,0.744,5266,79,0.795,0.248,0.00022068,0.99978
+95427,Existing Customer,42,F,3,Graduate,Married,$40K - $60K,Blue,37,4,3,2,2470.0,2013,457.0,0.97,4384,82,1.0,0.815,0.00018665,0.99981
+95428,Existing Customer,49,F,4,Doctorate,Single,$40K - $60K,Blue,39,5,3,1,3255.0,603,2652.0,0.617,4045,62,0.824,0.185,0.00016463,0.99984
+95429,Attrited Customer,44,F,4,,Married,$40K - $60K,Blue,31,4,3,5,1691.0,1327,364.0,0.774,2345,33,0.435,0.785,0.99903,0.00097
+95430,Attrited Customer,43,M,4,Doctorate,,$60K - $80K,Blue,28,3,2,4,18229.0,0,18229.0,0.544,2060,39,0.625,0.0,0.99799,0.00201294
+95431,Existing Customer,48,F,3,Uneducated,Single,,Blue,40,3,4,4,2827.0,1182,1645.0,0.902,4583,72,1.0,0.418,0.00066526,0.99933
+95432,Existing Customer,43,F,2,Graduate,Divorced,Less than $40K,Blue,30,4,2,4,2351.0,2127,224.0,0.703,4278,71,0.821,0.905,0.00032656,0.99967
+95433,Existing Customer,45,F,2,Graduate,Married,Less than $40K,Blue,36,6,1,3,4202.0,2201,2001.0,0.714,4385,78,0.66,0.524,9.2637e-05,0.99991
 95434,Existing Customer,40,F,1,High School,Married,Less than $40K,Blue,36,6,3,2,4712.0,0,4712.0,0.84,4216,82,0.64,0.0,0.00016413,0.99984
-95435,Existing Customer,53,M,3,Uneducated,Single,$80K - $120K,Blue,36,4,3,1,2611.0,787,1824.0,0.298,2955,56,0.6,0.301,0.00011574,0.9998799999999999
+95435,Existing Customer,53,M,3,Uneducated,Single,$80K - $120K,Blue,36,4,3,1,2611.0,787,1824.0,0.298,2955,56,0.6,0.301,0.00011574,0.99988
 95436,Existing Customer,38,F,2,,Single,Less than $40K,Blue,28,6,2,1,3206.0,2459,747.0,0.696,3852,65,0.625,0.767,7.5449e-05,0.99992
-95437,Existing Customer,39,F,2,High School,Single,Less than $40K,Blue,36,4,2,3,5245.0,802,4443.0,0.504,3648,74,0.574,0.153,0.0001861,0.9998100000000001
-95438,Existing Customer,39,M,3,High School,Married,$60K - $80K,Blue,27,6,2,1,2583.0,0,2583.0,0.7809999999999999,4162,87,0.812,0.0,6.9242e-05,0.9999299999999999
-95439,Existing Customer,59,F,0,Graduate,,,Blue,55,4,3,3,1438.3,755,683.3,0.62,4222,75,0.7440000000000001,0.525,0.0002596,0.99974
+95437,Existing Customer,39,F,2,High School,Single,Less than $40K,Blue,36,4,2,3,5245.0,802,4443.0,0.504,3648,74,0.574,0.153,0.0001861,0.99981
+95438,Existing Customer,39,M,3,High School,Married,$60K - $80K,Blue,27,6,2,1,2583.0,0,2583.0,0.781,4162,87,0.812,0.0,6.9242e-05,0.99993
+95439,Existing Customer,59,F,0,Graduate,,,Blue,55,4,3,3,1438.3,755,683.3,0.62,4222,75,0.744,0.525,0.0002596,0.99974
 95440,Existing Customer,40,M,3,Post-Graduate,Married,$120K +,Blue,36,4,2,4,7464.0,2517,4947.0,0.9,4348,62,0.879,0.337,0.00039871,0.9996
-95441,Existing Customer,54,F,3,Graduate,Married,,Blue,36,6,1,2,4928.0,1805,3123.0,0.6409999999999999,4767,90,0.698,0.366,5.7151e-05,0.9999399999999999
-95442,Existing Customer,46,F,3,Graduate,Divorced,Less than $40K,Blue,34,4,2,4,9863.0,686,9177.0,0.581,3068,58,0.9329999999999999,0.07,0.00033886,0.99966
-95443,Existing Customer,44,F,3,College,,Less than $40K,Blue,39,6,1,3,5024.0,2209,2815.0,0.66,4908,73,0.659,0.44,9.345700000000001e-05,0.9999100000000001
-95444,Existing Customer,44,F,3,Uneducated,Single,Less than $40K,Blue,38,4,1,3,1438.3,0,1438.3,0.8009999999999999,4287,80,0.667,0.0,9.8837e-05,0.9999
-95445,Attrited Customer,44,F,4,Graduate,Married,$40K - $60K,Blue,36,6,3,3,1452.0,0,1452.0,0.5529999999999999,2287,42,0.5,0.0,0.9968600000000001,0.00314112
-95446,Existing Customer,50,F,5,Uneducated,Married,,Blue,34,5,5,2,3317.0,1041,2276.0,0.9229999999999999,4264,75,1.0270000000000001,0.314,0.00021326,0.99979
-95447,Attrited Customer,39,F,2,Graduate,Single,Less than $40K,Blue,27,1,3,3,1438.3,811,627.3,0.5710000000000001,2336,46,0.278,0.564,0.99671,0.00329379
-95448,Existing Customer,37,F,2,High School,Single,Less than $40K,Blue,22,4,2,4,2448.0,1740,708.0,0.9009999999999999,4087,81,0.841,0.711,0.00031746,0.9996799999999999
-95449,Existing Customer,49,F,3,,Single,Less than $40K,Blue,44,4,2,4,1546.0,0,1546.0,0.7929999999999999,4496,83,0.66,0.0,0.00037246,0.9996299999999999
-95450,Attrited Customer,36,F,3,Graduate,Single,$40K - $60K,Blue,22,1,3,1,2013.0,0,2013.0,0.602,2425,50,0.9229999999999999,0.0,0.9912,0.0088
-95451,Existing Customer,53,F,3,Uneducated,Married,$40K - $60K,Blue,42,6,1,2,2293.0,1460,833.0,0.6579999999999999,4436,74,0.542,0.637,5.8763e-05,0.9999399999999999
-95452,Existing Customer,52,M,3,Uneducated,Single,$60K - $80K,Blue,40,3,1,1,1438.3,512,926.3,0.7759999999999999,4791,82,0.708,0.35600000000000004,3.5437e-05,0.9999600000000001
+95441,Existing Customer,54,F,3,Graduate,Married,,Blue,36,6,1,2,4928.0,1805,3123.0,0.641,4767,90,0.698,0.366,5.7151e-05,0.99994
+95442,Existing Customer,46,F,3,Graduate,Divorced,Less than $40K,Blue,34,4,2,4,9863.0,686,9177.0,0.581,3068,58,0.933,0.07,0.00033886,0.99966
+95443,Existing Customer,44,F,3,College,,Less than $40K,Blue,39,6,1,3,5024.0,2209,2815.0,0.66,4908,73,0.659,0.44,9.3457e-05,0.99991
+95444,Existing Customer,44,F,3,Uneducated,Single,Less than $40K,Blue,38,4,1,3,1438.3,0,1438.3,0.801,4287,80,0.667,0.0,9.8837e-05,0.9999
+95445,Attrited Customer,44,F,4,Graduate,Married,$40K - $60K,Blue,36,6,3,3,1452.0,0,1452.0,0.553,2287,42,0.5,0.0,0.99686,0.00314112
+95446,Existing Customer,50,F,5,Uneducated,Married,,Blue,34,5,5,2,3317.0,1041,2276.0,0.923,4264,75,1.027,0.314,0.00021326,0.99979
+95447,Attrited Customer,39,F,2,Graduate,Single,Less than $40K,Blue,27,1,3,3,1438.3,811,627.3,0.571,2336,46,0.278,0.564,0.99671,0.00329379
+95448,Existing Customer,37,F,2,High School,Single,Less than $40K,Blue,22,4,2,4,2448.0,1740,708.0,0.901,4087,81,0.841,0.711,0.00031746,0.99968
+95449,Existing Customer,49,F,3,,Single,Less than $40K,Blue,44,4,2,4,1546.0,0,1546.0,0.793,4496,83,0.66,0.0,0.00037246,0.99963
+95450,Attrited Customer,36,F,3,Graduate,Single,$40K - $60K,Blue,22,1,3,1,2013.0,0,2013.0,0.602,2425,50,0.923,0.0,0.9912,0.0088
+95451,Existing Customer,53,F,3,Uneducated,Married,$40K - $60K,Blue,42,6,1,2,2293.0,1460,833.0,0.658,4436,74,0.542,0.637,5.8763e-05,0.99994
+95452,Existing Customer,52,M,3,Uneducated,Single,$60K - $80K,Blue,40,3,1,1,1438.3,512,926.3,0.776,4791,82,0.708,0.356,3.5437e-05,0.99996
 95453,Attrited Customer,53,F,3,,Married,Less than $40K,Blue,36,3,3,3,2819.0,0,2819.0,0.4,2128,39,0.444,0.0,0.99711,0.00288892
-95454,Existing Customer,37,M,4,Doctorate,Single,$60K - $80K,Blue,31,6,3,0,1702.0,1018,684.0,0.645,4301,86,0.72,0.598,0.00010070000000000001,0.9999
-95455,Existing Customer,52,F,1,,Married,$40K - $60K,Blue,45,5,1,1,1611.0,938,673.0,0.601,4087,86,0.9109999999999999,0.5820000000000001,3.4268000000000005e-05,0.99997
-95456,Existing Customer,49,F,2,,Married,$40K - $60K,Blue,35,4,1,1,1438.3,0,1438.3,0.618,4348,79,0.6459999999999999,0.0,3.6508000000000004e-05,0.9999600000000001
-95457,Existing Customer,39,F,4,,Single,Less than $40K,Blue,29,5,3,0,2863.0,1940,923.0,0.823,4985,90,0.636,0.6779999999999999,7.6492e-05,0.99992
+95454,Existing Customer,37,M,4,Doctorate,Single,$60K - $80K,Blue,31,6,3,0,1702.0,1018,684.0,0.645,4301,86,0.72,0.598,0.0001007,0.9999
+95455,Existing Customer,52,F,1,,Married,$40K - $60K,Blue,45,5,1,1,1611.0,938,673.0,0.601,4087,86,0.911,0.582,3.4268e-05,0.99997
+95456,Existing Customer,49,F,2,,Married,$40K - $60K,Blue,35,4,1,1,1438.3,0,1438.3,0.618,4348,79,0.646,0.0,3.6508e-05,0.99996
+95457,Existing Customer,39,F,4,,Single,Less than $40K,Blue,29,5,3,0,2863.0,1940,923.0,0.823,4985,90,0.636,0.678,7.6492e-05,0.99992
 95458,Existing Customer,39,F,1,Uneducated,Married,$40K - $60K,Blue,36,4,1,4,3272.0,2323,949.0,1.123,4763,86,0.593,0.71,0.00015252,0.99985
-95459,Existing Customer,42,F,2,,Single,Less than $40K,Blue,36,6,1,4,2677.0,2517,160.0,0.609,3911,76,0.81,0.94,0.00017371,0.9998299999999999
-95460,Existing Customer,40,F,2,Uneducated,Married,Less than $40K,Blue,26,3,2,1,2708.0,0,2708.0,0.5720000000000001,4277,90,0.636,0.0,7.057600000000001e-05,0.9999299999999999
+95459,Existing Customer,42,F,2,,Single,Less than $40K,Blue,36,6,1,4,2677.0,2517,160.0,0.609,3911,76,0.81,0.94,0.00017371,0.99983
+95460,Existing Customer,40,F,2,Uneducated,Married,Less than $40K,Blue,26,3,2,1,2708.0,0,2708.0,0.572,4277,90,0.636,0.0,7.0576e-05,0.99993
 95461,Existing Customer,41,F,3,Doctorate,Single,Less than $40K,Blue,31,4,2,1,1738.0,0,1738.0,0.654,4220,68,0.889,0.0,0.00010307,0.9999
-95462,Existing Customer,46,F,2,Uneducated,,$40K - $60K,Blue,35,6,2,1,6145.0,1349,4796.0,0.971,4893,93,0.8240000000000001,0.22,7.057600000000001e-05,0.9999299999999999
-95463,Existing Customer,45,F,2,High School,Married,Less than $40K,Blue,36,4,1,3,1640.0,999,641.0,0.8109999999999999,4597,77,0.878,0.609,9.0056e-05,0.9999100000000001
-95464,Existing Customer,38,F,3,Graduate,Single,,Blue,21,5,1,3,2348.0,1028,1320.0,0.469,5125,71,0.578,0.43799999999999994,9.612600000000001e-05,0.9999
-95465,Existing Customer,53,F,3,,Married,Less than $40K,Blue,48,5,1,2,1657.0,0,1657.0,0.664,4068,73,0.622,0.0,6.282e-05,0.9999399999999999
-95466,Existing Customer,37,F,3,Graduate,Married,,Blue,30,5,3,3,4554.0,780,3774.0,0.6579999999999999,4816,81,0.588,0.171,0.0003139,0.99969
+95462,Existing Customer,46,F,2,Uneducated,,$40K - $60K,Blue,35,6,2,1,6145.0,1349,4796.0,0.971,4893,93,0.824,0.22,7.0576e-05,0.99993
+95463,Existing Customer,45,F,2,High School,Married,Less than $40K,Blue,36,4,1,3,1640.0,999,641.0,0.811,4597,77,0.878,0.609,9.0056e-05,0.99991
+95464,Existing Customer,38,F,3,Graduate,Single,,Blue,21,5,1,3,2348.0,1028,1320.0,0.469,5125,71,0.578,0.438,9.6126e-05,0.9999
+95465,Existing Customer,53,F,3,,Married,Less than $40K,Blue,48,5,1,2,1657.0,0,1657.0,0.664,4068,73,0.622,0.0,6.282e-05,0.99994
+95466,Existing Customer,37,F,3,Graduate,Married,,Blue,30,5,3,3,4554.0,780,3774.0,0.658,4816,81,0.588,0.171,0.0003139,0.99969
 95467,Existing Customer,52,M,3,College,,$120K +,Blue,47,5,6,3,5119.0,1972,3147.0,0.835,5146,88,0.956,0.385,0.00024092,0.99976
-95468,Existing Customer,39,F,2,College,Single,,Blue,35,6,2,2,10600.0,598,10002.0,0.843,4586,81,0.929,0.055999999999999994,0.00011066,0.99989
-95469,Attrited Customer,49,M,3,Post-Graduate,,$80K - $120K,Blue,39,2,3,4,20769.0,901,19868.0,0.371,1835,43,0.72,0.043,0.9984200000000001,0.00158385
-95470,Existing Customer,50,M,1,Uneducated,Married,$120K +,Blue,23,5,2,1,7116.0,981,6135.0,0.858,4748,85,0.735,0.138,6.6245e-05,0.9999299999999999
+95468,Existing Customer,39,F,2,College,Single,,Blue,35,6,2,2,10600.0,598,10002.0,0.843,4586,81,0.929,0.056,0.00011066,0.99989
+95469,Attrited Customer,49,M,3,Post-Graduate,,$80K - $120K,Blue,39,2,3,4,20769.0,901,19868.0,0.371,1835,43,0.72,0.043,0.99842,0.00158385
+95470,Existing Customer,50,M,1,Uneducated,Married,$120K +,Blue,23,5,2,1,7116.0,981,6135.0,0.858,4748,85,0.735,0.138,6.6245e-05,0.99993
 95471,Existing Customer,51,F,3,Graduate,Single,,Blue,45,4,3,4,2420.0,2379,41.0,0.741,4348,86,0.955,0.983,0.00053543,0.99946
-95472,Existing Customer,54,F,1,High School,Single,Less than $40K,Blue,43,5,2,4,2082.0,805,1277.0,1.0490000000000002,4383,75,0.875,0.387,0.00029799,0.9997
-95473,Existing Customer,44,F,4,Doctorate,,Less than $40K,Blue,34,5,2,2,2718.0,1718,1000.0,0.679,4423,68,0.619,0.632,0.00017274,0.9998299999999999
-95474,Existing Customer,50,M,2,High School,Single,$60K - $80K,Blue,46,6,2,4,5626.0,778,4848.0,1.0090000000000001,4957,84,1.0490000000000002,0.138,0.00031746,0.9996799999999999
+95472,Existing Customer,54,F,1,High School,Single,Less than $40K,Blue,43,5,2,4,2082.0,805,1277.0,1.049,4383,75,0.875,0.387,0.00029799,0.9997
+95473,Existing Customer,44,F,4,Doctorate,,Less than $40K,Blue,34,5,2,2,2718.0,1718,1000.0,0.679,4423,68,0.619,0.632,0.00017274,0.99983
+95474,Existing Customer,50,M,2,High School,Single,$60K - $80K,Blue,46,6,2,4,5626.0,778,4848.0,1.009,4957,84,1.049,0.138,0.00031746,0.99968
 95475,Attrited Customer,49,F,5,Graduate,Divorced,$40K - $60K,Blue,40,6,4,2,2920.0,0,2920.0,0.516,2306,39,0.625,0.0,0.99556,0.00443518
-95476,Attrited Customer,59,M,0,Post-Graduate,Married,$80K - $120K,Blue,46,5,4,2,6526.0,489,6037.0,0.6779999999999999,2331,45,0.452,0.075,0.9954700000000001,0.00453431
+95476,Attrited Customer,59,M,0,Post-Graduate,Married,$80K - $120K,Blue,46,5,4,2,6526.0,489,6037.0,0.678,2331,45,0.452,0.075,0.99547,0.00453431
 95477,Attrited Customer,37,F,1,High School,Single,$40K - $60K,Blue,27,4,2,2,1793.0,792,1001.0,0.723,2374,40,0.429,0.442,0.99046,0.00954
-95478,Existing Customer,47,F,3,,Single,Less than $40K,Blue,36,4,1,4,2798.0,1963,835.0,0.805,4255,64,0.561,0.7020000000000001,0.00018025,0.99982
-95479,Existing Customer,52,F,2,High School,Divorced,Less than $40K,Blue,32,6,3,4,2427.0,1581,846.0,0.6940000000000001,3857,69,0.816,0.6509999999999999,0.00050163,0.9995
+95478,Existing Customer,47,F,3,,Single,Less than $40K,Blue,36,4,1,4,2798.0,1963,835.0,0.805,4255,64,0.561,0.702,0.00018025,0.99982
+95479,Existing Customer,52,F,2,High School,Divorced,Less than $40K,Blue,32,6,3,4,2427.0,1581,846.0,0.694,3857,69,0.816,0.651,0.00050163,0.9995
 95480,Existing Customer,55,F,2,Uneducated,Married,$40K - $60K,Blue,48,4,1,1,3011.0,2138,873.0,0.565,4439,75,0.875,0.71,3.415e-05,0.99997
-95481,Existing Customer,41,F,3,College,Married,,Blue,35,6,2,4,2255.0,1769,486.0,0.767,4717,83,0.804,0.784,0.00032945,0.9996700000000001
-95482,Attrited Customer,40,F,2,High School,Single,,Blue,30,6,3,4,6479.0,0,6479.0,0.946,2539,42,0.5,0.0,0.9980100000000001,0.00198853
-95483,Existing Customer,41,F,4,Graduate,Divorced,Less than $40K,Blue,37,5,1,4,7492.0,1399,6093.0,0.5329999999999999,3668,67,0.675,0.187,0.00016574,0.9998299999999999
-95484,Existing Customer,48,F,2,,Married,Less than $40K,Blue,41,6,1,3,3632.0,1294,2338.0,0.924,4339,86,0.6859999999999999,0.35600000000000004,0.00010183,0.9999
-95485,Existing Customer,38,F,2,High School,Single,Less than $40K,Blue,28,5,1,3,1744.0,0,1744.0,0.7020000000000001,4811,86,0.6859999999999999,0.0,9.0056e-05,0.9999100000000001
+95481,Existing Customer,41,F,3,College,Married,,Blue,35,6,2,4,2255.0,1769,486.0,0.767,4717,83,0.804,0.784,0.00032945,0.99967
+95482,Attrited Customer,40,F,2,High School,Single,,Blue,30,6,3,4,6479.0,0,6479.0,0.946,2539,42,0.5,0.0,0.99801,0.00198853
+95483,Existing Customer,41,F,4,Graduate,Divorced,Less than $40K,Blue,37,5,1,4,7492.0,1399,6093.0,0.533,3668,67,0.675,0.187,0.00016574,0.99983
+95484,Existing Customer,48,F,2,,Married,Less than $40K,Blue,41,6,1,3,3632.0,1294,2338.0,0.924,4339,86,0.686,0.356,0.00010183,0.9999
+95485,Existing Customer,38,F,2,High School,Single,Less than $40K,Blue,28,5,1,3,1744.0,0,1744.0,0.702,4811,86,0.686,0.0,9.0056e-05,0.99991
 95486,Existing Customer,52,F,2,Graduate,Married,,Blue,36,5,3,1,5905.0,2248,3657.0,0.728,4042,80,0.86,0.381,0.00010848,0.99989
-95487,Existing Customer,37,F,2,Graduate,Single,$40K - $60K,Blue,24,4,1,4,2573.0,1280,1293.0,0.718,4289,81,0.841,0.49700000000000005,0.00015804,0.99984
-95488,Existing Customer,45,M,0,,Married,$80K - $120K,Blue,37,4,3,2,9654.0,2035,7619.0,0.648,4221,67,0.634,0.21100000000000002,0.00016966,0.9998299999999999
-95489,Existing Customer,41,M,4,Graduate,,$40K - $60K,Blue,24,4,2,2,1605.0,0,1605.0,0.637,4418,68,0.659,0.0,0.00011937,0.9998799999999999
-95490,Attrited Customer,49,F,4,,Single,Less than $40K,Silver,37,1,2,2,10195.0,2389,7806.0,0.42700000000000005,1563,36,0.44,0.23399999999999999,0.99164,0.00836
-95491,Existing Customer,49,M,3,College,Single,$60K - $80K,Gold,36,5,3,1,34516.0,1255,33261.0,0.731,3847,73,0.698,0.036000000000000004,0.00012608,0.99987
-95492,Attrited Customer,43,M,4,Graduate,Single,$60K - $80K,Blue,34,5,3,3,10573.0,0,10573.0,0.794,2237,43,0.387,0.0,0.9968600000000001,0.00314112
-95493,Existing Customer,47,F,2,College,Single,Less than $40K,Blue,40,4,3,3,1789.0,1088,701.0,0.6829999999999999,4191,90,0.525,0.608,0.00029411,0.99971
-95494,Existing Customer,26,F,0,,Single,,Blue,36,3,3,2,7595.0,1032,6563.0,1.035,4080,72,0.8,0.136,0.00016966,0.9998299999999999
-95495,Existing Customer,51,M,3,College,Single,$40K - $60K,Blue,45,4,3,0,3272.0,1896,1376.0,0.725,4220,74,0.897,0.579,6.694100000000001e-05,0.9999299999999999
+95487,Existing Customer,37,F,2,Graduate,Single,$40K - $60K,Blue,24,4,1,4,2573.0,1280,1293.0,0.718,4289,81,0.841,0.497,0.00015804,0.99984
+95488,Existing Customer,45,M,0,,Married,$80K - $120K,Blue,37,4,3,2,9654.0,2035,7619.0,0.648,4221,67,0.634,0.211,0.00016966,0.99983
+95489,Existing Customer,41,M,4,Graduate,,$40K - $60K,Blue,24,4,2,2,1605.0,0,1605.0,0.637,4418,68,0.659,0.0,0.00011937,0.99988
+95490,Attrited Customer,49,F,4,,Single,Less than $40K,Silver,37,1,2,2,10195.0,2389,7806.0,0.427,1563,36,0.44,0.234,0.99164,0.00836
+95491,Existing Customer,49,M,3,College,Single,$60K - $80K,Gold,36,5,3,1,34516.0,1255,33261.0,0.731,3847,73,0.698,0.036,0.00012608,0.99987
+95492,Attrited Customer,43,M,4,Graduate,Single,$60K - $80K,Blue,34,5,3,3,10573.0,0,10573.0,0.794,2237,43,0.387,0.0,0.99686,0.00314112
+95493,Existing Customer,47,F,2,College,Single,Less than $40K,Blue,40,4,3,3,1789.0,1088,701.0,0.683,4191,90,0.525,0.608,0.00029411,0.99971
+95494,Existing Customer,26,F,0,,Single,,Blue,36,3,3,2,7595.0,1032,6563.0,1.035,4080,72,0.8,0.136,0.00016966,0.99983
+95495,Existing Customer,51,M,3,College,Single,$40K - $60K,Blue,45,4,3,0,3272.0,1896,1376.0,0.725,4220,74,0.897,0.579,6.6941e-05,0.99993
 95496,Existing Customer,33,F,0,Graduate,Single,Less than $40K,Blue,26,6,1,3,2382.0,1565,817.0,0.73,4011,68,0.838,0.657,7.9494e-05,0.99992
 95497,Existing Customer,52,M,2,Post-Graduate,Married,$80K - $120K,Blue,36,6,4,1,1981.0,1448,533.0,0.723,4639,61,0.743,0.731,0.00015426,0.99985
 95498,Existing Customer,51,M,2,Post-Graduate,Single,$120K +,Blue,45,4,2,2,22294.0,0,22294.0,0.647,3444,71,0.614,0.0,0.00013393,0.99987
-95499,Existing Customer,49,F,4,High School,Married,Less than $40K,Blue,43,5,3,4,2574.0,1555,1019.0,0.583,4134,62,0.55,0.604,0.00052608,0.9994700000000001
-95500,Existing Customer,30,F,0,High School,Single,Less than $40K,Blue,20,3,3,4,2112.0,1109,1003.0,0.693,4729,78,0.733,0.525,0.00043049,0.9995700000000001
+95499,Existing Customer,49,F,4,High School,Married,Less than $40K,Blue,43,5,3,4,2574.0,1555,1019.0,0.583,4134,62,0.55,0.604,0.00052608,0.99947
+95500,Existing Customer,30,F,0,High School,Single,Less than $40K,Blue,20,3,3,4,2112.0,1109,1003.0,0.693,4729,78,0.733,0.525,0.00043049,0.99957
 95501,Existing Customer,65,F,0,,Single,Less than $40K,Blue,56,3,2,2,5441.0,812,4629.0,0.534,4480,76,0.551,0.149,0.00010736,0.99989
-95502,Existing Customer,43,F,3,,Married,$40K - $60K,Blue,32,3,2,4,4391.0,0,4391.0,0.757,4741,78,0.8140000000000001,0.0,0.00037246,0.9996299999999999
+95502,Existing Customer,43,F,3,,Married,$40K - $60K,Blue,32,3,2,4,4391.0,0,4391.0,0.757,4741,78,0.814,0.0,0.00037246,0.99963
 95503,Existing Customer,42,F,5,College,Single,Less than $40K,Blue,28,4,3,2,3044.0,1865,1179.0,0.852,4854,85,1.024,0.613,0.00018054,0.99982
-95504,Existing Customer,57,M,1,High School,Married,$40K - $60K,Blue,45,3,3,2,2721.0,2159,562.0,0.846,4578,81,0.653,0.7929999999999999,0.00016413,0.99984
-95505,Existing Customer,62,F,0,,Single,$40K - $60K,Blue,56,6,1,2,4467.0,0,4467.0,0.888,4007,74,0.542,0.0,5.1951000000000005e-05,0.99995
-95506,Existing Customer,48,M,4,College,Single,$80K - $120K,Blue,31,6,1,3,5033.0,0,5033.0,0.597,4054,82,0.8220000000000001,0.0,9.4455e-05,0.9999100000000001
-95507,Existing Customer,61,F,1,High School,,Less than $40K,Blue,50,5,1,2,8604.0,1075,7529.0,0.46399999999999997,4705,65,0.8059999999999999,0.125,5.0256e-05,0.99995
-95508,Existing Customer,43,F,2,High School,Single,Less than $40K,Blue,36,4,3,2,2325.0,1662,663.0,0.8,4471,83,0.804,0.715,0.00017486,0.9998299999999999
-95509,Existing Customer,60,F,0,Doctorate,Single,Less than $40K,Blue,42,5,3,3,2758.0,1429,1329.0,0.718,5124,74,0.644,0.518,0.00037564,0.9996200000000001
-95510,Existing Customer,45,M,1,Graduate,Married,$80K - $120K,Blue,34,3,2,2,9705.0,850,8855.0,0.48100000000000004,2001,34,0.889,0.08800000000000001,0.00010684,0.99989
-95511,Existing Customer,41,F,0,High School,Married,Less than $40K,Blue,31,4,2,4,2685.0,1647,1038.0,0.812,4625,94,0.516,0.613,0.00027243,0.9997299999999999
-95512,Existing Customer,60,F,2,College,Single,Less than $40K,Blue,54,5,3,2,2694.0,1923,771.0,0.7140000000000001,3837,71,0.732,0.7140000000000001,0.00017488,0.9998299999999999
+95504,Existing Customer,57,M,1,High School,Married,$40K - $60K,Blue,45,3,3,2,2721.0,2159,562.0,0.846,4578,81,0.653,0.793,0.00016413,0.99984
+95505,Existing Customer,62,F,0,,Single,$40K - $60K,Blue,56,6,1,2,4467.0,0,4467.0,0.888,4007,74,0.542,0.0,5.1951e-05,0.99995
+95506,Existing Customer,48,M,4,College,Single,$80K - $120K,Blue,31,6,1,3,5033.0,0,5033.0,0.597,4054,82,0.822,0.0,9.4455e-05,0.99991
+95507,Existing Customer,61,F,1,High School,,Less than $40K,Blue,50,5,1,2,8604.0,1075,7529.0,0.464,4705,65,0.806,0.125,5.0256e-05,0.99995
+95508,Existing Customer,43,F,2,High School,Single,Less than $40K,Blue,36,4,3,2,2325.0,1662,663.0,0.8,4471,83,0.804,0.715,0.00017486,0.99983
+95509,Existing Customer,60,F,0,Doctorate,Single,Less than $40K,Blue,42,5,3,3,2758.0,1429,1329.0,0.718,5124,74,0.644,0.518,0.00037564,0.99962
+95510,Existing Customer,45,M,1,Graduate,Married,$80K - $120K,Blue,34,3,2,2,9705.0,850,8855.0,0.481,2001,34,0.889,0.088,0.00010684,0.99989
+95511,Existing Customer,41,F,0,High School,Married,Less than $40K,Blue,31,4,2,4,2685.0,1647,1038.0,0.812,4625,94,0.516,0.613,0.00027243,0.99973
+95512,Existing Customer,60,F,2,College,Single,Less than $40K,Blue,54,5,3,2,2694.0,1923,771.0,0.714,3837,71,0.732,0.714,0.00017488,0.99983
 95513,Attrited Customer,40,F,4,High School,Single,$40K - $60K,Blue,29,5,2,3,1554.0,412,1142.0,0.568,2341,43,0.483,0.265,0.9949,0.0051
-95514,Existing Customer,63,F,0,,Single,Less than $40K,Blue,48,5,2,1,1438.3,0,1438.3,0.9229999999999999,3383,61,1.103,0.0,6.4745e-05,0.9999399999999999
-95515,Existing Customer,42,F,4,,Single,$40K - $60K,Blue,35,4,3,3,1786.0,1316,470.0,0.7040000000000001,4306,73,1.0859999999999999,0.737,0.00034872,0.99965
-95516,Existing Customer,48,M,3,Post-Graduate,Divorced,$60K - $80K,Blue,36,3,3,4,2648.0,0,2648.0,0.715,3880,74,0.721,0.0,0.00062998,0.9993700000000001
-95517,Existing Customer,44,M,3,Graduate,Single,$40K - $60K,Blue,33,3,2,2,2477.0,2123,354.0,0.6990000000000001,4349,69,0.725,0.857,0.00011811,0.9998799999999999
-95518,Existing Customer,51,F,1,Doctorate,Married,,Blue,45,6,2,1,7336.0,1031,6305.0,0.6579999999999999,3812,67,0.675,0.141,9.3235e-05,0.9999100000000001
+95514,Existing Customer,63,F,0,,Single,Less than $40K,Blue,48,5,2,1,1438.3,0,1438.3,0.923,3383,61,1.103,0.0,6.4745e-05,0.99994
+95515,Existing Customer,42,F,4,,Single,$40K - $60K,Blue,35,4,3,3,1786.0,1316,470.0,0.704,4306,73,1.086,0.737,0.00034872,0.99965
+95516,Existing Customer,48,M,3,Post-Graduate,Divorced,$60K - $80K,Blue,36,3,3,4,2648.0,0,2648.0,0.715,3880,74,0.721,0.0,0.00062998,0.99937
+95517,Existing Customer,44,M,3,Graduate,Single,$40K - $60K,Blue,33,3,2,2,2477.0,2123,354.0,0.699,4349,69,0.725,0.857,0.00011811,0.99988
+95518,Existing Customer,51,F,1,Doctorate,Married,,Blue,45,6,2,1,7336.0,1031,6305.0,0.658,3812,67,0.675,0.141,9.3235e-05,0.99991
 95519,Existing Customer,42,M,3,High School,Single,$80K - $120K,Silver,32,3,3,3,34516.0,1396,33120.0,0.688,3748,62,0.938,0.04,0.00027574,0.99972
-95520,Existing Customer,46,F,4,Uneducated,Married,Less than $40K,Blue,30,3,3,1,2479.0,1759,720.0,0.81,4562,86,0.72,0.71,0.00011697,0.9998799999999999
-95521,Existing Customer,42,F,4,Graduate,Single,,Blue,36,3,3,3,9396.0,1870,7526.0,0.7140000000000001,4301,71,0.6509999999999999,0.19899999999999998,0.00031726,0.9996799999999999
-95522,Existing Customer,44,F,2,Graduate,,Less than $40K,Blue,34,3,2,2,2561.0,1491,1070.0,0.733,4869,70,0.522,0.5820000000000001,0.00011382,0.99989
+95520,Existing Customer,46,F,4,Uneducated,Married,Less than $40K,Blue,30,3,3,1,2479.0,1759,720.0,0.81,4562,86,0.72,0.71,0.00011697,0.99988
+95521,Existing Customer,42,F,4,Graduate,Single,,Blue,36,3,3,3,9396.0,1870,7526.0,0.714,4301,71,0.651,0.199,0.00031726,0.99968
+95522,Existing Customer,44,F,2,Graduate,,Less than $40K,Blue,34,3,2,2,2561.0,1491,1070.0,0.733,4869,70,0.522,0.582,0.00011382,0.99989
 95523,Attrited Customer,43,F,2,College,Married,Less than $40K,Blue,36,5,2,3,4020.0,0,4020.0,0.563,1952,39,0.345,0.0,0.99466,0.00534
-95524,Existing Customer,43,M,3,,Married,$60K - $80K,Silver,30,4,3,4,25856.0,1281,24575.0,0.975,3303,70,0.795,0.05,0.00053179,0.9994700000000001
-95525,Existing Customer,50,F,2,Graduate,Single,Less than $40K,Blue,38,5,4,2,7398.0,1581,5817.0,0.428,4311,73,0.9209999999999999,0.214,0.00021738,0.9997799999999999
-95526,Existing Customer,51,M,3,High School,Single,$80K - $120K,Silver,38,5,3,4,34516.0,1802,32714.0,0.912,4544,80,0.569,0.052000000000000005,0.00047034,0.9995299999999999
-95527,Existing Customer,52,F,1,Uneducated,Single,,Blue,47,6,1,3,4058.0,1349,2709.0,0.723,4388,72,0.6,0.332,8.9404e-05,0.9999100000000001
-95528,Existing Customer,51,F,2,College,Married,Less than $40K,Blue,25,4,3,3,3042.0,0,3042.0,0.578,4781,79,0.7559999999999999,0.0,0.00029411,0.99971
+95524,Existing Customer,43,M,3,,Married,$60K - $80K,Silver,30,4,3,4,25856.0,1281,24575.0,0.975,3303,70,0.795,0.05,0.00053179,0.99947
+95525,Existing Customer,50,F,2,Graduate,Single,Less than $40K,Blue,38,5,4,2,7398.0,1581,5817.0,0.428,4311,73,0.921,0.214,0.00021738,0.99978
+95526,Existing Customer,51,M,3,High School,Single,$80K - $120K,Silver,38,5,3,4,34516.0,1802,32714.0,0.912,4544,80,0.569,0.052,0.00047034,0.99953
+95527,Existing Customer,52,F,1,Uneducated,Single,,Blue,47,6,1,3,4058.0,1349,2709.0,0.723,4388,72,0.6,0.332,8.9404e-05,0.99991
+95528,Existing Customer,51,F,2,College,Married,Less than $40K,Blue,25,4,3,3,3042.0,0,3042.0,0.578,4781,79,0.756,0.0,0.00029411,0.99971
 95529,Existing Customer,60,F,1,High School,Single,Less than $40K,Blue,36,5,2,2,2688.0,1617,1071.0,0.552,4183,71,0.614,0.602,0.00010386,0.9999
 95530,Attrited Customer,38,F,2,,Married,,Blue,33,4,3,3,3388.0,0,3388.0,0.368,1959,52,0.857,0.0,0.997,0.00299743
 95531,Existing Customer,43,F,4,High School,Single,$40K - $60K,Blue,36,3,3,2,4902.0,2517,2385.0,0.982,4508,69,0.643,0.513,0.00018339,0.99982
-95532,Existing Customer,45,F,4,,Married,,Blue,37,4,2,1,3241.0,0,3241.0,0.629,4992,80,0.7390000000000001,0.0,7.9128e-05,0.99992
-95533,Existing Customer,48,F,2,Doctorate,Married,$40K - $60K,Blue,34,3,1,4,5069.0,1843,3226.0,0.826,4055,66,0.6920000000000001,0.364,0.00022869,0.99977
-95534,Existing Customer,43,M,3,,Divorced,$80K - $120K,Blue,36,5,2,3,13625.0,0,13625.0,0.93,3902,62,0.632,0.0,0.00021834,0.9997799999999999
-95535,Attrited Customer,46,M,1,Post-Graduate,Single,$60K - $80K,Blue,32,5,2,3,8766.0,0,8766.0,0.7020000000000001,2263,35,0.522,0.0,0.99529,0.00470647
+95532,Existing Customer,45,F,4,,Married,,Blue,37,4,2,1,3241.0,0,3241.0,0.629,4992,80,0.739,0.0,7.9128e-05,0.99992
+95533,Existing Customer,48,F,2,Doctorate,Married,$40K - $60K,Blue,34,3,1,4,5069.0,1843,3226.0,0.826,4055,66,0.692,0.364,0.00022869,0.99977
+95534,Existing Customer,43,M,3,,Divorced,$80K - $120K,Blue,36,5,2,3,13625.0,0,13625.0,0.93,3902,62,0.632,0.0,0.00021834,0.99978
+95535,Attrited Customer,46,M,1,Post-Graduate,Single,$60K - $80K,Blue,32,5,2,3,8766.0,0,8766.0,0.702,2263,35,0.522,0.0,0.99529,0.00470647
 95536,Existing Customer,50,M,1,College,Single,$40K - $60K,Blue,41,3,1,1,2800.0,1338,1462.0,0.818,4869,90,0.8,0.478,3.031e-05,0.99997
-95537,Existing Customer,34,F,4,Uneducated,Single,,Blue,21,6,3,2,9005.0,1994,7011.0,0.919,5223,89,0.7120000000000001,0.221,0.00019396,0.9998100000000001
-95538,Existing Customer,56,M,2,High School,Married,$60K - $80K,Blue,36,4,3,1,2713.0,1990,723.0,0.7,4027,67,0.634,0.7340000000000001,0.00010545,0.99989
-95539,Attrited Customer,53,F,5,Doctorate,Single,Less than $40K,Blue,38,3,2,3,1438.3,0,1438.3,0.36700000000000005,1935,47,0.469,0.0,0.9965200000000001,0.00348354
-95540,Existing Customer,47,F,4,High School,Single,$40K - $60K,Blue,39,3,1,0,1746.0,0,1746.0,0.763,4543,75,0.9740000000000001,0.0,2.0713000000000003e-05,0.99998
+95537,Existing Customer,34,F,4,Uneducated,Single,,Blue,21,6,3,2,9005.0,1994,7011.0,0.919,5223,89,0.712,0.221,0.00019396,0.99981
+95538,Existing Customer,56,M,2,High School,Married,$60K - $80K,Blue,36,4,3,1,2713.0,1990,723.0,0.7,4027,67,0.634,0.734,0.00010545,0.99989
+95539,Attrited Customer,53,F,5,Doctorate,Single,Less than $40K,Blue,38,3,2,3,1438.3,0,1438.3,0.367,1935,47,0.469,0.0,0.99652,0.00348354
+95540,Existing Customer,47,F,4,High School,Single,$40K - $60K,Blue,39,3,1,0,1746.0,0,1746.0,0.763,4543,75,0.974,0.0,2.0713e-05,0.99998
 95541,Existing Customer,49,M,3,Uneducated,Single,$80K - $120K,Blue,41,3,3,4,2930.0,1901,1029.0,0.638,4041,75,0.596,0.649,0.00055052,0.99945
-95542,Existing Customer,47,F,4,Graduate,Married,Less than $40K,Blue,36,6,1,4,2178.0,1455,723.0,1.001,5363,76,0.81,0.6679999999999999,0.00016574,0.9998299999999999
-95543,Existing Customer,35,F,1,High School,Married,,Blue,23,3,3,1,1438.3,0,1438.3,0.7509999999999999,3995,82,0.608,0.0,9.8983e-05,0.9999
-95544,Existing Customer,42,F,4,Post-Graduate,Married,Less than $40K,Blue,34,5,3,2,2021.0,1281,740.0,0.847,4642,97,0.672,0.634,0.00022196,0.9997799999999999
-95545,Attrited Customer,52,F,1,Graduate,Single,Less than $40K,Blue,47,3,3,4,1842.0,625,1217.0,0.7290000000000001,2650,43,0.483,0.33899999999999997,0.9979399999999999,0.00205937
-95546,Existing Customer,49,M,3,Graduate,Single,$120K +,Blue,29,5,2,2,18284.0,1144,17140.0,0.767,4846,92,0.736,0.063,0.00011811,0.9998799999999999
-95547,Existing Customer,41,M,2,Uneducated,Married,$80K - $120K,Gold,33,5,3,2,34516.0,1642,32874.0,0.8909999999999999,4161,71,0.868,0.048,0.00021307,0.99979
-95548,Existing Customer,42,F,2,,Single,Less than $40K,Blue,36,5,3,4,1696.0,0,1696.0,0.6659999999999999,4397,70,0.628,0.0,0.00056716,0.9994299999999999
-95549,Existing Customer,52,M,2,Graduate,,$60K - $80K,Blue,40,4,1,3,7215.0,0,7215.0,0.8290000000000001,4409,75,0.9740000000000001,0.0,9.2637e-05,0.9999100000000001
-95550,Existing Customer,52,F,0,Graduate,Married,Less than $40K,Blue,37,3,1,2,1793.0,1284,509.0,0.902,3989,62,0.938,0.716,4.7263000000000005e-05,0.99995
+95542,Existing Customer,47,F,4,Graduate,Married,Less than $40K,Blue,36,6,1,4,2178.0,1455,723.0,1.001,5363,76,0.81,0.668,0.00016574,0.99983
+95543,Existing Customer,35,F,1,High School,Married,,Blue,23,3,3,1,1438.3,0,1438.3,0.751,3995,82,0.608,0.0,9.8983e-05,0.9999
+95544,Existing Customer,42,F,4,Post-Graduate,Married,Less than $40K,Blue,34,5,3,2,2021.0,1281,740.0,0.847,4642,97,0.672,0.634,0.00022196,0.99978
+95545,Attrited Customer,52,F,1,Graduate,Single,Less than $40K,Blue,47,3,3,4,1842.0,625,1217.0,0.729,2650,43,0.483,0.339,0.99794,0.00205937
+95546,Existing Customer,49,M,3,Graduate,Single,$120K +,Blue,29,5,2,2,18284.0,1144,17140.0,0.767,4846,92,0.736,0.063,0.00011811,0.99988
+95547,Existing Customer,41,M,2,Uneducated,Married,$80K - $120K,Gold,33,5,3,2,34516.0,1642,32874.0,0.891,4161,71,0.868,0.048,0.00021307,0.99979
+95548,Existing Customer,42,F,2,,Single,Less than $40K,Blue,36,5,3,4,1696.0,0,1696.0,0.666,4397,70,0.628,0.0,0.00056716,0.99943
+95549,Existing Customer,52,M,2,Graduate,,$60K - $80K,Blue,40,4,1,3,7215.0,0,7215.0,0.829,4409,75,0.974,0.0,9.2637e-05,0.99991
+95550,Existing Customer,52,F,0,Graduate,Married,Less than $40K,Blue,37,3,1,2,1793.0,1284,509.0,0.902,3989,62,0.938,0.716,4.7263e-05,0.99995
 95551,Existing Customer,52,F,2,High School,Married,$40K - $60K,Blue,44,3,3,1,5731.0,0,5731.0,0.685,4751,85,0.932,0.0,0.00010545,0.99989
-95552,Attrited Customer,44,F,2,Graduate,Married,Less than $40K,Blue,33,3,2,2,2417.0,0,2417.0,0.389,1848,38,0.40700000000000003,0.0,0.99129,0.008709999999999999
+95552,Attrited Customer,44,F,2,Graduate,Married,Less than $40K,Blue,33,3,2,2,2417.0,0,2417.0,0.389,1848,38,0.407,0.0,0.99129,0.00871
 95553,Existing Customer,48,F,3,College,Single,$40K - $60K,Blue,37,6,3,1,1438.3,0,1438.3,0.777,5035,76,0.767,0.0,0.00010944,0.99989
-95554,Existing Customer,51,M,2,Uneducated,Single,$60K - $80K,Blue,40,4,2,2,21800.0,893,20907.0,0.445,3820,62,0.6759999999999999,0.040999999999999995,0.00011703,0.9998799999999999
-95555,Attrited Customer,53,F,3,High School,Married,Less than $40K,Blue,41,3,3,2,1547.0,0,1547.0,0.845,2312,43,0.303,0.0,0.9945200000000001,0.00548
-95556,Existing Customer,46,F,4,Graduate,Married,Less than $40K,Blue,38,3,3,2,1485.0,736,749.0,0.622,4198,65,0.912,0.496,0.00018864,0.9998100000000001
-95557,Existing Customer,44,M,2,Graduate,Married,$40K - $60K,Blue,38,4,1,3,2505.0,2282,223.0,0.7120000000000001,4333,77,0.833,0.9109999999999999,9.2637e-05,0.9999100000000001
-95558,Existing Customer,49,F,4,Graduate,,$40K - $60K,Blue,35,3,3,2,2631.0,1699,932.0,0.6679999999999999,4691,92,0.7040000000000001,0.6459999999999999,0.00018864,0.9998100000000001
-95559,Attrited Customer,48,F,4,Graduate,,Less than $40K,Blue,36,5,2,2,2700.0,2480,220.0,0.6859999999999999,2396,49,0.531,0.919,0.99169,0.00831
-95560,Existing Customer,48,M,4,College,Single,$60K - $80K,Blue,30,4,2,2,3307.0,2234,1073.0,0.818,4006,68,0.838,0.6759999999999999,0.00011605,0.9998799999999999
-95561,Existing Customer,38,F,3,Graduate,Divorced,,Blue,33,6,2,3,29638.0,857,28781.0,0.48100000000000004,3429,78,0.696,0.028999999999999998,0.00019864,0.9998
+95554,Existing Customer,51,M,2,Uneducated,Single,$60K - $80K,Blue,40,4,2,2,21800.0,893,20907.0,0.445,3820,62,0.676,0.041,0.00011703,0.99988
+95555,Attrited Customer,53,F,3,High School,Married,Less than $40K,Blue,41,3,3,2,1547.0,0,1547.0,0.845,2312,43,0.303,0.0,0.99452,0.00548
+95556,Existing Customer,46,F,4,Graduate,Married,Less than $40K,Blue,38,3,3,2,1485.0,736,749.0,0.622,4198,65,0.912,0.496,0.00018864,0.99981
+95557,Existing Customer,44,M,2,Graduate,Married,$40K - $60K,Blue,38,4,1,3,2505.0,2282,223.0,0.712,4333,77,0.833,0.911,9.2637e-05,0.99991
+95558,Existing Customer,49,F,4,Graduate,,$40K - $60K,Blue,35,3,3,2,2631.0,1699,932.0,0.668,4691,92,0.704,0.646,0.00018864,0.99981
+95559,Attrited Customer,48,F,4,Graduate,,Less than $40K,Blue,36,5,2,2,2700.0,2480,220.0,0.686,2396,49,0.531,0.919,0.99169,0.00831
+95560,Existing Customer,48,M,4,College,Single,$60K - $80K,Blue,30,4,2,2,3307.0,2234,1073.0,0.818,4006,68,0.838,0.676,0.00011605,0.99988
+95561,Existing Customer,38,F,3,Graduate,Divorced,,Blue,33,6,2,3,29638.0,857,28781.0,0.481,3429,78,0.696,0.029,0.00019864,0.9998
 95562,Attrited Customer,34,F,1,Post-Graduate,Single,Less than $40K,Blue,26,3,2,5,2066.0,347,1719.0,0.511,2157,37,0.321,0.168,0.9984,0.00159907
-95563,Existing Customer,46,F,4,,Single,Less than $40K,Blue,26,6,1,3,1859.0,1379,480.0,0.836,4260,72,0.7140000000000001,0.742,0.00010679,0.99989
-95564,Existing Customer,45,M,2,Graduate,Single,$60K - $80K,Blue,34,5,1,1,13362.0,0,13362.0,0.682,4155,79,0.795,0.0,3.3214000000000004e-05,0.99997
-95565,Existing Customer,33,F,2,Graduate,Single,Less than $40K,Blue,17,4,3,4,2431.0,1846,585.0,0.612,4327,74,0.644,0.759,0.000516,0.9994799999999999
-95566,Existing Customer,43,F,4,High School,Divorced,$40K - $60K,Blue,34,5,1,1,6034.0,1579,4455.0,0.753,4712,67,0.914,0.262,3.3863000000000004e-05,0.99997
-95567,Existing Customer,61,F,0,,Married,Less than $40K,Blue,55,4,2,3,2194.0,1512,682.0,0.725,4069,80,0.778,0.6890000000000001,0.00018057,0.99982
-95568,Existing Customer,47,F,3,High School,Single,$40K - $60K,Blue,34,4,1,3,1963.0,1524,439.0,0.879,3492,59,1.034,0.7759999999999999,9.344799999999999e-05,0.9999100000000001
+95563,Existing Customer,46,F,4,,Single,Less than $40K,Blue,26,6,1,3,1859.0,1379,480.0,0.836,4260,72,0.714,0.742,0.00010679,0.99989
+95564,Existing Customer,45,M,2,Graduate,Single,$60K - $80K,Blue,34,5,1,1,13362.0,0,13362.0,0.682,4155,79,0.795,0.0,3.3214e-05,0.99997
+95565,Existing Customer,33,F,2,Graduate,Single,Less than $40K,Blue,17,4,3,4,2431.0,1846,585.0,0.612,4327,74,0.644,0.759,0.000516,0.99948
+95566,Existing Customer,43,F,4,High School,Divorced,$40K - $60K,Blue,34,5,1,1,6034.0,1579,4455.0,0.753,4712,67,0.914,0.262,3.3863e-05,0.99997
+95567,Existing Customer,61,F,0,,Married,Less than $40K,Blue,55,4,2,3,2194.0,1512,682.0,0.725,4069,80,0.778,0.689,0.00018057,0.99982
+95568,Existing Customer,47,F,3,High School,Single,$40K - $60K,Blue,34,4,1,3,1963.0,1524,439.0,0.879,3492,59,1.034,0.776,9.3448e-05,0.99991
 95569,Attrited Customer,41,F,4,College,,,Blue,22,4,2,3,1438.3,1125,313.3,0.611,2534,52,0.486,0.782,0.9949,0.0051
 95570,Existing Customer,45,F,3,Uneducated,Married,Less than $40K,Blue,40,4,1,3,2922.0,1212,1710.0,0.662,3895,70,0.591,0.415,9.8837e-05,0.9999
-95571,Existing Customer,50,M,4,College,Single,$40K - $60K,Blue,45,4,3,1,6943.0,600,6343.0,0.653,4946,80,0.7390000000000001,0.086,0.00011061,0.99989
-95572,Attrited Customer,57,M,2,Graduate,Single,$120K +,Blue,44,5,3,4,34516.0,219,34297.0,0.48200000000000004,1882,48,0.7140000000000001,0.006,0.9980700000000001,0.00193323
-95573,Attrited Customer,45,F,3,College,Single,,Blue,33,5,3,4,4345.0,2198,2147.0,0.465,1918,31,0.292,0.506,0.99808,0.0019163000000000001
-95574,Attrited Customer,50,F,3,Graduate,Divorced,Less than $40K,Blue,40,5,4,4,4248.0,316,3932.0,0.6609999999999999,2271,36,0.33299999999999996,0.07400000000000001,0.99846,0.00154215
-95575,Existing Customer,51,F,1,Doctorate,Married,Less than $40K,Blue,42,3,2,2,1438.3,0,1438.3,0.872,4211,64,0.778,0.0,0.00015460000000000002,0.99985
-95576,Existing Customer,53,F,3,Uneducated,Divorced,Less than $40K,Blue,43,5,1,2,2383.0,1516,867.0,0.857,4917,78,0.95,0.636,5.8763e-05,0.9999399999999999
-95577,Existing Customer,55,F,1,Graduate,Married,Less than $40K,Blue,45,4,2,3,1677.0,0,1677.0,0.8240000000000001,4588,68,0.7,0.0,0.00017969,0.99982
-95578,Existing Customer,40,F,1,High School,Married,,Blue,33,4,2,2,2392.0,1129,1263.0,0.695,4309,86,0.72,0.47200000000000003,0.00010386,0.9999
+95571,Existing Customer,50,M,4,College,Single,$40K - $60K,Blue,45,4,3,1,6943.0,600,6343.0,0.653,4946,80,0.739,0.086,0.00011061,0.99989
+95572,Attrited Customer,57,M,2,Graduate,Single,$120K +,Blue,44,5,3,4,34516.0,219,34297.0,0.482,1882,48,0.714,0.006,0.99807,0.00193323
+95573,Attrited Customer,45,F,3,College,Single,,Blue,33,5,3,4,4345.0,2198,2147.0,0.465,1918,31,0.292,0.506,0.99808,0.0019163
+95574,Attrited Customer,50,F,3,Graduate,Divorced,Less than $40K,Blue,40,5,4,4,4248.0,316,3932.0,0.661,2271,36,0.333,0.074,0.99846,0.00154215
+95575,Existing Customer,51,F,1,Doctorate,Married,Less than $40K,Blue,42,3,2,2,1438.3,0,1438.3,0.872,4211,64,0.778,0.0,0.0001546,0.99985
+95576,Existing Customer,53,F,3,Uneducated,Divorced,Less than $40K,Blue,43,5,1,2,2383.0,1516,867.0,0.857,4917,78,0.95,0.636,5.8763e-05,0.99994
+95577,Existing Customer,55,F,1,Graduate,Married,Less than $40K,Blue,45,4,2,3,1677.0,0,1677.0,0.824,4588,68,0.7,0.0,0.00017969,0.99982
+95578,Existing Customer,40,F,1,High School,Married,,Blue,33,4,2,2,2392.0,1129,1263.0,0.695,4309,86,0.72,0.472,0.00010386,0.9999
 95579,Attrited Customer,52,F,3,College,Married,Less than $40K,Blue,40,3,2,3,3474.0,0,3474.0,0.735,2675,37,0.48,0.0,0.99485,0.00515
-95580,Existing Customer,48,M,4,,Married,$60K - $80K,Blue,43,5,3,3,8737.0,1629,7108.0,0.618,3876,55,0.774,0.18600000000000003,0.00034872,0.99965
-95581,Attrited Customer,44,F,1,,Single,,Blue,36,3,3,3,3517.0,0,3517.0,0.634,2403,48,0.5479999999999999,0.0,0.9968100000000001,0.00319278
-95582,Existing Customer,60,F,1,Graduate,Single,,Blue,55,3,3,3,13397.0,0,13397.0,0.8140000000000001,5049,75,0.63,0.0,0.00028395,0.99972
-95583,Existing Customer,65,F,0,,Single,Less than $40K,Blue,55,5,2,1,6352.0,1386,4966.0,0.5,3709,77,0.604,0.218,6.4745e-05,0.9999399999999999
+95580,Existing Customer,48,M,4,,Married,$60K - $80K,Blue,43,5,3,3,8737.0,1629,7108.0,0.618,3876,55,0.774,0.186,0.00034872,0.99965
+95581,Attrited Customer,44,F,1,,Single,,Blue,36,3,3,3,3517.0,0,3517.0,0.634,2403,48,0.548,0.0,0.99681,0.00319278
+95582,Existing Customer,60,F,1,Graduate,Single,,Blue,55,3,3,3,13397.0,0,13397.0,0.814,5049,75,0.63,0.0,0.00028395,0.99972
+95583,Existing Customer,65,F,0,,Single,Less than $40K,Blue,55,5,2,1,6352.0,1386,4966.0,0.5,3709,77,0.604,0.218,6.4745e-05,0.99994
 95584,Existing Customer,46,F,5,High School,Single,Less than $40K,Blue,36,6,3,3,1787.0,1324,463.0,0.684,4084,79,1.026,0.741,0.00030361,0.9997
 95585,Attrited Customer,62,M,0,High School,Single,$60K - $80K,Blue,51,3,2,4,18734.0,0,18734.0,0.674,2112,52,0.857,0.0,0.99634,0.00365621
-95586,Existing Customer,47,F,2,College,Married,Less than $40K,Blue,36,6,3,3,1438.3,0,1438.3,0.634,3832,87,0.6729999999999999,0.0,0.00029411,0.99971
-95587,Existing Customer,50,M,2,Post-Graduate,Divorced,$40K - $60K,Blue,43,5,2,4,3525.0,0,3525.0,0.7979999999999999,4742,62,0.8240000000000001,0.0,0.00038424,0.9996200000000001
-95588,Existing Customer,43,M,4,Doctorate,,$60K - $80K,Blue,33,4,3,4,2067.0,1250,817.0,0.8909999999999999,4565,65,0.8059999999999999,0.605,0.00078294,0.9992200000000001
-95589,Existing Customer,45,F,4,,Married,Less than $40K,Blue,36,6,1,4,2051.0,0,2051.0,0.9890000000000001,4355,87,0.977,0.0,0.00018218,0.99982
-95590,Existing Customer,46,M,3,College,Single,$120K +,Blue,30,5,1,2,27378.0,1893,25485.0,0.43200000000000005,3934,78,0.5920000000000001,0.069,5.5564e-05,0.9999399999999999
-95591,Attrited Customer,38,F,2,Doctorate,Married,Less than $40K,Blue,28,5,2,4,1614.0,0,1614.0,0.609,2437,46,0.43799999999999994,0.0,0.9978899999999999,0.00211089
+95586,Existing Customer,47,F,2,College,Married,Less than $40K,Blue,36,6,3,3,1438.3,0,1438.3,0.634,3832,87,0.673,0.0,0.00029411,0.99971
+95587,Existing Customer,50,M,2,Post-Graduate,Divorced,$40K - $60K,Blue,43,5,2,4,3525.0,0,3525.0,0.798,4742,62,0.824,0.0,0.00038424,0.99962
+95588,Existing Customer,43,M,4,Doctorate,,$60K - $80K,Blue,33,4,3,4,2067.0,1250,817.0,0.891,4565,65,0.806,0.605,0.00078294,0.99922
+95589,Existing Customer,45,F,4,,Married,Less than $40K,Blue,36,6,1,4,2051.0,0,2051.0,0.989,4355,87,0.977,0.0,0.00018218,0.99982
+95590,Existing Customer,46,M,3,College,Single,$120K +,Blue,30,5,1,2,27378.0,1893,25485.0,0.432,3934,78,0.592,0.069,5.5564e-05,0.99994
+95591,Attrited Customer,38,F,2,Doctorate,Married,Less than $40K,Blue,28,5,2,4,1614.0,0,1614.0,0.609,2437,46,0.438,0.0,0.99789,0.00211089
 95592,Existing Customer,49,M,3,College,Single,Less than $40K,Blue,38,5,3,1,7862.0,1991,5871.0,0.654,3645,82,0.608,0.253,0.00010944,0.99989
-95593,Existing Customer,47,M,3,College,Married,$60K - $80K,Blue,36,5,1,3,4284.0,1900,2384.0,0.971,4948,85,0.848,0.444,9.345700000000001e-05,0.9999100000000001
-95594,Attrited Customer,47,F,3,,Married,Less than $40K,Blue,37,1,2,2,1438.3,0,1438.3,0.7490000000000001,2393,36,0.636,0.0,0.99236,0.007640000000000001
-95595,Existing Customer,55,F,2,Uneducated,Divorced,Less than $40K,Blue,49,5,2,1,1438.3,680,758.3,0.77,4573,93,0.691,0.473,7.057600000000001e-05,0.9999299999999999
-95596,Existing Customer,62,M,1,Graduate,Single,$60K - $80K,Blue,49,3,3,2,21805.0,1777,20028.0,0.519,4694,79,0.41100000000000003,0.081,0.00016883,0.9998299999999999
-95597,Existing Customer,55,M,2,Uneducated,Single,$60K - $80K,Blue,36,5,1,4,4712.0,1920,2792.0,0.596,4277,66,0.5710000000000001,0.40700000000000003,0.00016249,0.99984
-95598,Attrited Customer,33,M,2,,Married,$60K - $80K,Blue,28,6,2,4,1698.0,0,1698.0,0.823,2448,40,0.379,0.0,0.9972200000000001,0.00277723
-95599,Existing Customer,41,F,5,Uneducated,Single,$40K - $60K,Blue,26,4,3,4,2264.0,928,1336.0,0.662,4150,83,0.8440000000000001,0.41,0.00054773,0.99945
-95600,Existing Customer,54,F,1,,Married,Less than $40K,Blue,39,3,2,4,2720.0,1694,1026.0,0.843,5103,81,0.7609999999999999,0.623,0.00033692,0.99966
-95601,Existing Customer,55,M,3,Post-Graduate,,$120K +,Blue,40,3,1,4,15631.0,1305,14326.0,0.6679999999999999,4313,67,0.914,0.083,0.00019296,0.9998100000000001
-95602,Existing Customer,43,F,3,,Single,$40K - $60K,Blue,36,5,2,4,2594.0,1686,908.0,0.624,4503,67,0.8109999999999999,0.65,0.00037246,0.9996299999999999
-95603,Attrited Customer,52,M,3,Graduate,Married,$80K - $120K,Blue,46,4,2,3,15011.0,2517,12494.0,0.713,1821,36,0.385,0.168,0.9949899999999999,0.0050100000000000006
-95604,Existing Customer,47,F,4,,Single,Less than $40K,Blue,39,3,3,4,1548.0,0,1548.0,0.664,4420,71,0.775,0.0,0.0005947999999999999,0.99941
-95605,Existing Customer,52,F,3,,Single,Less than $40K,Blue,46,3,3,3,2700.0,1623,1077.0,0.848,4171,78,0.8140000000000001,0.601,0.00034503,0.99965
-95606,Existing Customer,45,F,4,High School,Married,$40K - $60K,Blue,35,6,1,0,2919.0,1670,1249.0,1.041,4194,72,0.7559999999999999,0.5720000000000001,2.0713000000000003e-05,0.99998
-95607,Existing Customer,50,F,4,,Single,,Blue,44,5,1,1,10721.0,0,10721.0,0.861,4962,74,0.51,0.0,3.8289e-05,0.9999600000000001
-95608,Existing Customer,44,M,3,Graduate,Single,$40K - $60K,Blue,29,5,1,4,6125.0,1329,4796.0,0.6459999999999999,5481,68,0.7,0.217,0.00016399,0.99984
-95609,Existing Customer,42,F,2,,Married,Less than $40K,Blue,29,5,3,4,3200.0,1733,1467.0,0.909,5026,79,0.8370000000000001,0.542,0.00056716,0.9994299999999999
-95610,Existing Customer,53,F,3,Post-Graduate,Divorced,,Blue,48,5,2,2,12286.0,997,11289.0,0.726,4960,83,0.7290000000000001,0.081,0.00013897,0.9998600000000001
+95593,Existing Customer,47,M,3,College,Married,$60K - $80K,Blue,36,5,1,3,4284.0,1900,2384.0,0.971,4948,85,0.848,0.444,9.3457e-05,0.99991
+95594,Attrited Customer,47,F,3,,Married,Less than $40K,Blue,37,1,2,2,1438.3,0,1438.3,0.749,2393,36,0.636,0.0,0.99236,0.00764
+95595,Existing Customer,55,F,2,Uneducated,Divorced,Less than $40K,Blue,49,5,2,1,1438.3,680,758.3,0.77,4573,93,0.691,0.473,7.0576e-05,0.99993
+95596,Existing Customer,62,M,1,Graduate,Single,$60K - $80K,Blue,49,3,3,2,21805.0,1777,20028.0,0.519,4694,79,0.411,0.081,0.00016883,0.99983
+95597,Existing Customer,55,M,2,Uneducated,Single,$60K - $80K,Blue,36,5,1,4,4712.0,1920,2792.0,0.596,4277,66,0.571,0.407,0.00016249,0.99984
+95598,Attrited Customer,33,M,2,,Married,$60K - $80K,Blue,28,6,2,4,1698.0,0,1698.0,0.823,2448,40,0.379,0.0,0.99722,0.00277723
+95599,Existing Customer,41,F,5,Uneducated,Single,$40K - $60K,Blue,26,4,3,4,2264.0,928,1336.0,0.662,4150,83,0.844,0.41,0.00054773,0.99945
+95600,Existing Customer,54,F,1,,Married,Less than $40K,Blue,39,3,2,4,2720.0,1694,1026.0,0.843,5103,81,0.761,0.623,0.00033692,0.99966
+95601,Existing Customer,55,M,3,Post-Graduate,,$120K +,Blue,40,3,1,4,15631.0,1305,14326.0,0.668,4313,67,0.914,0.083,0.00019296,0.99981
+95602,Existing Customer,43,F,3,,Single,$40K - $60K,Blue,36,5,2,4,2594.0,1686,908.0,0.624,4503,67,0.811,0.65,0.00037246,0.99963
+95603,Attrited Customer,52,M,3,Graduate,Married,$80K - $120K,Blue,46,4,2,3,15011.0,2517,12494.0,0.713,1821,36,0.385,0.168,0.99499,0.00501
+95604,Existing Customer,47,F,4,,Single,Less than $40K,Blue,39,3,3,4,1548.0,0,1548.0,0.664,4420,71,0.775,0.0,0.0005948,0.99941
+95605,Existing Customer,52,F,3,,Single,Less than $40K,Blue,46,3,3,3,2700.0,1623,1077.0,0.848,4171,78,0.814,0.601,0.00034503,0.99965
+95606,Existing Customer,45,F,4,High School,Married,$40K - $60K,Blue,35,6,1,0,2919.0,1670,1249.0,1.041,4194,72,0.756,0.572,2.0713e-05,0.99998
+95607,Existing Customer,50,F,4,,Single,,Blue,44,5,1,1,10721.0,0,10721.0,0.861,4962,74,0.51,0.0,3.8289e-05,0.99996
+95608,Existing Customer,44,M,3,Graduate,Single,$40K - $60K,Blue,29,5,1,4,6125.0,1329,4796.0,0.646,5481,68,0.7,0.217,0.00016399,0.99984
+95609,Existing Customer,42,F,2,,Married,Less than $40K,Blue,29,5,3,4,3200.0,1733,1467.0,0.909,5026,79,0.837,0.542,0.00056716,0.99943
+95610,Existing Customer,53,F,3,Post-Graduate,Divorced,,Blue,48,5,2,2,12286.0,997,11289.0,0.726,4960,83,0.729,0.081,0.00013897,0.99986
 95611,Existing Customer,51,M,2,College,Married,$80K - $120K,Blue,45,3,3,1,21543.0,0,21543.0,0.53,3928,82,0.64,0.0,0.00010546,0.99989
-95612,Existing Customer,52,M,3,College,Married,$120K +,Blue,47,3,2,4,6355.0,0,6355.0,0.711,4009,74,0.9470000000000001,0.0,0.00032945,0.9996700000000001
-95613,Existing Customer,52,F,2,High School,Married,Less than $40K,Blue,41,4,2,2,5616.0,2410,3206.0,0.9620000000000001,3410,62,0.59,0.429,0.00011065,0.99989
-95614,Existing Customer,50,F,1,,Married,$40K - $60K,Blue,40,6,2,2,2661.0,1575,1086.0,0.735,4615,82,0.708,0.5920000000000001,0.00011743,0.9998799999999999
-95615,Existing Customer,38,M,1,College,Married,$60K - $80K,Blue,36,4,1,2,2836.0,862,1974.0,0.772,4121,83,0.6940000000000001,0.304,5.0261000000000005e-05,0.99995
-95616,Existing Customer,50,F,2,High School,Married,$40K - $60K,Blue,45,6,3,3,1438.3,0,1438.3,0.7070000000000001,4670,82,0.8640000000000001,0.0,0.00029408,0.99971
+95612,Existing Customer,52,M,3,College,Married,$120K +,Blue,47,3,2,4,6355.0,0,6355.0,0.711,4009,74,0.947,0.0,0.00032945,0.99967
+95613,Existing Customer,52,F,2,High School,Married,Less than $40K,Blue,41,4,2,2,5616.0,2410,3206.0,0.962,3410,62,0.59,0.429,0.00011065,0.99989
+95614,Existing Customer,50,F,1,,Married,$40K - $60K,Blue,40,6,2,2,2661.0,1575,1086.0,0.735,4615,82,0.708,0.592,0.00011743,0.99988
+95615,Existing Customer,38,M,1,College,Married,$60K - $80K,Blue,36,4,1,2,2836.0,862,1974.0,0.772,4121,83,0.694,0.304,5.0261e-05,0.99995
+95616,Existing Customer,50,F,2,High School,Married,$40K - $60K,Blue,45,6,3,3,1438.3,0,1438.3,0.707,4670,82,0.864,0.0,0.00029408,0.99971
 95617,Existing Customer,51,F,2,Doctorate,Single,,Blue,45,6,3,1,2109.0,683,1426.0,0.593,4321,58,0.812,0.324,0.00015697,0.99984
-95618,Existing Customer,48,M,2,Graduate,Single,$60K - $80K,Blue,40,4,5,4,14951.0,1413,13538.0,0.784,3899,68,1.061,0.095,0.00057631,0.9994200000000001
-95619,Existing Customer,47,M,3,,Married,$60K - $80K,Blue,36,5,3,2,1591.0,894,697.0,0.7859999999999999,3698,79,1.026,0.562,0.00020516,0.99979
-95620,Attrited Customer,51,F,2,Doctorate,Divorced,,Blue,40,6,3,4,8930.0,2517,6413.0,0.6609999999999999,2167,38,0.35700000000000004,0.282,0.99866,0.00133669
-95621,Existing Customer,36,F,1,Uneducated,Single,,Blue,36,6,3,1,4685.0,1626,3059.0,0.945,4560,81,0.588,0.34700000000000003,0.00010469,0.9999
-95622,Existing Customer,45,F,5,Post-Graduate,Married,,Blue,29,5,3,1,2555.0,681,1874.0,0.5760000000000001,4888,78,0.8140000000000001,0.267,0.00013178,0.99987
-95623,Existing Customer,53,F,1,Graduate,Single,Less than $40K,Blue,43,6,3,2,2172.0,644,1528.0,0.6729999999999999,4657,82,0.907,0.297,0.00016883,0.9998299999999999
-95624,Attrited Customer,54,F,1,Uneducated,Married,,Blue,50,4,0,3,2912.0,0,2912.0,0.621,2465,54,1.077,0.0,0.9706600000000001,0.029339999999999998
+95618,Existing Customer,48,M,2,Graduate,Single,$60K - $80K,Blue,40,4,5,4,14951.0,1413,13538.0,0.784,3899,68,1.061,0.095,0.00057631,0.99942
+95619,Existing Customer,47,M,3,,Married,$60K - $80K,Blue,36,5,3,2,1591.0,894,697.0,0.786,3698,79,1.026,0.562,0.00020516,0.99979
+95620,Attrited Customer,51,F,2,Doctorate,Divorced,,Blue,40,6,3,4,8930.0,2517,6413.0,0.661,2167,38,0.357,0.282,0.99866,0.00133669
+95621,Existing Customer,36,F,1,Uneducated,Single,,Blue,36,6,3,1,4685.0,1626,3059.0,0.945,4560,81,0.588,0.347,0.00010469,0.9999
+95622,Existing Customer,45,F,5,Post-Graduate,Married,,Blue,29,5,3,1,2555.0,681,1874.0,0.576,4888,78,0.814,0.267,0.00013178,0.99987
+95623,Existing Customer,53,F,1,Graduate,Single,Less than $40K,Blue,43,6,3,2,2172.0,644,1528.0,0.673,4657,82,0.907,0.297,0.00016883,0.99983
+95624,Attrited Customer,54,F,1,Uneducated,Married,,Blue,50,4,0,3,2912.0,0,2912.0,0.621,2465,54,1.077,0.0,0.97066,0.02934
 95625,Existing Customer,53,F,3,Graduate,Married,Less than $40K,Blue,35,4,3,1,3390.0,2180,1210.0,0.877,4585,78,0.95,0.643,0.00011256,0.99989
-95626,Existing Customer,47,F,4,Doctorate,Single,Less than $40K,Blue,36,4,3,2,2193.0,1084,1109.0,0.9740000000000001,4755,81,0.7609999999999999,0.494,0.00027297,0.9997299999999999
-95627,Existing Customer,51,F,2,Graduate,Married,,Blue,36,5,3,3,17412.0,730,16682.0,0.8370000000000001,4997,84,0.615,0.042,0.00030251,0.9997
+95626,Existing Customer,47,F,4,Doctorate,Single,Less than $40K,Blue,36,4,3,2,2193.0,1084,1109.0,0.974,4755,81,0.761,0.494,0.00027297,0.99973
+95627,Existing Customer,51,F,2,Graduate,Married,,Blue,36,5,3,3,17412.0,730,16682.0,0.837,4997,84,0.615,0.042,0.00030251,0.9997
 95628,Existing Customer,40,F,4,College,Single,Less than $40K,Blue,20,4,3,2,2801.0,1731,1070.0,0.644,4568,83,0.93,0.618,0.0001834,0.99982
-95629,Existing Customer,43,M,3,Post-Graduate,Single,$60K - $80K,Blue,31,4,2,1,11186.0,2231,8955.0,0.708,3692,84,0.647,0.19899999999999998,8.381e-05,0.99992
-95630,Existing Customer,50,F,1,Graduate,Single,Less than $40K,Blue,39,4,5,2,2434.0,1340,1094.0,0.6679999999999999,4498,76,0.81,0.551,0.00018857,0.9998100000000001
+95629,Existing Customer,43,M,3,Post-Graduate,Single,$60K - $80K,Blue,31,4,2,1,11186.0,2231,8955.0,0.708,3692,84,0.647,0.199,8.381e-05,0.99992
+95630,Existing Customer,50,F,1,Graduate,Single,Less than $40K,Blue,39,4,5,2,2434.0,1340,1094.0,0.668,4498,76,0.81,0.551,0.00018857,0.99981
 95631,Attrited Customer,53,F,3,Doctorate,Single,,Blue,43,3,3,2,1790.0,1474,316.0,0.595,2128,40,0.429,0.823,0.99631,0.00368792
-95632,Existing Customer,59,F,1,High School,Single,Less than $40K,Blue,53,4,3,3,2716.0,1740,976.0,0.65,4208,69,0.568,0.6409999999999999,0.00027604,0.99972
-95633,Existing Customer,49,F,0,,Single,,Blue,43,6,3,3,2874.0,0,2874.0,0.6759999999999999,4617,89,0.78,0.0,0.00028535,0.99971
-95634,Attrited Customer,47,F,1,Graduate,Married,$40K - $60K,Blue,35,3,3,5,1438.3,0,1438.3,0.809,2276,40,0.5379999999999999,0.0,0.9988100000000001,0.00119106
+95632,Existing Customer,59,F,1,High School,Single,Less than $40K,Blue,53,4,3,3,2716.0,1740,976.0,0.65,4208,69,0.568,0.641,0.00027604,0.99972
+95633,Existing Customer,49,F,0,,Single,,Blue,43,6,3,3,2874.0,0,2874.0,0.676,4617,89,0.78,0.0,0.00028535,0.99971
+95634,Attrited Customer,47,F,1,Graduate,Married,$40K - $60K,Blue,35,3,3,5,1438.3,0,1438.3,0.809,2276,40,0.538,0.0,0.99881,0.00119106
 95635,Existing Customer,56,M,2,Graduate,Single,$60K - $80K,Blue,36,3,2,2,18776.0,0,18776.0,0.81,4464,75,0.596,0.0,0.00011382,0.99989
-95636,Existing Customer,48,F,1,,Married,,Blue,41,3,2,2,1438.3,1197,241.3,0.917,4916,78,0.696,0.8320000000000001,0.00011743,0.9998799999999999
+95636,Existing Customer,48,F,1,,Married,,Blue,41,3,2,2,1438.3,1197,241.3,0.917,4916,78,0.696,0.832,0.00011743,0.99988
 95637,Attrited Customer,55,M,0,High School,Divorced,$80K - $120K,Blue,44,4,3,3,19793.0,2488,17305.0,0.594,2186,44,0.467,0.126,0.99605,0.00394582
 95638,Existing Customer,34,F,4,Graduate,Single,$40K - $60K,Blue,28,5,2,3,2472.0,1899,573.0,0.77,4408,86,0.792,0.768,0.00020077,0.9998
-95639,Existing Customer,58,F,2,High School,Married,,Blue,50,3,2,3,12362.0,0,12362.0,0.635,4537,72,0.636,0.0,0.0001861,0.9998100000000001
-95640,Existing Customer,39,F,2,College,Married,$40K - $60K,Blue,29,5,3,2,1438.3,722,716.3,0.894,4983,53,1.12,0.502,0.00017488,0.9998299999999999
-95641,Existing Customer,47,F,4,Graduate,Married,Less than $40K,Blue,37,4,3,3,3189.0,1863,1326.0,0.77,4805,76,0.9490000000000001,0.584,0.00031726,0.9996799999999999
-95642,Existing Customer,47,F,2,Uneducated,Single,Less than $40K,Blue,41,4,2,2,2092.0,1575,517.0,0.838,5124,70,0.522,0.753,0.00011703,0.9998799999999999
-95643,Existing Customer,37,F,2,High School,Married,$40K - $60K,Blue,26,3,2,3,2946.0,2517,429.0,0.841,5259,89,0.78,0.8540000000000001,0.0001861,0.9998100000000001
-95644,Existing Customer,41,F,4,Uneducated,,$40K - $60K,Blue,29,4,3,2,2430.0,0,2430.0,0.569,4334,71,0.578,0.0,0.00019396,0.9998100000000001
-95645,Existing Customer,50,F,1,Graduate,Married,Less than $40K,Blue,36,3,1,2,4143.0,1888,2255.0,0.561,3940,74,0.805,0.456,5.1696999999999996e-05,0.99995
-95646,Attrited Customer,46,F,1,College,,,Blue,35,5,3,3,2197.0,461,1736.0,0.636,1955,42,0.44799999999999995,0.21,0.99639,0.00360825
-95647,Existing Customer,53,F,2,Uneducated,Single,,Blue,36,5,2,3,9314.0,1761,7553.0,0.562,3696,80,0.778,0.18899999999999997,0.00019683,0.9998
-95648,Attrited Customer,53,F,4,Doctorate,Married,Less than $40K,Blue,37,6,2,2,3719.0,2517,1202.0,0.6659999999999999,2587,43,0.536,0.677,0.99425,0.00575
+95639,Existing Customer,58,F,2,High School,Married,,Blue,50,3,2,3,12362.0,0,12362.0,0.635,4537,72,0.636,0.0,0.0001861,0.99981
+95640,Existing Customer,39,F,2,College,Married,$40K - $60K,Blue,29,5,3,2,1438.3,722,716.3,0.894,4983,53,1.12,0.502,0.00017488,0.99983
+95641,Existing Customer,47,F,4,Graduate,Married,Less than $40K,Blue,37,4,3,3,3189.0,1863,1326.0,0.77,4805,76,0.949,0.584,0.00031726,0.99968
+95642,Existing Customer,47,F,2,Uneducated,Single,Less than $40K,Blue,41,4,2,2,2092.0,1575,517.0,0.838,5124,70,0.522,0.753,0.00011703,0.99988
+95643,Existing Customer,37,F,2,High School,Married,$40K - $60K,Blue,26,3,2,3,2946.0,2517,429.0,0.841,5259,89,0.78,0.854,0.0001861,0.99981
+95644,Existing Customer,41,F,4,Uneducated,,$40K - $60K,Blue,29,4,3,2,2430.0,0,2430.0,0.569,4334,71,0.578,0.0,0.00019396,0.99981
+95645,Existing Customer,50,F,1,Graduate,Married,Less than $40K,Blue,36,3,1,2,4143.0,1888,2255.0,0.561,3940,74,0.805,0.456,5.1697e-05,0.99995
+95646,Attrited Customer,46,F,1,College,,,Blue,35,5,3,3,2197.0,461,1736.0,0.636,1955,42,0.448,0.21,0.99639,0.00360825
+95647,Existing Customer,53,F,2,Uneducated,Single,,Blue,36,5,2,3,9314.0,1761,7553.0,0.562,3696,80,0.778,0.189,0.00019683,0.9998
+95648,Attrited Customer,53,F,4,Doctorate,Married,Less than $40K,Blue,37,6,2,2,3719.0,2517,1202.0,0.666,2587,43,0.536,0.677,0.99425,0.00575
 95649,Attrited Customer,59,F,0,,Married,,Blue,49,5,2,4,6996.0,0,6996.0,0.871,2384,33,0.375,0.0,0.99677,0.00323494
 95650,Attrited Customer,63,M,0,Doctorate,Single,,Blue,47,6,4,3,7306.0,0,7306.0,0.875,2445,43,0.593,0.0,0.9978,0.00219708
 95651,Attrited Customer,41,F,1,Doctorate,Divorced,Less than $40K,Blue,30,3,3,1,2029.0,621,1408.0,1.001,3142,37,0.85,0.306,0.99326,0.00674
-95652,Attrited Customer,51,F,1,Graduate,Married,Less than $40K,Silver,45,6,3,3,13199.0,781,12418.0,0.41100000000000003,1927,44,0.63,0.059000000000000004,0.9961200000000001,0.0038814
-95653,Existing Customer,38,F,2,Graduate,Married,Less than $40K,Blue,29,6,1,1,3304.0,1338,1966.0,0.615,5178,79,0.7559999999999999,0.405,3.3214000000000004e-05,0.99997
-95654,Existing Customer,40,F,3,Doctorate,Married,Less than $40K,Blue,30,6,3,2,3125.0,2041,1084.0,0.675,4372,68,0.659,0.653,0.00027008,0.9997299999999999
+95652,Attrited Customer,51,F,1,Graduate,Married,Less than $40K,Silver,45,6,3,3,13199.0,781,12418.0,0.411,1927,44,0.63,0.059,0.99612,0.0038814
+95653,Existing Customer,38,F,2,Graduate,Married,Less than $40K,Blue,29,6,1,1,3304.0,1338,1966.0,0.615,5178,79,0.756,0.405,3.3214e-05,0.99997
+95654,Existing Customer,40,F,3,Doctorate,Married,Less than $40K,Blue,30,6,3,2,3125.0,2041,1084.0,0.675,4372,68,0.659,0.653,0.00027008,0.99973
 95655,Existing Customer,51,F,2,Doctorate,Single,Less than $40K,Blue,40,3,3,3,1438.3,1153,285.3,0.866,4263,84,0.909,0.802,0.00043772,0.99956
-95656,Existing Customer,41,M,5,Graduate,Single,$80K - $120K,Blue,28,3,2,0,2491.0,1979,512.0,0.629,1911,35,0.75,0.794,4.3347e-05,0.9999600000000001
-95657,Attrited Customer,58,F,0,High School,Single,Less than $40K,Blue,46,5,4,2,1977.0,0,1977.0,0.868,2341,37,0.37,0.0,0.9945200000000001,0.00548
+95656,Existing Customer,41,M,5,Graduate,Single,$80K - $120K,Blue,28,3,2,0,2491.0,1979,512.0,0.629,1911,35,0.75,0.794,4.3347e-05,0.99996
+95657,Attrited Customer,58,F,0,High School,Single,Less than $40K,Blue,46,5,4,2,1977.0,0,1977.0,0.868,2341,37,0.37,0.0,0.99452,0.00548
 95658,Attrited Customer,33,F,2,Graduate,Single,Less than $40K,Blue,24,6,2,3,1806.0,0,1806.0,0.983,2833,43,0.654,0.0,0.9948,0.0052
 95659,Existing Customer,38,F,3,Graduate,Single,Less than $40K,Blue,22,4,3,3,1938.0,1175,763.0,0.85,4606,75,0.875,0.606,0.0003139,0.99969
 95660,Existing Customer,42,F,4,Post-Graduate,Married,Less than $40K,Blue,36,4,2,3,3188.0,2002,1186.0,0.825,4606,83,0.804,0.628,0.00023623,0.99976
-95661,Existing Customer,44,F,2,High School,Single,Less than $40K,Blue,29,6,1,2,2288.0,1505,783.0,0.7879999999999999,4396,68,0.659,0.6579999999999999,5.3541999999999997e-05,0.99995
-95662,Existing Customer,44,F,1,Graduate,,Less than $40K,Blue,32,3,3,3,1780.0,1338,442.0,0.966,4268,87,0.6729999999999999,0.752,0.00028395,0.99972
-95663,Existing Customer,47,F,2,College,Married,,Blue,42,3,3,3,2373.0,1480,893.0,0.631,4228,63,0.6579999999999999,0.624,0.00029411,0.99971
+95661,Existing Customer,44,F,2,High School,Single,Less than $40K,Blue,29,6,1,2,2288.0,1505,783.0,0.788,4396,68,0.659,0.658,5.3542e-05,0.99995
+95662,Existing Customer,44,F,1,Graduate,,Less than $40K,Blue,32,3,3,3,1780.0,1338,442.0,0.966,4268,87,0.673,0.752,0.00028395,0.99972
+95663,Existing Customer,47,F,2,College,Married,,Blue,42,3,3,3,2373.0,1480,893.0,0.631,4228,63,0.658,0.624,0.00029411,0.99971
 95664,Attrited Customer,41,M,4,Uneducated,Married,$80K - $120K,Blue,37,1,2,2,23250.0,0,23250.0,0.564,2205,43,0.654,0.0,0.99192,0.00808
-95665,Attrited Customer,47,M,3,Uneducated,Single,$120K +,Blue,36,3,3,4,34516.0,0,34516.0,0.517,2020,33,0.375,0.0,0.9981899999999999,0.00181217
-95666,Existing Customer,48,M,5,Graduate,Married,$80K - $120K,Blue,42,6,3,3,12882.0,1402,11480.0,0.7829999999999999,4407,84,0.647,0.109,0.00031231,0.99969
+95665,Attrited Customer,47,M,3,Uneducated,Single,$120K +,Blue,36,3,3,4,34516.0,0,34516.0,0.517,2020,33,0.375,0.0,0.99819,0.00181217
+95666,Existing Customer,48,M,5,Graduate,Married,$80K - $120K,Blue,42,6,3,3,12882.0,1402,11480.0,0.783,4407,84,0.647,0.109,0.00031231,0.99969
 95667,Existing Customer,54,M,3,,Married,$60K - $80K,Blue,39,4,3,4,6348.0,798,5550.0,1.042,4135,71,0.972,0.126,0.00058851,0.99941
-95668,Existing Customer,59,F,1,Graduate,,Less than $40K,Blue,36,5,1,3,2621.0,2486,135.0,0.755,4955,78,0.733,0.948,8.6952e-05,0.9999100000000001
-95669,Attrited Customer,33,F,2,Uneducated,,$40K - $60K,Blue,22,4,2,2,1843.0,1293,550.0,0.349,2077,61,0.6940000000000001,0.7020000000000001,0.9915299999999999,0.00847
+95668,Existing Customer,59,F,1,Graduate,,Less than $40K,Blue,36,5,1,3,2621.0,2486,135.0,0.755,4955,78,0.733,0.948,8.6952e-05,0.99991
+95669,Attrited Customer,33,F,2,Uneducated,,$40K - $60K,Blue,22,4,2,2,1843.0,1293,550.0,0.349,2077,61,0.694,0.702,0.99153,0.00847
 95670,Existing Customer,44,F,4,College,Single,Less than $40K,Blue,31,3,3,2,3228.0,0,3228.0,0.747,4524,70,0.667,0.0,0.0001834,0.99982
-95671,Existing Customer,43,F,4,Graduate,Single,$40K - $60K,Blue,35,5,2,2,2303.0,722,1581.0,0.807,4469,80,0.778,0.314,0.00011937,0.9998799999999999
+95671,Existing Customer,43,F,4,Graduate,Single,$40K - $60K,Blue,35,5,2,2,2303.0,722,1581.0,0.807,4469,80,0.778,0.314,0.00011937,0.99988
 95672,Existing Customer,42,M,2,,Single,$80K - $120K,Blue,30,4,2,1,29195.0,892,28303.0,0.565,4411,67,0.763,0.031,7.5449e-05,0.99992
 95673,Attrited Customer,41,F,2,Graduate,Married,$40K - $60K,Blue,36,5,2,4,2990.0,1828,1162.0,0.488,2265,41,0.414,0.611,0.99695,0.00305189
-95674,Existing Customer,55,F,3,High School,Single,$40K - $60K,Blue,42,3,3,2,2873.0,2455,418.0,1.0,4563,72,0.7559999999999999,0.855,0.00018145,0.99982
-95675,Existing Customer,50,M,0,Post-Graduate,Married,$80K - $120K,Blue,36,5,1,3,28253.0,0,28253.0,0.479,4525,67,0.763,0.0,9.3538e-05,0.9999100000000001
-95676,Existing Customer,53,F,3,Graduate,Married,,Blue,45,6,1,3,1882.0,0,1882.0,0.8,5221,87,0.8909999999999999,0.0,9.612600000000001e-05,0.9999
+95674,Existing Customer,55,F,3,High School,Single,$40K - $60K,Blue,42,3,3,2,2873.0,2455,418.0,1.0,4563,72,0.756,0.855,0.00018145,0.99982
+95675,Existing Customer,50,M,0,Post-Graduate,Married,$80K - $120K,Blue,36,5,1,3,28253.0,0,28253.0,0.479,4525,67,0.763,0.0,9.3538e-05,0.99991
+95676,Existing Customer,53,F,3,Graduate,Married,,Blue,45,6,1,3,1882.0,0,1882.0,0.8,5221,87,0.891,0.0,9.6126e-05,0.9999
 95677,Existing Customer,33,M,2,High School,Married,$80K - $120K,Blue,23,6,2,2,1630.0,0,1630.0,0.605,4426,91,0.784,0.0,0.00011065,0.99989
-95678,Existing Customer,51,M,2,,Single,$80K - $120K,Blue,36,3,1,2,4546.0,0,4546.0,0.6509999999999999,3739,53,0.963,0.0,6.054e-05,0.9999399999999999
-95679,Existing Customer,58,F,2,High School,Single,,Blue,46,6,2,2,2395.0,1345,1050.0,0.8109999999999999,4983,84,0.867,0.562,0.00011065,0.99989
-95680,Attrited Customer,45,M,3,High School,,$80K - $120K,Blue,36,4,3,2,3845.0,0,3845.0,0.595,2174,39,0.39299999999999996,0.0,0.9945200000000001,0.00548
-95681,Existing Customer,56,F,3,Graduate,Single,Less than $40K,Blue,36,4,2,2,2836.0,1362,1474.0,0.6609999999999999,4192,90,0.731,0.48,0.00011811,0.9998799999999999
-95682,Attrited Customer,44,F,2,High School,Single,Less than $40K,Blue,31,3,3,3,1506.0,168,1338.0,0.6709999999999999,2312,44,0.467,0.11199999999999999,0.99661,0.00338788
-95683,Existing Customer,48,F,5,Graduate,Single,Less than $40K,Blue,38,5,3,2,1605.0,1300,305.0,0.95,4495,67,0.718,0.81,0.0001857,0.9998100000000001
+95678,Existing Customer,51,M,2,,Single,$80K - $120K,Blue,36,3,1,2,4546.0,0,4546.0,0.651,3739,53,0.963,0.0,6.054e-05,0.99994
+95679,Existing Customer,58,F,2,High School,Single,,Blue,46,6,2,2,2395.0,1345,1050.0,0.811,4983,84,0.867,0.562,0.00011065,0.99989
+95680,Attrited Customer,45,M,3,High School,,$80K - $120K,Blue,36,4,3,2,3845.0,0,3845.0,0.595,2174,39,0.393,0.0,0.99452,0.00548
+95681,Existing Customer,56,F,3,Graduate,Single,Less than $40K,Blue,36,4,2,2,2836.0,1362,1474.0,0.661,4192,90,0.731,0.48,0.00011811,0.99988
+95682,Attrited Customer,44,F,2,High School,Single,Less than $40K,Blue,31,3,3,3,1506.0,168,1338.0,0.671,2312,44,0.467,0.112,0.99661,0.00338788
+95683,Existing Customer,48,F,5,Graduate,Single,Less than $40K,Blue,38,5,3,2,1605.0,1300,305.0,0.95,4495,67,0.718,0.81,0.0001857,0.99981
 95684,Attrited Customer,53,M,1,High School,Single,$80K - $120K,Blue,36,3,2,2,11778.0,0,11778.0,0.603,2147,44,0.375,0.0,0.99046,0.00954
-95685,Existing Customer,55,F,1,High School,Married,Less than $40K,Blue,36,5,1,1,2747.0,0,2747.0,0.8340000000000001,5032,84,0.68,0.0,3.0307e-05,0.99997
-95686,Existing Customer,49,M,3,College,Married,$60K - $80K,Blue,39,5,3,3,2501.0,0,2501.0,0.8320000000000001,4837,87,0.74,0.0,0.00030519,0.99969
-95687,Existing Customer,64,M,1,Graduate,Single,Less than $40K,Blue,52,5,3,2,2563.0,2242,321.0,1.114,3942,84,0.826,0.875,0.00016883,0.9998299999999999
-95688,Attrited Customer,47,M,3,Uneducated,Single,$60K - $80K,Blue,36,3,2,4,1659.0,1544,115.0,0.408,1920,39,0.345,0.9309999999999999,0.9971399999999999,0.00286097
+95685,Existing Customer,55,F,1,High School,Married,Less than $40K,Blue,36,5,1,1,2747.0,0,2747.0,0.834,5032,84,0.68,0.0,3.0307e-05,0.99997
+95686,Existing Customer,49,M,3,College,Married,$60K - $80K,Blue,39,5,3,3,2501.0,0,2501.0,0.832,4837,87,0.74,0.0,0.00030519,0.99969
+95687,Existing Customer,64,M,1,Graduate,Single,Less than $40K,Blue,52,5,3,2,2563.0,2242,321.0,1.114,3942,84,0.826,0.875,0.00016883,0.99983
+95688,Attrited Customer,47,M,3,Uneducated,Single,$60K - $80K,Blue,36,3,2,4,1659.0,1544,115.0,0.408,1920,39,0.345,0.931,0.99714,0.00286097
 95689,Existing Customer,56,F,2,Uneducated,Married,,Blue,43,6,3,2,3068.0,1765,1303.0,0.853,4611,73,0.698,0.575,0.00018494,0.99982
-95690,Existing Customer,60,F,0,College,Divorced,Less than $40K,Blue,50,5,3,2,3426.0,1650,1776.0,0.622,4467,69,1.0290000000000001,0.48200000000000004,0.00015007,0.99985
-95691,Attrited Customer,59,F,1,Graduate,Single,Less than $40K,Blue,49,4,3,4,3214.0,424,2790.0,0.877,2720,53,0.71,0.132,0.9979399999999999,0.00205937
+95690,Existing Customer,60,F,0,College,Divorced,Less than $40K,Blue,50,5,3,2,3426.0,1650,1776.0,0.622,4467,69,1.029,0.482,0.00015007,0.99985
+95691,Attrited Customer,59,F,1,Graduate,Single,Less than $40K,Blue,49,4,3,4,3214.0,424,2790.0,0.877,2720,53,0.71,0.132,0.99794,0.00205937
 95692,Attrited Customer,50,M,2,Graduate,Married,$80K - $120K,Blue,31,3,3,3,12906.0,321,12585.0,0.76,2078,62,0.55,0.025,0.99671,0.00329379
 95693,Attrited Customer,59,F,1,Graduate,Single,,Blue,49,3,4,6,8708.0,1091,7617.0,0.904,2508,49,0.885,0.125,0.99944,0.00056181
-95694,Attrited Customer,52,M,2,,Married,$80K - $120K,Blue,41,6,4,3,7904.0,0,7904.0,0.7120000000000001,2094,32,0.231,0.0,0.9975200000000001,0.00248146
-95695,Existing Customer,48,F,2,Doctorate,Divorced,,Blue,37,6,2,0,4549.0,1313,3236.0,0.777,4782,88,0.66,0.289,6.0759e-05,0.9999399999999999
-95696,Attrited Customer,46,F,3,College,Married,Less than $40K,Blue,36,5,2,2,1438.3,1214,224.3,0.7829999999999999,2445,39,0.444,0.8440000000000001,0.9913700000000001,0.00863
-95697,Existing Customer,49,F,3,High School,Married,Less than $40K,Blue,36,3,1,3,4476.0,1492,2984.0,0.9329999999999999,4603,87,0.706,0.33299999999999996,9.344799999999999e-05,0.9999100000000001
-95698,Existing Customer,44,F,3,College,Divorced,,Blue,38,5,3,2,2002.0,1448,554.0,0.7340000000000001,3406,62,0.632,0.723,0.00018146,0.99982
+95694,Attrited Customer,52,M,2,,Married,$80K - $120K,Blue,41,6,4,3,7904.0,0,7904.0,0.712,2094,32,0.231,0.0,0.99752,0.00248146
+95695,Existing Customer,48,F,2,Doctorate,Divorced,,Blue,37,6,2,0,4549.0,1313,3236.0,0.777,4782,88,0.66,0.289,6.0759e-05,0.99994
+95696,Attrited Customer,46,F,3,College,Married,Less than $40K,Blue,36,5,2,2,1438.3,1214,224.3,0.783,2445,39,0.444,0.844,0.99137,0.00863
+95697,Existing Customer,49,F,3,High School,Married,Less than $40K,Blue,36,3,1,3,4476.0,1492,2984.0,0.933,4603,87,0.706,0.333,9.3448e-05,0.99991
+95698,Existing Customer,44,F,3,College,Divorced,,Blue,38,5,3,2,2002.0,1448,554.0,0.734,3406,62,0.632,0.723,0.00018146,0.99982
 95699,Existing Customer,40,M,4,High School,Married,$80K - $120K,Blue,21,3,2,3,11502.0,2066,9436.0,0.889,4786,85,1.125,0.18,0.00019517,0.9998
-95700,Attrited Customer,44,M,4,Doctorate,Married,$120K +,Blue,39,4,3,2,7924.0,2517,5407.0,0.6629999999999999,2393,37,0.682,0.318,0.99635,0.00364906
-95701,Existing Customer,39,M,1,Graduate,Single,$120K +,Blue,28,4,2,2,16199.0,0,16199.0,0.7709999999999999,4254,82,0.6729999999999999,0.0,0.00010684,0.99989
+95700,Attrited Customer,44,M,4,Doctorate,Married,$120K +,Blue,39,4,3,2,7924.0,2517,5407.0,0.663,2393,37,0.682,0.318,0.99635,0.00364906
+95701,Existing Customer,39,M,1,Graduate,Single,$120K +,Blue,28,4,2,2,16199.0,0,16199.0,0.771,4254,82,0.673,0.0,0.00010684,0.99989
 95702,Existing Customer,43,M,2,Uneducated,Divorced,$80K - $120K,Blue,34,5,3,2,1452.0,0,1452.0,0.97,4571,72,0.846,0.0,0.00018494,0.99982
 95703,Attrited Customer,37,F,3,High School,Single,,Blue,18,4,1,3,2179.0,0,2179.0,0.725,2568,48,0.297,0.0,0.98941,0.01059
-95704,Attrited Customer,35,M,3,Doctorate,Married,$80K - $120K,Blue,30,5,3,4,13590.0,1528,12062.0,0.728,2137,52,0.486,0.11199999999999999,0.99871,0.00128822
-95705,Attrited Customer,31,F,1,,Single,Less than $40K,Blue,20,3,1,2,1695.0,0,1695.0,0.561,2428,43,0.593,0.0,0.9827100000000001,0.01729
-95706,Existing Customer,53,F,4,Graduate,Married,Less than $40K,Blue,46,6,3,3,4430.0,1579,2851.0,0.836,4833,82,0.6729999999999999,0.35600000000000004,0.00031726,0.9996799999999999
+95704,Attrited Customer,35,M,3,Doctorate,Married,$80K - $120K,Blue,30,5,3,4,13590.0,1528,12062.0,0.728,2137,52,0.486,0.112,0.99871,0.00128822
+95705,Attrited Customer,31,F,1,,Single,Less than $40K,Blue,20,3,1,2,1695.0,0,1695.0,0.561,2428,43,0.593,0.0,0.98271,0.01729
+95706,Existing Customer,53,F,4,Graduate,Married,Less than $40K,Blue,46,6,3,3,4430.0,1579,2851.0,0.836,4833,82,0.673,0.356,0.00031726,0.99968
 95707,Existing Customer,49,F,3,Graduate,Married,Less than $40K,Blue,35,3,3,3,2919.0,2032,887.0,0.654,4937,75,0.667,0.696,0.0003139,0.99969
 95708,Existing Customer,49,F,2,Graduate,Married,Less than $40K,Blue,39,3,3,3,2796.0,1035,1761.0,0.664,4869,78,0.857,0.37,0.00030251,0.9997
-95709,Attrited Customer,41,F,2,Graduate,Married,Less than $40K,Blue,31,3,3,3,2580.0,2137,443.0,1.056,2981,40,0.48100000000000004,0.828,0.99671,0.00329379
+95709,Attrited Customer,41,F,2,Graduate,Married,Less than $40K,Blue,31,3,3,3,2580.0,2137,443.0,1.056,2981,40,0.481,0.828,0.99671,0.00329379
 95710,Existing Customer,43,M,1,High School,Single,$60K - $80K,Blue,31,5,3,2,2834.0,1720,1114.0,0.62,4581,70,0.591,0.607,0.00016413,0.99984
-95711,Existing Customer,44,F,3,,Divorced,Less than $40K,Blue,24,4,1,2,2617.0,1508,1109.0,1.393,4400,60,0.818,0.5760000000000001,6.282e-05,0.9999399999999999
-95712,Existing Customer,48,F,4,Graduate,Single,Less than $40K,Blue,41,3,3,2,1522.0,1273,249.0,0.735,5005,77,0.674,0.836,0.00018864,0.9998100000000001
-95713,Attrited Customer,41,M,4,Graduate,,$40K - $60K,Silver,32,4,2,4,16509.0,425,16084.0,0.35600000000000004,1740,43,0.387,0.026000000000000002,0.9967799999999999,0.00322004
-95714,Attrited Customer,40,M,4,High School,,$40K - $60K,Blue,32,1,2,3,7316.0,1335,5981.0,0.563,1849,50,0.47100000000000003,0.182,0.9949,0.0051
-95715,Existing Customer,44,F,2,Uneducated,Single,,Blue,37,5,1,2,7627.0,1742,5885.0,0.7709999999999999,4349,75,0.705,0.228,5.663e-05,0.9999399999999999
-95716,Existing Customer,44,M,3,,Married,$40K - $60K,Blue,36,4,2,3,9465.0,0,9465.0,0.657,3675,59,1.107,0.0,0.00021834,0.9997799999999999
-95717,Existing Customer,48,M,3,College,Married,Less than $40K,Blue,36,3,1,2,8795.0,1318,7477.0,0.563,4681,74,0.682,0.15,5.5564e-05,0.9999399999999999
-95718,Attrited Customer,40,M,2,,Single,$60K - $80K,Blue,27,6,2,3,12283.0,0,12283.0,0.413,1993,41,0.32299999999999995,0.0,0.9952700000000001,0.00472896
-95719,Existing Customer,34,F,2,College,Single,Less than $40K,Blue,20,5,2,3,2715.0,1503,1212.0,0.7040000000000001,4177,68,0.659,0.5539999999999999,0.00018612,0.9998100000000001
-95720,Existing Customer,44,F,3,,Married,,Blue,25,6,1,3,19897.0,2232,17665.0,0.672,3979,63,0.5,0.11199999999999999,0.00010566,0.99989
-95721,Existing Customer,44,F,2,Uneducated,Single,Less than $40K,Blue,36,5,2,2,2097.0,1224,873.0,0.8190000000000001,5059,79,0.6809999999999999,0.584,0.00011703,0.9998799999999999
+95711,Existing Customer,44,F,3,,Divorced,Less than $40K,Blue,24,4,1,2,2617.0,1508,1109.0,1.393,4400,60,0.818,0.576,6.282e-05,0.99994
+95712,Existing Customer,48,F,4,Graduate,Single,Less than $40K,Blue,41,3,3,2,1522.0,1273,249.0,0.735,5005,77,0.674,0.836,0.00018864,0.99981
+95713,Attrited Customer,41,M,4,Graduate,,$40K - $60K,Silver,32,4,2,4,16509.0,425,16084.0,0.356,1740,43,0.387,0.026,0.99678,0.00322004
+95714,Attrited Customer,40,M,4,High School,,$40K - $60K,Blue,32,1,2,3,7316.0,1335,5981.0,0.563,1849,50,0.471,0.182,0.9949,0.0051
+95715,Existing Customer,44,F,2,Uneducated,Single,,Blue,37,5,1,2,7627.0,1742,5885.0,0.771,4349,75,0.705,0.228,5.663e-05,0.99994
+95716,Existing Customer,44,M,3,,Married,$40K - $60K,Blue,36,4,2,3,9465.0,0,9465.0,0.657,3675,59,1.107,0.0,0.00021834,0.99978
+95717,Existing Customer,48,M,3,College,Married,Less than $40K,Blue,36,3,1,2,8795.0,1318,7477.0,0.563,4681,74,0.682,0.15,5.5564e-05,0.99994
+95718,Attrited Customer,40,M,2,,Single,$60K - $80K,Blue,27,6,2,3,12283.0,0,12283.0,0.413,1993,41,0.323,0.0,0.99527,0.00472896
+95719,Existing Customer,34,F,2,College,Single,Less than $40K,Blue,20,5,2,3,2715.0,1503,1212.0,0.704,4177,68,0.659,0.554,0.00018612,0.99981
+95720,Existing Customer,44,F,3,,Married,,Blue,25,6,1,3,19897.0,2232,17665.0,0.672,3979,63,0.5,0.112,0.00010566,0.99989
+95721,Existing Customer,44,F,2,Uneducated,Single,Less than $40K,Blue,36,5,2,2,2097.0,1224,873.0,0.819,5059,79,0.681,0.584,0.00011703,0.99988
 95722,Existing Customer,41,F,2,Graduate,Single,Less than $40K,Blue,30,3,2,2,3028.0,2270,758.0,0.804,4727,78,0.66,0.75,0.00011382,0.99989
-95723,Existing Customer,34,F,2,College,Single,Less than $40K,Blue,22,5,2,0,1695.0,761,934.0,0.797,4905,91,0.75,0.449,4.082e-05,0.9999600000000001
-95724,Attrited Customer,41,F,3,Graduate,Married,Less than $40K,Blue,33,6,3,5,1438.3,0,1438.3,0.305,1813,51,0.759,0.0,0.99892,0.0010775000000000001
-95725,Existing Customer,37,F,1,Graduate,Single,Less than $40K,Blue,28,4,3,3,1438.3,599,839.3,0.897,5136,76,0.9,0.41600000000000004,0.00028395,0.99972
-95726,Attrited Customer,55,M,2,,Divorced,$120K +,Blue,50,5,4,3,24250.0,278,23972.0,0.647,2153,41,0.5770000000000001,0.011000000000000001,0.9975200000000001,0.00248146
+95723,Existing Customer,34,F,2,College,Single,Less than $40K,Blue,22,5,2,0,1695.0,761,934.0,0.797,4905,91,0.75,0.449,4.082e-05,0.99996
+95724,Attrited Customer,41,F,3,Graduate,Married,Less than $40K,Blue,33,6,3,5,1438.3,0,1438.3,0.305,1813,51,0.759,0.0,0.99892,0.0010775
+95725,Existing Customer,37,F,1,Graduate,Single,Less than $40K,Blue,28,4,3,3,1438.3,599,839.3,0.897,5136,76,0.9,0.416,0.00028395,0.99972
+95726,Attrited Customer,55,M,2,,Divorced,$120K +,Blue,50,5,4,3,24250.0,278,23972.0,0.647,2153,41,0.577,0.011,0.99752,0.00248146
 95727,Existing Customer,49,F,2,Graduate,Single,,Blue,38,6,3,3,5076.0,871,4205.0,0.693,4115,72,0.6,0.172,0.00030251,0.9997
-95728,Existing Customer,40,F,2,Graduate,Single,,Blue,27,4,2,3,4438.0,1513,2925.0,0.807,3895,75,0.8290000000000001,0.341,0.00019143,0.9998100000000001
-95729,Existing Customer,36,F,3,College,Single,Less than $40K,Blue,36,5,2,3,1964.0,0,1964.0,0.7759999999999999,4240,60,0.622,0.0,0.00019313,0.9998100000000001
-95730,Existing Customer,53,F,0,High School,Single,Less than $40K,Blue,44,4,1,1,1904.0,886,1018.0,0.695,4798,85,0.809,0.465,2.7706999999999997e-05,0.99997
-95731,Existing Customer,46,F,1,Graduate,Married,$40K - $60K,Blue,26,6,3,0,2933.0,1569,1364.0,0.648,4956,92,0.6729999999999999,0.535,6.2282e-05,0.9999399999999999
-95732,Existing Customer,55,F,0,Graduate,Single,,Blue,44,6,1,3,18202.0,1841,16361.0,0.76,3551,68,0.7,0.10099999999999999,7.9494e-05,0.99992
-95733,Existing Customer,47,M,5,Graduate,Married,$80K - $120K,Silver,36,3,3,1,34516.0,760,33756.0,0.40700000000000003,3756,67,0.5579999999999999,0.022000000000000002,0.00010119,0.9999
+95728,Existing Customer,40,F,2,Graduate,Single,,Blue,27,4,2,3,4438.0,1513,2925.0,0.807,3895,75,0.829,0.341,0.00019143,0.99981
+95729,Existing Customer,36,F,3,College,Single,Less than $40K,Blue,36,5,2,3,1964.0,0,1964.0,0.776,4240,60,0.622,0.0,0.00019313,0.99981
+95730,Existing Customer,53,F,0,High School,Single,Less than $40K,Blue,44,4,1,1,1904.0,886,1018.0,0.695,4798,85,0.809,0.465,2.7707e-05,0.99997
+95731,Existing Customer,46,F,1,Graduate,Married,$40K - $60K,Blue,26,6,3,0,2933.0,1569,1364.0,0.648,4956,92,0.673,0.535,6.2282e-05,0.99994
+95732,Existing Customer,55,F,0,Graduate,Single,,Blue,44,6,1,3,18202.0,1841,16361.0,0.76,3551,68,0.7,0.101,7.9494e-05,0.99992
+95733,Existing Customer,47,M,5,Graduate,Married,$80K - $120K,Silver,36,3,3,1,34516.0,760,33756.0,0.407,3756,67,0.558,0.022,0.00010119,0.9999
 95734,Existing Customer,52,F,3,Graduate,Married,Less than $40K,Blue,44,5,5,3,2421.0,2312,109.0,0.674,4219,69,0.605,0.955,0.0003506,0.99965
 95735,Existing Customer,44,F,2,Doctorate,Divorced,Less than $40K,Blue,34,3,1,2,2406.0,1491,915.0,0.606,4625,91,0.685,0.62,7.9702e-05,0.99992
-95736,Existing Customer,51,F,2,High School,Single,$40K - $60K,Blue,37,5,1,1,2621.0,2426,195.0,0.727,4885,74,1.114,0.9259999999999999,3.2288e-05,0.99997
-95737,Existing Customer,34,F,0,,Married,Less than $40K,Blue,26,5,3,1,2291.0,0,2291.0,0.892,5409,82,0.8220000000000001,0.0,0.00010232,0.9999
-95738,Existing Customer,46,F,4,High School,,$40K - $60K,Blue,38,6,2,0,3645.0,1179,2466.0,0.5589999999999999,4680,87,0.9329999999999999,0.32299999999999995,4.2806e-05,0.9999600000000001
+95736,Existing Customer,51,F,2,High School,Single,$40K - $60K,Blue,37,5,1,1,2621.0,2426,195.0,0.727,4885,74,1.114,0.926,3.2288e-05,0.99997
+95737,Existing Customer,34,F,0,,Married,Less than $40K,Blue,26,5,3,1,2291.0,0,2291.0,0.892,5409,82,0.822,0.0,0.00010232,0.9999
+95738,Existing Customer,46,F,4,High School,,$40K - $60K,Blue,38,6,2,0,3645.0,1179,2466.0,0.559,4680,87,0.933,0.323,4.2806e-05,0.99996
 95739,Existing Customer,37,F,2,Graduate,Single,$40K - $60K,Blue,24,4,3,1,3375.0,1730,1645.0,0.514,4341,64,0.684,0.513,0.00010848,0.99989
-95740,Existing Customer,47,M,3,,Single,$120K +,Blue,42,5,3,2,8856.0,1433,7423.0,0.8109999999999999,5072,77,0.711,0.162,0.00020516,0.99979
-95741,Existing Customer,36,F,5,,Single,Less than $40K,Blue,24,3,1,1,2980.0,2093,887.0,0.522,4132,70,0.667,0.7020000000000001,3.7691e-05,0.9999600000000001
-95742,Existing Customer,47,M,3,Uneducated,Single,$60K - $80K,Blue,36,3,3,2,17656.0,0,17656.0,0.727,4633,71,0.868,0.0,0.00019191,0.9998100000000001
-95743,Attrited Customer,57,F,2,Uneducated,Single,Less than $40K,Blue,50,5,0,3,2475.0,0,2475.0,0.823,2574,43,0.654,0.0,0.97241,0.027589999999999996
-95744,Existing Customer,46,F,4,High School,Single,Less than $40K,Blue,33,3,2,2,3942.0,1711,2231.0,0.61,4622,71,0.614,0.434,0.00011604,0.9998799999999999
-95745,Existing Customer,57,F,1,Graduate,Single,Less than $40K,Blue,36,4,2,3,1771.0,1289,482.0,0.9109999999999999,4813,84,0.867,0.728,0.00017969,0.99982
-95746,Attrited Customer,45,F,3,Graduate,Divorced,,Blue,37,5,2,6,17678.0,0,17678.0,0.7879999999999999,2566,49,0.815,0.0,0.99903,0.00097026
-95747,Existing Customer,50,M,1,Graduate,Married,$120K +,Blue,43,4,5,3,20958.0,0,20958.0,0.769,4425,78,0.696,0.0,0.00031714,0.9996799999999999
-95748,Existing Customer,53,F,4,Graduate,Single,Less than $40K,Blue,46,4,1,2,4117.0,777,3340.0,0.5920000000000001,5218,88,0.6,0.18899999999999997,5.7762e-05,0.9999399999999999
+95740,Existing Customer,47,M,3,,Single,$120K +,Blue,42,5,3,2,8856.0,1433,7423.0,0.811,5072,77,0.711,0.162,0.00020516,0.99979
+95741,Existing Customer,36,F,5,,Single,Less than $40K,Blue,24,3,1,1,2980.0,2093,887.0,0.522,4132,70,0.667,0.702,3.7691e-05,0.99996
+95742,Existing Customer,47,M,3,Uneducated,Single,$60K - $80K,Blue,36,3,3,2,17656.0,0,17656.0,0.727,4633,71,0.868,0.0,0.00019191,0.99981
+95743,Attrited Customer,57,F,2,Uneducated,Single,Less than $40K,Blue,50,5,0,3,2475.0,0,2475.0,0.823,2574,43,0.654,0.0,0.97241,0.02759
+95744,Existing Customer,46,F,4,High School,Single,Less than $40K,Blue,33,3,2,2,3942.0,1711,2231.0,0.61,4622,71,0.614,0.434,0.00011604,0.99988
+95745,Existing Customer,57,F,1,Graduate,Single,Less than $40K,Blue,36,4,2,3,1771.0,1289,482.0,0.911,4813,84,0.867,0.728,0.00017969,0.99982
+95746,Attrited Customer,45,F,3,Graduate,Divorced,,Blue,37,5,2,6,17678.0,0,17678.0,0.788,2566,49,0.815,0.0,0.99903,0.00097026
+95747,Existing Customer,50,M,1,Graduate,Married,$120K +,Blue,43,4,5,3,20958.0,0,20958.0,0.769,4425,78,0.696,0.0,0.00031714,0.99968
+95748,Existing Customer,53,F,4,Graduate,Single,Less than $40K,Blue,46,4,1,2,4117.0,777,3340.0,0.592,5218,88,0.6,0.189,5.7762e-05,0.99994
 95749,Existing Customer,43,F,2,Graduate,Single,$40K - $60K,Silver,39,3,1,2,18524.0,1736,16788.0,0.762,4496,64,0.882,0.094,4.9765e-05,0.99995
-95750,Existing Customer,36,M,4,Post-Graduate,Married,Less than $40K,Blue,26,5,1,1,2222.0,1291,931.0,0.988,4095,88,0.63,0.581,4.0988e-05,0.9999600000000001
+95750,Existing Customer,36,M,4,Post-Graduate,Married,Less than $40K,Blue,26,5,1,1,2222.0,1291,931.0,0.988,4095,88,0.63,0.581,4.0988e-05,0.99996
 95751,Existing Customer,56,F,2,College,Married,Less than $40K,Blue,46,5,3,3,3119.0,1778,1341.0,1.01,4168,63,0.853,0.57,0.00029411,0.99971
-95752,Existing Customer,46,M,3,College,Married,$40K - $60K,Blue,34,5,1,2,1611.0,0,1611.0,0.731,4444,78,0.857,0.0,5.5564e-05,0.9999399999999999
+95752,Existing Customer,46,M,3,College,Married,$40K - $60K,Blue,34,5,1,2,1611.0,0,1611.0,0.731,4444,78,0.857,0.0,5.5564e-05,0.99994
 95753,Attrited Customer,53,F,1,Graduate,Divorced,Less than $40K,Blue,44,3,3,3,4090.0,2517,1573.0,0.562,2016,49,0.69,0.615,0.99649,0.00350838
-95754,Existing Customer,55,M,0,,Single,$60K - $80K,Blue,36,3,3,3,1467.0,0,1467.0,0.7390000000000001,4226,74,0.85,0.0,0.00028535,0.99971
-95755,Existing Customer,52,F,1,Graduate,Married,$40K - $60K,Blue,46,5,1,2,2442.0,1507,935.0,0.631,4535,85,0.809,0.617,5.1696999999999996e-05,0.99995
-95756,Attrited Customer,53,F,1,High School,Married,$40K - $60K,Blue,44,3,3,3,1816.0,0,1816.0,0.884,2474,44,0.6920000000000001,0.0,0.99639,0.00360858
+95754,Existing Customer,55,M,0,,Single,$60K - $80K,Blue,36,3,3,3,1467.0,0,1467.0,0.739,4226,74,0.85,0.0,0.00028535,0.99971
+95755,Existing Customer,52,F,1,Graduate,Married,$40K - $60K,Blue,46,5,1,2,2442.0,1507,935.0,0.631,4535,85,0.809,0.617,5.1697e-05,0.99995
+95756,Attrited Customer,53,F,1,High School,Married,$40K - $60K,Blue,44,3,3,3,1816.0,0,1816.0,0.884,2474,44,0.692,0.0,0.99639,0.00360858
 95757,Existing Customer,40,F,3,High School,Single,Less than $40K,Blue,27,3,3,3,1438.3,0,1438.3,0.845,4332,78,0.696,0.0,0.00030516,0.99969
-95758,Existing Customer,42,M,4,Graduate,Single,$60K - $80K,Blue,35,3,3,1,14958.0,1644,13314.0,0.6859999999999999,4038,68,0.511,0.11,0.00011377,0.99989
-95759,Attrited Customer,43,F,2,Graduate,Married,,Blue,25,4,2,4,21961.0,0,21961.0,0.653,2237,39,0.39299999999999996,0.0,0.99695,0.00305189
-95760,Existing Customer,40,F,3,Uneducated,Single,Less than $40K,Blue,30,5,1,2,1625.0,912,713.0,0.877,3968,73,0.698,0.561,5.8763e-05,0.9999399999999999
-95761,Existing Customer,49,F,0,Post-Graduate,Married,Less than $40K,Blue,36,6,3,3,3007.0,2517,490.0,0.853,4423,67,0.675,0.8370000000000001,0.00030545,0.99969
+95758,Existing Customer,42,M,4,Graduate,Single,$60K - $80K,Blue,35,3,3,1,14958.0,1644,13314.0,0.686,4038,68,0.511,0.11,0.00011377,0.99989
+95759,Attrited Customer,43,F,2,Graduate,Married,,Blue,25,4,2,4,21961.0,0,21961.0,0.653,2237,39,0.393,0.0,0.99695,0.00305189
+95760,Existing Customer,40,F,3,Uneducated,Single,Less than $40K,Blue,30,5,1,2,1625.0,912,713.0,0.877,3968,73,0.698,0.561,5.8763e-05,0.99994
+95761,Existing Customer,49,F,0,Post-Graduate,Married,Less than $40K,Blue,36,6,3,3,3007.0,2517,490.0,0.853,4423,67,0.675,0.837,0.00030545,0.99969
 95762,Existing Customer,47,M,3,,Married,$120K +,Blue,28,3,2,2,11629.0,802,10827.0,0.912,3752,78,0.902,0.069,0.00012982,0.99987
-95763,Attrited Customer,42,F,2,Graduate,,Less than $40K,Blue,32,3,3,3,1507.0,0,1507.0,0.8059999999999999,2528,41,0.64,0.0,0.99671,0.00329379
-95764,Existing Customer,45,F,3,High School,Single,,Blue,36,6,1,2,3111.0,1994,1117.0,0.753,4478,56,0.6970000000000001,0.6409999999999999,5.5558999999999994e-05,0.9999399999999999
-95765,Existing Customer,60,M,1,Graduate,Single,$40K - $60K,Blue,54,6,3,3,1848.0,1408,440.0,0.779,4757,75,0.9229999999999999,0.762,0.00028395,0.99972
-95766,Attrited Customer,44,F,1,Graduate,Single,$40K - $60K,Blue,38,3,2,5,4142.0,2517,1625.0,0.809,2104,44,0.833,0.608,0.9981200000000001,0.00188108
-95767,Existing Customer,46,M,4,High School,Single,$80K - $120K,Blue,36,6,1,2,1438.3,0,1438.3,0.746,4461,71,0.821,0.0,5.6153e-05,0.9999399999999999
+95763,Attrited Customer,42,F,2,Graduate,,Less than $40K,Blue,32,3,3,3,1507.0,0,1507.0,0.806,2528,41,0.64,0.0,0.99671,0.00329379
+95764,Existing Customer,45,F,3,High School,Single,,Blue,36,6,1,2,3111.0,1994,1117.0,0.753,4478,56,0.697,0.641,5.5559e-05,0.99994
+95765,Existing Customer,60,M,1,Graduate,Single,$40K - $60K,Blue,54,6,3,3,1848.0,1408,440.0,0.779,4757,75,0.923,0.762,0.00028395,0.99972
+95766,Attrited Customer,44,F,1,Graduate,Single,$40K - $60K,Blue,38,3,2,5,4142.0,2517,1625.0,0.809,2104,44,0.833,0.608,0.99812,0.00188108
+95767,Existing Customer,46,M,4,High School,Single,$80K - $120K,Blue,36,6,1,2,1438.3,0,1438.3,0.746,4461,71,0.821,0.0,5.6153e-05,0.99994
 95768,Existing Customer,45,F,4,Uneducated,Single,Less than $40K,Blue,39,6,2,3,2202.0,1414,788.0,0.593,4531,77,0.54,0.642,0.00020643,0.99979
-95769,Existing Customer,42,M,4,Graduate,Married,$60K - $80K,Blue,36,4,2,3,3591.0,1749,1842.0,0.733,5079,80,0.905,0.48700000000000004,0.00020077,0.9998
-95770,Attrited Customer,49,M,3,College,Married,$120K +,Blue,43,5,3,3,4781.0,0,4781.0,0.7879999999999999,2451,50,0.667,0.0,0.99674,0.00326498
+95769,Existing Customer,42,M,4,Graduate,Married,$60K - $80K,Blue,36,4,2,3,3591.0,1749,1842.0,0.733,5079,80,0.905,0.487,0.00020077,0.9998
+95770,Attrited Customer,49,M,3,College,Married,$120K +,Blue,43,5,3,3,4781.0,0,4781.0,0.788,2451,50,0.667,0.0,0.99674,0.00326498
 95771,Existing Customer,58,F,0,,Married,Less than $40K,Blue,36,3,3,3,3832.0,1439,2393.0,0.851,4741,88,0.76,0.376,0.00028535,0.99971
-95772,Existing Customer,53,M,3,High School,Married,$120K +,Blue,44,4,2,0,9025.0,1005,8020.0,0.568,4412,87,0.706,0.111,4.2353999999999995e-05,0.9999600000000001
-95773,Existing Customer,44,M,2,Uneducated,Single,$40K - $60K,Blue,28,3,1,2,11627.0,0,11627.0,0.638,3264,67,0.396,0.0,5.663e-05,0.9999399999999999
-95774,Existing Customer,61,F,1,College,Married,,Blue,46,6,2,2,5686.0,0,5686.0,1.0270000000000001,4338,67,0.675,0.0,0.00010387,0.9999
-95775,Existing Customer,49,F,1,,Married,Less than $40K,Blue,40,5,1,3,2636.0,1840,796.0,0.8440000000000001,4056,67,0.8109999999999999,0.698,9.557700000000001e-05,0.9999
+95772,Existing Customer,53,M,3,High School,Married,$120K +,Blue,44,4,2,0,9025.0,1005,8020.0,0.568,4412,87,0.706,0.111,4.2354e-05,0.99996
+95773,Existing Customer,44,M,2,Uneducated,Single,$40K - $60K,Blue,28,3,1,2,11627.0,0,11627.0,0.638,3264,67,0.396,0.0,5.663e-05,0.99994
+95774,Existing Customer,61,F,1,College,Married,,Blue,46,6,2,2,5686.0,0,5686.0,1.027,4338,67,0.675,0.0,0.00010387,0.9999
+95775,Existing Customer,49,F,1,,Married,Less than $40K,Blue,40,5,1,3,2636.0,1840,796.0,0.844,4056,67,0.811,0.698,9.5577e-05,0.9999
 95776,Existing Customer,37,F,4,High School,Single,Less than $40K,Blue,36,6,2,3,1438.3,0,1438.3,0.568,4815,84,0.787,0.0,0.00019517,0.9998
 95777,Existing Customer,43,F,5,High School,Single,Less than $40K,Blue,33,6,2,2,4976.0,866,4110.0,0.985,4317,69,0.568,0.174,0.00011423,0.99989
 95778,Existing Customer,38,F,3,High School,Single,,Blue,24,6,3,3,13951.0,1607,12344.0,0.932,4576,70,0.591,0.115,0.00030516,0.99969
-95779,Existing Customer,44,M,4,High School,Single,$60K - $80K,Blue,40,4,3,2,14370.0,945,13425.0,0.557,4510,79,0.6459999999999999,0.066,0.00018339,0.99982
-95780,Existing Customer,60,M,1,High School,Single,$40K - $60K,Silver,49,5,2,2,21681.0,0,21681.0,0.7040000000000001,3844,75,1.083,0.0,9.384399999999999e-05,0.9999100000000001
+95779,Existing Customer,44,M,4,High School,Single,$60K - $80K,Blue,40,4,3,2,14370.0,945,13425.0,0.557,4510,79,0.646,0.066,0.00018339,0.99982
+95780,Existing Customer,60,M,1,High School,Single,$40K - $60K,Silver,49,5,2,2,21681.0,0,21681.0,0.704,3844,75,1.083,0.0,9.3844e-05,0.99991
 95781,Existing Customer,59,F,0,Post-Graduate,Single,$40K - $60K,Blue,40,5,3,3,2634.0,1644,990.0,1.092,4190,71,0.732,0.624,0.00030545,0.99969
-95782,Existing Customer,37,F,2,High School,Single,$40K - $60K,Blue,27,4,1,2,2204.0,919,1285.0,0.7120000000000001,4555,82,1.0,0.41700000000000004,5.3541999999999997e-05,0.99995
-95783,Existing Customer,48,F,1,,,$40K - $60K,Blue,36,3,1,3,2447.0,1991,456.0,0.7190000000000001,4228,82,0.708,0.8140000000000001,9.557700000000001e-05,0.9999
-95784,Existing Customer,60,F,0,,Single,,Blue,36,3,3,2,3068.0,0,3068.0,0.897,4533,79,0.795,0.0,0.00016966,0.9998299999999999
-95785,Attrited Customer,48,F,3,Graduate,Single,Less than $40K,Blue,43,3,3,4,1502.0,0,1502.0,0.529,2204,36,0.44,0.0,0.9981399999999999,0.00186317
-95786,Existing Customer,39,F,3,Uneducated,Single,,Blue,25,5,3,3,4181.0,1604,2577.0,0.659,3955,74,0.574,0.384,0.00032275,0.9996799999999999
-95787,Existing Customer,52,F,3,High School,Married,Less than $40K,Blue,48,4,2,2,3136.0,1103,2033.0,0.812,4528,81,0.884,0.35200000000000004,0.00011482,0.99989
-95788,Existing Customer,42,F,4,High School,Married,Less than $40K,Blue,35,4,2,2,4478.0,1700,2778.0,0.655,3879,76,1.235,0.38,0.00011604,0.9998799999999999
-95789,Attrited Customer,60,F,1,Uneducated,Single,,Blue,50,3,6,3,7359.0,0,7359.0,0.768,2869,43,0.433,0.0,0.9956799999999999,0.00431907
-95790,Existing Customer,52,M,4,Graduate,Single,$40K - $60K,Blue,46,3,3,2,13090.0,0,13090.0,0.75,3851,78,1.0,0.0,0.00018864,0.9998100000000001
-95791,Existing Customer,44,F,1,High School,Married,$40K - $60K,Blue,35,6,2,2,6849.0,0,6849.0,0.736,3770,82,0.8640000000000001,0.0,0.00010386,0.9999
-95792,Existing Customer,36,F,4,Uneducated,Married,Less than $40K,Blue,36,5,3,0,4228.0,1886,2342.0,1.0759999999999998,4356,74,0.682,0.446,7.1552e-05,0.9999299999999999
-95793,Existing Customer,49,F,3,Graduate,Married,$40K - $60K,Blue,36,3,3,2,5678.0,2082,3596.0,0.83,5092,70,0.7070000000000001,0.36700000000000005,0.00018665,0.9998100000000001
+95782,Existing Customer,37,F,2,High School,Single,$40K - $60K,Blue,27,4,1,2,2204.0,919,1285.0,0.712,4555,82,1.0,0.417,5.3542e-05,0.99995
+95783,Existing Customer,48,F,1,,,$40K - $60K,Blue,36,3,1,3,2447.0,1991,456.0,0.719,4228,82,0.708,0.814,9.5577e-05,0.9999
+95784,Existing Customer,60,F,0,,Single,,Blue,36,3,3,2,3068.0,0,3068.0,0.897,4533,79,0.795,0.0,0.00016966,0.99983
+95785,Attrited Customer,48,F,3,Graduate,Single,Less than $40K,Blue,43,3,3,4,1502.0,0,1502.0,0.529,2204,36,0.44,0.0,0.99814,0.00186317
+95786,Existing Customer,39,F,3,Uneducated,Single,,Blue,25,5,3,3,4181.0,1604,2577.0,0.659,3955,74,0.574,0.384,0.00032275,0.99968
+95787,Existing Customer,52,F,3,High School,Married,Less than $40K,Blue,48,4,2,2,3136.0,1103,2033.0,0.812,4528,81,0.884,0.352,0.00011482,0.99989
+95788,Existing Customer,42,F,4,High School,Married,Less than $40K,Blue,35,4,2,2,4478.0,1700,2778.0,0.655,3879,76,1.235,0.38,0.00011604,0.99988
+95789,Attrited Customer,60,F,1,Uneducated,Single,,Blue,50,3,6,3,7359.0,0,7359.0,0.768,2869,43,0.433,0.0,0.99568,0.00431907
+95790,Existing Customer,52,M,4,Graduate,Single,$40K - $60K,Blue,46,3,3,2,13090.0,0,13090.0,0.75,3851,78,1.0,0.0,0.00018864,0.99981
+95791,Existing Customer,44,F,1,High School,Married,$40K - $60K,Blue,35,6,2,2,6849.0,0,6849.0,0.736,3770,82,0.864,0.0,0.00010386,0.9999
+95792,Existing Customer,36,F,4,Uneducated,Married,Less than $40K,Blue,36,5,3,0,4228.0,1886,2342.0,1.076,4356,74,0.682,0.446,7.1552e-05,0.99993
+95793,Existing Customer,49,F,3,Graduate,Married,$40K - $60K,Blue,36,3,3,2,5678.0,2082,3596.0,0.83,5092,70,0.707,0.367,0.00018665,0.99981
 95794,Existing Customer,42,F,2,High School,Married,Less than $40K,Blue,31,3,5,2,3964.0,1218,2746.0,0.593,4580,75,1.419,0.307,0.0001953,0.9998
-95795,Attrited Customer,48,M,3,Graduate,Married,$80K - $120K,Blue,37,5,2,4,7970.0,2434,5536.0,0.406,1263,27,0.35,0.305,0.9970600000000001,0.00294141
-95796,Existing Customer,36,F,0,College,,,Blue,26,5,3,3,4692.0,0,4692.0,0.8370000000000001,4281,69,0.643,0.0,0.00025239,0.99975
-95797,Attrited Customer,45,F,3,Uneducated,Divorced,Less than $40K,Blue,32,3,2,2,1942.0,0,1942.0,0.366,1853,31,0.107,0.0,0.9918299999999999,0.00817
-95798,Attrited Customer,40,M,4,Graduate,Divorced,$40K - $60K,Blue,28,1,2,3,5821.0,894,4927.0,0.461,2011,42,0.273,0.154,0.9950399999999999,0.00495524
-95799,Existing Customer,48,F,4,Post-Graduate,,Less than $40K,Blue,43,4,1,3,2357.0,1462,895.0,0.7340000000000001,4534,75,1.0270000000000001,0.62,0.00011432,0.99989
-95800,Existing Customer,54,F,0,,Married,,Blue,36,3,1,2,8294.0,696,7598.0,0.8059999999999999,4136,77,1.2,0.084,5.1951000000000005e-05,0.99995
-95801,Existing Customer,32,F,3,Post-Graduate,Married,$40K - $60K,Blue,26,4,3,3,3174.0,2084,1090.0,0.636,4508,83,1.075,0.657,0.00036935,0.9996299999999999
-95802,Existing Customer,34,F,3,Uneducated,Single,Less than $40K,Blue,36,4,3,3,1438.3,0,1438.3,0.7340000000000001,4302,74,0.762,0.0,0.00032275,0.9996799999999999
-95803,Existing Customer,46,F,2,College,Divorced,Less than $40K,Blue,31,6,1,2,1852.0,1428,424.0,0.795,4486,61,0.848,0.7709999999999999,5.3547e-05,0.99995
-95804,Attrited Customer,47,M,3,Uneducated,Single,$40K - $60K,Blue,39,4,3,1,1809.0,457,1352.0,0.703,2169,49,0.485,0.253,0.9914299999999999,0.00857
-95805,Existing Customer,48,F,1,Graduate,Divorced,$40K - $60K,Blue,38,4,1,2,3503.0,1572,1931.0,0.866,4671,93,0.632,0.449,5.1696999999999996e-05,0.99995
+95795,Attrited Customer,48,M,3,Graduate,Married,$80K - $120K,Blue,37,5,2,4,7970.0,2434,5536.0,0.406,1263,27,0.35,0.305,0.99706,0.00294141
+95796,Existing Customer,36,F,0,College,,,Blue,26,5,3,3,4692.0,0,4692.0,0.837,4281,69,0.643,0.0,0.00025239,0.99975
+95797,Attrited Customer,45,F,3,Uneducated,Divorced,Less than $40K,Blue,32,3,2,2,1942.0,0,1942.0,0.366,1853,31,0.107,0.0,0.99183,0.00817
+95798,Attrited Customer,40,M,4,Graduate,Divorced,$40K - $60K,Blue,28,1,2,3,5821.0,894,4927.0,0.461,2011,42,0.273,0.154,0.99504,0.00495524
+95799,Existing Customer,48,F,4,Post-Graduate,,Less than $40K,Blue,43,4,1,3,2357.0,1462,895.0,0.734,4534,75,1.027,0.62,0.00011432,0.99989
+95800,Existing Customer,54,F,0,,Married,,Blue,36,3,1,2,8294.0,696,7598.0,0.806,4136,77,1.2,0.084,5.1951e-05,0.99995
+95801,Existing Customer,32,F,3,Post-Graduate,Married,$40K - $60K,Blue,26,4,3,3,3174.0,2084,1090.0,0.636,4508,83,1.075,0.657,0.00036935,0.99963
+95802,Existing Customer,34,F,3,Uneducated,Single,Less than $40K,Blue,36,4,3,3,1438.3,0,1438.3,0.734,4302,74,0.762,0.0,0.00032275,0.99968
+95803,Existing Customer,46,F,2,College,Divorced,Less than $40K,Blue,31,6,1,2,1852.0,1428,424.0,0.795,4486,61,0.848,0.771,5.3547e-05,0.99995
+95804,Attrited Customer,47,M,3,Uneducated,Single,$40K - $60K,Blue,39,4,3,1,1809.0,457,1352.0,0.703,2169,49,0.485,0.253,0.99143,0.00857
+95805,Existing Customer,48,F,1,Graduate,Divorced,$40K - $60K,Blue,38,4,1,2,3503.0,1572,1931.0,0.866,4671,93,0.632,0.449,5.1697e-05,0.99995
 95806,Existing Customer,52,M,5,Doctorate,Single,$40K - $60K,Silver,39,4,2,2,17835.0,868,16967.0,0.723,4258,58,0.657,0.049,0.00015365,0.99985
-95807,Existing Customer,45,M,2,Uneducated,Married,$120K +,Blue,36,6,2,3,3383.0,1458,1925.0,0.6779999999999999,4897,75,0.562,0.431,0.00019683,0.9998
-95808,Existing Customer,46,F,4,,Single,Less than $40K,Blue,39,4,2,3,7128.0,1457,5671.0,0.5529999999999999,3534,70,0.591,0.204,0.00022068,0.9997799999999999
-95809,Existing Customer,36,F,1,Graduate,Married,Less than $40K,Blue,22,5,2,3,1438.3,790,648.3,0.615,3959,59,0.735,0.5489999999999999,0.00017969,0.99982
+95807,Existing Customer,45,M,2,Uneducated,Married,$120K +,Blue,36,6,2,3,3383.0,1458,1925.0,0.678,4897,75,0.562,0.431,0.00019683,0.9998
+95808,Existing Customer,46,F,4,,Single,Less than $40K,Blue,39,4,2,3,7128.0,1457,5671.0,0.553,3534,70,0.591,0.204,0.00022068,0.99978
+95809,Existing Customer,36,F,1,Graduate,Married,Less than $40K,Blue,22,5,2,3,1438.3,790,648.3,0.615,3959,59,0.735,0.549,0.00017969,0.99982
 95810,Existing Customer,42,F,3,High School,Married,Less than $40K,Blue,33,6,3,2,3815.0,1190,2625.0,0.852,4430,94,0.741,0.312,0.00018145,0.99982
-95811,Existing Customer,39,F,3,Graduate,Married,Less than $40K,Blue,27,3,3,2,1902.0,962,940.0,0.534,4203,69,0.725,0.506,0.00018665,0.9998100000000001
+95811,Existing Customer,39,F,3,Graduate,Married,Less than $40K,Blue,27,3,3,2,1902.0,962,940.0,0.534,4203,69,0.725,0.506,0.00018665,0.99981
 95812,Existing Customer,43,F,1,Uneducated,Divorced,Less than $40K,Blue,36,5,2,3,2077.0,1254,823.0,0.821,4226,75,1.143,0.604,0.00018475,0.99982
-95813,Attrited Customer,48,F,2,Doctorate,Married,Less than $40K,Blue,36,4,3,4,2514.0,2090,424.0,0.8420000000000001,2603,53,0.606,0.831,0.99866,0.00133669
+95813,Attrited Customer,48,F,2,Doctorate,Married,Less than $40K,Blue,36,4,3,4,2514.0,2090,424.0,0.842,2603,53,0.606,0.831,0.99866,0.00133669
 95814,Existing Customer,56,M,4,High School,Single,$80K - $120K,Blue,40,4,3,3,34516.0,0,34516.0,0.846,4714,82,0.745,0.0,0.00030842,0.99969
-95815,Existing Customer,45,F,5,Graduate,Single,Less than $40K,Blue,38,3,3,0,2144.0,1492,652.0,0.96,3859,55,0.5710000000000001,0.696,6.8504e-05,0.9999299999999999
-95816,Existing Customer,65,F,0,High School,Single,Less than $40K,Blue,56,3,3,2,5951.0,2517,3434.0,0.787,4554,83,0.6940000000000001,0.423,0.00015005,0.99985
-95817,Existing Customer,54,F,3,High School,Divorced,,Blue,36,3,5,3,4806.0,0,4806.0,0.8270000000000001,4674,87,0.74,0.0,0.00034083,0.99966
-95818,Existing Customer,42,F,3,Graduate,Single,,Blue,34,3,3,3,16612.0,2517,14095.0,0.602,4697,94,0.8079999999999999,0.152,0.0003139,0.99969
-95819,Existing Customer,53,F,1,Graduate,Married,$40K - $60K,Blue,47,6,2,2,2799.0,0,2799.0,0.6890000000000001,4116,88,0.5710000000000001,0.0,0.00010684,0.99989
+95815,Existing Customer,45,F,5,Graduate,Single,Less than $40K,Blue,38,3,3,0,2144.0,1492,652.0,0.96,3859,55,0.571,0.696,6.8504e-05,0.99993
+95816,Existing Customer,65,F,0,High School,Single,Less than $40K,Blue,56,3,3,2,5951.0,2517,3434.0,0.787,4554,83,0.694,0.423,0.00015005,0.99985
+95817,Existing Customer,54,F,3,High School,Divorced,,Blue,36,3,5,3,4806.0,0,4806.0,0.827,4674,87,0.74,0.0,0.00034083,0.99966
+95818,Existing Customer,42,F,3,Graduate,Single,,Blue,34,3,3,3,16612.0,2517,14095.0,0.602,4697,94,0.808,0.152,0.0003139,0.99969
+95819,Existing Customer,53,F,1,Graduate,Married,$40K - $60K,Blue,47,6,2,2,2799.0,0,2799.0,0.689,4116,88,0.571,0.0,0.00010684,0.99989
 95820,Existing Customer,63,M,0,,Single,$40K - $60K,Silver,54,4,3,3,18064.0,1695,16369.0,0.838,3434,71,0.479,0.094,0.00025783,0.99974
-95821,Existing Customer,49,F,4,Graduate,Married,Less than $40K,Blue,34,3,1,3,2560.0,1430,1130.0,0.7659999999999999,4783,86,0.792,0.5589999999999999,9.7154e-05,0.9999
-95822,Existing Customer,42,F,3,Uneducated,Married,Less than $40K,Blue,36,6,2,2,5821.0,0,5821.0,0.8590000000000001,4591,70,1.188,0.0,0.00012144,0.9998799999999999
-95823,Existing Customer,43,F,5,Uneducated,Single,Less than $40K,Blue,36,4,3,2,2057.0,1279,778.0,0.562,4321,76,0.6890000000000001,0.622,0.00019094,0.9998100000000001
-95824,Existing Customer,49,F,5,High School,Divorced,Less than $40K,Blue,42,5,2,3,1972.0,1489,483.0,0.69,4715,66,0.65,0.755,0.00019213,0.9998100000000001
-95825,Existing Customer,44,M,3,High School,Married,$60K - $80K,Blue,36,6,2,3,2675.0,0,2675.0,0.7,4149,79,0.7170000000000001,0.0,0.00019311,0.9998100000000001
-95826,Existing Customer,48,M,3,Graduate,Married,$40K - $60K,Blue,33,3,1,2,6223.0,2126,4097.0,0.6809999999999999,4518,79,0.795,0.342,5.7151e-05,0.9999399999999999
+95821,Existing Customer,49,F,4,Graduate,Married,Less than $40K,Blue,34,3,1,3,2560.0,1430,1130.0,0.766,4783,86,0.792,0.559,9.7154e-05,0.9999
+95822,Existing Customer,42,F,3,Uneducated,Married,Less than $40K,Blue,36,6,2,2,5821.0,0,5821.0,0.859,4591,70,1.188,0.0,0.00012144,0.99988
+95823,Existing Customer,43,F,5,Uneducated,Single,Less than $40K,Blue,36,4,3,2,2057.0,1279,778.0,0.562,4321,76,0.689,0.622,0.00019094,0.99981
+95824,Existing Customer,49,F,5,High School,Divorced,Less than $40K,Blue,42,5,2,3,1972.0,1489,483.0,0.69,4715,66,0.65,0.755,0.00019213,0.99981
+95825,Existing Customer,44,M,3,High School,Married,$60K - $80K,Blue,36,6,2,3,2675.0,0,2675.0,0.7,4149,79,0.717,0.0,0.00019311,0.99981
+95826,Existing Customer,48,M,3,Graduate,Married,$40K - $60K,Blue,33,3,1,2,6223.0,2126,4097.0,0.681,4518,79,0.795,0.342,5.7151e-05,0.99994
 95827,Existing Customer,44,F,4,High School,Single,,Blue,37,3,3,3,7632.0,0,7632.0,0.557,4498,86,0.623,0.0,0.00030842,0.99969
-95828,Existing Customer,55,F,1,,,Less than $40K,Blue,36,5,2,1,3258.0,2517,741.0,0.985,4960,77,0.75,0.773,7.0819e-05,0.9999299999999999
-95829,Existing Customer,46,M,3,High School,Single,$60K - $80K,Silver,29,4,3,3,34516.0,2040,32476.0,0.764,3754,53,1.038,0.059000000000000004,0.00027574,0.99972
-95830,Existing Customer,49,F,1,High School,Divorced,$40K - $60K,Blue,43,3,3,2,3054.0,845,2209.0,0.731,4460,88,0.6920000000000001,0.27699999999999997,0.00016413,0.99984
+95828,Existing Customer,55,F,1,,,Less than $40K,Blue,36,5,2,1,3258.0,2517,741.0,0.985,4960,77,0.75,0.773,7.0819e-05,0.99993
+95829,Existing Customer,46,M,3,High School,Single,$60K - $80K,Silver,29,4,3,3,34516.0,2040,32476.0,0.764,3754,53,1.038,0.059,0.00027574,0.99972
+95830,Existing Customer,49,F,1,High School,Divorced,$40K - $60K,Blue,43,3,3,2,3054.0,845,2209.0,0.731,4460,88,0.692,0.277,0.00016413,0.99984
 95831,Existing Customer,35,F,2,Doctorate,Single,Less than $40K,Blue,30,5,1,1,1438.3,0,1438.3,1.126,4006,72,0.946,0.0,4.8064e-05,0.99995
-95832,Attrited Customer,50,M,3,Uneducated,Single,$120K +,Blue,36,1,2,3,7970.0,2282,5688.0,0.28,1872,41,0.20600000000000002,0.28600000000000003,0.99513,0.00487126
-95833,Attrited Customer,55,F,1,,Single,Less than $40K,Blue,36,5,2,3,1836.0,572,1264.0,0.758,2400,34,0.789,0.312,0.9949600000000001,0.00504
-95834,Existing Customer,47,M,3,Graduate,,$120K +,Blue,36,3,2,3,9397.0,795,8602.0,0.7490000000000001,5265,98,0.581,0.085,0.00019864,0.9998
-95835,Existing Customer,60,F,0,Uneducated,Married,Less than $40K,Blue,36,4,2,3,1601.0,0,1601.0,0.8290000000000001,4919,69,1.091,0.0,0.00016891,0.9998299999999999
-95836,Existing Customer,45,M,4,High School,Married,$80K - $120K,Blue,36,3,2,3,34516.0,1170,33346.0,0.6779999999999999,3785,64,0.6,0.034,0.00019517,0.9998
-95837,Existing Customer,51,F,1,High School,Married,Less than $40K,Blue,43,5,1,3,1822.0,1114,708.0,0.539,5210,73,0.5529999999999999,0.611,8.453e-05,0.99992
-95838,Existing Customer,41,M,4,High School,Married,Less than $40K,Blue,30,3,2,2,1614.0,700,914.0,0.8420000000000001,4293,87,0.812,0.434,0.00011604,0.9998799999999999
-95839,Existing Customer,54,F,4,,Married,Less than $40K,Blue,41,3,2,0,1491.0,1349,142.0,0.7559999999999999,4365,71,0.732,0.905,4.8401000000000006e-05,0.99995
-95840,Existing Customer,28,F,1,Graduate,Divorced,Less than $40K,Blue,23,4,1,3,2543.0,1156,1387.0,0.6409999999999999,3864,64,0.684,0.455,8.6952e-05,0.9999100000000001
-95841,Existing Customer,50,F,2,College,Divorced,Less than $40K,Blue,36,3,2,3,3462.0,1817,1645.0,0.7170000000000001,4635,65,0.711,0.525,0.00018612,0.9998100000000001
+95832,Attrited Customer,50,M,3,Uneducated,Single,$120K +,Blue,36,1,2,3,7970.0,2282,5688.0,0.28,1872,41,0.206,0.286,0.99513,0.00487126
+95833,Attrited Customer,55,F,1,,Single,Less than $40K,Blue,36,5,2,3,1836.0,572,1264.0,0.758,2400,34,0.789,0.312,0.99496,0.00504
+95834,Existing Customer,47,M,3,Graduate,,$120K +,Blue,36,3,2,3,9397.0,795,8602.0,0.749,5265,98,0.581,0.085,0.00019864,0.9998
+95835,Existing Customer,60,F,0,Uneducated,Married,Less than $40K,Blue,36,4,2,3,1601.0,0,1601.0,0.829,4919,69,1.091,0.0,0.00016891,0.99983
+95836,Existing Customer,45,M,4,High School,Married,$80K - $120K,Blue,36,3,2,3,34516.0,1170,33346.0,0.678,3785,64,0.6,0.034,0.00019517,0.9998
+95837,Existing Customer,51,F,1,High School,Married,Less than $40K,Blue,43,5,1,3,1822.0,1114,708.0,0.539,5210,73,0.553,0.611,8.453e-05,0.99992
+95838,Existing Customer,41,M,4,High School,Married,Less than $40K,Blue,30,3,2,2,1614.0,700,914.0,0.842,4293,87,0.812,0.434,0.00011604,0.99988
+95839,Existing Customer,54,F,4,,Married,Less than $40K,Blue,41,3,2,0,1491.0,1349,142.0,0.756,4365,71,0.732,0.905,4.8401e-05,0.99995
+95840,Existing Customer,28,F,1,Graduate,Divorced,Less than $40K,Blue,23,4,1,3,2543.0,1156,1387.0,0.641,3864,64,0.684,0.455,8.6952e-05,0.99991
+95841,Existing Customer,50,F,2,College,Divorced,Less than $40K,Blue,36,3,2,3,3462.0,1817,1645.0,0.717,4635,65,0.711,0.525,0.00018612,0.99981
 95842,Existing Customer,44,F,3,Graduate,Married,Less than $40K,Blue,36,3,3,1,1699.0,0,1699.0,0.653,5495,87,0.642,0.0,0.00011256,0.99989
-95843,Attrited Customer,46,F,3,Graduate,Married,,Blue,40,3,4,3,13095.0,1836,11259.0,0.43200000000000005,1552,32,0.185,0.14,0.9973700000000001,0.0026282
-95844,Existing Customer,47,M,5,,Single,$60K - $80K,Blue,32,6,2,3,8823.0,2517,6306.0,0.812,4674,85,0.848,0.285,0.00021724,0.9997799999999999
-95845,Existing Customer,48,M,1,Uneducated,Married,$60K - $80K,Blue,42,6,1,1,4429.0,883,3546.0,0.688,4386,63,0.537,0.19899999999999998,3.2055e-05,0.99997
-95846,Attrited Customer,58,F,4,High School,Married,,Blue,48,1,4,3,5396.0,1803,3593.0,0.493,2107,39,0.39299999999999996,0.33399999999999996,0.9973299999999999,0.00267481
-95847,Existing Customer,65,F,0,High School,Single,$40K - $60K,Blue,53,4,1,3,2418.0,2205,213.0,0.84,3918,74,0.51,0.912,7.727899999999999e-05,0.99992
-95848,Existing Customer,56,F,1,Graduate,Single,Less than $40K,Blue,47,5,2,3,2086.0,1792,294.0,0.8590000000000001,5774,84,0.909,0.8590000000000001,0.00017969,0.99982
-95849,Attrited Customer,48,F,3,Graduate,Single,$40K - $60K,Blue,41,5,3,3,1899.0,671,1228.0,0.736,2434,45,0.406,0.353,0.9968299999999999,0.00317458
-95850,Existing Customer,43,M,5,Graduate,Single,$40K - $60K,Blue,31,4,1,2,7564.0,0,7564.0,0.61,4743,82,0.8220000000000001,0.0,5.6861e-05,0.9999399999999999
-95851,Existing Customer,41,M,2,Graduate,Married,$60K - $80K,Blue,31,3,2,2,13116.0,1225,11891.0,0.735,4800,61,0.605,0.09300000000000001,0.00011382,0.99989
-95852,Existing Customer,35,F,4,Doctorate,Married,Less than $40K,Blue,36,3,1,3,1438.3,606,832.3,0.6920000000000001,5062,80,0.818,0.42100000000000004,0.00014059,0.9998600000000001
-95853,Existing Customer,48,F,3,High School,Married,Less than $40K,Blue,36,4,1,2,3716.0,0,3716.0,0.8859999999999999,4833,73,0.521,0.0,5.5558999999999994e-05,0.9999399999999999
-95854,Existing Customer,50,F,1,,Married,Less than $40K,Blue,36,3,5,3,3069.0,1482,1587.0,0.6629999999999999,4351,74,0.721,0.483,0.00034859,0.99965
+95843,Attrited Customer,46,F,3,Graduate,Married,,Blue,40,3,4,3,13095.0,1836,11259.0,0.432,1552,32,0.185,0.14,0.99737,0.0026282
+95844,Existing Customer,47,M,5,,Single,$60K - $80K,Blue,32,6,2,3,8823.0,2517,6306.0,0.812,4674,85,0.848,0.285,0.00021724,0.99978
+95845,Existing Customer,48,M,1,Uneducated,Married,$60K - $80K,Blue,42,6,1,1,4429.0,883,3546.0,0.688,4386,63,0.537,0.199,3.2055e-05,0.99997
+95846,Attrited Customer,58,F,4,High School,Married,,Blue,48,1,4,3,5396.0,1803,3593.0,0.493,2107,39,0.393,0.334,0.99733,0.00267481
+95847,Existing Customer,65,F,0,High School,Single,$40K - $60K,Blue,53,4,1,3,2418.0,2205,213.0,0.84,3918,74,0.51,0.912,7.7279e-05,0.99992
+95848,Existing Customer,56,F,1,Graduate,Single,Less than $40K,Blue,47,5,2,3,2086.0,1792,294.0,0.859,5774,84,0.909,0.859,0.00017969,0.99982
+95849,Attrited Customer,48,F,3,Graduate,Single,$40K - $60K,Blue,41,5,3,3,1899.0,671,1228.0,0.736,2434,45,0.406,0.353,0.99683,0.00317458
+95850,Existing Customer,43,M,5,Graduate,Single,$40K - $60K,Blue,31,4,1,2,7564.0,0,7564.0,0.61,4743,82,0.822,0.0,5.6861e-05,0.99994
+95851,Existing Customer,41,M,2,Graduate,Married,$60K - $80K,Blue,31,3,2,2,13116.0,1225,11891.0,0.735,4800,61,0.605,0.093,0.00011382,0.99989
+95852,Existing Customer,35,F,4,Doctorate,Married,Less than $40K,Blue,36,3,1,3,1438.3,606,832.3,0.692,5062,80,0.818,0.421,0.00014059,0.99986
+95853,Existing Customer,48,F,3,High School,Married,Less than $40K,Blue,36,4,1,2,3716.0,0,3716.0,0.886,4833,73,0.521,0.0,5.5559e-05,0.99994
+95854,Existing Customer,50,F,1,,Married,Less than $40K,Blue,36,3,5,3,3069.0,1482,1587.0,0.663,4351,74,0.721,0.483,0.00034859,0.99965
 95855,Attrited Customer,51,F,1,High School,Single,Less than $40K,Blue,33,6,3,3,2006.0,1608,398.0,1.043,2760,38,0.652,0.802,0.99639,0.00360858
-95856,Existing Customer,45,F,4,High School,Married,$40K - $60K,Blue,36,5,2,1,2948.0,2232,716.0,0.858,3635,79,0.58,0.757,6.9982e-05,0.9999299999999999
-95857,Existing Customer,47,F,3,,Single,Less than $40K,Blue,38,4,2,3,1438.3,0,1438.3,1.001,3511,64,0.882,0.0,0.00021834,0.9997799999999999
+95856,Existing Customer,45,F,4,High School,Married,$40K - $60K,Blue,36,5,2,1,2948.0,2232,716.0,0.858,3635,79,0.58,0.757,6.9982e-05,0.99993
+95857,Existing Customer,47,F,3,,Single,Less than $40K,Blue,38,4,2,3,1438.3,0,1438.3,1.001,3511,64,0.882,0.0,0.00021834,0.99978
 95858,Existing Customer,35,F,1,Uneducated,Married,Less than $40K,Blue,36,3,2,3,1438.3,670,768.3,0.909,4321,83,0.804,0.466,0.00018475,0.99982
 95859,Existing Customer,58,F,3,Graduate,Married,$40K - $60K,Blue,46,5,3,1,4669.0,1913,2756.0,0.591,4363,73,0.973,0.41,0.00011256,0.99989
 95860,Existing Customer,48,F,2,Graduate,Married,Less than $40K,Silver,35,5,2,2,13994.0,0,13994.0,0.57,3299,63,0.853,0.0,0.00010284,0.9999
 95861,Attrited Customer,57,M,2,Graduate,Single,$120K +,Blue,51,3,5,3,8760.0,0,8760.0,0.726,2460,39,0.56,0.0,0.99705,0.00294997
-95862,Existing Customer,53,F,1,High School,Married,Less than $40K,Blue,36,3,2,2,1688.0,0,1688.0,0.6409999999999999,4375,69,0.605,0.0,0.00010386,0.9999
-95863,Existing Customer,46,F,2,College,Married,,Blue,27,6,3,3,9881.0,1794,8087.0,0.5820000000000001,4725,85,0.735,0.182,0.00029411,0.99971
-95864,Existing Customer,39,M,4,Graduate,Single,$60K - $80K,Blue,26,6,2,0,4534.0,917,3617.0,0.84,4211,66,0.61,0.20199999999999999,4.4033000000000003e-05,0.9999600000000001
-95865,Existing Customer,57,F,4,Uneducated,Single,Less than $40K,Blue,51,5,3,3,3545.0,1446,2099.0,0.638,3691,69,0.917,0.408,0.0003262,0.9996700000000001
+95862,Existing Customer,53,F,1,High School,Married,Less than $40K,Blue,36,3,2,2,1688.0,0,1688.0,0.641,4375,69,0.605,0.0,0.00010386,0.9999
+95863,Existing Customer,46,F,2,College,Married,,Blue,27,6,3,3,9881.0,1794,8087.0,0.582,4725,85,0.735,0.182,0.00029411,0.99971
+95864,Existing Customer,39,M,4,Graduate,Single,$60K - $80K,Blue,26,6,2,0,4534.0,917,3617.0,0.84,4211,66,0.61,0.202,4.4033e-05,0.99996
+95865,Existing Customer,57,F,4,Uneducated,Single,Less than $40K,Blue,51,5,3,3,3545.0,1446,2099.0,0.638,3691,69,0.917,0.408,0.0003262,0.99967
 95866,Existing Customer,57,F,2,College,Single,Less than $40K,Blue,49,4,2,2,1857.0,1528,329.0,0.698,4681,71,0.868,0.823,0.00011066,0.99989
-95867,Existing Customer,56,F,4,Uneducated,Single,,Blue,51,5,1,1,3334.0,1272,2062.0,1.12,4284,73,0.5870000000000001,0.382,3.5816e-05,0.9999600000000001
-95868,Attrited Customer,55,F,3,,Single,$40K - $60K,Blue,32,5,3,4,2496.0,1999,497.0,0.7240000000000001,2590,50,0.667,0.8009999999999999,0.9983,0.00169532
-95869,Existing Customer,41,F,3,College,Married,Less than $40K,Blue,37,3,1,2,1438.3,765,673.3,0.644,4053,66,0.6920000000000001,0.532,5.5564e-05,0.9999399999999999
+95867,Existing Customer,56,F,4,Uneducated,Single,,Blue,51,5,1,1,3334.0,1272,2062.0,1.12,4284,73,0.587,0.382,3.5816e-05,0.99996
+95868,Attrited Customer,55,F,3,,Single,$40K - $60K,Blue,32,5,3,4,2496.0,1999,497.0,0.724,2590,50,0.667,0.801,0.9983,0.00169532
+95869,Existing Customer,41,F,3,College,Married,Less than $40K,Blue,37,3,1,2,1438.3,765,673.3,0.644,4053,66,0.692,0.532,5.5564e-05,0.99994
 95870,Attrited Customer,45,F,4,Doctorate,Married,Less than $40K,Blue,27,3,2,2,1438.3,0,1438.3,0.68,2429,38,0.652,0.0,0.99425,0.00575
-95871,Existing Customer,52,M,3,Graduate,Single,$60K - $80K,Blue,46,4,2,2,9357.0,1285,8072.0,0.6940000000000001,4173,77,0.711,0.13699999999999998,0.00011811,0.9998799999999999
-95872,Existing Customer,40,F,2,Graduate,Married,Less than $40K,Blue,36,3,2,3,2423.0,1674,749.0,0.644,4258,80,0.5379999999999999,0.691,0.00019143,0.9998100000000001
+95871,Existing Customer,52,M,3,Graduate,Single,$60K - $80K,Blue,46,4,2,2,9357.0,1285,8072.0,0.694,4173,77,0.711,0.137,0.00011811,0.99988
+95872,Existing Customer,40,F,2,Graduate,Married,Less than $40K,Blue,36,3,2,3,2423.0,1674,749.0,0.644,4258,80,0.538,0.691,0.00019143,0.99981
 95873,Existing Customer,45,F,1,Graduate,Single,$40K - $60K,Blue,36,5,2,2,1936.0,1613,323.0,0.841,4773,80,0.818,0.833,0.00010684,0.99989
-95874,Existing Customer,43,M,1,Graduate,Divorced,$60K - $80K,Blue,25,4,3,3,1783.0,1014,769.0,0.956,3861,81,0.5579999999999999,0.569,0.00028395,0.99972
-95875,Existing Customer,59,F,0,,Married,Less than $40K,Blue,36,4,1,2,1438.3,0,1438.3,0.622,4155,62,0.632,0.0,5.1951000000000005e-05,0.99995
-95876,Existing Customer,56,F,2,Graduate,Single,Less than $40K,Blue,46,4,1,3,1438.3,0,1438.3,0.622,4333,84,0.826,0.0,9.2637e-05,0.9999100000000001
-95877,Existing Customer,44,F,2,Post-Graduate,Married,Less than $40K,Silver,36,6,3,2,10580.0,1023,9557.0,0.907,4721,81,0.8,0.09699999999999999,0.00019124,0.9998100000000001
-95878,Existing Customer,54,F,2,,Single,Less than $40K,Blue,48,5,3,2,4597.0,1316,3281.0,0.6459999999999999,3507,68,0.511,0.28600000000000003,0.00019771,0.9998
-95879,Existing Customer,49,F,4,High School,Married,Less than $40K,Blue,44,4,2,3,1656.0,929,727.0,0.898,4408,79,0.6809999999999999,0.561,0.00019517,0.9998
-95880,Existing Customer,39,F,0,High School,Single,Less than $40K,Blue,23,5,3,2,3279.0,0,3279.0,0.765,5048,75,0.9229999999999999,0.0,0.00015005,0.99985
-95881,Existing Customer,49,F,3,College,Married,$40K - $60K,Blue,44,6,2,3,2578.0,1590,988.0,0.657,4683,89,0.618,0.617,0.00019313,0.9998100000000001
-95882,Existing Customer,44,F,4,Graduate,Married,$40K - $60K,Blue,30,3,3,3,4068.0,0,4068.0,1.121,5161,83,0.7659999999999999,0.0,0.00031726,0.9996799999999999
-95883,Attrited Customer,42,F,4,Graduate,Married,Less than $40K,Blue,36,5,2,3,2128.0,528,1600.0,0.525,2289,41,0.414,0.248,0.9950399999999999,0.00495524
-95884,Attrited Customer,45,F,2,Doctorate,Married,Less than $40K,Blue,31,4,3,4,2704.0,2262,442.0,0.87,2362,39,0.444,0.8370000000000001,0.99866,0.00133669
+95874,Existing Customer,43,M,1,Graduate,Divorced,$60K - $80K,Blue,25,4,3,3,1783.0,1014,769.0,0.956,3861,81,0.558,0.569,0.00028395,0.99972
+95875,Existing Customer,59,F,0,,Married,Less than $40K,Blue,36,4,1,2,1438.3,0,1438.3,0.622,4155,62,0.632,0.0,5.1951e-05,0.99995
+95876,Existing Customer,56,F,2,Graduate,Single,Less than $40K,Blue,46,4,1,3,1438.3,0,1438.3,0.622,4333,84,0.826,0.0,9.2637e-05,0.99991
+95877,Existing Customer,44,F,2,Post-Graduate,Married,Less than $40K,Silver,36,6,3,2,10580.0,1023,9557.0,0.907,4721,81,0.8,0.097,0.00019124,0.99981
+95878,Existing Customer,54,F,2,,Single,Less than $40K,Blue,48,5,3,2,4597.0,1316,3281.0,0.646,3507,68,0.511,0.286,0.00019771,0.9998
+95879,Existing Customer,49,F,4,High School,Married,Less than $40K,Blue,44,4,2,3,1656.0,929,727.0,0.898,4408,79,0.681,0.561,0.00019517,0.9998
+95880,Existing Customer,39,F,0,High School,Single,Less than $40K,Blue,23,5,3,2,3279.0,0,3279.0,0.765,5048,75,0.923,0.0,0.00015005,0.99985
+95881,Existing Customer,49,F,3,College,Married,$40K - $60K,Blue,44,6,2,3,2578.0,1590,988.0,0.657,4683,89,0.618,0.617,0.00019313,0.99981
+95882,Existing Customer,44,F,4,Graduate,Married,$40K - $60K,Blue,30,3,3,3,4068.0,0,4068.0,1.121,5161,83,0.766,0.0,0.00031726,0.99968
+95883,Attrited Customer,42,F,4,Graduate,Married,Less than $40K,Blue,36,5,2,3,2128.0,528,1600.0,0.525,2289,41,0.414,0.248,0.99504,0.00495524
+95884,Attrited Customer,45,F,2,Doctorate,Married,Less than $40K,Blue,31,4,3,4,2704.0,2262,442.0,0.87,2362,39,0.444,0.837,0.99866,0.00133669
 95885,Existing Customer,38,F,3,Post-Graduate,,Less than $40K,Blue,29,4,1,0,1878.0,1247,631.0,0.67,4650,71,0.614,0.664,2.4806e-05,0.99998
 95886,Existing Customer,46,F,3,College,Married,,Blue,40,3,3,3,10600.0,0,10600.0,0.777,4697,67,0.523,0.0,0.00030519,0.99969
-95887,Attrited Customer,58,F,0,Uneducated,Divorced,Less than $40K,Blue,36,3,2,6,9909.0,0,9909.0,0.466,1844,41,0.64,0.0,0.9988600000000001,0.0011409
+95887,Attrited Customer,58,F,0,Uneducated,Divorced,Less than $40K,Blue,36,3,2,6,9909.0,0,9909.0,0.466,1844,41,0.64,0.0,0.99886,0.0011409
 95888,Existing Customer,57,F,1,Graduate,Married,Less than $40K,Blue,50,3,2,3,1665.0,983,682.0,0.889,4420,86,0.72,0.59,0.00017969,0.99982
 95889,Attrited Customer,50,M,1,Graduate,Divorced,$120K +,Blue,42,1,3,2,1656.0,0,1656.0,0.626,2073,44,0.833,0.0,0.99411,0.00589
-95890,Existing Customer,53,M,1,High School,,$80K - $120K,Blue,36,3,3,4,14111.0,1034,13077.0,0.505,2950,64,0.684,0.073,0.00047086,0.9995299999999999
-95891,Existing Customer,52,F,1,Graduate,Married,Less than $40K,Blue,42,4,2,3,2012.0,1230,782.0,0.6679999999999999,3822,68,0.659,0.611,0.00017969,0.99982
-95892,Existing Customer,43,F,2,Post-Graduate,Married,Less than $40K,Blue,31,6,1,1,2837.0,1807,1030.0,0.609,4279,83,0.627,0.637,3.9081999999999996e-05,0.9999600000000001
-95893,Existing Customer,40,F,3,Graduate,Single,Less than $40K,Blue,28,6,2,2,1709.0,0,1709.0,0.685,4981,79,0.975,0.0,0.00011811,0.9998799999999999
-95894,Existing Customer,49,F,1,,Married,Less than $40K,Blue,31,5,2,1,5714.0,868,4846.0,0.636,4331,85,0.7,0.152,7.0819e-05,0.9999299999999999
-95895,Existing Customer,41,M,3,,Married,$60K - $80K,Blue,32,4,1,3,5071.0,1043,4028.0,0.667,3358,62,0.722,0.20600000000000002,0.00010566,0.99989
-95896,Existing Customer,51,M,3,Uneducated,Married,$80K - $120K,Blue,44,3,3,3,24028.0,0,24028.0,0.496,3531,73,0.738,0.0,0.00032275,0.9996799999999999
-95897,Existing Customer,31,F,2,Post-Graduate,,,Blue,13,5,3,3,13882.0,0,13882.0,0.87,4798,82,0.8220000000000001,0.0,0.00035594,0.99964
-95898,Existing Customer,49,F,3,Graduate,,$40K - $60K,Blue,41,3,2,2,3585.0,931,2654.0,0.62,4399,78,0.733,0.26,0.00011811,0.9998799999999999
-95899,Existing Customer,40,M,3,Uneducated,Single,$80K - $120K,Blue,34,4,2,2,9124.0,2126,6998.0,0.449,4564,65,0.5479999999999999,0.233,0.00012144,0.9998799999999999
-95900,Existing Customer,45,F,4,Graduate,Married,,Blue,35,4,2,2,2705.0,0,2705.0,0.736,4749,80,0.778,0.0,0.00011937,0.9998799999999999
-95901,Existing Customer,56,F,1,Graduate,Single,Less than $40K,Blue,36,4,3,2,1936.0,1101,835.0,0.9840000000000001,4578,70,0.892,0.569,0.00016883,0.9998299999999999
-95902,Existing Customer,49,M,3,High School,Married,$80K - $120K,Blue,41,5,2,3,8051.0,2138,5913.0,0.716,4370,83,0.8859999999999999,0.266,0.00019311,0.9998100000000001
-95903,Existing Customer,36,F,1,Graduate,Married,$40K - $60K,Blue,36,5,1,3,3635.0,1617,2018.0,0.828,4045,62,1.067,0.445,8.6952e-05,0.9999100000000001
-95904,Existing Customer,46,F,1,High School,Married,Less than $40K,Blue,37,4,2,2,2532.0,1487,1045.0,0.581,4143,71,1.0290000000000001,0.5870000000000001,0.00010386,0.9999
+95890,Existing Customer,53,M,1,High School,,$80K - $120K,Blue,36,3,3,4,14111.0,1034,13077.0,0.505,2950,64,0.684,0.073,0.00047086,0.99953
+95891,Existing Customer,52,F,1,Graduate,Married,Less than $40K,Blue,42,4,2,3,2012.0,1230,782.0,0.668,3822,68,0.659,0.611,0.00017969,0.99982
+95892,Existing Customer,43,F,2,Post-Graduate,Married,Less than $40K,Blue,31,6,1,1,2837.0,1807,1030.0,0.609,4279,83,0.627,0.637,3.9082e-05,0.99996
+95893,Existing Customer,40,F,3,Graduate,Single,Less than $40K,Blue,28,6,2,2,1709.0,0,1709.0,0.685,4981,79,0.975,0.0,0.00011811,0.99988
+95894,Existing Customer,49,F,1,,Married,Less than $40K,Blue,31,5,2,1,5714.0,868,4846.0,0.636,4331,85,0.7,0.152,7.0819e-05,0.99993
+95895,Existing Customer,41,M,3,,Married,$60K - $80K,Blue,32,4,1,3,5071.0,1043,4028.0,0.667,3358,62,0.722,0.206,0.00010566,0.99989
+95896,Existing Customer,51,M,3,Uneducated,Married,$80K - $120K,Blue,44,3,3,3,24028.0,0,24028.0,0.496,3531,73,0.738,0.0,0.00032275,0.99968
+95897,Existing Customer,31,F,2,Post-Graduate,,,Blue,13,5,3,3,13882.0,0,13882.0,0.87,4798,82,0.822,0.0,0.00035594,0.99964
+95898,Existing Customer,49,F,3,Graduate,,$40K - $60K,Blue,41,3,2,2,3585.0,931,2654.0,0.62,4399,78,0.733,0.26,0.00011811,0.99988
+95899,Existing Customer,40,M,3,Uneducated,Single,$80K - $120K,Blue,34,4,2,2,9124.0,2126,6998.0,0.449,4564,65,0.548,0.233,0.00012144,0.99988
+95900,Existing Customer,45,F,4,Graduate,Married,,Blue,35,4,2,2,2705.0,0,2705.0,0.736,4749,80,0.778,0.0,0.00011937,0.99988
+95901,Existing Customer,56,F,1,Graduate,Single,Less than $40K,Blue,36,4,3,2,1936.0,1101,835.0,0.984,4578,70,0.892,0.569,0.00016883,0.99983
+95902,Existing Customer,49,M,3,High School,Married,$80K - $120K,Blue,41,5,2,3,8051.0,2138,5913.0,0.716,4370,83,0.886,0.266,0.00019311,0.99981
+95903,Existing Customer,36,F,1,Graduate,Married,$40K - $60K,Blue,36,5,1,3,3635.0,1617,2018.0,0.828,4045,62,1.067,0.445,8.6952e-05,0.99991
+95904,Existing Customer,46,F,1,High School,Married,Less than $40K,Blue,37,4,2,2,2532.0,1487,1045.0,0.581,4143,71,1.029,0.587,0.00010386,0.9999
 95905,Existing Customer,54,F,4,,Married,Less than $40K,Blue,41,3,1,3,2028.0,0,2028.0,0.823,4030,78,0.733,0.0,0.00010679,0.99989
-95906,Attrited Customer,42,F,4,Doctorate,Married,Less than $40K,Blue,24,3,2,3,4304.0,0,4304.0,0.183,1788,36,0.091,0.0,0.9965700000000001,0.00342939
-95907,Existing Customer,46,F,3,Graduate,,,Blue,39,4,1,2,6644.0,2082,4562.0,0.915,4659,76,0.8540000000000001,0.313,5.7151e-05,0.9999399999999999
-95908,Existing Customer,45,F,5,Uneducated,Married,Less than $40K,Blue,33,3,1,3,1830.0,650,1180.0,0.7240000000000001,4838,71,0.972,0.355,9.8335e-05,0.9999
+95906,Attrited Customer,42,F,4,Doctorate,Married,Less than $40K,Blue,24,3,2,3,4304.0,0,4304.0,0.183,1788,36,0.091,0.0,0.99657,0.00342939
+95907,Existing Customer,46,F,3,Graduate,,,Blue,39,4,1,2,6644.0,2082,4562.0,0.915,4659,76,0.854,0.313,5.7151e-05,0.99994
+95908,Existing Customer,45,F,5,Uneducated,Married,Less than $40K,Blue,33,3,1,3,1830.0,650,1180.0,0.724,4838,71,0.972,0.355,9.8335e-05,0.9999
 95909,Existing Customer,37,M,2,Uneducated,Married,$120K +,Blue,23,4,3,3,7607.0,2170,5437.0,0.377,4495,77,0.674,0.285,0.00031104,0.99969
-95910,Attrited Customer,55,F,3,Graduate,Single,Less than $40K,Blue,36,3,3,5,2060.0,0,2060.0,0.251,1976,44,0.257,0.0,0.99892,0.0010775000000000001
-95911,Existing Customer,49,F,2,High School,Single,Less than $40K,Blue,40,3,2,2,1438.3,906,532.3,0.541,4457,84,0.7140000000000001,0.63,0.00011065,0.99989
-95912,Existing Customer,41,M,4,High School,Single,$60K - $80K,Blue,28,4,3,3,3126.0,1503,1623.0,0.892,3662,74,0.644,0.48100000000000004,0.00030842,0.99969
-95913,Existing Customer,47,F,4,Post-Graduate,Single,$40K - $60K,Blue,27,4,6,3,6885.0,1611,5274.0,0.955,3804,67,0.861,0.23399999999999999,0.00029469,0.99971
-95914,Attrited Customer,42,M,4,High School,,$60K - $80K,Blue,36,4,3,4,1871.0,0,1871.0,0.73,2593,48,0.5479999999999999,0.0,0.9981,0.00189625
+95910,Attrited Customer,55,F,3,Graduate,Single,Less than $40K,Blue,36,3,3,5,2060.0,0,2060.0,0.251,1976,44,0.257,0.0,0.99892,0.0010775
+95911,Existing Customer,49,F,2,High School,Single,Less than $40K,Blue,40,3,2,2,1438.3,906,532.3,0.541,4457,84,0.714,0.63,0.00011065,0.99989
+95912,Existing Customer,41,M,4,High School,Single,$60K - $80K,Blue,28,4,3,3,3126.0,1503,1623.0,0.892,3662,74,0.644,0.481,0.00030842,0.99969
+95913,Existing Customer,47,F,4,Post-Graduate,Single,$40K - $60K,Blue,27,4,6,3,6885.0,1611,5274.0,0.955,3804,67,0.861,0.234,0.00029469,0.99971
+95914,Attrited Customer,42,M,4,High School,,$60K - $80K,Blue,36,4,3,4,1871.0,0,1871.0,0.73,2593,48,0.548,0.0,0.9981,0.00189625
 95915,Existing Customer,31,F,0,Graduate,Single,Less than $40K,Blue,17,4,2,3,2787.0,1761,1026.0,0.67,4358,89,0.648,0.632,0.00016428,0.99984
-95916,Existing Customer,50,M,2,Post-Graduate,Married,$80K - $120K,Blue,45,6,3,2,1867.0,1478,389.0,0.727,4097,70,0.7070000000000001,0.792,0.00021165,0.99979
-95917,Attrited Customer,41,F,3,,Married,Less than $40K,Blue,32,3,2,3,1438.3,0,1438.3,0.37200000000000005,1852,38,0.31,0.0,0.99544,0.00455805
+95916,Existing Customer,50,M,2,Post-Graduate,Married,$80K - $120K,Blue,45,6,3,2,1867.0,1478,389.0,0.727,4097,70,0.707,0.792,0.00021165,0.99979
+95917,Attrited Customer,41,F,3,,Married,Less than $40K,Blue,32,3,2,3,1438.3,0,1438.3,0.372,1852,38,0.31,0.0,0.99544,0.00455805
 95918,Attrited Customer,47,F,4,Graduate,Single,Less than $40K,Blue,40,6,4,3,2473.0,0,2473.0,0.547,2133,44,0.419,0.0,0.9974,0.00260048
-95919,Existing Customer,40,M,4,Post-Graduate,Single,$40K - $60K,Blue,30,6,3,2,4640.0,1555,3085.0,0.78,3870,70,0.7070000000000001,0.335,0.00022196,0.9997799999999999
-95920,Existing Customer,47,F,4,High School,Married,Less than $40K,Blue,29,6,3,0,2712.0,2411,301.0,0.8440000000000001,5201,82,0.907,0.889,6.765e-05,0.9999299999999999
+95919,Existing Customer,40,M,4,Post-Graduate,Single,$40K - $60K,Blue,30,6,3,2,4640.0,1555,3085.0,0.78,3870,70,0.707,0.335,0.00022196,0.99978
+95920,Existing Customer,47,F,4,High School,Married,Less than $40K,Blue,29,6,3,0,2712.0,2411,301.0,0.844,5201,82,0.907,0.889,6.765e-05,0.99993
 95921,Attrited Customer,46,F,3,Graduate,,,Blue,30,3,2,1,8869.0,0,8869.0,0.413,1935,40,0.429,0.0,0.98616,0.01384
-95922,Attrited Customer,51,F,4,Graduate,Married,,Blue,41,2,3,5,3853.0,696,3157.0,0.882,2443,38,0.583,0.18100000000000002,0.9989299999999999,0.00106612
-95923,Existing Customer,53,F,3,College,Married,Less than $40K,Blue,43,4,2,3,1438.3,721,717.3,0.601,4606,86,0.955,0.501,0.00019313,0.9998100000000001
+95922,Attrited Customer,51,F,4,Graduate,Married,,Blue,41,2,3,5,3853.0,696,3157.0,0.882,2443,38,0.583,0.181,0.99893,0.00106612
+95923,Existing Customer,53,F,3,College,Married,Less than $40K,Blue,43,4,2,3,1438.3,721,717.3,0.601,4606,86,0.955,0.501,0.00019313,0.99981
 95924,Attrited Customer,50,M,3,Post-Graduate,Divorced,$60K - $80K,Blue,36,3,2,3,14409.0,511,13898.0,0.799,2351,39,0.3,0.035,0.99574,0.00425916
-95925,Attrited Customer,59,F,1,High School,Single,$40K - $60K,Blue,36,5,3,3,1665.0,0,1665.0,1.01,2748,40,0.33299999999999996,0.0,0.99639,0.00360858
-95926,Existing Customer,43,F,3,Graduate,Married,Less than $40K,Blue,31,6,1,3,2639.0,0,2639.0,0.892,4892,85,0.7709999999999999,0.0,9.612600000000001e-05,0.9999
-95927,Existing Customer,59,F,2,High School,Married,Less than $40K,Blue,48,6,1,1,2338.0,1566,772.0,0.5329999999999999,3964,69,0.5,0.67,3.2288e-05,0.99997
-95928,Existing Customer,51,F,1,Graduate,Married,Less than $40K,Blue,40,3,3,0,2774.0,1362,1412.0,0.866,4802,91,0.685,0.491,6.2282e-05,0.9999399999999999
-95929,Existing Customer,57,F,1,College,Single,,Blue,46,6,1,1,4283.0,488,3795.0,0.865,4689,65,0.47700000000000004,0.114,3.031e-05,0.99997
-95930,Attrited Customer,47,F,4,Uneducated,Single,,Blue,42,3,4,3,6263.0,2517,3746.0,0.857,2613,50,0.7240000000000001,0.402,0.9974700000000001,0.00252933
+95925,Attrited Customer,59,F,1,High School,Single,$40K - $60K,Blue,36,5,3,3,1665.0,0,1665.0,1.01,2748,40,0.333,0.0,0.99639,0.00360858
+95926,Existing Customer,43,F,3,Graduate,Married,Less than $40K,Blue,31,6,1,3,2639.0,0,2639.0,0.892,4892,85,0.771,0.0,9.6126e-05,0.9999
+95927,Existing Customer,59,F,2,High School,Married,Less than $40K,Blue,48,6,1,1,2338.0,1566,772.0,0.533,3964,69,0.5,0.67,3.2288e-05,0.99997
+95928,Existing Customer,51,F,1,Graduate,Married,Less than $40K,Blue,40,3,3,0,2774.0,1362,1412.0,0.866,4802,91,0.685,0.491,6.2282e-05,0.99994
+95929,Existing Customer,57,F,1,College,Single,,Blue,46,6,1,1,4283.0,488,3795.0,0.865,4689,65,0.477,0.114,3.031e-05,0.99997
+95930,Attrited Customer,47,F,4,Uneducated,Single,,Blue,42,3,4,3,6263.0,2517,3746.0,0.857,2613,50,0.724,0.402,0.99747,0.00252933
 95931,Existing Customer,35,F,2,Graduate,Single,Less than $40K,Blue,23,6,3,3,2317.0,1301,1016.0,0.925,4161,71,1.219,0.562,0.00030251,0.9997
-95932,Existing Customer,55,F,2,College,Divorced,Less than $40K,Blue,43,5,2,1,2239.0,1340,899.0,0.6579999999999999,4540,73,0.5870000000000001,0.598,6.6734e-05,0.9999299999999999
+95932,Existing Customer,55,F,2,College,Divorced,Less than $40K,Blue,43,5,2,1,2239.0,1340,899.0,0.658,4540,73,0.587,0.598,6.6734e-05,0.99993
 95933,Existing Customer,41,F,1,College,Married,Less than $40K,Blue,32,6,3,3,2225.0,0,2225.0,1.06,4917,84,0.75,0.0,0.00027607,0.99972
-95934,Existing Customer,51,F,3,Graduate,Single,Less than $40K,Blue,41,6,2,3,1519.0,1148,371.0,0.767,4927,73,0.738,0.7559999999999999,0.00019864,0.9998
-95935,Existing Customer,48,F,5,Uneducated,Married,,Blue,36,4,2,3,5495.0,2200,3295.0,0.696,5125,85,0.7709999999999999,0.4,0.00020321,0.9998
-95936,Existing Customer,51,F,3,Graduate,Married,Less than $40K,Blue,35,6,1,1,2141.0,1176,965.0,0.746,4317,64,0.778,0.5489999999999999,3.4465e-05,0.99997
-95937,Existing Customer,43,F,2,High School,Married,Less than $40K,Blue,29,4,1,2,2616.0,1786,830.0,0.8759999999999999,5219,63,0.75,0.6829999999999999,5.3541999999999997e-05,0.99995
-95938,Existing Customer,39,F,3,Graduate,Divorced,Less than $40K,Blue,25,3,1,1,5494.0,1356,4138.0,0.46299999999999997,3566,81,0.884,0.247,3.4465e-05,0.99997
-95939,Attrited Customer,52,F,3,High School,Married,Less than $40K,Blue,40,3,5,1,2003.0,1735,268.0,0.855,2343,42,0.355,0.866,0.9918899999999999,0.00811
-95940,Existing Customer,47,F,4,Uneducated,Single,Less than $40K,Blue,36,3,1,2,2092.0,1499,593.0,0.8109999999999999,4130,80,1.162,0.7170000000000001,5.9391e-05,0.9999399999999999
+95934,Existing Customer,51,F,3,Graduate,Single,Less than $40K,Blue,41,6,2,3,1519.0,1148,371.0,0.767,4927,73,0.738,0.756,0.00019864,0.9998
+95935,Existing Customer,48,F,5,Uneducated,Married,,Blue,36,4,2,3,5495.0,2200,3295.0,0.696,5125,85,0.771,0.4,0.00020321,0.9998
+95936,Existing Customer,51,F,3,Graduate,Married,Less than $40K,Blue,35,6,1,1,2141.0,1176,965.0,0.746,4317,64,0.778,0.549,3.4465e-05,0.99997
+95937,Existing Customer,43,F,2,High School,Married,Less than $40K,Blue,29,4,1,2,2616.0,1786,830.0,0.876,5219,63,0.75,0.683,5.3542e-05,0.99995
+95938,Existing Customer,39,F,3,Graduate,Divorced,Less than $40K,Blue,25,3,1,1,5494.0,1356,4138.0,0.463,3566,81,0.884,0.247,3.4465e-05,0.99997
+95939,Attrited Customer,52,F,3,High School,Married,Less than $40K,Blue,40,3,5,1,2003.0,1735,268.0,0.855,2343,42,0.355,0.866,0.99189,0.00811
+95940,Existing Customer,47,F,4,Uneducated,Single,Less than $40K,Blue,36,3,1,2,2092.0,1499,593.0,0.811,4130,80,1.162,0.717,5.9391e-05,0.99994
 95941,Existing Customer,44,M,0,High School,Single,$60K - $80K,Blue,36,6,3,2,6606.0,2517,4089.0,0.825,4493,68,0.659,0.381,0.00015005,0.99985
-95942,Existing Customer,42,F,4,College,Married,,Blue,23,3,3,2,7102.0,0,7102.0,0.599,4083,68,0.7440000000000001,0.0,0.0001834,0.99982
-95943,Existing Customer,51,F,2,,Married,Less than $40K,Silver,36,6,2,3,13812.0,1132,12680.0,0.6990000000000001,3723,56,0.867,0.08199999999999999,0.00019013,0.9998100000000001
-95944,Existing Customer,56,M,1,Graduate,Single,$60K - $80K,Blue,36,5,3,2,7075.0,1676,5399.0,1.268,4160,75,0.667,0.237,0.00016883,0.9998299999999999
-95945,Existing Customer,44,M,1,College,Single,$40K - $60K,Blue,40,6,1,2,4274.0,1680,2594.0,0.78,4820,60,0.765,0.39299999999999996,5.0261000000000005e-05,0.99995
-95946,Existing Customer,47,F,3,High School,Single,Less than $40K,Blue,31,5,1,3,2317.0,0,2317.0,0.57,4894,89,0.8540000000000001,0.0,9.344799999999999e-05,0.9999100000000001
+95942,Existing Customer,42,F,4,College,Married,,Blue,23,3,3,2,7102.0,0,7102.0,0.599,4083,68,0.744,0.0,0.0001834,0.99982
+95943,Existing Customer,51,F,2,,Married,Less than $40K,Silver,36,6,2,3,13812.0,1132,12680.0,0.699,3723,56,0.867,0.082,0.00019013,0.99981
+95944,Existing Customer,56,M,1,Graduate,Single,$60K - $80K,Blue,36,5,3,2,7075.0,1676,5399.0,1.268,4160,75,0.667,0.237,0.00016883,0.99983
+95945,Existing Customer,44,M,1,College,Single,$40K - $60K,Blue,40,6,1,2,4274.0,1680,2594.0,0.78,4820,60,0.765,0.393,5.0261e-05,0.99995
+95946,Existing Customer,47,F,3,High School,Single,Less than $40K,Blue,31,5,1,3,2317.0,0,2317.0,0.57,4894,89,0.854,0.0,9.3448e-05,0.99991
 95947,Attrited Customer,51,F,2,Uneducated,Single,Less than $40K,Blue,36,3,3,3,1438.3,642,796.3,0.405,1939,49,0.4,0.446,0.9968,0.00320374
-95948,Existing Customer,47,M,4,High School,Married,$80K - $120K,Blue,37,5,3,3,2888.0,0,2888.0,0.7170000000000001,4345,75,0.7859999999999999,0.0,0.00030842,0.99969
-95949,Existing Customer,44,F,4,College,Single,,Blue,34,4,1,2,12310.0,670,11640.0,0.8009999999999999,4176,76,0.767,0.054000000000000006,5.6158e-05,0.9999399999999999
+95948,Existing Customer,47,M,4,High School,Married,$80K - $120K,Blue,37,5,3,3,2888.0,0,2888.0,0.717,4345,75,0.786,0.0,0.00030842,0.99969
+95949,Existing Customer,44,F,4,College,Single,,Blue,34,4,1,2,12310.0,670,11640.0,0.801,4176,76,0.767,0.054,5.6158e-05,0.99994
 95950,Existing Customer,48,M,4,,Married,$60K - $80K,Blue,36,4,3,3,1622.0,1249,373.0,0.585,4164,66,0.61,0.77,0.00034872,0.99965
-95951,Attrited Customer,45,F,4,Graduate,Married,Less than $40K,Blue,34,3,2,1,1438.3,0,1438.3,0.685,2153,35,0.34600000000000003,0.0,0.9863,0.0137
+95951,Attrited Customer,45,F,4,Graduate,Married,Less than $40K,Blue,34,3,2,1,1438.3,0,1438.3,0.685,2153,35,0.346,0.0,0.9863,0.0137
 95952,Existing Customer,40,M,3,,Single,$80K - $120K,Blue,23,6,2,2,12559.0,0,12559.0,0.715,4700,71,0.511,0.0,0.00012982,0.99987
-95953,Existing Customer,56,F,1,Uneducated,,$40K - $60K,Blue,46,4,3,3,2929.0,1287,1642.0,0.49700000000000005,3875,67,0.595,0.439,0.00029196,0.99971
-95954,Attrited Customer,48,F,3,,Divorced,Less than $40K,Blue,31,5,2,4,1438.3,0,1438.3,0.5,1897,58,0.706,0.0,0.9973200000000001,0.00267667
-95955,Existing Customer,50,F,1,,Single,Less than $40K,Blue,40,4,1,2,2319.0,1026,1293.0,0.521,4099,74,0.721,0.442,5.6825e-05,0.9999399999999999
-95956,Existing Customer,37,F,2,Uneducated,Married,,Blue,22,4,3,3,7927.0,996,6931.0,0.521,4094,85,0.7709999999999999,0.126,0.00031104,0.99969
-95957,Attrited Customer,55,F,2,Graduate,Divorced,Less than $40K,Blue,50,2,6,3,1720.0,0,1720.0,0.7070000000000001,2719,36,0.44,0.0,0.9958299999999999,0.00416897
-95958,Existing Customer,38,M,3,,Single,$80K - $120K,Blue,30,5,1,3,3642.0,724,2918.0,0.68,4517,79,0.8370000000000001,0.19899999999999998,0.00010566,0.99989
-95959,Existing Customer,49,F,3,High School,Married,$40K - $60K,Blue,44,5,1,2,3881.0,0,3881.0,0.601,4177,66,0.737,0.0,5.5558999999999994e-05,0.9999399999999999
-95960,Existing Customer,47,M,3,Doctorate,,$120K +,Blue,41,6,2,2,6143.0,1151,4992.0,0.866,4330,72,0.895,0.187,0.00017091,0.9998299999999999
-95961,Existing Customer,42,F,1,,Married,Less than $40K,Blue,37,3,3,0,1438.3,0,1438.3,0.72,4154,78,0.8140000000000001,0.0,6.846e-05,0.9999299999999999
-95962,Existing Customer,52,F,4,College,,Less than $40K,Blue,39,6,3,1,2035.0,1343,692.0,0.835,4643,86,0.6859999999999999,0.66,0.00011061,0.99989
+95953,Existing Customer,56,F,1,Uneducated,,$40K - $60K,Blue,46,4,3,3,2929.0,1287,1642.0,0.497,3875,67,0.595,0.439,0.00029196,0.99971
+95954,Attrited Customer,48,F,3,,Divorced,Less than $40K,Blue,31,5,2,4,1438.3,0,1438.3,0.5,1897,58,0.706,0.0,0.99732,0.00267667
+95955,Existing Customer,50,F,1,,Single,Less than $40K,Blue,40,4,1,2,2319.0,1026,1293.0,0.521,4099,74,0.721,0.442,5.6825e-05,0.99994
+95956,Existing Customer,37,F,2,Uneducated,Married,,Blue,22,4,3,3,7927.0,996,6931.0,0.521,4094,85,0.771,0.126,0.00031104,0.99969
+95957,Attrited Customer,55,F,2,Graduate,Divorced,Less than $40K,Blue,50,2,6,3,1720.0,0,1720.0,0.707,2719,36,0.44,0.0,0.99583,0.00416897
+95958,Existing Customer,38,M,3,,Single,$80K - $120K,Blue,30,5,1,3,3642.0,724,2918.0,0.68,4517,79,0.837,0.199,0.00010566,0.99989
+95959,Existing Customer,49,F,3,High School,Married,$40K - $60K,Blue,44,5,1,2,3881.0,0,3881.0,0.601,4177,66,0.737,0.0,5.5559e-05,0.99994
+95960,Existing Customer,47,M,3,Doctorate,,$120K +,Blue,41,6,2,2,6143.0,1151,4992.0,0.866,4330,72,0.895,0.187,0.00017091,0.99983
+95961,Existing Customer,42,F,1,,Married,Less than $40K,Blue,37,3,3,0,1438.3,0,1438.3,0.72,4154,78,0.814,0.0,6.846e-05,0.99993
+95962,Existing Customer,52,F,4,College,,Less than $40K,Blue,39,6,3,1,2035.0,1343,692.0,0.835,4643,86,0.686,0.66,0.00011061,0.99989
 95963,Attrited Customer,47,F,2,High School,Married,Less than $40K,Blue,39,5,3,3,3899.0,0,3899.0,0.718,2182,40,0.429,0.0,0.99661,0.00338788
-95964,Existing Customer,52,F,1,,Single,$40K - $60K,Blue,43,4,2,2,1981.0,1082,899.0,0.584,3913,90,0.731,0.546,0.00011743,0.9998799999999999
-95965,Attrited Customer,50,F,1,Graduate,Single,Less than $40K,Blue,36,1,3,4,2422.0,502,1920.0,0.997,2548,46,0.484,0.207,0.9979399999999999,0.00205937
-95966,Existing Customer,52,M,2,Graduate,Married,$80K - $120K,Blue,43,6,3,3,11964.0,800,11164.0,0.9540000000000001,4853,85,0.848,0.067,0.00030251,0.9997
-95967,Existing Customer,50,F,4,College,Married,,Blue,36,6,4,3,3862.0,0,3862.0,0.578,4058,81,0.723,0.0,0.00037275,0.9996299999999999
+95964,Existing Customer,52,F,1,,Single,$40K - $60K,Blue,43,4,2,2,1981.0,1082,899.0,0.584,3913,90,0.731,0.546,0.00011743,0.99988
+95965,Attrited Customer,50,F,1,Graduate,Single,Less than $40K,Blue,36,1,3,4,2422.0,502,1920.0,0.997,2548,46,0.484,0.207,0.99794,0.00205937
+95966,Existing Customer,52,M,2,Graduate,Married,$80K - $120K,Blue,43,6,3,3,11964.0,800,11164.0,0.954,4853,85,0.848,0.067,0.00030251,0.9997
+95967,Existing Customer,50,F,4,College,Married,,Blue,36,6,4,3,3862.0,0,3862.0,0.578,4058,81,0.723,0.0,0.00037275,0.99963
 95968,Existing Customer,46,M,2,College,Married,$80K - $120K,Blue,36,5,4,2,33142.0,0,33142.0,0.846,4347,63,0.575,0.0,0.00021134,0.99979
-95969,Existing Customer,40,M,2,High School,Single,$120K +,Silver,36,3,4,2,34516.0,1436,33080.0,0.688,3564,73,0.825,0.042,0.00019094,0.9998100000000001
+95969,Existing Customer,40,M,2,High School,Single,$120K +,Silver,36,3,4,2,34516.0,1436,33080.0,0.688,3564,73,0.825,0.042,0.00019094,0.99981
 95970,Attrited Customer,42,F,4,High School,Married,Less than $40K,Blue,32,6,3,3,3454.0,0,3454.0,0.862,2826,39,0.625,0.0,0.99677,0.00323086
-95971,Existing Customer,29,F,2,Graduate,Married,Less than $40K,Blue,25,6,3,2,2732.0,1746,986.0,1.028,4702,85,0.7709999999999999,0.639,0.00017987,0.99982
-95972,Existing Customer,50,M,4,High School,Divorced,$80K - $120K,Blue,45,4,2,2,1687.0,992,695.0,0.721,4342,82,0.7829999999999999,0.588,0.00011604,0.9998799999999999
-95973,Attrited Customer,43,F,3,Graduate,Married,Less than $40K,Blue,36,4,2,4,3523.0,0,3523.0,0.973,3174,44,0.222,0.0,0.9970600000000001,0.00294141
-95974,Existing Customer,40,M,4,Uneducated,Single,$120K +,Blue,36,4,3,2,5773.0,2024,3749.0,0.977,3732,71,0.972,0.35100000000000003,0.00019396,0.9998100000000001
-95975,Attrited Customer,45,F,3,Graduate,Married,,Blue,40,3,5,3,4462.0,706,3756.0,0.8859999999999999,2526,41,0.414,0.158,0.99716,0.00284317
-95976,Existing Customer,35,F,3,Doctorate,Married,Less than $40K,Blue,30,5,2,2,3976.0,1789,2187.0,0.9309999999999999,4419,75,0.8290000000000001,0.45,0.00017091,0.9998299999999999
+95971,Existing Customer,29,F,2,Graduate,Married,Less than $40K,Blue,25,6,3,2,2732.0,1746,986.0,1.028,4702,85,0.771,0.639,0.00017987,0.99982
+95972,Existing Customer,50,M,4,High School,Divorced,$80K - $120K,Blue,45,4,2,2,1687.0,992,695.0,0.721,4342,82,0.783,0.588,0.00011604,0.99988
+95973,Attrited Customer,43,F,3,Graduate,Married,Less than $40K,Blue,36,4,2,4,3523.0,0,3523.0,0.973,3174,44,0.222,0.0,0.99706,0.00294141
+95974,Existing Customer,40,M,4,Uneducated,Single,$120K +,Blue,36,4,3,2,5773.0,2024,3749.0,0.977,3732,71,0.972,0.351,0.00019396,0.99981
+95975,Attrited Customer,45,F,3,Graduate,Married,,Blue,40,3,5,3,4462.0,706,3756.0,0.886,2526,41,0.414,0.158,0.99716,0.00284317
+95976,Existing Customer,35,F,3,Doctorate,Married,Less than $40K,Blue,30,5,2,2,3976.0,1789,2187.0,0.931,4419,75,0.829,0.45,0.00017091,0.99983
 95977,Existing Customer,55,F,3,College,Single,Less than $40K,Blue,36,3,3,3,2679.0,2277,402.0,0.736,4943,85,0.735,0.85,0.00030519,0.99969
 95978,Existing Customer,49,F,4,,Married,$40K - $60K,Blue,29,6,3,2,1564.0,0,1564.0,1.114,5172,78,0.733,0.0,0.00020735,0.99979
-95979,Existing Customer,53,F,2,High School,Single,$40K - $60K,Blue,47,5,2,3,1536.0,728,808.0,0.604,4133,78,0.529,0.474,0.0001861,0.9998100000000001
-95980,Existing Customer,46,M,5,High School,Married,$40K - $60K,Blue,37,6,2,1,2375.0,1196,1179.0,0.6409999999999999,4087,66,0.833,0.504,6.889e-05,0.9999299999999999
+95979,Existing Customer,53,F,2,High School,Single,$40K - $60K,Blue,47,5,2,3,1536.0,728,808.0,0.604,4133,78,0.529,0.474,0.0001861,0.99981
+95980,Existing Customer,46,M,5,High School,Married,$40K - $60K,Blue,37,6,2,1,2375.0,1196,1179.0,0.641,4087,66,0.833,0.504,6.889e-05,0.99993
 95981,Existing Customer,50,F,3,High School,Married,Less than $40K,Blue,42,4,3,3,2719.0,0,2719.0,0.794,4172,65,0.97,0.0,0.00030516,0.99969
-95982,Existing Customer,53,F,4,Graduate,Divorced,$40K - $60K,Blue,45,5,3,1,3369.0,2424,945.0,0.825,5220,78,0.5920000000000001,0.72,0.00011377,0.99989
-95983,Existing Customer,58,F,1,Graduate,Single,Less than $40K,Blue,36,5,1,1,3173.0,1713,1460.0,0.609,3797,75,0.7859999999999999,0.54,3.1176e-05,0.99997
-95984,Existing Customer,47,F,2,High School,,Less than $40K,Blue,36,4,2,2,3139.0,0,3139.0,0.728,4892,95,0.8270000000000001,0.0,0.00011065,0.99989
+95982,Existing Customer,53,F,4,Graduate,Divorced,$40K - $60K,Blue,45,5,3,1,3369.0,2424,945.0,0.825,5220,78,0.592,0.72,0.00011377,0.99989
+95983,Existing Customer,58,F,1,Graduate,Single,Less than $40K,Blue,36,5,1,1,3173.0,1713,1460.0,0.609,3797,75,0.786,0.54,3.1176e-05,0.99997
+95984,Existing Customer,47,F,2,High School,,Less than $40K,Blue,36,4,2,2,3139.0,0,3139.0,0.728,4892,95,0.827,0.0,0.00011065,0.99989
 95985,Attrited Customer,50,F,3,High School,Married,Less than $40K,Blue,33,3,3,4,2140.0,0,2140.0,0.765,2915,50,0.316,0.0,0.99808,0.00191647
-95986,Existing Customer,56,F,3,Uneducated,Single,Less than $40K,Blue,46,4,3,2,2258.0,0,2258.0,0.617,4803,72,0.7140000000000001,0.0,0.00019191,0.9998100000000001
-95987,Existing Customer,48,M,3,Graduate,Married,$40K - $60K,Blue,43,5,1,1,2423.0,1779,644.0,0.503,4035,74,0.805,0.7340000000000001,3.4465e-05,0.99997
-95988,Existing Customer,55,F,1,High School,Single,Less than $40K,Blue,37,4,3,3,2376.0,1969,407.0,0.7879999999999999,4301,79,1.026,0.8290000000000001,0.00027604,0.99972
-95989,Existing Customer,38,M,1,Graduate,Single,Less than $40K,Blue,28,4,5,2,1690.0,1459,231.0,0.667,3928,69,0.643,0.863,0.00018857,0.9998100000000001
-95990,Attrited Customer,46,F,3,High School,Married,$40K - $60K,Blue,34,2,3,2,8583.0,0,8583.0,0.358,1794,31,0.292,0.0,0.9945200000000001,0.00548
-95991,Existing Customer,52,F,3,Graduate,Single,Less than $40K,Blue,34,5,2,1,2996.0,2147,849.0,0.503,4724,66,0.737,0.7170000000000001,7.1226e-05,0.9999299999999999
-95992,Existing Customer,49,F,1,Post-Graduate,Single,,Blue,39,6,3,2,2880.0,1996,884.0,0.7190000000000001,4334,81,0.884,0.693,0.00019866,0.9998
-95993,Existing Customer,48,M,4,Uneducated,Divorced,$80K - $120K,Gold,38,4,3,1,34516.0,1426,33090.0,0.621,4814,71,0.69,0.040999999999999995,0.00013476,0.99987
+95986,Existing Customer,56,F,3,Uneducated,Single,Less than $40K,Blue,46,4,3,2,2258.0,0,2258.0,0.617,4803,72,0.714,0.0,0.00019191,0.99981
+95987,Existing Customer,48,M,3,Graduate,Married,$40K - $60K,Blue,43,5,1,1,2423.0,1779,644.0,0.503,4035,74,0.805,0.734,3.4465e-05,0.99997
+95988,Existing Customer,55,F,1,High School,Single,Less than $40K,Blue,37,4,3,3,2376.0,1969,407.0,0.788,4301,79,1.026,0.829,0.00027604,0.99972
+95989,Existing Customer,38,M,1,Graduate,Single,Less than $40K,Blue,28,4,5,2,1690.0,1459,231.0,0.667,3928,69,0.643,0.863,0.00018857,0.99981
+95990,Attrited Customer,46,F,3,High School,Married,$40K - $60K,Blue,34,2,3,2,8583.0,0,8583.0,0.358,1794,31,0.292,0.0,0.99452,0.00548
+95991,Existing Customer,52,F,3,Graduate,Single,Less than $40K,Blue,34,5,2,1,2996.0,2147,849.0,0.503,4724,66,0.737,0.717,7.1226e-05,0.99993
+95992,Existing Customer,49,F,1,Post-Graduate,Single,,Blue,39,6,3,2,2880.0,1996,884.0,0.719,4334,81,0.884,0.693,0.00019866,0.9998
+95993,Existing Customer,48,M,4,Uneducated,Divorced,$80K - $120K,Gold,38,4,3,1,34516.0,1426,33090.0,0.621,4814,71,0.69,0.041,0.00013476,0.99987
 95994,Existing Customer,36,F,2,Doctorate,Single,,Blue,23,5,2,3,6966.0,905,6061.0,0.755,4855,69,0.5,0.13,0.00027701,0.99972
 95995,Attrited Customer,36,M,3,College,Married,$120K +,Blue,24,2,2,3,11316.0,1599,9717.0,0.713,2595,49,0.361,0.141,0.99485,0.00515
-95996,Existing Customer,38,F,0,High School,Single,Less than $40K,Blue,30,4,2,1,1438.3,1003,435.3,0.629,4247,84,0.7140000000000001,0.6970000000000001,5.7261000000000006e-05,0.9999399999999999
-95997,Existing Customer,44,M,1,Uneducated,Divorced,$120K +,Blue,39,3,2,3,11362.0,0,11362.0,0.6679999999999999,3197,61,0.564,0.0,0.00018475,0.99982
+95996,Existing Customer,38,F,0,High School,Single,Less than $40K,Blue,30,4,2,1,1438.3,1003,435.3,0.629,4247,84,0.714,0.697,5.7261e-05,0.99994
+95997,Existing Customer,44,M,1,Uneducated,Divorced,$120K +,Blue,39,3,2,3,11362.0,0,11362.0,0.668,3197,61,0.564,0.0,0.00018475,0.99982
 95998,Attrited Customer,52,F,0,Doctorate,Married,,Blue,46,6,4,3,7210.0,0,7210.0,0.769,2516,36,0.8,0.0,0.9978,0.00219708
-95999,Existing Customer,55,F,4,College,Single,,Blue,36,5,3,3,7790.0,753,7037.0,0.968,4835,84,0.826,0.09699999999999999,0.00030845,0.99969
-96000,Existing Customer,37,F,2,,Married,Less than $40K,Blue,18,3,3,1,2023.0,1587,436.0,0.647,4391,79,0.8370000000000001,0.784,0.00011924,0.9998799999999999
+95999,Existing Customer,55,F,4,College,Single,,Blue,36,5,3,3,7790.0,753,7037.0,0.968,4835,84,0.826,0.097,0.00030845,0.99969
+96000,Existing Customer,37,F,2,,Married,Less than $40K,Blue,18,3,3,1,2023.0,1587,436.0,0.647,4391,79,0.837,0.784,0.00011924,0.99988
 96001,Existing Customer,51,F,3,Graduate,Married,$40K - $60K,Blue,45,5,2,3,9117.0,1259,7858.0,0.88,3837,75,0.705,0.138,0.00019864,0.9998
 96002,Existing Customer,41,F,2,Doctorate,,Less than $40K,Blue,36,4,1,2,1801.0,940,861.0,0.594,3797,74,0.721,0.522,7.9702e-05,0.99992
-96003,Existing Customer,51,M,2,High School,Married,$60K - $80K,Blue,37,6,6,3,8787.0,1087,7700.0,0.9740000000000001,4537,75,1.273,0.124,0.00023216,0.99977
-96004,Existing Customer,40,M,4,Graduate,Married,$60K - $80K,Silver,36,6,1,3,27436.0,642,26794.0,0.705,4051,81,0.7609999999999999,0.023,8.7785e-05,0.9999100000000001
+96003,Existing Customer,51,M,2,High School,Married,$60K - $80K,Blue,37,6,6,3,8787.0,1087,7700.0,0.974,4537,75,1.273,0.124,0.00023216,0.99977
+96004,Existing Customer,40,M,4,Graduate,Married,$60K - $80K,Silver,36,6,1,3,27436.0,642,26794.0,0.705,4051,81,0.761,0.023,8.7785e-05,0.99991
 96005,Existing Customer,65,F,2,Doctorate,Single,Less than $40K,Blue,53,6,3,2,2195.0,1917,278.0,0.535,4205,65,0.625,0.873,0.00026028,0.99974
-96006,Existing Customer,46,M,4,College,Married,$80K - $120K,Blue,34,5,3,2,13734.0,568,13166.0,0.7190000000000001,4283,67,0.861,0.040999999999999995,0.0001834,0.99982
-96007,Existing Customer,45,M,4,Graduate,Married,$60K - $80K,Blue,34,6,2,3,2731.0,1868,863.0,0.5329999999999999,3915,66,0.65,0.684,0.00020077,0.9998
-96008,Existing Customer,49,M,3,Graduate,Single,$80K - $120K,Blue,45,3,2,0,2453.0,1534,919.0,0.785,4185,66,0.784,0.625,4.3568e-05,0.9999600000000001
+96006,Existing Customer,46,M,4,College,Married,$80K - $120K,Blue,34,5,3,2,13734.0,568,13166.0,0.719,4283,67,0.861,0.041,0.0001834,0.99982
+96007,Existing Customer,45,M,4,Graduate,Married,$60K - $80K,Blue,34,6,2,3,2731.0,1868,863.0,0.533,3915,66,0.65,0.684,0.00020077,0.9998
+96008,Existing Customer,49,M,3,Graduate,Single,$80K - $120K,Blue,45,3,2,0,2453.0,1534,919.0,0.785,4185,66,0.784,0.625,4.3568e-05,0.99996
 96009,Existing Customer,49,M,3,,Married,$60K - $80K,Blue,36,6,3,3,7451.0,1542,5909.0,0.684,4960,97,0.565,0.207,0.00034503,0.99965
 96010,Existing Customer,41,F,3,High School,Married,$40K - $60K,Blue,35,3,3,3,2644.0,1794,850.0,0.863,4081,72,0.8,0.679,0.00030516,0.99969
-96011,Attrited Customer,41,M,4,Graduate,Married,$80K - $120K,Silver,28,3,2,3,34516.0,825,33691.0,0.616,2022,52,0.733,0.024,0.9945200000000001,0.00548
-96012,Existing Customer,41,M,5,Graduate,Married,$60K - $80K,Blue,36,4,4,3,4575.0,1344,3231.0,0.46,4726,64,0.561,0.294,0.00037742,0.9996200000000001
+96011,Attrited Customer,41,M,4,Graduate,Married,$80K - $120K,Silver,28,3,2,3,34516.0,825,33691.0,0.616,2022,52,0.733,0.024,0.99452,0.00548
+96012,Existing Customer,41,M,5,Graduate,Married,$60K - $80K,Blue,36,4,4,3,4575.0,1344,3231.0,0.46,4726,64,0.561,0.294,0.00037742,0.99962
 96013,Existing Customer,51,F,1,College,Single,Less than $40K,Blue,45,3,3,2,4860.0,1772,3088.0,0.561,4329,80,0.86,0.365,0.00016415,0.99984
-96014,Existing Customer,46,F,2,Graduate,Married,Less than $40K,Blue,40,6,4,2,1438.3,510,928.3,0.711,3399,66,0.784,0.355,0.00021738,0.9997799999999999
-96015,Attrited Customer,37,F,2,,Single,Less than $40K,Blue,25,3,2,4,1690.0,0,1690.0,0.69,2645,60,0.622,0.0,0.9972200000000001,0.00277723
+96014,Existing Customer,46,F,2,Graduate,Married,Less than $40K,Blue,40,6,4,2,1438.3,510,928.3,0.711,3399,66,0.784,0.355,0.00021738,0.99978
+96015,Attrited Customer,37,F,2,,Single,Less than $40K,Blue,25,3,2,4,1690.0,0,1690.0,0.69,2645,60,0.622,0.0,0.99722,0.00277723
 96016,Existing Customer,39,M,5,Uneducated,Married,$40K - $60K,Blue,36,4,2,3,1438.3,0,1438.3,0.677,4596,82,0.745,0.0,0.00020321,0.9998
-96017,Existing Customer,46,M,5,Uneducated,Single,$60K - $80K,Blue,36,3,3,2,24512.0,766,23746.0,0.509,4561,78,0.368,0.031,0.00019094,0.9998100000000001
-96018,Attrited Customer,43,F,3,High School,Single,$40K - $60K,Blue,34,1,3,2,1654.0,1474,180.0,0.586,2086,47,0.621,0.8909999999999999,0.9945200000000001,0.00548
-96019,Existing Customer,63,M,1,Graduate,Single,$80K - $120K,Blue,55,6,1,2,21430.0,0,21430.0,0.511,3561,57,0.6759999999999999,0.0,5.1696999999999996e-05,0.99995
+96017,Existing Customer,46,M,5,Uneducated,Single,$60K - $80K,Blue,36,3,3,2,24512.0,766,23746.0,0.509,4561,78,0.368,0.031,0.00019094,0.99981
+96018,Attrited Customer,43,F,3,High School,Single,$40K - $60K,Blue,34,1,3,2,1654.0,1474,180.0,0.586,2086,47,0.621,0.891,0.99452,0.00548
+96019,Existing Customer,63,M,1,Graduate,Single,$80K - $120K,Blue,55,6,1,2,21430.0,0,21430.0,0.511,3561,57,0.676,0.0,5.1697e-05,0.99995
 96020,Existing Customer,50,M,1,Graduate,Married,$120K +,Silver,38,4,3,3,34516.0,1915,32601.0,0.625,3828,65,1.321,0.055,0.00025657,0.99974
-96021,Existing Customer,37,M,4,Uneducated,Married,$40K - $60K,Blue,27,6,3,2,1438.3,759,679.3,0.858,4446,86,0.72,0.528,0.00019396,0.9998100000000001
-96022,Existing Customer,33,F,2,Doctorate,Single,Less than $40K,Blue,36,5,2,3,2800.0,1559,1241.0,0.598,4253,83,0.6940000000000001,0.557,0.00027701,0.99972
-96023,Existing Customer,44,M,4,Post-Graduate,Married,$60K - $80K,Blue,36,3,2,2,3117.0,1400,1717.0,0.9129999999999999,4391,85,0.809,0.449,0.00014046,0.9998600000000001
-96024,Existing Customer,44,M,2,Uneducated,Married,$80K - $120K,Blue,34,6,3,3,2558.0,2016,542.0,0.8059999999999999,3792,78,0.5,0.7879999999999999,0.00031104,0.99969
-96025,Attrited Customer,47,M,3,High School,Married,$60K - $80K,Blue,39,2,3,2,10061.0,0,10061.0,0.787,2802,52,0.529,0.0,0.9945200000000001,0.00548
-96026,Existing Customer,45,F,4,Graduate,,,Blue,36,4,1,3,3416.0,727,2689.0,0.58,4121,83,0.7290000000000001,0.213,9.7154e-05,0.9999
+96021,Existing Customer,37,M,4,Uneducated,Married,$40K - $60K,Blue,27,6,3,2,1438.3,759,679.3,0.858,4446,86,0.72,0.528,0.00019396,0.99981
+96022,Existing Customer,33,F,2,Doctorate,Single,Less than $40K,Blue,36,5,2,3,2800.0,1559,1241.0,0.598,4253,83,0.694,0.557,0.00027701,0.99972
+96023,Existing Customer,44,M,4,Post-Graduate,Married,$60K - $80K,Blue,36,3,2,2,3117.0,1400,1717.0,0.913,4391,85,0.809,0.449,0.00014046,0.99986
+96024,Existing Customer,44,M,2,Uneducated,Married,$80K - $120K,Blue,34,6,3,3,2558.0,2016,542.0,0.806,3792,78,0.5,0.788,0.00031104,0.99969
+96025,Attrited Customer,47,M,3,High School,Married,$60K - $80K,Blue,39,2,3,2,10061.0,0,10061.0,0.787,2802,52,0.529,0.0,0.99452,0.00548
+96026,Existing Customer,45,F,4,Graduate,,,Blue,36,4,1,3,3416.0,727,2689.0,0.58,4121,83,0.729,0.213,9.7154e-05,0.9999
 96027,Existing Customer,39,F,3,Graduate,Married,,Blue,28,3,3,3,9371.0,1066,8305.0,0.89,4754,78,0.857,0.114,0.0003139,0.99969
-96028,Existing Customer,47,F,3,Graduate,Married,Less than $40K,Blue,36,3,1,2,3147.0,2453,694.0,0.7440000000000001,4465,82,0.9520000000000001,0.779,5.7151e-05,0.9999399999999999
+96028,Existing Customer,47,F,3,Graduate,Married,Less than $40K,Blue,36,3,1,2,3147.0,2453,694.0,0.744,4465,82,0.952,0.779,5.7151e-05,0.99994
 96029,Existing Customer,52,F,3,,Single,Less than $40K,Blue,37,4,2,2,1554.0,926,628.0,0.785,4997,79,0.927,0.596,0.00012982,0.99987
 96030,Attrited Customer,47,F,5,Uneducated,Single,,Blue,40,5,4,5,3502.0,0,3502.0,0.531,1895,42,0.4,0.0,0.99913,0.00087171
-96031,Existing Customer,49,F,4,Graduate,Single,Less than $40K,Blue,40,4,2,2,2712.0,1686,1026.0,0.7909999999999999,4678,74,0.644,0.622,0.00011937,0.9998799999999999
+96031,Existing Customer,49,F,4,Graduate,Single,Less than $40K,Blue,40,4,2,2,2712.0,1686,1026.0,0.791,4678,74,0.644,0.622,0.00011937,0.99988
 96032,Existing Customer,59,F,0,College,Married,Less than $40K,Blue,51,6,1,0,1438.3,0,1438.3,0.715,4817,81,0.688,0.0,1.6949e-05,0.99998
-96033,Existing Customer,39,M,3,High School,Married,$120K +,Blue,36,6,3,2,3281.0,1682,1599.0,0.5770000000000001,4109,69,0.5,0.513,0.00018145,0.99982
-96034,Attrited Customer,35,F,5,High School,Married,$40K - $60K,Blue,25,3,2,6,1438.3,0,1438.3,0.763,2500,44,0.517,0.0,0.9990000000000001,0.00100312
-96035,Existing Customer,39,F,2,Graduate,Single,Less than $40K,Blue,26,5,3,3,2469.0,1826,643.0,0.6659999999999999,3837,74,0.721,0.74,0.00030251,0.9997
-96036,Existing Customer,41,M,4,,Married,$80K - $120K,Blue,35,4,2,3,3497.0,0,3497.0,0.696,4345,72,0.7559999999999999,0.0,0.00022068,0.9997799999999999
-96037,Existing Customer,46,F,4,,,$40K - $60K,Blue,38,4,2,3,2505.0,0,2505.0,0.8,4384,80,0.86,0.0,0.00022068,0.9997799999999999
-96038,Existing Customer,34,M,2,Graduate,Married,$60K - $80K,Blue,36,5,1,3,2763.0,1913,850.0,0.598,4136,69,0.568,0.6920000000000001,9.2637e-05,0.9999100000000001
+96033,Existing Customer,39,M,3,High School,Married,$120K +,Blue,36,6,3,2,3281.0,1682,1599.0,0.577,4109,69,0.5,0.513,0.00018145,0.99982
+96034,Attrited Customer,35,F,5,High School,Married,$40K - $60K,Blue,25,3,2,6,1438.3,0,1438.3,0.763,2500,44,0.517,0.0,0.999,0.00100312
+96035,Existing Customer,39,F,2,Graduate,Single,Less than $40K,Blue,26,5,3,3,2469.0,1826,643.0,0.666,3837,74,0.721,0.74,0.00030251,0.9997
+96036,Existing Customer,41,M,4,,Married,$80K - $120K,Blue,35,4,2,3,3497.0,0,3497.0,0.696,4345,72,0.756,0.0,0.00022068,0.99978
+96037,Existing Customer,46,F,4,,,$40K - $60K,Blue,38,4,2,3,2505.0,0,2505.0,0.8,4384,80,0.86,0.0,0.00022068,0.99978
+96038,Existing Customer,34,M,2,Graduate,Married,$60K - $80K,Blue,36,5,1,3,2763.0,1913,850.0,0.598,4136,69,0.568,0.692,9.2637e-05,0.99991
 96039,Existing Customer,49,F,2,Uneducated,Married,Less than $40K,Blue,35,5,2,3,2081.0,0,2081.0,1.004,4863,87,0.706,0.0,0.00019683,0.9998
-96040,Attrited Customer,55,F,3,Graduate,Married,,Blue,45,1,3,1,2815.0,1848,967.0,0.563,2618,29,0.45,0.6559999999999999,0.9912,0.0088
-96041,Existing Customer,56,F,1,Graduate,Single,Less than $40K,Blue,38,4,1,3,1737.0,0,1737.0,0.953,4723,78,0.625,0.0,8.6952e-05,0.9999100000000001
+96040,Attrited Customer,55,F,3,Graduate,Married,,Blue,45,1,3,1,2815.0,1848,967.0,0.563,2618,29,0.45,0.656,0.9912,0.0088
+96041,Existing Customer,56,F,1,Graduate,Single,Less than $40K,Blue,38,4,1,3,1737.0,0,1737.0,0.953,4723,78,0.625,0.0,8.6952e-05,0.99991
 96042,Existing Customer,52,F,4,High School,Single,,Blue,36,5,3,3,9078.0,1194,7884.0,0.745,4458,87,0.812,0.132,0.00030842,0.99969
-96043,Attrited Customer,46,M,5,Uneducated,,$40K - $60K,Blue,40,5,4,3,6185.0,1960,4225.0,0.669,2225,45,0.875,0.317,0.9974299999999999,0.0025693
-96044,Existing Customer,51,F,2,Graduate,Divorced,,Blue,36,5,3,3,2069.0,1802,267.0,0.6509999999999999,4402,91,0.75,0.871,0.00030251,0.9997
-96045,Attrited Customer,45,M,3,Uneducated,Married,$80K - $120K,Blue,38,3,3,3,9234.0,0,9234.0,0.629,2586,44,0.257,0.0,0.9969100000000001,0.00308778
+96043,Attrited Customer,46,M,5,Uneducated,,$40K - $60K,Blue,40,5,4,3,6185.0,1960,4225.0,0.669,2225,45,0.875,0.317,0.99743,0.0025693
+96044,Existing Customer,51,F,2,Graduate,Divorced,,Blue,36,5,3,3,2069.0,1802,267.0,0.651,4402,91,0.75,0.871,0.00030251,0.9997
+96045,Attrited Customer,45,M,3,Uneducated,Married,$80K - $120K,Blue,38,3,3,3,9234.0,0,9234.0,0.629,2586,44,0.257,0.0,0.99691,0.00308778
 96046,Existing Customer,37,F,1,Graduate,Single,Less than $40K,Blue,36,3,3,3,2684.0,0,2684.0,0.66,4796,85,0.635,0.0,0.00028395,0.99972
 96047,Existing Customer,48,F,3,High School,Married,$40K - $60K,Blue,38,3,2,2,2151.0,0,2151.0,0.763,4604,86,0.72,0.0,0.00011482,0.99989
 96048,Existing Customer,52,M,2,College,Single,$60K - $80K,Blue,37,4,3,3,2749.0,1380,1369.0,0.937,3882,90,0.765,0.502,0.00029411,0.99971
-96049,Existing Customer,44,F,3,High School,Single,Less than $40K,Blue,31,3,2,2,1980.0,823,1157.0,0.861,4467,69,0.6829999999999999,0.41600000000000004,0.00011482,0.99989
+96049,Existing Customer,44,F,3,High School,Single,Less than $40K,Blue,31,3,2,2,1980.0,823,1157.0,0.861,4467,69,0.683,0.416,0.00011482,0.99989
 96050,Attrited Customer,55,F,1,Graduate,Married,Less than $40K,Blue,46,6,4,3,4232.0,0,4232.0,0.878,2312,37,0.609,0.0,0.9971,0.00290471
-96051,Existing Customer,45,F,2,Graduate,Married,Less than $40K,Blue,34,4,1,2,1438.3,877,561.3,0.743,4283,76,0.617,0.61,5.5077e-05,0.9999399999999999
-96052,Existing Customer,43,F,2,Uneducated,,,Blue,36,5,1,0,6931.0,1380,5551.0,0.795,4437,64,0.882,0.19899999999999998,2.0889e-05,0.99998
-96053,Attrited Customer,52,F,3,High School,Married,Less than $40K,Blue,39,5,3,2,3302.0,2517,785.0,0.705,2682,47,0.516,0.762,0.9945200000000001,0.00548
-96054,Existing Customer,61,M,1,Graduate,Single,,Blue,56,5,3,2,4235.0,1675,2560.0,1.079,3862,76,0.9490000000000001,0.396,0.00016883,0.9998299999999999
-96055,Existing Customer,51,F,2,Doctorate,Married,,Blue,45,6,6,2,6501.0,0,6501.0,0.6509999999999999,5074,81,0.688,0.0,0.00020547,0.99979
-96056,Existing Customer,34,F,1,Graduate,Single,,Blue,21,6,1,3,6376.0,1322,5054.0,0.7090000000000001,5192,70,0.628,0.207,8.6952e-05,0.9999100000000001
-96057,Attrited Customer,33,F,3,Graduate,Single,Less than $40K,Blue,36,5,2,3,1457.0,0,1457.0,0.677,2200,45,0.364,0.0,0.9949899999999999,0.0050100000000000006
-96058,Existing Customer,38,F,3,,Married,$40K - $60K,Blue,36,3,3,2,5576.0,0,5576.0,0.6859999999999999,4322,85,0.809,0.0,0.00020516,0.99979
-96059,Existing Customer,56,F,3,College,Single,,Blue,36,5,1,3,1438.3,0,1438.3,0.76,4919,83,0.627,0.0,9.345700000000001e-05,0.9999100000000001
+96051,Existing Customer,45,F,2,Graduate,Married,Less than $40K,Blue,34,4,1,2,1438.3,877,561.3,0.743,4283,76,0.617,0.61,5.5077e-05,0.99994
+96052,Existing Customer,43,F,2,Uneducated,,,Blue,36,5,1,0,6931.0,1380,5551.0,0.795,4437,64,0.882,0.199,2.0889e-05,0.99998
+96053,Attrited Customer,52,F,3,High School,Married,Less than $40K,Blue,39,5,3,2,3302.0,2517,785.0,0.705,2682,47,0.516,0.762,0.99452,0.00548
+96054,Existing Customer,61,M,1,Graduate,Single,,Blue,56,5,3,2,4235.0,1675,2560.0,1.079,3862,76,0.949,0.396,0.00016883,0.99983
+96055,Existing Customer,51,F,2,Doctorate,Married,,Blue,45,6,6,2,6501.0,0,6501.0,0.651,5074,81,0.688,0.0,0.00020547,0.99979
+96056,Existing Customer,34,F,1,Graduate,Single,,Blue,21,6,1,3,6376.0,1322,5054.0,0.709,5192,70,0.628,0.207,8.6952e-05,0.99991
+96057,Attrited Customer,33,F,3,Graduate,Single,Less than $40K,Blue,36,5,2,3,1457.0,0,1457.0,0.677,2200,45,0.364,0.0,0.99499,0.00501
+96058,Existing Customer,38,F,3,,Married,$40K - $60K,Blue,36,3,3,2,5576.0,0,5576.0,0.686,4322,85,0.809,0.0,0.00020516,0.99979
+96059,Existing Customer,56,F,3,College,Single,,Blue,36,5,1,3,1438.3,0,1438.3,0.76,4919,83,0.627,0.0,9.3457e-05,0.99991
 96060,Existing Customer,45,F,3,Graduate,Single,,Blue,27,4,3,3,2478.0,1748,730.0,0.643,4353,80,0.667,0.705,0.0003139,0.99969
 96061,Existing Customer,44,M,2,Uneducated,Divorced,$60K - $80K,Blue,34,6,3,2,3650.0,1270,2380.0,0.792,4250,81,0.929,0.348,0.00018494,0.99982
-96062,Existing Customer,52,F,2,,Divorced,Less than $40K,Blue,36,4,2,3,2111.0,0,2111.0,0.831,4459,72,0.7559999999999999,0.0,0.00021042,0.99979
-96063,Existing Customer,30,F,0,High School,Single,,Blue,25,4,1,2,12917.0,1157,11760.0,0.6679999999999999,4108,82,0.745,0.09,4.5946000000000004e-05,0.99995
-96064,Attrited Customer,56,M,2,High School,Single,$120K +,Blue,46,2,4,4,7327.0,0,7327.0,0.598,2185,41,0.8640000000000001,0.0,0.99835,0.00164594
+96062,Existing Customer,52,F,2,,Divorced,Less than $40K,Blue,36,4,2,3,2111.0,0,2111.0,0.831,4459,72,0.756,0.0,0.00021042,0.99979
+96063,Existing Customer,30,F,0,High School,Single,,Blue,25,4,1,2,12917.0,1157,11760.0,0.668,4108,82,0.745,0.09,4.5946e-05,0.99995
+96064,Attrited Customer,56,M,2,High School,Single,$120K +,Blue,46,2,4,4,7327.0,0,7327.0,0.598,2185,41,0.864,0.0,0.99835,0.00164594
 96065,Existing Customer,46,M,1,Uneducated,Married,$80K - $120K,Blue,33,3,1,2,13324.0,0,13324.0,0.917,4245,76,1.0,0.0,5.3155e-05,0.99995
-96066,Existing Customer,34,M,2,High School,,$80K - $120K,Blue,22,4,3,2,11154.0,1612,9542.0,0.633,4339,77,1.026,0.145,0.00017486,0.9998299999999999
-96067,Existing Customer,43,F,1,Graduate,Divorced,,Blue,30,5,3,3,9535.0,660,8875.0,0.9440000000000001,4210,81,0.723,0.069,0.00028395,0.99972
-96068,Attrited Customer,37,M,2,,Single,$40K - $60K,Blue,24,6,2,4,10226.0,0,10226.0,0.614,2243,44,0.5710000000000001,0.0,0.9972200000000001,0.00277723
-96069,Existing Customer,37,F,5,,Married,Less than $40K,Blue,29,6,1,2,2140.0,0,2140.0,0.602,4610,65,1.321,0.0,6.250199999999999e-05,0.9999399999999999
-96070,Existing Customer,49,F,1,,Married,Less than $40K,Blue,39,3,4,2,2904.0,2203,701.0,0.7959999999999999,3848,66,0.6920000000000001,0.759,0.00022427,0.9997799999999999
-96071,Existing Customer,40,M,1,Uneducated,Married,$80K - $120K,Blue,36,6,3,2,1770.0,584,1186.0,0.706,4442,83,0.8440000000000001,0.33,0.0001736,0.9998299999999999
-96072,Attrited Customer,37,F,2,,Single,Less than $40K,Blue,36,3,2,3,1534.0,0,1534.0,0.642,2596,39,0.39299999999999996,0.0,0.9952700000000001,0.00472896
-96073,Existing Customer,46,F,2,High School,Single,Less than $40K,Blue,35,6,3,3,2170.0,1498,672.0,0.64,4569,79,0.8809999999999999,0.69,0.00029408,0.99971
-96074,Existing Customer,53,M,1,,Single,$120K +,Blue,45,6,2,3,10001.0,0,10001.0,0.6759999999999999,4167,74,0.644,0.0,0.00019751,0.9998
-96075,Existing Customer,56,F,3,High School,Married,,Blue,41,3,2,3,4169.0,1549,2620.0,0.768,4519,82,0.708,0.37200000000000005,0.00019311,0.9998100000000001
+96066,Existing Customer,34,M,2,High School,,$80K - $120K,Blue,22,4,3,2,11154.0,1612,9542.0,0.633,4339,77,1.026,0.145,0.00017486,0.99983
+96067,Existing Customer,43,F,1,Graduate,Divorced,,Blue,30,5,3,3,9535.0,660,8875.0,0.944,4210,81,0.723,0.069,0.00028395,0.99972
+96068,Attrited Customer,37,M,2,,Single,$40K - $60K,Blue,24,6,2,4,10226.0,0,10226.0,0.614,2243,44,0.571,0.0,0.99722,0.00277723
+96069,Existing Customer,37,F,5,,Married,Less than $40K,Blue,29,6,1,2,2140.0,0,2140.0,0.602,4610,65,1.321,0.0,6.2502e-05,0.99994
+96070,Existing Customer,49,F,1,,Married,Less than $40K,Blue,39,3,4,2,2904.0,2203,701.0,0.796,3848,66,0.692,0.759,0.00022427,0.99978
+96071,Existing Customer,40,M,1,Uneducated,Married,$80K - $120K,Blue,36,6,3,2,1770.0,584,1186.0,0.706,4442,83,0.844,0.33,0.0001736,0.99983
+96072,Attrited Customer,37,F,2,,Single,Less than $40K,Blue,36,3,2,3,1534.0,0,1534.0,0.642,2596,39,0.393,0.0,0.99527,0.00472896
+96073,Existing Customer,46,F,2,High School,Single,Less than $40K,Blue,35,6,3,3,2170.0,1498,672.0,0.64,4569,79,0.881,0.69,0.00029408,0.99971
+96074,Existing Customer,53,M,1,,Single,$120K +,Blue,45,6,2,3,10001.0,0,10001.0,0.676,4167,74,0.644,0.0,0.00019751,0.9998
+96075,Existing Customer,56,F,3,High School,Married,,Blue,41,3,2,3,4169.0,1549,2620.0,0.768,4519,82,0.708,0.372,0.00019311,0.99981
 96076,Existing Customer,65,M,1,College,Single,Less than $40K,Blue,54,5,2,2,5363.0,1309,4054.0,0.574,3855,63,0.703,0.244,0.00010387,0.9999
-96077,Existing Customer,50,F,2,Doctorate,Single,Less than $40K,Blue,43,4,1,0,3206.0,0,3206.0,0.631,4731,82,0.8220000000000001,0.0,2.94e-05,0.99997
-96078,Existing Customer,50,M,2,,Married,$60K - $80K,Blue,37,6,3,2,18085.0,747,17338.0,0.6809999999999999,4583,76,0.52,0.040999999999999995,0.00019771,0.9998
+96077,Existing Customer,50,F,2,Doctorate,Single,Less than $40K,Blue,43,4,1,0,3206.0,0,3206.0,0.631,4731,82,0.822,0.0,2.94e-05,0.99997
+96078,Existing Customer,50,M,2,,Married,$60K - $80K,Blue,37,6,3,2,18085.0,747,17338.0,0.681,4583,76,0.52,0.041,0.00019771,0.9998
 96079,Existing Customer,61,F,0,Post-Graduate,Married,$40K - $60K,Blue,53,4,3,2,2566.0,2164,402.0,0.578,4344,73,0.659,0.843,0.00018162,0.99982
-96080,Existing Customer,35,F,2,Graduate,Married,$40K - $60K,Blue,25,3,1,2,1438.3,0,1438.3,0.7440000000000001,4434,73,0.78,0.0,5.5077e-05,0.9999399999999999
-96081,Attrited Customer,65,F,2,Graduate,Single,Less than $40K,Blue,56,3,0,3,6812.0,1926,4886.0,0.735,2288,48,0.778,0.28300000000000003,0.9716600000000001,0.028339999999999997
-96082,Existing Customer,45,F,4,Graduate,Single,$40K - $60K,Blue,34,3,2,2,2700.0,1977,723.0,0.8009999999999999,4984,75,1.083,0.732,0.00011937,0.9998799999999999
-96083,Existing Customer,50,F,3,Post-Graduate,Married,,Blue,41,3,3,3,5471.0,1342,4129.0,0.5770000000000001,4002,67,0.763,0.245,0.00036935,0.9996299999999999
-96084,Existing Customer,43,F,2,Uneducated,Divorced,Less than $40K,Blue,31,5,3,1,4332.0,1313,3019.0,0.6709999999999999,4093,84,0.826,0.303,0.00011153,0.99989
-96085,Attrited Customer,48,F,4,,Married,Less than $40K,Blue,41,3,3,3,2447.0,1267,1180.0,0.449,2132,37,0.37,0.518,0.9971399999999999,0.00285845
-96086,Existing Customer,41,F,4,Graduate,Single,Less than $40K,Blue,26,5,2,2,1783.0,1282,501.0,0.504,3853,76,0.617,0.7190000000000001,0.00011937,0.9998799999999999
+96080,Existing Customer,35,F,2,Graduate,Married,$40K - $60K,Blue,25,3,1,2,1438.3,0,1438.3,0.744,4434,73,0.78,0.0,5.5077e-05,0.99994
+96081,Attrited Customer,65,F,2,Graduate,Single,Less than $40K,Blue,56,3,0,3,6812.0,1926,4886.0,0.735,2288,48,0.778,0.283,0.97166,0.02834
+96082,Existing Customer,45,F,4,Graduate,Single,$40K - $60K,Blue,34,3,2,2,2700.0,1977,723.0,0.801,4984,75,1.083,0.732,0.00011937,0.99988
+96083,Existing Customer,50,F,3,Post-Graduate,Married,,Blue,41,3,3,3,5471.0,1342,4129.0,0.577,4002,67,0.763,0.245,0.00036935,0.99963
+96084,Existing Customer,43,F,2,Uneducated,Divorced,Less than $40K,Blue,31,5,3,1,4332.0,1313,3019.0,0.671,4093,84,0.826,0.303,0.00011153,0.99989
+96085,Attrited Customer,48,F,4,,Married,Less than $40K,Blue,41,3,3,3,2447.0,1267,1180.0,0.449,2132,37,0.37,0.518,0.99714,0.00285845
+96086,Existing Customer,41,F,4,Graduate,Single,Less than $40K,Blue,26,5,2,2,1783.0,1282,501.0,0.504,3853,76,0.617,0.719,0.00011937,0.99988
 96087,Existing Customer,42,M,2,Graduate,Single,$60K - $80K,Blue,26,4,3,2,11761.0,1775,9986.0,0.925,4946,73,0.698,0.151,0.00017987,0.99982
-96088,Existing Customer,52,F,1,High School,Single,Less than $40K,Blue,36,3,3,3,2340.0,1101,1239.0,0.7659999999999999,4501,68,0.7,0.47100000000000003,0.00027604,0.99972
-96089,Existing Customer,45,F,5,Uneducated,Single,Less than $40K,Blue,32,3,3,0,2859.0,1776,1083.0,0.79,4440,79,0.7559999999999999,0.621,7.0436e-05,0.9999299999999999
-96090,Existing Customer,37,M,3,High School,Married,$40K - $60K,Blue,36,3,3,3,2523.0,2481,42.0,0.7440000000000001,4683,76,0.6890000000000001,0.983,0.00030516,0.99969
+96088,Existing Customer,52,F,1,High School,Single,Less than $40K,Blue,36,3,3,3,2340.0,1101,1239.0,0.766,4501,68,0.7,0.471,0.00027604,0.99972
+96089,Existing Customer,45,F,5,Uneducated,Single,Less than $40K,Blue,32,3,3,0,2859.0,1776,1083.0,0.79,4440,79,0.756,0.621,7.0436e-05,0.99993
+96090,Existing Customer,37,M,3,High School,Married,$40K - $60K,Blue,36,3,3,3,2523.0,2481,42.0,0.744,4683,76,0.689,0.983,0.00030516,0.99969
 96091,Existing Customer,48,M,2,Post-Graduate,Married,$40K - $60K,Blue,34,4,2,2,4776.0,0,4776.0,0.626,4581,60,0.622,0.0,0.00013393,0.99987
 96092,Existing Customer,59,F,1,Graduate,Married,Less than $40K,Blue,36,3,1,1,2697.0,1410,1287.0,0.925,4489,58,0.706,0.523,3.1176e-05,0.99997
-96093,Existing Customer,57,F,3,High School,Married,Less than $40K,Blue,36,6,2,3,3542.0,2417,1125.0,0.687,4127,71,0.479,0.682,0.00019311,0.9998100000000001
-96094,Attrited Customer,57,M,3,Graduate,Single,$120K +,Blue,52,6,4,3,34516.0,1000,33516.0,0.6940000000000001,1777,37,0.542,0.028999999999999998,0.9973700000000001,0.0026282
+96093,Existing Customer,57,F,3,High School,Married,Less than $40K,Blue,36,6,2,3,3542.0,2417,1125.0,0.687,4127,71,0.479,0.682,0.00019311,0.99981
+96094,Attrited Customer,57,M,3,Graduate,Single,$120K +,Blue,52,6,4,3,34516.0,1000,33516.0,0.694,1777,37,0.542,0.029,0.99737,0.0026282
 96095,Existing Customer,40,F,4,Post-Graduate,Married,,Blue,29,5,3,1,8823.0,0,8823.0,0.812,4453,84,0.787,0.0,0.00013386,0.99987
-96096,Attrited Customer,52,F,1,College,Single,Less than $40K,Blue,41,5,3,6,1764.0,0,1764.0,0.8240000000000001,2740,47,0.34299999999999997,0.0,0.9993,0.00069828
-96097,Attrited Customer,43,F,4,Uneducated,Married,Less than $40K,Blue,36,5,3,3,3492.0,2517,975.0,0.6,2510,47,0.621,0.721,0.9969399999999999,0.00305523
-96098,Attrited Customer,36,F,3,High School,Married,Less than $40K,Blue,36,3,3,3,2977.0,1340,1637.0,0.507,2201,39,0.345,0.45,0.9967299999999999,0.00326528
+96096,Attrited Customer,52,F,1,College,Single,Less than $40K,Blue,41,5,3,6,1764.0,0,1764.0,0.824,2740,47,0.343,0.0,0.9993,0.00069828
+96097,Attrited Customer,43,F,4,Uneducated,Married,Less than $40K,Blue,36,5,3,3,3492.0,2517,975.0,0.6,2510,47,0.621,0.721,0.99694,0.00305523
+96098,Attrited Customer,36,F,3,High School,Married,Less than $40K,Blue,36,3,3,3,2977.0,1340,1637.0,0.507,2201,39,0.345,0.45,0.99673,0.00326528
 96099,Existing Customer,49,M,4,Doctorate,Single,$60K - $80K,Silver,37,5,2,2,30976.0,2051,28925.0,0.684,3193,69,0.725,0.066,0.00015608,0.99984
-96100,Existing Customer,43,M,5,High School,Married,$60K - $80K,Blue,36,5,2,1,2810.0,2384,426.0,0.8590000000000001,4875,97,0.764,0.848,6.889e-05,0.9999299999999999
-96101,Existing Customer,39,F,1,,Single,Less than $40K,Blue,28,3,2,1,1438.3,0,1438.3,0.799,4173,82,0.64,0.0,7.0819e-05,0.9999299999999999
-96102,Existing Customer,44,M,3,High School,Single,$40K - $60K,Blue,34,5,3,1,8997.0,708,8289.0,0.586,4558,62,0.6759999999999999,0.079,0.00010943,0.99989
-96103,Existing Customer,57,F,3,Uneducated,Single,Less than $40K,Blue,52,4,3,3,2002.0,1188,814.0,0.63,3735,73,0.659,0.593,0.00032275,0.9996799999999999
-96104,Existing Customer,55,M,4,Post-Graduate,Single,$60K - $80K,Blue,36,3,2,1,4998.0,1626,3372.0,0.695,4329,61,0.6940000000000001,0.325,8.4706e-05,0.99992
+96100,Existing Customer,43,M,5,High School,Married,$60K - $80K,Blue,36,5,2,1,2810.0,2384,426.0,0.859,4875,97,0.764,0.848,6.889e-05,0.99993
+96101,Existing Customer,39,F,1,,Single,Less than $40K,Blue,28,3,2,1,1438.3,0,1438.3,0.799,4173,82,0.64,0.0,7.0819e-05,0.99993
+96102,Existing Customer,44,M,3,High School,Single,$40K - $60K,Blue,34,5,3,1,8997.0,708,8289.0,0.586,4558,62,0.676,0.079,0.00010943,0.99989
+96103,Existing Customer,57,F,3,Uneducated,Single,Less than $40K,Blue,52,4,3,3,2002.0,1188,814.0,0.63,3735,73,0.659,0.593,0.00032275,0.99968
+96104,Existing Customer,55,M,4,Post-Graduate,Single,$60K - $80K,Blue,36,3,2,1,4998.0,1626,3372.0,0.695,4329,61,0.694,0.325,8.4706e-05,0.99992
 96105,Existing Customer,37,F,2,Post-Graduate,Married,Less than $40K,Blue,36,6,2,3,2310.0,1513,797.0,0.682,4191,77,0.833,0.655,0.00022525,0.99977
 96106,Existing Customer,54,F,2,High School,Married,$40K - $60K,Blue,36,3,3,3,3892.0,0,3892.0,0.738,4318,74,0.762,0.0,0.00029408,0.99971
-96107,Existing Customer,34,M,3,Uneducated,Married,$60K - $80K,Blue,25,6,1,1,2345.0,1643,702.0,0.6779999999999999,4634,69,0.643,0.701,3.5437e-05,0.9999600000000001
+96107,Existing Customer,34,M,3,Uneducated,Married,$60K - $80K,Blue,25,6,1,1,2345.0,1643,702.0,0.678,4634,69,0.643,0.701,3.5437e-05,0.99996
 96108,Existing Customer,50,M,0,Graduate,Single,$80K - $120K,Blue,45,3,2,2,2135.0,1506,629.0,0.883,4821,77,0.711,0.705,9.7673e-05,0.9999
-96109,Existing Customer,50,F,2,,Single,Less than $40K,Blue,36,3,2,2,2528.0,1689,839.0,0.514,4269,78,0.857,0.6679999999999999,0.00012511,0.99987
-96110,Existing Customer,50,F,2,High School,Married,Less than $40K,Blue,36,3,1,3,3397.0,1658,1739.0,0.7240000000000001,4208,75,0.7859999999999999,0.488,9.0056e-05,0.9999100000000001
+96109,Existing Customer,50,F,2,,Single,Less than $40K,Blue,36,3,2,2,2528.0,1689,839.0,0.514,4269,78,0.857,0.668,0.00012511,0.99987
+96110,Existing Customer,50,F,2,High School,Married,Less than $40K,Blue,36,3,1,3,3397.0,1658,1739.0,0.724,4208,75,0.786,0.488,9.0056e-05,0.99991
 96111,Existing Customer,49,M,0,Doctorate,Married,$60K - $80K,Blue,39,5,6,3,19719.0,1395,18324.0,0.565,3572,73,0.738,0.071,0.00029654,0.9997
-96112,Existing Customer,41,F,3,Graduate,Married,,Blue,33,5,3,0,15292.0,1325,13967.0,1.008,5120,74,0.805,0.087,6.8853e-05,0.9999299999999999
+96112,Existing Customer,41,F,3,Graduate,Married,,Blue,33,5,3,0,15292.0,1325,13967.0,1.008,5120,74,0.805,0.087,6.8853e-05,0.99993
 96113,Existing Customer,52,M,1,High School,Married,$120K +,Blue,36,5,3,3,31733.0,0,31733.0,0.735,3723,53,0.767,0.0,0.00027604,0.99972
-96114,Attrited Customer,54,F,4,High School,Single,$40K - $60K,Blue,36,3,3,4,1438.3,0,1438.3,0.6409999999999999,2092,42,0.68,0.0,0.9981,0.00189625
+96114,Attrited Customer,54,F,4,High School,Single,$40K - $60K,Blue,36,3,3,4,1438.3,0,1438.3,0.641,2092,42,0.68,0.0,0.9981,0.00189625
 96115,Attrited Customer,54,F,2,Post-Graduate,Married,Less than $40K,Blue,48,3,6,3,1638.0,0,1638.0,0.163,1702,36,0.125,0.0,0.99645,0.00354519
-96116,Existing Customer,50,F,3,High School,Single,Less than $40K,Blue,38,6,3,2,2775.0,1475,1300.0,0.8540000000000001,4608,84,0.647,0.532,0.00018145,0.99982
-96117,Attrited Customer,37,F,2,Graduate,Married,$40K - $60K,Blue,29,2,2,6,2547.0,1965,582.0,0.535,2160,46,0.353,0.7709999999999999,0.9989899999999999,0.00100677
-96118,Existing Customer,50,F,1,Graduate,Married,,Blue,44,5,2,2,5708.0,1884,3824.0,0.7909999999999999,4914,60,0.765,0.33,0.00010684,0.99989
+96116,Existing Customer,50,F,3,High School,Single,Less than $40K,Blue,38,6,3,2,2775.0,1475,1300.0,0.854,4608,84,0.647,0.532,0.00018145,0.99982
+96117,Attrited Customer,37,F,2,Graduate,Married,$40K - $60K,Blue,29,2,2,6,2547.0,1965,582.0,0.535,2160,46,0.353,0.771,0.99899,0.00100677
+96118,Existing Customer,50,F,1,Graduate,Married,,Blue,44,5,2,2,5708.0,1884,3824.0,0.791,4914,60,0.765,0.33,0.00010684,0.99989
 96119,Existing Customer,46,M,3,Graduate,Married,$80K - $120K,Blue,36,6,3,1,19838.0,1290,18548.0,0.59,3982,68,0.581,0.065,0.00011256,0.99989
-96120,Attrited Customer,47,M,2,Uneducated,Married,$60K - $80K,Blue,32,1,3,6,1789.0,0,1789.0,0.637,2784,49,0.581,0.0,0.9993799999999999,0.0006198
-96121,Existing Customer,51,F,1,Uneducated,Single,$40K - $60K,Blue,46,5,3,2,2284.0,1674,610.0,0.784,4885,86,0.83,0.733,0.0001736,0.9998299999999999
-96122,Existing Customer,42,M,3,Doctorate,Single,$60K - $80K,Blue,36,6,1,3,11535.0,1527,10008.0,0.664,3730,67,0.718,0.132,0.0001391,0.9998600000000001
-96123,Existing Customer,28,F,0,,Married,,Blue,36,3,4,2,3524.0,1306,2218.0,0.8,4252,78,0.8140000000000001,0.371,0.00020504,0.99979
-96124,Existing Customer,58,M,2,High School,Single,$60K - $80K,Silver,49,4,3,3,30186.0,0,30186.0,0.606,4070,74,0.574,0.0,0.00026573,0.9997299999999999
+96120,Attrited Customer,47,M,2,Uneducated,Married,$60K - $80K,Blue,32,1,3,6,1789.0,0,1789.0,0.637,2784,49,0.581,0.0,0.99938,0.0006198
+96121,Existing Customer,51,F,1,Uneducated,Single,$40K - $60K,Blue,46,5,3,2,2284.0,1674,610.0,0.784,4885,86,0.83,0.733,0.0001736,0.99983
+96122,Existing Customer,42,M,3,Doctorate,Single,$60K - $80K,Blue,36,6,1,3,11535.0,1527,10008.0,0.664,3730,67,0.718,0.132,0.0001391,0.99986
+96123,Existing Customer,28,F,0,,Married,,Blue,36,3,4,2,3524.0,1306,2218.0,0.8,4252,78,0.814,0.371,0.00020504,0.99979
+96124,Existing Customer,58,M,2,High School,Single,$60K - $80K,Silver,49,4,3,3,30186.0,0,30186.0,0.606,4070,74,0.574,0.0,0.00026573,0.99973
 96125,Existing Customer,44,F,1,,Single,Less than $40K,Blue,31,6,3,1,1438.3,0,1438.3,0.561,3576,55,0.833,0.0,0.00011192,0.99989
-96126,Existing Customer,40,F,3,,Married,Less than $40K,Blue,30,4,2,3,1620.0,1278,342.0,0.595,4530,69,1.0290000000000001,0.789,0.00021834,0.9997799999999999
-96127,Existing Customer,51,F,3,High School,Single,Less than $40K,Blue,39,5,2,1,4038.0,1237,2801.0,0.61,4188,68,0.545,0.306,6.9242e-05,0.9999299999999999
-96128,Existing Customer,56,M,4,Graduate,Single,$80K - $120K,Blue,36,5,3,2,2078.0,1696,382.0,0.562,4382,82,0.7829999999999999,0.816,0.00018864,0.9998100000000001
-96129,Existing Customer,51,F,4,Graduate,Married,Less than $40K,Blue,36,5,3,2,1571.0,0,1571.0,0.89,4580,74,1.056,0.0,0.00018864,0.9998100000000001
-96130,Existing Customer,43,M,3,College,Married,$80K - $120K,Blue,24,6,3,1,4726.0,1161,3565.0,0.698,4683,91,0.8959999999999999,0.24600000000000002,0.00010944,0.99989
-96131,Existing Customer,56,F,4,Post-Graduate,,Less than $40K,Blue,49,5,3,3,4604.0,621,3983.0,0.8140000000000001,4586,79,0.6459999999999999,0.135,0.00037329,0.9996299999999999
-96132,Existing Customer,48,M,1,College,Single,$80K - $120K,Silver,36,6,3,3,34516.0,1629,32887.0,0.815,4042,78,0.5920000000000001,0.047,0.00024945,0.99975
-96133,Existing Customer,56,M,2,Graduate,Married,$40K - $60K,Blue,45,5,2,1,1438.3,0,1438.3,0.9129999999999999,4323,77,0.5710000000000001,0.0,6.864e-05,0.9999299999999999
+96126,Existing Customer,40,F,3,,Married,Less than $40K,Blue,30,4,2,3,1620.0,1278,342.0,0.595,4530,69,1.029,0.789,0.00021834,0.99978
+96127,Existing Customer,51,F,3,High School,Single,Less than $40K,Blue,39,5,2,1,4038.0,1237,2801.0,0.61,4188,68,0.545,0.306,6.9242e-05,0.99993
+96128,Existing Customer,56,M,4,Graduate,Single,$80K - $120K,Blue,36,5,3,2,2078.0,1696,382.0,0.562,4382,82,0.783,0.816,0.00018864,0.99981
+96129,Existing Customer,51,F,4,Graduate,Married,Less than $40K,Blue,36,5,3,2,1571.0,0,1571.0,0.89,4580,74,1.056,0.0,0.00018864,0.99981
+96130,Existing Customer,43,M,3,College,Married,$80K - $120K,Blue,24,6,3,1,4726.0,1161,3565.0,0.698,4683,91,0.896,0.246,0.00010944,0.99989
+96131,Existing Customer,56,F,4,Post-Graduate,,Less than $40K,Blue,49,5,3,3,4604.0,621,3983.0,0.814,4586,79,0.646,0.135,0.00037329,0.99963
+96132,Existing Customer,48,M,1,College,Single,$80K - $120K,Silver,36,6,3,3,34516.0,1629,32887.0,0.815,4042,78,0.592,0.047,0.00024945,0.99975
+96133,Existing Customer,56,M,2,Graduate,Married,$40K - $60K,Blue,45,5,2,1,1438.3,0,1438.3,0.913,4323,77,0.571,0.0,6.864e-05,0.99993
 96134,Existing Customer,48,F,3,,Divorced,Less than $40K,Blue,36,5,2,1,2680.0,1871,809.0,0.955,4592,78,0.902,0.698,7.8291e-05,0.99992
-96135,Attrited Customer,41,F,3,College,Married,$40K - $60K,Blue,15,5,3,4,4312.0,2517,1795.0,0.741,2693,56,0.436,0.584,0.99808,0.0019163000000000001
-96136,Existing Customer,50,M,2,,Married,$60K - $80K,Blue,44,5,3,1,2205.0,1659,546.0,0.8909999999999999,4813,77,0.674,0.752,0.00011924,0.9998799999999999
-96137,Existing Customer,44,F,3,College,Married,Less than $40K,Blue,31,5,6,2,2679.0,727,1952.0,0.894,4804,78,0.8140000000000001,0.271,0.00014325,0.9998600000000001
-96138,Existing Customer,54,M,3,Post-Graduate,Single,$80K - $120K,Silver,42,3,1,2,34516.0,2488,32028.0,0.552,4401,87,0.7759999999999999,0.07200000000000001,6.0763e-05,0.9999399999999999
-96139,Existing Customer,48,F,2,Graduate,Married,Less than $40K,Blue,37,4,2,1,3378.0,0,3378.0,0.58,4761,81,0.884,0.0,6.864e-05,0.9999299999999999
+96135,Attrited Customer,41,F,3,College,Married,$40K - $60K,Blue,15,5,3,4,4312.0,2517,1795.0,0.741,2693,56,0.436,0.584,0.99808,0.0019163
+96136,Existing Customer,50,M,2,,Married,$60K - $80K,Blue,44,5,3,1,2205.0,1659,546.0,0.891,4813,77,0.674,0.752,0.00011924,0.99988
+96137,Existing Customer,44,F,3,College,Married,Less than $40K,Blue,31,5,6,2,2679.0,727,1952.0,0.894,4804,78,0.814,0.271,0.00014325,0.99986
+96138,Existing Customer,54,M,3,Post-Graduate,Single,$80K - $120K,Silver,42,3,1,2,34516.0,2488,32028.0,0.552,4401,87,0.776,0.072,6.0763e-05,0.99994
+96139,Existing Customer,48,F,2,Graduate,Married,Less than $40K,Blue,37,4,2,1,3378.0,0,3378.0,0.58,4761,81,0.884,0.0,6.864e-05,0.99993
 96140,Existing Customer,34,M,1,High School,Single,$40K - $60K,Blue,25,4,1,2,1793.0,1141,652.0,0.715,5293,88,0.76,0.636,5.0256e-05,0.99995
-96141,Existing Customer,59,F,0,Graduate,Divorced,Less than $40K,Blue,49,6,2,3,2228.0,1502,726.0,0.7190000000000001,3922,75,1.0270000000000001,0.674,0.00016428,0.99984
-96142,Existing Customer,41,F,3,College,Single,$40K - $60K,Blue,22,5,0,2,2577.0,1582,995.0,0.6970000000000001,4734,75,0.596,0.614,2.056e-05,0.99998
-96143,Attrited Customer,39,F,1,Graduate,Married,Less than $40K,Blue,36,1,2,3,1462.0,0,1462.0,0.39299999999999996,1998,36,0.161,0.0,0.9944700000000001,0.005529999999999999
-96144,Attrited Customer,50,F,4,Graduate,Married,Less than $40K,Blue,30,5,3,4,4038.0,1530,2508.0,0.7240000000000001,2400,41,0.32299999999999995,0.379,0.99816,0.00184351
-96145,Attrited Customer,35,F,1,,Divorced,,Blue,24,5,3,3,1438.3,0,1438.3,0.8490000000000001,2355,47,0.5670000000000001,0.0,0.9968100000000001,0.00319278
-96146,Existing Customer,34,F,2,,Divorced,Less than $40K,Blue,30,3,1,2,4408.0,1510,2898.0,0.73,4495,77,0.833,0.34299999999999997,6.054e-05,0.9999399999999999
-96147,Existing Customer,46,F,5,High School,Married,,Blue,35,3,1,3,4163.0,0,4163.0,0.743,4763,76,0.8540000000000001,0.0,9.2974e-05,0.9999100000000001
-96148,Existing Customer,49,F,1,Graduate,Married,$40K - $60K,Blue,39,3,3,3,7201.0,1992,5209.0,0.778,3981,76,0.9490000000000001,0.27699999999999997,0.00028395,0.99972
-96149,Existing Customer,49,M,0,High School,Single,$80K - $120K,Blue,43,6,3,1,1883.0,1295,588.0,0.81,5187,89,0.7120000000000001,0.688,9.049299999999999e-05,0.9999100000000001
-96150,Existing Customer,42,F,3,Graduate,Single,Less than $40K,Blue,36,5,1,2,3308.0,2517,791.0,0.5429999999999999,5104,85,0.545,0.7609999999999999,5.7151e-05,0.9999399999999999
-96151,Existing Customer,65,F,0,College,Single,Less than $40K,Blue,55,3,3,0,2022.0,0,2022.0,0.579,4623,65,0.5479999999999999,0.0,5.5358999999999996e-05,0.9999399999999999
+96141,Existing Customer,59,F,0,Graduate,Divorced,Less than $40K,Blue,49,6,2,3,2228.0,1502,726.0,0.719,3922,75,1.027,0.674,0.00016428,0.99984
+96142,Existing Customer,41,F,3,College,Single,$40K - $60K,Blue,22,5,0,2,2577.0,1582,995.0,0.697,4734,75,0.596,0.614,2.056e-05,0.99998
+96143,Attrited Customer,39,F,1,Graduate,Married,Less than $40K,Blue,36,1,2,3,1462.0,0,1462.0,0.393,1998,36,0.161,0.0,0.99447,0.00553
+96144,Attrited Customer,50,F,4,Graduate,Married,Less than $40K,Blue,30,5,3,4,4038.0,1530,2508.0,0.724,2400,41,0.323,0.379,0.99816,0.00184351
+96145,Attrited Customer,35,F,1,,Divorced,,Blue,24,5,3,3,1438.3,0,1438.3,0.849,2355,47,0.567,0.0,0.99681,0.00319278
+96146,Existing Customer,34,F,2,,Divorced,Less than $40K,Blue,30,3,1,2,4408.0,1510,2898.0,0.73,4495,77,0.833,0.343,6.054e-05,0.99994
+96147,Existing Customer,46,F,5,High School,Married,,Blue,35,3,1,3,4163.0,0,4163.0,0.743,4763,76,0.854,0.0,9.2974e-05,0.99991
+96148,Existing Customer,49,F,1,Graduate,Married,$40K - $60K,Blue,39,3,3,3,7201.0,1992,5209.0,0.778,3981,76,0.949,0.277,0.00028395,0.99972
+96149,Existing Customer,49,M,0,High School,Single,$80K - $120K,Blue,43,6,3,1,1883.0,1295,588.0,0.81,5187,89,0.712,0.688,9.0493e-05,0.99991
+96150,Existing Customer,42,F,3,Graduate,Single,Less than $40K,Blue,36,5,1,2,3308.0,2517,791.0,0.543,5104,85,0.545,0.761,5.7151e-05,0.99994
+96151,Existing Customer,65,F,0,College,Single,Less than $40K,Blue,55,3,3,0,2022.0,0,2022.0,0.579,4623,65,0.548,0.0,5.5359e-05,0.99994
 96152,Existing Customer,43,F,5,Graduate,Married,Less than $40K,Blue,23,5,3,3,8597.0,903,7694.0,0.773,5173,78,0.733,0.105,0.00031231,0.99969
-96153,Existing Customer,38,F,2,College,Married,,Blue,28,5,1,3,4693.0,634,4059.0,0.909,4460,79,0.8370000000000001,0.135,9.0064e-05,0.9999100000000001
-96154,Existing Customer,52,F,1,Graduate,,Less than $40K,Blue,36,6,1,3,2873.0,1714,1159.0,0.7959999999999999,4620,81,0.884,0.597,8.6952e-05,0.9999100000000001
-96155,Existing Customer,39,F,3,High School,Divorced,$40K - $60K,Blue,28,4,1,3,3400.0,2307,1093.0,0.9009999999999999,4742,90,0.698,0.679,9.344799999999999e-05,0.9999100000000001
-96156,Existing Customer,48,F,3,High School,Divorced,$40K - $60K,Blue,40,3,1,3,2405.0,1410,995.0,0.866,4421,79,0.8809999999999999,0.586,9.344799999999999e-05,0.9999100000000001
+96153,Existing Customer,38,F,2,College,Married,,Blue,28,5,1,3,4693.0,634,4059.0,0.909,4460,79,0.837,0.135,9.0064e-05,0.99991
+96154,Existing Customer,52,F,1,Graduate,,Less than $40K,Blue,36,6,1,3,2873.0,1714,1159.0,0.796,4620,81,0.884,0.597,8.6952e-05,0.99991
+96155,Existing Customer,39,F,3,High School,Divorced,$40K - $60K,Blue,28,4,1,3,3400.0,2307,1093.0,0.901,4742,90,0.698,0.679,9.3448e-05,0.99991
+96156,Existing Customer,48,F,3,High School,Divorced,$40K - $60K,Blue,40,3,1,3,2405.0,1410,995.0,0.866,4421,79,0.881,0.586,9.3448e-05,0.99991
 96157,Attrited Customer,46,M,4,Uneducated,Single,$80K - $120K,Gold,41,6,3,2,34516.0,1104,33412.0,0.591,1989,47,0.741,0.032,0.99555,0.00445417
-96158,Existing Customer,44,M,2,College,Married,$80K - $120K,Blue,37,5,3,1,8241.0,0,8241.0,0.723,4436,79,0.7559999999999999,0.0,0.00010546,0.99989
+96158,Existing Customer,44,M,2,College,Married,$80K - $120K,Blue,37,5,3,1,8241.0,0,8241.0,0.723,4436,79,0.756,0.0,0.00010546,0.99989
 96159,Existing Customer,53,F,2,Graduate,Married,$40K - $60K,Blue,36,4,3,1,1438.3,582,856.3,0.611,4915,92,0.769,0.405,0.00010848,0.99989
-96160,Existing Customer,44,F,3,High School,,Less than $40K,Blue,36,3,3,2,2608.0,1804,804.0,0.847,4671,61,0.6940000000000001,0.6920000000000001,0.00018145,0.99982
-96161,Existing Customer,41,F,3,High School,Married,Less than $40K,Blue,36,6,2,3,2359.0,1509,850.0,1.1,5232,78,0.8140000000000001,0.64,0.00019311,0.9998100000000001
-96162,Existing Customer,47,F,4,Post-Graduate,Married,Less than $40K,Blue,39,6,2,2,1790.0,0,1790.0,0.516,4141,87,0.74,0.0,0.00014046,0.9998600000000001
-96163,Attrited Customer,54,F,2,Uneducated,Married,Less than $40K,Blue,50,3,6,3,2247.0,0,2247.0,0.6409999999999999,2615,37,0.423,0.0,0.9959399999999999,0.00405509
-96164,Existing Customer,40,M,3,High School,Single,$80K - $120K,Blue,36,5,3,3,3624.0,0,3624.0,0.74,4749,82,0.8640000000000001,0.0,0.00030516,0.99969
-96165,Existing Customer,42,F,4,Graduate,Married,Less than $40K,Blue,36,6,2,1,1438.3,0,1438.3,0.795,4396,70,0.628,0.0,7.1987e-05,0.9999299999999999
-96166,Existing Customer,39,F,2,College,Married,$40K - $60K,Blue,31,3,1,2,2901.0,2143,758.0,0.948,4239,78,0.733,0.7390000000000001,5.3547e-05,0.99995
-96167,Existing Customer,41,F,2,College,Married,Less than $40K,Blue,31,4,2,3,9759.0,2038,7721.0,0.622,4226,77,0.638,0.209,0.00018612,0.9998100000000001
-96168,Existing Customer,57,F,3,Post-Graduate,Married,Less than $40K,Blue,36,4,3,2,2525.0,1203,1322.0,0.725,4360,78,0.857,0.47600000000000003,0.00021962,0.9997799999999999
+96160,Existing Customer,44,F,3,High School,,Less than $40K,Blue,36,3,3,2,2608.0,1804,804.0,0.847,4671,61,0.694,0.692,0.00018145,0.99982
+96161,Existing Customer,41,F,3,High School,Married,Less than $40K,Blue,36,6,2,3,2359.0,1509,850.0,1.1,5232,78,0.814,0.64,0.00019311,0.99981
+96162,Existing Customer,47,F,4,Post-Graduate,Married,Less than $40K,Blue,39,6,2,2,1790.0,0,1790.0,0.516,4141,87,0.74,0.0,0.00014046,0.99986
+96163,Attrited Customer,54,F,2,Uneducated,Married,Less than $40K,Blue,50,3,6,3,2247.0,0,2247.0,0.641,2615,37,0.423,0.0,0.99594,0.00405509
+96164,Existing Customer,40,M,3,High School,Single,$80K - $120K,Blue,36,5,3,3,3624.0,0,3624.0,0.74,4749,82,0.864,0.0,0.00030516,0.99969
+96165,Existing Customer,42,F,4,Graduate,Married,Less than $40K,Blue,36,6,2,1,1438.3,0,1438.3,0.795,4396,70,0.628,0.0,7.1987e-05,0.99993
+96166,Existing Customer,39,F,2,College,Married,$40K - $60K,Blue,31,3,1,2,2901.0,2143,758.0,0.948,4239,78,0.733,0.739,5.3547e-05,0.99995
+96167,Existing Customer,41,F,2,College,Married,Less than $40K,Blue,31,4,2,3,9759.0,2038,7721.0,0.622,4226,77,0.638,0.209,0.00018612,0.99981
+96168,Existing Customer,57,F,3,Post-Graduate,Married,Less than $40K,Blue,36,4,3,2,2525.0,1203,1322.0,0.725,4360,78,0.857,0.476,0.00021962,0.99978
 96169,Existing Customer,60,F,1,High School,Divorced,Less than $40K,Blue,48,5,3,3,2737.0,1812,925.0,0.703,4507,86,0.955,0.662,0.00027604,0.99972
-96170,Existing Customer,51,M,2,Graduate,Married,$80K - $120K,Blue,36,4,3,2,19262.0,1480,17782.0,0.649,4812,85,0.7709999999999999,0.077,0.00017987,0.99982
-96171,Existing Customer,33,F,0,High School,Single,,Blue,27,6,1,1,2252.0,1826,426.0,0.716,5055,68,1.0,0.8109999999999999,2.7706999999999997e-05,0.99997
+96170,Existing Customer,51,M,2,Graduate,Married,$80K - $120K,Blue,36,4,3,2,19262.0,1480,17782.0,0.649,4812,85,0.771,0.077,0.00017987,0.99982
+96171,Existing Customer,33,F,0,High School,Single,,Blue,27,6,1,1,2252.0,1826,426.0,0.716,5055,68,1.0,0.811,2.7707e-05,0.99997
 96172,Attrited Customer,46,M,2,,Single,$80K - $120K,Blue,34,2,3,3,7077.0,0,7077.0,0.838,2619,41,0.519,0.0,0.997,0.00299743
-96173,Existing Customer,63,M,0,College,Single,$60K - $80K,Blue,51,4,2,1,2706.0,889,1817.0,0.73,5047,64,0.882,0.32899999999999996,5.7266000000000004e-05,0.9999399999999999
-96174,Existing Customer,49,F,2,High School,Married,$40K - $60K,Blue,40,5,3,2,3263.0,1522,1741.0,0.58,4288,69,0.725,0.466,0.00017486,0.9998299999999999
+96173,Existing Customer,63,M,0,College,Single,$60K - $80K,Blue,51,4,2,1,2706.0,889,1817.0,0.73,5047,64,0.882,0.329,5.7266e-05,0.99994
+96174,Existing Customer,49,F,2,High School,Married,$40K - $60K,Blue,40,5,3,2,3263.0,1522,1741.0,0.58,4288,69,0.725,0.466,0.00017486,0.99983
 96175,Attrited Customer,41,F,4,College,Married,$40K - $60K,Blue,29,5,2,3,3281.0,0,3281.0,0.875,2907,45,0.406,0.0,0.9949,0.0051
-96176,Existing Customer,51,M,2,High School,Married,$80K - $120K,Blue,40,4,3,2,8169.0,794,7375.0,0.665,4927,70,0.9440000000000001,0.09699999999999999,0.00017486,0.9998299999999999
-96177,Existing Customer,46,F,5,College,Divorced,$40K - $60K,Blue,38,6,1,3,3276.0,1915,1361.0,0.672,4264,76,0.617,0.585,9.298200000000001e-05,0.9999100000000001
-96178,Existing Customer,41,F,3,,Single,Less than $40K,Blue,29,4,2,3,1966.0,1452,514.0,0.621,4666,74,0.682,0.7390000000000001,0.00021834,0.9997799999999999
-96179,Existing Customer,46,F,4,High School,Married,,Blue,30,3,1,3,5869.0,0,5869.0,0.852,5103,83,0.8440000000000001,0.0,9.444700000000001e-05,0.9999100000000001
-96180,Existing Customer,34,F,2,Uneducated,Single,Less than $40K,Blue,24,6,2,2,1438.3,0,1438.3,0.8270000000000001,3940,82,0.9520000000000001,0.0,0.00011703,0.9998799999999999
+96176,Existing Customer,51,M,2,High School,Married,$80K - $120K,Blue,40,4,3,2,8169.0,794,7375.0,0.665,4927,70,0.944,0.097,0.00017486,0.99983
+96177,Existing Customer,46,F,5,College,Divorced,$40K - $60K,Blue,38,6,1,3,3276.0,1915,1361.0,0.672,4264,76,0.617,0.585,9.2982e-05,0.99991
+96178,Existing Customer,41,F,3,,Single,Less than $40K,Blue,29,4,2,3,1966.0,1452,514.0,0.621,4666,74,0.682,0.739,0.00021834,0.99978
+96179,Existing Customer,46,F,4,High School,Married,,Blue,30,3,1,3,5869.0,0,5869.0,0.852,5103,83,0.844,0.0,9.4447e-05,0.99991
+96180,Existing Customer,34,F,2,Uneducated,Single,Less than $40K,Blue,24,6,2,2,1438.3,0,1438.3,0.827,3940,82,0.952,0.0,0.00011703,0.99988
 96181,Existing Customer,45,F,2,,Married,Less than $40K,Blue,38,3,2,3,3682.0,0,3682.0,0.797,4015,77,0.51,0.0,0.00021042,0.99979
-96182,Existing Customer,27,F,0,Graduate,Divorced,,Blue,36,5,1,0,13439.0,2003,11436.0,0.9359999999999999,4715,86,0.72,0.149,1.7434e-05,0.99998
+96182,Existing Customer,27,F,0,Graduate,Divorced,,Blue,36,5,1,0,13439.0,2003,11436.0,0.936,4715,86,0.72,0.149,1.7434e-05,0.99998
 96183,Attrited Customer,54,F,2,Doctorate,Single,Less than $40K,Blue,42,3,4,3,1694.0,0,1694.0,0.354,1930,41,0.519,0.0,0.99811,0.00188594
 96184,Existing Customer,41,M,2,High School,Divorced,$80K - $120K,Blue,36,6,2,2,1636.0,986,650.0,0.833,4695,73,0.872,0.603,0.00011065,0.99989
 96185,Existing Customer,48,F,1,Graduate,Married,Less than $40K,Blue,38,6,2,3,1449.0,749,700.0,0.943,4039,50,0.852,0.517,0.00017969,0.99982
 96186,Existing Customer,45,F,2,Graduate,Married,Less than $40K,Blue,38,3,3,3,1513.0,788,725.0,0.677,4166,71,0.868,0.521,0.00030251,0.9997
-96187,Attrited Customer,39,F,4,Graduate,Single,Less than $40K,Blue,28,5,2,4,1438.3,0,1438.3,0.777,2392,44,0.375,0.0,0.9970899999999999,0.0029104
-96188,Existing Customer,46,F,4,Doctorate,Divorced,Less than $40K,Blue,38,4,3,2,4120.0,1578,2542.0,0.379,4792,81,0.588,0.38299999999999995,0.00027297,0.9997299999999999
-96189,Existing Customer,47,F,2,,Single,Less than $40K,Blue,41,5,3,1,2289.0,1611,678.0,0.648,4817,77,0.75,0.7040000000000001,0.00011924,0.9998799999999999
-96190,Existing Customer,45,F,3,Graduate,Single,Less than $40K,Blue,33,6,2,3,2016.0,972,1044.0,0.685,4535,82,0.745,0.48200000000000004,0.00019864,0.9998
+96187,Attrited Customer,39,F,4,Graduate,Single,Less than $40K,Blue,28,5,2,4,1438.3,0,1438.3,0.777,2392,44,0.375,0.0,0.99709,0.0029104
+96188,Existing Customer,46,F,4,Doctorate,Divorced,Less than $40K,Blue,38,4,3,2,4120.0,1578,2542.0,0.379,4792,81,0.588,0.383,0.00027297,0.99973
+96189,Existing Customer,47,F,2,,Single,Less than $40K,Blue,41,5,3,1,2289.0,1611,678.0,0.648,4817,77,0.75,0.704,0.00011924,0.99988
+96190,Existing Customer,45,F,3,Graduate,Single,Less than $40K,Blue,33,6,2,3,2016.0,972,1044.0,0.685,4535,82,0.745,0.482,0.00019864,0.9998
 96191,Attrited Customer,49,M,3,Uneducated,Married,$80K - $120K,Blue,40,5,4,3,2509.0,450,2059.0,0.654,2239,47,0.621,0.179,0.99744,0.0025563
-96192,Existing Customer,40,F,2,Graduate,Married,Less than $40K,Blue,35,3,1,3,3511.0,0,3511.0,0.758,5238,82,0.708,0.0,9.2637e-05,0.9999100000000001
-96193,Existing Customer,45,M,3,Post-Graduate,Divorced,$60K - $80K,Blue,37,6,3,3,2751.0,2432,319.0,0.905,4453,75,0.9229999999999999,0.884,0.00036935,0.9996299999999999
+96192,Existing Customer,40,F,2,Graduate,Married,Less than $40K,Blue,35,3,1,3,3511.0,0,3511.0,0.758,5238,82,0.708,0.0,9.2637e-05,0.99991
+96193,Existing Customer,45,M,3,Post-Graduate,Divorced,$60K - $80K,Blue,37,6,3,3,2751.0,2432,319.0,0.905,4453,75,0.923,0.884,0.00036935,0.99963
 96194,Existing Customer,34,F,2,High School,Divorced,Less than $40K,Blue,36,3,6,3,2426.0,0,2426.0,0.888,4918,81,0.8,0.0,0.00023216,0.99977
 96195,Existing Customer,44,M,2,Graduate,Married,$80K - $120K,Blue,36,3,3,2,12230.0,1196,11034.0,0.62,3659,76,0.52,0.098,0.00017987,0.99982
-96196,Existing Customer,42,M,3,Graduate,Single,$60K - $80K,Blue,33,3,1,3,7328.0,936,6392.0,0.6890000000000001,4518,79,0.795,0.128,9.612600000000001e-05,0.9999
-96197,Existing Customer,47,F,2,High School,Married,,Blue,40,5,1,3,2264.0,0,2264.0,0.67,4279,75,0.531,0.0,9.0056e-05,0.9999100000000001
-96198,Existing Customer,42,M,2,Graduate,Single,$80K - $120K,Blue,36,3,1,3,3046.0,1231,1815.0,0.6920000000000001,4711,77,0.878,0.40399999999999997,9.2637e-05,0.9999100000000001
+96196,Existing Customer,42,M,3,Graduate,Single,$60K - $80K,Blue,33,3,1,3,7328.0,936,6392.0,0.689,4518,79,0.795,0.128,9.6126e-05,0.9999
+96197,Existing Customer,47,F,2,High School,Married,,Blue,40,5,1,3,2264.0,0,2264.0,0.67,4279,75,0.531,0.0,9.0056e-05,0.99991
+96198,Existing Customer,42,M,2,Graduate,Single,$80K - $120K,Blue,36,3,1,3,3046.0,1231,1815.0,0.692,4711,77,0.878,0.404,9.2637e-05,0.99991
 96199,Existing Customer,51,F,0,Uneducated,Married,,Blue,36,6,3,2,5881.0,0,5881.0,0.71,4431,89,0.816,0.0,0.00015871,0.99984
-96200,Existing Customer,52,M,2,College,Married,$80K - $120K,Blue,41,4,2,3,16207.0,922,15285.0,0.635,3621,83,0.8859999999999999,0.057,0.00018612,0.9998100000000001
+96200,Existing Customer,52,M,2,College,Married,$80K - $120K,Blue,41,4,2,3,16207.0,922,15285.0,0.635,3621,83,0.886,0.057,0.00018612,0.99981
 96201,Existing Customer,44,M,3,College,,$60K - $80K,Blue,33,6,3,2,15468.0,1187,14281.0,0.93,4484,81,0.841,0.077,0.00018146,0.99982
 96202,Existing Customer,47,F,5,College,Single,Less than $40K,Blue,34,4,3,2,5950.0,0,5950.0,0.44,4655,66,0.784,0.0,0.00018054,0.99982
-96203,Existing Customer,48,F,3,,Married,Less than $40K,Blue,43,3,1,2,3119.0,2196,923.0,0.81,4705,77,1.2,0.7040000000000001,6.282e-05,0.9999399999999999
-96204,Existing Customer,50,F,3,Uneducated,,,Blue,30,4,1,3,1507.0,0,1507.0,0.648,4037,83,0.7290000000000001,0.0,9.8837e-05,0.9999
+96203,Existing Customer,48,F,3,,Married,Less than $40K,Blue,43,3,1,2,3119.0,2196,923.0,0.81,4705,77,1.2,0.704,6.282e-05,0.99994
+96204,Existing Customer,50,F,3,Uneducated,,,Blue,30,4,1,3,1507.0,0,1507.0,0.648,4037,83,0.729,0.0,9.8837e-05,0.9999
 96205,Existing Customer,51,F,4,High School,Single,Less than $40K,Blue,36,6,3,3,2902.0,1634,1268.0,0.588,4748,74,0.51,0.563,0.00030842,0.99969
 96206,Existing Customer,47,F,3,College,Married,Less than $40K,Blue,38,5,2,2,1585.0,1304,281.0,0.727,4656,80,0.6,0.823,0.00011483,0.99989
-96207,Existing Customer,47,F,1,High School,Single,Less than $40K,Blue,36,6,2,3,2899.0,2418,481.0,0.575,4296,68,0.838,0.8340000000000001,0.00017468,0.9998299999999999
-96208,Existing Customer,50,F,2,,Married,$40K - $60K,Blue,36,5,1,2,2295.0,1277,1018.0,0.308,2245,47,0.679,0.556,6.054e-05,0.9999399999999999
+96207,Existing Customer,47,F,1,High School,Single,Less than $40K,Blue,36,6,2,3,2899.0,2418,481.0,0.575,4296,68,0.838,0.834,0.00017468,0.99983
+96208,Existing Customer,50,F,2,,Married,$40K - $60K,Blue,36,5,1,2,2295.0,1277,1018.0,0.308,2245,47,0.679,0.556,6.054e-05,0.99994
 96209,Existing Customer,39,F,2,,Married,Less than $40K,Blue,33,3,1,3,3251.0,1937,1314.0,0.685,4284,85,0.809,0.596,0.00010183,0.9999
-96210,Existing Customer,48,F,2,High School,Married,,Blue,27,3,1,2,4009.0,1361,2648.0,0.8859999999999999,4506,80,0.86,0.33899999999999997,5.3541999999999997e-05,0.99995
-96211,Attrited Customer,45,F,4,,Married,Less than $40K,Blue,39,3,2,2,3411.0,1472,1939.0,0.585,2108,55,0.618,0.43200000000000005,0.99244,0.007559999999999999
-96212,Existing Customer,49,M,5,Post-Graduate,Single,$40K - $60K,Silver,36,6,1,2,15525.0,1299,14226.0,0.452,4042,78,0.95,0.084,6.0455e-05,0.9999399999999999
-96213,Existing Customer,35,F,4,Graduate,Single,Less than $40K,Blue,29,6,3,0,2118.0,1189,929.0,1.158,4541,60,0.818,0.561,6.9589e-05,0.9999299999999999
-96214,Existing Customer,34,F,3,Graduate,Married,$40K - $60K,Blue,25,6,2,2,2275.0,1468,807.0,0.757,4977,88,0.6920000000000001,0.645,0.00011811,0.9998799999999999
-96215,Existing Customer,59,F,1,College,Single,Less than $40K,Blue,48,5,2,0,2601.0,1888,713.0,0.773,4899,62,0.7709999999999999,0.726,3.8315e-05,0.9999600000000001
+96210,Existing Customer,48,F,2,High School,Married,,Blue,27,3,1,2,4009.0,1361,2648.0,0.886,4506,80,0.86,0.339,5.3542e-05,0.99995
+96211,Attrited Customer,45,F,4,,Married,Less than $40K,Blue,39,3,2,2,3411.0,1472,1939.0,0.585,2108,55,0.618,0.432,0.99244,0.00756
+96212,Existing Customer,49,M,5,Post-Graduate,Single,$40K - $60K,Silver,36,6,1,2,15525.0,1299,14226.0,0.452,4042,78,0.95,0.084,6.0455e-05,0.99994
+96213,Existing Customer,35,F,4,Graduate,Single,Less than $40K,Blue,29,6,3,0,2118.0,1189,929.0,1.158,4541,60,0.818,0.561,6.9589e-05,0.99993
+96214,Existing Customer,34,F,3,Graduate,Married,$40K - $60K,Blue,25,6,2,2,2275.0,1468,807.0,0.757,4977,88,0.692,0.645,0.00011811,0.99988
+96215,Existing Customer,59,F,1,College,Single,Less than $40K,Blue,48,5,2,0,2601.0,1888,713.0,0.773,4899,62,0.771,0.726,3.8315e-05,0.99996
 96216,Existing Customer,52,M,3,High School,Single,$80K - $120K,Blue,41,6,3,3,4642.0,2413,2229.0,0.797,3532,72,0.674,0.52,0.00030516,0.99969
-96217,Existing Customer,58,M,0,Doctorate,Single,Less than $40K,Blue,46,6,4,3,1438.3,0,1438.3,0.8079999999999999,4082,82,0.8220000000000001,0.0,0.00045394,0.99955
-96218,Existing Customer,51,F,2,,Single,Less than $40K,Blue,36,3,2,2,1858.0,1071,787.0,0.611,4388,66,0.535,0.5760000000000001,0.00012511,0.99987
+96217,Existing Customer,58,M,0,Doctorate,Single,Less than $40K,Blue,46,6,4,3,1438.3,0,1438.3,0.808,4082,82,0.822,0.0,0.00045394,0.99955
+96218,Existing Customer,51,F,2,,Single,Less than $40K,Blue,36,3,2,2,1858.0,1071,787.0,0.611,4388,66,0.535,0.576,0.00012511,0.99987
 96219,Existing Customer,59,F,1,Graduate,Single,Less than $40K,Blue,52,5,3,3,2636.0,1619,1017.0,0.565,4727,83,0.627,0.614,0.00028395,0.99972
 96220,Existing Customer,50,F,3,Doctorate,Single,$40K - $60K,Blue,42,4,3,3,3743.0,881,2862.0,0.77,4621,71,0.821,0.235,0.0004542,0.99955
-96221,Existing Customer,49,F,1,Graduate,Single,Less than $40K,Blue,41,6,1,3,1438.3,0,1438.3,0.53,4538,82,1.05,0.0,8.6952e-05,0.9999100000000001
-96222,Attrited Customer,61,F,0,High School,Married,Less than $40K,Blue,47,1,3,4,4130.0,0,4130.0,0.8140000000000001,2418,57,0.7809999999999999,0.0,0.9976799999999999,0.00231656
-96223,Existing Customer,47,M,3,Uneducated,,$40K - $60K,Blue,36,3,3,3,10960.0,1333,9627.0,0.6779999999999999,3480,62,0.632,0.122,0.00032275,0.9996799999999999
+96221,Existing Customer,49,F,1,Graduate,Single,Less than $40K,Blue,41,6,1,3,1438.3,0,1438.3,0.53,4538,82,1.05,0.0,8.6952e-05,0.99991
+96222,Attrited Customer,61,F,0,High School,Married,Less than $40K,Blue,47,1,3,4,4130.0,0,4130.0,0.814,2418,57,0.781,0.0,0.99768,0.00231656
+96223,Existing Customer,47,M,3,Uneducated,,$40K - $60K,Blue,36,3,3,3,10960.0,1333,9627.0,0.678,3480,62,0.632,0.122,0.00032275,0.99968
 96224,Existing Customer,52,F,3,Post-Graduate,Married,$40K - $60K,Blue,33,3,2,0,3900.0,0,3900.0,1.092,4337,81,0.8,0.0,5.1265e-05,0.99995
-96225,Existing Customer,38,M,1,Uneducated,Married,Less than $40K,Blue,31,6,3,3,6236.0,1204,5032.0,0.8170000000000001,5389,84,0.826,0.193,0.00029196,0.99971
+96225,Existing Customer,38,M,1,Uneducated,Married,Less than $40K,Blue,31,6,3,3,6236.0,1204,5032.0,0.817,5389,84,0.826,0.193,0.00029196,0.99971
 96226,Existing Customer,34,F,3,Graduate,Single,,Blue,23,5,1,0,2591.0,0,2591.0,0.61,3876,67,0.763,0.0,2.1081e-05,0.99998
 96227,Attrited Customer,57,F,2,Doctorate,Married,Less than $40K,Blue,36,1,3,3,1615.0,950,665.0,0.507,2212,43,0.387,0.588,0.99772,0.00227837
-96228,Existing Customer,47,F,3,Graduate,Single,,Blue,36,5,1,2,8332.0,0,8332.0,0.92,5108,78,1.0,0.0,5.7151e-05,0.9999399999999999
-96229,Existing Customer,55,F,1,Graduate,Married,Less than $40K,Blue,38,5,5,2,2033.0,1037,996.0,1.064,4100,82,0.708,0.51,0.00018857,0.9998100000000001
-96230,Existing Customer,55,M,2,,Single,$80K - $120K,Blue,48,3,2,3,8082.0,1138,6944.0,0.723,4277,59,0.7879999999999999,0.141,0.00021042,0.99979
-96231,Existing Customer,57,F,3,High School,Married,Less than $40K,Blue,51,6,2,3,1511.0,0,1511.0,0.6779999999999999,4683,87,0.706,0.0,0.00019311,0.9998100000000001
-96232,Existing Customer,43,F,4,Graduate,Divorced,,Blue,36,5,2,2,11536.0,2074,9462.0,0.5489999999999999,4106,81,0.723,0.18,0.00011937,0.9998799999999999
-96233,Existing Customer,65,F,1,High School,Single,Less than $40K,Blue,55,3,3,2,4010.0,1504,2506.0,0.7659999999999999,3807,61,0.564,0.375,0.00016413,0.99984
-96234,Existing Customer,55,F,2,Uneducated,Married,Less than $40K,Blue,44,5,2,3,1669.0,1000,669.0,0.7170000000000001,4085,69,0.971,0.599,0.00019683,0.9998
-96235,Existing Customer,54,F,3,Graduate,Married,,Blue,49,5,1,2,11905.0,0,11905.0,0.8809999999999999,4022,65,1.167,0.0,5.7151e-05,0.9999399999999999
+96228,Existing Customer,47,F,3,Graduate,Single,,Blue,36,5,1,2,8332.0,0,8332.0,0.92,5108,78,1.0,0.0,5.7151e-05,0.99994
+96229,Existing Customer,55,F,1,Graduate,Married,Less than $40K,Blue,38,5,5,2,2033.0,1037,996.0,1.064,4100,82,0.708,0.51,0.00018857,0.99981
+96230,Existing Customer,55,M,2,,Single,$80K - $120K,Blue,48,3,2,3,8082.0,1138,6944.0,0.723,4277,59,0.788,0.141,0.00021042,0.99979
+96231,Existing Customer,57,F,3,High School,Married,Less than $40K,Blue,51,6,2,3,1511.0,0,1511.0,0.678,4683,87,0.706,0.0,0.00019311,0.99981
+96232,Existing Customer,43,F,4,Graduate,Divorced,,Blue,36,5,2,2,11536.0,2074,9462.0,0.549,4106,81,0.723,0.18,0.00011937,0.99988
+96233,Existing Customer,65,F,1,High School,Single,Less than $40K,Blue,55,3,3,2,4010.0,1504,2506.0,0.766,3807,61,0.564,0.375,0.00016413,0.99984
+96234,Existing Customer,55,F,2,Uneducated,Married,Less than $40K,Blue,44,5,2,3,1669.0,1000,669.0,0.717,4085,69,0.971,0.599,0.00019683,0.9998
+96235,Existing Customer,54,F,3,Graduate,Married,,Blue,49,5,1,2,11905.0,0,11905.0,0.881,4022,65,1.167,0.0,5.7151e-05,0.99994
 96236,Attrited Customer,44,F,1,College,Married,Less than $40K,Blue,36,6,3,3,3052.0,0,3052.0,0.868,2598,47,0.469,0.0,0.99639,0.00360825
-96237,Existing Customer,55,F,2,Graduate,,Less than $40K,Blue,36,5,1,2,2712.0,1617,1095.0,0.715,4858,73,0.738,0.596,5.5077e-05,0.9999399999999999
-96238,Existing Customer,39,F,0,College,Married,Less than $40K,Blue,30,3,2,3,1978.0,871,1107.0,0.636,4299,59,0.8440000000000001,0.44,0.00015971,0.99984
-96239,Existing Customer,37,F,3,College,Married,Less than $40K,Blue,27,4,2,0,1438.3,687,751.3,0.778,4621,73,1.147,0.478,4.2358000000000003e-05,0.9999600000000001
+96237,Existing Customer,55,F,2,Graduate,,Less than $40K,Blue,36,5,1,2,2712.0,1617,1095.0,0.715,4858,73,0.738,0.596,5.5077e-05,0.99994
+96238,Existing Customer,39,F,0,College,Married,Less than $40K,Blue,30,3,2,3,1978.0,871,1107.0,0.636,4299,59,0.844,0.44,0.00015971,0.99984
+96239,Existing Customer,37,F,3,College,Married,Less than $40K,Blue,27,4,2,0,1438.3,687,751.3,0.778,4621,73,1.147,0.478,4.2358e-05,0.99996
 96240,Existing Customer,55,F,1,Graduate,Married,Less than $40K,Blue,46,3,3,3,1606.0,0,1606.0,0.855,4548,76,0.652,0.0,0.00028395,0.99972
-96241,Existing Customer,46,F,1,Doctorate,Married,Less than $40K,Blue,29,3,3,2,2406.0,1705,701.0,0.624,4665,89,0.816,0.7090000000000001,0.00024431,0.99976
-96242,Existing Customer,44,M,4,,Single,$80K - $120K,Blue,36,6,2,3,5877.0,1160,4717.0,0.446,3565,83,0.7290000000000001,0.19699999999999998,0.00022068,0.9997799999999999
-96243,Attrited Customer,57,F,2,Graduate,Married,Less than $40K,Blue,41,3,3,3,2796.0,0,2796.0,0.7290000000000001,2196,35,0.75,0.0,0.99671,0.00329379
-96244,Existing Customer,54,F,1,Post-Graduate,Married,,Blue,40,4,1,2,2876.0,1267,1609.0,0.617,4302,74,0.51,0.441,6.083e-05,0.9999399999999999
+96241,Existing Customer,46,F,1,Doctorate,Married,Less than $40K,Blue,29,3,3,2,2406.0,1705,701.0,0.624,4665,89,0.816,0.709,0.00024431,0.99976
+96242,Existing Customer,44,M,4,,Single,$80K - $120K,Blue,36,6,2,3,5877.0,1160,4717.0,0.446,3565,83,0.729,0.197,0.00022068,0.99978
+96243,Attrited Customer,57,F,2,Graduate,Married,Less than $40K,Blue,41,3,3,3,2796.0,0,2796.0,0.729,2196,35,0.75,0.0,0.99671,0.00329379
+96244,Existing Customer,54,F,1,Post-Graduate,Married,,Blue,40,4,1,2,2876.0,1267,1609.0,0.617,4302,74,0.51,0.441,6.083e-05,0.99994
 96245,Attrited Customer,38,F,1,High School,Single,Less than $40K,Blue,26,5,2,4,3554.0,0,3554.0,0.782,2372,44,0.63,0.0,0.99666,0.00334364
 96246,Existing Customer,48,F,2,,Single,Less than $40K,Blue,36,4,3,2,9505.0,2390,7115.0,0.727,3616,68,0.619,0.251,0.00019771,0.9998
-96247,Attrited Customer,34,F,3,High School,Single,Less than $40K,Blue,21,2,2,2,1576.0,0,1576.0,0.789,2703,56,1.0,0.0,0.9913700000000001,0.00863
-96248,Existing Customer,44,F,4,College,Married,Less than $40K,Blue,36,6,3,2,1438.3,0,1438.3,0.6509999999999999,4257,89,0.648,0.0,0.0001834,0.99982
-96249,Existing Customer,39,M,3,Uneducated,Single,$60K - $80K,Blue,26,4,2,1,2973.0,1136,1837.0,0.7290000000000001,4342,87,0.7759999999999999,0.382,7.3235e-05,0.9999299999999999
-96250,Attrited Customer,40,F,4,Graduate,Single,Less than $40K,Blue,25,4,2,3,1438.3,0,1438.3,0.628,2493,42,0.5,0.0,0.9950399999999999,0.00495524
-96251,Existing Customer,41,F,1,Uneducated,Single,,Blue,30,4,2,3,5647.0,1175,4472.0,0.802,4868,76,0.81,0.20800000000000002,0.00018475,0.99982
-96252,Existing Customer,43,F,1,High School,,$40K - $60K,Blue,35,6,3,2,1766.0,0,1766.0,0.779,4808,87,0.6729999999999999,0.0,0.00016413,0.99984
-96253,Existing Customer,50,F,2,Graduate,,Less than $40K,Blue,40,3,2,3,1606.0,0,1606.0,0.8240000000000001,4129,68,0.7440000000000001,0.0,0.00019143,0.9998100000000001
+96247,Attrited Customer,34,F,3,High School,Single,Less than $40K,Blue,21,2,2,2,1576.0,0,1576.0,0.789,2703,56,1.0,0.0,0.99137,0.00863
+96248,Existing Customer,44,F,4,College,Married,Less than $40K,Blue,36,6,3,2,1438.3,0,1438.3,0.651,4257,89,0.648,0.0,0.0001834,0.99982
+96249,Existing Customer,39,M,3,Uneducated,Single,$60K - $80K,Blue,26,4,2,1,2973.0,1136,1837.0,0.729,4342,87,0.776,0.382,7.3235e-05,0.99993
+96250,Attrited Customer,40,F,4,Graduate,Single,Less than $40K,Blue,25,4,2,3,1438.3,0,1438.3,0.628,2493,42,0.5,0.0,0.99504,0.00495524
+96251,Existing Customer,41,F,1,Uneducated,Single,,Blue,30,4,2,3,5647.0,1175,4472.0,0.802,4868,76,0.81,0.208,0.00018475,0.99982
+96252,Existing Customer,43,F,1,High School,,$40K - $60K,Blue,35,6,3,2,1766.0,0,1766.0,0.779,4808,87,0.673,0.0,0.00016413,0.99984
+96253,Existing Customer,50,F,2,Graduate,,Less than $40K,Blue,40,3,2,3,1606.0,0,1606.0,0.824,4129,68,0.744,0.0,0.00019143,0.99981
 96254,Attrited Customer,54,F,0,High School,,Less than $40K,Blue,34,4,3,3,2223.0,632,1591.0,0.665,2538,49,0.581,0.284,0.99605,0.00394582
-96255,Existing Customer,47,F,4,Post-Graduate,Single,$40K - $60K,Blue,36,6,3,3,2896.0,0,2896.0,0.961,4970,85,0.889,0.0,0.00037329,0.9996299999999999
-96256,Existing Customer,51,M,3,Graduate,Married,$60K - $80K,Blue,43,6,1,3,2157.0,1494,663.0,0.765,4784,69,0.605,0.693,9.612600000000001e-05,0.9999
+96255,Existing Customer,47,F,4,Post-Graduate,Single,$40K - $60K,Blue,36,6,3,3,2896.0,0,2896.0,0.961,4970,85,0.889,0.0,0.00037329,0.99963
+96256,Existing Customer,51,M,3,Graduate,Married,$60K - $80K,Blue,43,6,1,3,2157.0,1494,663.0,0.765,4784,69,0.605,0.693,9.6126e-05,0.9999
 96257,Attrited Customer,49,F,3,Doctorate,Divorced,,Blue,42,1,3,3,3802.0,1558,2244.0,0.489,2003,43,0.593,0.41,0.9978,0.00219584
-96258,Existing Customer,43,M,1,College,Married,$60K - $80K,Blue,36,3,3,2,13840.0,1079,12761.0,0.9470000000000001,4190,74,0.805,0.078,0.00016415,0.99984
-96259,Existing Customer,36,F,2,,,Less than $40K,Blue,28,6,1,2,2169.0,1602,567.0,0.6679999999999999,5182,78,0.8140000000000001,0.7390000000000001,6.054e-05,0.9999399999999999
+96258,Existing Customer,43,M,1,College,Married,$60K - $80K,Blue,36,3,3,2,13840.0,1079,12761.0,0.947,4190,74,0.805,0.078,0.00016415,0.99984
+96259,Existing Customer,36,F,2,,,Less than $40K,Blue,28,6,1,2,2169.0,1602,567.0,0.668,5182,78,0.814,0.739,6.054e-05,0.99994
 96260,Existing Customer,47,F,3,,Single,Less than $40K,Blue,34,6,3,0,4862.0,0,4862.0,0.695,4167,86,0.593,0.0,7.5683e-05,0.99992
-96261,Existing Customer,45,F,5,Graduate,Married,Less than $40K,Blue,36,4,1,2,2289.0,1037,1252.0,0.504,4483,72,0.5,0.45299999999999996,5.6861e-05,0.9999399999999999
+96261,Existing Customer,45,F,5,Graduate,Married,Less than $40K,Blue,36,4,1,2,2289.0,1037,1252.0,0.504,4483,72,0.5,0.453,5.6861e-05,0.99994
 96262,Existing Customer,49,M,3,,Married,$60K - $80K,Blue,36,6,1,3,22651.0,1085,21566.0,0.81,3915,72,0.674,0.048,0.00010566,0.99989
-96263,Existing Customer,48,F,4,,,Less than $40K,Blue,36,4,3,2,2406.0,1744,662.0,0.6940000000000001,4748,88,0.6920000000000001,0.725,0.00020735,0.99979
-96264,Attrited Customer,52,M,3,Doctorate,Married,$80K - $120K,Blue,36,2,3,3,3022.0,895,2127.0,0.95,2724,38,0.9,0.29600000000000004,0.9978,0.00219584
+96263,Existing Customer,48,F,4,,,Less than $40K,Blue,36,4,3,2,2406.0,1744,662.0,0.694,4748,88,0.692,0.725,0.00020735,0.99979
+96264,Attrited Customer,52,M,3,Doctorate,Married,$80K - $120K,Blue,36,2,3,3,3022.0,895,2127.0,0.95,2724,38,0.9,0.296,0.9978,0.00219584
 96265,Existing Customer,46,M,3,Doctorate,Married,$80K - $120K,Blue,38,6,1,2,12935.0,1417,11518.0,0.738,3528,61,0.743,0.11,8.2704e-05,0.99992
-96266,Attrited Customer,45,F,4,,Single,Less than $40K,Blue,40,5,4,3,1438.3,0,1438.3,0.605,2207,41,0.64,0.0,0.9976299999999999,0.00236635
-96267,Attrited Customer,49,F,1,Uneducated,Married,$40K - $60K,Blue,41,4,3,3,1438.3,522,916.3,0.38299999999999995,2030,37,0.37,0.363,0.99659,0.00341249
-96268,Existing Customer,43,F,3,Post-Graduate,Single,Less than $40K,Blue,26,6,2,2,2256.0,1346,910.0,0.9109999999999999,4893,76,0.81,0.597,0.00013897,0.9998600000000001
+96266,Attrited Customer,45,F,4,,Single,Less than $40K,Blue,40,5,4,3,1438.3,0,1438.3,0.605,2207,41,0.64,0.0,0.99763,0.00236635
+96267,Attrited Customer,49,F,1,Uneducated,Married,$40K - $60K,Blue,41,4,3,3,1438.3,522,916.3,0.383,2030,37,0.37,0.363,0.99659,0.00341249
+96268,Existing Customer,43,F,3,Post-Graduate,Single,Less than $40K,Blue,26,6,2,2,2256.0,1346,910.0,0.911,4893,76,0.81,0.597,0.00013897,0.99986
 96269,Attrited Customer,40,F,3,Graduate,Single,Less than $40K,Blue,36,5,3,1,1516.0,0,1516.0,0.737,2709,54,0.385,0.0,0.9912,0.0088
 96270,Existing Customer,48,F,3,,,$40K - $60K,Blue,33,3,2,2,2485.0,1651,834.0,1.1,4351,86,0.83,0.664,0.00012982,0.99987
 96271,Existing Customer,53,F,2,,Single,Less than $40K,Blue,36,5,2,2,1820.0,909,911.0,0.737,4665,67,0.763,0.499,0.00012511,0.99987
 96272,Existing Customer,54,F,2,Graduate,Married,,Blue,47,4,3,3,2156.0,1134,1022.0,0.669,4120,77,0.711,0.526,0.00030251,0.9997
-96273,Existing Customer,48,M,5,Post-Graduate,Single,$60K - $80K,Blue,30,6,3,2,5826.0,1482,4344.0,0.7290000000000001,4135,76,0.767,0.254,0.0002185,0.9997799999999999
-96274,Existing Customer,39,F,1,Graduate,Single,Less than $40K,Silver,30,5,2,2,10190.0,891,9299.0,0.6779999999999999,3768,59,0.9670000000000001,0.087,9.653299999999999e-05,0.9999
-96275,Existing Customer,45,F,3,Graduate,Single,Less than $40K,Blue,28,5,2,2,2035.0,1174,861.0,0.8759999999999999,4670,77,0.638,0.5770000000000001,0.00011811,0.9998799999999999
-96276,Attrited Customer,45,F,2,College,Single,Less than $40K,Blue,33,1,3,3,1833.0,0,1833.0,0.5489999999999999,2037,31,0.292,0.0,0.99661,0.00338757
-96277,Existing Customer,56,M,3,Uneducated,Single,$60K - $80K,Blue,49,3,3,3,1623.0,0,1623.0,1.058,4965,74,0.805,0.0,0.00032275,0.9996799999999999
-96278,Attrited Customer,27,F,0,,Single,Less than $40K,Blue,16,6,1,3,1835.0,1647,188.0,0.513,1903,44,0.63,0.898,0.98869,0.011309999999999999
-96279,Existing Customer,47,F,4,High School,Married,Less than $40K,Blue,40,4,2,2,4490.0,1989,2501.0,0.604,4346,70,0.795,0.44299999999999995,0.00011604,0.9998799999999999
-96280,Existing Customer,48,M,3,Graduate,Divorced,$60K - $80K,Blue,34,6,3,2,11062.0,0,11062.0,0.7609999999999999,4084,72,0.8,0.0,0.00018665,0.9998100000000001
-96281,Attrited Customer,30,F,0,Graduate,Single,Less than $40K,Blue,36,5,3,3,1574.0,0,1574.0,0.5820000000000001,2560,59,0.7879999999999999,0.0,0.99616,0.0038363
+96273,Existing Customer,48,M,5,Post-Graduate,Single,$60K - $80K,Blue,30,6,3,2,5826.0,1482,4344.0,0.729,4135,76,0.767,0.254,0.0002185,0.99978
+96274,Existing Customer,39,F,1,Graduate,Single,Less than $40K,Silver,30,5,2,2,10190.0,891,9299.0,0.678,3768,59,0.967,0.087,9.6533e-05,0.9999
+96275,Existing Customer,45,F,3,Graduate,Single,Less than $40K,Blue,28,5,2,2,2035.0,1174,861.0,0.876,4670,77,0.638,0.577,0.00011811,0.99988
+96276,Attrited Customer,45,F,2,College,Single,Less than $40K,Blue,33,1,3,3,1833.0,0,1833.0,0.549,2037,31,0.292,0.0,0.99661,0.00338757
+96277,Existing Customer,56,M,3,Uneducated,Single,$60K - $80K,Blue,49,3,3,3,1623.0,0,1623.0,1.058,4965,74,0.805,0.0,0.00032275,0.99968
+96278,Attrited Customer,27,F,0,,Single,Less than $40K,Blue,16,6,1,3,1835.0,1647,188.0,0.513,1903,44,0.63,0.898,0.98869,0.01131
+96279,Existing Customer,47,F,4,High School,Married,Less than $40K,Blue,40,4,2,2,4490.0,1989,2501.0,0.604,4346,70,0.795,0.443,0.00011604,0.99988
+96280,Existing Customer,48,M,3,Graduate,Divorced,$60K - $80K,Blue,34,6,3,2,11062.0,0,11062.0,0.761,4084,72,0.8,0.0,0.00018665,0.99981
+96281,Attrited Customer,30,F,0,Graduate,Single,Less than $40K,Blue,36,5,3,3,1574.0,0,1574.0,0.582,2560,59,0.788,0.0,0.99616,0.0038363
 96282,Existing Customer,52,F,2,College,Single,Less than $40K,Blue,36,3,2,2,2370.0,1490,880.0,0.63,4751,80,0.86,0.629,0.00011066,0.99989
-96283,Existing Customer,35,F,2,College,Single,Less than $40K,Blue,18,6,2,0,2658.0,0,2658.0,0.8909999999999999,4667,83,0.93,0.0,4.082e-05,0.9999600000000001
-96284,Attrited Customer,38,F,3,Graduate,Married,Less than $40K,Blue,36,3,2,3,2300.0,0,2300.0,0.703,2500,47,0.11900000000000001,0.0,0.9949899999999999,0.0050100000000000006
-96285,Existing Customer,44,F,2,Graduate,Single,Less than $40K,Blue,36,5,2,3,2368.0,1244,1124.0,0.935,4289,71,0.868,0.525,0.00019143,0.9998100000000001
-96286,Existing Customer,53,F,0,High School,Married,$40K - $60K,Blue,36,6,2,3,2883.0,1936,947.0,0.861,4244,53,0.6559999999999999,0.672,0.0001597,0.99984
-96287,Existing Customer,43,F,2,College,Divorced,,Blue,38,4,3,2,3264.0,2042,1222.0,0.752,4624,75,0.705,0.626,0.00017488,0.9998299999999999
+96283,Existing Customer,35,F,2,College,Single,Less than $40K,Blue,18,6,2,0,2658.0,0,2658.0,0.891,4667,83,0.93,0.0,4.082e-05,0.99996
+96284,Attrited Customer,38,F,3,Graduate,Married,Less than $40K,Blue,36,3,2,3,2300.0,0,2300.0,0.703,2500,47,0.119,0.0,0.99499,0.00501
+96285,Existing Customer,44,F,2,Graduate,Single,Less than $40K,Blue,36,5,2,3,2368.0,1244,1124.0,0.935,4289,71,0.868,0.525,0.00019143,0.99981
+96286,Existing Customer,53,F,0,High School,Married,$40K - $60K,Blue,36,6,2,3,2883.0,1936,947.0,0.861,4244,53,0.656,0.672,0.0001597,0.99984
+96287,Existing Customer,43,F,2,College,Divorced,,Blue,38,4,3,2,3264.0,2042,1222.0,0.752,4624,75,0.705,0.626,0.00017488,0.99983
 96288,Existing Customer,46,F,3,,Single,Less than $40K,Blue,41,3,2,2,1937.0,916,1021.0,0.807,4303,89,0.78,0.473,0.00012982,0.99987
-96289,Existing Customer,40,F,4,,Married,$40K - $60K,Blue,30,5,2,2,2166.0,1465,701.0,0.857,5097,82,0.6729999999999999,0.6759999999999999,0.00013121,0.99987
+96289,Existing Customer,40,F,4,,Married,$40K - $60K,Blue,30,5,2,2,2166.0,1465,701.0,0.857,5097,82,0.673,0.676,0.00013121,0.99987
 96290,Existing Customer,43,F,5,Graduate,Married,$40K - $60K,Blue,34,5,1,3,7135.0,1164,5971.0,1.127,3746,81,1.189,0.163,9.5638e-05,0.9999
-96291,Existing Customer,56,F,2,Graduate,Single,Less than $40K,Blue,43,5,3,2,1438.3,787,651.3,0.737,4830,79,0.7559999999999999,0.547,0.00017987,0.99982
-96292,Existing Customer,48,F,3,High School,Single,$40K - $60K,Blue,42,6,1,1,3743.0,2090,1653.0,0.9690000000000001,4674,67,0.718,0.5579999999999999,3.3505e-05,0.99997
+96291,Existing Customer,56,F,2,Graduate,Single,Less than $40K,Blue,43,5,3,2,1438.3,787,651.3,0.737,4830,79,0.756,0.547,0.00017987,0.99982
+96292,Existing Customer,48,F,3,High School,Single,$40K - $60K,Blue,42,6,1,1,3743.0,2090,1653.0,0.969,4674,67,0.718,0.558,3.3505e-05,0.99997
 96293,Existing Customer,31,F,0,Uneducated,Divorced,,Blue,36,6,3,1,5190.0,1682,3508.0,0.888,4900,81,0.8,0.324,9.5711e-05,0.9999
-96294,Existing Customer,41,M,2,Doctorate,Married,$40K - $60K,Blue,32,5,3,3,6059.0,1171,4888.0,0.6779999999999999,4119,70,0.667,0.193,0.00043772,0.99956
-96295,Existing Customer,47,F,4,Uneducated,Single,Less than $40K,Blue,36,4,2,3,2577.0,1450,1127.0,0.747,4576,83,0.7659999999999999,0.563,0.00020643,0.99979
-96296,Existing Customer,43,F,2,High School,Married,Less than $40K,Blue,36,5,1,3,3761.0,2121,1640.0,0.6940000000000001,4476,79,0.927,0.564,9.0056e-05,0.9999100000000001
-96297,Attrited Customer,50,F,3,High School,Married,Less than $40K,Blue,36,2,3,3,1572.0,0,1572.0,0.74,2447,41,0.5770000000000001,0.0,0.9967299999999999,0.00326528
-96298,Existing Customer,39,F,1,,Married,$40K - $60K,Blue,36,3,1,1,1637.0,0,1637.0,0.889,4800,70,0.795,0.0,3.4268000000000005e-05,0.99997
+96294,Existing Customer,41,M,2,Doctorate,Married,$40K - $60K,Blue,32,5,3,3,6059.0,1171,4888.0,0.678,4119,70,0.667,0.193,0.00043772,0.99956
+96295,Existing Customer,47,F,4,Uneducated,Single,Less than $40K,Blue,36,4,2,3,2577.0,1450,1127.0,0.747,4576,83,0.766,0.563,0.00020643,0.99979
+96296,Existing Customer,43,F,2,High School,Married,Less than $40K,Blue,36,5,1,3,3761.0,2121,1640.0,0.694,4476,79,0.927,0.564,9.0056e-05,0.99991
+96297,Attrited Customer,50,F,3,High School,Married,Less than $40K,Blue,36,2,3,3,1572.0,0,1572.0,0.74,2447,41,0.577,0.0,0.99673,0.00326528
+96298,Existing Customer,39,F,1,,Married,$40K - $60K,Blue,36,3,1,1,1637.0,0,1637.0,0.889,4800,70,0.795,0.0,3.4268e-05,0.99997
 96299,Existing Customer,51,M,2,,Married,$120K +,Blue,36,5,3,2,28600.0,0,28600.0,0.506,4336,66,0.61,0.0,0.00019771,0.9998
-96300,Existing Customer,40,M,4,High School,Married,Less than $40K,Blue,35,3,3,1,4402.0,1524,2878.0,0.628,3063,57,0.9,0.34600000000000003,0.00011059999999999999,0.99989
-96301,Existing Customer,50,F,1,Graduate,,Less than $40K,Blue,32,6,1,3,2652.0,1911,741.0,0.831,4816,79,0.8809999999999999,0.721,8.6952e-05,0.9999100000000001
-96302,Existing Customer,41,F,2,College,Married,$40K - $60K,Blue,36,6,2,3,6602.0,0,6602.0,0.743,4479,82,0.8220000000000001,0.0,0.00018612,0.9998100000000001
-96303,Attrited Customer,37,F,2,Doctorate,Single,$40K - $60K,Blue,18,4,1,3,1900.0,0,1900.0,0.7759999999999999,2880,46,0.353,0.0,0.9926,0.0074
+96300,Existing Customer,40,M,4,High School,Married,Less than $40K,Blue,35,3,3,1,4402.0,1524,2878.0,0.628,3063,57,0.9,0.346,0.0001106,0.99989
+96301,Existing Customer,50,F,1,Graduate,,Less than $40K,Blue,32,6,1,3,2652.0,1911,741.0,0.831,4816,79,0.881,0.721,8.6952e-05,0.99991
+96302,Existing Customer,41,F,2,College,Married,$40K - $60K,Blue,36,6,2,3,6602.0,0,6602.0,0.743,4479,82,0.822,0.0,0.00018612,0.99981
+96303,Attrited Customer,37,F,2,Doctorate,Single,$40K - $60K,Blue,18,4,1,3,1900.0,0,1900.0,0.776,2880,46,0.353,0.0,0.9926,0.0074
 96304,Existing Customer,56,F,4,Doctorate,Single,$40K - $60K,Blue,44,4,2,3,3455.0,1385,2070.0,0.773,4925,82,0.745,0.401,0.00029051,0.99971
 96305,Existing Customer,47,M,3,High School,Single,$60K - $80K,Blue,30,5,3,3,18123.0,1775,16348.0,0.593,4259,80,0.86,0.098,0.00030516,0.99969
 96306,Existing Customer,44,F,4,Post-Graduate,Divorced,Less than $40K,Blue,26,4,1,3,2295.0,1250,1045.0,0.912,3834,69,0.643,0.545,0.00011432,0.99989
-96307,Existing Customer,38,M,3,Graduate,Married,$80K - $120K,Blue,19,5,2,2,1518.0,1115,403.0,0.705,3595,65,0.857,0.735,0.00011811,0.9998799999999999
-96308,Existing Customer,45,F,2,Graduate,,Less than $40K,Blue,36,3,1,1,2723.0,1902,821.0,0.723,3875,84,0.75,0.698,3.3214000000000004e-05,0.99997
+96307,Existing Customer,38,M,3,Graduate,Married,$80K - $120K,Blue,19,5,2,2,1518.0,1115,403.0,0.705,3595,65,0.857,0.735,0.00011811,0.99988
+96308,Existing Customer,45,F,2,Graduate,,Less than $40K,Blue,36,3,1,1,2723.0,1902,821.0,0.723,3875,84,0.75,0.698,3.3214e-05,0.99997
 96309,Existing Customer,47,F,0,College,Married,Less than $40K,Blue,27,3,1,3,1776.0,691,1085.0,0.878,4878,84,0.826,0.389,7.7286e-05,0.99992
 96310,Existing Customer,39,F,3,High School,Married,Less than $40K,Blue,33,3,3,1,1968.0,1270,698.0,0.975,4199,84,0.826,0.645,0.00010943,0.99989
-96311,Existing Customer,48,F,1,Graduate,Single,Less than $40K,Blue,41,5,1,1,1860.0,1054,806.0,0.963,5163,73,0.973,0.5670000000000001,3.1176e-05,0.99997
+96311,Existing Customer,48,F,1,Graduate,Single,Less than $40K,Blue,41,5,1,1,1860.0,1054,806.0,0.963,5163,73,0.973,0.567,3.1176e-05,0.99997
 96312,Existing Customer,53,F,3,Graduate,Divorced,Less than $40K,Blue,40,3,2,3,2684.0,2126,558.0,0.69,5299,75,0.875,0.792,0.00019864,0.9998
-96313,Existing Customer,51,F,2,Graduate,Single,$40K - $60K,Blue,43,3,1,3,2180.0,1865,315.0,0.748,4348,77,0.51,0.856,9.2637e-05,0.9999100000000001
-96314,Attrited Customer,41,F,2,High School,Single,Less than $40K,Blue,34,1,3,4,1661.0,0,1661.0,0.7859999999999999,2473,49,0.75,0.0,0.9980100000000001,0.00198853
-96315,Existing Customer,38,F,0,Uneducated,Single,Less than $40K,Blue,36,4,1,2,1679.0,0,1679.0,0.6579999999999999,4771,81,0.7609999999999999,0.0,4.8595e-05,0.99995
-96316,Attrited Customer,36,F,2,Post-Graduate,Married,Less than $40K,Blue,25,5,2,3,1691.0,0,1691.0,0.865,2716,63,0.703,0.0,0.9955799999999999,0.00441892
+96313,Existing Customer,51,F,2,Graduate,Single,$40K - $60K,Blue,43,3,1,3,2180.0,1865,315.0,0.748,4348,77,0.51,0.856,9.2637e-05,0.99991
+96314,Attrited Customer,41,F,2,High School,Single,Less than $40K,Blue,34,1,3,4,1661.0,0,1661.0,0.786,2473,49,0.75,0.0,0.99801,0.00198853
+96315,Existing Customer,38,F,0,Uneducated,Single,Less than $40K,Blue,36,4,1,2,1679.0,0,1679.0,0.658,4771,81,0.761,0.0,4.8595e-05,0.99995
+96316,Attrited Customer,36,F,2,Post-Graduate,Married,Less than $40K,Blue,25,5,2,3,1691.0,0,1691.0,0.865,2716,63,0.703,0.0,0.99558,0.00441892
 96317,Existing Customer,46,F,2,Post-Graduate,Single,Less than $40K,Blue,35,4,2,3,2888.0,1641,1247.0,0.976,3703,61,1.179,0.568,0.00022525,0.99977
 96318,Existing Customer,58,F,1,High School,Married,$40K - $60K,Blue,46,5,3,1,1871.0,1339,532.0,0.79,4553,90,0.731,0.716,9.8983e-05,0.9999
-96319,Existing Customer,44,F,2,High School,,Less than $40K,Blue,34,5,1,3,3226.0,2517,709.0,0.818,4317,81,0.884,0.78,9.0056e-05,0.9999100000000001
-96320,Existing Customer,41,M,5,,Married,$80K - $120K,Blue,31,3,3,1,12114.0,1379,10735.0,0.6759999999999999,3964,90,0.8370000000000001,0.114,0.00012309999999999998,0.9998799999999999
+96319,Existing Customer,44,F,2,High School,,Less than $40K,Blue,34,5,1,3,3226.0,2517,709.0,0.818,4317,81,0.884,0.78,9.0056e-05,0.99991
+96320,Existing Customer,41,M,5,,Married,$80K - $120K,Blue,31,3,3,1,12114.0,1379,10735.0,0.676,3964,90,0.837,0.114,0.0001231,0.99988
 96321,Existing Customer,42,F,3,Post-Graduate,Married,Less than $40K,Blue,36,6,3,1,4959.0,1483,3476.0,0.902,4286,71,0.614,0.299,0.00013245,0.99987
-96322,Existing Customer,42,M,4,Uneducated,Single,$80K - $120K,Blue,36,3,2,3,10374.0,599,9775.0,0.635,4240,63,0.853,0.057999999999999996,0.00020643,0.99979
-96323,Existing Customer,45,F,1,Uneducated,Married,Less than $40K,Blue,35,3,3,2,1438.3,1080,358.3,0.802,4425,79,0.7170000000000001,0.7509999999999999,0.0001736,0.9998299999999999
-96324,Attrited Customer,44,F,2,Uneducated,Single,,Blue,32,5,3,3,1486.0,849,637.0,0.621,2380,43,0.87,0.5710000000000001,0.9968,0.00320374
-96325,Existing Customer,41,F,3,Graduate,Married,,Blue,33,3,3,3,2542.0,0,2542.0,0.5870000000000001,4087,73,0.78,0.0,0.0003139,0.99969
+96322,Existing Customer,42,M,4,Uneducated,Single,$80K - $120K,Blue,36,3,2,3,10374.0,599,9775.0,0.635,4240,63,0.853,0.058,0.00020643,0.99979
+96323,Existing Customer,45,F,1,Uneducated,Married,Less than $40K,Blue,35,3,3,2,1438.3,1080,358.3,0.802,4425,79,0.717,0.751,0.0001736,0.99983
+96324,Attrited Customer,44,F,2,Uneducated,Single,,Blue,32,5,3,3,1486.0,849,637.0,0.621,2380,43,0.87,0.571,0.9968,0.00320374
+96325,Existing Customer,41,F,3,Graduate,Married,,Blue,33,3,3,3,2542.0,0,2542.0,0.587,4087,73,0.78,0.0,0.0003139,0.99969
 96326,Attrited Customer,35,M,2,,Single,Less than $40K,Blue,36,5,3,3,1931.0,0,1931.0,0.862,2482,40,0.6,0.0,0.997,0.00299743
 96327,Attrited Customer,48,F,3,Doctorate,Single,Less than $40K,Blue,39,3,3,4,1644.0,500,1144.0,0.784,2450,45,0.406,0.304,0.99871,0.00128822
-96328,Existing Customer,43,F,2,Post-Graduate,Single,$40K - $60K,Blue,36,4,1,3,2283.0,0,2283.0,0.899,4088,66,0.8859999999999999,0.0,0.000109,0.99989
-96329,Existing Customer,36,F,1,Doctorate,,Less than $40K,Blue,36,3,2,2,4943.0,1204,3739.0,0.41700000000000004,4024,82,0.7829999999999999,0.244,0.00015460000000000002,0.99985
+96328,Existing Customer,43,F,2,Post-Graduate,Single,$40K - $60K,Blue,36,4,1,3,2283.0,0,2283.0,0.899,4088,66,0.886,0.0,0.000109,0.99989
+96329,Existing Customer,36,F,1,Doctorate,,Less than $40K,Blue,36,3,2,2,4943.0,1204,3739.0,0.417,4024,82,0.783,0.244,0.0001546,0.99985
 96330,Attrited Customer,44,M,2,Doctorate,,$40K - $60K,Blue,36,5,3,4,1438.3,0,1438.3,0.602,2100,54,0.588,0.0,0.99866,0.00133669
-96331,Existing Customer,43,F,3,College,Single,Less than $40K,Blue,28,3,1,3,1438.3,0,1438.3,0.83,4482,54,0.636,0.0,9.345700000000001e-05,0.9999100000000001
-96332,Existing Customer,52,F,2,College,Divorced,Less than $40K,Blue,45,4,2,3,1438.3,0,1438.3,0.7440000000000001,4737,80,0.818,0.0,0.00018612,0.9998100000000001
-96333,Attrited Customer,61,F,0,High School,Single,Less than $40K,Blue,36,4,3,4,1760.0,0,1760.0,0.457,2285,46,0.643,0.0,0.9976799999999999,0.00231656
-96334,Existing Customer,50,F,3,,Single,Less than $40K,Blue,39,4,4,3,1852.0,0,1852.0,0.8009999999999999,4339,82,0.7829999999999999,0.0,0.00041696,0.9995799999999999
-96335,Existing Customer,43,M,2,High School,Married,$60K - $80K,Blue,25,3,2,3,2049.0,1530,519.0,1.344,4521,70,0.628,0.747,0.0001861,0.9998100000000001
-96336,Attrited Customer,48,F,3,High School,Married,Less than $40K,Blue,43,3,3,3,1670.0,0,1670.0,0.7070000000000001,2790,37,0.321,0.0,0.9967299999999999,0.00326528
-96337,Existing Customer,35,F,3,,Divorced,Less than $40K,Blue,29,4,2,3,1511.0,864,647.0,0.7120000000000001,4823,64,0.8290000000000001,0.5720000000000001,0.00021834,0.9997799999999999
-96338,Existing Customer,39,M,1,,Single,$80K - $120K,Blue,36,4,2,1,6018.0,0,6018.0,0.703,4355,78,0.857,0.0,7.0819e-05,0.9999299999999999
-96339,Existing Customer,59,F,0,Post-Graduate,Single,Less than $40K,Blue,48,4,2,2,3030.0,1251,1779.0,0.6940000000000001,4724,71,0.775,0.413,0.00011493,0.99989
-96340,Existing Customer,58,F,4,High School,Single,Less than $40K,Blue,39,3,1,3,2755.0,1483,1272.0,0.8059999999999999,4394,75,0.63,0.5379999999999999,9.444700000000001e-05,0.9999100000000001
-96341,Existing Customer,51,M,4,High School,Single,$80K - $120K,Blue,37,6,2,2,8783.0,2142,6641.0,0.662,4425,83,0.7659999999999999,0.244,0.00011604,0.9998799999999999
-96342,Existing Customer,64,M,1,Graduate,Single,Less than $40K,Blue,36,4,3,1,1861.0,1677,184.0,0.742,5225,94,0.679,0.9009999999999999,0.00010182,0.9999
-96343,Attrited Customer,50,M,2,High School,Married,$120K +,Blue,40,6,4,3,13709.0,813,12896.0,0.65,2511,40,0.6,0.059000000000000004,0.9972,0.00280488
-96344,Attrited Customer,46,F,3,,,Less than $40K,Blue,41,5,3,2,4710.0,0,4710.0,0.7170000000000001,2690,43,0.955,0.0,0.99515,0.00484967
-96345,Existing Customer,49,M,4,Graduate,Married,$80K - $120K,Blue,39,6,3,2,17285.0,1853,15432.0,0.882,4787,60,0.7140000000000001,0.107,0.00018864,0.9998100000000001
+96331,Existing Customer,43,F,3,College,Single,Less than $40K,Blue,28,3,1,3,1438.3,0,1438.3,0.83,4482,54,0.636,0.0,9.3457e-05,0.99991
+96332,Existing Customer,52,F,2,College,Divorced,Less than $40K,Blue,45,4,2,3,1438.3,0,1438.3,0.744,4737,80,0.818,0.0,0.00018612,0.99981
+96333,Attrited Customer,61,F,0,High School,Single,Less than $40K,Blue,36,4,3,4,1760.0,0,1760.0,0.457,2285,46,0.643,0.0,0.99768,0.00231656
+96334,Existing Customer,50,F,3,,Single,Less than $40K,Blue,39,4,4,3,1852.0,0,1852.0,0.801,4339,82,0.783,0.0,0.00041696,0.99958
+96335,Existing Customer,43,M,2,High School,Married,$60K - $80K,Blue,25,3,2,3,2049.0,1530,519.0,1.344,4521,70,0.628,0.747,0.0001861,0.99981
+96336,Attrited Customer,48,F,3,High School,Married,Less than $40K,Blue,43,3,3,3,1670.0,0,1670.0,0.707,2790,37,0.321,0.0,0.99673,0.00326528
+96337,Existing Customer,35,F,3,,Divorced,Less than $40K,Blue,29,4,2,3,1511.0,864,647.0,0.712,4823,64,0.829,0.572,0.00021834,0.99978
+96338,Existing Customer,39,M,1,,Single,$80K - $120K,Blue,36,4,2,1,6018.0,0,6018.0,0.703,4355,78,0.857,0.0,7.0819e-05,0.99993
+96339,Existing Customer,59,F,0,Post-Graduate,Single,Less than $40K,Blue,48,4,2,2,3030.0,1251,1779.0,0.694,4724,71,0.775,0.413,0.00011493,0.99989
+96340,Existing Customer,58,F,4,High School,Single,Less than $40K,Blue,39,3,1,3,2755.0,1483,1272.0,0.806,4394,75,0.63,0.538,9.4447e-05,0.99991
+96341,Existing Customer,51,M,4,High School,Single,$80K - $120K,Blue,37,6,2,2,8783.0,2142,6641.0,0.662,4425,83,0.766,0.244,0.00011604,0.99988
+96342,Existing Customer,64,M,1,Graduate,Single,Less than $40K,Blue,36,4,3,1,1861.0,1677,184.0,0.742,5225,94,0.679,0.901,0.00010182,0.9999
+96343,Attrited Customer,50,M,2,High School,Married,$120K +,Blue,40,6,4,3,13709.0,813,12896.0,0.65,2511,40,0.6,0.059,0.9972,0.00280488
+96344,Attrited Customer,46,F,3,,,Less than $40K,Blue,41,5,3,2,4710.0,0,4710.0,0.717,2690,43,0.955,0.0,0.99515,0.00484967
+96345,Existing Customer,49,M,4,Graduate,Married,$80K - $120K,Blue,39,6,3,2,17285.0,1853,15432.0,0.882,4787,60,0.714,0.107,0.00018864,0.99981
 96346,Existing Customer,53,F,3,Uneducated,Single,Less than $40K,Blue,40,5,2,3,1438.3,661,777.3,0.573,4463,87,0.812,0.46,0.00020424,0.9998
-96347,Existing Customer,54,M,2,Graduate,Single,$60K - $80K,Blue,44,6,3,2,7866.0,0,7866.0,0.76,4238,55,0.7190000000000001,0.0,0.00017987,0.99982
+96347,Existing Customer,54,M,2,Graduate,Single,$60K - $80K,Blue,44,6,3,2,7866.0,0,7866.0,0.76,4238,55,0.719,0.0,0.00017987,0.99982
 96348,Existing Customer,42,F,1,High School,Married,Less than $40K,Blue,36,4,3,1,2190.0,1299,891.0,0.938,5026,77,0.711,0.593,9.8983e-05,0.9999
 96349,Existing Customer,43,F,4,Graduate,Married,Less than $40K,Blue,30,4,1,3,4829.0,1153,3676.0,0.534,4778,65,0.97,0.239,9.7154e-05,0.9999
 96350,Existing Customer,46,M,3,Graduate,Divorced,$80K - $120K,Blue,36,5,1,1,3210.0,2081,1129.0,0.615,3962,62,0.938,0.648,3.4465e-05,0.99997
-96351,Existing Customer,38,F,0,Graduate,Single,Less than $40K,Blue,32,6,3,3,1755.0,750,1005.0,0.659,5000,79,0.8370000000000001,0.42700000000000005,0.0002596,0.99974
-96352,Existing Customer,47,F,4,Graduate,Single,$40K - $60K,Blue,37,4,1,1,1438.3,703,735.3,0.865,4341,80,0.951,0.489,3.4833000000000003e-05,0.99997
-96353,Existing Customer,37,M,3,Uneducated,,$60K - $80K,Blue,26,6,2,1,14485.0,2124,12361.0,0.527,3895,87,0.7759999999999999,0.147,7.3235e-05,0.9999299999999999
-96354,Existing Customer,47,M,5,Post-Graduate,Married,$40K - $60K,Blue,36,4,3,2,6043.0,0,6043.0,0.627,4256,78,0.529,0.0,0.0002185,0.9997799999999999
-96355,Attrited Customer,43,M,2,Uneducated,Single,$60K - $80K,Blue,35,5,3,2,6348.0,0,6348.0,0.4,1732,39,0.39299999999999996,0.0,0.9946200000000001,0.005379999999999999
-96356,Existing Customer,56,F,0,High School,Married,Less than $40K,Blue,48,3,3,1,1438.3,0,1438.3,0.618,4210,75,0.5,0.0,9.049299999999999e-05,0.9999100000000001
-96357,Attrited Customer,43,M,3,Graduate,Married,$60K - $80K,Blue,36,4,2,3,17239.0,0,17239.0,0.39299999999999996,1789,38,0.35700000000000004,0.0,0.9949899999999999,0.0050100000000000006
-96358,Attrited Customer,45,F,3,Graduate,Married,,Blue,36,5,2,3,18432.0,484,17948.0,0.557,2300,45,0.552,0.026000000000000002,0.9949899999999999,0.0050100000000000006
-96359,Existing Customer,47,F,1,Uneducated,Single,Less than $40K,Blue,32,6,2,2,1636.0,1135,501.0,0.754,5056,85,0.809,0.6940000000000001,0.00010985,0.99989
-96360,Existing Customer,43,F,3,Graduate,Married,,Blue,33,6,1,3,7951.0,1456,6495.0,0.882,4452,65,0.512,0.183,9.612600000000001e-05,0.9999
-96361,Attrited Customer,44,M,3,Graduate,Married,$60K - $80K,Blue,34,5,3,3,14201.0,0,14201.0,0.574,2223,47,0.679,0.0,0.9968299999999999,0.00317458
-96362,Existing Customer,52,F,0,Graduate,,$40K - $60K,Blue,42,4,3,2,2723.0,1544,1179.0,0.794,4108,70,1.258,0.5670000000000001,0.00015435,0.99985
-96363,Existing Customer,52,F,1,Graduate,Single,Less than $40K,Blue,44,5,2,2,2019.0,991,1028.0,0.799,3603,59,0.9670000000000001,0.491,0.00010684,0.99989
-96364,Existing Customer,43,F,3,High School,Single,,Blue,25,5,1,2,10305.0,1870,8435.0,0.722,4018,63,0.8,0.18100000000000002,5.5558999999999994e-05,0.9999399999999999
-96365,Existing Customer,49,M,3,,Married,$40K - $60K,Blue,32,4,3,3,3114.0,2208,906.0,0.8240000000000001,5219,86,0.6859999999999999,0.7090000000000001,0.00034503,0.99965
-96366,Attrited Customer,40,M,3,Graduate,,$40K - $60K,Blue,28,6,2,2,4323.0,0,4323.0,0.8170000000000001,2451,38,0.727,0.0,0.99161,0.00839
-96367,Attrited Customer,50,F,2,,Single,Less than $40K,Blue,36,3,2,2,3647.0,2517,1130.0,0.8420000000000001,2935,58,0.9329999999999999,0.69,0.9920700000000001,0.00793
-96368,Existing Customer,43,M,2,High School,Single,$60K - $80K,Blue,35,5,2,2,1849.0,1293,556.0,0.835,4678,71,0.972,0.6990000000000001,0.00011065,0.99989
-96369,Existing Customer,53,M,1,Graduate,Married,$80K - $120K,Blue,47,3,3,1,2540.0,1859,681.0,0.768,4480,80,0.7020000000000001,0.732,0.00010182,0.9999
-96370,Existing Customer,42,F,5,High School,Single,,Blue,31,6,3,2,4972.0,0,4972.0,0.7190000000000001,4524,72,0.7559999999999999,0.0,0.00018053,0.99982
+96351,Existing Customer,38,F,0,Graduate,Single,Less than $40K,Blue,32,6,3,3,1755.0,750,1005.0,0.659,5000,79,0.837,0.427,0.0002596,0.99974
+96352,Existing Customer,47,F,4,Graduate,Single,$40K - $60K,Blue,37,4,1,1,1438.3,703,735.3,0.865,4341,80,0.951,0.489,3.4833e-05,0.99997
+96353,Existing Customer,37,M,3,Uneducated,,$60K - $80K,Blue,26,6,2,1,14485.0,2124,12361.0,0.527,3895,87,0.776,0.147,7.3235e-05,0.99993
+96354,Existing Customer,47,M,5,Post-Graduate,Married,$40K - $60K,Blue,36,4,3,2,6043.0,0,6043.0,0.627,4256,78,0.529,0.0,0.0002185,0.99978
+96355,Attrited Customer,43,M,2,Uneducated,Single,$60K - $80K,Blue,35,5,3,2,6348.0,0,6348.0,0.4,1732,39,0.393,0.0,0.99462,0.00538
+96356,Existing Customer,56,F,0,High School,Married,Less than $40K,Blue,48,3,3,1,1438.3,0,1438.3,0.618,4210,75,0.5,0.0,9.0493e-05,0.99991
+96357,Attrited Customer,43,M,3,Graduate,Married,$60K - $80K,Blue,36,4,2,3,17239.0,0,17239.0,0.393,1789,38,0.357,0.0,0.99499,0.00501
+96358,Attrited Customer,45,F,3,Graduate,Married,,Blue,36,5,2,3,18432.0,484,17948.0,0.557,2300,45,0.552,0.026,0.99499,0.00501
+96359,Existing Customer,47,F,1,Uneducated,Single,Less than $40K,Blue,32,6,2,2,1636.0,1135,501.0,0.754,5056,85,0.809,0.694,0.00010985,0.99989
+96360,Existing Customer,43,F,3,Graduate,Married,,Blue,33,6,1,3,7951.0,1456,6495.0,0.882,4452,65,0.512,0.183,9.6126e-05,0.9999
+96361,Attrited Customer,44,M,3,Graduate,Married,$60K - $80K,Blue,34,5,3,3,14201.0,0,14201.0,0.574,2223,47,0.679,0.0,0.99683,0.00317458
+96362,Existing Customer,52,F,0,Graduate,,$40K - $60K,Blue,42,4,3,2,2723.0,1544,1179.0,0.794,4108,70,1.258,0.567,0.00015435,0.99985
+96363,Existing Customer,52,F,1,Graduate,Single,Less than $40K,Blue,44,5,2,2,2019.0,991,1028.0,0.799,3603,59,0.967,0.491,0.00010684,0.99989
+96364,Existing Customer,43,F,3,High School,Single,,Blue,25,5,1,2,10305.0,1870,8435.0,0.722,4018,63,0.8,0.181,5.5559e-05,0.99994
+96365,Existing Customer,49,M,3,,Married,$40K - $60K,Blue,32,4,3,3,3114.0,2208,906.0,0.824,5219,86,0.686,0.709,0.00034503,0.99965
+96366,Attrited Customer,40,M,3,Graduate,,$40K - $60K,Blue,28,6,2,2,4323.0,0,4323.0,0.817,2451,38,0.727,0.0,0.99161,0.00839
+96367,Attrited Customer,50,F,2,,Single,Less than $40K,Blue,36,3,2,2,3647.0,2517,1130.0,0.842,2935,58,0.933,0.69,0.99207,0.00793
+96368,Existing Customer,43,M,2,High School,Single,$60K - $80K,Blue,35,5,2,2,1849.0,1293,556.0,0.835,4678,71,0.972,0.699,0.00011065,0.99989
+96369,Existing Customer,53,M,1,Graduate,Married,$80K - $120K,Blue,47,3,3,1,2540.0,1859,681.0,0.768,4480,80,0.702,0.732,0.00010182,0.9999
+96370,Existing Customer,42,F,5,High School,Single,,Blue,31,6,3,2,4972.0,0,4972.0,0.719,4524,72,0.756,0.0,0.00018053,0.99982
 96371,Existing Customer,55,F,2,Graduate,Single,Less than $40K,Silver,47,3,3,1,13565.0,0,13565.0,0.56,3705,69,0.917,0.0,9.8015e-05,0.9999
-96372,Attrited Customer,40,M,2,Uneducated,Married,$60K - $80K,Blue,29,3,2,2,6332.0,318,6014.0,0.7829999999999999,2505,43,0.536,0.05,0.9915299999999999,0.00847
-96373,Existing Customer,41,M,2,High School,Married,$60K - $80K,Blue,36,4,3,2,6062.0,761,5301.0,0.307,3877,66,0.375,0.126,0.00017486,0.9998299999999999
-96374,Existing Customer,47,F,3,Post-Graduate,Married,Less than $40K,Blue,29,4,2,2,2897.0,638,2259.0,1.041,4491,75,0.7859999999999999,0.22,0.00013897,0.9998600000000001
-96375,Existing Customer,46,M,4,High School,Single,$60K - $80K,Blue,36,4,5,0,13407.0,1341,12066.0,0.9279999999999999,4869,84,0.615,0.1,7.5561e-05,0.99992
-96376,Existing Customer,50,F,2,Graduate,Single,,Blue,40,5,2,2,6610.0,1663,4947.0,0.813,4735,83,0.7659999999999999,0.252,0.00011382,0.99989
+96372,Attrited Customer,40,M,2,Uneducated,Married,$60K - $80K,Blue,29,3,2,2,6332.0,318,6014.0,0.783,2505,43,0.536,0.05,0.99153,0.00847
+96373,Existing Customer,41,M,2,High School,Married,$60K - $80K,Blue,36,4,3,2,6062.0,761,5301.0,0.307,3877,66,0.375,0.126,0.00017486,0.99983
+96374,Existing Customer,47,F,3,Post-Graduate,Married,Less than $40K,Blue,29,4,2,2,2897.0,638,2259.0,1.041,4491,75,0.786,0.22,0.00013897,0.99986
+96375,Existing Customer,46,M,4,High School,Single,$60K - $80K,Blue,36,4,5,0,13407.0,1341,12066.0,0.928,4869,84,0.615,0.1,7.5561e-05,0.99992
+96376,Existing Customer,50,F,2,Graduate,Single,,Blue,40,5,2,2,6610.0,1663,4947.0,0.813,4735,83,0.766,0.252,0.00011382,0.99989
 96377,Attrited Customer,33,M,4,Uneducated,Married,$80K - $120K,Blue,36,5,3,4,1438.3,0,1438.3,0.98,2439,43,0.72,0.0,0.99821,0.00179304
-96378,Existing Customer,45,F,5,High School,Married,Less than $40K,Blue,34,4,1,2,2030.0,1269,761.0,0.6459999999999999,5067,88,0.725,0.625,5.5277e-05,0.9999399999999999
+96378,Existing Customer,45,F,5,High School,Married,Less than $40K,Blue,34,4,1,2,2030.0,1269,761.0,0.646,5067,88,0.725,0.625,5.5277e-05,0.99994
 96379,Attrited Customer,53,M,1,High School,Married,$40K - $60K,Blue,43,1,2,3,3146.0,0,3146.0,0.414,1868,38,0.31,0.0,0.99431,0.00569
 96380,Existing Customer,36,M,0,Graduate,Married,$80K - $120K,Blue,30,5,3,2,5302.0,2414,2888.0,0.779,4284,74,0.682,0.455,0.00015435,0.99985
-96381,Existing Customer,55,F,2,,Single,Less than $40K,Blue,45,6,2,3,3185.0,1820,1365.0,0.965,5069,81,1.025,0.5710000000000001,0.00021042,0.99979
-96382,Existing Customer,42,F,3,Post-Graduate,Married,Less than $40K,Blue,36,4,3,2,4328.0,1749,2579.0,0.8059999999999999,4593,72,1.0,0.40399999999999997,0.00021962,0.9997799999999999
-96383,Existing Customer,51,F,3,Uneducated,Married,Less than $40K,Blue,45,3,3,3,2238.0,1300,938.0,1.071,4508,79,0.7559999999999999,0.581,0.00032275,0.9996799999999999
-96384,Existing Customer,44,F,4,Graduate,Single,Less than $40K,Blue,36,4,3,3,2658.0,1884,774.0,0.627,4779,83,0.93,0.7090000000000001,0.00031726,0.9996799999999999
+96381,Existing Customer,55,F,2,,Single,Less than $40K,Blue,45,6,2,3,3185.0,1820,1365.0,0.965,5069,81,1.025,0.571,0.00021042,0.99979
+96382,Existing Customer,42,F,3,Post-Graduate,Married,Less than $40K,Blue,36,4,3,2,4328.0,1749,2579.0,0.806,4593,72,1.0,0.404,0.00021962,0.99978
+96383,Existing Customer,51,F,3,Uneducated,Married,Less than $40K,Blue,45,3,3,3,2238.0,1300,938.0,1.071,4508,79,0.756,0.581,0.00032275,0.99968
+96384,Existing Customer,44,F,4,Graduate,Single,Less than $40K,Blue,36,4,3,3,2658.0,1884,774.0,0.627,4779,83,0.93,0.709,0.00031726,0.99968
 96385,Existing Customer,47,M,1,Post-Graduate,Single,$60K - $80K,Blue,36,4,2,2,9090.0,1371,7719.0,0.64,4422,65,0.585,0.151,0.00012571,0.99987
-96386,Existing Customer,46,F,5,,Single,Less than $40K,Blue,28,3,2,3,2424.0,2169,255.0,0.613,4209,76,0.767,0.895,0.00021724,0.9997799999999999
-96387,Existing Customer,57,F,2,Graduate,Married,Less than $40K,Blue,36,5,1,3,1438.3,0,1438.3,0.565,3848,75,0.705,0.0,9.2637e-05,0.9999100000000001
-96388,Attrited Customer,43,F,1,Post-Graduate,Married,Less than $40K,Blue,27,4,3,3,1438.3,0,1438.3,0.48100000000000004,2137,40,0.33299999999999996,0.0,0.99702,0.00298315
-96389,Existing Customer,61,F,1,Graduate,Single,,Blue,44,4,3,2,2303.0,540,1763.0,0.57,3440,46,0.7040000000000001,0.23399999999999999,0.00016883,0.9998299999999999
-96390,Existing Customer,51,M,2,Graduate,Divorced,$120K +,Blue,41,4,2,3,2792.0,887,1905.0,0.7929999999999999,4074,81,0.8,0.318,0.00019143,0.9998100000000001
-96391,Existing Customer,44,F,4,Post-Graduate,Single,Less than $40K,Blue,32,3,1,2,2900.0,1987,913.0,0.667,4549,70,0.75,0.685,6.7967e-05,0.9999299999999999
-96392,Existing Customer,46,F,2,Graduate,Married,Less than $40K,Blue,33,3,3,3,2267.0,1283,984.0,0.7609999999999999,4249,81,0.8,0.5660000000000001,0.00030251,0.9997
-96393,Existing Customer,52,F,1,Graduate,Married,$40K - $60K,Blue,34,3,3,3,4189.0,2066,2123.0,0.6859999999999999,4661,85,0.735,0.493,0.00028395,0.99972
-96394,Attrited Customer,45,M,4,Graduate,Married,$60K - $80K,Blue,39,6,3,2,12890.0,0,12890.0,0.5760000000000001,2216,51,0.545,0.0,0.9947299999999999,0.00527
-96395,Existing Customer,35,F,2,Graduate,Single,,Blue,26,6,1,2,3269.0,1434,1835.0,0.63,4672,66,0.65,0.439,5.5077e-05,0.9999399999999999
+96386,Existing Customer,46,F,5,,Single,Less than $40K,Blue,28,3,2,3,2424.0,2169,255.0,0.613,4209,76,0.767,0.895,0.00021724,0.99978
+96387,Existing Customer,57,F,2,Graduate,Married,Less than $40K,Blue,36,5,1,3,1438.3,0,1438.3,0.565,3848,75,0.705,0.0,9.2637e-05,0.99991
+96388,Attrited Customer,43,F,1,Post-Graduate,Married,Less than $40K,Blue,27,4,3,3,1438.3,0,1438.3,0.481,2137,40,0.333,0.0,0.99702,0.00298315
+96389,Existing Customer,61,F,1,Graduate,Single,,Blue,44,4,3,2,2303.0,540,1763.0,0.57,3440,46,0.704,0.234,0.00016883,0.99983
+96390,Existing Customer,51,M,2,Graduate,Divorced,$120K +,Blue,41,4,2,3,2792.0,887,1905.0,0.793,4074,81,0.8,0.318,0.00019143,0.99981
+96391,Existing Customer,44,F,4,Post-Graduate,Single,Less than $40K,Blue,32,3,1,2,2900.0,1987,913.0,0.667,4549,70,0.75,0.685,6.7967e-05,0.99993
+96392,Existing Customer,46,F,2,Graduate,Married,Less than $40K,Blue,33,3,3,3,2267.0,1283,984.0,0.761,4249,81,0.8,0.566,0.00030251,0.9997
+96393,Existing Customer,52,F,1,Graduate,Married,$40K - $60K,Blue,34,3,3,3,4189.0,2066,2123.0,0.686,4661,85,0.735,0.493,0.00028395,0.99972
+96394,Attrited Customer,45,M,4,Graduate,Married,$60K - $80K,Blue,39,6,3,2,12890.0,0,12890.0,0.576,2216,51,0.545,0.0,0.99473,0.00527
+96395,Existing Customer,35,F,2,Graduate,Single,,Blue,26,6,1,2,3269.0,1434,1835.0,0.63,4672,66,0.65,0.439,5.5077e-05,0.99994
 96396,Existing Customer,59,F,1,Post-Graduate,Single,Less than $40K,Blue,36,6,2,2,2759.0,2481,278.0,0.588,5037,84,0.68,0.899,0.00012571,0.99987
-96397,Attrited Customer,46,F,5,Doctorate,Single,Less than $40K,Blue,37,3,2,2,1787.0,0,1787.0,0.654,2345,36,0.28600000000000003,0.0,0.99415,0.00585
-96398,Existing Customer,43,M,3,Graduate,Single,$60K - $80K,Blue,33,4,2,3,6854.0,0,6854.0,0.703,4578,72,0.7559999999999999,0.0,0.00019864,0.9998
-96399,Attrited Customer,35,M,1,Doctorate,Single,$80K - $120K,Blue,27,3,2,2,2904.0,2517,387.0,0.624,2653,46,0.586,0.867,0.9935700000000001,0.00643
-96400,Existing Customer,44,M,0,High School,Divorced,$80K - $120K,Blue,34,5,2,2,5293.0,1236,4057.0,0.848,4572,90,0.8,0.23399999999999999,9.4951e-05,0.9999100000000001
-96401,Existing Customer,57,F,3,Graduate,Married,Less than $40K,Blue,49,4,2,1,1781.0,0,1781.0,0.57,4593,81,0.8,0.0,7.1226e-05,0.9999299999999999
+96397,Attrited Customer,46,F,5,Doctorate,Single,Less than $40K,Blue,37,3,2,2,1787.0,0,1787.0,0.654,2345,36,0.286,0.0,0.99415,0.00585
+96398,Existing Customer,43,M,3,Graduate,Single,$60K - $80K,Blue,33,4,2,3,6854.0,0,6854.0,0.703,4578,72,0.756,0.0,0.00019864,0.9998
+96399,Attrited Customer,35,M,1,Doctorate,Single,$80K - $120K,Blue,27,3,2,2,2904.0,2517,387.0,0.624,2653,46,0.586,0.867,0.99357,0.00643
+96400,Existing Customer,44,M,0,High School,Divorced,$80K - $120K,Blue,34,5,2,2,5293.0,1236,4057.0,0.848,4572,90,0.8,0.234,9.4951e-05,0.99991
+96401,Existing Customer,57,F,3,Graduate,Married,Less than $40K,Blue,49,4,2,1,1781.0,0,1781.0,0.57,4593,81,0.8,0.0,7.1226e-05,0.99993
 96402,Existing Customer,50,M,3,,Married,$60K - $80K,Blue,36,4,3,2,3276.0,2353,923.0,0.725,4488,92,0.736,0.718,0.00020516,0.99979
-96403,Existing Customer,55,M,2,Uneducated,Single,$60K - $80K,Silver,48,5,3,3,34516.0,1384,33132.0,0.625,3807,82,0.8640000000000001,0.04,0.00028105,0.99972
-96404,Existing Customer,48,M,4,High School,,$60K - $80K,Blue,30,3,3,2,14670.0,1900,12770.0,0.8059999999999999,4221,83,0.7659999999999999,0.13,0.00018339,0.99982
-96405,Attrited Customer,59,F,2,High School,Married,$40K - $60K,Blue,36,3,3,3,4375.0,0,4375.0,0.621,2507,53,0.47200000000000003,0.0,0.99661,0.00338788
+96403,Existing Customer,55,M,2,Uneducated,Single,$60K - $80K,Silver,48,5,3,3,34516.0,1384,33132.0,0.625,3807,82,0.864,0.04,0.00028105,0.99972
+96404,Existing Customer,48,M,4,High School,,$60K - $80K,Blue,30,3,3,2,14670.0,1900,12770.0,0.806,4221,83,0.766,0.13,0.00018339,0.99982
+96405,Attrited Customer,59,F,2,High School,Married,$40K - $60K,Blue,36,3,3,3,4375.0,0,4375.0,0.621,2507,53,0.472,0.0,0.99661,0.00338788
 96406,Existing Customer,36,F,2,College,,,Blue,24,6,3,3,3448.0,1903,1545.0,0.841,5471,87,0.642,0.552,0.00029411,0.99971
-96407,Attrited Customer,43,M,2,Graduate,Married,$80K - $120K,Blue,33,5,3,3,2111.0,1761,350.0,0.753,2112,46,0.769,0.8340000000000001,0.99671,0.00329379
-96408,Existing Customer,55,F,2,College,Single,Less than $40K,Blue,36,4,1,3,3123.0,0,3123.0,0.513,4424,81,0.723,0.0,9.0064e-05,0.9999100000000001
-96409,Existing Customer,42,M,4,Graduate,Married,$40K - $60K,Blue,19,5,3,2,8374.0,0,8374.0,0.885,4493,59,1.034,0.0,0.00018864,0.9998100000000001
-96410,Existing Customer,48,F,1,High School,Married,$40K - $60K,Silver,28,3,1,2,15713.0,1387,14326.0,0.904,4775,61,0.605,0.08800000000000001,4.541e-05,0.99995
-96411,Existing Customer,60,F,0,,Single,$40K - $60K,Blue,36,6,3,2,4115.0,1231,2884.0,0.745,3627,61,1.179,0.299,0.00016966,0.9998299999999999
+96407,Attrited Customer,43,M,2,Graduate,Married,$80K - $120K,Blue,33,5,3,3,2111.0,1761,350.0,0.753,2112,46,0.769,0.834,0.99671,0.00329379
+96408,Existing Customer,55,F,2,College,Single,Less than $40K,Blue,36,4,1,3,3123.0,0,3123.0,0.513,4424,81,0.723,0.0,9.0064e-05,0.99991
+96409,Existing Customer,42,M,4,Graduate,Married,$40K - $60K,Blue,19,5,3,2,8374.0,0,8374.0,0.885,4493,59,1.034,0.0,0.00018864,0.99981
+96410,Existing Customer,48,F,1,High School,Married,$40K - $60K,Silver,28,3,1,2,15713.0,1387,14326.0,0.904,4775,61,0.605,0.088,4.541e-05,0.99995
+96411,Existing Customer,60,F,0,,Single,$40K - $60K,Blue,36,6,3,2,4115.0,1231,2884.0,0.745,3627,61,1.179,0.299,0.00016966,0.99983
 96412,Attrited Customer,50,M,3,Uneducated,Single,$80K - $120K,Blue,36,6,3,2,6925.0,0,6925.0,0.821,2506,36,0.44,0.0,0.99482,0.00518
-96413,Existing Customer,42,F,2,High School,Married,,Blue,30,5,3,2,1898.0,725,1173.0,0.664,5051,64,1.065,0.382,0.00017486,0.9998299999999999
+96413,Existing Customer,42,F,2,High School,Married,,Blue,30,5,3,2,1898.0,725,1173.0,0.664,5051,64,1.065,0.382,0.00017486,0.99983
 96414,Existing Customer,44,F,1,High School,Single,,Blue,39,4,3,2,2021.0,1182,839.0,0.794,4209,77,0.833,0.585,0.00016413,0.99984
-96415,Existing Customer,33,F,3,Uneducated,Single,Less than $40K,Blue,13,5,3,3,1630.0,1008,622.0,0.695,4143,67,0.595,0.618,0.00032275,0.9996799999999999
-96416,Attrited Customer,48,F,4,Graduate,Single,$40K - $60K,Blue,43,3,2,4,1538.0,0,1538.0,0.684,2275,43,0.483,0.0,0.9970899999999999,0.0029104
-96417,Existing Customer,48,M,5,Uneducated,Single,$60K - $80K,Blue,38,6,2,3,22639.0,1481,21158.0,0.703,4219,65,0.47700000000000004,0.065,0.00020321,0.9998
-96418,Existing Customer,39,F,3,Post-Graduate,Married,Less than $40K,Blue,19,5,1,2,2452.0,2423,29.0,0.778,4204,63,0.8,0.988,6.724899999999999e-05,0.9999299999999999
-96419,Existing Customer,32,F,4,,Married,Less than $40K,Blue,22,6,3,3,1438.3,1056,382.3,0.986,4885,78,1.053,0.7340000000000001,0.00034872,0.99965
+96415,Existing Customer,33,F,3,Uneducated,Single,Less than $40K,Blue,13,5,3,3,1630.0,1008,622.0,0.695,4143,67,0.595,0.618,0.00032275,0.99968
+96416,Attrited Customer,48,F,4,Graduate,Single,$40K - $60K,Blue,43,3,2,4,1538.0,0,1538.0,0.684,2275,43,0.483,0.0,0.99709,0.0029104
+96417,Existing Customer,48,M,5,Uneducated,Single,$60K - $80K,Blue,38,6,2,3,22639.0,1481,21158.0,0.703,4219,65,0.477,0.065,0.00020321,0.9998
+96418,Existing Customer,39,F,3,Post-Graduate,Married,Less than $40K,Blue,19,5,1,2,2452.0,2423,29.0,0.778,4204,63,0.8,0.988,6.7249e-05,0.99993
+96419,Existing Customer,32,F,4,,Married,Less than $40K,Blue,22,6,3,3,1438.3,1056,382.3,0.986,4885,78,1.053,0.734,0.00034872,0.99965
 96420,Attrited Customer,41,M,2,High School,Married,$120K +,Blue,24,5,2,3,9924.0,0,9924.0,0.517,1949,43,0.483,0.0,0.99466,0.00534
-96421,Existing Customer,37,F,2,Uneducated,Single,Less than $40K,Blue,26,4,2,2,2586.0,835,1751.0,0.721,4883,73,0.825,0.32299999999999995,0.00011703,0.9998799999999999
+96421,Existing Customer,37,F,2,Uneducated,Single,Less than $40K,Blue,26,4,2,2,2586.0,835,1751.0,0.721,4883,73,0.825,0.323,0.00011703,0.99988
 96422,Existing Customer,59,F,1,,Married,Less than $40K,Blue,52,6,3,3,2308.0,2094,214.0,0.722,4869,77,0.75,0.907,0.00031211,0.99969
-96423,Existing Customer,48,F,2,Graduate,Married,,Blue,42,4,2,0,10514.0,1494,9020.0,0.649,4949,76,0.81,0.142,4.1986e-05,0.9999600000000001
-96424,Existing Customer,54,M,3,Graduate,Married,$40K - $60K,Blue,44,3,3,3,1655.0,0,1655.0,0.7659999999999999,4621,67,0.675,0.0,0.0003139,0.99969
-96425,Existing Customer,41,F,2,Graduate,Single,$40K - $60K,Blue,25,4,2,2,2768.0,2228,540.0,0.8640000000000001,5112,86,0.87,0.805,0.00011382,0.99989
-96426,Existing Customer,59,F,0,,Single,Less than $40K,Blue,52,3,3,3,2533.0,2076,457.0,0.738,3816,75,0.8290000000000001,0.82,0.00028535,0.99971
-96427,Existing Customer,48,M,2,Graduate,Married,$80K - $120K,Blue,42,6,3,2,25658.0,1721,23937.0,0.5920000000000001,4498,85,0.635,0.067,0.00017987,0.99982
-96428,Attrited Customer,55,F,2,College,Divorced,$40K - $60K,Blue,36,6,2,3,4410.0,2517,1893.0,0.53,1883,44,0.63,0.5710000000000001,0.99466,0.00534
+96423,Existing Customer,48,F,2,Graduate,Married,,Blue,42,4,2,0,10514.0,1494,9020.0,0.649,4949,76,0.81,0.142,4.1986e-05,0.99996
+96424,Existing Customer,54,M,3,Graduate,Married,$40K - $60K,Blue,44,3,3,3,1655.0,0,1655.0,0.766,4621,67,0.675,0.0,0.0003139,0.99969
+96425,Existing Customer,41,F,2,Graduate,Single,$40K - $60K,Blue,25,4,2,2,2768.0,2228,540.0,0.864,5112,86,0.87,0.805,0.00011382,0.99989
+96426,Existing Customer,59,F,0,,Single,Less than $40K,Blue,52,3,3,3,2533.0,2076,457.0,0.738,3816,75,0.829,0.82,0.00028535,0.99971
+96427,Existing Customer,48,M,2,Graduate,Married,$80K - $120K,Blue,42,6,3,2,25658.0,1721,23937.0,0.592,4498,85,0.635,0.067,0.00017987,0.99982
+96428,Attrited Customer,55,F,2,College,Divorced,$40K - $60K,Blue,36,6,2,3,4410.0,2517,1893.0,0.53,1883,44,0.63,0.571,0.99466,0.00534
 96429,Attrited Customer,49,F,4,Uneducated,,Less than $40K,Blue,39,6,3,2,3468.0,2517,951.0,0.746,2494,39,0.345,0.726,0.99487,0.00513
-96430,Existing Customer,51,F,3,Post-Graduate,Married,Less than $40K,Blue,36,4,2,3,1438.3,0,1438.3,0.7090000000000001,4323,70,0.667,0.0,0.00023373,0.99977
-96431,Attrited Customer,34,F,3,High School,,,Blue,15,5,1,3,1438.3,0,1438.3,0.6890000000000001,2819,48,0.6,0.0,0.98941,0.01059
-96432,Existing Customer,55,F,1,High School,,,Blue,36,3,2,3,6968.0,1430,5538.0,0.95,4037,69,1.0290000000000001,0.205,0.00017468,0.9998299999999999
-96433,Existing Customer,35,F,3,Graduate,Single,$40K - $60K,Blue,22,3,1,3,2441.0,1670,771.0,0.6970000000000001,4105,73,0.5529999999999999,0.684,9.612600000000001e-05,0.9999
-96434,Attrited Customer,46,F,4,Post-Graduate,Single,Less than $40K,Blue,37,3,2,2,1836.0,0,1836.0,0.32299999999999995,1799,28,0.16699999999999998,0.0,0.99293,0.00707
-96435,Existing Customer,50,F,1,Graduate,Married,$40K - $60K,Blue,36,5,1,3,2560.0,1807,753.0,0.995,4456,70,0.522,0.706,8.6952e-05,0.9999100000000001
-96436,Existing Customer,43,M,4,College,Married,$80K - $120K,Blue,36,4,1,2,32733.0,1448,31285.0,0.655,3452,54,0.862,0.044000000000000004,5.6158e-05,0.9999399999999999
-96437,Attrited Customer,48,F,2,Uneducated,Married,Less than $40K,Blue,41,5,3,2,2964.0,2517,447.0,0.6990000000000001,2327,38,0.81,0.8490000000000001,0.9946200000000001,0.005379999999999999
-96438,Existing Customer,44,M,1,,,$80K - $120K,Blue,29,6,1,2,8315.0,1008,7307.0,0.718,4088,66,0.61,0.121,5.6825e-05,0.9999399999999999
+96430,Existing Customer,51,F,3,Post-Graduate,Married,Less than $40K,Blue,36,4,2,3,1438.3,0,1438.3,0.709,4323,70,0.667,0.0,0.00023373,0.99977
+96431,Attrited Customer,34,F,3,High School,,,Blue,15,5,1,3,1438.3,0,1438.3,0.689,2819,48,0.6,0.0,0.98941,0.01059
+96432,Existing Customer,55,F,1,High School,,,Blue,36,3,2,3,6968.0,1430,5538.0,0.95,4037,69,1.029,0.205,0.00017468,0.99983
+96433,Existing Customer,35,F,3,Graduate,Single,$40K - $60K,Blue,22,3,1,3,2441.0,1670,771.0,0.697,4105,73,0.553,0.684,9.6126e-05,0.9999
+96434,Attrited Customer,46,F,4,Post-Graduate,Single,Less than $40K,Blue,37,3,2,2,1836.0,0,1836.0,0.323,1799,28,0.167,0.0,0.99293,0.00707
+96435,Existing Customer,50,F,1,Graduate,Married,$40K - $60K,Blue,36,5,1,3,2560.0,1807,753.0,0.995,4456,70,0.522,0.706,8.6952e-05,0.99991
+96436,Existing Customer,43,M,4,College,Married,$80K - $120K,Blue,36,4,1,2,32733.0,1448,31285.0,0.655,3452,54,0.862,0.044,5.6158e-05,0.99994
+96437,Attrited Customer,48,F,2,Uneducated,Married,Less than $40K,Blue,41,5,3,2,2964.0,2517,447.0,0.699,2327,38,0.81,0.849,0.99462,0.00538
+96438,Existing Customer,44,M,1,,,$80K - $120K,Blue,29,6,1,2,8315.0,1008,7307.0,0.718,4088,66,0.61,0.121,5.6825e-05,0.99994
 96439,Existing Customer,65,F,0,,Single,Less than $40K,Blue,56,6,3,3,2279.0,1789,490.0,0.865,4091,82,0.907,0.785,0.00028535,0.99971
-96440,Existing Customer,53,M,4,College,Single,$80K - $120K,Silver,48,5,1,2,34516.0,800,33716.0,0.804,3819,72,0.6,0.023,5.0741999999999996e-05,0.99995
-96441,Existing Customer,49,M,4,Doctorate,Married,$40K - $60K,Blue,39,5,1,2,1438.3,0,1438.3,0.562,3691,77,0.51,0.0,8.358799999999999e-05,0.99992
-96442,Existing Customer,45,F,3,High School,Single,Less than $40K,Blue,36,6,2,3,2020.0,1103,917.0,0.9420000000000001,4951,85,0.932,0.546,0.00019311,0.9998100000000001
-96443,Attrited Customer,44,F,2,High School,,,Gold,35,3,3,3,34516.0,0,34516.0,0.767,2227,44,0.63,0.0,0.9970600000000001,0.00294187
-96444,Existing Customer,56,F,2,Uneducated,Single,,Blue,47,5,2,1,5261.0,1966,3295.0,0.672,4448,86,0.792,0.374,7.057600000000001e-05,0.9999299999999999
+96440,Existing Customer,53,M,4,College,Single,$80K - $120K,Silver,48,5,1,2,34516.0,800,33716.0,0.804,3819,72,0.6,0.023,5.0742e-05,0.99995
+96441,Existing Customer,49,M,4,Doctorate,Married,$40K - $60K,Blue,39,5,1,2,1438.3,0,1438.3,0.562,3691,77,0.51,0.0,8.3588e-05,0.99992
+96442,Existing Customer,45,F,3,High School,Single,Less than $40K,Blue,36,6,2,3,2020.0,1103,917.0,0.942,4951,85,0.932,0.546,0.00019311,0.99981
+96443,Attrited Customer,44,F,2,High School,,,Gold,35,3,3,3,34516.0,0,34516.0,0.767,2227,44,0.63,0.0,0.99706,0.00294187
+96444,Existing Customer,56,F,2,Uneducated,Single,,Blue,47,5,2,1,5261.0,1966,3295.0,0.672,4448,86,0.792,0.374,7.0576e-05,0.99993
 96445,Existing Customer,43,F,3,High School,Married,,Blue,31,3,3,1,2692.0,2039,653.0,0.853,4622,73,0.78,0.757,0.00010943,0.99989
-96446,Existing Customer,49,F,3,Post-Graduate,Married,$40K - $60K,Blue,36,5,2,1,1994.0,0,1994.0,0.8290000000000001,4434,69,0.568,0.0,8.381e-05,0.99992
+96446,Existing Customer,49,F,3,Post-Graduate,Married,$40K - $60K,Blue,36,5,2,1,1994.0,0,1994.0,0.829,4434,69,0.568,0.0,8.381e-05,0.99992
 96447,Existing Customer,44,M,3,Graduate,Divorced,$60K - $80K,Blue,37,5,2,3,3290.0,0,3290.0,0.841,4780,84,0.615,0.0,0.00019864,0.9998
-96448,Existing Customer,52,F,5,Graduate,Single,$40K - $60K,Blue,41,4,2,3,3035.0,1960,1075.0,0.5660000000000001,4104,79,0.927,0.6459999999999999,0.00019764,0.9998
+96448,Existing Customer,52,F,5,Graduate,Single,$40K - $60K,Blue,41,4,2,3,3035.0,1960,1075.0,0.566,4104,79,0.927,0.646,0.00019764,0.9998
 96449,Existing Customer,37,F,2,Graduate,Single,$40K - $60K,Blue,36,4,3,1,2407.0,1552,855.0,0.62,4983,86,0.755,0.645,0.00010848,0.99989
-96450,Attrited Customer,47,F,3,College,Married,Less than $40K,Blue,35,6,3,2,1781.0,0,1781.0,0.693,2196,35,0.75,0.0,0.9945200000000001,0.00548
-96451,Attrited Customer,40,F,1,Uneducated,Married,Less than $40K,Blue,28,5,2,3,3680.0,0,3680.0,0.7290000000000001,2725,41,0.5770000000000001,0.0,0.9946200000000001,0.005379999999999999
-96452,Attrited Customer,48,F,4,,Married,Less than $40K,Blue,36,4,3,3,2740.0,2425,315.0,0.816,2431,46,0.39399999999999996,0.885,0.9971399999999999,0.00285845
+96450,Attrited Customer,47,F,3,College,Married,Less than $40K,Blue,35,6,3,2,1781.0,0,1781.0,0.693,2196,35,0.75,0.0,0.99452,0.00548
+96451,Attrited Customer,40,F,1,Uneducated,Married,Less than $40K,Blue,28,5,2,3,3680.0,0,3680.0,0.729,2725,41,0.577,0.0,0.99462,0.00538
+96452,Attrited Customer,48,F,4,,Married,Less than $40K,Blue,36,4,3,3,2740.0,2425,315.0,0.816,2431,46,0.394,0.885,0.99714,0.00285845
 96453,Existing Customer,42,F,2,Graduate,Married,Less than $40K,Blue,31,4,6,3,4311.0,822,3489.0,0.722,4965,94,0.541,0.191,0.00023881,0.99976
 96454,Existing Customer,42,F,3,High School,Single,Less than $40K,Blue,32,5,3,3,1931.0,1297,634.0,1.037,4693,66,0.833,0.672,0.00030516,0.99969
-96455,Existing Customer,59,M,0,Graduate,Single,Less than $40K,Blue,36,5,3,3,3604.0,1483,2121.0,0.597,4576,87,0.706,0.41100000000000003,0.0002596,0.99974
+96455,Existing Customer,59,M,0,Graduate,Single,Less than $40K,Blue,36,5,3,3,3604.0,1483,2121.0,0.597,4576,87,0.706,0.411,0.0002596,0.99974
 96456,Existing Customer,47,F,2,Graduate,Married,Less than $40K,Blue,34,6,2,2,2190.0,0,2190.0,0.63,4416,68,0.581,0.0,0.00011382,0.99989
-96457,Existing Customer,56,F,2,Uneducated,,Less than $40K,Blue,36,3,1,2,8438.0,1825,6613.0,0.589,4798,89,0.7120000000000001,0.21600000000000003,5.663e-05,0.9999399999999999
-96458,Existing Customer,46,F,3,High School,Married,$40K - $60K,Blue,36,3,2,3,3413.0,2372,1041.0,0.7,5029,86,0.792,0.695,0.00019311,0.9998100000000001
-96459,Existing Customer,26,F,0,Graduate,,Less than $40K,Blue,14,3,2,1,2163.0,1942,221.0,0.5820000000000001,4380,57,0.7809999999999999,0.898,5.8902e-05,0.9999399999999999
-96460,Existing Customer,42,F,1,Graduate,Single,Less than $40K,Blue,36,4,3,1,3595.0,1904,1691.0,0.8909999999999999,5025,84,0.647,0.53,0.00010182,0.9999
+96457,Existing Customer,56,F,2,Uneducated,,Less than $40K,Blue,36,3,1,2,8438.0,1825,6613.0,0.589,4798,89,0.712,0.216,5.663e-05,0.99994
+96458,Existing Customer,46,F,3,High School,Married,$40K - $60K,Blue,36,3,2,3,3413.0,2372,1041.0,0.7,5029,86,0.792,0.695,0.00019311,0.99981
+96459,Existing Customer,26,F,0,Graduate,,Less than $40K,Blue,14,3,2,1,2163.0,1942,221.0,0.582,4380,57,0.781,0.898,5.8902e-05,0.99994
+96460,Existing Customer,42,F,1,Graduate,Single,Less than $40K,Blue,36,4,3,1,3595.0,1904,1691.0,0.891,5025,84,0.647,0.53,0.00010182,0.9999
 96461,Existing Customer,47,M,1,Graduate,Married,$120K +,Blue,41,5,3,3,9036.0,1080,7956.0,0.742,4500,83,0.66,0.12,0.00028395,0.99972
-96462,Existing Customer,48,F,2,Graduate,Married,Less than $40K,Blue,31,5,1,1,2315.0,1565,750.0,0.873,4828,90,0.8,0.6759999999999999,3.3214000000000004e-05,0.99997
+96462,Existing Customer,48,F,2,Graduate,Married,Less than $40K,Blue,31,5,1,1,2315.0,1565,750.0,0.873,4828,90,0.8,0.676,3.3214e-05,0.99997
 96463,Existing Customer,44,M,4,Uneducated,Married,$80K - $120K,Silver,27,4,3,2,34516.0,1043,33473.0,0.69,4654,59,0.639,0.03,0.00017526,0.99982
-96464,Existing Customer,56,F,3,High School,Married,Less than $40K,Blue,37,6,1,3,4008.0,1650,2358.0,1.0,5429,71,0.732,0.41200000000000003,9.344799999999999e-05,0.9999100000000001
-96465,Existing Customer,43,F,3,Graduate,Married,Less than $40K,Blue,30,6,2,3,3143.0,2517,626.0,0.9590000000000001,5409,79,0.8809999999999999,0.8009999999999999,0.00019864,0.9998
+96464,Existing Customer,56,F,3,High School,Married,Less than $40K,Blue,37,6,1,3,4008.0,1650,2358.0,1.0,5429,71,0.732,0.412,9.3448e-05,0.99991
+96465,Existing Customer,43,F,3,Graduate,Married,Less than $40K,Blue,30,6,2,3,3143.0,2517,626.0,0.959,5409,79,0.881,0.801,0.00019864,0.9998
 96466,Attrited Customer,40,M,3,Uneducated,Single,$80K - $120K,Blue,27,4,2,3,3427.0,0,3427.0,0.5,2625,63,0.5,0.0,0.99513,0.00487126
-96467,Existing Customer,38,F,3,Graduate,Single,Less than $40K,Blue,28,6,2,2,2699.0,564,2135.0,0.6829999999999999,4813,78,0.8140000000000001,0.209,0.00011811,0.9998799999999999
-96468,Existing Customer,40,F,2,Graduate,Single,Less than $40K,Blue,36,6,2,2,1538.0,0,1538.0,0.706,4884,79,0.8809999999999999,0.0,0.00011382,0.99989
-96469,Existing Customer,48,F,3,Graduate,Married,$40K - $60K,Blue,36,4,2,2,5573.0,1238,4335.0,0.624,4348,90,0.8370000000000001,0.222,0.00011811,0.9998799999999999
-96470,Existing Customer,46,M,3,High School,,$80K - $120K,Blue,35,5,3,2,2570.0,1764,806.0,0.7859999999999999,4442,85,0.7709999999999999,0.6859999999999999,0.00018145,0.99982
-96471,Existing Customer,43,M,2,High School,,$80K - $120K,Blue,30,4,2,1,18008.0,2517,15491.0,0.775,2659,55,0.833,0.14,6.6728e-05,0.9999299999999999
+96467,Existing Customer,38,F,3,Graduate,Single,Less than $40K,Blue,28,6,2,2,2699.0,564,2135.0,0.683,4813,78,0.814,0.209,0.00011811,0.99988
+96468,Existing Customer,40,F,2,Graduate,Single,Less than $40K,Blue,36,6,2,2,1538.0,0,1538.0,0.706,4884,79,0.881,0.0,0.00011382,0.99989
+96469,Existing Customer,48,F,3,Graduate,Married,$40K - $60K,Blue,36,4,2,2,5573.0,1238,4335.0,0.624,4348,90,0.837,0.222,0.00011811,0.99988
+96470,Existing Customer,46,M,3,High School,,$80K - $120K,Blue,35,5,3,2,2570.0,1764,806.0,0.786,4442,85,0.771,0.686,0.00018145,0.99982
+96471,Existing Customer,43,M,2,High School,,$80K - $120K,Blue,30,4,2,1,18008.0,2517,15491.0,0.775,2659,55,0.833,0.14,6.6728e-05,0.99993
 96472,Attrited Customer,52,M,0,High School,Single,$120K +,Blue,39,5,3,3,34516.0,216,34300.0,0.556,2395,47,0.306,0.006,0.99605,0.00394582
 96473,Existing Customer,49,F,4,Uneducated,Married,,Blue,36,3,2,3,13483.0,2517,10966.0,0.733,3427,72,0.6,0.187,0.00020643,0.99979
-96474,Existing Customer,49,F,3,Graduate,Single,,Blue,42,4,2,3,4349.0,1400,2949.0,0.6409999999999999,4694,84,0.75,0.322,0.00019864,0.9998
-96475,Existing Customer,42,M,3,College,Single,$60K - $80K,Blue,36,4,1,3,11698.0,1060,10638.0,1.2819999999999998,3539,81,0.929,0.091,9.345700000000001e-05,0.9999100000000001
-96476,Attrited Customer,46,F,4,Graduate,Married,Less than $40K,Blue,28,4,2,3,8318.0,2517,5801.0,0.69,2427,52,0.625,0.303,0.9950399999999999,0.00495524
+96474,Existing Customer,49,F,3,Graduate,Single,,Blue,42,4,2,3,4349.0,1400,2949.0,0.641,4694,84,0.75,0.322,0.00019864,0.9998
+96475,Existing Customer,42,M,3,College,Single,$60K - $80K,Blue,36,4,1,3,11698.0,1060,10638.0,1.282,3539,81,0.929,0.091,9.3457e-05,0.99991
+96476,Attrited Customer,46,F,4,Graduate,Married,Less than $40K,Blue,28,4,2,3,8318.0,2517,5801.0,0.69,2427,52,0.625,0.303,0.99504,0.00495524
 96477,Existing Customer,46,F,2,,Married,Less than $40K,Blue,41,5,2,3,1438.3,0,1438.3,0.691,3942,78,1.229,0.0,0.00021042,0.99979
-96478,Attrited Customer,49,F,2,,Single,$40K - $60K,Blue,43,1,3,2,1643.0,526,1117.0,0.8290000000000001,2520,38,0.583,0.32,0.99497,0.00503
-96479,Existing Customer,42,M,4,Graduate,Married,$40K - $60K,Blue,27,5,1,2,1503.0,929,574.0,0.892,4680,67,0.971,0.618,5.7762e-05,0.9999399999999999
-96480,Existing Customer,47,F,2,,Married,Less than $40K,Blue,35,3,3,2,2793.0,1517,1276.0,0.7120000000000001,3485,72,0.895,0.5429999999999999,0.00019771,0.9998
+96478,Attrited Customer,49,F,2,,Single,$40K - $60K,Blue,43,1,3,2,1643.0,526,1117.0,0.829,2520,38,0.583,0.32,0.99497,0.00503
+96479,Existing Customer,42,M,4,Graduate,Married,$40K - $60K,Blue,27,5,1,2,1503.0,929,574.0,0.892,4680,67,0.971,0.618,5.7762e-05,0.99994
+96480,Existing Customer,47,F,2,,Married,Less than $40K,Blue,35,3,3,2,2793.0,1517,1276.0,0.712,3485,72,0.895,0.543,0.00019771,0.9998
 96481,Existing Customer,45,F,4,College,Divorced,$40K - $60K,Blue,37,5,3,3,1438.3,0,1438.3,0.835,4459,66,0.833,0.0,0.00030845,0.99969
 96482,Existing Customer,33,M,3,High School,Married,$80K - $120K,Blue,22,5,3,2,9094.0,0,9094.0,0.631,4203,76,0.727,0.0,0.00018145,0.99982
-96483,Existing Customer,50,M,3,Graduate,Divorced,$60K - $80K,Blue,39,5,1,3,6362.0,1709,4653.0,1.016,4476,85,0.735,0.26899999999999996,9.612600000000001e-05,0.9999
-96484,Existing Customer,60,F,1,,Single,Less than $40K,Blue,47,6,1,1,2394.0,1427,967.0,0.8029999999999999,4611,82,0.7829999999999999,0.596,3.4268000000000005e-05,0.99997
-96485,Existing Customer,45,M,4,,Single,$60K - $80K,Blue,36,5,2,1,15100.0,2004,13096.0,0.9,4135,76,0.6890000000000001,0.133,7.9128e-05,0.99992
-96486,Attrited Customer,53,F,2,Graduate,Married,Less than $40K,Blue,47,3,4,2,2927.0,2517,410.0,0.419,2231,60,0.875,0.86,0.9954200000000001,0.00457826
+96483,Existing Customer,50,M,3,Graduate,Divorced,$60K - $80K,Blue,39,5,1,3,6362.0,1709,4653.0,1.016,4476,85,0.735,0.269,9.6126e-05,0.9999
+96484,Existing Customer,60,F,1,,Single,Less than $40K,Blue,47,6,1,1,2394.0,1427,967.0,0.803,4611,82,0.783,0.596,3.4268e-05,0.99997
+96485,Existing Customer,45,M,4,,Single,$60K - $80K,Blue,36,5,2,1,15100.0,2004,13096.0,0.9,4135,76,0.689,0.133,7.9128e-05,0.99992
+96486,Attrited Customer,53,F,2,Graduate,Married,Less than $40K,Blue,47,3,4,2,2927.0,2517,410.0,0.419,2231,60,0.875,0.86,0.99542,0.00457826
 96487,Existing Customer,48,M,5,Graduate,Married,$80K - $120K,Blue,35,4,3,3,9030.0,2369,6661.0,0.662,4899,84,0.867,0.262,0.00031231,0.99969
 96488,Existing Customer,53,F,2,,Single,Less than $40K,Blue,36,6,2,1,1543.0,1041,502.0,0.92,4312,84,0.647,0.675,7.5449e-05,0.99992
-96489,Existing Customer,53,F,1,College,Married,,Blue,40,3,2,1,4941.0,1867,3074.0,0.73,5104,87,0.851,0.37799999999999995,6.2639e-05,0.9999399999999999
-96490,Existing Customer,33,F,1,High School,Married,,Blue,36,3,2,2,2279.0,1432,847.0,0.855,4169,74,0.9470000000000001,0.628,0.00010386,0.9999
-96491,Attrited Customer,44,F,3,High School,Divorced,Less than $40K,Blue,28,5,2,3,1877.0,1203,674.0,0.654,2581,57,0.7809999999999999,0.6409999999999999,0.99485,0.00515
+96489,Existing Customer,53,F,1,College,Married,,Blue,40,3,2,1,4941.0,1867,3074.0,0.73,5104,87,0.851,0.378,6.2639e-05,0.99994
+96490,Existing Customer,33,F,1,High School,Married,,Blue,36,3,2,2,2279.0,1432,847.0,0.855,4169,74,0.947,0.628,0.00010386,0.9999
+96491,Attrited Customer,44,F,3,High School,Divorced,Less than $40K,Blue,28,5,2,3,1877.0,1203,674.0,0.654,2581,57,0.781,0.641,0.99485,0.00515
 96492,Existing Customer,52,M,2,Uneducated,Divorced,$40K - $60K,Blue,46,5,1,1,1438.3,0,1438.3,0.706,3763,74,0.85,0.0,3.415e-05,0.99997
-96493,Existing Customer,40,F,5,Graduate,,Less than $40K,Blue,27,4,2,1,1438.3,0,1438.3,0.9840000000000001,4397,73,0.5529999999999999,0.0,7.0865e-05,0.9999299999999999
-96494,Existing Customer,41,M,3,High School,Married,$60K - $80K,Blue,28,5,1,1,9577.0,632,8945.0,0.379,4086,62,0.7709999999999999,0.066,3.3505e-05,0.99997
-96495,Existing Customer,43,M,2,Post-Graduate,Divorced,$60K - $80K,Blue,36,6,1,1,5427.0,2177,3250.0,0.8240000000000001,4328,73,0.622,0.401,3.9081999999999996e-05,0.9999600000000001
-96496,Attrited Customer,46,F,4,Graduate,Single,$40K - $60K,Blue,36,5,3,4,5913.0,1651,4262.0,0.79,2404,39,0.56,0.27899999999999997,0.99816,0.00184351
-96497,Attrited Customer,43,F,3,Graduate,Single,$40K - $60K,Blue,26,3,2,2,2867.0,0,2867.0,0.703,2646,41,0.46399999999999997,0.0,0.99161,0.00839
-96498,Existing Customer,40,F,1,High School,Single,Less than $40K,Blue,29,3,2,2,2506.0,1362,1144.0,0.8440000000000001,4665,82,0.745,0.5429999999999999,0.00010386,0.9999
+96493,Existing Customer,40,F,5,Graduate,,Less than $40K,Blue,27,4,2,1,1438.3,0,1438.3,0.984,4397,73,0.553,0.0,7.0865e-05,0.99993
+96494,Existing Customer,41,M,3,High School,Married,$60K - $80K,Blue,28,5,1,1,9577.0,632,8945.0,0.379,4086,62,0.771,0.066,3.3505e-05,0.99997
+96495,Existing Customer,43,M,2,Post-Graduate,Divorced,$60K - $80K,Blue,36,6,1,1,5427.0,2177,3250.0,0.824,4328,73,0.622,0.401,3.9082e-05,0.99996
+96496,Attrited Customer,46,F,4,Graduate,Single,$40K - $60K,Blue,36,5,3,4,5913.0,1651,4262.0,0.79,2404,39,0.56,0.279,0.99816,0.00184351
+96497,Attrited Customer,43,F,3,Graduate,Single,$40K - $60K,Blue,26,3,2,2,2867.0,0,2867.0,0.703,2646,41,0.464,0.0,0.99161,0.00839
+96498,Existing Customer,40,F,1,High School,Single,Less than $40K,Blue,29,3,2,2,2506.0,1362,1144.0,0.844,4665,82,0.745,0.543,0.00010386,0.9999
 96499,Existing Customer,39,F,2,Doctorate,Married,$40K - $60K,Blue,29,5,2,3,1693.0,1101,592.0,0.778,4203,87,0.851,0.65,0.00027701,0.99972
-96500,Attrited Customer,54,F,1,Graduate,Married,,Blue,36,4,2,2,3137.0,959,2178.0,1.008,2925,41,0.414,0.306,0.9907299999999999,0.00927
-96501,Attrited Customer,47,F,3,Doctorate,Single,Less than $40K,Blue,40,6,2,3,2437.0,0,2437.0,0.664,2027,42,0.44799999999999995,0.0,0.9965299999999999,0.00346592
+96500,Attrited Customer,54,F,1,Graduate,Married,,Blue,36,4,2,2,3137.0,959,2178.0,1.008,2925,41,0.414,0.306,0.99073,0.00927
+96501,Attrited Customer,47,F,3,Doctorate,Single,Less than $40K,Blue,40,6,2,3,2437.0,0,2437.0,0.664,2027,42,0.448,0.0,0.99653,0.00346592
 96502,Existing Customer,35,F,1,High School,Married,Less than $40K,Blue,28,6,0,2,1438.3,977,461.3,1.189,4840,85,1.073,0.679,1.8596e-05,0.99998
 96503,Existing Customer,46,F,3,Graduate,Single,Less than $40K,Blue,41,5,3,3,3913.0,0,3913.0,0.722,5170,93,0.86,0.0,0.0003139,0.99969
 96504,Existing Customer,41,F,2,High School,Married,Less than $40K,Blue,36,6,2,2,4953.0,991,3962.0,0.342,4183,67,0.489,0.2,0.00011065,0.99989
-96505,Existing Customer,48,F,3,Graduate,Single,$40K - $60K,Blue,33,4,2,3,5724.0,582,5142.0,0.8170000000000001,4510,59,0.903,0.102,0.00019864,0.9998
-96506,Existing Customer,37,M,3,Uneducated,Married,$40K - $60K,Blue,25,5,0,3,1438.3,0,1438.3,1.023,5046,77,0.925,0.0,3.6573000000000004e-05,0.9999600000000001
+96505,Existing Customer,48,F,3,Graduate,Single,$40K - $60K,Blue,33,4,2,3,5724.0,582,5142.0,0.817,4510,59,0.903,0.102,0.00019864,0.9998
+96506,Existing Customer,37,M,3,Uneducated,Married,$40K - $60K,Blue,25,5,0,3,1438.3,0,1438.3,1.023,5046,77,0.925,0.0,3.6573e-05,0.99996
 96507,Existing Customer,55,F,2,,Single,Less than $40K,Blue,36,3,3,2,1886.0,1023,863.0,0.708,4233,81,0.884,0.542,0.00019771,0.9998
-96508,Attrited Customer,42,F,3,Graduate,Single,$40K - $60K,Blue,36,6,2,3,1451.0,599,852.0,0.752,2192,35,0.45799999999999996,0.413,0.9949899999999999,0.0050100000000000006
-96509,Existing Customer,47,F,1,High School,Married,,Blue,41,3,2,3,2950.0,1642,1308.0,0.8,4740,83,0.6940000000000001,0.557,0.00017468,0.9998299999999999
-96510,Attrited Customer,42,F,0,College,Single,$40K - $60K,Blue,30,5,2,3,1438.3,1223,215.3,0.491,2181,43,0.593,0.85,0.9937799999999999,0.006220000000000001
-96511,Existing Customer,36,F,2,Graduate,,$40K - $60K,Blue,23,6,2,3,2024.0,901,1123.0,0.659,4861,84,0.75,0.445,0.00019143,0.9998100000000001
-96512,Attrited Customer,33,F,0,College,Single,,Blue,15,3,1,4,2299.0,0,2299.0,0.6629999999999999,2323,47,0.469,0.0,0.9924700000000001,0.007529999999999999
+96508,Attrited Customer,42,F,3,Graduate,Single,$40K - $60K,Blue,36,6,2,3,1451.0,599,852.0,0.752,2192,35,0.458,0.413,0.99499,0.00501
+96509,Existing Customer,47,F,1,High School,Married,,Blue,41,3,2,3,2950.0,1642,1308.0,0.8,4740,83,0.694,0.557,0.00017468,0.99983
+96510,Attrited Customer,42,F,0,College,Single,$40K - $60K,Blue,30,5,2,3,1438.3,1223,215.3,0.491,2181,43,0.593,0.85,0.99378,0.00622
+96511,Existing Customer,36,F,2,Graduate,,$40K - $60K,Blue,23,6,2,3,2024.0,901,1123.0,0.659,4861,84,0.75,0.445,0.00019143,0.99981
+96512,Attrited Customer,33,F,0,College,Single,,Blue,15,3,1,4,2299.0,0,2299.0,0.663,2323,47,0.469,0.0,0.99247,0.00753
 96513,Existing Customer,47,M,1,High School,Married,$40K - $60K,Blue,29,5,3,2,3291.0,1197,2094.0,0.672,3228,82,0.708,0.364,0.00016413,0.99984
-96514,Attrited Customer,41,F,2,,Single,Less than $40K,Blue,36,3,2,2,1438.3,834,604.3,0.40700000000000003,1890,43,0.387,0.58,0.9920700000000001,0.00793
-96515,Existing Customer,41,F,5,High School,Divorced,Less than $40K,Blue,34,3,1,3,2137.0,996,1141.0,0.625,4290,90,0.875,0.466,9.2974e-05,0.9999100000000001
+96514,Attrited Customer,41,F,2,,Single,Less than $40K,Blue,36,3,2,2,1438.3,834,604.3,0.407,1890,43,0.387,0.58,0.99207,0.00793
+96515,Existing Customer,41,F,5,High School,Divorced,Less than $40K,Blue,34,3,1,3,2137.0,996,1141.0,0.625,4290,90,0.875,0.466,9.2974e-05,0.99991
 96516,Attrited Customer,60,F,2,High School,Married,Less than $40K,Blue,42,3,3,2,1438.3,0,1438.3,0.061,1628,42,0.077,0.0,0.99431,0.00569
-96517,Existing Customer,48,M,3,,Single,$80K - $120K,Blue,44,5,1,3,16794.0,1527,15267.0,0.912,4040,76,0.6890000000000001,0.091,0.00010566,0.99989
-96518,Existing Customer,43,M,3,,Married,$40K - $60K,Blue,32,3,1,3,12219.0,1462,10757.0,0.5579999999999999,3843,69,0.605,0.12,0.00010566,0.99989
-96519,Existing Customer,54,F,2,High School,Married,Less than $40K,Blue,47,4,2,3,1804.0,1298,506.0,0.758,4542,73,0.9209999999999999,0.72,0.0001861,0.9998100000000001
+96517,Existing Customer,48,M,3,,Single,$80K - $120K,Blue,44,5,1,3,16794.0,1527,15267.0,0.912,4040,76,0.689,0.091,0.00010566,0.99989
+96518,Existing Customer,43,M,3,,Married,$40K - $60K,Blue,32,3,1,3,12219.0,1462,10757.0,0.558,3843,69,0.605,0.12,0.00010566,0.99989
+96519,Existing Customer,54,F,2,High School,Married,Less than $40K,Blue,47,4,2,3,1804.0,1298,506.0,0.758,4542,73,0.921,0.72,0.0001861,0.99981
 96520,Existing Customer,60,F,2,,Married,Less than $40K,Blue,36,6,3,2,2343.0,2066,277.0,0.72,4858,69,0.917,0.882,0.00019771,0.9998
-96521,Existing Customer,44,M,3,Post-Graduate,Single,$80K - $120K,Blue,38,5,2,3,19724.0,0,19724.0,0.644,3830,82,0.6729999999999999,0.0,0.00023373,0.99977
-96522,Existing Customer,49,F,3,Uneducated,Married,Less than $40K,Blue,42,6,1,2,3949.0,1463,2486.0,1.072,4124,57,0.8390000000000001,0.37,5.8763e-05,0.9999399999999999
+96521,Existing Customer,44,M,3,Post-Graduate,Single,$80K - $120K,Blue,38,5,2,3,19724.0,0,19724.0,0.644,3830,82,0.673,0.0,0.00023373,0.99977
+96522,Existing Customer,49,F,3,Uneducated,Married,Less than $40K,Blue,42,6,1,2,3949.0,1463,2486.0,1.072,4124,57,0.839,0.37,5.8763e-05,0.99994
 96523,Attrited Customer,64,F,0,Graduate,Single,Less than $40K,Blue,36,1,3,4,1682.0,0,1682.0,0.75,1811,39,0.5,0.0,0.99775,0.00225216
 96524,Attrited Customer,54,F,1,Post-Graduate,Single,Less than $40K,Blue,35,4,3,3,1724.0,0,1724.0,0.67,2725,47,0.424,0.0,0.99702,0.00298315
-96525,Existing Customer,50,F,3,Doctorate,Married,Less than $40K,Blue,41,3,3,2,2372.0,1148,1224.0,0.872,4418,80,0.818,0.484,0.00027008,0.9997299999999999
-96526,Existing Customer,40,M,3,Uneducated,Married,$120K +,Blue,28,3,3,2,4642.0,1676,2966.0,0.615,5080,76,0.81,0.361,0.00019191,0.9998100000000001
-96527,Existing Customer,49,F,4,College,Single,$40K - $60K,Blue,30,5,3,3,2765.0,1211,1554.0,0.736,4629,58,0.706,0.43799999999999994,0.00030845,0.99969
-96528,Existing Customer,49,F,2,,Single,Less than $40K,Blue,41,5,3,2,2555.0,1815,740.0,0.847,4552,75,0.8290000000000001,0.71,0.00019771,0.9998
-96529,Existing Customer,51,M,3,Uneducated,Married,$80K - $120K,Blue,40,3,2,2,3150.0,0,3150.0,0.75,3477,78,0.857,0.0,0.00012144,0.9998799999999999
-96530,Existing Customer,43,F,2,Graduate,Married,Less than $40K,Blue,36,6,3,2,2570.0,2107,463.0,0.6509999999999999,4058,83,0.7659999999999999,0.82,0.00017987,0.99982
-96531,Existing Customer,59,M,0,Graduate,Single,$60K - $80K,Blue,53,4,2,2,4386.0,2505,1881.0,0.8059999999999999,4064,65,0.8059999999999999,0.5710000000000001,9.7673e-05,0.9999
-96532,Existing Customer,42,M,4,Uneducated,Married,Less than $40K,Blue,37,4,3,2,2411.0,1797,614.0,0.607,4331,63,0.5,0.745,0.00019396,0.9998100000000001
-96533,Attrited Customer,47,M,3,Graduate,Divorced,Less than $40K,Blue,40,4,4,3,6397.0,0,6397.0,0.632,2511,56,0.556,0.0,0.9973700000000001,0.0026282
-96534,Attrited Customer,53,M,1,Uneducated,,$120K +,Blue,45,4,4,2,23958.0,2517,21441.0,0.7020000000000001,2777,45,0.552,0.105,0.99526,0.00474303
-96535,Existing Customer,49,F,3,Graduate,Single,Less than $40K,Blue,42,5,2,3,2608.0,2455,153.0,0.8859999999999999,4776,85,0.889,0.941,0.00019864,0.9998
-96536,Existing Customer,45,M,3,Post-Graduate,Married,$40K - $60K,Blue,39,3,1,2,4409.0,1753,2656.0,0.55,4292,76,0.652,0.39799999999999996,6.724899999999999e-05,0.9999299999999999
+96525,Existing Customer,50,F,3,Doctorate,Married,Less than $40K,Blue,41,3,3,2,2372.0,1148,1224.0,0.872,4418,80,0.818,0.484,0.00027008,0.99973
+96526,Existing Customer,40,M,3,Uneducated,Married,$120K +,Blue,28,3,3,2,4642.0,1676,2966.0,0.615,5080,76,0.81,0.361,0.00019191,0.99981
+96527,Existing Customer,49,F,4,College,Single,$40K - $60K,Blue,30,5,3,3,2765.0,1211,1554.0,0.736,4629,58,0.706,0.438,0.00030845,0.99969
+96528,Existing Customer,49,F,2,,Single,Less than $40K,Blue,41,5,3,2,2555.0,1815,740.0,0.847,4552,75,0.829,0.71,0.00019771,0.9998
+96529,Existing Customer,51,M,3,Uneducated,Married,$80K - $120K,Blue,40,3,2,2,3150.0,0,3150.0,0.75,3477,78,0.857,0.0,0.00012144,0.99988
+96530,Existing Customer,43,F,2,Graduate,Married,Less than $40K,Blue,36,6,3,2,2570.0,2107,463.0,0.651,4058,83,0.766,0.82,0.00017987,0.99982
+96531,Existing Customer,59,M,0,Graduate,Single,$60K - $80K,Blue,53,4,2,2,4386.0,2505,1881.0,0.806,4064,65,0.806,0.571,9.7673e-05,0.9999
+96532,Existing Customer,42,M,4,Uneducated,Married,Less than $40K,Blue,37,4,3,2,2411.0,1797,614.0,0.607,4331,63,0.5,0.745,0.00019396,0.99981
+96533,Attrited Customer,47,M,3,Graduate,Divorced,Less than $40K,Blue,40,4,4,3,6397.0,0,6397.0,0.632,2511,56,0.556,0.0,0.99737,0.0026282
+96534,Attrited Customer,53,M,1,Uneducated,,$120K +,Blue,45,4,4,2,23958.0,2517,21441.0,0.702,2777,45,0.552,0.105,0.99526,0.00474303
+96535,Existing Customer,49,F,3,Graduate,Single,Less than $40K,Blue,42,5,2,3,2608.0,2455,153.0,0.886,4776,85,0.889,0.941,0.00019864,0.9998
+96536,Existing Customer,45,M,3,Post-Graduate,Married,$40K - $60K,Blue,39,3,1,2,4409.0,1753,2656.0,0.55,4292,76,0.652,0.398,6.7249e-05,0.99993
 96537,Existing Customer,48,M,2,Doctorate,Single,$60K - $80K,Blue,39,3,2,2,10033.0,0,10033.0,0.644,4106,78,0.902,0.0,0.00016471,0.99984
-96538,Attrited Customer,48,M,2,High School,Single,$60K - $80K,Blue,36,4,3,1,1641.0,0,1641.0,0.7909999999999999,2536,45,0.364,0.0,0.99061,0.00939
-96539,Existing Customer,57,F,2,High School,Single,Less than $40K,Blue,45,4,1,3,2454.0,1610,844.0,1.036,4983,79,0.795,0.6559999999999999,9.0056e-05,0.9999100000000001
-96540,Existing Customer,56,F,2,High School,Married,Less than $40K,Blue,43,5,2,2,1978.0,0,1978.0,0.6409999999999999,4870,83,0.8440000000000001,0.0,0.00011065,0.99989
-96541,Existing Customer,46,M,2,Post-Graduate,Married,$60K - $80K,Blue,36,3,2,2,5464.0,887,4577.0,0.5539999999999999,4866,81,0.62,0.162,0.00013393,0.99987
+96538,Attrited Customer,48,M,2,High School,Single,$60K - $80K,Blue,36,4,3,1,1641.0,0,1641.0,0.791,2536,45,0.364,0.0,0.99061,0.00939
+96539,Existing Customer,57,F,2,High School,Single,Less than $40K,Blue,45,4,1,3,2454.0,1610,844.0,1.036,4983,79,0.795,0.656,9.0056e-05,0.99991
+96540,Existing Customer,56,F,2,High School,Married,Less than $40K,Blue,43,5,2,2,1978.0,0,1978.0,0.641,4870,83,0.844,0.0,0.00011065,0.99989
+96541,Existing Customer,46,M,2,Post-Graduate,Married,$60K - $80K,Blue,36,3,2,2,5464.0,887,4577.0,0.554,4866,81,0.62,0.162,0.00013393,0.99987
 96542,Existing Customer,42,M,3,High School,Single,$60K - $80K,Blue,37,3,3,3,5951.0,0,5951.0,0.742,4160,84,0.867,0.0,0.00030516,0.99969
-96543,Existing Customer,49,F,2,Uneducated,Single,Less than $40K,Blue,31,6,1,3,2381.0,1603,778.0,0.687,4013,79,0.7559999999999999,0.6729999999999999,9.5249e-05,0.9999
-96544,Existing Customer,48,M,4,Post-Graduate,Divorced,$60K - $80K,Blue,38,3,2,2,11596.0,1258,10338.0,0.426,4686,67,0.675,0.10800000000000001,0.00014046,0.9998600000000001
-96545,Existing Customer,55,F,3,Post-Graduate,Single,$40K - $60K,Blue,46,4,3,2,5162.0,984,4178.0,0.8420000000000001,3562,72,0.895,0.191,0.00021962,0.9997799999999999
-96546,Existing Customer,63,F,1,Uneducated,Single,,Blue,55,4,3,1,16312.0,520,15792.0,0.8059999999999999,4366,68,0.659,0.032,0.00010469,0.9999
-96547,Attrited Customer,44,M,3,High School,Single,$60K - $80K,Silver,36,5,2,3,25276.0,0,25276.0,0.8490000000000001,2282,38,0.583,0.0,0.9943,0.0057
-96548,Existing Customer,38,F,3,High School,Single,Less than $40K,Blue,26,3,3,3,1939.0,1484,455.0,0.5760000000000001,4790,77,0.75,0.765,0.00030516,0.99969
+96543,Existing Customer,49,F,2,Uneducated,Single,Less than $40K,Blue,31,6,1,3,2381.0,1603,778.0,0.687,4013,79,0.756,0.673,9.5249e-05,0.9999
+96544,Existing Customer,48,M,4,Post-Graduate,Divorced,$60K - $80K,Blue,38,3,2,2,11596.0,1258,10338.0,0.426,4686,67,0.675,0.108,0.00014046,0.99986
+96545,Existing Customer,55,F,3,Post-Graduate,Single,$40K - $60K,Blue,46,4,3,2,5162.0,984,4178.0,0.842,3562,72,0.895,0.191,0.00021962,0.99978
+96546,Existing Customer,63,F,1,Uneducated,Single,,Blue,55,4,3,1,16312.0,520,15792.0,0.806,4366,68,0.659,0.032,0.00010469,0.9999
+96547,Attrited Customer,44,M,3,High School,Single,$60K - $80K,Silver,36,5,2,3,25276.0,0,25276.0,0.849,2282,38,0.583,0.0,0.9943,0.0057
+96548,Existing Customer,38,F,3,High School,Single,Less than $40K,Blue,26,3,3,3,1939.0,1484,455.0,0.576,4790,77,0.75,0.765,0.00030516,0.99969
 96549,Existing Customer,45,F,2,Doctorate,Divorced,$40K - $60K,Blue,36,5,3,3,2788.0,1826,962.0,0.521,4437,67,0.595,0.655,0.00043772,0.99956
-96550,Existing Customer,54,F,3,High School,Married,Less than $40K,Blue,42,4,2,3,1438.3,1108,330.3,0.782,4776,90,0.765,0.77,0.00019311,0.9998100000000001
+96550,Existing Customer,54,F,3,High School,Married,Less than $40K,Blue,42,4,2,3,1438.3,1108,330.3,0.782,4776,90,0.765,0.77,0.00019311,0.99981
 96551,Existing Customer,59,F,0,,Married,Less than $40K,Blue,36,6,1,4,2448.0,1969,479.0,0.713,5066,84,0.75,0.804,0.00014907,0.99985
-96552,Existing Customer,52,F,1,College,Married,,Blue,40,5,3,1,10317.0,642,9675.0,0.5529999999999999,3939,60,0.875,0.062,9.8992e-05,0.9999
+96552,Existing Customer,52,F,1,College,Married,,Blue,40,5,3,1,10317.0,642,9675.0,0.553,3939,60,0.875,0.062,9.8992e-05,0.9999
 96553,Attrited Customer,38,F,1,College,Single,Less than $40K,Blue,33,6,2,3,3119.0,2517,602.0,0.722,2492,50,0.515,0.807,0.99431,0.00569
 96554,Attrited Customer,42,F,4,Graduate,Single,Less than $40K,Blue,36,6,2,2,2803.0,0,2803.0,0.623,2216,40,0.6,0.0,0.99169,0.00831
-96555,Existing Customer,43,F,4,Graduate,,Less than $40K,Blue,30,3,2,1,2397.0,2151,246.0,0.8390000000000001,4140,68,0.7440000000000001,0.897,7.1987e-05,0.9999299999999999
+96555,Existing Customer,43,F,4,Graduate,,Less than $40K,Blue,30,3,2,1,2397.0,2151,246.0,0.839,4140,68,0.744,0.897,7.1987e-05,0.99993
 96556,Attrited Customer,44,F,3,,Divorced,Less than $40K,Blue,32,3,3,2,1693.0,1457,236.0,0.919,2829,42,0.615,0.861,0.99515,0.00484967
-96557,Existing Customer,52,M,2,Graduate,Married,$80K - $120K,Blue,36,4,3,2,2866.0,1882,984.0,0.8029999999999999,4850,84,0.826,0.657,0.00017987,0.99982
-96558,Existing Customer,52,F,3,Uneducated,,$40K - $60K,Blue,36,5,2,2,2498.0,1650,848.0,0.6729999999999999,4434,79,0.8370000000000001,0.6609999999999999,0.00012144,0.9998799999999999
-96559,Existing Customer,42,F,4,College,Divorced,Less than $40K,Blue,23,6,1,3,1878.0,1024,854.0,0.76,4707,74,0.897,0.545,9.4455e-05,0.9999100000000001
-96560,Existing Customer,53,F,1,Graduate,Married,$40K - $60K,Blue,36,6,3,3,2712.0,2487,225.0,0.5710000000000001,4159,69,0.6829999999999999,0.917,0.00028395,0.99972
+96557,Existing Customer,52,M,2,Graduate,Married,$80K - $120K,Blue,36,4,3,2,2866.0,1882,984.0,0.803,4850,84,0.826,0.657,0.00017987,0.99982
+96558,Existing Customer,52,F,3,Uneducated,,$40K - $60K,Blue,36,5,2,2,2498.0,1650,848.0,0.673,4434,79,0.837,0.661,0.00012144,0.99988
+96559,Existing Customer,42,F,4,College,Divorced,Less than $40K,Blue,23,6,1,3,1878.0,1024,854.0,0.76,4707,74,0.897,0.545,9.4455e-05,0.99991
+96560,Existing Customer,53,F,1,Graduate,Married,$40K - $60K,Blue,36,6,3,3,2712.0,2487,225.0,0.571,4159,69,0.683,0.917,0.00028395,0.99972
 96561,Attrited Customer,52,M,2,High School,Single,$120K +,Blue,38,6,3,3,34516.0,0,34516.0,0.639,2213,47,0.382,0.0,0.99661,0.00338788
 96562,Existing Customer,34,F,3,Graduate,Married,$40K - $60K,Blue,29,6,1,1,6169.0,2517,3652.0,1.117,4794,71,0.69,0.408,3.4465e-05,0.99997
 96563,Existing Customer,51,M,2,Graduate,Married,$80K - $120K,Blue,35,4,2,2,6205.0,2264,3941.0,0.773,4605,88,0.725,0.365,0.00011382,0.99989
-96564,Existing Customer,43,F,2,,,Less than $40K,Blue,36,4,3,3,1780.0,1541,239.0,0.8390000000000001,5008,93,0.722,0.866,0.00033251,0.9996700000000001
-96565,Existing Customer,48,F,3,High School,Married,Less than $40K,Blue,36,5,2,1,1438.3,0,1438.3,0.6459999999999999,4490,65,0.625,0.0,6.9242e-05,0.9999299999999999
-96566,Attrited Customer,41,F,2,High School,Married,Less than $40K,Blue,36,3,2,2,2811.0,2404,407.0,0.491,2245,41,0.46399999999999997,0.855,0.9910399999999999,0.00896
-96567,Attrited Customer,59,F,1,,Single,Less than $40K,Blue,53,5,6,2,7501.0,2517,4984.0,0.6629999999999999,2280,49,0.531,0.336,0.9932200000000001,0.00678
-96568,Existing Customer,62,M,1,Graduate,,Less than $40K,Blue,36,6,3,2,2856.0,2517,339.0,0.615,4473,67,0.489,0.8809999999999999,0.00016883,0.9998299999999999
-96569,Existing Customer,37,M,3,,Single,$80K - $120K,Blue,22,4,2,2,29898.0,1414,28484.0,0.45299999999999996,3883,68,0.7,0.047,0.00012982,0.99987
-96570,Existing Customer,46,M,2,Graduate,Married,$60K - $80K,Blue,36,4,2,2,1939.0,685,1254.0,0.42100000000000004,4327,84,0.68,0.353,0.00011382,0.99989
-96571,Existing Customer,50,F,2,High School,Married,Less than $40K,Blue,21,6,1,1,2965.0,1819,1146.0,0.7959999999999999,4475,66,0.6920000000000001,0.613,3.2288e-05,0.99997
+96564,Existing Customer,43,F,2,,,Less than $40K,Blue,36,4,3,3,1780.0,1541,239.0,0.839,5008,93,0.722,0.866,0.00033251,0.99967
+96565,Existing Customer,48,F,3,High School,Married,Less than $40K,Blue,36,5,2,1,1438.3,0,1438.3,0.646,4490,65,0.625,0.0,6.9242e-05,0.99993
+96566,Attrited Customer,41,F,2,High School,Married,Less than $40K,Blue,36,3,2,2,2811.0,2404,407.0,0.491,2245,41,0.464,0.855,0.99104,0.00896
+96567,Attrited Customer,59,F,1,,Single,Less than $40K,Blue,53,5,6,2,7501.0,2517,4984.0,0.663,2280,49,0.531,0.336,0.99322,0.00678
+96568,Existing Customer,62,M,1,Graduate,,Less than $40K,Blue,36,6,3,2,2856.0,2517,339.0,0.615,4473,67,0.489,0.881,0.00016883,0.99983
+96569,Existing Customer,37,M,3,,Single,$80K - $120K,Blue,22,4,2,2,29898.0,1414,28484.0,0.453,3883,68,0.7,0.047,0.00012982,0.99987
+96570,Existing Customer,46,M,2,Graduate,Married,$60K - $80K,Blue,36,4,2,2,1939.0,685,1254.0,0.421,4327,84,0.68,0.353,0.00011382,0.99989
+96571,Existing Customer,50,F,2,High School,Married,Less than $40K,Blue,21,6,1,1,2965.0,1819,1146.0,0.796,4475,66,0.692,0.613,3.2288e-05,0.99997
 96572,Existing Customer,40,F,4,,Single,Less than $40K,Blue,25,6,2,1,2812.0,2029,783.0,0.634,4763,74,0.762,0.722,7.9128e-05,0.99992
-96573,Attrited Customer,59,F,1,Graduate,Single,,Blue,36,3,2,3,10031.0,0,10031.0,0.23800000000000002,1792,29,0.07400000000000001,0.0,0.9944700000000001,0.005529999999999999
-96574,Existing Customer,62,M,0,Graduate,Divorced,$40K - $60K,Blue,36,6,3,2,4049.0,0,4049.0,0.5670000000000001,4003,73,0.659,0.0,0.00015435,0.99985
-96575,Attrited Customer,38,F,3,Graduate,Single,$40K - $60K,Blue,26,3,2,3,2669.0,0,2669.0,0.67,2271,31,0.722,0.0,0.9949899999999999,0.0050100000000000006
-96576,Attrited Customer,44,F,3,College,Single,Less than $40K,Blue,28,6,2,2,1951.0,0,1951.0,0.772,2697,45,0.731,0.0,0.9913700000000001,0.00863
+96573,Attrited Customer,59,F,1,Graduate,Single,,Blue,36,3,2,3,10031.0,0,10031.0,0.238,1792,29,0.074,0.0,0.99447,0.00553
+96574,Existing Customer,62,M,0,Graduate,Divorced,$40K - $60K,Blue,36,6,3,2,4049.0,0,4049.0,0.567,4003,73,0.659,0.0,0.00015435,0.99985
+96575,Attrited Customer,38,F,3,Graduate,Single,$40K - $60K,Blue,26,3,2,3,2669.0,0,2669.0,0.67,2271,31,0.722,0.0,0.99499,0.00501
+96576,Attrited Customer,44,F,3,College,Single,Less than $40K,Blue,28,6,2,2,1951.0,0,1951.0,0.772,2697,45,0.731,0.0,0.99137,0.00863
 96577,Existing Customer,59,F,1,Graduate,Single,$40K - $60K,Blue,36,3,3,1,1528.0,0,1528.0,0.669,4411,77,0.833,0.0,0.00010182,0.9999
 96578,Attrited Customer,48,F,2,High School,Married,Less than $40K,Blue,36,6,3,3,1438.3,455,983.3,0.626,2090,50,0.562,0.316,0.99661,0.00338788
 96579,Attrited Customer,50,M,2,,Married,$60K - $80K,Blue,43,4,3,4,3143.0,0,3143.0,0.764,2297,37,0.321,0.0,0.99824,0.00175907
 96580,Existing Customer,46,F,5,High School,,Less than $40K,Blue,37,4,3,3,1438.3,725,713.3,0.715,3916,79,0.795,0.504,0.00030361,0.9997
-96581,Existing Customer,43,M,2,,Single,$40K - $60K,Blue,36,4,4,1,8406.0,0,8406.0,0.743,3820,75,0.63,0.0,0.00014409999999999998,0.9998600000000001
-96582,Existing Customer,50,F,0,High School,,Less than $40K,Blue,36,3,2,1,2242.0,888,1354.0,0.6609999999999999,4708,81,0.5579999999999999,0.396,5.7261000000000006e-05,0.9999399999999999
-96583,Attrited Customer,44,M,5,Graduate,Divorced,$60K - $80K,Blue,36,3,3,6,6538.0,0,6538.0,0.556,2132,33,0.5710000000000001,0.0,0.9993799999999999,0.00061727
-96584,Existing Customer,42,F,2,,Married,Less than $40K,Blue,29,3,3,1,4710.0,1604,3106.0,0.607,4663,78,0.8140000000000001,0.341,0.00011924,0.9998799999999999
-96585,Existing Customer,50,M,1,Graduate,Single,$120K +,Blue,41,4,1,3,13032.0,1701,11331.0,0.904,4348,77,0.878,0.131,8.6952e-05,0.9999100000000001
-96586,Existing Customer,45,F,4,High School,Married,Less than $40K,Blue,36,5,2,2,2225.0,0,2225.0,0.611,4138,85,0.7709999999999999,0.0,0.00011604,0.9998799999999999
-96587,Existing Customer,52,F,3,Graduate,Married,$40K - $60K,Blue,36,6,4,2,3143.0,2268,875.0,0.8009999999999999,4417,84,0.68,0.722,0.00022556,0.99977
-96588,Existing Customer,49,M,2,Uneducated,Married,$60K - $80K,Blue,44,6,1,3,5013.0,0,5013.0,0.8220000000000001,5223,84,0.909,0.0,9.5249e-05,0.9999
-96589,Existing Customer,60,F,0,High School,Married,Less than $40K,Blue,50,6,0,1,3466.0,973,2493.0,0.652,4073,69,0.605,0.281,1.0252000000000001e-05,0.9999899999999999
+96581,Existing Customer,43,M,2,,Single,$40K - $60K,Blue,36,4,4,1,8406.0,0,8406.0,0.743,3820,75,0.63,0.0,0.0001441,0.99986
+96582,Existing Customer,50,F,0,High School,,Less than $40K,Blue,36,3,2,1,2242.0,888,1354.0,0.661,4708,81,0.558,0.396,5.7261e-05,0.99994
+96583,Attrited Customer,44,M,5,Graduate,Divorced,$60K - $80K,Blue,36,3,3,6,6538.0,0,6538.0,0.556,2132,33,0.571,0.0,0.99938,0.00061727
+96584,Existing Customer,42,F,2,,Married,Less than $40K,Blue,29,3,3,1,4710.0,1604,3106.0,0.607,4663,78,0.814,0.341,0.00011924,0.99988
+96585,Existing Customer,50,M,1,Graduate,Single,$120K +,Blue,41,4,1,3,13032.0,1701,11331.0,0.904,4348,77,0.878,0.131,8.6952e-05,0.99991
+96586,Existing Customer,45,F,4,High School,Married,Less than $40K,Blue,36,5,2,2,2225.0,0,2225.0,0.611,4138,85,0.771,0.0,0.00011604,0.99988
+96587,Existing Customer,52,F,3,Graduate,Married,$40K - $60K,Blue,36,6,4,2,3143.0,2268,875.0,0.801,4417,84,0.68,0.722,0.00022556,0.99977
+96588,Existing Customer,49,M,2,Uneducated,Married,$60K - $80K,Blue,44,6,1,3,5013.0,0,5013.0,0.822,5223,84,0.909,0.0,9.5249e-05,0.9999
+96589,Existing Customer,60,F,0,High School,Married,Less than $40K,Blue,50,6,0,1,3466.0,973,2493.0,0.652,4073,69,0.605,0.281,1.0252e-05,0.99999
 96590,Existing Customer,38,F,2,Graduate,Married,Less than $40K,Blue,18,5,3,3,1686.0,1206,480.0,0.767,4891,68,0.511,0.715,0.00030251,0.9997
-96591,Attrited Customer,44,F,3,,Divorced,$40K - $60K,Blue,34,2,3,2,1689.0,0,1689.0,0.20199999999999999,1588,37,0.276,0.0,0.99515,0.00484967
-96592,Existing Customer,47,M,1,Graduate,Married,$40K - $60K,Blue,42,3,2,1,1626.0,0,1626.0,0.7829999999999999,4847,78,1.053,0.0,6.4428e-05,0.9999399999999999
-96593,Attrited Customer,57,F,2,Uneducated,Single,Less than $40K,Blue,51,3,5,2,1614.0,0,1614.0,0.24100000000000002,1690,38,0.35700000000000004,0.0,0.99518,0.00481678
-96594,Existing Customer,41,F,3,Uneducated,Single,,Blue,29,6,3,3,2429.0,1966,463.0,1.046,4775,84,0.787,0.809,0.00032275,0.9996799999999999
+96591,Attrited Customer,44,F,3,,Divorced,$40K - $60K,Blue,34,2,3,2,1689.0,0,1689.0,0.202,1588,37,0.276,0.0,0.99515,0.00484967
+96592,Existing Customer,47,M,1,Graduate,Married,$40K - $60K,Blue,42,3,2,1,1626.0,0,1626.0,0.783,4847,78,1.053,0.0,6.4428e-05,0.99994
+96593,Attrited Customer,57,F,2,Uneducated,Single,Less than $40K,Blue,51,3,5,2,1614.0,0,1614.0,0.241,1690,38,0.357,0.0,0.99518,0.00481678
+96594,Existing Customer,41,F,3,Uneducated,Single,,Blue,29,6,3,3,2429.0,1966,463.0,1.046,4775,84,0.787,0.809,0.00032275,0.99968
 96595,Existing Customer,35,F,2,,Married,$40K - $60K,Blue,15,4,2,1,1438.3,834,604.3,0.684,4551,82,0.64,0.58,7.5449e-05,0.99992
 96596,Attrited Customer,39,M,4,Graduate,Married,$80K - $120K,Blue,30,5,2,2,17523.0,0,17523.0,0.424,1974,54,0.688,0.0,0.99169,0.00831
-96597,Existing Customer,54,F,2,College,Married,Less than $40K,Blue,43,3,4,1,2573.0,1760,813.0,0.6759999999999999,4404,93,0.8240000000000001,0.684,0.00012746,0.99987
-96598,Existing Customer,43,F,3,Graduate,Single,$40K - $60K,Blue,33,3,2,2,2900.0,2122,778.0,0.631,4656,59,1.4580000000000002,0.732,0.00011811,0.9998799999999999
-96599,Existing Customer,32,F,2,Post-Graduate,Single,Less than $40K,Blue,36,4,5,1,2352.0,2176,176.0,0.857,5209,93,0.755,0.925,0.00014256,0.9998600000000001
+96597,Existing Customer,54,F,2,College,Married,Less than $40K,Blue,43,3,4,1,2573.0,1760,813.0,0.676,4404,93,0.824,0.684,0.00012746,0.99987
+96598,Existing Customer,43,F,3,Graduate,Single,$40K - $60K,Blue,33,3,2,2,2900.0,2122,778.0,0.631,4656,59,1.458,0.732,0.00011811,0.99988
+96599,Existing Customer,32,F,2,Post-Graduate,Single,Less than $40K,Blue,36,4,5,1,2352.0,2176,176.0,0.857,5209,93,0.755,0.925,0.00014256,0.99986
 96600,Existing Customer,58,F,2,College,Single,Less than $40K,Blue,36,6,4,0,2212.0,1902,310.0,0.691,4976,79,0.975,0.86,7.7964e-05,0.99992
-96601,Attrited Customer,33,M,2,College,Single,$80K - $120K,Blue,36,4,3,2,9642.0,1431,8211.0,0.561,2172,33,0.5710000000000001,0.14800000000000002,0.9943200000000001,0.005679999999999999
+96601,Attrited Customer,33,M,2,College,Single,$80K - $120K,Blue,36,4,3,2,9642.0,1431,8211.0,0.561,2172,33,0.571,0.148,0.99432,0.00568
 96602,Existing Customer,56,M,1,High School,Married,$120K +,Blue,37,4,1,3,9257.0,0,9257.0,0.722,4212,72,0.895,0.0,8.453e-05,0.99992
 96603,Attrited Customer,46,F,2,,Single,Less than $40K,Blue,36,6,3,3,1731.0,0,1731.0,0.529,2304,46,1.0,0.0,0.997,0.00299743
 96604,Existing Customer,61,M,1,Graduate,,$60K - $80K,Blue,49,6,2,2,16929.0,1838,15091.0,0.551,4799,79,0.519,0.109,0.00010684,0.99989
-96605,Existing Customer,50,M,2,College,Married,$80K - $120K,Blue,39,6,4,2,3606.0,1862,1744.0,0.6890000000000001,3568,92,0.804,0.516,0.00021134,0.99979
-96606,Existing Customer,44,M,4,Uneducated,Single,$40K - $60K,Blue,33,4,3,3,1714.0,0,1714.0,0.8490000000000001,4180,71,0.919,0.0,0.0003262,0.9996700000000001
-96607,Existing Customer,46,M,3,Uneducated,Married,$80K - $120K,Blue,36,3,2,2,23512.0,1562,21950.0,0.632,3764,60,0.5379999999999999,0.066,0.00012144,0.9998799999999999
+96605,Existing Customer,50,M,2,College,Married,$80K - $120K,Blue,39,6,4,2,3606.0,1862,1744.0,0.689,3568,92,0.804,0.516,0.00021134,0.99979
+96606,Existing Customer,44,M,4,Uneducated,Single,$40K - $60K,Blue,33,4,3,3,1714.0,0,1714.0,0.849,4180,71,0.919,0.0,0.0003262,0.99967
+96607,Existing Customer,46,M,3,Uneducated,Married,$80K - $120K,Blue,36,3,2,2,23512.0,1562,21950.0,0.632,3764,60,0.538,0.066,0.00012144,0.99988
 96608,Attrited Customer,44,F,3,,Married,Less than $40K,Blue,35,3,3,2,1855.0,0,1855.0,0.988,2544,27,0.929,0.0,0.99515,0.00484967
 96609,Attrited Customer,44,F,3,College,Single,Less than $40K,Blue,34,4,3,1,1605.0,890,715.0,0.742,2722,45,0.5,0.555,0.99095,0.00905
-96610,Attrited Customer,46,F,3,Graduate,Married,Less than $40K,Blue,36,3,3,3,2302.0,1593,709.0,0.6709999999999999,2689,49,0.324,0.6920000000000001,0.9968299999999999,0.00317458
-96611,Existing Customer,42,M,3,Uneducated,Married,$60K - $80K,Blue,25,6,2,3,13546.0,1720,11826.0,0.5379999999999999,3943,73,0.698,0.127,0.00020424,0.9998
-96612,Attrited Customer,54,F,4,Post-Graduate,,Less than $40K,Blue,44,5,3,3,2440.0,503,1937.0,0.415,2334,51,0.594,0.20600000000000002,0.9973299999999999,0.00267072
+96610,Attrited Customer,46,F,3,Graduate,Married,Less than $40K,Blue,36,3,3,3,2302.0,1593,709.0,0.671,2689,49,0.324,0.692,0.99683,0.00317458
+96611,Existing Customer,42,M,3,Uneducated,Married,$60K - $80K,Blue,25,6,2,3,13546.0,1720,11826.0,0.538,3943,73,0.698,0.127,0.00020424,0.9998
+96612,Attrited Customer,54,F,4,Post-Graduate,,Less than $40K,Blue,44,5,3,3,2440.0,503,1937.0,0.415,2334,51,0.594,0.206,0.99733,0.00267072
 96613,Existing Customer,39,F,1,Graduate,Single,Less than $40K,Blue,30,5,6,2,2669.0,2397,272.0,0.807,3847,65,0.585,0.898,0.00013328,0.99987
-96614,Attrited Customer,47,F,3,,Single,Less than $40K,Blue,35,4,3,6,2402.0,628,1774.0,0.6890000000000001,1930,48,0.6,0.261,0.99944,0.00055875
-96615,Attrited Customer,46,F,2,,Single,$40K - $60K,Blue,33,5,3,6,3001.0,0,3001.0,0.74,2577,39,0.444,0.0,0.9994200000000001,0.00057979
+96614,Attrited Customer,47,F,3,,Single,Less than $40K,Blue,35,4,3,6,2402.0,628,1774.0,0.689,1930,48,0.6,0.261,0.99944,0.00055875
+96615,Attrited Customer,46,F,2,,Single,$40K - $60K,Blue,33,5,3,6,3001.0,0,3001.0,0.74,2577,39,0.444,0.0,0.99942,0.00057979
 96616,Existing Customer,42,F,2,,Married,Less than $40K,Blue,31,6,2,3,2552.0,2220,332.0,0.782,4437,61,1.033,0.87,0.00021042,0.99979
 96617,Existing Customer,41,F,3,,Married,Less than $40K,Blue,34,3,6,2,2679.0,2214,465.0,1.036,4682,81,0.841,0.826,0.00016195,0.99984
-96618,Existing Customer,45,F,4,High School,Single,Less than $40K,Blue,35,3,2,2,1502.0,0,1502.0,0.7390000000000001,4890,61,0.794,0.0,0.00011604,0.9998799999999999
+96618,Existing Customer,45,F,4,High School,Single,Less than $40K,Blue,35,3,2,2,1502.0,0,1502.0,0.739,4890,61,0.794,0.0,0.00011604,0.99988
 96619,Existing Customer,61,F,1,Graduate,,$40K - $60K,Blue,55,4,3,3,1438.3,0,1438.3,0.573,4518,81,0.723,0.0,0.00028395,0.99972
-96620,Existing Customer,46,F,4,,Married,Less than $40K,Blue,38,5,2,3,3331.0,1307,2024.0,0.617,3946,69,0.6829999999999999,0.392,0.00022068,0.9997799999999999
-96621,Existing Customer,32,F,1,,Divorced,Less than $40K,Blue,19,3,2,1,1438.3,0,1438.3,0.6859999999999999,4593,79,0.612,0.0,7.0819e-05,0.9999299999999999
-96622,Existing Customer,55,F,2,,Single,Less than $40K,Blue,39,3,2,3,2426.0,1589,837.0,0.87,5175,82,0.8220000000000001,0.655,0.00021042,0.99979
-96623,Attrited Customer,59,M,2,High School,Single,$80K - $120K,Blue,54,3,2,2,2791.0,2396,395.0,0.889,2658,43,0.344,0.858,0.9910399999999999,0.00896
-96624,Existing Customer,49,M,2,,,$80K - $120K,Blue,43,5,2,2,18379.0,999,17380.0,0.466,4122,70,0.7070000000000001,0.054000000000000006,0.00012511,0.99987
-96625,Existing Customer,46,M,2,Doctorate,Married,$120K +,Blue,34,6,3,1,3499.0,1759,1740.0,0.635,3972,67,0.5579999999999999,0.503,0.00015697,0.99984
-96626,Existing Customer,60,F,0,College,Single,Less than $40K,Blue,48,5,1,3,1438.3,0,1438.3,0.653,4104,83,0.7290000000000001,0.0,7.7286e-05,0.99992
+96620,Existing Customer,46,F,4,,Married,Less than $40K,Blue,38,5,2,3,3331.0,1307,2024.0,0.617,3946,69,0.683,0.392,0.00022068,0.99978
+96621,Existing Customer,32,F,1,,Divorced,Less than $40K,Blue,19,3,2,1,1438.3,0,1438.3,0.686,4593,79,0.612,0.0,7.0819e-05,0.99993
+96622,Existing Customer,55,F,2,,Single,Less than $40K,Blue,39,3,2,3,2426.0,1589,837.0,0.87,5175,82,0.822,0.655,0.00021042,0.99979
+96623,Attrited Customer,59,M,2,High School,Single,$80K - $120K,Blue,54,3,2,2,2791.0,2396,395.0,0.889,2658,43,0.344,0.858,0.99104,0.00896
+96624,Existing Customer,49,M,2,,,$80K - $120K,Blue,43,5,2,2,18379.0,999,17380.0,0.466,4122,70,0.707,0.054,0.00012511,0.99987
+96625,Existing Customer,46,M,2,Doctorate,Married,$120K +,Blue,34,6,3,1,3499.0,1759,1740.0,0.635,3972,67,0.558,0.503,0.00015697,0.99984
+96626,Existing Customer,60,F,0,College,Single,Less than $40K,Blue,48,5,1,3,1438.3,0,1438.3,0.653,4104,83,0.729,0.0,7.7286e-05,0.99992
 96627,Existing Customer,40,M,2,Graduate,Married,$120K +,Blue,28,6,3,3,18295.0,0,18295.0,0.625,4827,70,0.75,0.0,0.00030251,0.9997
-96628,Existing Customer,39,F,1,Graduate,Single,Less than $40K,Blue,29,4,1,3,1568.0,995,573.0,0.9079999999999999,4531,76,0.81,0.635,8.6952e-05,0.9999100000000001
-96629,Existing Customer,57,F,2,Post-Graduate,Married,Less than $40K,Blue,36,3,0,1,2712.0,1445,1267.0,0.8190000000000001,4520,79,0.8809999999999999,0.5329999999999999,1.4461e-05,0.9999899999999999
-96630,Attrited Customer,48,M,5,Post-Graduate,Single,$120K +,Silver,41,5,3,1,34516.0,2517,31999.0,0.5529999999999999,2260,50,0.7859999999999999,0.073,0.99167,0.008329999999999999
-96631,Existing Customer,55,F,5,High School,Single,Less than $40K,Blue,49,6,2,1,2177.0,1472,705.0,0.787,5228,77,0.674,0.6759999999999999,6.889e-05,0.9999299999999999
-96632,Existing Customer,44,F,2,Uneducated,Married,Less than $40K,Blue,34,3,3,1,2296.0,0,2296.0,0.7490000000000001,5108,87,0.74,0.0,0.00011153,0.99989
-96633,Existing Customer,43,F,3,Post-Graduate,Married,Less than $40K,Blue,35,5,3,3,2435.0,1595,840.0,0.691,5268,88,0.66,0.655,0.00036935,0.9996299999999999
-96634,Attrited Customer,51,F,3,Graduate,Divorced,Less than $40K,Blue,41,5,3,3,1495.0,691,804.0,0.705,2552,42,0.556,0.462,0.9968299999999999,0.00317458
-96635,Attrited Customer,41,M,3,Doctorate,Single,$120K +,Blue,26,3,2,2,9220.0,0,9220.0,0.733,2276,32,0.6,0.0,0.99418,0.0058200000000000005
+96628,Existing Customer,39,F,1,Graduate,Single,Less than $40K,Blue,29,4,1,3,1568.0,995,573.0,0.908,4531,76,0.81,0.635,8.6952e-05,0.99991
+96629,Existing Customer,57,F,2,Post-Graduate,Married,Less than $40K,Blue,36,3,0,1,2712.0,1445,1267.0,0.819,4520,79,0.881,0.533,1.4461e-05,0.99999
+96630,Attrited Customer,48,M,5,Post-Graduate,Single,$120K +,Silver,41,5,3,1,34516.0,2517,31999.0,0.553,2260,50,0.786,0.073,0.99167,0.00833
+96631,Existing Customer,55,F,5,High School,Single,Less than $40K,Blue,49,6,2,1,2177.0,1472,705.0,0.787,5228,77,0.674,0.676,6.889e-05,0.99993
+96632,Existing Customer,44,F,2,Uneducated,Married,Less than $40K,Blue,34,3,3,1,2296.0,0,2296.0,0.749,5108,87,0.74,0.0,0.00011153,0.99989
+96633,Existing Customer,43,F,3,Post-Graduate,Married,Less than $40K,Blue,35,5,3,3,2435.0,1595,840.0,0.691,5268,88,0.66,0.655,0.00036935,0.99963
+96634,Attrited Customer,51,F,3,Graduate,Divorced,Less than $40K,Blue,41,5,3,3,1495.0,691,804.0,0.705,2552,42,0.556,0.462,0.99683,0.00317458
+96635,Attrited Customer,41,M,3,Doctorate,Single,$120K +,Blue,26,3,2,2,9220.0,0,9220.0,0.733,2276,32,0.6,0.0,0.99418,0.00582
 96636,Attrited Customer,52,M,2,High School,Married,$60K - $80K,Blue,40,3,4,2,23128.0,1958,21170.0,0.604,2050,35,0.667,0.085,0.99529,0.00470886
-96637,Existing Customer,47,F,2,Doctorate,Single,Less than $40K,Blue,37,3,0,1,4254.0,1204,3050.0,0.5379999999999999,5385,93,0.691,0.28300000000000003,1.7785e-05,0.99998
+96637,Existing Customer,47,F,2,Doctorate,Single,Less than $40K,Blue,37,3,0,1,4254.0,1204,3050.0,0.538,5385,93,0.691,0.283,1.7785e-05,0.99998
 96638,Attrited Customer,47,F,3,,Single,$40K - $60K,Blue,42,1,5,3,14897.0,0,14897.0,0.489,2164,53,0.606,0.0,0.99741,0.00258725
-96639,Existing Customer,54,F,2,Uneducated,Single,Less than $40K,Blue,36,3,2,2,3554.0,0,3554.0,0.929,4121,82,0.7829999999999999,0.0,0.00011703,0.9998799999999999
-96640,Existing Customer,34,F,2,High School,Married,Less than $40K,Blue,13,6,2,2,1798.0,833,965.0,0.882,4551,84,0.787,0.46299999999999997,0.00011065,0.99989
-96641,Existing Customer,44,F,2,College,Single,Less than $40K,Blue,34,3,2,1,2429.0,1687,742.0,0.7659999999999999,4122,74,0.85,0.695,6.6734e-05,0.9999299999999999
-96642,Existing Customer,46,F,4,Graduate,Divorced,$40K - $60K,Blue,39,3,1,1,2477.0,1480,997.0,0.826,5138,77,0.9740000000000001,0.597,3.4833000000000003e-05,0.99997
-96643,Existing Customer,36,F,2,Uneducated,Divorced,,Blue,36,3,2,1,14304.0,699,13605.0,0.5489999999999999,4746,73,0.521,0.049,7.057600000000001e-05,0.9999299999999999
-96644,Existing Customer,30,F,0,High School,Single,Less than $40K,Blue,36,5,1,1,1536.0,801,735.0,0.9440000000000001,3904,74,0.897,0.521,2.7706999999999997e-05,0.99997
-96645,Existing Customer,39,F,3,High School,,,Blue,34,4,3,2,15370.0,686,14684.0,0.81,4106,71,1.0290000000000001,0.045,0.00018145,0.99982
-96646,Existing Customer,45,M,4,,,$40K - $60K,Gold,39,5,1,2,23981.0,1684,22297.0,0.736,4141,73,0.521,0.07,7.315e-05,0.9999299999999999
-96647,Existing Customer,42,M,3,,Single,$60K - $80K,Blue,38,5,1,1,6318.0,1397,4921.0,0.517,4166,86,0.755,0.221,3.7884e-05,0.9999600000000001
-96648,Existing Customer,32,F,1,Graduate,Single,,Blue,13,5,1,3,3558.0,816,2742.0,0.77,4878,71,0.578,0.22899999999999998,8.6952e-05,0.9999100000000001
-96649,Attrited Customer,56,F,4,Graduate,,Less than $40K,Blue,44,5,3,3,1677.0,0,1677.0,0.835,2477,45,0.324,0.0,0.9968600000000001,0.00314112
+96639,Existing Customer,54,F,2,Uneducated,Single,Less than $40K,Blue,36,3,2,2,3554.0,0,3554.0,0.929,4121,82,0.783,0.0,0.00011703,0.99988
+96640,Existing Customer,34,F,2,High School,Married,Less than $40K,Blue,13,6,2,2,1798.0,833,965.0,0.882,4551,84,0.787,0.463,0.00011065,0.99989
+96641,Existing Customer,44,F,2,College,Single,Less than $40K,Blue,34,3,2,1,2429.0,1687,742.0,0.766,4122,74,0.85,0.695,6.6734e-05,0.99993
+96642,Existing Customer,46,F,4,Graduate,Divorced,$40K - $60K,Blue,39,3,1,1,2477.0,1480,997.0,0.826,5138,77,0.974,0.597,3.4833e-05,0.99997
+96643,Existing Customer,36,F,2,Uneducated,Divorced,,Blue,36,3,2,1,14304.0,699,13605.0,0.549,4746,73,0.521,0.049,7.0576e-05,0.99993
+96644,Existing Customer,30,F,0,High School,Single,Less than $40K,Blue,36,5,1,1,1536.0,801,735.0,0.944,3904,74,0.897,0.521,2.7707e-05,0.99997
+96645,Existing Customer,39,F,3,High School,,,Blue,34,4,3,2,15370.0,686,14684.0,0.81,4106,71,1.029,0.045,0.00018145,0.99982
+96646,Existing Customer,45,M,4,,,$40K - $60K,Gold,39,5,1,2,23981.0,1684,22297.0,0.736,4141,73,0.521,0.07,7.315e-05,0.99993
+96647,Existing Customer,42,M,3,,Single,$60K - $80K,Blue,38,5,1,1,6318.0,1397,4921.0,0.517,4166,86,0.755,0.221,3.7884e-05,0.99996
+96648,Existing Customer,32,F,1,Graduate,Single,,Blue,13,5,1,3,3558.0,816,2742.0,0.77,4878,71,0.578,0.229,8.6952e-05,0.99991
+96649,Attrited Customer,56,F,4,Graduate,,Less than $40K,Blue,44,5,3,3,1677.0,0,1677.0,0.835,2477,45,0.324,0.0,0.99686,0.00314112
 96650,Existing Customer,53,F,4,,Married,Less than $40K,Blue,47,3,2,2,2734.0,2085,649.0,0.764,4064,66,0.784,0.763,0.00013121,0.99987
-96651,Existing Customer,52,F,2,Graduate,Married,$40K - $60K,Blue,36,5,3,1,2396.0,1663,733.0,0.645,4569,70,0.667,0.6940000000000001,0.00010848,0.99989
+96651,Existing Customer,52,F,2,Graduate,Married,$40K - $60K,Blue,36,5,3,1,2396.0,1663,733.0,0.645,4569,70,0.667,0.694,0.00010848,0.99989
 96652,Existing Customer,45,M,4,High School,Married,$80K - $120K,Blue,35,5,2,3,9852.0,2277,7575.0,0.831,3813,71,0.614,0.231,0.00019517,0.9998
-96653,Existing Customer,49,M,4,High School,Single,$60K - $80K,Blue,30,5,3,3,1579.0,900,679.0,0.5920000000000001,4354,70,0.7070000000000001,0.57,0.00030842,0.99969
-96654,Attrited Customer,44,F,3,,Single,,Blue,37,3,2,3,1900.0,0,1900.0,0.8640000000000001,2298,45,0.452,0.0,0.99544,0.00455805
-96655,Existing Customer,42,F,2,College,Married,$40K - $60K,Blue,28,6,2,1,1820.0,0,1820.0,0.6579999999999999,4592,67,0.8109999999999999,0.0,6.6734e-05,0.9999299999999999
+96653,Existing Customer,49,M,4,High School,Single,$60K - $80K,Blue,30,5,3,3,1579.0,900,679.0,0.592,4354,70,0.707,0.57,0.00030842,0.99969
+96654,Attrited Customer,44,F,3,,Single,,Blue,37,3,2,3,1900.0,0,1900.0,0.864,2298,45,0.452,0.0,0.99544,0.00455805
+96655,Existing Customer,42,F,2,College,Married,$40K - $60K,Blue,28,6,2,1,1820.0,0,1820.0,0.658,4592,67,0.811,0.0,6.6734e-05,0.99993
 96656,Existing Customer,58,F,1,Uneducated,,$40K - $60K,Blue,39,5,1,1,2406.0,0,2406.0,1.016,4450,73,0.698,0.0,3.2055e-05,0.99997
-96657,Attrited Customer,60,M,0,,Married,$60K - $80K,Blue,47,5,1,3,4541.0,1037,3504.0,0.825,2829,44,0.467,0.228,0.98869,0.011309999999999999
-96658,Existing Customer,51,F,4,,Single,Less than $40K,Blue,43,6,3,2,3124.0,2517,607.0,0.635,4716,68,0.581,0.8059999999999999,0.00020735,0.99979
+96657,Attrited Customer,60,M,0,,Married,$60K - $80K,Blue,47,5,1,3,4541.0,1037,3504.0,0.825,2829,44,0.467,0.228,0.98869,0.01131
+96658,Existing Customer,51,F,4,,Single,Less than $40K,Blue,43,6,3,2,3124.0,2517,607.0,0.635,4716,68,0.581,0.806,0.00020735,0.99979
 96659,Existing Customer,44,F,2,Graduate,Single,Less than $40K,Blue,26,6,3,1,2240.0,1664,576.0,0.691,4399,80,0.6,0.743,0.00010848,0.99989
-96660,Existing Customer,43,F,4,Uneducated,Married,$40K - $60K,Blue,31,4,1,3,1773.0,882,891.0,0.68,5400,84,0.615,0.49700000000000005,9.989299999999999e-05,0.9999
+96660,Existing Customer,43,F,4,Uneducated,Married,$40K - $60K,Blue,31,4,1,3,1773.0,882,891.0,0.68,5400,84,0.615,0.497,9.9893e-05,0.9999
 96661,Existing Customer,27,F,0,Graduate,Married,Less than $40K,Blue,36,3,2,2,1674.0,752,922.0,0.963,4513,57,0.966,0.449,9.7673e-05,0.9999
-96662,Existing Customer,46,F,4,Graduate,Married,,Blue,39,4,3,3,3257.0,0,3257.0,0.757,4042,85,0.848,0.0,0.00031726,0.9996799999999999
-96663,Existing Customer,48,F,3,High School,Married,,Silver,36,4,2,3,32611.0,1718,30893.0,0.971,3916,61,0.605,0.053,0.00017449,0.9998299999999999
-96664,Existing Customer,47,F,3,Graduate,Divorced,Less than $40K,Blue,38,5,1,2,3027.0,1671,1356.0,0.934,3912,77,0.925,0.552,5.7151e-05,0.9999399999999999
-96665,Existing Customer,45,F,3,Graduate,Single,Less than $40K,Blue,35,4,3,3,4210.0,0,4210.0,1.0270000000000001,4175,58,0.9329999999999999,0.0,0.0003139,0.99969
+96662,Existing Customer,46,F,4,Graduate,Married,,Blue,39,4,3,3,3257.0,0,3257.0,0.757,4042,85,0.848,0.0,0.00031726,0.99968
+96663,Existing Customer,48,F,3,High School,Married,,Silver,36,4,2,3,32611.0,1718,30893.0,0.971,3916,61,0.605,0.053,0.00017449,0.99983
+96664,Existing Customer,47,F,3,Graduate,Divorced,Less than $40K,Blue,38,5,1,2,3027.0,1671,1356.0,0.934,3912,77,0.925,0.552,5.7151e-05,0.99994
+96665,Existing Customer,45,F,3,Graduate,Single,Less than $40K,Blue,35,4,3,3,4210.0,0,4210.0,1.027,4175,58,0.933,0.0,0.0003139,0.99969
 96666,Existing Customer,46,M,3,Graduate,Divorced,$40K - $60K,Blue,27,5,2,3,10931.0,2297,8634.0,0.639,4802,73,0.872,0.21,0.00019864,0.9998
-96667,Existing Customer,55,M,3,Graduate,Single,$120K +,Blue,43,5,1,3,34516.0,0,34516.0,0.813,4131,66,0.61,0.0,9.612600000000001e-05,0.9999
-96668,Existing Customer,51,F,0,Doctorate,Single,$40K - $60K,Blue,36,3,2,1,2637.0,1009,1628.0,0.574,4525,83,0.7290000000000001,0.38299999999999995,8.5238e-05,0.9999100000000001
-96669,Existing Customer,42,F,4,Graduate,Single,Less than $40K,Blue,33,4,2,2,2899.0,1952,947.0,0.667,4906,94,0.679,0.6729999999999999,0.00011937,0.9998799999999999
-96670,Existing Customer,40,M,2,,Divorced,$120K +,Blue,26,3,2,3,1438.3,0,1438.3,0.634,4776,82,0.6729999999999999,0.0,0.00021042,0.99979
-96671,Existing Customer,65,M,0,Doctorate,Divorced,Less than $40K,Blue,56,6,1,3,1573.0,653,920.0,0.71,3349,77,0.674,0.415,0.00011504,0.9998799999999999
-96672,Attrited Customer,49,F,3,Graduate,Married,Less than $40K,Blue,37,4,2,1,6184.0,0,6184.0,0.47600000000000003,1756,49,0.324,0.0,0.98616,0.01384
-96673,Existing Customer,51,M,0,College,Married,$120K +,Silver,35,5,1,2,34516.0,2332,32184.0,0.8,4587,82,0.745,0.068,4.151899999999999e-05,0.9999600000000001
-96674,Existing Customer,56,F,3,Uneducated,Married,,Blue,47,4,1,2,1822.0,1118,704.0,0.8959999999999999,4576,78,0.529,0.614,5.8763e-05,0.9999399999999999
-96675,Existing Customer,41,F,2,,Single,Less than $40K,Blue,29,6,3,0,2701.0,1839,862.0,0.765,4406,80,0.778,0.6809999999999999,7.293600000000001e-05,0.9999299999999999
+96667,Existing Customer,55,M,3,Graduate,Single,$120K +,Blue,43,5,1,3,34516.0,0,34516.0,0.813,4131,66,0.61,0.0,9.6126e-05,0.9999
+96668,Existing Customer,51,F,0,Doctorate,Single,$40K - $60K,Blue,36,3,2,1,2637.0,1009,1628.0,0.574,4525,83,0.729,0.383,8.5238e-05,0.99991
+96669,Existing Customer,42,F,4,Graduate,Single,Less than $40K,Blue,33,4,2,2,2899.0,1952,947.0,0.667,4906,94,0.679,0.673,0.00011937,0.99988
+96670,Existing Customer,40,M,2,,Divorced,$120K +,Blue,26,3,2,3,1438.3,0,1438.3,0.634,4776,82,0.673,0.0,0.00021042,0.99979
+96671,Existing Customer,65,M,0,Doctorate,Divorced,Less than $40K,Blue,56,6,1,3,1573.0,653,920.0,0.71,3349,77,0.674,0.415,0.00011504,0.99988
+96672,Attrited Customer,49,F,3,Graduate,Married,Less than $40K,Blue,37,4,2,1,6184.0,0,6184.0,0.476,1756,49,0.324,0.0,0.98616,0.01384
+96673,Existing Customer,51,M,0,College,Married,$120K +,Silver,35,5,1,2,34516.0,2332,32184.0,0.8,4587,82,0.745,0.068,4.1519e-05,0.99996
+96674,Existing Customer,56,F,3,Uneducated,Married,,Blue,47,4,1,2,1822.0,1118,704.0,0.896,4576,78,0.529,0.614,5.8763e-05,0.99994
+96675,Existing Customer,41,F,2,,Single,Less than $40K,Blue,29,6,3,0,2701.0,1839,862.0,0.765,4406,80,0.778,0.681,7.2936e-05,0.99993
 96676,Attrited Customer,47,F,1,High School,,Less than $40K,Blue,41,6,3,2,3654.0,0,3654.0,0.63,1998,44,0.467,0.0,0.99395,0.00605
-96677,Existing Customer,37,M,3,Post-Graduate,Single,$80K - $120K,Blue,31,6,3,3,2626.0,1736,890.0,0.7859999999999999,4714,93,0.7879999999999999,0.6609999999999999,0.00036935,0.9996299999999999
-96678,Existing Customer,48,F,1,High School,Single,Less than $40K,Blue,36,4,3,3,1438.3,812,626.3,0.667,3868,80,0.7020000000000001,0.565,0.00027604,0.99972
-96679,Existing Customer,46,F,4,Graduate,Single,,Blue,42,4,0,3,13376.0,1633,11743.0,0.98,4515,63,1.172,0.122,3.595e-05,0.9999600000000001
-96680,Existing Customer,55,M,3,Graduate,Single,$120K +,Blue,42,3,3,2,31636.0,2517,29119.0,0.718,4231,68,1.061,0.08,0.00018665,0.9998100000000001
-96681,Existing Customer,36,M,1,,Married,Less than $40K,Blue,26,5,2,2,3453.0,2517,936.0,0.585,4386,68,0.789,0.7290000000000001,0.00011743,0.9998799999999999
-96682,Attrited Customer,44,F,3,Graduate,Married,Less than $40K,Blue,38,4,2,3,3889.0,2517,1372.0,0.405,1718,37,0.276,0.647,0.9949899999999999,0.0050100000000000006
-96683,Existing Customer,47,F,4,Post-Graduate,,$40K - $60K,Blue,36,6,2,3,2216.0,1800,416.0,0.7509999999999999,4711,83,0.6940000000000001,0.812,0.00023623,0.99976
-96684,Existing Customer,46,M,2,Uneducated,Married,$80K - $120K,Blue,38,4,5,2,11434.0,0,11434.0,0.84,4520,83,0.8440000000000001,0.0,0.00020656,0.99979
+96677,Existing Customer,37,M,3,Post-Graduate,Single,$80K - $120K,Blue,31,6,3,3,2626.0,1736,890.0,0.786,4714,93,0.788,0.661,0.00036935,0.99963
+96678,Existing Customer,48,F,1,High School,Single,Less than $40K,Blue,36,4,3,3,1438.3,812,626.3,0.667,3868,80,0.702,0.565,0.00027604,0.99972
+96679,Existing Customer,46,F,4,Graduate,Single,,Blue,42,4,0,3,13376.0,1633,11743.0,0.98,4515,63,1.172,0.122,3.595e-05,0.99996
+96680,Existing Customer,55,M,3,Graduate,Single,$120K +,Blue,42,3,3,2,31636.0,2517,29119.0,0.718,4231,68,1.061,0.08,0.00018665,0.99981
+96681,Existing Customer,36,M,1,,Married,Less than $40K,Blue,26,5,2,2,3453.0,2517,936.0,0.585,4386,68,0.789,0.729,0.00011743,0.99988
+96682,Attrited Customer,44,F,3,Graduate,Married,Less than $40K,Blue,38,4,2,3,3889.0,2517,1372.0,0.405,1718,37,0.276,0.647,0.99499,0.00501
+96683,Existing Customer,47,F,4,Post-Graduate,,$40K - $60K,Blue,36,6,2,3,2216.0,1800,416.0,0.751,4711,83,0.694,0.812,0.00023623,0.99976
+96684,Existing Customer,46,M,2,Uneducated,Married,$80K - $120K,Blue,38,4,5,2,11434.0,0,11434.0,0.84,4520,83,0.844,0.0,0.00020656,0.99979
 96685,Existing Customer,43,F,5,Graduate,Married,,Blue,34,5,1,3,3146.0,808,2338.0,0.711,4149,66,0.784,0.257,9.5638e-05,0.9999
-96686,Existing Customer,46,M,3,High School,Married,$80K - $120K,Blue,36,6,3,3,2790.0,2185,605.0,0.6709999999999999,3392,86,0.755,0.7829999999999999,0.00030516,0.99969
-96687,Existing Customer,57,F,4,High School,Single,,Blue,36,3,6,3,4396.0,834,3562.0,0.66,4826,88,0.9129999999999999,0.19,0.00024348,0.99976
-96688,Existing Customer,62,M,0,Uneducated,Single,$60K - $80K,Blue,50,5,2,2,14314.0,656,13658.0,0.8220000000000001,4355,70,0.667,0.046,0.00010043,0.9999
-96689,Attrited Customer,47,M,2,Graduate,Married,$40K - $60K,Blue,30,4,3,2,1889.0,0,1889.0,0.8740000000000001,2479,46,0.5329999999999999,0.0,0.9944700000000001,0.005529999999999999
-96690,Existing Customer,39,F,1,High School,Single,Less than $40K,Blue,31,5,2,1,1862.0,726,1136.0,0.63,5105,79,1.026,0.39,6.263300000000001e-05,0.9999399999999999
-96691,Existing Customer,53,M,0,High School,Married,$40K - $60K,Blue,39,5,2,2,2875.0,1671,1204.0,0.9229999999999999,4399,88,0.6920000000000001,0.581,9.4951e-05,0.9999100000000001
-96692,Attrited Customer,49,F,3,High School,Married,Less than $40K,Blue,36,4,2,2,1763.0,0,1763.0,0.8959999999999999,2813,43,0.536,0.0,0.9913700000000001,0.00863
+96686,Existing Customer,46,M,3,High School,Married,$80K - $120K,Blue,36,6,3,3,2790.0,2185,605.0,0.671,3392,86,0.755,0.783,0.00030516,0.99969
+96687,Existing Customer,57,F,4,High School,Single,,Blue,36,3,6,3,4396.0,834,3562.0,0.66,4826,88,0.913,0.19,0.00024348,0.99976
+96688,Existing Customer,62,M,0,Uneducated,Single,$60K - $80K,Blue,50,5,2,2,14314.0,656,13658.0,0.822,4355,70,0.667,0.046,0.00010043,0.9999
+96689,Attrited Customer,47,M,2,Graduate,Married,$40K - $60K,Blue,30,4,3,2,1889.0,0,1889.0,0.874,2479,46,0.533,0.0,0.99447,0.00553
+96690,Existing Customer,39,F,1,High School,Single,Less than $40K,Blue,31,5,2,1,1862.0,726,1136.0,0.63,5105,79,1.026,0.39,6.2633e-05,0.99994
+96691,Existing Customer,53,M,0,High School,Married,$40K - $60K,Blue,39,5,2,2,2875.0,1671,1204.0,0.923,4399,88,0.692,0.581,9.4951e-05,0.99991
+96692,Attrited Customer,49,F,3,High School,Married,Less than $40K,Blue,36,4,2,2,1763.0,0,1763.0,0.896,2813,43,0.536,0.0,0.99137,0.00863
 96693,Existing Customer,46,F,5,Graduate,Married,$40K - $60K,Blue,33,3,1,1,1438.3,883,555.3,0.708,4474,63,0.853,0.614,3.429e-05,0.99997
-96694,Existing Customer,39,M,1,Post-Graduate,Single,$40K - $60K,Blue,35,5,1,1,2623.0,2121,502.0,0.722,4078,70,0.795,0.809,3.6684e-05,0.9999600000000001
-96695,Attrited Customer,58,F,2,High School,Married,Less than $40K,Blue,53,3,0,2,1944.0,0,1944.0,0.613,2412,40,0.48100000000000004,0.0,0.95195,0.04805
+96694,Existing Customer,39,M,1,Post-Graduate,Single,$40K - $60K,Blue,35,5,1,1,2623.0,2121,502.0,0.722,4078,70,0.795,0.809,3.6684e-05,0.99996
+96695,Attrited Customer,58,F,2,High School,Married,Less than $40K,Blue,53,3,0,2,1944.0,0,1944.0,0.613,2412,40,0.481,0.0,0.95195,0.04805
 96696,Attrited Customer,43,F,3,Uneducated,Married,$40K - $60K,Blue,36,6,4,3,1438.3,0,1438.3,0.747,2116,38,0.583,0.0,0.99744,0.0025563
 96697,Existing Customer,39,F,1,Graduate,Single,,Blue,34,3,1,1,2884.0,2517,367.0,0.693,4809,87,0.74,0.873,3.1176e-05,0.99997
-96698,Existing Customer,44,F,1,,Single,Less than $40K,Blue,36,3,3,2,2936.0,1297,1639.0,0.556,4509,70,0.795,0.442,0.00018558,0.9998100000000001
-96699,Attrited Customer,42,M,3,Graduate,Married,$40K - $60K,Blue,23,5,3,2,5791.0,2517,3274.0,0.69,2516,64,0.6409999999999999,0.435,0.99467,0.00533
-96700,Existing Customer,65,M,0,Graduate,Single,$40K - $60K,Blue,36,4,0,1,1438.3,682,756.3,0.713,4427,63,1.172,0.474,1.0545999999999999e-05,0.9999899999999999
-96701,Existing Customer,55,F,4,Doctorate,Single,Less than $40K,Blue,44,3,1,1,1912.0,0,1912.0,0.7829999999999999,4666,98,0.7190000000000001,0.0,5.0408e-05,0.99995
-96702,Existing Customer,31,F,2,,Single,,Blue,25,5,3,1,3288.0,2495,793.0,0.805,4370,83,0.8859999999999999,0.759,0.00011924,0.9998799999999999
-96703,Attrited Customer,48,F,2,,Married,,Blue,38,6,2,3,4382.0,0,4382.0,0.7140000000000001,2446,34,0.41700000000000004,0.0,0.9952700000000001,0.00472896
-96704,Existing Customer,46,F,3,Graduate,Married,,Blue,40,5,1,3,3595.0,1087,2508.0,0.528,4534,71,0.919,0.302,9.612600000000001e-05,0.9999
-96705,Attrited Customer,41,F,4,Graduate,Married,Less than $40K,Blue,26,4,2,2,3159.0,0,3159.0,0.9159999999999999,2925,46,0.353,0.0,0.99169,0.00831
-96706,Existing Customer,36,F,3,Uneducated,,,Blue,28,5,3,2,5393.0,2509,2884.0,0.679,4769,102,0.7290000000000001,0.465,0.00019191,0.9998100000000001
-96707,Existing Customer,37,M,2,Graduate,,$80K - $120K,Blue,28,3,2,3,12222.0,0,12222.0,0.861,4215,63,0.537,0.0,0.00019143,0.9998100000000001
-96708,Existing Customer,43,M,5,Graduate,Single,Less than $40K,Blue,36,3,2,2,1438.3,0,1438.3,0.644,4459,65,0.47700000000000004,0.0,0.00011751,0.9998799999999999
-96709,Existing Customer,46,M,3,Graduate,Married,$60K - $80K,Blue,29,3,2,2,3429.0,0,3429.0,0.637,4591,85,0.7709999999999999,0.0,0.00011811,0.9998799999999999
-96710,Existing Customer,39,M,3,Uneducated,Single,$80K - $120K,Blue,36,4,2,1,12618.0,1585,11033.0,0.586,4768,82,0.8640000000000001,0.126,7.3235e-05,0.9999299999999999
-96711,Existing Customer,49,F,3,Uneducated,Married,Less than $40K,Blue,40,5,2,2,6049.0,796,5253.0,0.821,4468,71,0.511,0.132,0.00012144,0.9998799999999999
-96712,Existing Customer,39,F,1,Graduate,Single,Less than $40K,Blue,23,4,3,3,2533.0,0,2533.0,0.998,5128,74,0.9470000000000001,0.0,0.00028395,0.99972
-96713,Existing Customer,52,F,1,Graduate,Single,,Blue,35,4,4,2,2411.0,1379,1032.0,0.8690000000000001,4812,79,0.7170000000000001,0.5720000000000001,0.00020404,0.9998
-96714,Existing Customer,41,M,4,College,Divorced,$60K - $80K,Blue,35,5,3,2,2001.0,0,2001.0,0.7909999999999999,4455,82,0.64,0.0,0.0001834,0.99982
-96715,Existing Customer,46,F,2,Graduate,Single,,Blue,36,4,6,2,2042.0,1359,683.0,0.7959999999999999,4917,73,0.973,0.6659999999999999,0.00014199,0.9998600000000001
-96716,Attrited Customer,57,M,2,Uneducated,Married,$60K - $80K,Blue,41,3,3,2,2527.0,1030,1497.0,0.7140000000000001,2767,43,0.387,0.408,0.9946200000000001,0.005379999999999999
-96717,Existing Customer,49,M,1,,Married,Less than $40K,Blue,35,5,2,2,1438.3,0,1438.3,0.6809999999999999,4109,71,0.919,0.0,0.00011743,0.9998799999999999
-96718,Existing Customer,46,F,4,Post-Graduate,Married,,Blue,38,6,3,2,13816.0,955,12861.0,0.6990000000000001,4238,73,0.659,0.069,0.00022196,0.9997799999999999
-96719,Existing Customer,38,F,1,Post-Graduate,Single,Less than $40K,Blue,33,4,2,1,2256.0,0,2256.0,0.713,4587,92,0.878,0.0,7.581100000000001e-05,0.99992
-96720,Existing Customer,49,F,5,High School,Married,,Silver,36,6,2,2,34516.0,2019,32497.0,0.614,3820,72,0.532,0.057999999999999996,0.00010322,0.9999
+96698,Existing Customer,44,F,1,,Single,Less than $40K,Blue,36,3,3,2,2936.0,1297,1639.0,0.556,4509,70,0.795,0.442,0.00018558,0.99981
+96699,Attrited Customer,42,M,3,Graduate,Married,$40K - $60K,Blue,23,5,3,2,5791.0,2517,3274.0,0.69,2516,64,0.641,0.435,0.99467,0.00533
+96700,Existing Customer,65,M,0,Graduate,Single,$40K - $60K,Blue,36,4,0,1,1438.3,682,756.3,0.713,4427,63,1.172,0.474,1.0546e-05,0.99999
+96701,Existing Customer,55,F,4,Doctorate,Single,Less than $40K,Blue,44,3,1,1,1912.0,0,1912.0,0.783,4666,98,0.719,0.0,5.0408e-05,0.99995
+96702,Existing Customer,31,F,2,,Single,,Blue,25,5,3,1,3288.0,2495,793.0,0.805,4370,83,0.886,0.759,0.00011924,0.99988
+96703,Attrited Customer,48,F,2,,Married,,Blue,38,6,2,3,4382.0,0,4382.0,0.714,2446,34,0.417,0.0,0.99527,0.00472896
+96704,Existing Customer,46,F,3,Graduate,Married,,Blue,40,5,1,3,3595.0,1087,2508.0,0.528,4534,71,0.919,0.302,9.6126e-05,0.9999
+96705,Attrited Customer,41,F,4,Graduate,Married,Less than $40K,Blue,26,4,2,2,3159.0,0,3159.0,0.916,2925,46,0.353,0.0,0.99169,0.00831
+96706,Existing Customer,36,F,3,Uneducated,,,Blue,28,5,3,2,5393.0,2509,2884.0,0.679,4769,102,0.729,0.465,0.00019191,0.99981
+96707,Existing Customer,37,M,2,Graduate,,$80K - $120K,Blue,28,3,2,3,12222.0,0,12222.0,0.861,4215,63,0.537,0.0,0.00019143,0.99981
+96708,Existing Customer,43,M,5,Graduate,Single,Less than $40K,Blue,36,3,2,2,1438.3,0,1438.3,0.644,4459,65,0.477,0.0,0.00011751,0.99988
+96709,Existing Customer,46,M,3,Graduate,Married,$60K - $80K,Blue,29,3,2,2,3429.0,0,3429.0,0.637,4591,85,0.771,0.0,0.00011811,0.99988
+96710,Existing Customer,39,M,3,Uneducated,Single,$80K - $120K,Blue,36,4,2,1,12618.0,1585,11033.0,0.586,4768,82,0.864,0.126,7.3235e-05,0.99993
+96711,Existing Customer,49,F,3,Uneducated,Married,Less than $40K,Blue,40,5,2,2,6049.0,796,5253.0,0.821,4468,71,0.511,0.132,0.00012144,0.99988
+96712,Existing Customer,39,F,1,Graduate,Single,Less than $40K,Blue,23,4,3,3,2533.0,0,2533.0,0.998,5128,74,0.947,0.0,0.00028395,0.99972
+96713,Existing Customer,52,F,1,Graduate,Single,,Blue,35,4,4,2,2411.0,1379,1032.0,0.869,4812,79,0.717,0.572,0.00020404,0.9998
+96714,Existing Customer,41,M,4,College,Divorced,$60K - $80K,Blue,35,5,3,2,2001.0,0,2001.0,0.791,4455,82,0.64,0.0,0.0001834,0.99982
+96715,Existing Customer,46,F,2,Graduate,Single,,Blue,36,4,6,2,2042.0,1359,683.0,0.796,4917,73,0.973,0.666,0.00014199,0.99986
+96716,Attrited Customer,57,M,2,Uneducated,Married,$60K - $80K,Blue,41,3,3,2,2527.0,1030,1497.0,0.714,2767,43,0.387,0.408,0.99462,0.00538
+96717,Existing Customer,49,M,1,,Married,Less than $40K,Blue,35,5,2,2,1438.3,0,1438.3,0.681,4109,71,0.919,0.0,0.00011743,0.99988
+96718,Existing Customer,46,F,4,Post-Graduate,Married,,Blue,38,6,3,2,13816.0,955,12861.0,0.699,4238,73,0.659,0.069,0.00022196,0.99978
+96719,Existing Customer,38,F,1,Post-Graduate,Single,Less than $40K,Blue,33,4,2,1,2256.0,0,2256.0,0.713,4587,92,0.878,0.0,7.5811e-05,0.99992
+96720,Existing Customer,49,F,5,High School,Married,,Silver,36,6,2,2,34516.0,2019,32497.0,0.614,3820,72,0.532,0.058,0.00010322,0.9999
 96721,Existing Customer,55,M,3,Post-Graduate,Married,$80K - $120K,Blue,36,6,1,0,6400.0,1979,4421.0,0.696,4475,91,0.685,0.309,2.4806e-05,0.99998
-96722,Existing Customer,52,F,4,Graduate,Married,,Blue,42,5,3,2,1816.0,0,1816.0,0.664,4957,78,0.773,0.0,0.00018864,0.9998100000000001
+96722,Existing Customer,52,F,4,Graduate,Married,,Blue,42,5,3,2,1816.0,0,1816.0,0.664,4957,78,0.773,0.0,0.00018864,0.99981
 96723,Existing Customer,42,F,2,Doctorate,Single,$40K - $60K,Blue,29,6,2,3,3347.0,2240,1107.0,0.898,5533,85,0.735,0.669,0.00027701,0.99972
 96724,Existing Customer,52,F,1,High School,Single,Less than $40K,Blue,43,6,2,2,2705.0,1581,1124.0,0.851,5532,81,0.841,0.584,0.00010386,0.9999
-96725,Existing Customer,53,F,1,Graduate,Married,$40K - $60K,Blue,36,4,1,2,2043.0,1590,453.0,0.618,4940,68,0.619,0.778,5.1696999999999996e-05,0.99995
-96726,Existing Customer,45,F,3,High School,Single,$40K - $60K,Blue,36,4,2,2,1912.0,1281,631.0,0.693,5046,79,0.7170000000000001,0.67,0.00011482,0.99989
-96727,Existing Customer,50,F,3,Post-Graduate,Divorced,$40K - $60K,Blue,39,3,2,2,3028.0,1339,1689.0,0.843,4144,64,0.684,0.442,0.00013897,0.9998600000000001
-96728,Existing Customer,42,F,5,High School,Married,Less than $40K,Blue,35,5,4,3,1514.0,745,769.0,0.6940000000000001,4004,69,0.6829999999999999,0.49200000000000005,0.00036691,0.9996299999999999
-96729,Existing Customer,48,F,2,,Single,Less than $40K,Blue,43,6,3,3,1438.3,0,1438.3,0.816,4059,89,0.816,0.0,0.00033251,0.9996700000000001
-96730,Existing Customer,52,F,1,Uneducated,Married,Less than $40K,Blue,42,5,3,3,3103.0,2517,586.0,0.8809999999999999,4641,80,1.0,0.8109999999999999,0.00029196,0.99971
+96725,Existing Customer,53,F,1,Graduate,Married,$40K - $60K,Blue,36,4,1,2,2043.0,1590,453.0,0.618,4940,68,0.619,0.778,5.1697e-05,0.99995
+96726,Existing Customer,45,F,3,High School,Single,$40K - $60K,Blue,36,4,2,2,1912.0,1281,631.0,0.693,5046,79,0.717,0.67,0.00011482,0.99989
+96727,Existing Customer,50,F,3,Post-Graduate,Divorced,$40K - $60K,Blue,39,3,2,2,3028.0,1339,1689.0,0.843,4144,64,0.684,0.442,0.00013897,0.99986
+96728,Existing Customer,42,F,5,High School,Married,Less than $40K,Blue,35,5,4,3,1514.0,745,769.0,0.694,4004,69,0.683,0.492,0.00036691,0.99963
+96729,Existing Customer,48,F,2,,Single,Less than $40K,Blue,43,6,3,3,1438.3,0,1438.3,0.816,4059,89,0.816,0.0,0.00033251,0.99967
+96730,Existing Customer,52,F,1,Uneducated,Married,Less than $40K,Blue,42,5,3,3,3103.0,2517,586.0,0.881,4641,80,1.0,0.811,0.00029196,0.99971
 96731,Existing Customer,57,F,2,Doctorate,Divorced,Less than $40K,Blue,47,5,1,2,2504.0,1915,589.0,0.897,4847,86,0.654,0.765,7.9702e-05,0.99992
-96732,Attrited Customer,56,F,1,High School,Married,,Blue,42,5,2,3,3674.0,2517,1157.0,0.8540000000000001,2608,45,0.731,0.685,0.99431,0.00569
-96733,Existing Customer,48,M,1,Graduate,Married,$80K - $120K,Blue,44,6,1,3,2916.0,0,2916.0,0.792,4336,72,0.7140000000000001,0.0,8.6952e-05,0.9999100000000001
+96732,Attrited Customer,56,F,1,High School,Married,,Blue,42,5,2,3,3674.0,2517,1157.0,0.854,2608,45,0.731,0.685,0.99431,0.00569
+96733,Existing Customer,48,M,1,Graduate,Married,$80K - $120K,Blue,44,6,1,3,2916.0,0,2916.0,0.792,4336,72,0.714,0.0,8.6952e-05,0.99991
 96734,Existing Customer,52,F,1,Uneducated,Single,Less than $40K,Blue,45,5,2,3,1633.0,0,1633.0,0.725,4436,75,0.667,0.0,0.00018475,0.99982
-96735,Existing Customer,56,M,2,Uneducated,Single,$80K - $120K,Blue,49,5,3,2,5466.0,0,5466.0,0.5870000000000001,4435,79,0.8809999999999999,0.0,0.00018494,0.99982
-96736,Existing Customer,43,F,2,High School,Married,$40K - $60K,Blue,34,3,1,3,2032.0,1008,1024.0,0.879,4736,86,0.83,0.496,9.0056e-05,0.9999100000000001
+96735,Existing Customer,56,M,2,Uneducated,Single,$80K - $120K,Blue,49,5,3,2,5466.0,0,5466.0,0.587,4435,79,0.881,0.0,0.00018494,0.99982
+96736,Existing Customer,43,F,2,High School,Married,$40K - $60K,Blue,34,3,1,3,2032.0,1008,1024.0,0.879,4736,86,0.83,0.496,9.0056e-05,0.99991
 96737,Existing Customer,62,M,0,Uneducated,Single,$60K - $80K,Blue,36,6,1,3,3933.0,0,3933.0,0.884,3048,54,0.688,0.0,8.1736e-05,0.99992
-96738,Existing Customer,51,M,3,Uneducated,,$80K - $120K,Blue,45,5,2,2,21328.0,0,21328.0,0.7829999999999999,3825,76,0.9490000000000001,0.0,0.00012144,0.9998799999999999
-96739,Existing Customer,45,F,4,Graduate,Single,Less than $40K,Blue,36,3,1,3,3562.0,2107,1455.0,0.39399999999999996,4490,90,0.667,0.5920000000000001,9.7154e-05,0.9999
-96740,Attrited Customer,39,F,2,High School,Single,,Blue,34,3,3,1,2069.0,550,1519.0,0.7829999999999999,2716,43,0.433,0.266,0.99061,0.00939
-96741,Existing Customer,45,M,3,Graduate,Single,$120K +,Blue,31,5,2,2,3534.0,0,3534.0,0.536,3973,66,0.784,0.0,0.00011811,0.9998799999999999
-96742,Existing Customer,56,F,3,Uneducated,Married,$40K - $60K,Blue,46,5,3,3,2402.0,1892,510.0,0.645,4610,76,0.81,0.7879999999999999,0.00032275,0.9996799999999999
-96743,Existing Customer,57,F,2,Uneducated,Married,,Blue,47,3,2,2,3136.0,2138,998.0,0.6990000000000001,4930,80,0.7390000000000001,0.682,0.00011703,0.9998799999999999
+96738,Existing Customer,51,M,3,Uneducated,,$80K - $120K,Blue,45,5,2,2,21328.0,0,21328.0,0.783,3825,76,0.949,0.0,0.00012144,0.99988
+96739,Existing Customer,45,F,4,Graduate,Single,Less than $40K,Blue,36,3,1,3,3562.0,2107,1455.0,0.394,4490,90,0.667,0.592,9.7154e-05,0.9999
+96740,Attrited Customer,39,F,2,High School,Single,,Blue,34,3,3,1,2069.0,550,1519.0,0.783,2716,43,0.433,0.266,0.99061,0.00939
+96741,Existing Customer,45,M,3,Graduate,Single,$120K +,Blue,31,5,2,2,3534.0,0,3534.0,0.536,3973,66,0.784,0.0,0.00011811,0.99988
+96742,Existing Customer,56,F,3,Uneducated,Married,$40K - $60K,Blue,46,5,3,3,2402.0,1892,510.0,0.645,4610,76,0.81,0.788,0.00032275,0.99968
+96743,Existing Customer,57,F,2,Uneducated,Married,,Blue,47,3,2,2,3136.0,2138,998.0,0.699,4930,80,0.739,0.682,0.00011703,0.99988
 96744,Existing Customer,60,F,1,Uneducated,Divorced,$40K - $60K,Blue,52,4,2,3,2802.0,2517,285.0,0.664,4392,81,0.723,0.898,0.00018475,0.99982
-96745,Existing Customer,50,F,4,Uneducated,Married,,Blue,40,4,1,3,2315.0,1336,979.0,0.7709999999999999,4143,65,0.667,0.5770000000000001,9.989299999999999e-05,0.9999
-96746,Existing Customer,44,F,3,College,,,Blue,35,5,2,2,11238.0,2336,8902.0,0.9109999999999999,5302,70,0.892,0.20800000000000002,0.00011483,0.99989
+96745,Existing Customer,50,F,4,Uneducated,Married,,Blue,40,4,1,3,2315.0,1336,979.0,0.771,4143,65,0.667,0.577,9.9893e-05,0.9999
+96746,Existing Customer,44,F,3,College,,,Blue,35,5,2,2,11238.0,2336,8902.0,0.911,5302,70,0.892,0.208,0.00011483,0.99989
 96747,Attrited Customer,49,M,0,Graduate,Married,$60K - $80K,Blue,29,3,3,3,1460.0,0,1460.0,0.738,2329,36,0.5,0.0,0.99616,0.0038363
-96748,Existing Customer,50,F,1,Graduate,Married,Less than $40K,Blue,44,3,1,2,2602.0,1612,990.0,0.9059999999999999,5532,85,0.735,0.62,5.1696999999999996e-05,0.99995
+96748,Existing Customer,50,F,1,Graduate,Married,Less than $40K,Blue,44,3,1,2,2602.0,1612,990.0,0.906,5532,85,0.735,0.62,5.1697e-05,0.99995
 96749,Attrited Customer,36,M,2,Graduate,Single,Less than $40K,Blue,36,3,3,3,4225.0,2517,1708.0,0.662,2659,43,0.387,0.596,0.99671,0.00329379
-96750,Existing Customer,57,F,4,Post-Graduate,Single,$40K - $60K,Blue,48,4,2,1,2576.0,1678,898.0,0.7709999999999999,3913,86,0.72,0.6509999999999999,8.4706e-05,0.99992
-96751,Attrited Customer,35,F,4,Graduate,Married,,Blue,36,4,3,3,1931.0,0,1931.0,0.695,2569,46,0.39399999999999996,0.0,0.9968600000000001,0.00314112
-96752,Attrited Customer,46,M,3,Post-Graduate,Single,$40K - $60K,Blue,40,3,4,2,2344.0,0,2344.0,0.41200000000000003,2098,31,0.409,0.0,0.99625,0.00375265
-96753,Existing Customer,29,F,1,,,,Blue,36,6,3,2,7270.0,1835,5435.0,0.86,3759,69,0.917,0.252,0.00018558,0.9998100000000001
-96754,Existing Customer,40,F,2,High School,Single,Less than $40K,Blue,34,4,2,2,2395.0,1437,958.0,0.787,4481,82,0.8220000000000001,0.6,0.00011065,0.99989
-96755,Existing Customer,50,F,4,Uneducated,Single,Less than $40K,Blue,43,4,3,2,2835.0,2292,543.0,0.732,4686,79,0.7559999999999999,0.8079999999999999,0.00019396,0.9998100000000001
-96756,Existing Customer,62,F,0,,Single,$40K - $60K,Blue,49,4,1,1,1540.0,796,744.0,0.805,3714,56,0.6970000000000001,0.517,3.1329e-05,0.99997
-96757,Existing Customer,49,F,2,Uneducated,Married,,Blue,34,6,1,3,3017.0,0,3017.0,0.7020000000000001,4389,72,0.636,0.0,9.5249e-05,0.9999
+96750,Existing Customer,57,F,4,Post-Graduate,Single,$40K - $60K,Blue,48,4,2,1,2576.0,1678,898.0,0.771,3913,86,0.72,0.651,8.4706e-05,0.99992
+96751,Attrited Customer,35,F,4,Graduate,Married,,Blue,36,4,3,3,1931.0,0,1931.0,0.695,2569,46,0.394,0.0,0.99686,0.00314112
+96752,Attrited Customer,46,M,3,Post-Graduate,Single,$40K - $60K,Blue,40,3,4,2,2344.0,0,2344.0,0.412,2098,31,0.409,0.0,0.99625,0.00375265
+96753,Existing Customer,29,F,1,,,,Blue,36,6,3,2,7270.0,1835,5435.0,0.86,3759,69,0.917,0.252,0.00018558,0.99981
+96754,Existing Customer,40,F,2,High School,Single,Less than $40K,Blue,34,4,2,2,2395.0,1437,958.0,0.787,4481,82,0.822,0.6,0.00011065,0.99989
+96755,Existing Customer,50,F,4,Uneducated,Single,Less than $40K,Blue,43,4,3,2,2835.0,2292,543.0,0.732,4686,79,0.756,0.808,0.00019396,0.99981
+96756,Existing Customer,62,F,0,,Single,$40K - $60K,Blue,49,4,1,1,1540.0,796,744.0,0.805,3714,56,0.697,0.517,3.1329e-05,0.99997
+96757,Existing Customer,49,F,2,Uneducated,Married,,Blue,34,6,1,3,3017.0,0,3017.0,0.702,4389,72,0.636,0.0,9.5249e-05,0.9999
 96758,Existing Customer,50,F,1,Graduate,Married,Less than $40K,Blue,36,4,2,3,1438.3,0,1438.3,0.851,4765,71,1.088,0.0,0.00017969,0.99982
 96759,Existing Customer,49,F,1,Doctorate,Single,$40K - $60K,Blue,32,3,3,2,1438.3,0,1438.3,0.718,4052,65,0.757,0.0,0.00024431,0.99976
-96760,Existing Customer,56,F,1,Graduate,Married,Less than $40K,Blue,50,4,3,2,1584.0,1311,273.0,0.867,4203,73,0.78,0.828,0.00016883,0.9998299999999999
-96761,Existing Customer,47,M,2,Graduate,Single,$40K - $60K,Blue,35,6,1,3,2676.0,2157,519.0,0.9009999999999999,4640,69,0.605,0.8059999999999999,9.2637e-05,0.9999100000000001
-96762,Existing Customer,56,F,2,,Divorced,$40K - $60K,Blue,50,5,2,2,5084.0,1683,3401.0,0.9229999999999999,4060,55,0.774,0.331,0.00012511,0.99987
-96763,Attrited Customer,41,F,3,Graduate,Single,Less than $40K,Blue,33,5,3,3,1764.0,0,1764.0,0.552,2105,57,0.8390000000000001,0.0,0.9968299999999999,0.00317458
-96764,Existing Customer,63,M,0,,,$60K - $80K,Blue,46,6,2,2,23925.0,1494,22431.0,0.7040000000000001,3677,55,0.7190000000000001,0.062,0.00010736,0.99989
+96760,Existing Customer,56,F,1,Graduate,Married,Less than $40K,Blue,50,4,3,2,1584.0,1311,273.0,0.867,4203,73,0.78,0.828,0.00016883,0.99983
+96761,Existing Customer,47,M,2,Graduate,Single,$40K - $60K,Blue,35,6,1,3,2676.0,2157,519.0,0.901,4640,69,0.605,0.806,9.2637e-05,0.99991
+96762,Existing Customer,56,F,2,,Divorced,$40K - $60K,Blue,50,5,2,2,5084.0,1683,3401.0,0.923,4060,55,0.774,0.331,0.00012511,0.99987
+96763,Attrited Customer,41,F,3,Graduate,Single,Less than $40K,Blue,33,5,3,3,1764.0,0,1764.0,0.552,2105,57,0.839,0.0,0.99683,0.00317458
+96764,Existing Customer,63,M,0,,,$60K - $80K,Blue,46,6,2,2,23925.0,1494,22431.0,0.704,3677,55,0.719,0.062,0.00010736,0.99989
 96765,Existing Customer,51,F,3,Graduate,Married,,Blue,36,3,3,3,2886.0,2517,369.0,0.841,4884,89,0.618,0.872,0.0003139,0.99969
-96766,Existing Customer,43,F,3,High School,,,Blue,28,6,2,3,6720.0,2143,4577.0,0.8140000000000001,5049,85,0.735,0.319,0.00019311,0.9998100000000001
+96766,Existing Customer,43,F,3,High School,,,Blue,28,6,2,3,6720.0,2143,4577.0,0.814,5049,85,0.735,0.319,0.00019311,0.99981
 96767,Existing Customer,49,F,4,High School,Single,Less than $40K,Gold,34,4,3,2,15569.0,1554,14015.0,0.436,4566,73,0.78,0.1,0.00021128,0.99979
 96768,Existing Customer,51,F,3,Graduate,Married,$40K - $60K,Blue,36,3,3,3,1565.0,944,621.0,0.872,4798,73,1.147,0.603,0.0003139,0.99969
-96769,Existing Customer,44,M,5,High School,Single,$60K - $80K,Blue,35,3,2,2,5947.0,995,4952.0,0.7240000000000001,4984,90,0.765,0.16699999999999998,0.00011423,0.99989
-96770,Existing Customer,46,M,3,Graduate,Married,$60K - $80K,Blue,37,6,3,3,18821.0,774,18047.0,0.586,4402,75,0.562,0.040999999999999995,0.0003139,0.99969
-96771,Attrited Customer,56,F,3,Graduate,Married,$40K - $60K,Blue,44,6,3,4,1544.0,0,1544.0,0.315,1902,35,0.4,0.0,0.9981399999999999,0.00186317
-96772,Existing Customer,41,F,2,Uneducated,Married,Less than $40K,Blue,36,3,2,2,1755.0,0,1755.0,0.77,4786,73,0.5529999999999999,0.0,0.00011703,0.9998799999999999
-96773,Existing Customer,49,F,4,Graduate,Married,Less than $40K,Blue,36,3,3,3,1438.3,666,772.3,0.675,4759,90,0.667,0.46299999999999997,0.00031726,0.9996799999999999
-96774,Existing Customer,53,F,2,College,Single,Less than $40K,Blue,46,3,5,2,2153.0,0,2153.0,0.7659999999999999,4628,69,0.971,0.0,0.00019532,0.9998
-96775,Attrited Customer,44,F,3,Uneducated,Married,Less than $40K,Blue,36,6,3,3,1684.0,0,1684.0,0.557,2275,45,0.607,0.0,0.9969100000000001,0.00308778
-96776,Existing Customer,45,M,3,,Single,$40K - $60K,Blue,40,3,4,3,5662.0,1952,3710.0,0.519,4014,61,0.525,0.345,0.00041696,0.9995799999999999
+96769,Existing Customer,44,M,5,High School,Single,$60K - $80K,Blue,35,3,2,2,5947.0,995,4952.0,0.724,4984,90,0.765,0.167,0.00011423,0.99989
+96770,Existing Customer,46,M,3,Graduate,Married,$60K - $80K,Blue,37,6,3,3,18821.0,774,18047.0,0.586,4402,75,0.562,0.041,0.0003139,0.99969
+96771,Attrited Customer,56,F,3,Graduate,Married,$40K - $60K,Blue,44,6,3,4,1544.0,0,1544.0,0.315,1902,35,0.4,0.0,0.99814,0.00186317
+96772,Existing Customer,41,F,2,Uneducated,Married,Less than $40K,Blue,36,3,2,2,1755.0,0,1755.0,0.77,4786,73,0.553,0.0,0.00011703,0.99988
+96773,Existing Customer,49,F,4,Graduate,Married,Less than $40K,Blue,36,3,3,3,1438.3,666,772.3,0.675,4759,90,0.667,0.463,0.00031726,0.99968
+96774,Existing Customer,53,F,2,College,Single,Less than $40K,Blue,46,3,5,2,2153.0,0,2153.0,0.766,4628,69,0.971,0.0,0.00019532,0.9998
+96775,Attrited Customer,44,F,3,Uneducated,Married,Less than $40K,Blue,36,6,3,3,1684.0,0,1684.0,0.557,2275,45,0.607,0.0,0.99691,0.00308778
+96776,Existing Customer,45,M,3,,Single,$40K - $60K,Blue,40,3,4,3,5662.0,1952,3710.0,0.519,4014,61,0.525,0.345,0.00041696,0.99958
 96777,Existing Customer,46,F,5,Graduate,Single,Less than $40K,Blue,38,4,5,2,2799.0,2412,387.0,0.877,4634,91,0.75,0.862,0.00020741,0.99979
-96778,Existing Customer,58,M,3,,Married,$120K +,Blue,52,4,5,3,12398.0,0,12398.0,0.785,4228,93,0.7879999999999999,0.0,0.00038536,0.99961
-96779,Existing Customer,41,M,2,Post-Graduate,Single,$40K - $60K,Blue,27,4,1,3,4461.0,900,3561.0,0.5870000000000001,4204,77,0.7909999999999999,0.20199999999999999,0.000109,0.99989
-96780,Existing Customer,49,F,1,Post-Graduate,Divorced,$40K - $60K,Blue,44,6,5,2,2597.0,1871,726.0,0.899,3637,69,0.725,0.72,0.00022189,0.9997799999999999
-96781,Existing Customer,54,F,3,Uneducated,Single,,Blue,49,6,4,3,9733.0,863,8870.0,0.892,5228,71,0.5429999999999999,0.08900000000000001,0.00039004,0.99961
-96782,Existing Customer,52,F,2,Graduate,Married,Less than $40K,Blue,45,4,3,1,2261.0,1127,1134.0,0.8140000000000001,4456,68,0.789,0.498,0.00010848,0.99989
-96783,Existing Customer,47,F,3,High School,Married,Less than $40K,Blue,36,5,3,3,2822.0,0,2822.0,0.6809999999999999,5064,74,0.85,0.0,0.00030516,0.99969
-96784,Existing Customer,40,F,3,High School,,Less than $40K,Blue,30,5,2,2,8793.0,918,7875.0,0.47100000000000003,5342,64,0.684,0.10400000000000001,0.00011482,0.99989
-96785,Existing Customer,53,F,0,Graduate,Married,,Blue,36,5,4,3,5843.0,1162,4681.0,0.765,4405,67,0.8109999999999999,0.19899999999999998,0.00031372,0.99969
-96786,Existing Customer,46,F,4,High School,Single,Less than $40K,Blue,34,5,5,2,3322.0,2517,805.0,0.789,3913,86,0.9109999999999999,0.758,0.00020483,0.9998
-96787,Existing Customer,53,F,1,High School,Married,Less than $40K,Blue,48,5,3,3,2036.0,1716,320.0,0.69,4161,75,0.7440000000000001,0.843,0.00027604,0.99972
+96778,Existing Customer,58,M,3,,Married,$120K +,Blue,52,4,5,3,12398.0,0,12398.0,0.785,4228,93,0.788,0.0,0.00038536,0.99961
+96779,Existing Customer,41,M,2,Post-Graduate,Single,$40K - $60K,Blue,27,4,1,3,4461.0,900,3561.0,0.587,4204,77,0.791,0.202,0.000109,0.99989
+96780,Existing Customer,49,F,1,Post-Graduate,Divorced,$40K - $60K,Blue,44,6,5,2,2597.0,1871,726.0,0.899,3637,69,0.725,0.72,0.00022189,0.99978
+96781,Existing Customer,54,F,3,Uneducated,Single,,Blue,49,6,4,3,9733.0,863,8870.0,0.892,5228,71,0.543,0.089,0.00039004,0.99961
+96782,Existing Customer,52,F,2,Graduate,Married,Less than $40K,Blue,45,4,3,1,2261.0,1127,1134.0,0.814,4456,68,0.789,0.498,0.00010848,0.99989
+96783,Existing Customer,47,F,3,High School,Married,Less than $40K,Blue,36,5,3,3,2822.0,0,2822.0,0.681,5064,74,0.85,0.0,0.00030516,0.99969
+96784,Existing Customer,40,F,3,High School,,Less than $40K,Blue,30,5,2,2,8793.0,918,7875.0,0.471,5342,64,0.684,0.104,0.00011482,0.99989
+96785,Existing Customer,53,F,0,Graduate,Married,,Blue,36,5,4,3,5843.0,1162,4681.0,0.765,4405,67,0.811,0.199,0.00031372,0.99969
+96786,Existing Customer,46,F,4,High School,Single,Less than $40K,Blue,34,5,5,2,3322.0,2517,805.0,0.789,3913,86,0.911,0.758,0.00020483,0.9998
+96787,Existing Customer,53,F,1,High School,Married,Less than $40K,Blue,48,5,3,3,2036.0,1716,320.0,0.69,4161,75,0.744,0.843,0.00027604,0.99972
 96788,Existing Customer,28,F,0,,Single,Less than $40K,Blue,13,3,2,2,2387.0,0,2387.0,0.639,4513,66,0.65,0.0,0.00010736,0.99989
-96789,Existing Customer,43,F,4,College,,Less than $40K,Blue,33,5,4,3,1884.0,1216,668.0,0.945,4591,85,0.735,0.645,0.00037275,0.9996299999999999
-96790,Existing Customer,51,F,3,Uneducated,Single,Less than $40K,Blue,36,5,3,3,3747.0,2268,1479.0,0.7090000000000001,4609,87,0.74,0.605,0.00032275,0.9996799999999999
-96791,Existing Customer,58,F,1,Uneducated,Married,Less than $40K,Blue,51,5,4,2,2220.0,1240,980.0,0.9059999999999999,4396,78,0.95,0.5589999999999999,0.00020979,0.99979
+96789,Existing Customer,43,F,4,College,,Less than $40K,Blue,33,5,4,3,1884.0,1216,668.0,0.945,4591,85,0.735,0.645,0.00037275,0.99963
+96790,Existing Customer,51,F,3,Uneducated,Single,Less than $40K,Blue,36,5,3,3,3747.0,2268,1479.0,0.709,4609,87,0.74,0.605,0.00032275,0.99968
+96791,Existing Customer,58,F,1,Uneducated,Married,Less than $40K,Blue,51,5,4,2,2220.0,1240,980.0,0.906,4396,78,0.95,0.559,0.00020979,0.99979
 96792,Existing Customer,50,F,2,College,Married,$40K - $60K,Blue,36,5,4,1,2428.0,2005,423.0,0.835,5170,68,0.659,0.826,0.00012746,0.99987
 96793,Attrited Customer,42,F,3,,Married,$40K - $60K,Blue,36,4,2,3,1438.3,0,1438.3,0.58,2191,51,0.457,0.0,0.99544,0.00455805
 96794,Existing Customer,45,F,4,Post-Graduate,Single,$40K - $60K,Blue,35,3,5,2,1850.0,621,1229.0,0.682,4234,74,0.682,0.336,0.00024791,0.99975
 96795,Existing Customer,48,F,2,Graduate,Married,$40K - $60K,Silver,41,6,3,1,16002.0,2076,13926.0,0.293,3667,52,1.167,0.13,9.8015e-05,0.9999
 96796,Attrited Customer,54,F,2,,,Less than $40K,Blue,39,4,3,3,1438.3,0,1438.3,0.72,2145,41,0.519,0.0,0.997,0.00299743
-96797,Existing Customer,47,F,1,High School,,Less than $40K,Blue,36,6,5,1,5222.0,2517,2705.0,0.569,4433,81,0.588,0.48200000000000004,0.00011056,0.99989
-96798,Existing Customer,39,F,2,Graduate,Married,Less than $40K,Blue,34,4,5,2,1438.3,859,579.3,0.8079999999999999,4409,72,0.674,0.597,0.00020089999999999998,0.9998
-96799,Existing Customer,62,F,0,,Single,Less than $40K,Blue,56,6,3,3,2582.0,1528,1054.0,0.7709999999999999,4041,67,0.457,0.5920000000000001,0.00028535,0.99971
-96800,Existing Customer,45,F,3,Graduate,Married,$40K - $60K,Blue,34,4,5,2,1533.0,728,805.0,0.9059999999999999,4659,83,0.7659999999999999,0.475,0.00020847,0.99979
-96801,Existing Customer,56,F,3,Graduate,Married,Less than $40K,Blue,41,5,4,1,1438.3,0,1438.3,0.7959999999999999,3778,72,1.1179999999999999,0.0,0.00013603,0.9998600000000001
-96802,Attrited Customer,52,M,1,,Divorced,$80K - $120K,Blue,42,4,4,2,5763.0,0,5763.0,0.615,2310,48,0.7140000000000001,0.0,0.99556,0.00443803
-96803,Existing Customer,46,F,3,Uneducated,Single,,Blue,42,6,4,2,1910.0,1431,479.0,0.851,5253,82,0.745,0.7490000000000001,0.00023192,0.99977
-96804,Existing Customer,51,F,0,,Married,Less than $40K,Blue,37,4,3,2,1515.0,996,519.0,0.5579999999999999,4324,89,0.8540000000000001,0.657,0.00016966,0.9998299999999999
-96805,Existing Customer,52,M,2,Graduate,Single,$40K - $60K,Blue,44,3,4,2,1538.0,666,872.0,0.642,4808,64,0.684,0.433,0.00021738,0.9997799999999999
-96806,Existing Customer,44,F,4,Graduate,Single,$40K - $60K,Blue,40,6,5,3,1572.0,874,698.0,0.9470000000000001,4996,80,0.7390000000000001,0.556,0.00035434,0.99965
-96807,Existing Customer,41,F,4,Uneducated,Married,Less than $40K,Blue,36,3,5,1,1438.3,1055,383.3,0.809,4532,78,0.47200000000000003,0.7340000000000001,0.00013065,0.99987
+96797,Existing Customer,47,F,1,High School,,Less than $40K,Blue,36,6,5,1,5222.0,2517,2705.0,0.569,4433,81,0.588,0.482,0.00011056,0.99989
+96798,Existing Customer,39,F,2,Graduate,Married,Less than $40K,Blue,34,4,5,2,1438.3,859,579.3,0.808,4409,72,0.674,0.597,0.0002009,0.9998
+96799,Existing Customer,62,F,0,,Single,Less than $40K,Blue,56,6,3,3,2582.0,1528,1054.0,0.771,4041,67,0.457,0.592,0.00028535,0.99971
+96800,Existing Customer,45,F,3,Graduate,Married,$40K - $60K,Blue,34,4,5,2,1533.0,728,805.0,0.906,4659,83,0.766,0.475,0.00020847,0.99979
+96801,Existing Customer,56,F,3,Graduate,Married,Less than $40K,Blue,41,5,4,1,1438.3,0,1438.3,0.796,3778,72,1.118,0.0,0.00013603,0.99986
+96802,Attrited Customer,52,M,1,,Divorced,$80K - $120K,Blue,42,4,4,2,5763.0,0,5763.0,0.615,2310,48,0.714,0.0,0.99556,0.00443803
+96803,Existing Customer,46,F,3,Uneducated,Single,,Blue,42,6,4,2,1910.0,1431,479.0,0.851,5253,82,0.745,0.749,0.00023192,0.99977
+96804,Existing Customer,51,F,0,,Married,Less than $40K,Blue,37,4,3,2,1515.0,996,519.0,0.558,4324,89,0.854,0.657,0.00016966,0.99983
+96805,Existing Customer,52,M,2,Graduate,Single,$40K - $60K,Blue,44,3,4,2,1538.0,666,872.0,0.642,4808,64,0.684,0.433,0.00021738,0.99978
+96806,Existing Customer,44,F,4,Graduate,Single,$40K - $60K,Blue,40,6,5,3,1572.0,874,698.0,0.947,4996,80,0.739,0.556,0.00035434,0.99965
+96807,Existing Customer,41,F,4,Uneducated,Married,Less than $40K,Blue,36,3,5,1,1438.3,1055,383.3,0.809,4532,78,0.472,0.734,0.00013065,0.99987
 96808,Existing Customer,52,F,3,Graduate,Married,Less than $40K,Blue,46,6,5,3,2814.0,2162,652.0,0.588,4271,88,0.833,0.768,0.0003506,0.99965
-96809,Attrited Customer,41,F,5,Post-Graduate,Married,Less than $40K,Blue,36,5,3,3,1495.0,0,1495.0,0.6859999999999999,2622,70,0.628,0.0,0.99729,0.00271291
-96810,Attrited Customer,37,F,2,Graduate,Married,$40K - $60K,Blue,36,5,3,2,1959.0,662,1297.0,0.888,3046,52,0.7929999999999999,0.33799999999999997,0.9944700000000001,0.005529999999999999
-96811,Existing Customer,60,F,1,Graduate,Divorced,Less than $40K,Blue,53,5,5,3,2903.0,1251,1652.0,0.879,4555,76,0.727,0.431,0.00031714,0.9996799999999999
-96812,Existing Customer,47,F,3,Uneducated,Single,$40K - $60K,Blue,35,6,5,2,4543.0,1028,3515.0,0.799,4093,77,0.5710000000000001,0.226,0.00021435,0.99979
-96813,Existing Customer,42,F,1,College,Married,,Blue,33,4,4,3,3119.0,1328,1791.0,0.9670000000000001,4659,82,0.6729999999999999,0.426,0.00033362,0.9996700000000001
+96809,Attrited Customer,41,F,5,Post-Graduate,Married,Less than $40K,Blue,36,5,3,3,1495.0,0,1495.0,0.686,2622,70,0.628,0.0,0.99729,0.00271291
+96810,Attrited Customer,37,F,2,Graduate,Married,$40K - $60K,Blue,36,5,3,2,1959.0,662,1297.0,0.888,3046,52,0.793,0.338,0.99447,0.00553
+96811,Existing Customer,60,F,1,Graduate,Divorced,Less than $40K,Blue,53,5,5,3,2903.0,1251,1652.0,0.879,4555,76,0.727,0.431,0.00031714,0.99968
+96812,Existing Customer,47,F,3,Uneducated,Single,$40K - $60K,Blue,35,6,5,2,4543.0,1028,3515.0,0.799,4093,77,0.571,0.226,0.00021435,0.99979
+96813,Existing Customer,42,F,1,College,Married,,Blue,33,4,4,3,3119.0,1328,1791.0,0.967,4659,82,0.673,0.426,0.00033362,0.99967
 96814,Existing Customer,42,M,1,Uneducated,,$80K - $120K,Blue,29,4,3,3,17506.0,1979,15527.0,0.447,4199,73,0.659,0.113,0.00029196,0.99971
 96815,Attrited Customer,50,F,2,,Married,Less than $40K,Blue,43,3,3,2,1438.3,910,528.3,0.66,2370,44,0.467,0.633,0.99497,0.00503
 96816,Existing Customer,49,F,2,Uneducated,Married,,Blue,41,3,5,2,3128.0,749,2379.0,0.598,4369,59,0.735,0.239,0.00020656,0.99979
-96817,Attrited Customer,36,F,2,High School,Single,,Blue,26,3,2,2,5956.0,2517,3439.0,0.877,2828,46,0.484,0.423,0.9910399999999999,0.00896
+96817,Attrited Customer,36,F,2,High School,Single,,Blue,26,3,2,2,5956.0,2517,3439.0,0.877,2828,46,0.484,0.423,0.99104,0.00896
 96818,Existing Customer,43,M,4,,,Less than $40K,Blue,35,3,3,2,4177.0,2094,2083.0,0.466,3553,66,0.65,0.501,0.00020735,0.99979
 96819,Existing Customer,57,M,2,,Single,$80K - $120K,Blue,48,6,4,3,13457.0,1044,12413.0,0.722,3303,66,0.737,0.078,0.00040183,0.9996
-96820,Existing Customer,45,M,4,College,Divorced,$80K - $120K,Blue,37,6,5,1,1535.0,0,1535.0,0.77,5168,76,0.81,0.0,0.00012354,0.9998799999999999
-96821,Existing Customer,41,F,3,Graduate,Married,Less than $40K,Blue,36,4,3,3,3203.0,2366,837.0,0.665,4282,82,0.7829999999999999,0.7390000000000001,0.0003139,0.99969
-96822,Attrited Customer,39,F,2,Graduate,Divorced,Less than $40K,Blue,36,5,2,3,2092.0,0,2092.0,0.42200000000000004,2015,33,0.26899999999999996,0.0,0.9948,0.0052
-96823,Existing Customer,44,F,3,Graduate,Married,Less than $40K,Blue,36,6,5,3,2420.0,1223,1197.0,0.718,4954,82,0.7829999999999999,0.505,0.0003506,0.99965
+96820,Existing Customer,45,M,4,College,Divorced,$80K - $120K,Blue,37,6,5,1,1535.0,0,1535.0,0.77,5168,76,0.81,0.0,0.00012354,0.99988
+96821,Existing Customer,41,F,3,Graduate,Married,Less than $40K,Blue,36,4,3,3,3203.0,2366,837.0,0.665,4282,82,0.783,0.739,0.0003139,0.99969
+96822,Attrited Customer,39,F,2,Graduate,Divorced,Less than $40K,Blue,36,5,2,3,2092.0,0,2092.0,0.422,2015,33,0.269,0.0,0.9948,0.0052
+96823,Existing Customer,44,F,3,Graduate,Married,Less than $40K,Blue,36,6,5,3,2420.0,1223,1197.0,0.718,4954,82,0.783,0.505,0.0003506,0.99965
 96824,Existing Customer,43,F,3,High School,Single,Less than $40K,Blue,36,5,3,3,2313.0,1325,988.0,0.723,5006,76,0.81,0.573,0.00030516,0.99969
-96825,Existing Customer,56,M,2,Graduate,Married,$40K - $60K,Blue,49,3,5,3,3059.0,2387,672.0,0.8079999999999999,4774,81,0.7609999999999999,0.78,0.00033787,0.99966
+96825,Existing Customer,56,M,2,Graduate,Married,$40K - $60K,Blue,49,3,5,3,3059.0,2387,672.0,0.808,4774,81,0.761,0.78,0.00033787,0.99966
 96826,Existing Customer,41,F,1,Uneducated,Married,$40K - $60K,Blue,36,3,4,1,2235.0,1688,547.0,0.631,4633,79,0.795,0.755,0.00012652,0.99987
-96827,Existing Customer,49,F,1,,Married,Less than $40K,Blue,37,5,5,2,3208.0,0,3208.0,0.9229999999999999,4531,86,0.83,0.0,0.00020728,0.99979
-96828,Existing Customer,43,M,2,Graduate,,$60K - $80K,Blue,25,5,3,1,7534.0,0,7534.0,0.5870000000000001,4685,79,0.975,0.0,0.00010848,0.99989
+96827,Existing Customer,49,F,1,,Married,Less than $40K,Blue,37,5,5,2,3208.0,0,3208.0,0.923,4531,86,0.83,0.0,0.00020728,0.99979
+96828,Existing Customer,43,M,2,Graduate,,$60K - $80K,Blue,25,5,3,1,7534.0,0,7534.0,0.587,4685,79,0.975,0.0,0.00010848,0.99989
 96829,Existing Customer,39,F,1,Graduate,,Less than $40K,Blue,25,4,2,3,2006.0,1197,809.0,0.877,4139,69,0.769,0.597,0.00017969,0.99982
-96830,Existing Customer,46,M,4,,Divorced,$60K - $80K,Blue,32,5,3,3,1438.3,738,700.3,0.7090000000000001,4368,87,0.74,0.513,0.00034872,0.99965
-96831,Existing Customer,49,M,3,,Married,$80K - $120K,Blue,42,3,3,1,14044.0,0,14044.0,0.715,4889,89,0.8540000000000001,0.0,0.00012373,0.9998799999999999
-96832,Existing Customer,44,M,4,College,Single,$60K - $80K,Blue,38,6,3,3,5005.0,969,4036.0,0.727,5066,71,0.821,0.19399999999999998,0.00030845,0.99969
-96833,Attrited Customer,43,F,2,Uneducated,Single,Less than $40K,Blue,32,4,3,6,1628.0,275,1353.0,0.69,2219,49,0.531,0.16899999999999998,0.9993799999999999,0.0006198
+96830,Existing Customer,46,M,4,,Divorced,$60K - $80K,Blue,32,5,3,3,1438.3,738,700.3,0.709,4368,87,0.74,0.513,0.00034872,0.99965
+96831,Existing Customer,49,M,3,,Married,$80K - $120K,Blue,42,3,3,1,14044.0,0,14044.0,0.715,4889,89,0.854,0.0,0.00012373,0.99988
+96832,Existing Customer,44,M,4,College,Single,$60K - $80K,Blue,38,6,3,3,5005.0,969,4036.0,0.727,5066,71,0.821,0.194,0.00030845,0.99969
+96833,Attrited Customer,43,F,2,Uneducated,Single,Less than $40K,Blue,32,4,3,6,1628.0,275,1353.0,0.69,2219,49,0.531,0.169,0.99938,0.0006198
 96834,Existing Customer,56,F,0,,Single,Less than $40K,Blue,36,5,4,2,3033.0,0,3033.0,0.89,4921,90,0.698,0.0,0.00020504,0.99979
-96835,Existing Customer,56,F,1,Graduate,,$40K - $60K,Blue,36,5,4,1,5204.0,0,5204.0,1.008,5285,82,0.8640000000000001,0.0,0.00012305,0.9998799999999999
-96836,Existing Customer,57,F,1,High School,Single,Less than $40K,Blue,41,4,4,3,2442.0,1699,743.0,0.639,4313,75,0.562,0.696,0.00033359,0.9996700000000001
-96837,Existing Customer,51,F,2,Graduate,Single,Less than $40K,Blue,46,3,3,3,2429.0,1250,1179.0,0.983,4761,99,0.7070000000000001,0.515,0.00030251,0.9997
-96838,Existing Customer,60,F,0,High School,Single,$40K - $60K,Blue,56,3,5,2,2213.0,829,1384.0,0.639,4210,84,0.7140000000000001,0.375,0.00016759999999999998,0.9998299999999999
+96835,Existing Customer,56,F,1,Graduate,,$40K - $60K,Blue,36,5,4,1,5204.0,0,5204.0,1.008,5285,82,0.864,0.0,0.00012305,0.99988
+96836,Existing Customer,57,F,1,High School,Single,Less than $40K,Blue,41,4,4,3,2442.0,1699,743.0,0.639,4313,75,0.562,0.696,0.00033359,0.99967
+96837,Existing Customer,51,F,2,Graduate,Single,Less than $40K,Blue,46,3,3,3,2429.0,1250,1179.0,0.983,4761,99,0.707,0.515,0.00030251,0.9997
+96838,Existing Customer,60,F,0,High School,Single,$40K - $60K,Blue,56,3,5,2,2213.0,829,1384.0,0.639,4210,84,0.714,0.375,0.0001676,0.99983
 96839,Existing Customer,43,F,4,Graduate,Married,Less than $40K,Blue,32,6,3,1,2624.0,1117,1507.0,0.826,3929,67,0.595,0.426,0.00011377,0.99989
-96840,Existing Customer,37,F,1,College,Single,$40K - $60K,Blue,32,4,2,3,1976.0,0,1976.0,0.812,4424,73,0.659,0.0,0.0001747,0.9998299999999999
-96841,Existing Customer,46,F,3,Graduate,Single,$40K - $60K,Blue,41,4,5,3,3492.0,1546,1946.0,1.135,3043,53,1.038,0.44299999999999995,0.0003506,0.99965
-96842,Attrited Customer,50,F,4,High School,Married,Less than $40K,Blue,36,1,3,2,3546.0,0,3546.0,0.7909999999999999,2616,47,0.469,0.0,0.9945799999999999,0.00542
-96843,Attrited Customer,38,F,3,High School,,Less than $40K,Blue,36,5,3,3,2989.0,2387,602.0,0.43700000000000006,2143,67,0.5579999999999999,0.799,0.9967299999999999,0.00326528
-96844,Existing Customer,44,F,4,Graduate,Married,$40K - $60K,Blue,29,3,1,2,1438.3,0,1438.3,0.742,3971,60,0.667,0.0,5.7762e-05,0.9999399999999999
-96845,Existing Customer,52,F,4,Uneducated,Divorced,,Blue,48,5,5,2,1438.3,771,667.3,0.652,5053,74,0.9470000000000001,0.536,0.00021664,0.9997799999999999
-96846,Existing Customer,37,F,3,High School,,Less than $40K,Blue,36,6,4,2,1438.3,636,802.3,0.838,4824,83,0.7659999999999999,0.442,0.00021928,0.9997799999999999
-96847,Existing Customer,45,F,1,,Married,Less than $40K,Blue,33,6,3,2,1438.3,1201,237.3,0.7490000000000001,4851,86,0.72,0.835,0.00018558,0.9998100000000001
-96848,Existing Customer,40,F,4,Post-Graduate,Single,$40K - $60K,Blue,31,4,2,1,2383.0,1828,555.0,0.8140000000000001,4759,75,0.7440000000000001,0.767,8.4706e-05,0.99992
-96849,Existing Customer,51,M,2,Graduate,Married,$80K - $120K,Blue,34,5,4,1,13587.0,2374,11213.0,0.789,4995,88,0.6920000000000001,0.175,0.0001311,0.99987
-96850,Existing Customer,57,F,3,Graduate,Single,Less than $40K,Blue,52,5,5,0,3085.0,0,3085.0,0.7190000000000001,3946,73,0.825,0.0,7.6904e-05,0.99992
-96851,Existing Customer,40,M,4,Uneducated,Single,$80K - $120K,Blue,36,4,3,2,32431.0,850,31581.0,0.9259999999999999,4400,71,1.088,0.026000000000000002,0.00019396,0.9998100000000001
+96840,Existing Customer,37,F,1,College,Single,$40K - $60K,Blue,32,4,2,3,1976.0,0,1976.0,0.812,4424,73,0.659,0.0,0.0001747,0.99983
+96841,Existing Customer,46,F,3,Graduate,Single,$40K - $60K,Blue,41,4,5,3,3492.0,1546,1946.0,1.135,3043,53,1.038,0.443,0.0003506,0.99965
+96842,Attrited Customer,50,F,4,High School,Married,Less than $40K,Blue,36,1,3,2,3546.0,0,3546.0,0.791,2616,47,0.469,0.0,0.99458,0.00542
+96843,Attrited Customer,38,F,3,High School,,Less than $40K,Blue,36,5,3,3,2989.0,2387,602.0,0.437,2143,67,0.558,0.799,0.99673,0.00326528
+96844,Existing Customer,44,F,4,Graduate,Married,$40K - $60K,Blue,29,3,1,2,1438.3,0,1438.3,0.742,3971,60,0.667,0.0,5.7762e-05,0.99994
+96845,Existing Customer,52,F,4,Uneducated,Divorced,,Blue,48,5,5,2,1438.3,771,667.3,0.652,5053,74,0.947,0.536,0.00021664,0.99978
+96846,Existing Customer,37,F,3,High School,,Less than $40K,Blue,36,6,4,2,1438.3,636,802.3,0.838,4824,83,0.766,0.442,0.00021928,0.99978
+96847,Existing Customer,45,F,1,,Married,Less than $40K,Blue,33,6,3,2,1438.3,1201,237.3,0.749,4851,86,0.72,0.835,0.00018558,0.99981
+96848,Existing Customer,40,F,4,Post-Graduate,Single,$40K - $60K,Blue,31,4,2,1,2383.0,1828,555.0,0.814,4759,75,0.744,0.767,8.4706e-05,0.99992
+96849,Existing Customer,51,M,2,Graduate,Married,$80K - $120K,Blue,34,5,4,1,13587.0,2374,11213.0,0.789,4995,88,0.692,0.175,0.0001311,0.99987
+96850,Existing Customer,57,F,3,Graduate,Single,Less than $40K,Blue,52,5,5,0,3085.0,0,3085.0,0.719,3946,73,0.825,0.0,7.6904e-05,0.99992
+96851,Existing Customer,40,M,4,Uneducated,Single,$80K - $120K,Blue,36,4,3,2,32431.0,850,31581.0,0.926,4400,71,1.088,0.026,0.00019396,0.99981
 96852,Existing Customer,61,F,0,Graduate,Single,Less than $40K,Blue,36,5,3,3,2207.0,2020,187.0,0.693,4348,84,0.647,0.915,0.0002596,0.99974
-96853,Existing Customer,57,F,3,High School,,Less than $40K,Blue,39,6,4,2,2781.0,992,1789.0,0.701,4577,81,0.929,0.35700000000000004,0.00021928,0.9997799999999999
-96854,Attrited Customer,40,M,3,Graduate,Single,$80K - $120K,Blue,36,1,2,2,6921.0,0,6921.0,0.8240000000000001,2729,44,0.467,0.0,0.99161,0.00839
+96853,Existing Customer,57,F,3,High School,,Less than $40K,Blue,39,6,4,2,2781.0,992,1789.0,0.701,4577,81,0.929,0.357,0.00021928,0.99978
+96854,Attrited Customer,40,M,3,Graduate,Single,$80K - $120K,Blue,36,1,2,2,6921.0,0,6921.0,0.824,2729,44,0.467,0.0,0.99161,0.00839
 96855,Existing Customer,50,F,3,Graduate,Single,Less than $40K,Blue,36,6,5,2,7596.0,1156,6440.0,0.611,4338,73,0.738,0.152,0.00020847,0.99979
-96856,Existing Customer,42,F,3,Uneducated,Married,,Blue,24,5,1,3,4568.0,2025,2543.0,0.8490000000000001,4869,85,0.848,0.44299999999999995,9.8837e-05,0.9999
-96857,Existing Customer,43,F,4,Graduate,Single,$40K - $60K,Blue,24,6,1,1,6475.0,1686,4789.0,0.6990000000000001,3837,65,0.667,0.26,3.4833000000000003e-05,0.99997
-96858,Attrited Customer,46,M,3,Doctorate,Divorced,$80K - $120K,Blue,35,5,3,3,9949.0,0,9949.0,0.574,2207,40,0.48100000000000004,0.0,0.9978,0.00219584
-96859,Existing Customer,42,F,3,College,Married,Less than $40K,Blue,37,5,4,2,2238.0,1693,545.0,0.7140000000000001,5339,86,0.45799999999999996,0.7559999999999999,0.00021930000000000002,0.9997799999999999
-96860,Existing Customer,41,F,2,College,Married,Less than $40K,Blue,36,5,5,1,1438.3,0,1438.3,0.6859999999999999,4565,84,0.7140000000000001,0.0,0.00011779,0.9998799999999999
+96856,Existing Customer,42,F,3,Uneducated,Married,,Blue,24,5,1,3,4568.0,2025,2543.0,0.849,4869,85,0.848,0.443,9.8837e-05,0.9999
+96857,Existing Customer,43,F,4,Graduate,Single,$40K - $60K,Blue,24,6,1,1,6475.0,1686,4789.0,0.699,3837,65,0.667,0.26,3.4833e-05,0.99997
+96858,Attrited Customer,46,M,3,Doctorate,Divorced,$80K - $120K,Blue,35,5,3,3,9949.0,0,9949.0,0.574,2207,40,0.481,0.0,0.9978,0.00219584
+96859,Existing Customer,42,F,3,College,Married,Less than $40K,Blue,37,5,4,2,2238.0,1693,545.0,0.714,5339,86,0.458,0.756,0.0002193,0.99978
+96860,Existing Customer,41,F,2,College,Married,Less than $40K,Blue,36,5,5,1,1438.3,0,1438.3,0.686,4565,84,0.714,0.0,0.00011779,0.99988
 96861,Existing Customer,50,F,0,High School,Single,Less than $40K,Blue,43,6,4,2,2670.0,1944,726.0,0.628,4491,65,0.667,0.728,0.00018134,0.99982
-96862,Existing Customer,42,F,3,Graduate,Single,Less than $40K,Blue,28,6,2,1,1438.3,0,1438.3,0.46,4482,74,0.644,0.0,7.1226e-05,0.9999299999999999
-96863,Existing Customer,43,M,3,Post-Graduate,Single,$40K - $60K,Blue,32,3,3,2,2142.0,1369,773.0,0.6659999999999999,4424,88,0.66,0.639,0.00021962,0.9997799999999999
+96862,Existing Customer,42,F,3,Graduate,Single,Less than $40K,Blue,28,6,2,1,1438.3,0,1438.3,0.46,4482,74,0.644,0.0,7.1226e-05,0.99993
+96863,Existing Customer,43,M,3,Post-Graduate,Single,$40K - $60K,Blue,32,3,3,2,2142.0,1369,773.0,0.666,4424,88,0.66,0.639,0.00021962,0.99978
 96864,Existing Customer,58,F,1,Uneducated,Single,Less than $40K,Blue,43,4,4,2,3382.0,1446,1936.0,0.705,4854,74,0.682,0.428,0.00020979,0.99979
 96865,Existing Customer,52,F,2,Graduate,Single,,Blue,46,3,3,3,8961.0,1382,7579.0,0.797,4408,80,0.778,0.154,0.00030251,0.9997
 96866,Existing Customer,40,F,4,High School,Married,Less than $40K,Blue,33,4,5,3,1762.0,1224,538.0,0.815,4899,87,0.812,0.695,0.00034447,0.99966
-96867,Existing Customer,41,F,4,Graduate,Divorced,$40K - $60K,Blue,36,3,3,2,1919.0,867,1052.0,0.741,4996,92,0.7040000000000001,0.452,0.00018864,0.9998100000000001
-96868,Existing Customer,59,F,0,Graduate,Married,Less than $40K,Blue,53,4,5,1,3054.0,2517,537.0,1.061,4706,84,0.647,0.8240000000000001,0.00010397,0.9999
-96869,Existing Customer,45,F,3,,Single,,Blue,27,4,1,2,1877.0,0,1877.0,0.752,4854,80,0.818,0.0,6.282e-05,0.9999399999999999
+96867,Existing Customer,41,F,4,Graduate,Divorced,$40K - $60K,Blue,36,3,3,2,1919.0,867,1052.0,0.741,4996,92,0.704,0.452,0.00018864,0.99981
+96868,Existing Customer,59,F,0,Graduate,Married,Less than $40K,Blue,53,4,5,1,3054.0,2517,537.0,1.061,4706,84,0.647,0.824,0.00010397,0.9999
+96869,Existing Customer,45,F,3,,Single,,Blue,27,4,1,2,1877.0,0,1877.0,0.752,4854,80,0.818,0.0,6.282e-05,0.99994
 96870,Existing Customer,52,F,3,High School,Married,Less than $40K,Blue,40,4,4,1,4223.0,2235,1988.0,0.863,3669,62,1.138,0.529,0.00013224,0.99987
-96871,Attrited Customer,36,F,2,Graduate,Married,Less than $40K,Blue,23,4,2,2,1666.0,813,853.0,0.813,2622,60,0.818,0.488,0.99129,0.008709999999999999
+96871,Attrited Customer,36,F,2,Graduate,Married,Less than $40K,Blue,23,4,2,2,1666.0,813,853.0,0.813,2622,60,0.818,0.488,0.99129,0.00871
 96872,Existing Customer,43,F,2,Graduate,Divorced,Less than $40K,Blue,33,4,3,2,2422.0,1237,1185.0,0.925,5079,80,0.818,0.511,0.00017987,0.99982
-96873,Existing Customer,49,F,1,Post-Graduate,Married,,Blue,39,6,3,1,4821.0,0,4821.0,0.746,4680,77,0.9740000000000001,0.0,0.00011981,0.9998799999999999
-96874,Existing Customer,51,F,2,College,Single,Less than $40K,Blue,37,4,4,2,3264.0,2508,756.0,0.887,4966,78,0.8140000000000001,0.768,0.00021134,0.99979
+96873,Existing Customer,49,F,1,Post-Graduate,Married,,Blue,39,6,3,1,4821.0,0,4821.0,0.746,4680,77,0.974,0.0,0.00011981,0.99988
+96874,Existing Customer,51,F,2,College,Single,Less than $40K,Blue,37,4,4,2,3264.0,2508,756.0,0.887,4966,78,0.814,0.768,0.00021134,0.99979
 96875,Existing Customer,52,M,3,College,Married,$60K - $80K,Blue,42,5,3,1,4565.0,1258,3307.0,0.764,4139,67,0.914,0.276,0.00010944,0.99989
 96876,Existing Customer,45,F,3,Graduate,Single,$40K - $60K,Blue,39,4,4,0,1765.0,1694,71.0,0.76,4803,72,0.532,0.96,8.3212e-05,0.99992
 96877,Existing Customer,40,M,4,College,Divorced,$80K - $120K,Blue,31,6,2,3,16050.0,0,16050.0,0.77,3721,62,0.512,0.0,0.00019519,0.9998
 96878,Existing Customer,49,F,3,Graduate,Single,Less than $40K,Blue,36,5,3,3,2188.0,1067,1121.0,0.618,4537,66,0.435,0.488,0.0003139,0.99969
-96879,Existing Customer,47,F,3,High School,Single,$40K - $60K,Blue,41,6,5,3,1721.0,1355,366.0,0.9259999999999999,4474,58,1.32,0.787,0.00034083,0.99966
+96879,Existing Customer,47,F,3,High School,Single,$40K - $60K,Blue,41,6,5,3,1721.0,1355,366.0,0.926,4474,58,1.32,0.787,0.00034083,0.99966
 96880,Attrited Customer,40,F,1,College,Married,$40K - $60K,Blue,36,4,2,4,1737.0,1689,48.0,0.644,2459,43,0.536,0.972,0.99666,0.00334333
 96881,Existing Customer,42,F,3,,Divorced,,Blue,31,5,3,2,2369.0,1019,1350.0,0.691,4317,66,0.784,0.43,0.00020516,0.99979
 96882,Existing Customer,43,F,3,Uneducated,Single,Less than $40K,Blue,36,5,5,3,2652.0,0,2652.0,0.665,4676,78,0.773,0.0,0.00036048,0.99964
-96883,Existing Customer,52,F,2,College,Married,$40K - $60K,Blue,40,5,3,1,1438.3,0,1438.3,0.825,4700,92,0.7040000000000001,0.0,0.00010546,0.99989
-96884,Existing Customer,63,M,1,Graduate,,Less than $40K,Blue,52,6,3,3,1438.3,0,1438.3,0.8540000000000001,3913,78,0.5,0.0,0.00028395,0.99972
-96885,Existing Customer,40,F,4,Graduate,Married,Less than $40K,Blue,28,6,2,2,1438.3,689,749.3,0.823,4921,65,0.8059999999999999,0.479,0.00011937,0.9998799999999999
-96886,Existing Customer,60,F,1,High School,Single,Less than $40K,Blue,49,5,4,1,2481.0,1925,556.0,0.723,5228,73,0.78,0.7759999999999999,0.00011962,0.9998799999999999
-96887,Existing Customer,36,F,1,High School,Single,,Blue,22,6,3,2,9817.0,848,8969.0,0.7929999999999999,4636,85,0.848,0.086,0.00016413,0.99984
+96883,Existing Customer,52,F,2,College,Married,$40K - $60K,Blue,40,5,3,1,1438.3,0,1438.3,0.825,4700,92,0.704,0.0,0.00010546,0.99989
+96884,Existing Customer,63,M,1,Graduate,,Less than $40K,Blue,52,6,3,3,1438.3,0,1438.3,0.854,3913,78,0.5,0.0,0.00028395,0.99972
+96885,Existing Customer,40,F,4,Graduate,Married,Less than $40K,Blue,28,6,2,2,1438.3,689,749.3,0.823,4921,65,0.806,0.479,0.00011937,0.99988
+96886,Existing Customer,60,F,1,High School,Single,Less than $40K,Blue,49,5,4,1,2481.0,1925,556.0,0.723,5228,73,0.78,0.776,0.00011962,0.99988
+96887,Existing Customer,36,F,1,High School,Single,,Blue,22,6,3,2,9817.0,848,8969.0,0.793,4636,85,0.848,0.086,0.00016413,0.99984
 96888,Existing Customer,56,F,3,Graduate,Single,Less than $40K,Blue,36,5,5,2,4255.0,0,4255.0,0.948,4606,79,0.795,0.0,0.00020847,0.99979
-96889,Existing Customer,45,F,2,Graduate,Single,$40K - $60K,Blue,36,5,4,3,1438.3,986,452.3,0.649,5136,81,0.8,0.6859999999999999,0.00036558,0.9996299999999999
+96889,Existing Customer,45,F,2,Graduate,Single,$40K - $60K,Blue,36,5,4,3,1438.3,986,452.3,0.649,5136,81,0.8,0.686,0.00036558,0.99963
 96890,Existing Customer,51,F,2,Graduate,Single,Less than $40K,Blue,36,4,3,1,4970.0,1591,3379.0,0.738,5023,78,0.733,0.32,0.00010848,0.99989
 96891,Attrited Customer,48,F,1,Uneducated,Married,,Blue,38,5,2,2,1438.3,0,1438.3,0.574,2171,38,0.462,0.0,0.99098,0.00902
 96892,Existing Customer,49,F,4,Doctorate,Married,,Blue,39,4,4,1,2333.0,1414,919.0,0.632,5137,89,0.679,0.606,0.00019895,0.9998
-96893,Attrited Customer,50,M,2,Doctorate,Married,$120K +,Silver,45,6,3,3,34516.0,0,34516.0,0.7709999999999999,2573,55,0.7190000000000001,0.0,0.9974799999999999,0.00252095
+96893,Attrited Customer,50,M,2,Doctorate,Married,$120K +,Silver,45,6,3,3,34516.0,0,34516.0,0.771,2573,55,0.719,0.0,0.99748,0.00252095
 96894,Attrited Customer,43,M,4,College,Married,$40K - $60K,Blue,32,6,3,3,4373.0,0,4373.0,0.623,2397,46,0.484,0.0,0.99677,0.00323056
-96895,Existing Customer,41,F,2,High School,Single,$40K - $60K,Blue,36,4,5,3,1561.0,1169,392.0,0.573,4391,67,0.595,0.7490000000000001,0.00032846,0.9996700000000001
-96896,Attrited Customer,48,M,2,,Married,$80K - $120K,Blue,28,5,2,3,12073.0,0,12073.0,0.541,2400,52,0.7929999999999999,0.0,0.9952700000000001,0.00472896
-96897,Existing Customer,55,F,1,,Single,,Blue,42,4,5,3,1438.3,0,1438.3,0.74,4956,72,0.7140000000000001,0.0,0.00034859,0.99965
+96895,Existing Customer,41,F,2,High School,Single,$40K - $60K,Blue,36,4,5,3,1561.0,1169,392.0,0.573,4391,67,0.595,0.749,0.00032846,0.99967
+96896,Attrited Customer,48,M,2,,Married,$80K - $120K,Blue,28,5,2,3,12073.0,0,12073.0,0.541,2400,52,0.793,0.0,0.99527,0.00472896
+96897,Existing Customer,55,F,1,,Single,,Blue,42,4,5,3,1438.3,0,1438.3,0.74,4956,72,0.714,0.0,0.00034859,0.99965
 96898,Existing Customer,41,M,5,High School,Single,$40K - $60K,Blue,22,6,2,2,1438.3,0,1438.3,0.56,4439,81,1.025,0.0,0.00011423,0.99989
 96899,Existing Customer,43,F,4,,Single,Less than $40K,Blue,33,3,3,1,2525.0,2217,308.0,0.763,4409,69,0.568,0.878,0.00012505,0.99987
 96900,Attrited Customer,47,F,4,Post-Graduate,Married,,Blue,42,4,4,4,6451.0,0,6451.0,0.706,2400,43,0.433,0.0,0.9987,0.00129704
-96901,Existing Customer,42,F,3,Doctorate,Married,$40K - $60K,Blue,36,4,4,3,4142.0,688,3454.0,0.7170000000000001,4512,81,0.976,0.166,0.00054888,0.99945
+96901,Existing Customer,42,F,3,Doctorate,Married,$40K - $60K,Blue,36,4,4,3,4142.0,688,3454.0,0.717,4512,81,0.976,0.166,0.00054888,0.99945
 96902,Attrited Customer,54,M,2,College,Single,$120K +,Blue,36,3,2,3,34516.0,0,34516.0,0.628,2329,47,0.516,0.0,0.99466,0.00534
-96903,Attrited Customer,43,F,3,Uneducated,Married,Less than $40K,Blue,32,6,3,3,1897.0,0,1897.0,0.645,2866,47,0.469,0.0,0.9969100000000001,0.00308778
-96904,Existing Customer,52,F,4,Graduate,Single,Less than $40K,Blue,46,3,3,3,3231.0,2215,1016.0,0.515,4610,90,0.607,0.6859999999999999,0.00031726,0.9996799999999999
-96905,Existing Customer,40,F,4,Graduate,Married,Less than $40K,Blue,36,5,5,1,1577.0,1286,291.0,0.5710000000000001,3453,52,1.08,0.815,0.00012707,0.99987
-96906,Existing Customer,37,F,2,,Single,Less than $40K,Blue,27,6,1,3,3061.0,2517,544.0,0.809,5032,89,0.618,0.8220000000000001,0.00010183,0.9999
-96907,Existing Customer,53,M,4,Graduate,Single,$40K - $60K,Blue,36,4,5,3,2300.0,0,2300.0,0.655,4527,79,0.7559999999999999,0.0,0.00035434,0.99965
-96908,Existing Customer,56,F,4,Graduate,Married,Less than $40K,Blue,36,3,5,2,2796.0,0,2796.0,0.884,4536,81,0.723,0.0,0.00021069999999999997,0.99979
-96909,Existing Customer,53,F,2,Graduate,Married,$40K - $60K,Blue,42,3,5,1,3024.0,1649,1375.0,0.5870000000000001,4463,89,0.679,0.545,0.00012116,0.9998799999999999
+96903,Attrited Customer,43,F,3,Uneducated,Married,Less than $40K,Blue,32,6,3,3,1897.0,0,1897.0,0.645,2866,47,0.469,0.0,0.99691,0.00308778
+96904,Existing Customer,52,F,4,Graduate,Single,Less than $40K,Blue,46,3,3,3,3231.0,2215,1016.0,0.515,4610,90,0.607,0.686,0.00031726,0.99968
+96905,Existing Customer,40,F,4,Graduate,Married,Less than $40K,Blue,36,5,5,1,1577.0,1286,291.0,0.571,3453,52,1.08,0.815,0.00012707,0.99987
+96906,Existing Customer,37,F,2,,Single,Less than $40K,Blue,27,6,1,3,3061.0,2517,544.0,0.809,5032,89,0.618,0.822,0.00010183,0.9999
+96907,Existing Customer,53,M,4,Graduate,Single,$40K - $60K,Blue,36,4,5,3,2300.0,0,2300.0,0.655,4527,79,0.756,0.0,0.00035434,0.99965
+96908,Existing Customer,56,F,4,Graduate,Married,Less than $40K,Blue,36,3,5,2,2796.0,0,2796.0,0.884,4536,81,0.723,0.0,0.0002107,0.99979
+96909,Existing Customer,53,F,2,Graduate,Married,$40K - $60K,Blue,42,3,5,1,3024.0,1649,1375.0,0.587,4463,89,0.679,0.545,0.00012116,0.99988
 96910,Existing Customer,38,F,3,Uneducated,Married,$40K - $60K,Blue,36,5,5,3,5293.0,1030,4263.0,0.863,4377,62,0.879,0.195,0.00036048,0.99964
-96911,Existing Customer,40,F,4,,Single,Less than $40K,Blue,33,4,4,3,1964.0,1811,153.0,0.69,4699,81,0.841,0.922,0.00042141,0.9995799999999999
-96912,Existing Customer,36,F,2,Graduate,Single,Less than $40K,Blue,36,6,4,0,2051.0,1154,897.0,0.605,3912,79,0.7170000000000001,0.563,8.0191e-05,0.99992
-96913,Existing Customer,41,F,1,High School,Single,Less than $40K,Blue,31,4,2,1,1998.0,0,1998.0,0.7170000000000001,4637,68,0.889,0.0,6.263300000000001e-05,0.9999399999999999
-96914,Existing Customer,28,F,1,College,Divorced,,Blue,17,5,3,2,11881.0,1488,10393.0,0.5870000000000001,4865,87,0.8909999999999999,0.125,0.00016415,0.99984
+96911,Existing Customer,40,F,4,,Single,Less than $40K,Blue,33,4,4,3,1964.0,1811,153.0,0.69,4699,81,0.841,0.922,0.00042141,0.99958
+96912,Existing Customer,36,F,2,Graduate,Single,Less than $40K,Blue,36,6,4,0,2051.0,1154,897.0,0.605,3912,79,0.717,0.563,8.0191e-05,0.99992
+96913,Existing Customer,41,F,1,High School,Single,Less than $40K,Blue,31,4,2,1,1998.0,0,1998.0,0.717,4637,68,0.889,0.0,6.2633e-05,0.99994
+96914,Existing Customer,28,F,1,College,Divorced,,Blue,17,5,3,2,11881.0,1488,10393.0,0.587,4865,87,0.891,0.125,0.00016415,0.99984
 96915,Existing Customer,41,F,4,Post-Graduate,Single,Less than $40K,Blue,36,5,4,1,2968.0,1873,1095.0,1.11,5171,85,0.889,0.631,0.00016178,0.99984
 96916,Existing Customer,42,F,3,Graduate,Married,Less than $40K,Blue,23,4,2,3,2797.0,1943,854.0,0.899,4917,66,0.784,0.695,0.00019864,0.9998
-96917,Existing Customer,39,F,2,Graduate,Single,$40K - $60K,Blue,34,6,4,2,13984.0,632,13352.0,0.7020000000000001,4727,83,0.66,0.045,0.00021738,0.9997799999999999
+96917,Existing Customer,39,F,2,Graduate,Single,$40K - $60K,Blue,34,6,4,2,13984.0,632,13352.0,0.702,4727,83,0.66,0.045,0.00021738,0.99978
 96918,Existing Customer,49,F,2,Uneducated,Married,Less than $40K,Blue,36,3,4,1,2505.0,0,2505.0,0.62,4109,61,0.743,0.0,0.00013479,0.99987
 96919,Existing Customer,40,F,4,College,Married,Less than $40K,Blue,26,3,1,1,2972.0,0,2972.0,0.593,3840,69,0.769,0.0,3.3866e-05,0.99997
-96920,Existing Customer,50,M,1,College,Single,$80K - $120K,Blue,39,4,3,2,5856.0,2007,3849.0,0.727,4916,87,0.642,0.34299999999999997,0.00016415,0.99984
-96921,Existing Customer,44,F,4,Uneducated,Divorced,Less than $40K,Blue,38,6,4,1,7182.0,1774,5408.0,0.583,4294,67,0.718,0.247,0.00014137,0.9998600000000001
-96922,Existing Customer,62,M,2,Graduate,Single,Less than $40K,Blue,48,6,3,2,5844.0,2013,3831.0,0.478,3546,65,0.5479999999999999,0.344,0.00017987,0.99982
+96920,Existing Customer,50,M,1,College,Single,$80K - $120K,Blue,39,4,3,2,5856.0,2007,3849.0,0.727,4916,87,0.642,0.343,0.00016415,0.99984
+96921,Existing Customer,44,F,4,Uneducated,Divorced,Less than $40K,Blue,38,6,4,1,7182.0,1774,5408.0,0.583,4294,67,0.718,0.247,0.00014137,0.99986
+96922,Existing Customer,62,M,2,Graduate,Single,Less than $40K,Blue,48,6,3,2,5844.0,2013,3831.0,0.478,3546,65,0.548,0.344,0.00017987,0.99982
 96923,Attrited Customer,55,F,1,College,Single,Less than $40K,Blue,48,3,5,3,2114.0,546,1568.0,0.619,2578,42,0.75,0.258,0.99677,0.00323171
-96924,Existing Customer,54,M,4,Graduate,Single,$80K - $120K,Blue,43,3,4,3,8208.0,1256,6952.0,0.8140000000000001,4824,83,0.627,0.153,0.00038339999999999994,0.9996200000000001
-96925,Attrited Customer,34,M,4,Uneducated,Single,$60K - $80K,Blue,20,3,2,6,3940.0,1384,2556.0,0.9079999999999999,3257,53,0.767,0.35100000000000003,0.9990700000000001,0.0009337
-96926,Existing Customer,41,M,3,Graduate,Divorced,$60K - $80K,Blue,27,5,2,2,5784.0,0,5784.0,0.851,4173,80,0.86,0.0,0.00011811,0.9998799999999999
-96927,Attrited Customer,38,M,4,Graduate,,$60K - $80K,Blue,22,5,2,3,8632.0,0,8632.0,0.395,2221,40,0.7390000000000001,0.0,0.9950399999999999,0.00495524
-96928,Existing Customer,57,F,2,Graduate,Single,Less than $40K,Blue,50,6,5,2,1438.3,876,562.3,0.693,4815,62,0.6759999999999999,0.609,0.00020089999999999998,0.9998
-96929,Existing Customer,39,F,1,Graduate,Single,$40K - $60K,Blue,33,6,3,2,2255.0,1258,997.0,0.96,4309,79,0.8370000000000001,0.5579999999999999,0.00016883,0.9998299999999999
-96930,Existing Customer,38,F,2,Graduate,Single,Less than $40K,Blue,25,5,1,2,9874.0,1059,8815.0,0.664,4369,70,0.7070000000000001,0.107,5.5077e-05,0.9999399999999999
-96931,Existing Customer,64,M,0,Graduate,Single,Less than $40K,Blue,36,5,4,1,1873.0,468,1405.0,1.1540000000000001,4738,82,0.608,0.25,0.0001125,0.99989
-96932,Attrited Customer,54,M,3,High School,Married,$80K - $120K,Blue,48,3,4,3,3288.0,2517,771.0,0.84,2717,46,0.43799999999999994,0.7659999999999999,0.9973,0.00270332
-96933,Existing Customer,60,F,1,Graduate,Single,$40K - $60K,Blue,42,3,2,1,3334.0,1151,2183.0,0.752,4791,101,0.629,0.345,6.4428e-05,0.9999399999999999
-96934,Existing Customer,46,M,2,Graduate,Divorced,$60K - $80K,Blue,39,3,1,1,3299.0,870,2429.0,0.63,4904,75,0.8290000000000001,0.264,3.3214000000000004e-05,0.99997
-96935,Existing Customer,36,F,2,Uneducated,Married,Less than $40K,Blue,31,3,2,1,2754.0,1798,956.0,0.769,3937,70,0.628,0.653,7.057600000000001e-05,0.9999299999999999
-96936,Existing Customer,47,F,2,Graduate,Married,$40K - $60K,Blue,28,5,2,2,2035.0,1620,415.0,0.838,4130,74,0.721,0.7959999999999999,0.00011382,0.99989
-96937,Existing Customer,44,F,4,Graduate,Married,,Blue,36,6,2,2,3979.0,780,3199.0,0.873,5024,69,0.769,0.196,0.00011937,0.9998799999999999
-96938,Existing Customer,58,F,2,High School,Married,$40K - $60K,Blue,53,4,2,3,2642.0,1249,1393.0,0.682,4897,81,0.723,0.473,0.0001861,0.9998100000000001
-96939,Attrited Customer,62,M,0,Post-Graduate,Divorced,$60K - $80K,Silver,46,4,5,6,28229.0,287,27942.0,0.594,2281,45,0.552,0.01,0.9993700000000001,0.00062537
-96940,Existing Customer,53,F,2,High School,Single,Less than $40K,Blue,36,4,3,1,2973.0,2517,456.0,0.588,4862,77,0.45299999999999996,0.847,0.00010545,0.99989
+96924,Existing Customer,54,M,4,Graduate,Single,$80K - $120K,Blue,43,3,4,3,8208.0,1256,6952.0,0.814,4824,83,0.627,0.153,0.0003834,0.99962
+96925,Attrited Customer,34,M,4,Uneducated,Single,$60K - $80K,Blue,20,3,2,6,3940.0,1384,2556.0,0.908,3257,53,0.767,0.351,0.99907,0.0009337
+96926,Existing Customer,41,M,3,Graduate,Divorced,$60K - $80K,Blue,27,5,2,2,5784.0,0,5784.0,0.851,4173,80,0.86,0.0,0.00011811,0.99988
+96927,Attrited Customer,38,M,4,Graduate,,$60K - $80K,Blue,22,5,2,3,8632.0,0,8632.0,0.395,2221,40,0.739,0.0,0.99504,0.00495524
+96928,Existing Customer,57,F,2,Graduate,Single,Less than $40K,Blue,50,6,5,2,1438.3,876,562.3,0.693,4815,62,0.676,0.609,0.0002009,0.9998
+96929,Existing Customer,39,F,1,Graduate,Single,$40K - $60K,Blue,33,6,3,2,2255.0,1258,997.0,0.96,4309,79,0.837,0.558,0.00016883,0.99983
+96930,Existing Customer,38,F,2,Graduate,Single,Less than $40K,Blue,25,5,1,2,9874.0,1059,8815.0,0.664,4369,70,0.707,0.107,5.5077e-05,0.99994
+96931,Existing Customer,64,M,0,Graduate,Single,Less than $40K,Blue,36,5,4,1,1873.0,468,1405.0,1.154,4738,82,0.608,0.25,0.0001125,0.99989
+96932,Attrited Customer,54,M,3,High School,Married,$80K - $120K,Blue,48,3,4,3,3288.0,2517,771.0,0.84,2717,46,0.438,0.766,0.9973,0.00270332
+96933,Existing Customer,60,F,1,Graduate,Single,$40K - $60K,Blue,42,3,2,1,3334.0,1151,2183.0,0.752,4791,101,0.629,0.345,6.4428e-05,0.99994
+96934,Existing Customer,46,M,2,Graduate,Divorced,$60K - $80K,Blue,39,3,1,1,3299.0,870,2429.0,0.63,4904,75,0.829,0.264,3.3214e-05,0.99997
+96935,Existing Customer,36,F,2,Uneducated,Married,Less than $40K,Blue,31,3,2,1,2754.0,1798,956.0,0.769,3937,70,0.628,0.653,7.0576e-05,0.99993
+96936,Existing Customer,47,F,2,Graduate,Married,$40K - $60K,Blue,28,5,2,2,2035.0,1620,415.0,0.838,4130,74,0.721,0.796,0.00011382,0.99989
+96937,Existing Customer,44,F,4,Graduate,Married,,Blue,36,6,2,2,3979.0,780,3199.0,0.873,5024,69,0.769,0.196,0.00011937,0.99988
+96938,Existing Customer,58,F,2,High School,Married,$40K - $60K,Blue,53,4,2,3,2642.0,1249,1393.0,0.682,4897,81,0.723,0.473,0.0001861,0.99981
+96939,Attrited Customer,62,M,0,Post-Graduate,Divorced,$60K - $80K,Silver,46,4,5,6,28229.0,287,27942.0,0.594,2281,45,0.552,0.01,0.99937,0.00062537
+96940,Existing Customer,53,F,2,High School,Single,Less than $40K,Blue,36,4,3,1,2973.0,2517,456.0,0.588,4862,77,0.453,0.847,0.00010545,0.99989
 96941,Existing Customer,51,F,2,Uneducated,Married,Less than $40K,Blue,40,4,3,3,1612.0,831,781.0,0.602,4924,81,0.884,0.516,0.00031104,0.99969
-96942,Existing Customer,41,M,1,High School,Single,$80K - $120K,Blue,36,6,2,3,12084.0,1638,10446.0,0.695,4506,90,0.9570000000000001,0.136,0.00017468,0.9998299999999999
-96943,Existing Customer,54,F,1,Graduate,Single,Less than $40K,Blue,49,3,2,2,2930.0,2266,664.0,0.7340000000000001,4752,72,1.3230000000000002,0.773,0.00010684,0.99989
-96944,Existing Customer,46,F,2,,Married,$40K - $60K,Blue,38,6,3,1,1963.0,1112,851.0,0.7609999999999999,4821,67,0.763,0.5660000000000001,0.00011924,0.9998799999999999
+96942,Existing Customer,41,M,1,High School,Single,$80K - $120K,Blue,36,6,2,3,12084.0,1638,10446.0,0.695,4506,90,0.957,0.136,0.00017468,0.99983
+96943,Existing Customer,54,F,1,Graduate,Single,Less than $40K,Blue,49,3,2,2,2930.0,2266,664.0,0.734,4752,72,1.323,0.773,0.00010684,0.99989
+96944,Existing Customer,46,F,2,,Married,$40K - $60K,Blue,38,6,3,1,1963.0,1112,851.0,0.761,4821,67,0.763,0.566,0.00011924,0.99988
 96945,Attrited Customer,50,F,2,,Single,$40K - $60K,Blue,36,3,3,2,2762.0,0,2762.0,0.684,2571,44,0.419,0.0,0.99497,0.00503
-96946,Attrited Customer,49,F,3,Post-Graduate,Single,Less than $40K,Blue,35,5,1,2,2214.0,915,1299.0,0.5329999999999999,2144,51,0.545,0.413,0.98535,0.01465
+96946,Attrited Customer,49,F,3,Post-Graduate,Single,Less than $40K,Blue,35,5,1,2,2214.0,915,1299.0,0.533,2144,51,0.545,0.413,0.98535,0.01465
 96947,Existing Customer,39,F,1,High School,Single,Less than $40K,Blue,33,6,3,2,2292.0,1839,453.0,0.675,4043,72,0.674,0.802,0.00016413,0.99984
-96948,Existing Customer,45,F,2,College,Divorced,$40K - $60K,Blue,27,6,3,2,2901.0,2384,517.0,0.7170000000000001,3835,78,0.5920000000000001,0.8220000000000001,0.00017488,0.9998299999999999
-96949,Existing Customer,48,F,3,College,Single,Less than $40K,Blue,30,4,1,1,2865.0,1523,1342.0,0.605,4609,79,0.7559999999999999,0.532,3.3508000000000005e-05,0.99997
-96950,Existing Customer,31,F,0,Post-Graduate,Single,,Blue,18,3,2,0,3934.0,1911,2023.0,0.723,4143,82,0.8640000000000001,0.486,4.2395e-05,0.9999600000000001
-96951,Existing Customer,57,F,2,,Single,$40K - $60K,Blue,45,3,4,3,2428.0,932,1496.0,0.768,4823,62,0.8240000000000001,0.384,0.00040183,0.9996
-96952,Existing Customer,43,F,5,College,Married,$40K - $60K,Blue,31,5,1,1,5302.0,1136,4166.0,0.8170000000000001,4883,68,0.581,0.214,3.3338000000000005e-05,0.99997
-96953,Existing Customer,41,F,4,High School,Married,,Blue,30,5,2,2,9139.0,1620,7519.0,0.773,4675,78,1.1079999999999999,0.177,0.00011604,0.9998799999999999
+96948,Existing Customer,45,F,2,College,Divorced,$40K - $60K,Blue,27,6,3,2,2901.0,2384,517.0,0.717,3835,78,0.592,0.822,0.00017488,0.99983
+96949,Existing Customer,48,F,3,College,Single,Less than $40K,Blue,30,4,1,1,2865.0,1523,1342.0,0.605,4609,79,0.756,0.532,3.3508e-05,0.99997
+96950,Existing Customer,31,F,0,Post-Graduate,Single,,Blue,18,3,2,0,3934.0,1911,2023.0,0.723,4143,82,0.864,0.486,4.2395e-05,0.99996
+96951,Existing Customer,57,F,2,,Single,$40K - $60K,Blue,45,3,4,3,2428.0,932,1496.0,0.768,4823,62,0.824,0.384,0.00040183,0.9996
+96952,Existing Customer,43,F,5,College,Married,$40K - $60K,Blue,31,5,1,1,5302.0,1136,4166.0,0.817,4883,68,0.581,0.214,3.3338e-05,0.99997
+96953,Existing Customer,41,F,4,High School,Married,,Blue,30,5,2,2,9139.0,1620,7519.0,0.773,4675,78,1.108,0.177,0.00011604,0.99988
 96954,Existing Customer,48,M,5,,Married,$40K - $60K,Blue,38,4,4,1,5219.0,1081,4138.0,0.568,3481,78,0.625,0.207,0.00014877,0.99985
-96955,Existing Customer,52,F,2,Graduate,Single,,Blue,43,5,2,3,10351.0,1356,8995.0,0.828,4572,76,1.054,0.131,0.00019143,0.9998100000000001
-96956,Attrited Customer,43,F,2,Uneducated,Divorced,Less than $40K,Blue,30,3,3,4,6811.0,0,6811.0,0.677,1937,39,0.56,0.0,0.9981200000000001,0.00188031
+96955,Existing Customer,52,F,2,Graduate,Single,,Blue,43,5,2,3,10351.0,1356,8995.0,0.828,4572,76,1.054,0.131,0.00019143,0.99981
+96956,Attrited Customer,43,F,2,Uneducated,Divorced,Less than $40K,Blue,30,3,3,4,6811.0,0,6811.0,0.677,1937,39,0.56,0.0,0.99812,0.00188031
 96957,Existing Customer,27,F,1,Post-Graduate,Married,Less than $40K,Blue,13,3,2,2,1438.3,990,448.3,0.715,3855,73,1.147,0.688,0.00012571,0.99987
-96958,Existing Customer,39,M,1,Graduate,Single,$40K - $60K,Blue,33,6,1,2,2255.0,0,2255.0,0.73,4412,81,0.884,0.0,5.1696999999999996e-05,0.99995
+96958,Existing Customer,39,M,1,Graduate,Single,$40K - $60K,Blue,33,6,1,2,2255.0,0,2255.0,0.73,4412,81,0.884,0.0,5.1697e-05,0.99995
 96959,Attrited Customer,55,F,3,,Single,Less than $40K,Blue,45,4,3,4,1741.0,0,1741.0,0.84,2546,42,0.4,0.0,0.9983,0.00169532
-96960,Attrited Customer,54,M,2,Uneducated,Married,$60K - $80K,Blue,35,4,3,4,2189.0,382,1807.0,0.884,2750,51,0.594,0.175,0.9981200000000001,0.00188031
+96960,Attrited Customer,54,M,2,Uneducated,Married,$60K - $80K,Blue,35,4,3,4,2189.0,382,1807.0,0.884,2750,51,0.594,0.175,0.99812,0.00188031
 96961,Existing Customer,40,F,3,Uneducated,Single,Less than $40K,Blue,36,6,1,3,2040.0,1084,956.0,0.672,4751,80,0.818,0.531,9.8837e-05,0.9999
-96962,Existing Customer,51,M,3,College,Married,$80K - $120K,Blue,40,6,3,3,1844.0,1232,612.0,0.588,4182,71,0.6509999999999999,0.6679999999999999,0.00030519,0.99969
-96963,Existing Customer,53,M,3,Graduate,Single,$60K - $80K,Blue,43,5,3,3,8404.0,1498,6906.0,0.922,4811,56,0.556,0.17800000000000002,0.0003139,0.99969
-96964,Existing Customer,47,F,3,Uneducated,Married,Less than $40K,Blue,36,5,1,1,1438.3,0,1438.3,0.647,4443,86,0.83,0.0,3.5437e-05,0.9999600000000001
-96965,Existing Customer,42,M,4,High School,Single,$80K - $120K,Blue,28,3,3,3,1944.0,1804,140.0,0.723,4682,90,0.667,0.9279999999999999,0.00030842,0.99969
-96966,Existing Customer,38,F,2,High School,Married,Less than $40K,Blue,36,6,4,3,1438.3,0,1438.3,0.6409999999999999,4707,88,0.6920000000000001,0.0,0.00035539,0.99964
-96967,Attrited Customer,49,M,3,Doctorate,Single,$40K - $60K,Blue,37,5,2,3,4354.0,0,4354.0,0.738,2750,59,0.6859999999999999,0.0,0.9965299999999999,0.00346592
+96962,Existing Customer,51,M,3,College,Married,$80K - $120K,Blue,40,6,3,3,1844.0,1232,612.0,0.588,4182,71,0.651,0.668,0.00030519,0.99969
+96963,Existing Customer,53,M,3,Graduate,Single,$60K - $80K,Blue,43,5,3,3,8404.0,1498,6906.0,0.922,4811,56,0.556,0.178,0.0003139,0.99969
+96964,Existing Customer,47,F,3,Uneducated,Married,Less than $40K,Blue,36,5,1,1,1438.3,0,1438.3,0.647,4443,86,0.83,0.0,3.5437e-05,0.99996
+96965,Existing Customer,42,M,4,High School,Single,$80K - $120K,Blue,28,3,3,3,1944.0,1804,140.0,0.723,4682,90,0.667,0.928,0.00030842,0.99969
+96966,Existing Customer,38,F,2,High School,Married,Less than $40K,Blue,36,6,4,3,1438.3,0,1438.3,0.641,4707,88,0.692,0.0,0.00035539,0.99964
+96967,Attrited Customer,49,M,3,Doctorate,Single,$40K - $60K,Blue,37,5,2,3,4354.0,0,4354.0,0.738,2750,59,0.686,0.0,0.99653,0.00346592
 96968,Existing Customer,51,F,1,High School,Married,Less than $40K,Blue,36,3,4,2,1857.0,1033,824.0,0.95,5149,90,0.636,0.556,0.00019835,0.9998
 96969,Existing Customer,54,F,5,,Married,Less than $40K,Blue,36,5,6,1,2708.0,1616,1092.0,0.669,4237,87,0.706,0.597,9.7174e-05,0.9999
-96970,Existing Customer,40,M,4,Graduate,Married,$60K - $80K,Blue,35,5,4,1,9974.0,2185,7789.0,0.852,4680,87,0.6729999999999999,0.21899999999999997,0.00013749,0.9998600000000001
-96971,Existing Customer,47,F,2,Uneducated,Single,Less than $40K,Blue,42,3,1,2,2271.0,2154,117.0,1.13,4150,69,0.865,0.948,5.663e-05,0.9999399999999999
+96970,Existing Customer,40,M,4,Graduate,Married,$60K - $80K,Blue,35,5,4,1,9974.0,2185,7789.0,0.852,4680,87,0.673,0.219,0.00013749,0.99986
+96971,Existing Customer,47,F,2,Uneducated,Single,Less than $40K,Blue,42,3,1,2,2271.0,2154,117.0,1.13,4150,69,0.865,0.948,5.663e-05,0.99994
 96972,Existing Customer,45,M,2,Uneducated,,$40K - $60K,Blue,37,6,4,1,2811.0,1630,1181.0,0.847,4275,78,0.733,0.58,0.00013479,0.99987
-96973,Existing Customer,47,M,4,Uneducated,Married,$60K - $80K,Blue,43,4,3,1,6519.0,1525,4994.0,0.8740000000000001,4495,81,1.025,0.23399999999999999,0.00011697,0.9998799999999999
-96974,Attrited Customer,57,M,2,Uneducated,,$80K - $120K,Blue,36,5,3,3,4316.0,0,4316.0,0.363,1920,53,0.47200000000000003,0.0,0.9968,0.00320374
-96975,Existing Customer,50,F,0,Graduate,Married,Less than $40K,Blue,36,3,3,3,1438.3,0,1438.3,0.718,3800,69,0.5329999999999999,0.0,0.0002596,0.99974
-96976,Attrited Customer,34,F,2,Graduate,Married,Less than $40K,Blue,23,6,2,2,3116.0,0,3116.0,0.698,2768,45,0.667,0.0,0.99129,0.008709999999999999
+96973,Existing Customer,47,M,4,Uneducated,Married,$60K - $80K,Blue,43,4,3,1,6519.0,1525,4994.0,0.874,4495,81,1.025,0.234,0.00011697,0.99988
+96974,Attrited Customer,57,M,2,Uneducated,,$80K - $120K,Blue,36,5,3,3,4316.0,0,4316.0,0.363,1920,53,0.472,0.0,0.9968,0.00320374
+96975,Existing Customer,50,F,0,Graduate,Married,Less than $40K,Blue,36,3,3,3,1438.3,0,1438.3,0.718,3800,69,0.533,0.0,0.0002596,0.99974
+96976,Attrited Customer,34,F,2,Graduate,Married,Less than $40K,Blue,23,6,2,2,3116.0,0,3116.0,0.698,2768,45,0.667,0.0,0.99129,0.00871
 96977,Attrited Customer,43,M,3,,Married,$120K +,Blue,34,4,3,2,24868.0,794,24074.0,0.649,2510,32,0.231,0.032,0.99515,0.00484967
-96978,Existing Customer,48,F,2,College,Married,Less than $40K,Blue,36,4,3,1,1438.3,0,1438.3,0.743,4913,82,0.8220000000000001,0.0,0.00010546,0.99989
-96979,Existing Customer,43,M,5,Graduate,Single,$40K - $60K,Blue,33,4,2,1,1438.3,0,1438.3,0.643,4509,80,0.569,0.0,7.0865e-05,0.9999299999999999
+96978,Existing Customer,48,F,2,College,Married,Less than $40K,Blue,36,4,3,1,1438.3,0,1438.3,0.743,4913,82,0.822,0.0,0.00010546,0.99989
+96979,Existing Customer,43,M,5,Graduate,Single,$40K - $60K,Blue,33,4,2,1,1438.3,0,1438.3,0.643,4509,80,0.569,0.0,7.0865e-05,0.99993
 96980,Existing Customer,39,F,2,High School,Single,Less than $40K,Blue,36,4,3,3,1438.3,855,583.3,0.662,4890,53,0.893,0.594,0.00029408,0.99971
-96981,Existing Customer,41,M,2,Graduate,Single,$40K - $60K,Silver,30,5,2,3,17706.0,1081,16625.0,1.087,3680,81,0.723,0.061,0.00017297,0.9998299999999999
-96982,Existing Customer,47,F,3,Uneducated,Married,Less than $40K,Blue,36,3,3,2,1819.0,1235,584.0,0.7979999999999999,4636,75,0.705,0.679,0.00019191,0.9998100000000001
-96983,Existing Customer,51,M,4,Graduate,Single,$120K +,Blue,39,6,4,1,19350.0,0,19350.0,0.982,4657,70,0.795,0.0,0.00013749,0.9998600000000001
-96984,Attrited Customer,34,F,1,Uneducated,,Less than $40K,Blue,25,1,2,3,3074.0,0,3074.0,0.718,2721,54,0.688,0.0,0.9946200000000001,0.005379999999999999
-96985,Existing Customer,42,F,3,,Married,Less than $40K,Blue,36,4,2,1,2281.0,1548,733.0,0.7390000000000001,4384,78,0.857,0.679,7.8291e-05,0.99992
+96981,Existing Customer,41,M,2,Graduate,Single,$40K - $60K,Silver,30,5,2,3,17706.0,1081,16625.0,1.087,3680,81,0.723,0.061,0.00017297,0.99983
+96982,Existing Customer,47,F,3,Uneducated,Married,Less than $40K,Blue,36,3,3,2,1819.0,1235,584.0,0.798,4636,75,0.705,0.679,0.00019191,0.99981
+96983,Existing Customer,51,M,4,Graduate,Single,$120K +,Blue,39,6,4,1,19350.0,0,19350.0,0.982,4657,70,0.795,0.0,0.00013749,0.99986
+96984,Attrited Customer,34,F,1,Uneducated,,Less than $40K,Blue,25,1,2,3,3074.0,0,3074.0,0.718,2721,54,0.688,0.0,0.99462,0.00538
+96985,Existing Customer,42,F,3,,Married,Less than $40K,Blue,36,4,2,1,2281.0,1548,733.0,0.739,4384,78,0.857,0.679,7.8291e-05,0.99992
 96986,Existing Customer,58,F,1,,Married,Less than $40K,Blue,46,6,3,3,3035.0,1779,1256.0,0.851,4999,83,0.93,0.586,0.00031211,0.99969
-96987,Existing Customer,38,F,2,Graduate,Married,Less than $40K,Blue,31,6,3,3,3222.0,0,3222.0,0.7859999999999999,5154,80,0.778,0.0,0.00030251,0.9997
+96987,Existing Customer,38,F,2,Graduate,Married,Less than $40K,Blue,31,6,3,3,3222.0,0,3222.0,0.786,5154,80,0.778,0.0,0.00030251,0.9997
 96988,Existing Customer,57,M,2,Uneducated,Single,$80K - $120K,Blue,43,6,3,1,12045.0,1749,10296.0,0.736,4884,86,0.87,0.145,0.00011153,0.99989
-96989,Attrited Customer,44,F,4,High School,Single,$40K - $60K,Blue,39,4,3,3,10587.0,2517,8070.0,1.052,2971,54,0.742,0.23800000000000002,0.99677,0.00323086
-96990,Existing Customer,42,M,1,Graduate,Single,$60K - $80K,Blue,37,4,1,1,2596.0,1210,1386.0,0.5489999999999999,4642,78,0.696,0.466,3.1176e-05,0.99997
-96991,Existing Customer,58,F,0,Graduate,Single,Less than $40K,Blue,36,5,3,1,3008.0,2517,491.0,0.674,4627,68,0.659,0.8370000000000001,9.308700000000001e-05,0.9999100000000001
-96992,Existing Customer,41,F,3,High School,Married,Less than $40K,Blue,30,4,4,2,3280.0,2327,953.0,0.784,4268,84,1.0,0.7090000000000001,0.00021928,0.9997799999999999
-96993,Existing Customer,33,F,4,Graduate,Married,Less than $40K,Blue,16,5,3,2,1438.3,611,827.3,0.6920000000000001,4688,89,0.816,0.425,0.00018864,0.9998100000000001
-96994,Existing Customer,48,F,2,,Married,Less than $40K,Blue,37,4,4,2,2835.0,1860,975.0,0.5710000000000001,4569,81,0.884,0.6559999999999999,0.00023893,0.99976
-96995,Existing Customer,60,M,1,Graduate,Single,$40K - $60K,Blue,48,3,1,3,1438.3,750,688.3,0.7709999999999999,4542,88,0.833,0.521,8.6952e-05,0.9999100000000001
+96989,Attrited Customer,44,F,4,High School,Single,$40K - $60K,Blue,39,4,3,3,10587.0,2517,8070.0,1.052,2971,54,0.742,0.238,0.99677,0.00323086
+96990,Existing Customer,42,M,1,Graduate,Single,$60K - $80K,Blue,37,4,1,1,2596.0,1210,1386.0,0.549,4642,78,0.696,0.466,3.1176e-05,0.99997
+96991,Existing Customer,58,F,0,Graduate,Single,Less than $40K,Blue,36,5,3,1,3008.0,2517,491.0,0.674,4627,68,0.659,0.837,9.3087e-05,0.99991
+96992,Existing Customer,41,F,3,High School,Married,Less than $40K,Blue,30,4,4,2,3280.0,2327,953.0,0.784,4268,84,1.0,0.709,0.00021928,0.99978
+96993,Existing Customer,33,F,4,Graduate,Married,Less than $40K,Blue,16,5,3,2,1438.3,611,827.3,0.692,4688,89,0.816,0.425,0.00018864,0.99981
+96994,Existing Customer,48,F,2,,Married,Less than $40K,Blue,37,4,4,2,2835.0,1860,975.0,0.571,4569,81,0.884,0.656,0.00023893,0.99976
+96995,Existing Customer,60,M,1,Graduate,Single,$40K - $60K,Blue,48,3,1,3,1438.3,750,688.3,0.771,4542,88,0.833,0.521,8.6952e-05,0.99991
 96996,Existing Customer,59,F,1,,Single,,Blue,48,4,2,3,5528.0,1823,3705.0,0.731,4857,81,0.723,0.33,0.00019751,0.9998
 96997,Existing Customer,56,F,3,Graduate,Married,Less than $40K,Blue,44,6,4,2,2030.0,1262,768.0,0.862,4851,84,0.867,0.622,0.00022556,0.99977
-96998,Existing Customer,41,F,1,Graduate,Married,$40K - $60K,Blue,32,6,3,1,2413.0,1627,786.0,0.726,5466,85,0.7709999999999999,0.674,0.00010182,0.9999
-96999,Existing Customer,36,M,3,,Single,$60K - $80K,Blue,21,4,2,3,7381.0,1608,5773.0,0.784,5638,86,0.654,0.218,0.00021834,0.9997799999999999
-97000,Attrited Customer,46,F,1,High School,Married,Less than $40K,Blue,42,5,4,1,1438.3,0,1438.3,0.637,1843,44,0.63,0.0,0.9917100000000001,0.00829
-97001,Existing Customer,52,F,0,Uneducated,Married,Less than $40K,Blue,34,4,4,3,2001.0,960,1041.0,0.6779999999999999,4026,86,0.83,0.48,0.00032257,0.9996799999999999
-97002,Attrited Customer,45,M,3,College,Married,$80K - $120K,Blue,36,3,2,2,3031.0,2517,514.0,0.409,2188,50,0.389,0.83,0.9913700000000001,0.00863
-97003,Existing Customer,47,M,2,,Married,$120K +,Blue,37,6,4,2,11354.0,0,11354.0,1.0070000000000001,3073,49,1.227,0.0,0.00023893,0.99976
+96998,Existing Customer,41,F,1,Graduate,Married,$40K - $60K,Blue,32,6,3,1,2413.0,1627,786.0,0.726,5466,85,0.771,0.674,0.00010182,0.9999
+96999,Existing Customer,36,M,3,,Single,$60K - $80K,Blue,21,4,2,3,7381.0,1608,5773.0,0.784,5638,86,0.654,0.218,0.00021834,0.99978
+97000,Attrited Customer,46,F,1,High School,Married,Less than $40K,Blue,42,5,4,1,1438.3,0,1438.3,0.637,1843,44,0.63,0.0,0.99171,0.00829
+97001,Existing Customer,52,F,0,Uneducated,Married,Less than $40K,Blue,34,4,4,3,2001.0,960,1041.0,0.678,4026,86,0.83,0.48,0.00032257,0.99968
+97002,Attrited Customer,45,M,3,College,Married,$80K - $120K,Blue,36,3,2,2,3031.0,2517,514.0,0.409,2188,50,0.389,0.83,0.99137,0.00863
+97003,Existing Customer,47,M,2,,Married,$120K +,Blue,37,6,4,2,11354.0,0,11354.0,1.007,3073,49,1.227,0.0,0.00023893,0.99976
 97004,Existing Customer,42,M,3,Doctorate,Divorced,$40K - $60K,Blue,36,3,2,1,2012.0,0,2012.0,0.31,3282,66,0.65,0.0,0.00010307,0.9999
 97005,Existing Customer,39,M,1,Post-Graduate,Single,$80K - $120K,Blue,29,6,2,2,23034.0,1992,21042.0,0.759,2514,32,0.684,0.086,0.00012571,0.99987
-97006,Existing Customer,40,M,2,,Single,$40K - $60K,Blue,36,6,6,1,4947.0,0,4947.0,0.7509999999999999,4497,84,0.826,0.0,9.4124e-05,0.9999100000000001
-97007,Existing Customer,50,F,3,Graduate,Married,$40K - $60K,Blue,39,4,3,3,1844.0,1388,456.0,0.9009999999999999,5056,81,0.8,0.753,0.0003139,0.99969
-97008,Existing Customer,40,F,2,Graduate,Single,,Blue,30,5,2,3,1438.3,0,1438.3,0.542,2258,59,0.7879999999999999,0.0,0.00019143,0.9998100000000001
-97009,Existing Customer,46,M,2,Graduate,Married,Less than $40K,Blue,39,3,3,3,4752.0,1400,3352.0,0.6459999999999999,3404,54,1.16,0.295,0.00030251,0.9997
-97010,Attrited Customer,38,M,3,College,Married,$60K - $80K,Blue,36,5,2,2,6114.0,1461,4653.0,0.772,2608,36,0.385,0.239,0.9913700000000001,0.00863
-97011,Attrited Customer,55,F,5,,Single,Less than $40K,Blue,36,4,2,3,1438.3,0,1438.3,0.5710000000000001,2244,54,0.929,0.0,0.9954200000000001,0.00458119
-97012,Existing Customer,37,F,4,,Single,Less than $40K,Blue,36,3,3,3,2286.0,0,2286.0,0.732,5199,83,0.8440000000000001,0.0,0.00034872,0.99965
-97013,Existing Customer,57,F,2,Post-Graduate,Single,$40K - $60K,Blue,36,3,4,2,4784.0,1629,3155.0,0.706,4912,82,0.7829999999999999,0.341,0.00025577,0.99974
-97014,Existing Customer,43,F,1,Uneducated,Married,Less than $40K,Blue,32,6,2,2,2667.0,1590,1077.0,0.8059999999999999,4596,85,0.574,0.596,0.00010985,0.99989
+97006,Existing Customer,40,M,2,,Single,$40K - $60K,Blue,36,6,6,1,4947.0,0,4947.0,0.751,4497,84,0.826,0.0,9.4124e-05,0.99991
+97007,Existing Customer,50,F,3,Graduate,Married,$40K - $60K,Blue,39,4,3,3,1844.0,1388,456.0,0.901,5056,81,0.8,0.753,0.0003139,0.99969
+97008,Existing Customer,40,F,2,Graduate,Single,,Blue,30,5,2,3,1438.3,0,1438.3,0.542,2258,59,0.788,0.0,0.00019143,0.99981
+97009,Existing Customer,46,M,2,Graduate,Married,Less than $40K,Blue,39,3,3,3,4752.0,1400,3352.0,0.646,3404,54,1.16,0.295,0.00030251,0.9997
+97010,Attrited Customer,38,M,3,College,Married,$60K - $80K,Blue,36,5,2,2,6114.0,1461,4653.0,0.772,2608,36,0.385,0.239,0.99137,0.00863
+97011,Attrited Customer,55,F,5,,Single,Less than $40K,Blue,36,4,2,3,1438.3,0,1438.3,0.571,2244,54,0.929,0.0,0.99542,0.00458119
+97012,Existing Customer,37,F,4,,Single,Less than $40K,Blue,36,3,3,3,2286.0,0,2286.0,0.732,5199,83,0.844,0.0,0.00034872,0.99965
+97013,Existing Customer,57,F,2,Post-Graduate,Single,$40K - $60K,Blue,36,3,4,2,4784.0,1629,3155.0,0.706,4912,82,0.783,0.341,0.00025577,0.99974
+97014,Existing Customer,43,F,1,Uneducated,Married,Less than $40K,Blue,32,6,2,2,2667.0,1590,1077.0,0.806,4596,85,0.574,0.596,0.00010985,0.99989
 97015,Existing Customer,54,F,2,College,Married,Less than $40K,Blue,48,3,2,2,2473.0,1745,728.0,0.769,4823,72,0.8,0.706,0.00011066,0.99989
-97016,Existing Customer,39,F,3,Doctorate,Married,Less than $40K,Blue,33,6,4,2,2001.0,1430,571.0,0.555,4509,69,0.6829999999999999,0.715,0.00032639,0.9996700000000001
-97017,Existing Customer,41,M,4,High School,Married,$120K +,Blue,35,5,4,2,18232.0,1140,17092.0,0.657,4775,84,1.1,0.063,0.00022162,0.9997799999999999
-97018,Existing Customer,45,F,4,Uneducated,Married,,Blue,39,6,3,1,1438.3,0,1438.3,0.825,4596,71,0.732,0.0,0.00011697,0.9998799999999999
-97019,Existing Customer,45,F,2,Uneducated,Married,Less than $40K,Blue,36,3,4,3,2918.0,1597,1321.0,0.884,4454,76,0.9,0.547,0.00037588,0.9996200000000001
-97020,Existing Customer,36,F,2,College,,Less than $40K,Blue,23,4,3,3,1924.0,971,953.0,0.8059999999999999,4951,96,0.6,0.505,0.00029411,0.99971
-97021,Existing Customer,50,F,2,Graduate,Married,Less than $40K,Blue,42,5,3,0,1770.0,1706,64.0,0.626,4940,94,0.774,0.9640000000000001,6.6354e-05,0.9999299999999999
-97022,Existing Customer,42,F,2,Graduate,Single,Less than $40K,Blue,27,5,3,3,2265.0,0,2265.0,0.603,3826,71,0.5429999999999999,0.0,0.00030251,0.9997
-97023,Existing Customer,59,M,0,High School,Married,$60K - $80K,Blue,48,3,1,3,3868.0,1384,2484.0,0.631,4716,79,0.5489999999999999,0.358,7.727899999999999e-05,0.99992
-97024,Attrited Customer,43,F,3,Graduate,Married,$40K - $60K,Blue,32,4,3,3,2701.0,2498,203.0,0.637,2678,37,0.609,0.925,0.9968299999999999,0.00317458
-97025,Existing Customer,33,M,1,High School,Divorced,$40K - $60K,Blue,28,6,1,3,2507.0,1592,915.0,0.691,4355,79,0.8370000000000001,0.635,8.453e-05,0.99992
-97026,Existing Customer,38,F,2,High School,Single,Less than $40K,Blue,20,4,3,3,2420.0,676,1744.0,0.782,3770,76,0.81,0.27899999999999997,0.00029408,0.99971
-97027,Attrited Customer,46,M,2,College,Married,$40K - $60K,Silver,34,5,3,4,16547.0,0,16547.0,0.242,1561,41,0.36700000000000005,0.0,0.9978,0.00220011
-97028,Existing Customer,44,F,3,Graduate,Married,Less than $40K,Blue,33,3,2,2,1621.0,0,1621.0,0.603,3764,76,0.52,0.0,0.00011811,0.9998799999999999
-97029,Existing Customer,59,M,1,,Single,$40K - $60K,Blue,51,3,4,3,3808.0,713,3095.0,0.787,4845,88,0.63,0.187,0.00037718,0.9996200000000001
-97030,Attrited Customer,49,F,1,Uneducated,Divorced,$40K - $60K,Blue,37,6,2,2,2173.0,0,2173.0,0.652,2379,57,0.7809999999999999,0.0,0.99098,0.00902
-97031,Existing Customer,50,F,1,Uneducated,Married,Less than $40K,Blue,36,5,2,1,2178.0,1731,447.0,0.6829999999999999,4275,71,0.69,0.795,6.6245e-05,0.9999299999999999
+97016,Existing Customer,39,F,3,Doctorate,Married,Less than $40K,Blue,33,6,4,2,2001.0,1430,571.0,0.555,4509,69,0.683,0.715,0.00032639,0.99967
+97017,Existing Customer,41,M,4,High School,Married,$120K +,Blue,35,5,4,2,18232.0,1140,17092.0,0.657,4775,84,1.1,0.063,0.00022162,0.99978
+97018,Existing Customer,45,F,4,Uneducated,Married,,Blue,39,6,3,1,1438.3,0,1438.3,0.825,4596,71,0.732,0.0,0.00011697,0.99988
+97019,Existing Customer,45,F,2,Uneducated,Married,Less than $40K,Blue,36,3,4,3,2918.0,1597,1321.0,0.884,4454,76,0.9,0.547,0.00037588,0.99962
+97020,Existing Customer,36,F,2,College,,Less than $40K,Blue,23,4,3,3,1924.0,971,953.0,0.806,4951,96,0.6,0.505,0.00029411,0.99971
+97021,Existing Customer,50,F,2,Graduate,Married,Less than $40K,Blue,42,5,3,0,1770.0,1706,64.0,0.626,4940,94,0.774,0.964,6.6354e-05,0.99993
+97022,Existing Customer,42,F,2,Graduate,Single,Less than $40K,Blue,27,5,3,3,2265.0,0,2265.0,0.603,3826,71,0.543,0.0,0.00030251,0.9997
+97023,Existing Customer,59,M,0,High School,Married,$60K - $80K,Blue,48,3,1,3,3868.0,1384,2484.0,0.631,4716,79,0.549,0.358,7.7279e-05,0.99992
+97024,Attrited Customer,43,F,3,Graduate,Married,$40K - $60K,Blue,32,4,3,3,2701.0,2498,203.0,0.637,2678,37,0.609,0.925,0.99683,0.00317458
+97025,Existing Customer,33,M,1,High School,Divorced,$40K - $60K,Blue,28,6,1,3,2507.0,1592,915.0,0.691,4355,79,0.837,0.635,8.453e-05,0.99992
+97026,Existing Customer,38,F,2,High School,Single,Less than $40K,Blue,20,4,3,3,2420.0,676,1744.0,0.782,3770,76,0.81,0.279,0.00029408,0.99971
+97027,Attrited Customer,46,M,2,College,Married,$40K - $60K,Silver,34,5,3,4,16547.0,0,16547.0,0.242,1561,41,0.367,0.0,0.9978,0.00220011
+97028,Existing Customer,44,F,3,Graduate,Married,Less than $40K,Blue,33,3,2,2,1621.0,0,1621.0,0.603,3764,76,0.52,0.0,0.00011811,0.99988
+97029,Existing Customer,59,M,1,,Single,$40K - $60K,Blue,51,3,4,3,3808.0,713,3095.0,0.787,4845,88,0.63,0.187,0.00037718,0.99962
+97030,Attrited Customer,49,F,1,Uneducated,Divorced,$40K - $60K,Blue,37,6,2,2,2173.0,0,2173.0,0.652,2379,57,0.781,0.0,0.99098,0.00902
+97031,Existing Customer,50,F,1,Uneducated,Married,Less than $40K,Blue,36,5,2,1,2178.0,1731,447.0,0.683,4275,71,0.69,0.795,6.6245e-05,0.99993
 97032,Existing Customer,41,F,4,College,Divorced,,Blue,36,3,1,1,1438.3,0,1438.3,0.841,4539,90,0.765,0.0,3.3866e-05,0.99997
-97033,Existing Customer,51,F,3,Uneducated,,Less than $40K,Blue,36,3,1,2,1750.0,813,937.0,0.76,4333,68,0.7,0.465,5.8763e-05,0.9999399999999999
+97033,Existing Customer,51,F,3,Uneducated,,Less than $40K,Blue,36,3,1,2,1750.0,813,937.0,0.76,4333,68,0.7,0.465,5.8763e-05,0.99994
 97034,Existing Customer,36,F,2,Graduate,Married,Less than $40K,Blue,26,3,3,2,1438.3,0,1438.3,0.61,4957,88,0.872,0.0,0.00017987,0.99982
 97035,Existing Customer,36,F,4,College,Married,Less than $40K,Blue,36,6,4,1,2466.0,1750,716.0,0.774,5005,76,0.767,0.71,0.00013367,0.99987
-97036,Existing Customer,37,F,2,High School,Single,Less than $40K,Blue,36,5,2,1,2535.0,1352,1183.0,0.509,3840,72,0.565,0.5329999999999999,6.6728e-05,0.9999299999999999
-97037,Existing Customer,39,F,4,Graduate,Married,$40K - $60K,Blue,29,4,4,3,2385.0,1971,414.0,0.613,3711,81,0.653,0.826,0.00038339999999999994,0.9996200000000001
-97038,Existing Customer,40,F,3,,Married,Less than $40K,Blue,31,5,6,1,1811.0,821,990.0,0.773,4290,73,0.78,0.45299999999999996,9.767e-05,0.9999
-97039,Existing Customer,45,M,4,High School,Single,$120K +,Blue,37,4,3,3,2701.0,1986,715.0,0.5379999999999999,4767,76,0.8540000000000001,0.735,0.00030842,0.99969
-97040,Existing Customer,46,F,4,High School,Married,Less than $40K,Blue,34,6,1,3,5387.0,1133,4254.0,0.652,4374,76,0.49,0.21,9.444700000000001e-05,0.9999100000000001
-97041,Attrited Customer,38,F,3,High School,Married,Less than $40K,Blue,27,4,3,3,1438.3,0,1438.3,0.73,2478,45,0.552,0.0,0.9967299999999999,0.00326528
-97042,Existing Customer,44,M,2,Post-Graduate,Married,$80K - $120K,Blue,37,5,1,1,34058.0,0,34058.0,0.552,4043,57,0.7809999999999999,0.0,3.9081999999999996e-05,0.9999600000000001
-97043,Existing Customer,42,F,2,Graduate,Married,$40K - $60K,Silver,36,6,2,1,16290.0,0,16290.0,0.758,4232,79,0.795,0.0,6.202100000000001e-05,0.9999399999999999
+97036,Existing Customer,37,F,2,High School,Single,Less than $40K,Blue,36,5,2,1,2535.0,1352,1183.0,0.509,3840,72,0.565,0.533,6.6728e-05,0.99993
+97037,Existing Customer,39,F,4,Graduate,Married,$40K - $60K,Blue,29,4,4,3,2385.0,1971,414.0,0.613,3711,81,0.653,0.826,0.0003834,0.99962
+97038,Existing Customer,40,F,3,,Married,Less than $40K,Blue,31,5,6,1,1811.0,821,990.0,0.773,4290,73,0.78,0.453,9.767e-05,0.9999
+97039,Existing Customer,45,M,4,High School,Single,$120K +,Blue,37,4,3,3,2701.0,1986,715.0,0.538,4767,76,0.854,0.735,0.00030842,0.99969
+97040,Existing Customer,46,F,4,High School,Married,Less than $40K,Blue,34,6,1,3,5387.0,1133,4254.0,0.652,4374,76,0.49,0.21,9.4447e-05,0.99991
+97041,Attrited Customer,38,F,3,High School,Married,Less than $40K,Blue,27,4,3,3,1438.3,0,1438.3,0.73,2478,45,0.552,0.0,0.99673,0.00326528
+97042,Existing Customer,44,M,2,Post-Graduate,Married,$80K - $120K,Blue,37,5,1,1,34058.0,0,34058.0,0.552,4043,57,0.781,0.0,3.9082e-05,0.99996
+97043,Existing Customer,42,F,2,Graduate,Married,$40K - $60K,Silver,36,6,2,1,16290.0,0,16290.0,0.758,4232,79,0.795,0.0,6.2021e-05,0.99994
 97044,Existing Customer,49,F,3,High School,Married,Less than $40K,Blue,45,3,3,2,1438.3,726,712.3,0.657,5208,93,0.755,0.505,0.00018145,0.99982
-97045,Existing Customer,55,F,3,Graduate,Single,Less than $40K,Blue,36,4,1,3,2069.0,1028,1041.0,0.648,4414,82,0.7829999999999999,0.49700000000000005,9.612600000000001e-05,0.9999
-97046,Attrited Customer,56,F,1,Post-Graduate,Married,Less than $40K,Blue,36,6,2,2,2802.0,2256,546.0,0.615,2371,46,0.353,0.805,0.99211,0.007890000000000001
-97047,Existing Customer,39,F,1,Graduate,Single,Less than $40K,Blue,31,5,2,1,3390.0,2222,1168.0,0.768,5001,82,0.8220000000000001,0.655,6.4428e-05,0.9999399999999999
-97048,Existing Customer,48,F,2,Post-Graduate,Divorced,,Blue,37,3,4,2,3745.0,1291,2454.0,0.631,4956,88,0.7959999999999999,0.345,0.00025577,0.99974
-97049,Existing Customer,42,M,2,Graduate,Single,$80K - $120K,Blue,36,6,3,1,26690.0,0,26690.0,1.1440000000000001,4363,76,1.054,0.0,0.00010848,0.99989
-97050,Attrited Customer,58,F,1,,Single,,Blue,50,5,2,2,8513.0,799,7714.0,0.451,2119,37,0.542,0.094,0.99156,0.008440000000000001
-97051,Existing Customer,36,F,4,,Single,Less than $40K,Blue,26,3,2,3,1438.3,0,1438.3,0.8270000000000001,4886,85,0.7709999999999999,0.0,0.00022068,0.9997799999999999
-97052,Attrited Customer,55,F,1,Uneducated,Married,Less than $40K,Blue,36,5,3,2,2258.0,2000,258.0,0.611,2500,42,0.68,0.8859999999999999,0.9942700000000001,0.00573
-97053,Attrited Customer,41,F,3,,Married,Less than $40K,Blue,30,5,3,3,1654.0,0,1654.0,0.32899999999999996,1730,30,0.364,0.0,0.99711,0.00288892
-97054,Existing Customer,51,F,3,College,Divorced,$40K - $60K,Blue,31,6,2,2,2768.0,1329,1439.0,0.6990000000000001,4275,78,0.8140000000000001,0.48,0.00011483,0.99989
-97055,Existing Customer,43,M,1,College,Married,$80K - $120K,Blue,23,5,2,1,14566.0,1045,13521.0,0.41700000000000004,4480,77,0.7909999999999999,0.07200000000000001,6.2639e-05,0.9999399999999999
+97045,Existing Customer,55,F,3,Graduate,Single,Less than $40K,Blue,36,4,1,3,2069.0,1028,1041.0,0.648,4414,82,0.783,0.497,9.6126e-05,0.9999
+97046,Attrited Customer,56,F,1,Post-Graduate,Married,Less than $40K,Blue,36,6,2,2,2802.0,2256,546.0,0.615,2371,46,0.353,0.805,0.99211,0.00789
+97047,Existing Customer,39,F,1,Graduate,Single,Less than $40K,Blue,31,5,2,1,3390.0,2222,1168.0,0.768,5001,82,0.822,0.655,6.4428e-05,0.99994
+97048,Existing Customer,48,F,2,Post-Graduate,Divorced,,Blue,37,3,4,2,3745.0,1291,2454.0,0.631,4956,88,0.796,0.345,0.00025577,0.99974
+97049,Existing Customer,42,M,2,Graduate,Single,$80K - $120K,Blue,36,6,3,1,26690.0,0,26690.0,1.144,4363,76,1.054,0.0,0.00010848,0.99989
+97050,Attrited Customer,58,F,1,,Single,,Blue,50,5,2,2,8513.0,799,7714.0,0.451,2119,37,0.542,0.094,0.99156,0.00844
+97051,Existing Customer,36,F,4,,Single,Less than $40K,Blue,26,3,2,3,1438.3,0,1438.3,0.827,4886,85,0.771,0.0,0.00022068,0.99978
+97052,Attrited Customer,55,F,1,Uneducated,Married,Less than $40K,Blue,36,5,3,2,2258.0,2000,258.0,0.611,2500,42,0.68,0.886,0.99427,0.00573
+97053,Attrited Customer,41,F,3,,Married,Less than $40K,Blue,30,5,3,3,1654.0,0,1654.0,0.329,1730,30,0.364,0.0,0.99711,0.00288892
+97054,Existing Customer,51,F,3,College,Divorced,$40K - $60K,Blue,31,6,2,2,2768.0,1329,1439.0,0.699,4275,78,0.814,0.48,0.00011483,0.99989
+97055,Existing Customer,43,M,1,College,Married,$80K - $120K,Blue,23,5,2,1,14566.0,1045,13521.0,0.417,4480,77,0.791,0.072,6.2639e-05,0.99994
 97056,Existing Customer,35,F,3,Graduate,Single,$40K - $60K,Blue,28,5,6,2,3250.0,1560,1690.0,0.634,4673,73,0.698,0.48,0.00014734,0.99985
 97057,Existing Customer,37,F,1,Uneducated,Single,Less than $40K,Blue,30,3,2,3,2353.0,1095,1258.0,0.941,5038,84,0.75,0.465,0.00018475,0.99982
-97058,Existing Customer,59,F,0,College,Married,$40K - $60K,Blue,53,3,2,0,1438.3,0,1438.3,0.8959999999999999,4457,79,0.927,0.0,3.5028000000000004e-05,0.9999600000000001
-97059,Existing Customer,59,M,1,Graduate,Married,$40K - $60K,Blue,53,5,1,2,4188.0,2200,1988.0,0.867,4911,86,0.72,0.525,5.1696999999999996e-05,0.99995
-97060,Attrited Customer,45,M,4,Graduate,Married,$80K - $120K,Blue,35,2,3,3,23542.0,1307,22235.0,0.462,2152,46,0.43799999999999994,0.055999999999999994,0.9968600000000001,0.00314112
-97061,Existing Customer,57,M,1,High School,Single,$120K +,Blue,47,4,4,2,9272.0,982,8290.0,0.6509999999999999,4649,89,0.816,0.106,0.00019835,0.9998
+97058,Existing Customer,59,F,0,College,Married,$40K - $60K,Blue,53,3,2,0,1438.3,0,1438.3,0.896,4457,79,0.927,0.0,3.5028e-05,0.99996
+97059,Existing Customer,59,M,1,Graduate,Married,$40K - $60K,Blue,53,5,1,2,4188.0,2200,1988.0,0.867,4911,86,0.72,0.525,5.1697e-05,0.99995
+97060,Attrited Customer,45,M,4,Graduate,Married,$80K - $120K,Blue,35,2,3,3,23542.0,1307,22235.0,0.462,2152,46,0.438,0.056,0.99686,0.00314112
+97061,Existing Customer,57,M,1,High School,Single,$120K +,Blue,47,4,4,2,9272.0,982,8290.0,0.651,4649,89,0.816,0.106,0.00019835,0.9998
 97062,Existing Customer,36,F,3,High School,Married,Less than $40K,Blue,28,3,1,1,1967.0,0,1967.0,0.73,4620,77,0.878,0.0,3.3505e-05,0.99997
 97063,Attrited Customer,52,F,1,Uneducated,Single,Less than $40K,Blue,37,5,3,4,1717.0,0,1717.0,1.028,3004,46,0.586,0.0,0.998,0.002003
-97064,Existing Customer,45,M,3,Graduate,Single,$60K - $80K,Silver,34,5,1,1,34516.0,1664,32852.0,0.73,4912,80,0.7390000000000001,0.048,3.1141e-05,0.99997
+97064,Existing Customer,45,M,3,Graduate,Single,$60K - $80K,Silver,34,5,1,1,34516.0,1664,32852.0,0.73,4912,80,0.739,0.048,3.1141e-05,0.99997
 97065,Existing Customer,50,M,1,Doctorate,Single,$80K - $120K,Blue,41,5,4,2,5068.0,991,4077.0,0.736,5173,64,0.6,0.196,0.00029525,0.9997
-97066,Existing Customer,46,F,3,College,Married,Less than $40K,Blue,39,3,2,3,1438.3,0,1438.3,0.7859999999999999,4370,79,0.795,0.0,0.00019313,0.9998100000000001
+97066,Existing Customer,46,F,3,College,Married,Less than $40K,Blue,39,3,2,3,1438.3,0,1438.3,0.786,4370,79,0.795,0.0,0.00019313,0.99981
 97067,Existing Customer,55,F,1,Uneducated,Divorced,$40K - $60K,Blue,47,3,2,3,2697.0,1863,834.0,0.735,4615,81,0.688,0.691,0.00018475,0.99982
-97068,Existing Customer,51,M,1,High School,Married,Less than $40K,Blue,41,3,4,3,1438.3,0,1438.3,0.623,4312,81,0.723,0.0,0.00033359,0.9996700000000001
-97069,Attrited Customer,44,F,0,College,Married,Less than $40K,Blue,40,5,4,2,7499.0,1083,6416.0,0.716,2478,45,0.667,0.14400000000000002,0.9945200000000001,0.00548
-97070,Attrited Customer,39,M,4,Post-Graduate,Married,$120K +,Blue,29,6,3,3,8700.0,1742,6958.0,0.45399999999999996,2306,50,0.613,0.2,0.9973299999999999,0.00267072
+97068,Existing Customer,51,M,1,High School,Married,Less than $40K,Blue,41,3,4,3,1438.3,0,1438.3,0.623,4312,81,0.723,0.0,0.00033359,0.99967
+97069,Attrited Customer,44,F,0,College,Married,Less than $40K,Blue,40,5,4,2,7499.0,1083,6416.0,0.716,2478,45,0.667,0.144,0.99452,0.00548
+97070,Attrited Customer,39,M,4,Post-Graduate,Married,$120K +,Blue,29,6,3,3,8700.0,1742,6958.0,0.454,2306,50,0.613,0.2,0.99733,0.00267072
 97071,Attrited Customer,55,M,3,,Single,$60K - $80K,Blue,35,3,3,3,14266.0,1341,12925.0,0.309,1625,34,0.36,0.094,0.99711,0.00288892
-97072,Existing Customer,46,M,0,Graduate,Single,$120K +,Blue,36,6,2,1,2692.0,1631,1061.0,0.99,4619,83,0.6940000000000001,0.606,5.8902e-05,0.9999399999999999
-97073,Existing Customer,54,F,3,College,Single,Less than $40K,Blue,36,4,4,2,2957.0,1408,1549.0,0.667,4280,82,0.7829999999999999,0.47600000000000003,0.00021930000000000002,0.9997799999999999
-97074,Existing Customer,50,F,2,,Single,Less than $40K,Blue,32,4,3,1,1438.3,0,1438.3,0.815,4598,78,0.902,0.0,0.00011924,0.9998799999999999
-97075,Existing Customer,51,F,3,High School,Married,Less than $40K,Blue,36,4,2,1,3007.0,2517,490.0,0.733,4985,84,1.0,0.8370000000000001,6.9242e-05,0.9999299999999999
+97072,Existing Customer,46,M,0,Graduate,Single,$120K +,Blue,36,6,2,1,2692.0,1631,1061.0,0.99,4619,83,0.694,0.606,5.8902e-05,0.99994
+97073,Existing Customer,54,F,3,College,Single,Less than $40K,Blue,36,4,4,2,2957.0,1408,1549.0,0.667,4280,82,0.783,0.476,0.0002193,0.99978
+97074,Existing Customer,50,F,2,,Single,Less than $40K,Blue,32,4,3,1,1438.3,0,1438.3,0.815,4598,78,0.902,0.0,0.00011924,0.99988
+97075,Existing Customer,51,F,3,High School,Married,Less than $40K,Blue,36,4,2,1,3007.0,2517,490.0,0.733,4985,84,1.0,0.837,6.9242e-05,0.99993
 97076,Existing Customer,41,F,3,High School,Married,,Blue,24,3,1,1,3427.0,1419,2008.0,0.685,4218,74,0.805,0.414,3.3505e-05,0.99997
-97077,Existing Customer,59,M,1,,Married,$60K - $80K,Blue,48,5,3,3,1438.3,642,796.3,0.9259999999999999,5177,79,0.6459999999999999,0.446,0.00031211,0.99969
-97078,Existing Customer,47,F,3,Uneducated,Married,Less than $40K,Blue,33,4,5,2,2990.0,890,2100.0,0.711,4757,79,0.8370000000000001,0.298,0.00021435,0.99979
+97077,Existing Customer,59,M,1,,Married,$60K - $80K,Blue,48,5,3,3,1438.3,642,796.3,0.926,5177,79,0.646,0.446,0.00031211,0.99969
+97078,Existing Customer,47,F,3,Uneducated,Married,Less than $40K,Blue,33,4,5,2,2990.0,890,2100.0,0.711,4757,79,0.837,0.298,0.00021435,0.99979
 97079,Attrited Customer,61,M,0,Graduate,Married,$60K - $80K,Blue,56,6,2,3,9918.0,850,9068.0,0.688,2485,40,0.29,0.086,0.99395,0.00605
-97080,Existing Customer,50,F,2,High School,Married,,Blue,41,3,1,1,8159.0,2277,5882.0,0.7490000000000001,4402,64,0.684,0.27899999999999997,3.2288e-05,0.99997
+97080,Existing Customer,50,F,2,High School,Married,,Blue,41,3,1,1,8159.0,2277,5882.0,0.749,4402,64,0.684,0.279,3.2288e-05,0.99997
 97081,Existing Customer,53,M,2,Graduate,Single,$120K +,Blue,36,3,2,2,18551.0,1434,17117.0,1.149,5364,90,0.765,0.077,0.00011382,0.99989
-97082,Existing Customer,31,F,0,Graduate,Married,Less than $40K,Blue,20,5,1,1,1438.3,0,1438.3,0.6890000000000001,4397,86,0.755,0.0,2.8501e-05,0.99997
-97083,Attrited Customer,51,M,2,Graduate,Single,$80K - $120K,Blue,31,5,3,2,1438.3,327,1111.3,0.528,1783,40,0.48100000000000004,0.22699999999999998,0.9944700000000001,0.005529999999999999
-97084,Existing Customer,60,M,2,Graduate,Single,$60K - $80K,Blue,48,3,4,1,10886.0,1145,9741.0,0.7490000000000001,3488,66,0.535,0.105,0.0001311,0.99987
-97085,Existing Customer,59,F,0,High School,Single,,Blue,36,4,3,1,10457.0,2148,8309.0,0.737,4649,74,0.9470000000000001,0.205,9.049299999999999e-05,0.9999100000000001
-97086,Existing Customer,60,M,0,,Single,$40K - $60K,Blue,46,6,2,1,1781.0,1551,230.0,0.722,3527,66,0.61,0.871,6.4745e-05,0.9999399999999999
+97082,Existing Customer,31,F,0,Graduate,Married,Less than $40K,Blue,20,5,1,1,1438.3,0,1438.3,0.689,4397,86,0.755,0.0,2.8501e-05,0.99997
+97083,Attrited Customer,51,M,2,Graduate,Single,$80K - $120K,Blue,31,5,3,2,1438.3,327,1111.3,0.528,1783,40,0.481,0.227,0.99447,0.00553
+97084,Existing Customer,60,M,2,Graduate,Single,$60K - $80K,Blue,48,3,4,1,10886.0,1145,9741.0,0.749,3488,66,0.535,0.105,0.0001311,0.99987
+97085,Existing Customer,59,F,0,High School,Single,,Blue,36,4,3,1,10457.0,2148,8309.0,0.737,4649,74,0.947,0.205,9.0493e-05,0.99991
+97086,Existing Customer,60,M,0,,Single,$40K - $60K,Blue,46,6,2,1,1781.0,1551,230.0,0.722,3527,66,0.61,0.871,6.4745e-05,0.99994
 97087,Existing Customer,50,M,2,,Married,$120K +,Blue,43,3,2,1,34516.0,1156,33360.0,0.633,3974,65,0.585,0.033,7.5449e-05,0.99992
 97088,Existing Customer,42,F,3,Graduate,Married,Less than $40K,Blue,33,6,3,3,2363.0,1495,868.0,0.531,4420,65,0.711,0.633,0.0003139,0.99969
-97089,Existing Customer,54,F,4,Post-Graduate,Married,Less than $40K,Blue,49,3,3,2,2802.0,2219,583.0,0.7959999999999999,5924,88,0.63,0.792,0.00022196,0.9997799999999999
-97090,Existing Customer,42,F,4,High School,Married,Less than $40K,Blue,31,5,1,2,1640.0,888,752.0,0.715,4074,73,0.872,0.541,5.6153e-05,0.9999399999999999
-97091,Attrited Customer,48,F,3,Uneducated,Married,Less than $40K,Blue,41,5,3,2,4960.0,0,4960.0,0.882,2430,48,0.5479999999999999,0.0,0.99482,0.00518
+97089,Existing Customer,54,F,4,Post-Graduate,Married,Less than $40K,Blue,49,3,3,2,2802.0,2219,583.0,0.796,5924,88,0.63,0.792,0.00022196,0.99978
+97090,Existing Customer,42,F,4,High School,Married,Less than $40K,Blue,31,5,1,2,1640.0,888,752.0,0.715,4074,73,0.872,0.541,5.6153e-05,0.99994
+97091,Attrited Customer,48,F,3,Uneducated,Married,Less than $40K,Blue,41,5,3,2,4960.0,0,4960.0,0.882,2430,48,0.548,0.0,0.99482,0.00518
 97092,Existing Customer,50,M,4,Graduate,Married,$80K - $120K,Blue,38,5,1,3,4601.0,2517,2084.0,0.775,5056,80,0.778,0.547,9.7154e-05,0.9999
-97093,Existing Customer,48,M,5,,,$60K - $80K,Blue,36,4,1,2,4100.0,1956,2144.0,0.617,3584,61,0.743,0.47700000000000004,6.250199999999999e-05,0.9999399999999999
-97094,Existing Customer,52,F,3,Graduate,Married,$40K - $60K,Blue,47,3,2,0,2741.0,1639,1102.0,0.644,5077,87,0.74,0.598,4.3568e-05,0.9999600000000001
-97095,Attrited Customer,46,F,4,Graduate,Married,$40K - $60K,Blue,34,5,3,1,4152.0,1446,2706.0,0.826,2218,30,0.304,0.348,0.99129,0.008709999999999999
-97096,Existing Customer,50,F,2,Uneducated,Married,Less than $40K,Blue,44,3,1,2,3386.0,2517,869.0,0.743,4890,65,0.667,0.743,5.663e-05,0.9999399999999999
-97097,Attrited Customer,62,M,0,College,,$40K - $60K,Blue,56,2,6,2,3477.0,0,3477.0,0.436,2113,40,0.7390000000000001,0.0,0.9916299999999999,0.00837
-97098,Existing Customer,50,M,4,High School,Married,$80K - $120K,Blue,41,6,3,3,23209.0,1308,21901.0,0.498,3530,71,0.578,0.055999999999999994,0.00030842,0.99969
-97099,Existing Customer,50,F,3,Graduate,Married,$40K - $60K,Blue,39,5,3,2,12610.0,1123,11487.0,0.853,4199,67,0.595,0.08900000000000001,0.00018665,0.9998100000000001
-97100,Existing Customer,48,F,4,High School,Married,Less than $40K,Blue,38,5,1,1,2090.0,793,1297.0,0.64,4619,78,0.733,0.379,3.3863000000000004e-05,0.99997
-97101,Existing Customer,46,M,2,Graduate,Married,$40K - $60K,Blue,39,4,3,1,1610.0,0,1610.0,0.6890000000000001,4958,87,0.7759999999999999,0.0,0.00010848,0.99989
-97102,Attrited Customer,40,M,3,Graduate,Married,$120K +,Blue,27,5,3,2,2269.0,0,2269.0,0.5720000000000001,2108,39,0.56,0.0,0.99467,0.00533
-97103,Attrited Customer,40,F,2,College,,Less than $40K,Blue,36,6,1,3,2387.0,2013,374.0,0.449,2134,41,0.9520000000000001,0.843,0.9890200000000001,0.01098
-97104,Existing Customer,54,F,3,Graduate,Single,$40K - $60K,Blue,39,3,4,1,4036.0,1329,2707.0,0.738,5315,82,0.708,0.32899999999999996,0.00013603,0.9998600000000001
-97105,Attrited Customer,54,F,5,High School,Married,,Blue,44,5,3,3,5342.0,605,4737.0,0.691,2426,46,0.39399999999999996,0.113,0.99672,0.00328187
-97106,Attrited Customer,54,F,2,Graduate,,Less than $40K,Blue,46,5,3,2,1695.0,913,782.0,0.449,2130,48,0.5,0.539,0.9944700000000001,0.005529999999999999
-97107,Existing Customer,37,F,3,Doctorate,Married,Less than $40K,Blue,36,3,5,2,1438.3,0,1438.3,0.861,4314,82,0.8640000000000001,0.0,0.00030166,0.9997
-97108,Existing Customer,38,F,2,High School,Married,$40K - $60K,Blue,27,3,2,3,1776.0,1586,190.0,0.7979999999999999,4350,71,0.868,0.893,0.0001861,0.9998100000000001
+97093,Existing Customer,48,M,5,,,$60K - $80K,Blue,36,4,1,2,4100.0,1956,2144.0,0.617,3584,61,0.743,0.477,6.2502e-05,0.99994
+97094,Existing Customer,52,F,3,Graduate,Married,$40K - $60K,Blue,47,3,2,0,2741.0,1639,1102.0,0.644,5077,87,0.74,0.598,4.3568e-05,0.99996
+97095,Attrited Customer,46,F,4,Graduate,Married,$40K - $60K,Blue,34,5,3,1,4152.0,1446,2706.0,0.826,2218,30,0.304,0.348,0.99129,0.00871
+97096,Existing Customer,50,F,2,Uneducated,Married,Less than $40K,Blue,44,3,1,2,3386.0,2517,869.0,0.743,4890,65,0.667,0.743,5.663e-05,0.99994
+97097,Attrited Customer,62,M,0,College,,$40K - $60K,Blue,56,2,6,2,3477.0,0,3477.0,0.436,2113,40,0.739,0.0,0.99163,0.00837
+97098,Existing Customer,50,M,4,High School,Married,$80K - $120K,Blue,41,6,3,3,23209.0,1308,21901.0,0.498,3530,71,0.578,0.056,0.00030842,0.99969
+97099,Existing Customer,50,F,3,Graduate,Married,$40K - $60K,Blue,39,5,3,2,12610.0,1123,11487.0,0.853,4199,67,0.595,0.089,0.00018665,0.99981
+97100,Existing Customer,48,F,4,High School,Married,Less than $40K,Blue,38,5,1,1,2090.0,793,1297.0,0.64,4619,78,0.733,0.379,3.3863e-05,0.99997
+97101,Existing Customer,46,M,2,Graduate,Married,$40K - $60K,Blue,39,4,3,1,1610.0,0,1610.0,0.689,4958,87,0.776,0.0,0.00010848,0.99989
+97102,Attrited Customer,40,M,3,Graduate,Married,$120K +,Blue,27,5,3,2,2269.0,0,2269.0,0.572,2108,39,0.56,0.0,0.99467,0.00533
+97103,Attrited Customer,40,F,2,College,,Less than $40K,Blue,36,6,1,3,2387.0,2013,374.0,0.449,2134,41,0.952,0.843,0.98902,0.01098
+97104,Existing Customer,54,F,3,Graduate,Single,$40K - $60K,Blue,39,3,4,1,4036.0,1329,2707.0,0.738,5315,82,0.708,0.329,0.00013603,0.99986
+97105,Attrited Customer,54,F,5,High School,Married,,Blue,44,5,3,3,5342.0,605,4737.0,0.691,2426,46,0.394,0.113,0.99672,0.00328187
+97106,Attrited Customer,54,F,2,Graduate,,Less than $40K,Blue,46,5,3,2,1695.0,913,782.0,0.449,2130,48,0.5,0.539,0.99447,0.00553
+97107,Existing Customer,37,F,3,Doctorate,Married,Less than $40K,Blue,36,3,5,2,1438.3,0,1438.3,0.861,4314,82,0.864,0.0,0.00030166,0.9997
+97108,Existing Customer,38,F,2,High School,Married,$40K - $60K,Blue,27,3,2,3,1776.0,1586,190.0,0.798,4350,71,0.868,0.893,0.0001861,0.99981
 97109,Existing Customer,42,F,3,High School,Married,$40K - $60K,Blue,29,4,3,2,5640.0,0,5640.0,0.77,4739,80,0.86,0.0,0.00018145,0.99982
 97110,Existing Customer,42,F,1,College,Divorced,Less than $40K,Blue,22,5,3,2,2403.0,1105,1298.0,0.735,4186,77,0.711,0.46,0.00016415,0.99984
-97111,Existing Customer,45,F,4,College,Married,Less than $40K,Blue,36,5,1,2,3349.0,2517,832.0,0.7859999999999999,4405,55,1.391,0.752,5.6158e-05,0.9999399999999999
-97112,Attrited Customer,54,F,1,Graduate,Married,Less than $40K,Blue,50,3,3,3,3173.0,2517,656.0,0.619,2763,51,0.821,0.7929999999999999,0.99649,0.00350838
+97111,Existing Customer,45,F,4,College,Married,Less than $40K,Blue,36,5,1,2,3349.0,2517,832.0,0.786,4405,55,1.391,0.752,5.6158e-05,0.99994
+97112,Attrited Customer,54,F,1,Graduate,Married,Less than $40K,Blue,50,3,3,3,3173.0,2517,656.0,0.619,2763,51,0.821,0.793,0.99649,0.00350838
 97113,Attrited Customer,43,M,5,High School,,$80K - $120K,Blue,38,3,3,2,1504.0,0,1504.0,0.987,2530,43,0.344,0.0,0.99449,0.00551
-97114,Attrited Customer,45,F,3,Graduate,Divorced,$40K - $60K,Blue,41,1,3,3,1477.0,0,1477.0,0.768,2214,43,0.654,0.0,0.9968299999999999,0.00317458
-97115,Existing Customer,49,F,2,College,Single,Less than $40K,Blue,41,6,3,1,2018.0,1366,652.0,0.9640000000000001,4842,69,0.5,0.677,0.00010546,0.99989
-97116,Existing Customer,41,M,3,Graduate,Married,$120K +,Silver,36,3,3,2,34516.0,1453,33063.0,0.35700000000000004,4147,76,0.9490000000000001,0.042,0.00016865,0.9998299999999999
-97117,Existing Customer,44,F,4,Graduate,Married,,Blue,34,6,4,2,2105.0,0,2105.0,0.6559999999999999,4190,67,0.914,0.0,0.00022797,0.99977
+97114,Attrited Customer,45,F,3,Graduate,Divorced,$40K - $60K,Blue,41,1,3,3,1477.0,0,1477.0,0.768,2214,43,0.654,0.0,0.99683,0.00317458
+97115,Existing Customer,49,F,2,College,Single,Less than $40K,Blue,41,6,3,1,2018.0,1366,652.0,0.964,4842,69,0.5,0.677,0.00010546,0.99989
+97116,Existing Customer,41,M,3,Graduate,Married,$120K +,Silver,36,3,3,2,34516.0,1453,33063.0,0.357,4147,76,0.949,0.042,0.00016865,0.99983
+97117,Existing Customer,44,F,4,Graduate,Married,,Blue,34,6,4,2,2105.0,0,2105.0,0.656,4190,67,0.914,0.0,0.00022797,0.99977
 97118,Existing Customer,46,F,2,Uneducated,Divorced,,Blue,40,5,2,3,20080.0,0,20080.0,0.56,4620,70,0.667,0.0,0.00019683,0.9998
-97119,Existing Customer,39,F,1,Graduate,,Less than $40K,Blue,36,3,4,1,6690.0,1912,4778.0,0.609,3875,60,0.5379999999999999,0.28600000000000003,0.00012305,0.9998799999999999
-97120,Existing Customer,46,M,3,Graduate,,$80K - $120K,Blue,37,6,4,3,1530.0,0,1530.0,0.635,4256,78,0.773,0.0,0.00037935,0.9996200000000001
-97121,Existing Customer,58,M,1,Post-Graduate,Single,$80K - $120K,Blue,41,4,2,1,2915.0,1494,1421.0,0.861,4235,73,0.825,0.513,7.581100000000001e-05,0.99992
-97122,Existing Customer,47,F,3,Graduate,Divorced,Less than $40K,Blue,42,3,4,0,1438.3,0,1438.3,0.635,4735,87,0.6729999999999999,0.0,8.3212e-05,0.99992
+97119,Existing Customer,39,F,1,Graduate,,Less than $40K,Blue,36,3,4,1,6690.0,1912,4778.0,0.609,3875,60,0.538,0.286,0.00012305,0.99988
+97120,Existing Customer,46,M,3,Graduate,,$80K - $120K,Blue,37,6,4,3,1530.0,0,1530.0,0.635,4256,78,0.773,0.0,0.00037935,0.99962
+97121,Existing Customer,58,M,1,Post-Graduate,Single,$80K - $120K,Blue,41,4,2,1,2915.0,1494,1421.0,0.861,4235,73,0.825,0.513,7.5811e-05,0.99992
+97122,Existing Customer,47,F,3,Graduate,Divorced,Less than $40K,Blue,42,3,4,0,1438.3,0,1438.3,0.635,4735,87,0.673,0.0,8.3212e-05,0.99992
 97123,Attrited Customer,56,F,2,High School,Single,Less than $40K,Blue,42,5,4,2,2423.0,268,2155.0,0.804,2516,59,0.639,0.111,0.99529,0.00470886
-97124,Existing Customer,54,M,4,Uneducated,Single,$80K - $120K,Blue,42,5,2,2,11742.0,0,11742.0,0.621,4053,70,0.556,0.0,0.00012274,0.9998799999999999
-97125,Existing Customer,51,F,2,High School,Single,Less than $40K,Blue,47,5,2,3,3069.0,2517,552.0,0.73,4512,83,0.7659999999999999,0.82,0.0001861,0.9998100000000001
-97126,Existing Customer,58,F,2,High School,Divorced,,Gold,36,5,4,3,34516.0,1864,32652.0,0.664,3595,52,0.733,0.054000000000000006,0.00040944,0.99959
+97124,Existing Customer,54,M,4,Uneducated,Single,$80K - $120K,Blue,42,5,2,2,11742.0,0,11742.0,0.621,4053,70,0.556,0.0,0.00012274,0.99988
+97125,Existing Customer,51,F,2,High School,Single,Less than $40K,Blue,47,5,2,3,3069.0,2517,552.0,0.73,4512,83,0.766,0.82,0.0001861,0.99981
+97126,Existing Customer,58,F,2,High School,Divorced,,Gold,36,5,4,3,34516.0,1864,32652.0,0.664,3595,52,0.733,0.054,0.00040944,0.99959
 97127,Existing Customer,36,F,4,Uneducated,Married,$40K - $60K,Blue,31,5,2,3,2517.0,1336,1181.0,0.755,5211,83,0.804,0.531,0.00020643,0.99979
-97128,Existing Customer,52,F,1,,Single,Less than $40K,Blue,43,6,2,1,1438.3,773,665.3,1.138,4890,63,0.909,0.537,7.0819e-05,0.9999299999999999
+97128,Existing Customer,52,F,1,,Single,Less than $40K,Blue,43,6,2,1,1438.3,773,665.3,1.138,4890,63,0.909,0.537,7.0819e-05,0.99993
 97129,Existing Customer,45,F,3,Graduate,Married,$40K - $60K,Blue,36,3,3,1,2216.0,1992,224.0,0.789,4103,77,0.711,0.899,0.00011256,0.99989
-97130,Existing Customer,51,M,0,Doctorate,Single,$60K - $80K,Blue,36,6,2,3,3232.0,1346,1886.0,0.6970000000000001,5102,69,0.643,0.41600000000000004,0.00023771,0.99976
+97130,Existing Customer,51,M,0,Doctorate,Single,$60K - $80K,Blue,36,6,2,3,3232.0,1346,1886.0,0.697,5102,69,0.643,0.416,0.00023771,0.99976
 97131,Existing Customer,54,F,1,College,Single,Less than $40K,Blue,41,5,2,2,3478.0,941,2537.0,0.711,4607,83,0.93,0.271,0.00010387,0.9999
 97132,Existing Customer,50,F,3,Post-Graduate,Single,,Blue,36,5,4,3,1814.0,0,1814.0,0.852,5014,99,0.623,0.0,0.00044634,0.99955
-97133,Existing Customer,37,F,2,Graduate,Married,Less than $40K,Blue,25,4,2,1,1438.3,0,1438.3,0.741,4513,75,0.7440000000000001,0.0,6.864e-05,0.9999299999999999
+97133,Existing Customer,37,F,2,Graduate,Married,Less than $40K,Blue,25,4,2,1,1438.3,0,1438.3,0.741,4513,75,0.744,0.0,6.864e-05,0.99993
 97134,Existing Customer,42,F,4,,Single,Less than $40K,Blue,30,3,2,1,1446.0,621,825.0,0.826,4860,68,0.7,0.429,7.9128e-05,0.99992
-97135,Existing Customer,47,F,5,High School,Single,Less than $40K,Blue,37,5,2,3,1493.0,0,1493.0,0.605,4655,95,0.638,0.0,0.00019213,0.9998100000000001
-97136,Existing Customer,45,F,4,Graduate,Married,$40K - $60K,Blue,34,4,4,2,4244.0,1066,3178.0,0.606,4016,89,0.8540000000000001,0.251,0.00022797,0.99977
-97137,Existing Customer,40,M,5,High School,Single,$40K - $60K,Blue,20,5,2,1,2984.0,1879,1105.0,0.675,4813,83,0.7290000000000001,0.63,6.889e-05,0.9999299999999999
-97138,Existing Customer,48,M,3,,Single,$80K - $120K,Blue,36,3,4,2,2713.0,2201,512.0,0.716,4220,79,0.612,0.8109999999999999,0.00024793,0.99975
-97139,Existing Customer,42,F,2,,Single,$40K - $60K,Blue,34,4,4,3,2471.0,1658,813.0,0.682,4406,62,0.6759999999999999,0.6709999999999999,0.00040183,0.9996
-97140,Existing Customer,47,M,1,College,Married,$60K - $80K,Silver,42,6,4,2,27437.0,0,27437.0,0.872,4660,79,0.6809999999999999,0.0,0.00017924,0.99982
-97141,Existing Customer,54,F,4,College,Single,Less than $40K,Blue,46,3,2,1,4166.0,989,3177.0,0.9670000000000001,4584,70,1.258,0.237,6.998800000000001e-05,0.9999299999999999
+97135,Existing Customer,47,F,5,High School,Single,Less than $40K,Blue,37,5,2,3,1493.0,0,1493.0,0.605,4655,95,0.638,0.0,0.00019213,0.99981
+97136,Existing Customer,45,F,4,Graduate,Married,$40K - $60K,Blue,34,4,4,2,4244.0,1066,3178.0,0.606,4016,89,0.854,0.251,0.00022797,0.99977
+97137,Existing Customer,40,M,5,High School,Single,$40K - $60K,Blue,20,5,2,1,2984.0,1879,1105.0,0.675,4813,83,0.729,0.63,6.889e-05,0.99993
+97138,Existing Customer,48,M,3,,Single,$80K - $120K,Blue,36,3,4,2,2713.0,2201,512.0,0.716,4220,79,0.612,0.811,0.00024793,0.99975
+97139,Existing Customer,42,F,2,,Single,$40K - $60K,Blue,34,4,4,3,2471.0,1658,813.0,0.682,4406,62,0.676,0.671,0.00040183,0.9996
+97140,Existing Customer,47,M,1,College,Married,$60K - $80K,Silver,42,6,4,2,27437.0,0,27437.0,0.872,4660,79,0.681,0.0,0.00017924,0.99982
+97141,Existing Customer,54,F,4,College,Single,Less than $40K,Blue,46,3,2,1,4166.0,989,3177.0,0.967,4584,70,1.258,0.237,6.9988e-05,0.99993
 97142,Existing Customer,38,M,1,Graduate,,$40K - $60K,Blue,27,5,6,0,13100.0,1436,11664.0,0.519,3201,78,0.5,0.11,4.9165e-05,0.99995
 97143,Attrited Customer,43,M,3,College,Married,$60K - $80K,Blue,36,2,3,3,1438.3,0,1438.3,0.539,1707,38,1.111,0.0,0.99674,0.00326498
-97144,Existing Customer,43,F,3,High School,,Less than $40K,Blue,36,6,2,3,2242.0,0,2242.0,0.6579999999999999,4845,66,0.941,0.0,0.00019311,0.9998100000000001
-97145,Attrited Customer,37,F,3,High School,Married,,Blue,30,3,3,3,9874.0,0,9874.0,0.491,2446,47,0.5670000000000001,0.0,0.9967299999999999,0.00326528
-97146,Existing Customer,41,F,4,High School,Single,$40K - $60K,Blue,30,5,3,3,4432.0,1335,3097.0,0.7140000000000001,4144,79,0.7559999999999999,0.301,0.00030842,0.99969
+97144,Existing Customer,43,F,3,High School,,Less than $40K,Blue,36,6,2,3,2242.0,0,2242.0,0.658,4845,66,0.941,0.0,0.00019311,0.99981
+97145,Attrited Customer,37,F,3,High School,Married,,Blue,30,3,3,3,9874.0,0,9874.0,0.491,2446,47,0.567,0.0,0.99673,0.00326528
+97146,Existing Customer,41,F,4,High School,Single,$40K - $60K,Blue,30,5,3,3,4432.0,1335,3097.0,0.714,4144,79,0.756,0.301,0.00030842,0.99969
 97147,Existing Customer,45,F,3,,Single,Less than $40K,Blue,34,6,4,2,4975.0,1221,3754.0,0.602,4776,68,0.889,0.245,0.00024793,0.99975
-97148,Existing Customer,49,F,3,,Married,Less than $40K,Blue,38,6,5,1,2652.0,1581,1071.0,0.738,4747,80,0.778,0.596,0.00013819,0.9998600000000001
-97149,Existing Customer,54,F,2,Graduate,Single,Less than $40K,Blue,36,3,1,2,2043.0,1597,446.0,0.8140000000000001,3553,61,0.6940000000000001,0.782,5.5077e-05,0.9999399999999999
+97148,Existing Customer,49,F,3,,Married,Less than $40K,Blue,38,6,5,1,2652.0,1581,1071.0,0.738,4747,80,0.778,0.596,0.00013819,0.99986
+97149,Existing Customer,54,F,2,Graduate,Single,Less than $40K,Blue,36,3,1,2,2043.0,1597,446.0,0.814,3553,61,0.694,0.782,5.5077e-05,0.99994
 97150,Attrited Customer,45,M,4,High School,Divorced,Less than $40K,Blue,34,4,2,3,3489.0,2517,972.0,0.721,2684,39,0.56,0.721,0.9949,0.0051
-97151,Existing Customer,52,M,1,,Married,$80K - $120K,Blue,36,4,2,2,14858.0,1594,13264.0,0.51,4286,72,0.636,0.107,0.00011743,0.9998799999999999
-97152,Existing Customer,40,F,4,High School,Married,$40K - $60K,Blue,27,5,2,2,2822.0,2182,640.0,0.768,5371,93,0.8240000000000001,0.773,0.00011604,0.9998799999999999
+97151,Existing Customer,52,M,1,,Married,$80K - $120K,Blue,36,4,2,2,14858.0,1594,13264.0,0.51,4286,72,0.636,0.107,0.00011743,0.99988
+97152,Existing Customer,40,F,4,High School,Married,$40K - $60K,Blue,27,5,2,2,2822.0,2182,640.0,0.768,5371,93,0.824,0.773,0.00011604,0.99988
 97153,Existing Customer,54,F,4,College,Single,Less than $40K,Blue,44,3,3,2,2901.0,2517,384.0,0.608,4731,83,0.804,0.868,0.0001834,0.99982
-97154,Existing Customer,52,F,4,Post-Graduate,Married,Less than $40K,Blue,36,5,3,3,1594.0,0,1594.0,0.47200000000000003,4653,65,0.667,0.0,0.00037329,0.9996299999999999
-97155,Existing Customer,58,F,0,High School,Married,Less than $40K,Blue,36,3,3,1,2241.0,1670,571.0,0.7040000000000001,4653,75,0.63,0.745,9.049299999999999e-05,0.9999100000000001
-97156,Existing Customer,51,F,2,Graduate,Single,Less than $40K,Blue,39,3,4,2,2581.0,1722,859.0,0.765,4431,79,0.7170000000000001,0.667,0.00021738,0.9997799999999999
-97157,Existing Customer,40,M,2,Graduate,Married,$120K +,Blue,33,6,4,1,14713.0,905,13808.0,0.8170000000000001,4125,82,0.8220000000000001,0.062,0.0001311,0.99987
-97158,Attrited Customer,49,F,3,,Married,Less than $40K,Blue,33,6,3,3,2910.0,0,2910.0,0.789,2648,41,0.46399999999999997,0.0,0.99711,0.00288892
-97159,Existing Customer,39,F,3,High School,Single,,Blue,36,3,3,3,2366.0,1927,439.0,0.631,3659,66,0.833,0.8140000000000001,0.00030516,0.99969
-97160,Attrited Customer,54,F,0,Doctorate,Single,Less than $40K,Blue,36,4,3,2,2708.0,0,2708.0,0.6729999999999999,2321,45,0.552,0.0,0.99554,0.00445616
-97161,Existing Customer,42,M,3,High School,Married,$80K - $120K,Blue,36,5,4,3,1681.0,0,1681.0,0.9940000000000001,5416,82,0.9520000000000001,0.0,0.00036878,0.9996299999999999
-97162,Existing Customer,40,F,4,,Single,Less than $40K,Blue,32,6,1,1,2594.0,2159,435.0,0.792,3872,71,0.511,0.8320000000000001,3.8289e-05,0.9999600000000001
-97163,Existing Customer,41,F,4,,Single,$40K - $60K,Blue,31,5,1,2,2128.0,1383,745.0,0.679,3968,81,0.7609999999999999,0.65,6.3492e-05,0.9999399999999999
+97154,Existing Customer,52,F,4,Post-Graduate,Married,Less than $40K,Blue,36,5,3,3,1594.0,0,1594.0,0.472,4653,65,0.667,0.0,0.00037329,0.99963
+97155,Existing Customer,58,F,0,High School,Married,Less than $40K,Blue,36,3,3,1,2241.0,1670,571.0,0.704,4653,75,0.63,0.745,9.0493e-05,0.99991
+97156,Existing Customer,51,F,2,Graduate,Single,Less than $40K,Blue,39,3,4,2,2581.0,1722,859.0,0.765,4431,79,0.717,0.667,0.00021738,0.99978
+97157,Existing Customer,40,M,2,Graduate,Married,$120K +,Blue,33,6,4,1,14713.0,905,13808.0,0.817,4125,82,0.822,0.062,0.0001311,0.99987
+97158,Attrited Customer,49,F,3,,Married,Less than $40K,Blue,33,6,3,3,2910.0,0,2910.0,0.789,2648,41,0.464,0.0,0.99711,0.00288892
+97159,Existing Customer,39,F,3,High School,Single,,Blue,36,3,3,3,2366.0,1927,439.0,0.631,3659,66,0.833,0.814,0.00030516,0.99969
+97160,Attrited Customer,54,F,0,Doctorate,Single,Less than $40K,Blue,36,4,3,2,2708.0,0,2708.0,0.673,2321,45,0.552,0.0,0.99554,0.00445616
+97161,Existing Customer,42,M,3,High School,Married,$80K - $120K,Blue,36,5,4,3,1681.0,0,1681.0,0.994,5416,82,0.952,0.0,0.00036878,0.99963
+97162,Existing Customer,40,F,4,,Single,Less than $40K,Blue,32,6,1,1,2594.0,2159,435.0,0.792,3872,71,0.511,0.832,3.8289e-05,0.99996
+97163,Existing Customer,41,F,4,,Single,$40K - $60K,Blue,31,5,1,2,2128.0,1383,745.0,0.679,3968,81,0.761,0.65,6.3492e-05,0.99994
 97164,Existing Customer,50,F,1,Uneducated,Married,Less than $40K,Blue,38,3,3,3,1438.3,0,1438.3,0.679,4594,86,0.72,0.0,0.00029196,0.99971
-97165,Attrited Customer,47,M,2,Doctorate,Divorced,$80K - $120K,Blue,32,1,3,3,1438.3,0,1438.3,0.45399999999999996,2388,42,0.5,0.0,0.99772,0.00227837
-97166,Existing Customer,46,M,3,High School,Married,$60K - $80K,Blue,36,4,3,1,4696.0,0,4696.0,0.732,4828,62,1.5830000000000002,0.0,0.00010943,0.99989
-97167,Attrited Customer,52,F,3,Graduate,Married,Less than $40K,Blue,36,5,3,3,2566.0,1079,1487.0,0.5539999999999999,2340,36,0.5,0.42,0.9968299999999999,0.00317458
+97165,Attrited Customer,47,M,2,Doctorate,Divorced,$80K - $120K,Blue,32,1,3,3,1438.3,0,1438.3,0.454,2388,42,0.5,0.0,0.99772,0.00227837
+97166,Existing Customer,46,M,3,High School,Married,$60K - $80K,Blue,36,4,3,1,4696.0,0,4696.0,0.732,4828,62,1.583,0.0,0.00010943,0.99989
+97167,Attrited Customer,52,F,3,Graduate,Married,Less than $40K,Blue,36,5,3,3,2566.0,1079,1487.0,0.554,2340,36,0.5,0.42,0.99683,0.00317458
 97168,Existing Customer,53,F,2,,Married,,Blue,36,3,4,3,2592.0,1364,1228.0,0.679,4208,68,0.7,0.526,0.00040183,0.9996
-97169,Existing Customer,56,F,1,,Single,Less than $40K,Blue,50,4,4,1,1698.0,0,1698.0,0.847,4371,74,0.897,0.0,0.00013526,0.9998600000000001
-97170,Existing Customer,57,F,2,Graduate,Married,$40K - $60K,Blue,47,5,2,2,4682.0,1010,3672.0,0.638,4322,83,0.6940000000000001,0.21600000000000003,0.00011382,0.99989
-97171,Existing Customer,56,F,2,Uneducated,Married,$40K - $60K,Blue,44,6,1,2,4439.0,1513,2926.0,0.752,4532,95,0.696,0.341,5.663e-05,0.9999399999999999
-97172,Existing Customer,34,F,1,Uneducated,Single,Less than $40K,Blue,25,6,1,2,2689.0,1618,1071.0,0.5870000000000001,4237,79,0.6809999999999999,0.602,5.3155e-05,0.99995
-97173,Existing Customer,46,M,2,High School,Married,$80K - $120K,Blue,30,6,3,1,11670.0,915,10755.0,0.892,4277,89,0.8540000000000001,0.078,0.00010545,0.99989
-97174,Existing Customer,47,F,4,High School,Single,$40K - $60K,Blue,36,3,1,1,1596.0,0,1596.0,0.7879999999999999,5678,81,0.8,0.0,3.3863000000000004e-05,0.99997
-97175,Attrited Customer,40,F,4,,Married,$40K - $60K,Blue,30,1,3,4,3356.0,2517,839.0,0.583,2032,39,0.147,0.75,0.9983200000000001,0.00167742
-97176,Existing Customer,53,M,0,High School,Married,$60K - $80K,Blue,46,4,4,2,1590.0,0,1590.0,0.556,4229,73,1.0859999999999999,0.0,0.00018134,0.99982
-97177,Existing Customer,55,M,2,Graduate,Single,$80K - $120K,Blue,46,5,5,2,4994.0,0,4994.0,0.7170000000000001,4802,81,0.7609999999999999,0.0,0.00020089999999999998,0.9998
+97169,Existing Customer,56,F,1,,Single,Less than $40K,Blue,50,4,4,1,1698.0,0,1698.0,0.847,4371,74,0.897,0.0,0.00013526,0.99986
+97170,Existing Customer,57,F,2,Graduate,Married,$40K - $60K,Blue,47,5,2,2,4682.0,1010,3672.0,0.638,4322,83,0.694,0.216,0.00011382,0.99989
+97171,Existing Customer,56,F,2,Uneducated,Married,$40K - $60K,Blue,44,6,1,2,4439.0,1513,2926.0,0.752,4532,95,0.696,0.341,5.663e-05,0.99994
+97172,Existing Customer,34,F,1,Uneducated,Single,Less than $40K,Blue,25,6,1,2,2689.0,1618,1071.0,0.587,4237,79,0.681,0.602,5.3155e-05,0.99995
+97173,Existing Customer,46,M,2,High School,Married,$80K - $120K,Blue,30,6,3,1,11670.0,915,10755.0,0.892,4277,89,0.854,0.078,0.00010545,0.99989
+97174,Existing Customer,47,F,4,High School,Single,$40K - $60K,Blue,36,3,1,1,1596.0,0,1596.0,0.788,5678,81,0.8,0.0,3.3863e-05,0.99997
+97175,Attrited Customer,40,F,4,,Married,$40K - $60K,Blue,30,1,3,4,3356.0,2517,839.0,0.583,2032,39,0.147,0.75,0.99832,0.00167742
+97176,Existing Customer,53,M,0,High School,Married,$60K - $80K,Blue,46,4,4,2,1590.0,0,1590.0,0.556,4229,73,1.086,0.0,0.00018134,0.99982
+97177,Existing Customer,55,M,2,Graduate,Single,$80K - $120K,Blue,46,5,5,2,4994.0,0,4994.0,0.717,4802,81,0.761,0.0,0.0002009,0.9998
 97178,Existing Customer,51,F,3,Graduate,Married,$40K - $60K,Silver,44,4,2,3,16406.0,0,16406.0,0.627,4075,75,0.63,0.0,0.00017949,0.99982
-97179,Existing Customer,52,F,2,,Married,Less than $40K,Blue,36,6,3,1,2451.0,1733,718.0,0.7240000000000001,5283,90,0.698,0.7070000000000001,0.00011924,0.9998799999999999
-97180,Existing Customer,40,M,2,Uneducated,Married,$80K - $120K,Blue,29,5,2,3,9109.0,1347,7762.0,0.695,3991,84,0.867,0.14800000000000002,0.00019683,0.9998
-97181,Existing Customer,45,F,1,,Single,Less than $40K,Blue,36,3,4,1,2632.0,1480,1152.0,0.588,4787,89,0.679,0.562,0.00013526,0.9998600000000001
-97182,Attrited Customer,46,F,3,Graduate,Married,Less than $40K,Blue,34,3,3,1,1438.3,0,1438.3,0.7140000000000001,2658,43,0.654,0.0,0.9912,0.0088
-97183,Existing Customer,38,F,3,Graduate,Married,Less than $40K,Blue,36,5,4,3,1757.0,1352,405.0,0.879,4121,81,0.42100000000000004,0.769,0.00037935,0.9996200000000001
-97184,Existing Customer,46,F,1,,Single,Less than $40K,Blue,40,6,4,3,2711.0,1793,918.0,0.6809999999999999,5084,79,0.7170000000000001,0.6609999999999999,0.00037718,0.9996200000000001
-97185,Existing Customer,47,F,4,High School,Divorced,Less than $40K,Blue,36,5,4,2,2776.0,1341,1435.0,0.7440000000000001,4318,68,0.943,0.483,0.00022162,0.9997799999999999
-97186,Existing Customer,44,F,2,Uneducated,Married,$40K - $60K,Blue,35,3,2,1,1438.3,1091,347.3,0.7020000000000001,4988,90,0.731,0.759,7.057600000000001e-05,0.9999299999999999
-97187,Attrited Customer,36,M,3,Graduate,Married,$80K - $120K,Blue,21,5,3,2,5015.0,1963,3052.0,0.8809999999999999,2491,43,0.87,0.391,0.99467,0.00533
-97188,Existing Customer,40,M,4,Graduate,Single,$60K - $80K,Blue,36,3,2,2,8529.0,901,7628.0,0.764,4252,68,0.511,0.106,0.00011937,0.9998799999999999
-97189,Existing Customer,49,F,0,Graduate,Married,Less than $40K,Blue,30,3,2,0,1604.0,1112,492.0,0.618,4253,68,0.7440000000000001,0.693,3.6029000000000004e-05,0.9999600000000001
+97179,Existing Customer,52,F,2,,Married,Less than $40K,Blue,36,6,3,1,2451.0,1733,718.0,0.724,5283,90,0.698,0.707,0.00011924,0.99988
+97180,Existing Customer,40,M,2,Uneducated,Married,$80K - $120K,Blue,29,5,2,3,9109.0,1347,7762.0,0.695,3991,84,0.867,0.148,0.00019683,0.9998
+97181,Existing Customer,45,F,1,,Single,Less than $40K,Blue,36,3,4,1,2632.0,1480,1152.0,0.588,4787,89,0.679,0.562,0.00013526,0.99986
+97182,Attrited Customer,46,F,3,Graduate,Married,Less than $40K,Blue,34,3,3,1,1438.3,0,1438.3,0.714,2658,43,0.654,0.0,0.9912,0.0088
+97183,Existing Customer,38,F,3,Graduate,Married,Less than $40K,Blue,36,5,4,3,1757.0,1352,405.0,0.879,4121,81,0.421,0.769,0.00037935,0.99962
+97184,Existing Customer,46,F,1,,Single,Less than $40K,Blue,40,6,4,3,2711.0,1793,918.0,0.681,5084,79,0.717,0.661,0.00037718,0.99962
+97185,Existing Customer,47,F,4,High School,Divorced,Less than $40K,Blue,36,5,4,2,2776.0,1341,1435.0,0.744,4318,68,0.943,0.483,0.00022162,0.99978
+97186,Existing Customer,44,F,2,Uneducated,Married,$40K - $60K,Blue,35,3,2,1,1438.3,1091,347.3,0.702,4988,90,0.731,0.759,7.0576e-05,0.99993
+97187,Attrited Customer,36,M,3,Graduate,Married,$80K - $120K,Blue,21,5,3,2,5015.0,1963,3052.0,0.881,2491,43,0.87,0.391,0.99467,0.00533
+97188,Existing Customer,40,M,4,Graduate,Single,$60K - $80K,Blue,36,3,2,2,8529.0,901,7628.0,0.764,4252,68,0.511,0.106,0.00011937,0.99988
+97189,Existing Customer,49,F,0,Graduate,Married,Less than $40K,Blue,30,3,2,0,1604.0,1112,492.0,0.618,4253,68,0.744,0.693,3.6029e-05,0.99996
 97190,Existing Customer,56,F,1,College,Married,,Blue,36,6,2,2,4263.0,0,4263.0,0.64,4876,70,1.188,0.0,0.00010387,0.9999
-97191,Existing Customer,45,F,1,Graduate,Married,Less than $40K,Blue,40,5,3,2,2493.0,1655,838.0,0.907,4473,76,0.9,0.664,0.00016883,0.9998299999999999
-97192,Attrited Customer,38,F,2,High School,Single,Less than $40K,Blue,33,3,3,3,1568.0,0,1568.0,0.611,2812,59,0.7879999999999999,0.0,0.99661,0.00338788
-97193,Existing Customer,43,F,3,Uneducated,Single,Less than $40K,Blue,38,6,1,2,1521.0,0,1521.0,0.7909999999999999,4880,79,0.5489999999999999,0.0,5.8763e-05,0.9999399999999999
+97191,Existing Customer,45,F,1,Graduate,Married,Less than $40K,Blue,40,5,3,2,2493.0,1655,838.0,0.907,4473,76,0.9,0.664,0.00016883,0.99983
+97192,Attrited Customer,38,F,2,High School,Single,Less than $40K,Blue,33,3,3,3,1568.0,0,1568.0,0.611,2812,59,0.788,0.0,0.99661,0.00338788
+97193,Existing Customer,43,F,3,Uneducated,Single,Less than $40K,Blue,38,6,1,2,1521.0,0,1521.0,0.791,4880,79,0.549,0.0,5.8763e-05,0.99994
 97194,Existing Customer,48,M,2,Graduate,Single,$40K - $60K,Blue,31,6,3,3,3261.0,1730,1531.0,0.682,4242,65,0.667,0.531,0.00030251,0.9997
-97195,Existing Customer,39,F,2,,Single,Less than $40K,Blue,25,4,2,1,1781.0,935,846.0,0.868,5093,77,0.9740000000000001,0.525,7.5449e-05,0.99992
-97196,Existing Customer,62,F,1,,Single,Less than $40K,Blue,55,6,1,1,5284.0,2517,2767.0,0.674,4525,63,0.537,0.47600000000000003,3.4268000000000005e-05,0.99997
+97195,Existing Customer,39,F,2,,Single,Less than $40K,Blue,25,4,2,1,1781.0,935,846.0,0.868,5093,77,0.974,0.525,7.5449e-05,0.99992
+97196,Existing Customer,62,F,1,,Single,Less than $40K,Blue,55,6,1,1,5284.0,2517,2767.0,0.674,4525,63,0.537,0.476,3.4268e-05,0.99997
 97197,Attrited Customer,47,F,3,Graduate,Married,,Blue,36,3,3,1,5590.0,0,5590.0,0.01,1507,32,0.0,0.0,0.9912,0.0088
-97198,Existing Customer,57,F,1,High School,Married,,Blue,36,5,2,3,1734.0,980,754.0,0.639,4313,92,0.917,0.565,0.00017468,0.9998299999999999
-97199,Existing Customer,48,F,5,,Single,,Blue,36,4,2,3,7645.0,931,6714.0,0.894,5016,73,0.622,0.122,0.00021724,0.9997799999999999
+97198,Existing Customer,57,F,1,High School,Married,,Blue,36,5,2,3,1734.0,980,754.0,0.639,4313,92,0.917,0.565,0.00017468,0.99983
+97199,Existing Customer,48,F,5,,Single,,Blue,36,4,2,3,7645.0,931,6714.0,0.894,5016,73,0.622,0.122,0.00021724,0.99978
 97200,Existing Customer,48,F,1,Uneducated,,$40K - $60K,Blue,39,6,4,2,1438.3,1218,220.3,0.752,4600,76,0.617,0.847,0.00020979,0.99979
-97201,Existing Customer,34,F,1,Graduate,,Less than $40K,Blue,23,4,1,1,2207.0,1527,680.0,0.861,4159,64,1.133,0.6920000000000001,3.1176e-05,0.99997
-97202,Existing Customer,46,F,1,College,Married,Less than $40K,Blue,23,5,2,1,1723.0,1010,713.0,0.7040000000000001,4112,82,0.8640000000000001,0.586,6.2639e-05,0.9999399999999999
-97203,Existing Customer,49,F,2,Post-Graduate,Married,Less than $40K,Blue,44,4,4,2,1644.0,0,1644.0,1.033,4898,82,0.7829999999999999,0.0,0.00025577,0.99974
+97201,Existing Customer,34,F,1,Graduate,,Less than $40K,Blue,23,4,1,1,2207.0,1527,680.0,0.861,4159,64,1.133,0.692,3.1176e-05,0.99997
+97202,Existing Customer,46,F,1,College,Married,Less than $40K,Blue,23,5,2,1,1723.0,1010,713.0,0.704,4112,82,0.864,0.586,6.2639e-05,0.99994
+97203,Existing Customer,49,F,2,Post-Graduate,Married,Less than $40K,Blue,44,4,4,2,1644.0,0,1644.0,1.033,4898,82,0.783,0.0,0.00025577,0.99974
 97204,Attrited Customer,48,F,4,College,Married,Less than $40K,Blue,37,3,2,3,1745.0,0,1745.0,0.657,2297,44,0.63,0.0,0.9949,0.0051
-97205,Existing Customer,42,F,3,Graduate,Single,$40K - $60K,Blue,33,6,2,3,3376.0,1661,1715.0,0.618,4629,75,0.9229999999999999,0.49200000000000005,0.00019864,0.9998
-97206,Existing Customer,47,M,3,Graduate,Married,$60K - $80K,Blue,29,4,3,3,7298.0,0,7298.0,0.589,4512,72,0.7559999999999999,0.0,0.0003139,0.99969
-97207,Attrited Customer,45,M,3,Graduate,Single,$80K - $120K,Blue,39,1,3,3,8383.0,0,8383.0,0.809,2600,44,0.517,0.0,0.9968299999999999,0.00317458
-97208,Existing Customer,41,M,4,High School,,$40K - $60K,Blue,29,5,4,2,3600.0,746,2854.0,0.8240000000000001,4184,61,0.6940000000000001,0.207,0.00022162,0.9997799999999999
-97209,Existing Customer,45,F,4,High School,Single,$40K - $60K,Blue,29,3,2,1,4595.0,1781,2814.0,0.708,3746,68,0.545,0.38799999999999996,6.9982e-05,0.9999299999999999
-97210,Existing Customer,57,M,0,Uneducated,Divorced,$80K - $120K,Blue,39,4,4,3,2795.0,1832,963.0,0.8390000000000001,4679,67,0.861,0.655,0.00032257,0.9996799999999999
-97211,Existing Customer,49,F,2,Uneducated,Single,Less than $40K,Blue,39,6,1,3,1768.0,0,1768.0,0.7879999999999999,4628,90,0.8370000000000001,0.0,9.5249e-05,0.9999
-97212,Existing Customer,50,F,2,Uneducated,Single,Less than $40K,Blue,45,4,2,3,1780.0,893,887.0,0.609,4630,73,0.5870000000000001,0.502,0.00019683,0.9998
-97213,Existing Customer,51,F,3,Graduate,Divorced,Less than $40K,Blue,39,5,4,3,2987.0,1764,1223.0,0.6859999999999999,4339,72,0.6,0.591,0.00037935,0.9996200000000001
-97214,Existing Customer,44,F,4,Uneducated,Single,,Blue,24,6,3,2,2717.0,1720,997.0,0.8690000000000001,4196,71,0.614,0.633,0.00019396,0.9998100000000001
-97215,Existing Customer,40,F,4,Uneducated,Married,,Blue,36,3,3,1,2887.0,0,2887.0,0.581,3941,82,1.158,0.0,0.00011697,0.9998799999999999
-97216,Existing Customer,37,F,2,Graduate,Married,Less than $40K,Blue,32,6,1,3,1438.3,0,1438.3,0.7070000000000001,4733,89,0.816,0.0,9.2637e-05,0.9999100000000001
-97217,Existing Customer,46,M,3,,Married,$80K - $120K,Blue,40,6,1,1,10879.0,860,10019.0,0.9740000000000001,4629,69,0.725,0.079,3.7884e-05,0.9999600000000001
-97218,Existing Customer,39,F,1,Graduate,Single,Less than $40K,Blue,28,5,3,3,1809.0,1181,628.0,0.6559999999999999,4452,83,0.596,0.653,0.00028395,0.99972
-97219,Attrited Customer,38,F,2,,Married,$40K - $60K,Blue,28,6,2,2,1628.0,0,1628.0,0.8759999999999999,2527,41,0.64,0.0,0.9920700000000001,0.00793
-97220,Existing Customer,45,F,3,,Single,Less than $40K,Blue,36,3,4,0,1438.3,0,1438.3,0.6779999999999999,4463,71,0.821,0.0,9.146600000000001e-05,0.9999100000000001
-97221,Attrited Customer,37,F,4,Post-Graduate,Married,Less than $40K,Blue,36,3,3,3,1586.0,0,1586.0,0.49700000000000005,2109,41,0.414,0.0,0.9973299999999999,0.00267072
-97222,Existing Customer,43,F,5,Uneducated,Married,$40K - $60K,Blue,36,5,3,2,2311.0,1320,991.0,0.6579999999999999,3967,71,0.69,0.5710000000000001,0.00019094,0.9998100000000001
-97223,Existing Customer,48,F,3,Graduate,Married,Less than $40K,Blue,43,5,3,2,2109.0,1205,904.0,0.514,2935,60,0.935,0.5710000000000001,0.00018665,0.9998100000000001
+97205,Existing Customer,42,F,3,Graduate,Single,$40K - $60K,Blue,33,6,2,3,3376.0,1661,1715.0,0.618,4629,75,0.923,0.492,0.00019864,0.9998
+97206,Existing Customer,47,M,3,Graduate,Married,$60K - $80K,Blue,29,4,3,3,7298.0,0,7298.0,0.589,4512,72,0.756,0.0,0.0003139,0.99969
+97207,Attrited Customer,45,M,3,Graduate,Single,$80K - $120K,Blue,39,1,3,3,8383.0,0,8383.0,0.809,2600,44,0.517,0.0,0.99683,0.00317458
+97208,Existing Customer,41,M,4,High School,,$40K - $60K,Blue,29,5,4,2,3600.0,746,2854.0,0.824,4184,61,0.694,0.207,0.00022162,0.99978
+97209,Existing Customer,45,F,4,High School,Single,$40K - $60K,Blue,29,3,2,1,4595.0,1781,2814.0,0.708,3746,68,0.545,0.388,6.9982e-05,0.99993
+97210,Existing Customer,57,M,0,Uneducated,Divorced,$80K - $120K,Blue,39,4,4,3,2795.0,1832,963.0,0.839,4679,67,0.861,0.655,0.00032257,0.99968
+97211,Existing Customer,49,F,2,Uneducated,Single,Less than $40K,Blue,39,6,1,3,1768.0,0,1768.0,0.788,4628,90,0.837,0.0,9.5249e-05,0.9999
+97212,Existing Customer,50,F,2,Uneducated,Single,Less than $40K,Blue,45,4,2,3,1780.0,893,887.0,0.609,4630,73,0.587,0.502,0.00019683,0.9998
+97213,Existing Customer,51,F,3,Graduate,Divorced,Less than $40K,Blue,39,5,4,3,2987.0,1764,1223.0,0.686,4339,72,0.6,0.591,0.00037935,0.99962
+97214,Existing Customer,44,F,4,Uneducated,Single,,Blue,24,6,3,2,2717.0,1720,997.0,0.869,4196,71,0.614,0.633,0.00019396,0.99981
+97215,Existing Customer,40,F,4,Uneducated,Married,,Blue,36,3,3,1,2887.0,0,2887.0,0.581,3941,82,1.158,0.0,0.00011697,0.99988
+97216,Existing Customer,37,F,2,Graduate,Married,Less than $40K,Blue,32,6,1,3,1438.3,0,1438.3,0.707,4733,89,0.816,0.0,9.2637e-05,0.99991
+97217,Existing Customer,46,M,3,,Married,$80K - $120K,Blue,40,6,1,1,10879.0,860,10019.0,0.974,4629,69,0.725,0.079,3.7884e-05,0.99996
+97218,Existing Customer,39,F,1,Graduate,Single,Less than $40K,Blue,28,5,3,3,1809.0,1181,628.0,0.656,4452,83,0.596,0.653,0.00028395,0.99972
+97219,Attrited Customer,38,F,2,,Married,$40K - $60K,Blue,28,6,2,2,1628.0,0,1628.0,0.876,2527,41,0.64,0.0,0.99207,0.00793
+97220,Existing Customer,45,F,3,,Single,Less than $40K,Blue,36,3,4,0,1438.3,0,1438.3,0.678,4463,71,0.821,0.0,9.1466e-05,0.99991
+97221,Attrited Customer,37,F,4,Post-Graduate,Married,Less than $40K,Blue,36,3,3,3,1586.0,0,1586.0,0.497,2109,41,0.414,0.0,0.99733,0.00267072
+97222,Existing Customer,43,F,5,Uneducated,Married,$40K - $60K,Blue,36,5,3,2,2311.0,1320,991.0,0.658,3967,71,0.69,0.571,0.00019094,0.99981
+97223,Existing Customer,48,F,3,Graduate,Married,Less than $40K,Blue,43,5,3,2,2109.0,1205,904.0,0.514,2935,60,0.935,0.571,0.00018665,0.99981
 97224,Existing Customer,51,F,4,Uneducated,Divorced,Less than $40K,Blue,40,5,4,3,1562.0,1057,505.0,0.807,5019,78,0.696,0.677,0.00039421,0.99961
-97225,Attrited Customer,44,F,4,Doctorate,,,Blue,33,5,3,6,1438.3,0,1438.3,0.6759999999999999,2316,48,0.5,0.0,0.9995799999999999,0.00041998
-97226,Existing Customer,39,M,4,Graduate,Married,$80K - $120K,Blue,35,6,2,1,2981.0,757,2224.0,0.764,4824,76,0.81,0.254,7.1987e-05,0.9999299999999999
-97227,Existing Customer,47,M,2,College,Divorced,$80K - $120K,Blue,31,3,1,3,5295.0,723,4572.0,0.7929999999999999,4412,90,0.579,0.13699999999999998,9.0064e-05,0.9999100000000001
-97228,Attrited Customer,51,F,4,Graduate,Single,$40K - $60K,Blue,37,2,3,2,4708.0,920,3788.0,0.544,2179,50,1.273,0.195,0.9947299999999999,0.00527
-97229,Existing Customer,54,M,2,High School,Married,$60K - $80K,Blue,50,3,1,3,2210.0,1002,1208.0,0.938,4798,86,0.654,0.45299999999999996,9.0056e-05,0.9999100000000001
-97230,Existing Customer,53,F,3,,Married,$40K - $60K,Blue,45,4,3,1,1972.0,0,1972.0,0.7609999999999999,5085,73,0.5870000000000001,0.0,0.00012373,0.9998799999999999
-97231,Existing Customer,48,M,4,High School,Single,$60K - $80K,Blue,42,5,4,2,2384.0,1596,788.0,0.831,3149,59,0.903,0.669,0.00022162,0.9997799999999999
+97225,Attrited Customer,44,F,4,Doctorate,,,Blue,33,5,3,6,1438.3,0,1438.3,0.676,2316,48,0.5,0.0,0.99958,0.00041998
+97226,Existing Customer,39,M,4,Graduate,Married,$80K - $120K,Blue,35,6,2,1,2981.0,757,2224.0,0.764,4824,76,0.81,0.254,7.1987e-05,0.99993
+97227,Existing Customer,47,M,2,College,Divorced,$80K - $120K,Blue,31,3,1,3,5295.0,723,4572.0,0.793,4412,90,0.579,0.137,9.0064e-05,0.99991
+97228,Attrited Customer,51,F,4,Graduate,Single,$40K - $60K,Blue,37,2,3,2,4708.0,920,3788.0,0.544,2179,50,1.273,0.195,0.99473,0.00527
+97229,Existing Customer,54,M,2,High School,Married,$60K - $80K,Blue,50,3,1,3,2210.0,1002,1208.0,0.938,4798,86,0.654,0.453,9.0056e-05,0.99991
+97230,Existing Customer,53,F,3,,Married,$40K - $60K,Blue,45,4,3,1,1972.0,0,1972.0,0.761,5085,73,0.587,0.0,0.00012373,0.99988
+97231,Existing Customer,48,M,4,High School,Single,$60K - $80K,Blue,42,5,4,2,2384.0,1596,788.0,0.831,3149,59,0.903,0.669,0.00022162,0.99978
 97232,Existing Customer,35,M,4,College,Married,Less than $40K,Blue,36,3,3,3,2311.0,1222,1089.0,0.674,4730,89,0.745,0.529,0.00030845,0.99969
-97233,Existing Customer,46,F,4,,,$40K - $60K,Blue,37,6,4,2,1912.0,1172,740.0,0.8270000000000001,4841,81,0.884,0.613,0.00025058,0.99975
-97234,Existing Customer,49,F,2,,Single,$40K - $60K,Blue,44,6,1,3,2147.0,1402,745.0,0.612,4240,69,0.6829999999999999,0.653,0.00010183,0.9999
+97233,Existing Customer,46,F,4,,,$40K - $60K,Blue,37,6,4,2,1912.0,1172,740.0,0.827,4841,81,0.884,0.613,0.00025058,0.99975
+97234,Existing Customer,49,F,2,,Single,$40K - $60K,Blue,44,6,1,3,2147.0,1402,745.0,0.612,4240,69,0.683,0.653,0.00010183,0.9999
 97235,Attrited Customer,42,F,4,Uneducated,Married,Less than $40K,Blue,23,3,2,3,3214.0,0,3214.0,0.435,2119,44,0.517,0.0,0.99518,0.00481999
-97236,Existing Customer,43,F,4,Uneducated,Married,Less than $40K,Blue,36,5,3,3,3006.0,879,2127.0,0.759,5125,87,0.74,0.292,0.0003262,0.9996700000000001
-97237,Existing Customer,52,M,3,,Single,$80K - $120K,Blue,46,5,1,2,2735.0,1942,793.0,0.5820000000000001,3724,66,0.6920000000000001,0.71,6.282e-05,0.9999399999999999
-97238,Existing Customer,50,M,2,College,Married,$120K +,Blue,36,3,2,3,3390.0,2385,1005.0,0.6559999999999999,4128,73,0.698,0.7040000000000001,0.00018612,0.9998100000000001
+97236,Existing Customer,43,F,4,Uneducated,Married,Less than $40K,Blue,36,5,3,3,3006.0,879,2127.0,0.759,5125,87,0.74,0.292,0.0003262,0.99967
+97237,Existing Customer,52,M,3,,Single,$80K - $120K,Blue,46,5,1,2,2735.0,1942,793.0,0.582,3724,66,0.692,0.71,6.282e-05,0.99994
+97238,Existing Customer,50,M,2,College,Married,$120K +,Blue,36,3,2,3,3390.0,2385,1005.0,0.656,4128,73,0.698,0.704,0.00018612,0.99981
 97239,Attrited Customer,54,M,4,High School,Single,$80K - $120K,Silver,49,1,3,4,34516.0,214,34302.0,0.0,1201,22,0.0,0.006,0.9979,0.00209822
-97240,Existing Customer,55,F,0,Uneducated,,,Blue,39,4,3,3,11249.0,2012,9237.0,0.659,3882,55,0.9640000000000001,0.179,0.00026692,0.9997299999999999
+97240,Existing Customer,55,F,0,Uneducated,,,Blue,39,4,3,3,11249.0,2012,9237.0,0.659,3882,55,0.964,0.179,0.00026692,0.99973
 97241,Existing Customer,52,F,1,Graduate,Single,Less than $40K,Blue,44,6,3,1,2484.0,1495,989.0,0.922,4084,86,0.536,0.602,0.00010182,0.9999
 97242,Existing Customer,40,F,4,High School,Single,Less than $40K,Blue,36,5,5,3,2932.0,1664,1268.0,0.612,4795,82,0.708,0.568,0.00034447,0.99966
-97243,Existing Customer,60,F,1,,Married,Less than $40K,Blue,36,3,4,3,2882.0,2081,801.0,0.644,4933,103,0.6609999999999999,0.722,0.00037718,0.9996200000000001
+97243,Existing Customer,60,F,1,,Married,Less than $40K,Blue,36,3,4,3,2882.0,2081,801.0,0.644,4933,103,0.661,0.722,0.00037718,0.99962
 97244,Existing Customer,45,F,5,Post-Graduate,,Less than $40K,Blue,36,5,2,3,2658.0,694,1964.0,0.722,4774,92,0.769,0.261,0.00023255,0.99977
-97245,Existing Customer,44,F,2,College,,,Blue,37,4,3,3,5589.0,1336,4253.0,0.9440000000000001,4262,75,1.0270000000000001,0.239,0.00029411,0.99971
+97245,Existing Customer,44,F,2,College,,,Blue,37,4,3,3,5589.0,1336,4253.0,0.944,4262,75,1.027,0.239,0.00029411,0.99971
 97246,Existing Customer,44,F,1,Graduate,Single,$40K - $60K,Blue,36,3,4,2,1484.0,885,599.0,0.951,4819,74,0.805,0.596,0.00020404,0.9998
-97247,Existing Customer,57,F,3,Doctorate,Single,,Blue,36,5,1,1,1678.0,1162,516.0,0.722,4402,87,0.851,0.6920000000000001,4.9875e-05,0.99995
-97248,Attrited Customer,34,F,2,Graduate,Divorced,,Blue,25,2,3,4,12373.0,0,12373.0,0.71,2462,40,0.429,0.0,0.9980700000000001,0.00193323
-97249,Existing Customer,52,M,2,,Married,Less than $40K,Blue,36,3,3,3,2846.0,1606,1240.0,0.6970000000000001,5092,86,0.792,0.564,0.00033251,0.9996700000000001
+97247,Existing Customer,57,F,3,Doctorate,Single,,Blue,36,5,1,1,1678.0,1162,516.0,0.722,4402,87,0.851,0.692,4.9875e-05,0.99995
+97248,Attrited Customer,34,F,2,Graduate,Divorced,,Blue,25,2,3,4,12373.0,0,12373.0,0.71,2462,40,0.429,0.0,0.99807,0.00193323
+97249,Existing Customer,52,M,2,,Married,Less than $40K,Blue,36,3,3,3,2846.0,1606,1240.0,0.697,5092,86,0.792,0.564,0.00033251,0.99967
 97250,Attrited Customer,42,F,3,High School,Married,$40K - $60K,Blue,34,6,3,1,1585.0,1381,204.0,0.706,2360,40,0.379,0.871,0.99095,0.00905
-97251,Existing Customer,42,F,3,,Single,Less than $40K,Blue,36,6,3,3,2837.0,834,2003.0,0.42700000000000005,3892,69,0.408,0.294,0.00034503,0.99965
-97252,Existing Customer,51,F,4,Doctorate,Married,Less than $40K,Blue,43,6,1,2,2066.0,1077,989.0,0.715,4678,91,0.655,0.521,8.358799999999999e-05,0.99992
-97253,Existing Customer,47,M,1,High School,Married,$60K - $80K,Blue,36,4,4,3,20789.0,0,20789.0,0.82,4105,67,0.718,0.0,0.00033359,0.9996700000000001
-97254,Existing Customer,48,F,1,Graduate,Single,Less than $40K,Blue,35,5,2,2,1449.0,0,1449.0,0.785,4797,88,0.9129999999999999,0.0,0.00010684,0.99989
+97251,Existing Customer,42,F,3,,Single,Less than $40K,Blue,36,6,3,3,2837.0,834,2003.0,0.427,3892,69,0.408,0.294,0.00034503,0.99965
+97252,Existing Customer,51,F,4,Doctorate,Married,Less than $40K,Blue,43,6,1,2,2066.0,1077,989.0,0.715,4678,91,0.655,0.521,8.3588e-05,0.99992
+97253,Existing Customer,47,M,1,High School,Married,$60K - $80K,Blue,36,4,4,3,20789.0,0,20789.0,0.82,4105,67,0.718,0.0,0.00033359,0.99967
+97254,Existing Customer,48,F,1,Graduate,Single,Less than $40K,Blue,35,5,2,2,1449.0,0,1449.0,0.785,4797,88,0.913,0.0,0.00010684,0.99989
 97255,Attrited Customer,39,F,1,Uneducated,Single,$40K - $60K,Blue,28,5,3,6,3911.0,0,3911.0,0.897,2867,42,0.556,0.0,0.99934,0.0006603
 97256,Existing Customer,56,F,0,,Married,Less than $40K,Blue,45,5,1,1,1737.0,0,1737.0,0.653,4611,73,0.973,0.0,3.1329e-05,0.99997
-97257,Existing Customer,48,F,3,Graduate,Single,Less than $40K,Blue,35,3,4,3,1815.0,557,1258.0,0.672,4519,76,0.8540000000000001,0.307,0.00037935,0.9996200000000001
-97258,Attrited Customer,46,F,2,Post-Graduate,Single,,Blue,37,1,3,3,4848.0,2517,2331.0,0.6509999999999999,2353,53,0.828,0.519,0.9972,0.00280059
+97257,Existing Customer,48,F,3,Graduate,Single,Less than $40K,Blue,35,3,4,3,1815.0,557,1258.0,0.672,4519,76,0.854,0.307,0.00037935,0.99962
+97258,Attrited Customer,46,F,2,Post-Graduate,Single,,Blue,37,1,3,3,4848.0,2517,2331.0,0.651,2353,53,0.828,0.519,0.9972,0.00280059
 97259,Existing Customer,46,F,5,Graduate,Divorced,Less than $40K,Blue,40,3,3,3,1592.0,925,667.0,0.804,4615,90,0.667,0.581,0.00031231,0.99969
-97260,Existing Customer,40,F,4,,Single,Less than $40K,Blue,31,5,2,3,1768.0,1242,526.0,0.7759999999999999,4439,65,0.8059999999999999,0.7020000000000001,0.00022068,0.9997799999999999
-97261,Existing Customer,44,F,2,Graduate,Single,,Blue,37,4,3,3,8128.0,2344,5784.0,0.7879999999999999,4251,80,1.051,0.28800000000000003,0.00030251,0.9997
-97262,Existing Customer,45,F,0,High School,Single,,Blue,40,5,4,0,2557.0,1898,659.0,0.772,4808,83,0.6940000000000001,0.742,6.6897e-05,0.9999299999999999
-97263,Existing Customer,44,M,3,Graduate,,$60K - $80K,Blue,39,5,4,3,2991.0,642,2349.0,0.76,4646,62,0.55,0.215,0.00037935,0.9996200000000001
-97264,Attrited Customer,49,M,2,Graduate,,$80K - $120K,Blue,38,3,4,3,34516.0,0,34516.0,0.48200000000000004,1592,35,0.34600000000000003,0.0,0.9972700000000001,0.00272694
+97260,Existing Customer,40,F,4,,Single,Less than $40K,Blue,31,5,2,3,1768.0,1242,526.0,0.776,4439,65,0.806,0.702,0.00022068,0.99978
+97261,Existing Customer,44,F,2,Graduate,Single,,Blue,37,4,3,3,8128.0,2344,5784.0,0.788,4251,80,1.051,0.288,0.00030251,0.9997
+97262,Existing Customer,45,F,0,High School,Single,,Blue,40,5,4,0,2557.0,1898,659.0,0.772,4808,83,0.694,0.742,6.6897e-05,0.99993
+97263,Existing Customer,44,M,3,Graduate,,$60K - $80K,Blue,39,5,4,3,2991.0,642,2349.0,0.76,4646,62,0.55,0.215,0.00037935,0.99962
+97264,Attrited Customer,49,M,2,Graduate,,$80K - $120K,Blue,38,3,4,3,34516.0,0,34516.0,0.482,1592,35,0.346,0.0,0.99727,0.00272694
 97265,Existing Customer,45,M,2,,Married,$80K - $120K,Blue,36,5,2,3,19099.0,2517,16582.0,0.628,4837,77,0.75,0.132,0.00021042,0.99979
-97266,Existing Customer,44,F,2,High School,Single,,Blue,37,6,2,1,4559.0,1680,2879.0,0.628,4934,76,0.9490000000000001,0.369,6.6728e-05,0.9999299999999999
-97267,Existing Customer,58,M,2,High School,Single,$80K - $120K,Blue,54,6,3,2,22981.0,1696,21285.0,0.466,4192,66,0.5710000000000001,0.07400000000000001,0.00017486,0.9998299999999999
+97266,Existing Customer,44,F,2,High School,Single,,Blue,37,6,2,1,4559.0,1680,2879.0,0.628,4934,76,0.949,0.369,6.6728e-05,0.99993
+97267,Existing Customer,58,M,2,High School,Single,$80K - $120K,Blue,54,6,3,2,22981.0,1696,21285.0,0.466,4192,66,0.571,0.074,0.00017486,0.99983
 97268,Existing Customer,38,F,1,Graduate,Single,$40K - $60K,Blue,36,4,2,2,2358.0,1965,393.0,0.614,4922,80,0.6,0.833,0.00010684,0.99989
-97269,Existing Customer,48,M,4,Graduate,Single,$80K - $120K,Blue,36,6,4,1,22067.0,685,21382.0,0.605,3577,64,0.882,0.031,0.00013749,0.9998600000000001
-97270,Existing Customer,43,F,3,College,Single,Less than $40K,Blue,30,3,3,2,2023.0,1331,692.0,0.624,5098,79,0.6809999999999999,0.6579999999999999,0.00018146,0.99982
-97271,Existing Customer,36,F,1,,Single,,Blue,31,6,1,2,2222.0,0,2222.0,0.769,4095,65,0.912,0.0,5.6825e-05,0.9999399999999999
-97272,Existing Customer,59,M,2,Graduate,Single,$60K - $80K,Blue,36,6,3,2,1438.3,788,650.3,0.741,4297,65,0.585,0.5479999999999999,0.00017987,0.99982
+97269,Existing Customer,48,M,4,Graduate,Single,$80K - $120K,Blue,36,6,4,1,22067.0,685,21382.0,0.605,3577,64,0.882,0.031,0.00013749,0.99986
+97270,Existing Customer,43,F,3,College,Single,Less than $40K,Blue,30,3,3,2,2023.0,1331,692.0,0.624,5098,79,0.681,0.658,0.00018146,0.99982
+97271,Existing Customer,36,F,1,,Single,,Blue,31,6,1,2,2222.0,0,2222.0,0.769,4095,65,0.912,0.0,5.6825e-05,0.99994
+97272,Existing Customer,59,M,2,Graduate,Single,$60K - $80K,Blue,36,6,3,2,1438.3,788,650.3,0.741,4297,65,0.585,0.548,0.00017987,0.99982
 97273,Attrited Customer,40,M,3,Post-Graduate,Single,$80K - $120K,Blue,36,4,4,3,8958.0,0,8958.0,0.483,2131,43,0.387,0.0,0.99777,0.00223444
-97274,Existing Customer,36,F,1,Uneducated,Single,Less than $40K,Blue,21,3,2,1,1937.0,733,1204.0,0.826,4547,73,0.973,0.37799999999999995,6.6245e-05,0.9999299999999999
-97275,Existing Customer,40,M,3,,Single,$60K - $80K,Silver,35,6,3,2,25219.0,1503,23716.0,0.9440000000000001,4429,87,0.642,0.06,0.00018538,0.9998100000000001
-97276,Attrited Customer,36,M,3,,,$80K - $120K,Blue,36,4,1,2,1815.0,0,1815.0,0.478,2039,34,0.36,0.0,0.9843299999999999,0.01567
-97277,Existing Customer,60,F,0,Graduate,Married,$40K - $60K,Blue,48,4,2,1,3361.0,2473,888.0,0.895,4589,69,1.0290000000000001,0.736,5.8902e-05,0.9999399999999999
+97274,Existing Customer,36,F,1,Uneducated,Single,Less than $40K,Blue,21,3,2,1,1937.0,733,1204.0,0.826,4547,73,0.973,0.378,6.6245e-05,0.99993
+97275,Existing Customer,40,M,3,,Single,$60K - $80K,Silver,35,6,3,2,25219.0,1503,23716.0,0.944,4429,87,0.642,0.06,0.00018538,0.99981
+97276,Attrited Customer,36,M,3,,,$80K - $120K,Blue,36,4,1,2,1815.0,0,1815.0,0.478,2039,34,0.36,0.0,0.98433,0.01567
+97277,Existing Customer,60,F,0,Graduate,Married,$40K - $60K,Blue,48,4,2,1,3361.0,2473,888.0,0.895,4589,69,1.029,0.736,5.8902e-05,0.99994
 97278,Existing Customer,47,M,3,Doctorate,Divorced,$40K - $60K,Blue,36,4,2,3,4786.0,1516,3270.0,0.94,4973,74,0.85,0.317,0.00028744,0.99971
-97279,Existing Customer,37,F,4,Graduate,Single,,Blue,31,3,3,2,1438.3,0,1438.3,0.919,5001,91,0.625,0.0,0.00018864,0.9998100000000001
+97279,Existing Customer,37,F,4,Graduate,Single,,Blue,31,3,3,2,1438.3,0,1438.3,0.919,5001,91,0.625,0.0,0.00018864,0.99981
 97280,Existing Customer,51,F,1,Doctorate,Single,Less than $40K,Blue,40,5,3,2,1438.3,908,530.3,0.615,4653,74,0.897,0.631,0.00024431,0.99976
-97281,Existing Customer,42,F,1,Doctorate,Single,Less than $40K,Blue,35,5,1,3,2725.0,2444,281.0,0.9590000000000001,4965,85,0.809,0.897,0.00012583,0.99987
-97282,Existing Customer,42,F,4,Uneducated,Divorced,,Blue,38,6,3,2,10039.0,1600,8439.0,0.7,4685,76,0.9,0.159,0.00019396,0.9998100000000001
-97283,Existing Customer,45,F,5,Uneducated,Married,,Blue,37,3,1,1,2467.0,1446,1021.0,0.73,5024,81,0.62,0.586,3.5257e-05,0.9999600000000001
-97284,Existing Customer,52,F,1,Graduate,Married,Less than $40K,Blue,47,3,1,3,1438.3,0,1438.3,0.775,5015,68,0.789,0.0,8.6952e-05,0.9999100000000001
-97285,Attrited Customer,57,F,3,Graduate,Married,Less than $40K,Blue,45,1,4,2,1759.0,186,1573.0,0.7559999999999999,2705,35,0.522,0.106,0.99559,0.00441277
-97286,Existing Customer,46,M,5,Graduate,Married,Less than $40K,Blue,35,6,2,2,2206.0,1722,484.0,0.973,4455,67,0.763,0.7809999999999999,0.00011751,0.9998799999999999
-97287,Attrited Customer,35,F,1,,Married,$40K - $60K,Blue,26,6,4,4,2045.0,1707,338.0,0.5770000000000001,2183,39,0.696,0.835,0.99845,0.001551
+97281,Existing Customer,42,F,1,Doctorate,Single,Less than $40K,Blue,35,5,1,3,2725.0,2444,281.0,0.959,4965,85,0.809,0.897,0.00012583,0.99987
+97282,Existing Customer,42,F,4,Uneducated,Divorced,,Blue,38,6,3,2,10039.0,1600,8439.0,0.7,4685,76,0.9,0.159,0.00019396,0.99981
+97283,Existing Customer,45,F,5,Uneducated,Married,,Blue,37,3,1,1,2467.0,1446,1021.0,0.73,5024,81,0.62,0.586,3.5257e-05,0.99996
+97284,Existing Customer,52,F,1,Graduate,Married,Less than $40K,Blue,47,3,1,3,1438.3,0,1438.3,0.775,5015,68,0.789,0.0,8.6952e-05,0.99991
+97285,Attrited Customer,57,F,3,Graduate,Married,Less than $40K,Blue,45,1,4,2,1759.0,186,1573.0,0.756,2705,35,0.522,0.106,0.99559,0.00441277
+97286,Existing Customer,46,M,5,Graduate,Married,Less than $40K,Blue,35,6,2,2,2206.0,1722,484.0,0.973,4455,67,0.763,0.781,0.00011751,0.99988
+97287,Attrited Customer,35,F,1,,Married,$40K - $60K,Blue,26,6,4,4,2045.0,1707,338.0,0.577,2183,39,0.696,0.835,0.99845,0.001551
 97288,Existing Customer,54,F,2,,Single,Less than $40K,Blue,46,3,2,3,4170.0,641,3529.0,0.815,3669,67,0.595,0.154,0.00021042,0.99979
-97289,Existing Customer,47,F,3,College,Married,Less than $40K,Blue,36,5,4,2,3300.0,2517,783.0,0.94,3784,55,1.115,0.763,0.00021930000000000002,0.9997799999999999
-97290,Existing Customer,26,F,0,High School,Married,Less than $40K,Blue,18,5,3,2,5422.0,682,4740.0,0.892,4460,62,0.6759999999999999,0.126,0.00015005,0.99985
-97291,Existing Customer,56,F,2,Graduate,Married,,Blue,36,6,2,3,2015.0,807,1208.0,0.831,5209,76,0.767,0.4,0.00019143,0.9998100000000001
-97292,Existing Customer,47,M,2,,Single,$60K - $80K,Blue,34,3,3,2,2048.0,1599,449.0,0.613,4855,88,0.872,0.7809999999999999,0.00019771,0.9998
-97293,Existing Customer,37,F,2,,Single,Less than $40K,Blue,19,6,5,2,2152.0,1682,470.0,1.051,4126,71,0.972,0.782,0.00022083,0.9997799999999999
-97294,Attrited Customer,44,F,4,Graduate,,Less than $40K,Blue,39,1,4,2,3017.0,1868,1149.0,0.722,2096,50,0.47100000000000003,0.619,0.9956299999999999,0.00436631
-97295,Existing Customer,53,M,3,College,Single,$120K +,Silver,44,4,4,2,34516.0,1073,33443.0,0.5579999999999999,4485,86,0.755,0.031,0.00019815,0.9998
-97296,Attrited Customer,33,M,1,Graduate,Single,$60K - $80K,Blue,36,4,3,2,1819.0,725,1094.0,0.737,2254,45,0.406,0.39899999999999997,0.99411,0.00589
-97297,Existing Customer,46,F,3,Uneducated,Married,Less than $40K,Blue,29,5,1,1,2228.0,1449,779.0,0.61,4382,83,0.6940000000000001,0.65,3.5437e-05,0.9999600000000001
-97298,Attrited Customer,44,F,3,,Married,Less than $40K,Blue,36,3,4,6,2279.0,1837,442.0,0.853,2789,52,0.677,0.8059999999999999,0.99954,0.00046237
+97289,Existing Customer,47,F,3,College,Married,Less than $40K,Blue,36,5,4,2,3300.0,2517,783.0,0.94,3784,55,1.115,0.763,0.0002193,0.99978
+97290,Existing Customer,26,F,0,High School,Married,Less than $40K,Blue,18,5,3,2,5422.0,682,4740.0,0.892,4460,62,0.676,0.126,0.00015005,0.99985
+97291,Existing Customer,56,F,2,Graduate,Married,,Blue,36,6,2,3,2015.0,807,1208.0,0.831,5209,76,0.767,0.4,0.00019143,0.99981
+97292,Existing Customer,47,M,2,,Single,$60K - $80K,Blue,34,3,3,2,2048.0,1599,449.0,0.613,4855,88,0.872,0.781,0.00019771,0.9998
+97293,Existing Customer,37,F,2,,Single,Less than $40K,Blue,19,6,5,2,2152.0,1682,470.0,1.051,4126,71,0.972,0.782,0.00022083,0.99978
+97294,Attrited Customer,44,F,4,Graduate,,Less than $40K,Blue,39,1,4,2,3017.0,1868,1149.0,0.722,2096,50,0.471,0.619,0.99563,0.00436631
+97295,Existing Customer,53,M,3,College,Single,$120K +,Silver,44,4,4,2,34516.0,1073,33443.0,0.558,4485,86,0.755,0.031,0.00019815,0.9998
+97296,Attrited Customer,33,M,1,Graduate,Single,$60K - $80K,Blue,36,4,3,2,1819.0,725,1094.0,0.737,2254,45,0.406,0.399,0.99411,0.00589
+97297,Existing Customer,46,F,3,Uneducated,Married,Less than $40K,Blue,29,5,1,1,2228.0,1449,779.0,0.61,4382,83,0.694,0.65,3.5437e-05,0.99996
+97298,Attrited Customer,44,F,3,,Married,Less than $40K,Blue,36,3,4,6,2279.0,1837,442.0,0.853,2789,52,0.677,0.806,0.99954,0.00046237
 97299,Attrited Customer,48,F,4,High School,Married,$40K - $60K,Blue,43,4,2,2,1438.3,0,1438.3,0.722,2520,45,0.452,0.0,0.99146,0.00854
 97300,Existing Customer,45,M,2,Doctorate,Married,$120K +,Blue,38,4,3,3,1686.0,0,1686.0,0.812,4413,77,0.75,0.0,0.00043772,0.99956
-97301,Existing Customer,48,F,5,Graduate,Single,,Blue,35,5,2,3,1942.0,1488,454.0,0.816,4940,88,0.7959999999999999,0.7659999999999999,0.00019764,0.9998
-97302,Existing Customer,53,M,4,High School,Single,$60K - $80K,Blue,49,5,1,2,3858.0,0,3858.0,0.67,4472,92,0.614,0.0,5.6153e-05,0.9999399999999999
-97303,Existing Customer,44,M,4,Graduate,Divorced,$60K - $80K,Blue,32,6,3,2,11651.0,1368,10283.0,0.563,3870,64,0.561,0.11699999999999999,0.00018864,0.9998100000000001
+97301,Existing Customer,48,F,5,Graduate,Single,,Blue,35,5,2,3,1942.0,1488,454.0,0.816,4940,88,0.796,0.766,0.00019764,0.9998
+97302,Existing Customer,53,M,4,High School,Single,$60K - $80K,Blue,49,5,1,2,3858.0,0,3858.0,0.67,4472,92,0.614,0.0,5.6153e-05,0.99994
+97303,Existing Customer,44,M,4,Graduate,Divorced,$60K - $80K,Blue,32,6,3,2,11651.0,1368,10283.0,0.563,3870,64,0.561,0.117,0.00018864,0.99981
 97304,Existing Customer,43,M,3,Uneducated,,$40K - $60K,Blue,38,5,4,2,9449.0,1914,7535.0,0.87,4658,93,0.722,0.203,0.00023192,0.99977
-97305,Attrited Customer,50,F,0,Graduate,Single,Less than $40K,Blue,41,2,3,1,3423.0,0,3423.0,0.505,2229,45,0.406,0.0,0.9893700000000001,0.01063
-97306,Existing Customer,47,F,3,,Single,Less than $40K,Blue,39,6,2,1,2915.0,2422,493.0,0.5760000000000001,4037,83,0.7659999999999999,0.831,7.8291e-05,0.99992
-97307,Existing Customer,50,F,3,Uneducated,Married,,Blue,38,4,4,1,11486.0,0,11486.0,0.38299999999999995,4918,79,0.5489999999999999,0.0,0.00013987,0.9998600000000001
+97305,Attrited Customer,50,F,0,Graduate,Single,Less than $40K,Blue,41,2,3,1,3423.0,0,3423.0,0.505,2229,45,0.406,0.0,0.98937,0.01063
+97306,Existing Customer,47,F,3,,Single,Less than $40K,Blue,39,6,2,1,2915.0,2422,493.0,0.576,4037,83,0.766,0.831,7.8291e-05,0.99992
+97307,Existing Customer,50,F,3,Uneducated,Married,,Blue,38,4,4,1,11486.0,0,11486.0,0.383,4918,79,0.549,0.0,0.00013987,0.99986
 97308,Attrited Customer,40,F,4,Doctorate,Married,Less than $40K,Blue,21,1,2,1,2984.0,2517,467.0,0.574,2373,53,0.359,0.843,0.99049,0.00951
-97309,Attrited Customer,37,F,3,High School,Single,Less than $40K,Blue,29,3,3,3,1653.0,0,1653.0,0.517,2284,35,0.29600000000000004,0.0,0.9967299999999999,0.00326528
-97310,Existing Customer,47,F,3,Uneducated,Single,Less than $40K,Blue,36,5,2,1,2723.0,1588,1135.0,0.852,4307,83,0.8440000000000001,0.583,7.3235e-05,0.9999299999999999
-97311,Existing Customer,40,F,4,Uneducated,Married,Less than $40K,Blue,31,5,2,3,1438.3,0,1438.3,0.5529999999999999,4702,84,0.7140000000000001,0.0,0.00020643,0.99979
-97312,Attrited Customer,43,F,1,Uneducated,Single,Less than $40K,Blue,36,1,3,2,1818.0,0,1818.0,0.758,2279,50,0.7240000000000001,0.0,0.9942700000000001,0.00573
-97313,Existing Customer,56,F,0,College,Married,$40K - $60K,Blue,36,5,2,3,4384.0,929,3455.0,0.6779999999999999,4792,91,0.75,0.212,0.00015971,0.99984
+97309,Attrited Customer,37,F,3,High School,Single,Less than $40K,Blue,29,3,3,3,1653.0,0,1653.0,0.517,2284,35,0.296,0.0,0.99673,0.00326528
+97310,Existing Customer,47,F,3,Uneducated,Single,Less than $40K,Blue,36,5,2,1,2723.0,1588,1135.0,0.852,4307,83,0.844,0.583,7.3235e-05,0.99993
+97311,Existing Customer,40,F,4,Uneducated,Married,Less than $40K,Blue,31,5,2,3,1438.3,0,1438.3,0.553,4702,84,0.714,0.0,0.00020643,0.99979
+97312,Attrited Customer,43,F,1,Uneducated,Single,Less than $40K,Blue,36,1,3,2,1818.0,0,1818.0,0.758,2279,50,0.724,0.0,0.99427,0.00573
+97313,Existing Customer,56,F,0,College,Married,$40K - $60K,Blue,36,5,2,3,4384.0,929,3455.0,0.678,4792,91,0.75,0.212,0.00015971,0.99984
 97314,Existing Customer,43,F,3,High School,,Less than $40K,Blue,36,3,3,2,1824.0,0,1824.0,0.797,4594,86,0.654,0.0,0.00018145,0.99982
 97315,Existing Customer,50,F,2,Uneducated,Married,Less than $40K,Blue,45,4,1,0,5452.0,540,4912.0,0.539,4220,66,0.737,0.099,2.0889e-05,0.99998
-97316,Attrited Customer,50,F,1,,Single,,Blue,39,6,3,3,9248.0,0,9248.0,0.613,2325,45,0.552,0.0,0.9968100000000001,0.00319278
-97317,Existing Customer,55,M,2,High School,Married,$120K +,Blue,50,3,2,3,17627.0,1756,15871.0,0.757,4836,74,0.721,0.1,0.0001861,0.9998100000000001
+97316,Attrited Customer,50,F,1,,Single,,Blue,39,6,3,3,9248.0,0,9248.0,0.613,2325,45,0.552,0.0,0.99681,0.00319278
+97317,Existing Customer,55,M,2,High School,Married,$120K +,Blue,50,3,2,3,17627.0,1756,15871.0,0.757,4836,74,0.721,0.1,0.0001861,0.99981
 97318,Existing Customer,27,F,1,Uneducated,,Less than $40K,Blue,16,3,1,2,1438.3,0,1438.3,0.469,4479,70,0.628,0.0,5.3155e-05,0.99995
-97319,Attrited Customer,44,F,3,College,Married,Less than $40K,Blue,36,2,3,3,5357.0,2139,3218.0,0.499,1979,48,0.655,0.39899999999999997,0.99674,0.00326498
-97320,Existing Customer,49,F,4,Uneducated,Married,,Blue,38,4,2,1,2542.0,850,1692.0,0.723,4972,79,0.7170000000000001,0.33399999999999996,7.401699999999999e-05,0.9999299999999999
+97319,Attrited Customer,44,F,3,College,Married,Less than $40K,Blue,36,2,3,3,5357.0,2139,3218.0,0.499,1979,48,0.655,0.399,0.99674,0.00326498
+97320,Existing Customer,49,F,4,Uneducated,Married,,Blue,38,4,2,1,2542.0,850,1692.0,0.723,4972,79,0.717,0.334,7.4017e-05,0.99993
 97321,Existing Customer,51,F,1,Post-Graduate,Single,$40K - $60K,Blue,46,4,1,3,2275.0,1219,1056.0,0.639,4807,72,0.6,0.536,0.00010231,0.9999
-97322,Attrited Customer,43,F,4,Uneducated,Divorced,Less than $40K,Blue,33,6,3,1,1706.0,0,1706.0,0.601,2371,45,0.5,0.0,0.9915200000000001,0.00848
+97322,Attrited Customer,43,F,4,Uneducated,Divorced,Less than $40K,Blue,33,6,3,1,1706.0,0,1706.0,0.601,2371,45,0.5,0.0,0.99152,0.00848
 97323,Attrited Customer,54,F,2,High School,Divorced,Less than $40K,Blue,36,6,3,1,3591.0,2517,1074.0,0.665,2313,43,0.536,0.701,0.99061,0.00939
-97324,Existing Customer,44,M,3,Graduate,Single,$40K - $60K,Silver,29,5,1,3,19360.0,870,18490.0,0.532,3966,78,0.902,0.045,8.685600000000001e-05,0.9999100000000001
-97325,Existing Customer,56,F,4,,Married,Less than $40K,Blue,44,3,3,2,1707.0,0,1707.0,0.6829999999999999,4846,80,0.569,0.0,0.00020735,0.99979
-97326,Existing Customer,53,M,4,,Single,Less than $40K,Blue,43,6,3,1,3844.0,2079,1765.0,0.755,4271,56,0.8059999999999999,0.541,0.00012505,0.99987
-97327,Existing Customer,45,F,3,High School,Married,$40K - $60K,Blue,39,6,4,1,2851.0,0,2851.0,0.48200000000000004,3916,64,0.8290000000000001,0.0,0.00013224,0.99987
+97324,Existing Customer,44,M,3,Graduate,Single,$40K - $60K,Silver,29,5,1,3,19360.0,870,18490.0,0.532,3966,78,0.902,0.045,8.6856e-05,0.99991
+97325,Existing Customer,56,F,4,,Married,Less than $40K,Blue,44,3,3,2,1707.0,0,1707.0,0.683,4846,80,0.569,0.0,0.00020735,0.99979
+97326,Existing Customer,53,M,4,,Single,Less than $40K,Blue,43,6,3,1,3844.0,2079,1765.0,0.755,4271,56,0.806,0.541,0.00012505,0.99987
+97327,Existing Customer,45,F,3,High School,Married,$40K - $60K,Blue,39,6,4,1,2851.0,0,2851.0,0.482,3916,64,0.829,0.0,0.00013224,0.99987
 97328,Attrited Customer,49,F,3,High School,Married,Less than $40K,Blue,45,3,2,3,2951.0,2437,514.0,0.765,2519,36,0.565,0.826,0.99485,0.00515
 97329,Existing Customer,38,F,1,Doctorate,Married,Less than $40K,Blue,28,6,1,1,1438.3,0,1438.3,0.813,4475,74,0.644,0.0,4.5115e-05,0.99995
-97330,Attrited Customer,54,M,1,College,Single,$120K +,Blue,37,6,2,3,9090.0,2517,6573.0,0.6609999999999999,2239,43,0.72,0.27699999999999997,0.99431,0.00569
-97331,Existing Customer,45,M,5,Graduate,Married,$120K +,Blue,26,6,3,2,34516.0,797,33719.0,1.133,3643,59,1.034,0.023,0.0001857,0.9998100000000001
-97332,Attrited Customer,53,M,2,,Married,$80K - $120K,Blue,34,4,3,2,1837.0,875,962.0,0.58,2169,43,0.654,0.47600000000000003,0.99497,0.00503
-97333,Existing Customer,48,F,4,Graduate,Single,,Blue,40,3,3,3,2300.0,1906,394.0,0.8029999999999999,4538,71,0.868,0.8290000000000001,0.00031726,0.9996799999999999
-97334,Existing Customer,36,F,1,Uneducated,Married,Less than $40K,Blue,36,6,1,3,2611.0,537,2074.0,0.848,5121,83,0.804,0.20600000000000002,8.9404e-05,0.9999100000000001
-97335,Existing Customer,40,M,4,,,$80K - $120K,Blue,27,4,3,2,22863.0,927,21936.0,0.569,4071,69,0.725,0.040999999999999995,0.00020735,0.99979
-97336,Existing Customer,53,F,3,,Married,$40K - $60K,Blue,46,6,3,1,2192.0,1146,1046.0,0.622,4756,85,0.735,0.523,0.00012373,0.9998799999999999
+97330,Attrited Customer,54,M,1,College,Single,$120K +,Blue,37,6,2,3,9090.0,2517,6573.0,0.661,2239,43,0.72,0.277,0.99431,0.00569
+97331,Existing Customer,45,M,5,Graduate,Married,$120K +,Blue,26,6,3,2,34516.0,797,33719.0,1.133,3643,59,1.034,0.023,0.0001857,0.99981
+97332,Attrited Customer,53,M,2,,Married,$80K - $120K,Blue,34,4,3,2,1837.0,875,962.0,0.58,2169,43,0.654,0.476,0.99497,0.00503
+97333,Existing Customer,48,F,4,Graduate,Single,,Blue,40,3,3,3,2300.0,1906,394.0,0.803,4538,71,0.868,0.829,0.00031726,0.99968
+97334,Existing Customer,36,F,1,Uneducated,Married,Less than $40K,Blue,36,6,1,3,2611.0,537,2074.0,0.848,5121,83,0.804,0.206,8.9404e-05,0.99991
+97335,Existing Customer,40,M,4,,,$80K - $120K,Blue,27,4,3,2,22863.0,927,21936.0,0.569,4071,69,0.725,0.041,0.00020735,0.99979
+97336,Existing Customer,53,F,3,,Married,$40K - $60K,Blue,46,6,3,1,2192.0,1146,1046.0,0.622,4756,85,0.735,0.523,0.00012373,0.99988
 97337,Existing Customer,40,F,2,High School,Divorced,Less than $40K,Blue,28,4,6,3,2917.0,1310,1607.0,0.757,4736,79,0.795,0.449,0.00023216,0.99977
 97338,Existing Customer,41,F,3,High School,Single,$40K - $60K,Blue,31,3,3,2,1438.3,913,525.3,0.981,4300,68,0.619,0.635,0.00018145,0.99982
-97339,Attrited Customer,37,F,3,Graduate,Single,Less than $40K,Blue,21,4,2,2,1784.0,577,1207.0,0.542,2348,47,0.516,0.32299999999999995,0.99161,0.00839
-97340,Existing Customer,43,F,4,Graduate,Single,Less than $40K,Blue,36,5,4,1,8919.0,2231,6688.0,0.562,3923,73,1.028,0.25,0.00013749,0.9998600000000001
+97339,Attrited Customer,37,F,3,Graduate,Single,Less than $40K,Blue,21,4,2,2,1784.0,577,1207.0,0.542,2348,47,0.516,0.323,0.99161,0.00839
+97340,Existing Customer,43,F,4,Graduate,Single,Less than $40K,Blue,36,5,4,1,8919.0,2231,6688.0,0.562,3923,73,1.028,0.25,0.00013749,0.99986
 97341,Existing Customer,52,F,2,Uneducated,Single,Less than $40K,Blue,37,4,3,1,2164.0,0,2164.0,0.688,5282,80,0.818,0.0,0.00011153,0.99989
-97342,Existing Customer,48,F,2,,Single,,Blue,38,4,4,3,2792.0,1375,1417.0,0.8540000000000001,4364,62,0.879,0.49200000000000005,0.00040183,0.9996
-97343,Existing Customer,60,F,0,College,Married,Less than $40K,Blue,49,5,3,3,1634.0,1155,479.0,0.8740000000000001,4522,83,0.7659999999999999,0.7070000000000001,0.00025239,0.99975
-97344,Existing Customer,39,F,1,College,Single,Less than $40K,Blue,32,4,2,3,2144.0,1557,587.0,0.775,4571,85,0.848,0.726,0.0001747,0.9998299999999999
-97345,Existing Customer,37,M,2,,Single,$40K - $60K,Blue,26,4,1,2,3664.0,1449,2215.0,0.7120000000000001,4413,65,0.5479999999999999,0.395,6.054e-05,0.9999399999999999
-97346,Existing Customer,40,F,4,Uneducated,Married,Less than $40K,Blue,27,5,3,1,4788.0,1088,3700.0,0.8079999999999999,4438,78,0.95,0.22699999999999998,0.00011697,0.9998799999999999
-97347,Existing Customer,34,F,3,College,Married,Less than $40K,Blue,23,3,3,3,2164.0,1176,988.0,0.835,5075,71,0.868,0.5429999999999999,0.00030519,0.99969
+97342,Existing Customer,48,F,2,,Single,,Blue,38,4,4,3,2792.0,1375,1417.0,0.854,4364,62,0.879,0.492,0.00040183,0.9996
+97343,Existing Customer,60,F,0,College,Married,Less than $40K,Blue,49,5,3,3,1634.0,1155,479.0,0.874,4522,83,0.766,0.707,0.00025239,0.99975
+97344,Existing Customer,39,F,1,College,Single,Less than $40K,Blue,32,4,2,3,2144.0,1557,587.0,0.775,4571,85,0.848,0.726,0.0001747,0.99983
+97345,Existing Customer,37,M,2,,Single,$40K - $60K,Blue,26,4,1,2,3664.0,1449,2215.0,0.712,4413,65,0.548,0.395,6.054e-05,0.99994
+97346,Existing Customer,40,F,4,Uneducated,Married,Less than $40K,Blue,27,5,3,1,4788.0,1088,3700.0,0.808,4438,78,0.95,0.227,0.00011697,0.99988
+97347,Existing Customer,34,F,3,College,Married,Less than $40K,Blue,23,3,3,3,2164.0,1176,988.0,0.835,5075,71,0.868,0.543,0.00030519,0.99969
 97348,Existing Customer,48,F,3,Uneducated,Single,Less than $40K,Blue,43,5,4,2,1532.0,1183,349.0,0.617,4359,78,0.857,0.772,0.00023192,0.99977
-97349,Attrited Customer,56,F,2,Uneducated,Single,Less than $40K,Blue,36,1,3,5,1883.0,400,1483.0,0.528,1954,45,0.5,0.212,0.9989100000000001,0.00108742
-97350,Existing Customer,44,F,3,Doctorate,Single,$40K - $60K,Blue,40,4,1,3,3659.0,1356,2303.0,0.715,4861,74,0.762,0.371,0.0001391,0.9998600000000001
+97349,Attrited Customer,56,F,2,Uneducated,Single,Less than $40K,Blue,36,1,3,5,1883.0,400,1483.0,0.528,1954,45,0.5,0.212,0.99891,0.00108742
+97350,Existing Customer,44,F,3,Doctorate,Single,$40K - $60K,Blue,40,4,1,3,3659.0,1356,2303.0,0.715,4861,74,0.762,0.371,0.0001391,0.99986
 97351,Existing Customer,47,F,2,High School,Married,Less than $40K,Blue,37,6,1,1,2946.0,2338,608.0,0.58,4717,70,0.628,0.794,3.2288e-05,0.99997
-97352,Existing Customer,45,F,3,Uneducated,Divorced,Less than $40K,Blue,36,5,1,0,2697.0,2216,481.0,0.6809999999999999,4063,75,0.7859999999999999,0.8220000000000001,2.1676e-05,0.99998
-97353,Existing Customer,47,F,1,Graduate,Single,,Blue,40,3,1,3,3811.0,1970,1841.0,0.828,3578,76,0.6890000000000001,0.517,8.6952e-05,0.9999100000000001
-97354,Existing Customer,35,F,2,Graduate,Married,$40K - $60K,Blue,27,5,2,3,1613.0,1085,528.0,0.659,5000,85,0.848,0.6729999999999999,0.00019143,0.9998100000000001
-97355,Existing Customer,42,F,4,College,Married,Less than $40K,Blue,27,6,2,1,2043.0,0,2043.0,1.0190000000000001,5198,77,0.711,0.0,6.998800000000001e-05,0.9999299999999999
-97356,Attrited Customer,47,M,3,Uneducated,Married,$40K - $60K,Blue,29,1,2,4,1684.0,644,1040.0,0.723,2164,36,0.7140000000000001,0.382,0.9971399999999999,0.00286097
-97357,Existing Customer,47,F,5,Uneducated,,,Blue,34,4,1,3,3127.0,2094,1033.0,0.7090000000000001,4518,86,0.83,0.67,9.8335e-05,0.9999
-97358,Existing Customer,47,M,2,College,Married,$40K - $60K,Blue,43,3,4,1,7106.0,736,6370.0,0.687,5192,75,0.562,0.10400000000000001,0.00012746,0.99987
-97359,Existing Customer,50,F,2,Uneducated,Single,$40K - $60K,Blue,35,4,3,1,2784.0,2458,326.0,0.7979999999999999,4904,81,0.8,0.883,0.00011153,0.99989
-97360,Existing Customer,51,F,3,High School,Single,$40K - $60K,Blue,38,5,3,1,5536.0,0,5536.0,0.695,4281,82,0.8220000000000001,0.0,0.00010943,0.99989
-97361,Existing Customer,45,F,3,College,Married,Less than $40K,Blue,35,3,2,2,1717.0,1156,561.0,0.647,4301,64,0.6409999999999999,0.6729999999999999,0.00011483,0.99989
+97352,Existing Customer,45,F,3,Uneducated,Divorced,Less than $40K,Blue,36,5,1,0,2697.0,2216,481.0,0.681,4063,75,0.786,0.822,2.1676e-05,0.99998
+97353,Existing Customer,47,F,1,Graduate,Single,,Blue,40,3,1,3,3811.0,1970,1841.0,0.828,3578,76,0.689,0.517,8.6952e-05,0.99991
+97354,Existing Customer,35,F,2,Graduate,Married,$40K - $60K,Blue,27,5,2,3,1613.0,1085,528.0,0.659,5000,85,0.848,0.673,0.00019143,0.99981
+97355,Existing Customer,42,F,4,College,Married,Less than $40K,Blue,27,6,2,1,2043.0,0,2043.0,1.019,5198,77,0.711,0.0,6.9988e-05,0.99993
+97356,Attrited Customer,47,M,3,Uneducated,Married,$40K - $60K,Blue,29,1,2,4,1684.0,644,1040.0,0.723,2164,36,0.714,0.382,0.99714,0.00286097
+97357,Existing Customer,47,F,5,Uneducated,,,Blue,34,4,1,3,3127.0,2094,1033.0,0.709,4518,86,0.83,0.67,9.8335e-05,0.9999
+97358,Existing Customer,47,M,2,College,Married,$40K - $60K,Blue,43,3,4,1,7106.0,736,6370.0,0.687,5192,75,0.562,0.104,0.00012746,0.99987
+97359,Existing Customer,50,F,2,Uneducated,Single,$40K - $60K,Blue,35,4,3,1,2784.0,2458,326.0,0.798,4904,81,0.8,0.883,0.00011153,0.99989
+97360,Existing Customer,51,F,3,High School,Single,$40K - $60K,Blue,38,5,3,1,5536.0,0,5536.0,0.695,4281,82,0.822,0.0,0.00010943,0.99989
+97361,Existing Customer,45,F,3,College,Married,Less than $40K,Blue,35,3,2,2,1717.0,1156,561.0,0.647,4301,64,0.641,0.673,0.00011483,0.99989
 97362,Attrited Customer,47,F,3,,Married,Less than $40K,Blue,38,3,3,2,1438.3,0,1438.3,0.198,1687,38,0.226,0.0,0.99515,0.00484967
-97363,Attrited Customer,42,M,5,High School,Married,$60K - $80K,Blue,36,1,2,3,1866.0,0,1866.0,0.7979999999999999,2833,42,0.355,0.0,0.99482,0.00518
-97364,Existing Customer,52,M,3,,Single,$80K - $120K,Blue,36,3,4,1,2516.0,1268,1248.0,0.7509999999999999,4461,80,0.818,0.504,0.00014953,0.99985
-97365,Attrited Customer,45,F,2,College,Divorced,$40K - $60K,Blue,39,4,3,4,3076.0,0,3076.0,0.7340000000000001,2580,50,0.429,0.0,0.9980100000000001,0.00198835
+97363,Attrited Customer,42,M,5,High School,Married,$60K - $80K,Blue,36,1,2,3,1866.0,0,1866.0,0.798,2833,42,0.355,0.0,0.99482,0.00518
+97364,Existing Customer,52,M,3,,Single,$80K - $120K,Blue,36,3,4,1,2516.0,1268,1248.0,0.751,4461,80,0.818,0.504,0.00014953,0.99985
+97365,Attrited Customer,45,F,2,College,Divorced,$40K - $60K,Blue,39,4,3,4,3076.0,0,3076.0,0.734,2580,50,0.429,0.0,0.99801,0.00198835
 97366,Existing Customer,48,M,4,Graduate,Single,$40K - $60K,Blue,36,5,2,3,7514.0,0,7514.0,0.514,4789,69,0.408,0.0,0.00020077,0.9998
-97367,Existing Customer,52,F,2,Graduate,Married,$40K - $60K,Blue,36,6,4,2,2804.0,1782,1022.0,0.698,4357,69,0.605,0.636,0.00021738,0.9997799999999999
-97368,Attrited Customer,58,F,1,Post-Graduate,Divorced,Less than $40K,Blue,52,4,1,3,1817.0,0,1817.0,0.503,2347,45,0.452,0.0,0.9903200000000001,0.00968
+97367,Existing Customer,52,F,2,Graduate,Married,$40K - $60K,Blue,36,6,4,2,2804.0,1782,1022.0,0.698,4357,69,0.605,0.636,0.00021738,0.99978
+97368,Attrited Customer,58,F,1,Post-Graduate,Divorced,Less than $40K,Blue,52,4,1,3,1817.0,0,1817.0,0.503,2347,45,0.452,0.0,0.99032,0.00968
 97369,Existing Customer,43,F,3,High School,Married,Less than $40K,Blue,28,3,3,2,2590.0,0,2590.0,0.63,3391,66,0.833,0.0,0.00018145,0.99982
-97370,Existing Customer,39,F,2,College,Single,$40K - $60K,Blue,29,5,3,1,4938.0,1593,3345.0,0.7,4516,82,0.7829999999999999,0.32299999999999995,0.00010546,0.99989
-97371,Existing Customer,53,M,3,College,Single,$60K - $80K,Blue,36,5,1,1,19940.0,2018,17922.0,0.42,4694,75,0.7859999999999999,0.10099999999999999,3.3508000000000005e-05,0.99997
+97370,Existing Customer,39,F,2,College,Single,$40K - $60K,Blue,29,5,3,1,4938.0,1593,3345.0,0.7,4516,82,0.783,0.323,0.00010546,0.99989
+97371,Existing Customer,53,M,3,College,Single,$60K - $80K,Blue,36,5,1,1,19940.0,2018,17922.0,0.42,4694,75,0.786,0.101,3.3508e-05,0.99997
 97372,Existing Customer,52,F,0,Graduate,Single,,Blue,36,3,4,1,12366.0,0,12366.0,0.738,4880,76,0.9,0.0,0.0001125,0.99989
 97373,Existing Customer,40,M,3,Graduate,Single,$40K - $60K,Blue,30,6,3,3,2583.0,2235,348.0,0.508,4500,83,0.509,0.865,0.0003139,0.99969
-97374,Existing Customer,62,F,0,Graduate,Single,Less than $40K,Blue,53,5,2,2,2616.0,801,1815.0,0.7190000000000001,4655,68,0.511,0.306,9.7673e-05,0.9999
-97375,Existing Customer,52,F,3,,Single,$40K - $60K,Blue,45,5,3,1,6053.0,577,5476.0,0.85,5035,64,1.37,0.095,0.00012373,0.9998799999999999
-97376,Attrited Customer,59,F,0,Graduate,Married,Less than $40K,Blue,36,2,3,2,1708.0,0,1708.0,0.44299999999999995,1992,38,0.35700000000000004,0.0,0.99356,0.00644
-97377,Existing Customer,49,F,4,,Married,Less than $40K,Blue,33,3,2,1,2393.0,1667,726.0,0.9740000000000001,3768,79,0.6809999999999999,0.6970000000000001,7.9128e-05,0.99992
-97378,Existing Customer,53,F,1,Graduate,Divorced,Less than $40K,Blue,46,5,4,3,3424.0,1333,2091.0,0.667,4485,61,0.6940000000000001,0.389,0.00034315,0.99966
-97379,Existing Customer,48,F,3,Post-Graduate,Married,Less than $40K,Blue,35,3,3,3,2640.0,2133,507.0,1.008,4956,72,0.846,0.8079999999999999,0.00036935,0.9996299999999999
+97374,Existing Customer,62,F,0,Graduate,Single,Less than $40K,Blue,53,5,2,2,2616.0,801,1815.0,0.719,4655,68,0.511,0.306,9.7673e-05,0.9999
+97375,Existing Customer,52,F,3,,Single,$40K - $60K,Blue,45,5,3,1,6053.0,577,5476.0,0.85,5035,64,1.37,0.095,0.00012373,0.99988
+97376,Attrited Customer,59,F,0,Graduate,Married,Less than $40K,Blue,36,2,3,2,1708.0,0,1708.0,0.443,1992,38,0.357,0.0,0.99356,0.00644
+97377,Existing Customer,49,F,4,,Married,Less than $40K,Blue,33,3,2,1,2393.0,1667,726.0,0.974,3768,79,0.681,0.697,7.9128e-05,0.99992
+97378,Existing Customer,53,F,1,Graduate,Divorced,Less than $40K,Blue,46,5,4,3,3424.0,1333,2091.0,0.667,4485,61,0.694,0.389,0.00034315,0.99966
+97379,Existing Customer,48,F,3,Post-Graduate,Married,Less than $40K,Blue,35,3,3,3,2640.0,2133,507.0,1.008,4956,72,0.846,0.808,0.00036935,0.99963
 97380,Existing Customer,59,F,0,,Single,$40K - $60K,Blue,42,6,2,2,1931.0,1409,522.0,0.887,4797,65,0.625,0.73,0.00010736,0.99989
 97381,Existing Customer,50,M,2,,Single,$120K +,Blue,38,4,4,2,2123.0,995,1128.0,0.626,4516,78,0.625,0.469,0.00023893,0.99976
-97382,Attrited Customer,54,F,2,Graduate,Married,$40K - $60K,Blue,44,3,4,2,1606.0,0,1606.0,0.763,2258,37,0.609,0.0,0.9954200000000001,0.00457826
-97383,Existing Customer,41,M,4,Graduate,Married,$60K - $80K,Blue,26,5,2,2,5633.0,1395,4238.0,0.542,3695,75,0.63,0.248,0.00011937,0.9998799999999999
-97384,Existing Customer,57,F,2,Graduate,Married,Less than $40K,Blue,45,6,2,2,1438.3,740,698.3,0.698,4970,87,0.9329999999999999,0.514,0.00011382,0.99989
-97385,Existing Customer,50,F,3,High School,Married,Less than $40K,Blue,32,6,2,3,2590.0,2087,503.0,0.7,4248,73,0.78,0.8059999999999999,0.00019311,0.9998100000000001
+97382,Attrited Customer,54,F,2,Graduate,Married,$40K - $60K,Blue,44,3,4,2,1606.0,0,1606.0,0.763,2258,37,0.609,0.0,0.99542,0.00457826
+97383,Existing Customer,41,M,4,Graduate,Married,$60K - $80K,Blue,26,5,2,2,5633.0,1395,4238.0,0.542,3695,75,0.63,0.248,0.00011937,0.99988
+97384,Existing Customer,57,F,2,Graduate,Married,Less than $40K,Blue,45,6,2,2,1438.3,740,698.3,0.698,4970,87,0.933,0.514,0.00011382,0.99989
+97385,Existing Customer,50,F,3,High School,Married,Less than $40K,Blue,32,6,2,3,2590.0,2087,503.0,0.7,4248,73,0.78,0.806,0.00019311,0.99981
 97386,Existing Customer,43,M,5,,Single,$60K - $80K,Blue,24,3,1,3,4556.0,0,4556.0,0.961,4273,82,0.64,0.0,0.00010512,0.99989
-97387,Existing Customer,47,F,4,High School,Married,,Blue,39,6,4,0,1537.0,0,1537.0,0.7120000000000001,4234,75,0.7859999999999999,0.0,8.1758e-05,0.99992
-97388,Existing Customer,55,M,3,High School,Single,$60K - $80K,Blue,47,3,2,2,1602.0,962,640.0,0.8340000000000001,4873,97,0.764,0.6,0.00011482,0.99989
-97389,Existing Customer,50,F,4,Graduate,Married,Less than $40K,Blue,31,4,2,1,2080.0,1799,281.0,0.6509999999999999,5130,82,0.8640000000000001,0.865,7.1987e-05,0.9999299999999999
-97390,Existing Customer,46,F,2,,Single,,Blue,34,6,3,1,7565.0,887,6678.0,0.81,4683,87,0.642,0.11699999999999999,0.00011924,0.9998799999999999
-97391,Existing Customer,47,M,2,Graduate,Divorced,$60K - $80K,Blue,29,5,2,3,4786.0,1553,3233.0,0.61,5039,76,0.81,0.324,0.00019143,0.9998100000000001
-97392,Existing Customer,53,F,2,Graduate,Single,Less than $40K,Blue,38,4,2,3,2375.0,1353,1022.0,0.804,5000,76,0.617,0.57,0.00019143,0.9998100000000001
-97393,Existing Customer,48,F,2,High School,Married,,Blue,37,3,2,2,8446.0,908,7538.0,0.604,4240,67,0.763,0.10800000000000001,0.00011065,0.99989
-97394,Existing Customer,60,F,1,Graduate,Married,Less than $40K,Blue,36,3,4,3,1977.0,545,1432.0,0.9009999999999999,4393,72,0.946,0.276,0.00034315,0.99966
-97395,Existing Customer,42,M,3,Post-Graduate,Married,$80K - $120K,Blue,30,6,2,3,13908.0,0,13908.0,0.7190000000000001,4319,81,0.976,0.0,0.00023373,0.99977
-97396,Existing Customer,52,F,2,Graduate,Married,$40K - $60K,Silver,42,3,3,2,19220.0,0,19220.0,0.997,4642,81,0.7609999999999999,0.0,0.00016253,0.99984
+97387,Existing Customer,47,F,4,High School,Married,,Blue,39,6,4,0,1537.0,0,1537.0,0.712,4234,75,0.786,0.0,8.1758e-05,0.99992
+97388,Existing Customer,55,M,3,High School,Single,$60K - $80K,Blue,47,3,2,2,1602.0,962,640.0,0.834,4873,97,0.764,0.6,0.00011482,0.99989
+97389,Existing Customer,50,F,4,Graduate,Married,Less than $40K,Blue,31,4,2,1,2080.0,1799,281.0,0.651,5130,82,0.864,0.865,7.1987e-05,0.99993
+97390,Existing Customer,46,F,2,,Single,,Blue,34,6,3,1,7565.0,887,6678.0,0.81,4683,87,0.642,0.117,0.00011924,0.99988
+97391,Existing Customer,47,M,2,Graduate,Divorced,$60K - $80K,Blue,29,5,2,3,4786.0,1553,3233.0,0.61,5039,76,0.81,0.324,0.00019143,0.99981
+97392,Existing Customer,53,F,2,Graduate,Single,Less than $40K,Blue,38,4,2,3,2375.0,1353,1022.0,0.804,5000,76,0.617,0.57,0.00019143,0.99981
+97393,Existing Customer,48,F,2,High School,Married,,Blue,37,3,2,2,8446.0,908,7538.0,0.604,4240,67,0.763,0.108,0.00011065,0.99989
+97394,Existing Customer,60,F,1,Graduate,Married,Less than $40K,Blue,36,3,4,3,1977.0,545,1432.0,0.901,4393,72,0.946,0.276,0.00034315,0.99966
+97395,Existing Customer,42,M,3,Post-Graduate,Married,$80K - $120K,Blue,30,6,2,3,13908.0,0,13908.0,0.719,4319,81,0.976,0.0,0.00023373,0.99977
+97396,Existing Customer,52,F,2,Graduate,Married,$40K - $60K,Silver,42,3,3,2,19220.0,0,19220.0,0.997,4642,81,0.761,0.0,0.00016253,0.99984
 97397,Existing Customer,44,F,5,High School,Single,Less than $40K,Blue,30,3,3,1,2709.0,1726,983.0,0.698,5056,89,0.78,0.637,0.00010887,0.99989
-97398,Existing Customer,38,M,1,High School,Single,$60K - $80K,Blue,33,5,4,1,1503.0,879,624.0,0.7759999999999999,4439,77,0.604,0.585,0.00011962,0.9998799999999999
-97399,Existing Customer,51,M,1,High School,Married,$80K - $120K,Blue,36,5,2,2,9186.0,0,9186.0,0.6579999999999999,4986,88,0.76,0.0,0.00010386,0.9999
-97400,Existing Customer,50,F,0,Graduate,Single,Less than $40K,Blue,46,3,2,2,2165.0,1392,773.0,0.7340000000000001,4194,72,0.946,0.643,9.7673e-05,0.9999
+97398,Existing Customer,38,M,1,High School,Single,$60K - $80K,Blue,33,5,4,1,1503.0,879,624.0,0.776,4439,77,0.604,0.585,0.00011962,0.99988
+97399,Existing Customer,51,M,1,High School,Married,$80K - $120K,Blue,36,5,2,2,9186.0,0,9186.0,0.658,4986,88,0.76,0.0,0.00010386,0.9999
+97400,Existing Customer,50,F,0,Graduate,Single,Less than $40K,Blue,46,3,2,2,2165.0,1392,773.0,0.734,4194,72,0.946,0.643,9.7673e-05,0.9999
 97401,Existing Customer,41,F,4,High School,Single,,Blue,36,4,2,3,1438.3,0,1438.3,0.585,5020,85,0.7,0.0,0.00019517,0.9998
-97402,Existing Customer,61,F,1,College,Single,,Blue,50,4,4,1,6673.0,2458,4215.0,0.625,4141,82,0.547,0.368,0.00011963,0.9998799999999999
+97402,Existing Customer,61,F,1,College,Single,,Blue,50,4,4,1,6673.0,2458,4215.0,0.625,4141,82,0.547,0.368,0.00011963,0.99988
 97403,Existing Customer,53,F,3,Graduate,Married,Less than $40K,Blue,42,3,1,1,2404.0,1109,1295.0,0.639,4519,72,0.636,0.461,3.4465e-05,0.99997
 97404,Attrited Customer,47,F,3,Graduate,Married,Less than $40K,Blue,35,4,3,2,1666.0,0,1666.0,0.92,2816,38,0.52,0.0,0.99467,0.00533
-97405,Existing Customer,41,M,2,Graduate,Single,$60K - $80K,Blue,31,3,1,3,8228.0,1935,6293.0,0.627,4933,68,0.545,0.235,9.2637e-05,0.9999100000000001
-97406,Existing Customer,54,F,0,Doctorate,Single,Less than $40K,Blue,43,4,1,3,3186.0,968,2218.0,0.696,4077,75,0.63,0.304,0.00011504,0.9998799999999999
-97407,Existing Customer,53,F,1,Uneducated,Married,Less than $40K,Blue,41,4,2,2,2596.0,868,1728.0,0.743,4801,72,0.7140000000000001,0.33399999999999996,0.00010985,0.99989
-97408,Attrited Customer,43,F,3,High School,Divorced,Less than $40K,Blue,24,4,2,2,1662.0,613,1049.0,0.868,2326,31,0.55,0.369,0.9913700000000001,0.00863
+97405,Existing Customer,41,M,2,Graduate,Single,$60K - $80K,Blue,31,3,1,3,8228.0,1935,6293.0,0.627,4933,68,0.545,0.235,9.2637e-05,0.99991
+97406,Existing Customer,54,F,0,Doctorate,Single,Less than $40K,Blue,43,4,1,3,3186.0,968,2218.0,0.696,4077,75,0.63,0.304,0.00011504,0.99988
+97407,Existing Customer,53,F,1,Uneducated,Married,Less than $40K,Blue,41,4,2,2,2596.0,868,1728.0,0.743,4801,72,0.714,0.334,0.00010985,0.99989
+97408,Attrited Customer,43,F,3,High School,Divorced,Less than $40K,Blue,24,4,2,2,1662.0,613,1049.0,0.868,2326,31,0.55,0.369,0.99137,0.00863
 97409,Attrited Customer,42,F,3,Graduate,Single,Less than $40K,Blue,27,6,2,2,2053.0,0,2053.0,0.866,3053,50,0.562,0.0,0.99161,0.00839
-97410,Existing Customer,32,F,2,Uneducated,Single,,Blue,25,3,2,1,3193.0,1533,1660.0,0.9359999999999999,4419,75,0.7859999999999999,0.48,7.057600000000001e-05,0.9999299999999999
-97411,Existing Customer,45,F,4,Graduate,Married,Less than $40K,Blue,41,5,1,2,1927.0,1337,590.0,0.667,5127,81,0.653,0.6940000000000001,5.7762e-05,0.9999399999999999
-97412,Attrited Customer,39,F,1,Uneducated,Married,$40K - $60K,Blue,27,3,3,3,2821.0,725,2096.0,0.7040000000000001,2397,35,0.29600000000000004,0.257,0.99659,0.00341249
-97413,Existing Customer,48,M,4,High School,Married,$60K - $80K,Blue,42,5,4,3,3879.0,1214,2665.0,0.924,5158,79,0.6809999999999999,0.313,0.00037272,0.9996299999999999
-97414,Existing Customer,56,F,2,,Married,Less than $40K,Blue,36,6,2,1,1971.0,922,1049.0,0.762,4827,84,0.867,0.46799999999999997,7.5449e-05,0.99992
-97415,Existing Customer,48,F,2,Graduate,Married,,Blue,35,3,1,1,1755.0,1058,697.0,0.6970000000000001,4719,90,0.8,0.603,3.3214000000000004e-05,0.99997
+97410,Existing Customer,32,F,2,Uneducated,Single,,Blue,25,3,2,1,3193.0,1533,1660.0,0.936,4419,75,0.786,0.48,7.0576e-05,0.99993
+97411,Existing Customer,45,F,4,Graduate,Married,Less than $40K,Blue,41,5,1,2,1927.0,1337,590.0,0.667,5127,81,0.653,0.694,5.7762e-05,0.99994
+97412,Attrited Customer,39,F,1,Uneducated,Married,$40K - $60K,Blue,27,3,3,3,2821.0,725,2096.0,0.704,2397,35,0.296,0.257,0.99659,0.00341249
+97413,Existing Customer,48,M,4,High School,Married,$60K - $80K,Blue,42,5,4,3,3879.0,1214,2665.0,0.924,5158,79,0.681,0.313,0.00037272,0.99963
+97414,Existing Customer,56,F,2,,Married,Less than $40K,Blue,36,6,2,1,1971.0,922,1049.0,0.762,4827,84,0.867,0.468,7.5449e-05,0.99992
+97415,Existing Customer,48,F,2,Graduate,Married,,Blue,35,3,1,1,1755.0,1058,697.0,0.697,4719,90,0.8,0.603,3.3214e-05,0.99997
 97416,Attrited Customer,42,F,3,Graduate,Married,Less than $40K,Blue,36,4,3,2,2031.0,1720,311.0,0.713,2702,32,0.778,0.847,0.99467,0.00533
-97417,Existing Customer,46,F,2,Graduate,Married,Less than $40K,Blue,31,5,2,0,2330.0,1584,746.0,0.78,3917,71,0.6509999999999999,0.68,4.1986e-05,0.9999600000000001
-97418,Existing Customer,46,F,3,College,Married,Less than $40K,Blue,40,6,4,2,1438.3,0,1438.3,0.7140000000000001,4283,88,0.833,0.0,0.00021930000000000002,0.9997799999999999
-97419,Attrited Customer,59,M,2,High School,Divorced,Less than $40K,Blue,51,6,5,3,1438.3,0,1438.3,0.7340000000000001,2589,49,0.69,0.0,0.99697,0.00303426
-97420,Existing Customer,60,M,1,Graduate,Married,$120K +,Blue,46,6,3,1,5130.0,2048,3082.0,0.7759999999999999,4601,88,0.76,0.39899999999999997,0.00010182,0.9999
-97421,Existing Customer,54,F,2,Graduate,Married,,Blue,42,4,1,1,11794.0,1018,10776.0,0.898,5547,87,0.706,0.086,3.3214000000000004e-05,0.99997
-97422,Attrited Customer,50,M,1,,Single,$60K - $80K,Blue,38,4,3,3,7603.0,744,6859.0,0.711,2497,42,0.273,0.098,0.9968100000000001,0.00319278
-97423,Attrited Customer,41,F,3,Uneducated,Married,$40K - $60K,Blue,36,1,3,4,3606.0,0,3606.0,0.37,1829,41,0.519,0.0,0.9981899999999999,0.00181217
-97424,Existing Customer,49,F,1,Graduate,Married,Less than $40K,Blue,36,6,2,1,5153.0,1378,3775.0,0.7440000000000001,4274,81,0.723,0.267,6.4428e-05,0.9999399999999999
-97425,Existing Customer,47,F,3,College,Single,Less than $40K,Blue,36,3,2,1,2500.0,1169,1331.0,0.638,4265,87,0.812,0.46799999999999997,6.9248e-05,0.9999299999999999
-97426,Existing Customer,42,M,4,Graduate,Single,$40K - $60K,Blue,33,5,3,2,2654.0,1489,1165.0,0.6679999999999999,4767,82,0.6729999999999999,0.561,0.00018864,0.9998100000000001
-97427,Attrited Customer,35,F,3,College,Single,Less than $40K,Blue,25,4,3,2,3611.0,2517,1094.0,0.537,2178,45,0.552,0.6970000000000001,0.9945200000000001,0.00548
-97428,Existing Customer,47,F,4,,Married,,Blue,42,5,2,3,1882.0,1143,739.0,0.638,4536,85,0.889,0.607,0.00022068,0.9997799999999999
-97429,Existing Customer,47,M,3,,Single,$80K - $120K,Blue,36,3,1,2,7421.0,0,7421.0,0.708,4353,75,0.7859999999999999,0.0,6.282e-05,0.9999399999999999
-97430,Existing Customer,44,F,4,Graduate,Single,Less than $40K,Blue,33,3,2,2,4606.0,1556,3050.0,0.6759999999999999,4363,78,0.66,0.33799999999999997,0.00011937,0.9998799999999999
-97431,Existing Customer,32,F,0,High School,Divorced,,Blue,25,5,3,1,12268.0,1165,11103.0,0.8320000000000001,4905,82,0.8220000000000001,0.095,9.049299999999999e-05,0.9999100000000001
-97432,Existing Customer,50,M,2,Post-Graduate,Married,$80K - $120K,Blue,42,6,1,1,9873.0,1276,8597.0,0.7909999999999999,4613,82,0.745,0.129,3.9081999999999996e-05,0.9999600000000001
-97433,Existing Customer,46,F,3,Graduate,Single,Less than $40K,Blue,38,5,1,3,1555.0,1366,189.0,0.7040000000000001,5490,86,0.755,0.878,9.612600000000001e-05,0.9999
-97434,Attrited Customer,52,F,2,Graduate,Married,Less than $40K,Blue,36,5,3,4,2160.0,0,2160.0,0.645,2360,56,0.647,0.0,0.9980700000000001,0.00193323
-97435,Existing Customer,38,M,0,,Married,$60K - $80K,Blue,26,5,2,1,3809.0,1521,2288.0,0.6920000000000001,4666,69,0.865,0.39899999999999997,6.4745e-05,0.9999399999999999
+97417,Existing Customer,46,F,2,Graduate,Married,Less than $40K,Blue,31,5,2,0,2330.0,1584,746.0,0.78,3917,71,0.651,0.68,4.1986e-05,0.99996
+97418,Existing Customer,46,F,3,College,Married,Less than $40K,Blue,40,6,4,2,1438.3,0,1438.3,0.714,4283,88,0.833,0.0,0.0002193,0.99978
+97419,Attrited Customer,59,M,2,High School,Divorced,Less than $40K,Blue,51,6,5,3,1438.3,0,1438.3,0.734,2589,49,0.69,0.0,0.99697,0.00303426
+97420,Existing Customer,60,M,1,Graduate,Married,$120K +,Blue,46,6,3,1,5130.0,2048,3082.0,0.776,4601,88,0.76,0.399,0.00010182,0.9999
+97421,Existing Customer,54,F,2,Graduate,Married,,Blue,42,4,1,1,11794.0,1018,10776.0,0.898,5547,87,0.706,0.086,3.3214e-05,0.99997
+97422,Attrited Customer,50,M,1,,Single,$60K - $80K,Blue,38,4,3,3,7603.0,744,6859.0,0.711,2497,42,0.273,0.098,0.99681,0.00319278
+97423,Attrited Customer,41,F,3,Uneducated,Married,$40K - $60K,Blue,36,1,3,4,3606.0,0,3606.0,0.37,1829,41,0.519,0.0,0.99819,0.00181217
+97424,Existing Customer,49,F,1,Graduate,Married,Less than $40K,Blue,36,6,2,1,5153.0,1378,3775.0,0.744,4274,81,0.723,0.267,6.4428e-05,0.99994
+97425,Existing Customer,47,F,3,College,Single,Less than $40K,Blue,36,3,2,1,2500.0,1169,1331.0,0.638,4265,87,0.812,0.468,6.9248e-05,0.99993
+97426,Existing Customer,42,M,4,Graduate,Single,$40K - $60K,Blue,33,5,3,2,2654.0,1489,1165.0,0.668,4767,82,0.673,0.561,0.00018864,0.99981
+97427,Attrited Customer,35,F,3,College,Single,Less than $40K,Blue,25,4,3,2,3611.0,2517,1094.0,0.537,2178,45,0.552,0.697,0.99452,0.00548
+97428,Existing Customer,47,F,4,,Married,,Blue,42,5,2,3,1882.0,1143,739.0,0.638,4536,85,0.889,0.607,0.00022068,0.99978
+97429,Existing Customer,47,M,3,,Single,$80K - $120K,Blue,36,3,1,2,7421.0,0,7421.0,0.708,4353,75,0.786,0.0,6.282e-05,0.99994
+97430,Existing Customer,44,F,4,Graduate,Single,Less than $40K,Blue,33,3,2,2,4606.0,1556,3050.0,0.676,4363,78,0.66,0.338,0.00011937,0.99988
+97431,Existing Customer,32,F,0,High School,Divorced,,Blue,25,5,3,1,12268.0,1165,11103.0,0.832,4905,82,0.822,0.095,9.0493e-05,0.99991
+97432,Existing Customer,50,M,2,Post-Graduate,Married,$80K - $120K,Blue,42,6,1,1,9873.0,1276,8597.0,0.791,4613,82,0.745,0.129,3.9082e-05,0.99996
+97433,Existing Customer,46,F,3,Graduate,Single,Less than $40K,Blue,38,5,1,3,1555.0,1366,189.0,0.704,5490,86,0.755,0.878,9.6126e-05,0.9999
+97434,Attrited Customer,52,F,2,Graduate,Married,Less than $40K,Blue,36,5,3,4,2160.0,0,2160.0,0.645,2360,56,0.647,0.0,0.99807,0.00193323
+97435,Existing Customer,38,M,0,,Married,$60K - $80K,Blue,26,5,2,1,3809.0,1521,2288.0,0.692,4666,69,0.865,0.399,6.4745e-05,0.99994
 97436,Existing Customer,44,F,3,High School,Single,Less than $40K,Blue,33,3,3,3,5362.0,1984,3378.0,0.664,3851,87,0.642,0.37,0.00030516,0.99969
 97437,Existing Customer,43,F,1,Graduate,,Less than $40K,Blue,32,4,4,3,1834.0,1416,418.0,0.868,5653,79,0.927,0.772,0.00034315,0.99966
-97438,Existing Customer,52,F,3,Graduate,Married,Less than $40K,Blue,47,4,4,2,2577.0,879,1698.0,0.74,5021,75,0.7440000000000001,0.341,0.00022556,0.99977
-97439,Existing Customer,47,M,5,Graduate,Single,$60K - $80K,Blue,36,6,3,2,2721.0,1264,1457.0,0.7959999999999999,4557,71,0.972,0.465,0.0001857,0.9998100000000001
-97440,Existing Customer,50,F,3,Graduate,Married,Less than $40K,Blue,40,3,2,2,2925.0,2065,860.0,0.6920000000000001,3913,47,1.474,0.706,0.00011811,0.9998799999999999
-97441,Attrited Customer,44,F,5,Graduate,,Less than $40K,Blue,39,6,3,2,1545.0,0,1545.0,0.7490000000000001,2646,39,0.444,0.0,0.99464,0.00536
-97442,Attrited Customer,49,F,2,Graduate,Married,Less than $40K,Blue,39,3,3,1,2212.0,0,2212.0,0.9420000000000001,2394,55,0.897,0.0,0.99087,0.00913
-97443,Existing Customer,46,M,2,High School,Single,$120K +,Blue,36,3,1,3,13001.0,1482,11519.0,0.552,3671,55,0.528,0.114,9.0056e-05,0.9999100000000001
-97444,Attrited Customer,36,F,3,Uneducated,Single,Less than $40K,Blue,22,3,3,1,2784.0,2378,406.0,0.525,2021,57,0.6759999999999999,0.8540000000000001,0.9914299999999999,0.00857
-97445,Attrited Customer,50,M,1,Post-Graduate,Single,$60K - $80K,Blue,36,4,3,2,2317.0,0,2317.0,0.7340000000000001,2214,41,0.519,0.0,0.9949899999999999,0.0050100000000000006
-97446,Existing Customer,41,F,3,High School,,Less than $40K,Blue,36,5,2,0,1867.0,970,897.0,0.828,4537,60,1.0,0.52,4.2353999999999995e-05,0.9999600000000001
-97447,Attrited Customer,50,F,0,Doctorate,Single,Less than $40K,Blue,38,4,3,3,2595.0,2353,242.0,0.924,2526,41,0.5770000000000001,0.907,0.99735,0.00265408
-97448,Existing Customer,46,F,2,College,Divorced,Less than $40K,Blue,36,4,3,1,1438.3,0,1438.3,0.9059999999999999,4311,77,0.833,0.0,0.00010546,0.99989
-97449,Existing Customer,46,F,2,Graduate,Married,Less than $40K,Blue,40,6,1,2,1696.0,1177,519.0,0.6859999999999999,4410,84,0.826,0.6940000000000001,5.5077e-05,0.9999399999999999
+97438,Existing Customer,52,F,3,Graduate,Married,Less than $40K,Blue,47,4,4,2,2577.0,879,1698.0,0.74,5021,75,0.744,0.341,0.00022556,0.99977
+97439,Existing Customer,47,M,5,Graduate,Single,$60K - $80K,Blue,36,6,3,2,2721.0,1264,1457.0,0.796,4557,71,0.972,0.465,0.0001857,0.99981
+97440,Existing Customer,50,F,3,Graduate,Married,Less than $40K,Blue,40,3,2,2,2925.0,2065,860.0,0.692,3913,47,1.474,0.706,0.00011811,0.99988
+97441,Attrited Customer,44,F,5,Graduate,,Less than $40K,Blue,39,6,3,2,1545.0,0,1545.0,0.749,2646,39,0.444,0.0,0.99464,0.00536
+97442,Attrited Customer,49,F,2,Graduate,Married,Less than $40K,Blue,39,3,3,1,2212.0,0,2212.0,0.942,2394,55,0.897,0.0,0.99087,0.00913
+97443,Existing Customer,46,M,2,High School,Single,$120K +,Blue,36,3,1,3,13001.0,1482,11519.0,0.552,3671,55,0.528,0.114,9.0056e-05,0.99991
+97444,Attrited Customer,36,F,3,Uneducated,Single,Less than $40K,Blue,22,3,3,1,2784.0,2378,406.0,0.525,2021,57,0.676,0.854,0.99143,0.00857
+97445,Attrited Customer,50,M,1,Post-Graduate,Single,$60K - $80K,Blue,36,4,3,2,2317.0,0,2317.0,0.734,2214,41,0.519,0.0,0.99499,0.00501
+97446,Existing Customer,41,F,3,High School,,Less than $40K,Blue,36,5,2,0,1867.0,970,897.0,0.828,4537,60,1.0,0.52,4.2354e-05,0.99996
+97447,Attrited Customer,50,F,0,Doctorate,Single,Less than $40K,Blue,38,4,3,3,2595.0,2353,242.0,0.924,2526,41,0.577,0.907,0.99735,0.00265408
+97448,Existing Customer,46,F,2,College,Divorced,Less than $40K,Blue,36,4,3,1,1438.3,0,1438.3,0.906,4311,77,0.833,0.0,0.00010546,0.99989
+97449,Existing Customer,46,F,2,Graduate,Married,Less than $40K,Blue,40,6,1,2,1696.0,1177,519.0,0.686,4410,84,0.826,0.694,5.5077e-05,0.99994
 97450,Attrited Customer,46,F,1,Graduate,Married,,Blue,24,3,3,2,2694.0,1576,1118.0,0.494,2041,57,0.9,0.585,0.99411,0.00589
 97451,Attrited Customer,51,F,4,High School,Married,Less than $40K,Blue,41,3,3,4,2791.0,940,1851.0,0.813,2584,49,0.441,0.337,0.9981,0.00189625
 97452,Existing Customer,51,F,1,Graduate,Single,$40K - $60K,Blue,36,3,3,1,2146.0,967,1179.0,0.569,4253,74,0.721,0.451,0.00010182,0.9999
-97453,Attrited Customer,61,M,0,Uneducated,Married,$80K - $120K,Blue,43,3,3,5,1438.3,0,1438.3,0.7,1958,47,0.424,0.0,0.9987299999999999,0.00126699
-97454,Existing Customer,38,F,2,College,Married,,Blue,36,6,1,2,1438.3,730,708.3,0.9209999999999999,4583,67,0.914,0.508,5.3547e-05,0.99995
-97455,Existing Customer,44,F,3,Graduate,Divorced,$40K - $60K,Blue,38,3,2,2,4269.0,1852,2417.0,0.682,4178,75,0.63,0.434,0.00011811,0.9998799999999999
-97456,Existing Customer,45,F,3,Graduate,Married,$40K - $60K,Blue,38,3,6,1,4195.0,2440,1755.0,0.889,4430,72,0.7140000000000001,0.5820000000000001,8.8856e-05,0.9999100000000001
+97453,Attrited Customer,61,M,0,Uneducated,Married,$80K - $120K,Blue,43,3,3,5,1438.3,0,1438.3,0.7,1958,47,0.424,0.0,0.99873,0.00126699
+97454,Existing Customer,38,F,2,College,Married,,Blue,36,6,1,2,1438.3,730,708.3,0.921,4583,67,0.914,0.508,5.3547e-05,0.99995
+97455,Existing Customer,44,F,3,Graduate,Divorced,$40K - $60K,Blue,38,3,2,2,4269.0,1852,2417.0,0.682,4178,75,0.63,0.434,0.00011811,0.99988
+97456,Existing Customer,45,F,3,Graduate,Married,$40K - $60K,Blue,38,3,6,1,4195.0,2440,1755.0,0.889,4430,72,0.714,0.582,8.8856e-05,0.99991
 97457,Existing Customer,48,F,1,College,Married,Less than $40K,Blue,38,5,2,2,1832.0,748,1084.0,0.879,4376,87,0.812,0.408,0.00010387,0.9999
-97458,Existing Customer,37,F,2,High School,Married,Less than $40K,Blue,36,3,2,1,2588.0,1782,806.0,0.546,4159,83,0.7659999999999999,0.6890000000000001,6.6728e-05,0.9999299999999999
-97459,Existing Customer,63,F,0,,Single,Less than $40K,Blue,36,6,1,1,4847.0,1856,2991.0,0.61,4712,76,0.81,0.38299999999999995,3.1329e-05,0.99997
-97460,Existing Customer,46,F,4,College,Married,$40K - $60K,Blue,33,4,1,1,2423.0,429,1994.0,0.625,4717,80,0.7390000000000001,0.177,3.3866e-05,0.99997
-97461,Existing Customer,50,F,0,Uneducated,Single,$40K - $60K,Blue,41,6,2,3,7507.0,1697,5810.0,1.0979999999999999,4651,71,1.0290000000000001,0.226,0.00016891,0.9998299999999999
-97462,Existing Customer,51,M,2,College,Married,$120K +,Blue,43,5,2,3,5232.0,1923,3309.0,0.629,4976,93,0.6609999999999999,0.368,0.00018612,0.9998100000000001
-97463,Existing Customer,43,F,3,Uneducated,Single,,Blue,32,5,1,1,1438.3,491,947.3,0.494,5016,86,0.593,0.341,3.5437e-05,0.9999600000000001
-97464,Existing Customer,47,F,1,High School,Married,,Blue,43,4,2,2,1828.0,1517,311.0,0.6609999999999999,4542,82,0.5770000000000001,0.83,0.00010386,0.9999
-97465,Existing Customer,49,F,5,Graduate,Married,,Blue,43,4,3,2,2557.0,2351,206.0,0.807,4342,73,1.147,0.919,0.0001857,0.9998100000000001
-97466,Existing Customer,42,F,2,College,Divorced,Less than $40K,Blue,33,3,3,1,2283.0,1690,593.0,0.8740000000000001,4377,64,0.488,0.74,0.00010546,0.99989
+97458,Existing Customer,37,F,2,High School,Married,Less than $40K,Blue,36,3,2,1,2588.0,1782,806.0,0.546,4159,83,0.766,0.689,6.6728e-05,0.99993
+97459,Existing Customer,63,F,0,,Single,Less than $40K,Blue,36,6,1,1,4847.0,1856,2991.0,0.61,4712,76,0.81,0.383,3.1329e-05,0.99997
+97460,Existing Customer,46,F,4,College,Married,$40K - $60K,Blue,33,4,1,1,2423.0,429,1994.0,0.625,4717,80,0.739,0.177,3.3866e-05,0.99997
+97461,Existing Customer,50,F,0,Uneducated,Single,$40K - $60K,Blue,41,6,2,3,7507.0,1697,5810.0,1.098,4651,71,1.029,0.226,0.00016891,0.99983
+97462,Existing Customer,51,M,2,College,Married,$120K +,Blue,43,5,2,3,5232.0,1923,3309.0,0.629,4976,93,0.661,0.368,0.00018612,0.99981
+97463,Existing Customer,43,F,3,Uneducated,Single,,Blue,32,5,1,1,1438.3,491,947.3,0.494,5016,86,0.593,0.341,3.5437e-05,0.99996
+97464,Existing Customer,47,F,1,High School,Married,,Blue,43,4,2,2,1828.0,1517,311.0,0.661,4542,82,0.577,0.83,0.00010386,0.9999
+97465,Existing Customer,49,F,5,Graduate,Married,,Blue,43,4,3,2,2557.0,2351,206.0,0.807,4342,73,1.147,0.919,0.0001857,0.99981
+97466,Existing Customer,42,F,2,College,Divorced,Less than $40K,Blue,33,3,3,1,2283.0,1690,593.0,0.874,4377,64,0.488,0.74,0.00010546,0.99989
 97467,Existing Customer,35,F,4,High School,Single,Less than $40K,Blue,25,5,2,3,2684.0,1658,1026.0,0.669,4657,76,1.0,0.618,0.00019517,0.9998
-97468,Existing Customer,38,F,1,Graduate,Married,,Blue,31,3,1,3,7234.0,0,7234.0,0.899,5198,75,1.083,0.0,8.6952e-05,0.9999100000000001
-97469,Existing Customer,37,F,2,College,Single,$40K - $60K,Blue,26,3,2,3,1438.3,743,695.3,0.561,4730,80,0.778,0.517,0.00018612,0.9998100000000001
-97470,Existing Customer,42,F,3,Graduate,Married,Less than $40K,Blue,37,4,2,1,2730.0,1303,1427.0,1.308,4750,76,0.9,0.47700000000000004,7.1226e-05,0.9999299999999999
-97471,Existing Customer,50,F,3,High School,Married,,Blue,38,4,2,1,2808.0,1720,1088.0,0.836,5137,81,0.723,0.613,6.9242e-05,0.9999299999999999
-97472,Existing Customer,42,F,3,,Single,Less than $40K,Blue,36,6,1,1,6275.0,0,6275.0,0.79,4308,75,0.7859999999999999,0.0,3.7884e-05,0.9999600000000001
-97473,Existing Customer,43,F,4,College,,$40K - $60K,Blue,39,4,1,3,1438.3,0,1438.3,0.68,4528,83,1.128,0.0,9.4455e-05,0.9999100000000001
+97468,Existing Customer,38,F,1,Graduate,Married,,Blue,31,3,1,3,7234.0,0,7234.0,0.899,5198,75,1.083,0.0,8.6952e-05,0.99991
+97469,Existing Customer,37,F,2,College,Single,$40K - $60K,Blue,26,3,2,3,1438.3,743,695.3,0.561,4730,80,0.778,0.517,0.00018612,0.99981
+97470,Existing Customer,42,F,3,Graduate,Married,Less than $40K,Blue,37,4,2,1,2730.0,1303,1427.0,1.308,4750,76,0.9,0.477,7.1226e-05,0.99993
+97471,Existing Customer,50,F,3,High School,Married,,Blue,38,4,2,1,2808.0,1720,1088.0,0.836,5137,81,0.723,0.613,6.9242e-05,0.99993
+97472,Existing Customer,42,F,3,,Single,Less than $40K,Blue,36,6,1,1,6275.0,0,6275.0,0.79,4308,75,0.786,0.0,3.7884e-05,0.99996
+97473,Existing Customer,43,F,4,College,,$40K - $60K,Blue,39,4,1,3,1438.3,0,1438.3,0.68,4528,83,1.128,0.0,9.4455e-05,0.99991
 97474,Attrited Customer,44,M,4,Graduate,Single,$80K - $120K,Blue,36,4,2,2,10834.0,0,10834.0,0.522,2249,51,0.594,0.0,0.99169,0.00831
-97475,Existing Customer,44,F,1,College,Married,Less than $40K,Blue,33,5,1,3,1522.0,0,1522.0,0.7829999999999999,4835,70,0.489,0.0,8.453700000000001e-05,0.99992
-97476,Existing Customer,48,F,4,Doctorate,Single,,Blue,39,6,1,1,2845.0,919,1926.0,0.652,2635,43,1.263,0.32299999999999995,5.0408e-05,0.99995
-97477,Existing Customer,41,F,2,Graduate,Married,$40K - $60K,Blue,36,6,2,3,2329.0,1271,1058.0,0.7290000000000001,4382,70,0.667,0.546,0.00019143,0.9998100000000001
-97478,Existing Customer,47,F,1,Uneducated,Single,$40K - $60K,Blue,34,5,1,3,2099.0,1164,935.0,0.7170000000000001,4471,80,0.667,0.555,8.9404e-05,0.9999100000000001
+97475,Existing Customer,44,F,1,College,Married,Less than $40K,Blue,33,5,1,3,1522.0,0,1522.0,0.783,4835,70,0.489,0.0,8.4537e-05,0.99992
+97476,Existing Customer,48,F,4,Doctorate,Single,,Blue,39,6,1,1,2845.0,919,1926.0,0.652,2635,43,1.263,0.323,5.0408e-05,0.99995
+97477,Existing Customer,41,F,2,Graduate,Married,$40K - $60K,Blue,36,6,2,3,2329.0,1271,1058.0,0.729,4382,70,0.667,0.546,0.00019143,0.99981
+97478,Existing Customer,47,F,1,Uneducated,Single,$40K - $60K,Blue,34,5,1,3,2099.0,1164,935.0,0.717,4471,80,0.667,0.555,8.9404e-05,0.99991
 97479,Existing Customer,42,F,2,Uneducated,Married,,Blue,37,6,1,1,5099.0,958,4141.0,0.607,4025,73,0.521,0.188,3.415e-05,0.99997
-97480,Existing Customer,54,F,4,Graduate,Married,,Blue,43,3,2,3,3805.0,821,2984.0,0.807,4326,67,0.8109999999999999,0.21600000000000003,0.00020077,0.9998
-97481,Existing Customer,47,F,2,High School,Married,,Blue,32,3,2,1,11438.0,0,11438.0,0.815,4346,90,0.915,0.0,6.6728e-05,0.9999299999999999
-97482,Existing Customer,43,F,3,Graduate,Single,$40K - $60K,Blue,33,4,3,3,2434.0,1169,1265.0,0.6890000000000001,4739,76,0.81,0.48,0.0003139,0.99969
-97483,Existing Customer,44,F,3,Graduate,Single,,Blue,37,3,2,1,4703.0,1555,3148.0,0.932,4127,89,0.648,0.331,7.1226e-05,0.9999299999999999
-97484,Existing Customer,44,F,5,High School,Married,,Blue,36,4,3,2,5254.0,2507,2747.0,0.7509999999999999,4501,64,0.6409999999999999,0.47700000000000004,0.00018053,0.99982
-97485,Existing Customer,45,F,5,Doctorate,Married,Less than $40K,Blue,34,4,2,2,1438.3,491,947.3,0.708,4376,84,0.787,0.341,0.00017004,0.9998299999999999
-97486,Existing Customer,40,F,4,Graduate,Single,Less than $40K,Blue,26,5,3,0,2206.0,1110,1096.0,0.746,5196,92,0.614,0.503,6.9589e-05,0.9999299999999999
-97487,Existing Customer,50,F,2,College,Married,$40K - $60K,Blue,37,6,2,1,3600.0,1904,1696.0,0.72,4946,75,0.531,0.529,6.6734e-05,0.9999299999999999
-97488,Existing Customer,46,M,2,High School,,$60K - $80K,Blue,42,3,3,2,7116.0,693,6423.0,0.759,4759,81,0.841,0.09699999999999999,0.00017486,0.9998299999999999
-97489,Existing Customer,37,F,3,College,Married,Less than $40K,Blue,28,4,2,1,1788.0,0,1788.0,1.001,3511,56,0.9309999999999999,0.0,6.9248e-05,0.9999299999999999
-97490,Existing Customer,60,F,0,Doctorate,Married,,Blue,51,4,1,3,7508.0,2148,5360.0,0.89,4950,70,0.7070000000000001,0.28600000000000003,0.00011504,0.9998799999999999
-97491,Attrited Customer,39,F,5,,Married,$40K - $60K,Blue,31,3,3,6,3333.0,1867,1466.0,0.9470000000000001,3348,50,0.282,0.56,0.99944,0.0005616000000000001
-97492,Existing Customer,50,F,2,Graduate,Married,,Blue,31,5,1,3,13745.0,0,13745.0,0.53,4432,61,0.605,0.0,9.2637e-05,0.9999100000000001
-97493,Attrited Customer,34,F,4,Graduate,Married,Less than $40K,Blue,36,2,2,4,5021.0,2517,2504.0,0.5870000000000001,2270,40,0.48100000000000004,0.501,0.9970899999999999,0.0029104
-97494,Existing Customer,43,M,2,Graduate,Married,$40K - $60K,Blue,34,3,2,1,4396.0,0,4396.0,0.5920000000000001,4771,78,1.053,0.0,6.864e-05,0.9999299999999999
-97495,Existing Customer,40,F,4,Graduate,Single,Less than $40K,Blue,30,4,2,2,2558.0,0,2558.0,0.728,4635,82,0.64,0.0,0.00011937,0.9998799999999999
+97480,Existing Customer,54,F,4,Graduate,Married,,Blue,43,3,2,3,3805.0,821,2984.0,0.807,4326,67,0.811,0.216,0.00020077,0.9998
+97481,Existing Customer,47,F,2,High School,Married,,Blue,32,3,2,1,11438.0,0,11438.0,0.815,4346,90,0.915,0.0,6.6728e-05,0.99993
+97482,Existing Customer,43,F,3,Graduate,Single,$40K - $60K,Blue,33,4,3,3,2434.0,1169,1265.0,0.689,4739,76,0.81,0.48,0.0003139,0.99969
+97483,Existing Customer,44,F,3,Graduate,Single,,Blue,37,3,2,1,4703.0,1555,3148.0,0.932,4127,89,0.648,0.331,7.1226e-05,0.99993
+97484,Existing Customer,44,F,5,High School,Married,,Blue,36,4,3,2,5254.0,2507,2747.0,0.751,4501,64,0.641,0.477,0.00018053,0.99982
+97485,Existing Customer,45,F,5,Doctorate,Married,Less than $40K,Blue,34,4,2,2,1438.3,491,947.3,0.708,4376,84,0.787,0.341,0.00017004,0.99983
+97486,Existing Customer,40,F,4,Graduate,Single,Less than $40K,Blue,26,5,3,0,2206.0,1110,1096.0,0.746,5196,92,0.614,0.503,6.9589e-05,0.99993
+97487,Existing Customer,50,F,2,College,Married,$40K - $60K,Blue,37,6,2,1,3600.0,1904,1696.0,0.72,4946,75,0.531,0.529,6.6734e-05,0.99993
+97488,Existing Customer,46,M,2,High School,,$60K - $80K,Blue,42,3,3,2,7116.0,693,6423.0,0.759,4759,81,0.841,0.097,0.00017486,0.99983
+97489,Existing Customer,37,F,3,College,Married,Less than $40K,Blue,28,4,2,1,1788.0,0,1788.0,1.001,3511,56,0.931,0.0,6.9248e-05,0.99993
+97490,Existing Customer,60,F,0,Doctorate,Married,,Blue,51,4,1,3,7508.0,2148,5360.0,0.89,4950,70,0.707,0.286,0.00011504,0.99988
+97491,Attrited Customer,39,F,5,,Married,$40K - $60K,Blue,31,3,3,6,3333.0,1867,1466.0,0.947,3348,50,0.282,0.56,0.99944,0.0005616
+97492,Existing Customer,50,F,2,Graduate,Married,,Blue,31,5,1,3,13745.0,0,13745.0,0.53,4432,61,0.605,0.0,9.2637e-05,0.99991
+97493,Attrited Customer,34,F,4,Graduate,Married,Less than $40K,Blue,36,2,2,4,5021.0,2517,2504.0,0.587,2270,40,0.481,0.501,0.99709,0.0029104
+97494,Existing Customer,43,M,2,Graduate,Married,$40K - $60K,Blue,34,3,2,1,4396.0,0,4396.0,0.592,4771,78,1.053,0.0,6.864e-05,0.99993
+97495,Existing Customer,40,F,4,Graduate,Single,Less than $40K,Blue,30,4,2,2,2558.0,0,2558.0,0.728,4635,82,0.64,0.0,0.00011937,0.99988
 97496,Existing Customer,30,F,0,College,Single,,Blue,18,4,2,3,9641.0,0,9641.0,0.907,4710,75,0.667,0.0,0.00015971,0.99984
-97497,Existing Customer,38,F,1,Uneducated,Married,,Blue,36,3,3,1,12621.0,912,11709.0,0.64,4945,78,0.56,0.07200000000000001,0.00010469,0.9999
-97498,Attrited Customer,40,M,3,Doctorate,Married,$40K - $60K,Blue,36,3,3,4,2313.0,0,2313.0,0.6729999999999999,2249,42,0.312,0.0,0.99871,0.00128822
-97499,Existing Customer,53,F,3,Uneducated,Married,Less than $40K,Blue,36,3,1,3,1438.3,1183,255.3,0.841,4551,65,0.667,0.8220000000000001,9.8837e-05,0.9999
-97500,Existing Customer,44,F,4,Graduate,Divorced,Less than $40K,Blue,30,4,3,2,1791.0,1314,477.0,0.725,5109,79,0.7559999999999999,0.7340000000000001,0.00018864,0.9998100000000001
-97501,Existing Customer,52,F,3,Uneducated,Single,Less than $40K,Blue,44,3,3,2,2300.0,1598,702.0,0.813,4287,84,0.7140000000000001,0.695,0.00019191,0.9998100000000001
-97502,Existing Customer,42,F,3,Graduate,Married,Less than $40K,Blue,36,4,2,2,2526.0,2048,478.0,0.716,4267,72,0.8,0.8109999999999999,0.00011811,0.9998799999999999
-97503,Attrited Customer,42,F,4,Graduate,Married,$40K - $60K,Blue,33,4,3,2,2918.0,0,2918.0,0.5589999999999999,2056,54,0.45899999999999996,0.0,0.9947299999999999,0.00527
-97504,Existing Customer,53,F,2,Graduate,Single,,Blue,49,4,2,3,6074.0,0,6074.0,0.6970000000000001,4303,77,0.674,0.0,0.00019143,0.9998100000000001
-97505,Existing Customer,45,M,3,High School,Married,$60K - $80K,Blue,37,5,1,2,4995.0,1766,3229.0,0.76,4389,82,0.8640000000000001,0.354,5.5558999999999994e-05,0.9999399999999999
-97506,Existing Customer,34,M,2,Graduate,Married,$40K - $60K,Blue,17,6,2,1,3323.0,1062,2261.0,0.7290000000000001,4610,78,0.773,0.32,6.864e-05,0.9999299999999999
-97507,Existing Customer,56,F,1,Graduate,Married,Less than $40K,Blue,48,3,1,3,2464.0,1794,670.0,0.682,4610,76,0.9,0.728,8.6952e-05,0.9999100000000001
-97508,Existing Customer,34,F,2,Graduate,,Less than $40K,Blue,18,4,1,3,2730.0,0,2730.0,0.648,4530,72,0.7140000000000001,0.0,9.2637e-05,0.9999100000000001
-97509,Existing Customer,35,F,1,College,,,Blue,29,4,3,3,1438.3,966,472.3,0.871,5249,81,0.7609999999999999,0.672,0.00027607,0.99972
-97510,Attrited Customer,43,M,2,College,Single,$80K - $120K,Blue,34,2,4,3,4617.0,1035,3582.0,0.36,1779,35,0.591,0.22399999999999998,0.9972,0.00280463
-97511,Existing Customer,50,M,2,Graduate,Married,$120K +,Blue,42,6,2,1,8220.0,1015,7205.0,1.063,4794,77,0.878,0.12300000000000001,6.864e-05,0.9999299999999999
-97512,Existing Customer,40,F,3,College,Single,Less than $40K,Blue,29,4,3,1,5716.0,623,5093.0,0.6729999999999999,4387,79,0.8809999999999999,0.109,0.00010944,0.99989
-97513,Existing Customer,49,F,2,,Single,Less than $40K,Blue,36,4,3,0,1635.0,1220,415.0,0.565,4807,56,0.9309999999999999,0.746,7.293600000000001e-05,0.9999299999999999
-97514,Existing Customer,52,F,2,,Single,$40K - $60K,Blue,46,4,2,3,4259.0,0,4259.0,0.59,4389,80,0.7020000000000001,0.0,0.00021042,0.99979
+97497,Existing Customer,38,F,1,Uneducated,Married,,Blue,36,3,3,1,12621.0,912,11709.0,0.64,4945,78,0.56,0.072,0.00010469,0.9999
+97498,Attrited Customer,40,M,3,Doctorate,Married,$40K - $60K,Blue,36,3,3,4,2313.0,0,2313.0,0.673,2249,42,0.312,0.0,0.99871,0.00128822
+97499,Existing Customer,53,F,3,Uneducated,Married,Less than $40K,Blue,36,3,1,3,1438.3,1183,255.3,0.841,4551,65,0.667,0.822,9.8837e-05,0.9999
+97500,Existing Customer,44,F,4,Graduate,Divorced,Less than $40K,Blue,30,4,3,2,1791.0,1314,477.0,0.725,5109,79,0.756,0.734,0.00018864,0.99981
+97501,Existing Customer,52,F,3,Uneducated,Single,Less than $40K,Blue,44,3,3,2,2300.0,1598,702.0,0.813,4287,84,0.714,0.695,0.00019191,0.99981
+97502,Existing Customer,42,F,3,Graduate,Married,Less than $40K,Blue,36,4,2,2,2526.0,2048,478.0,0.716,4267,72,0.8,0.811,0.00011811,0.99988
+97503,Attrited Customer,42,F,4,Graduate,Married,$40K - $60K,Blue,33,4,3,2,2918.0,0,2918.0,0.559,2056,54,0.459,0.0,0.99473,0.00527
+97504,Existing Customer,53,F,2,Graduate,Single,,Blue,49,4,2,3,6074.0,0,6074.0,0.697,4303,77,0.674,0.0,0.00019143,0.99981
+97505,Existing Customer,45,M,3,High School,Married,$60K - $80K,Blue,37,5,1,2,4995.0,1766,3229.0,0.76,4389,82,0.864,0.354,5.5559e-05,0.99994
+97506,Existing Customer,34,M,2,Graduate,Married,$40K - $60K,Blue,17,6,2,1,3323.0,1062,2261.0,0.729,4610,78,0.773,0.32,6.864e-05,0.99993
+97507,Existing Customer,56,F,1,Graduate,Married,Less than $40K,Blue,48,3,1,3,2464.0,1794,670.0,0.682,4610,76,0.9,0.728,8.6952e-05,0.99991
+97508,Existing Customer,34,F,2,Graduate,,Less than $40K,Blue,18,4,1,3,2730.0,0,2730.0,0.648,4530,72,0.714,0.0,9.2637e-05,0.99991
+97509,Existing Customer,35,F,1,College,,,Blue,29,4,3,3,1438.3,966,472.3,0.871,5249,81,0.761,0.672,0.00027607,0.99972
+97510,Attrited Customer,43,M,2,College,Single,$80K - $120K,Blue,34,2,4,3,4617.0,1035,3582.0,0.36,1779,35,0.591,0.224,0.9972,0.00280463
+97511,Existing Customer,50,M,2,Graduate,Married,$120K +,Blue,42,6,2,1,8220.0,1015,7205.0,1.063,4794,77,0.878,0.123,6.864e-05,0.99993
+97512,Existing Customer,40,F,3,College,Single,Less than $40K,Blue,29,4,3,1,5716.0,623,5093.0,0.673,4387,79,0.881,0.109,0.00010944,0.99989
+97513,Existing Customer,49,F,2,,Single,Less than $40K,Blue,36,4,3,0,1635.0,1220,415.0,0.565,4807,56,0.931,0.746,7.2936e-05,0.99993
+97514,Existing Customer,52,F,2,,Single,$40K - $60K,Blue,46,4,2,3,4259.0,0,4259.0,0.59,4389,80,0.702,0.0,0.00021042,0.99979
 97515,Attrited Customer,40,M,4,High School,Married,$60K - $80K,Blue,36,4,3,5,5869.0,0,5869.0,0.642,2203,41,0.519,0.0,0.9989,0.00109664
 97516,Attrited Customer,56,F,3,College,Single,Less than $40K,Blue,46,1,3,3,2272.0,1350,922.0,0.762,2354,49,0.96,0.594,0.99674,0.00326498
-97517,Existing Customer,49,F,5,High School,Married,Less than $40K,Blue,36,4,2,3,2598.0,1848,750.0,0.547,4396,78,0.8140000000000001,0.711,0.00019213,0.9998100000000001
-97518,Existing Customer,50,M,3,Graduate,Single,$60K - $80K,Blue,38,4,1,1,10762.0,703,10059.0,0.5479999999999999,4509,71,0.5429999999999999,0.065,3.4465e-05,0.99997
-97519,Existing Customer,39,M,2,Graduate,Married,$60K - $80K,Blue,36,6,3,3,1982.0,1751,231.0,0.843,4313,62,0.6759999999999999,0.883,0.00030251,0.9997
-97520,Existing Customer,33,F,2,Doctorate,,,Blue,21,3,3,3,4651.0,2499,2152.0,0.7659999999999999,5097,79,0.795,0.537,0.00043772,0.99956
-97521,Attrited Customer,52,F,3,Graduate,Single,Less than $40K,Blue,38,2,3,4,2437.0,0,2437.0,0.912,3068,53,0.6559999999999999,0.0,0.9981399999999999,0.00186317
-97522,Existing Customer,42,F,3,High School,Single,Less than $40K,Blue,35,5,2,1,2563.0,1579,984.0,0.924,4838,70,0.7070000000000001,0.616,6.9242e-05,0.9999299999999999
-97523,Attrited Customer,49,M,3,Graduate,Married,$80K - $120K,Blue,40,4,2,3,4576.0,193,4383.0,0.85,3100,54,0.742,0.042,0.9949899999999999,0.0050100000000000006
-97524,Existing Customer,44,F,3,Uneducated,Single,$40K - $60K,Blue,34,3,3,3,2245.0,1342,903.0,0.687,4624,87,0.706,0.598,0.00032275,0.9996799999999999
+97517,Existing Customer,49,F,5,High School,Married,Less than $40K,Blue,36,4,2,3,2598.0,1848,750.0,0.547,4396,78,0.814,0.711,0.00019213,0.99981
+97518,Existing Customer,50,M,3,Graduate,Single,$60K - $80K,Blue,38,4,1,1,10762.0,703,10059.0,0.548,4509,71,0.543,0.065,3.4465e-05,0.99997
+97519,Existing Customer,39,M,2,Graduate,Married,$60K - $80K,Blue,36,6,3,3,1982.0,1751,231.0,0.843,4313,62,0.676,0.883,0.00030251,0.9997
+97520,Existing Customer,33,F,2,Doctorate,,,Blue,21,3,3,3,4651.0,2499,2152.0,0.766,5097,79,0.795,0.537,0.00043772,0.99956
+97521,Attrited Customer,52,F,3,Graduate,Single,Less than $40K,Blue,38,2,3,4,2437.0,0,2437.0,0.912,3068,53,0.656,0.0,0.99814,0.00186317
+97522,Existing Customer,42,F,3,High School,Single,Less than $40K,Blue,35,5,2,1,2563.0,1579,984.0,0.924,4838,70,0.707,0.616,6.9242e-05,0.99993
+97523,Attrited Customer,49,M,3,Graduate,Married,$80K - $120K,Blue,40,4,2,3,4576.0,193,4383.0,0.85,3100,54,0.742,0.042,0.99499,0.00501
+97524,Existing Customer,44,F,3,Uneducated,Single,$40K - $60K,Blue,34,3,3,3,2245.0,1342,903.0,0.687,4624,87,0.706,0.598,0.00032275,0.99968
 97525,Attrited Customer,39,F,4,College,Single,$40K - $60K,Blue,36,3,2,3,1776.0,0,1776.0,0.518,2201,31,0.292,0.0,0.9949,0.0051
-97526,Existing Customer,45,F,2,Post-Graduate,Married,Less than $40K,Blue,38,3,2,3,2911.0,1471,1440.0,0.871,4450,62,0.7709999999999999,0.505,0.00022525,0.99977
+97526,Existing Customer,45,F,2,Post-Graduate,Married,Less than $40K,Blue,38,3,2,3,2911.0,1471,1440.0,0.871,4450,62,0.771,0.505,0.00022525,0.99977
 97527,Existing Customer,47,M,4,Graduate,Married,$60K - $80K,Blue,30,4,2,3,2257.0,896,1361.0,0.68,4618,94,0.516,0.397,0.00020077,0.9998
-97528,Existing Customer,62,M,1,,Single,,Blue,36,5,1,1,18457.0,2248,16209.0,0.578,3603,69,0.643,0.122,3.4268000000000005e-05,0.99997
-97529,Attrited Customer,46,M,4,College,Married,$60K - $80K,Blue,36,4,2,1,1681.0,0,1681.0,0.46399999999999997,1953,48,0.5,0.0,0.9859100000000001,0.01409
-97530,Existing Customer,52,F,2,High School,Single,,Blue,32,6,1,3,1461.0,0,1461.0,0.6759999999999999,4633,80,0.778,0.0,9.0056e-05,0.9999100000000001
-97531,Attrited Customer,48,F,3,High School,,Less than $40K,Blue,37,4,2,1,2363.0,978,1385.0,0.662,2635,40,0.5379999999999999,0.414,0.9857600000000001,0.014240000000000001
-97532,Existing Customer,49,F,2,,Married,Less than $40K,Blue,36,5,3,3,1438.3,863,575.3,0.605,4482,67,0.914,0.6,0.00033251,0.9996700000000001
-97533,Existing Customer,42,F,5,Uneducated,Married,,Blue,29,3,2,3,1840.0,1267,573.0,0.605,4515,76,0.49,0.6890000000000001,0.00020321,0.9998
-97534,Existing Customer,49,F,4,,Single,$40K - $60K,Blue,39,6,2,3,7382.0,1326,6056.0,0.8059999999999999,4792,65,0.667,0.18,0.00022068,0.9997799999999999
+97528,Existing Customer,62,M,1,,Single,,Blue,36,5,1,1,18457.0,2248,16209.0,0.578,3603,69,0.643,0.122,3.4268e-05,0.99997
+97529,Attrited Customer,46,M,4,College,Married,$60K - $80K,Blue,36,4,2,1,1681.0,0,1681.0,0.464,1953,48,0.5,0.0,0.98591,0.01409
+97530,Existing Customer,52,F,2,High School,Single,,Blue,32,6,1,3,1461.0,0,1461.0,0.676,4633,80,0.778,0.0,9.0056e-05,0.99991
+97531,Attrited Customer,48,F,3,High School,,Less than $40K,Blue,37,4,2,1,2363.0,978,1385.0,0.662,2635,40,0.538,0.414,0.98576,0.01424
+97532,Existing Customer,49,F,2,,Married,Less than $40K,Blue,36,5,3,3,1438.3,863,575.3,0.605,4482,67,0.914,0.6,0.00033251,0.99967
+97533,Existing Customer,42,F,5,Uneducated,Married,,Blue,29,3,2,3,1840.0,1267,573.0,0.605,4515,76,0.49,0.689,0.00020321,0.9998
+97534,Existing Customer,49,F,4,,Single,$40K - $60K,Blue,39,6,2,3,7382.0,1326,6056.0,0.806,4792,65,0.667,0.18,0.00022068,0.99978
 97535,Existing Customer,51,M,4,,Married,$80K - $120K,Blue,47,4,3,2,3861.0,622,3239.0,0.794,4816,81,0.976,0.161,0.00020735,0.99979
-97536,Existing Customer,53,F,3,Graduate,Married,Less than $40K,Blue,47,4,1,2,1562.0,751,811.0,0.925,4574,81,0.976,0.48100000000000004,5.7151e-05,0.9999399999999999
-97537,Existing Customer,49,F,3,Graduate,,$40K - $60K,Blue,36,6,1,2,3088.0,1477,1611.0,0.748,5095,77,0.833,0.478,5.7151e-05,0.9999399999999999
-97538,Existing Customer,55,F,3,College,Single,Less than $40K,Blue,42,5,2,1,1438.3,0,1438.3,0.612,4660,87,0.8909999999999999,0.0,6.9248e-05,0.9999299999999999
-97539,Existing Customer,46,F,4,Uneducated,Married,$40K - $60K,Blue,34,6,3,3,2168.0,1704,464.0,0.725,4584,92,0.769,0.7859999999999999,0.0003262,0.9996700000000001
-97540,Existing Customer,34,F,4,High School,Married,$40K - $60K,Blue,28,6,1,0,2432.0,851,1581.0,0.873,4760,69,0.917,0.35,2.0713000000000003e-05,0.99998
-97541,Existing Customer,44,M,2,High School,Single,$40K - $60K,Blue,31,5,1,1,2197.0,0,2197.0,0.9209999999999999,4548,64,0.6409999999999999,0.0,3.2288e-05,0.99997
-97542,Existing Customer,39,M,3,Graduate,Single,$80K - $120K,Blue,30,5,3,3,10009.0,1604,8405.0,0.449,4347,75,0.7859999999999999,0.16,0.0003139,0.99969
-97543,Existing Customer,47,F,3,Post-Graduate,,$40K - $60K,Blue,36,6,1,2,3979.0,1319,2660.0,0.85,4598,67,0.634,0.331,6.724899999999999e-05,0.9999299999999999
-97544,Existing Customer,49,F,2,Uneducated,Married,Less than $40K,Blue,41,5,1,3,2189.0,1860,329.0,0.8340000000000001,4195,81,0.653,0.85,9.5249e-05,0.9999
-97545,Existing Customer,46,F,2,Graduate,Single,,Blue,31,5,2,3,8243.0,927,7316.0,0.568,4503,90,0.765,0.11199999999999999,0.00019143,0.9998100000000001
-97546,Existing Customer,42,M,1,High School,Divorced,$80K - $120K,Blue,38,4,2,1,11946.0,1172,10774.0,0.614,4862,77,0.878,0.098,6.263300000000001e-05,0.9999399999999999
+97536,Existing Customer,53,F,3,Graduate,Married,Less than $40K,Blue,47,4,1,2,1562.0,751,811.0,0.925,4574,81,0.976,0.481,5.7151e-05,0.99994
+97537,Existing Customer,49,F,3,Graduate,,$40K - $60K,Blue,36,6,1,2,3088.0,1477,1611.0,0.748,5095,77,0.833,0.478,5.7151e-05,0.99994
+97538,Existing Customer,55,F,3,College,Single,Less than $40K,Blue,42,5,2,1,1438.3,0,1438.3,0.612,4660,87,0.891,0.0,6.9248e-05,0.99993
+97539,Existing Customer,46,F,4,Uneducated,Married,$40K - $60K,Blue,34,6,3,3,2168.0,1704,464.0,0.725,4584,92,0.769,0.786,0.0003262,0.99967
+97540,Existing Customer,34,F,4,High School,Married,$40K - $60K,Blue,28,6,1,0,2432.0,851,1581.0,0.873,4760,69,0.917,0.35,2.0713e-05,0.99998
+97541,Existing Customer,44,M,2,High School,Single,$40K - $60K,Blue,31,5,1,1,2197.0,0,2197.0,0.921,4548,64,0.641,0.0,3.2288e-05,0.99997
+97542,Existing Customer,39,M,3,Graduate,Single,$80K - $120K,Blue,30,5,3,3,10009.0,1604,8405.0,0.449,4347,75,0.786,0.16,0.0003139,0.99969
+97543,Existing Customer,47,F,3,Post-Graduate,,$40K - $60K,Blue,36,6,1,2,3979.0,1319,2660.0,0.85,4598,67,0.634,0.331,6.7249e-05,0.99993
+97544,Existing Customer,49,F,2,Uneducated,Married,Less than $40K,Blue,41,5,1,3,2189.0,1860,329.0,0.834,4195,81,0.653,0.85,9.5249e-05,0.9999
+97545,Existing Customer,46,F,2,Graduate,Single,,Blue,31,5,2,3,8243.0,927,7316.0,0.568,4503,90,0.765,0.112,0.00019143,0.99981
+97546,Existing Customer,42,M,1,High School,Divorced,$80K - $120K,Blue,38,4,2,1,11946.0,1172,10774.0,0.614,4862,77,0.878,0.098,6.2633e-05,0.99994
 97547,Existing Customer,31,F,0,High School,Single,Less than $40K,Blue,23,4,2,3,2239.0,1256,983.0,0.605,4986,83,0.976,0.561,0.0001597,0.99984
-97548,Existing Customer,48,F,3,Post-Graduate,Married,,Blue,38,6,1,3,4025.0,0,4025.0,0.887,4445,92,0.6729999999999999,0.0,0.00011311,0.99989
-97549,Existing Customer,52,F,1,Doctorate,Married,Less than $40K,Blue,39,3,1,1,1663.0,0,1663.0,0.7070000000000001,4875,86,0.654,0.0,4.5115e-05,0.99995
-97550,Existing Customer,39,F,2,Graduate,Married,$40K - $60K,Blue,26,4,1,1,3649.0,929,2720.0,0.633,3964,77,0.75,0.255,3.3214000000000004e-05,0.99997
-97551,Existing Customer,43,F,4,,Single,Less than $40K,Blue,36,5,3,2,1438.3,0,1438.3,0.705,4432,71,0.6509999999999999,0.0,0.00020735,0.99979
-97552,Existing Customer,57,F,3,College,Single,Less than $40K,Blue,51,5,1,0,2894.0,0,2894.0,0.8859999999999999,5405,87,0.706,0.0,2.0495999999999998e-05,0.99998
-97553,Existing Customer,46,M,3,College,Single,$60K - $80K,Blue,36,4,2,3,1621.0,787,834.0,0.551,4719,73,0.738,0.486,0.00019313,0.9998100000000001
-97554,Existing Customer,45,F,3,Uneducated,Married,Less than $40K,Blue,33,4,3,1,2740.0,1786,954.0,0.597,4327,70,1.3330000000000002,0.652,0.00011574,0.9998799999999999
-97555,Existing Customer,45,F,2,Graduate,,$40K - $60K,Blue,37,5,2,3,5562.0,1556,4006.0,0.7509999999999999,4568,76,0.767,0.28,0.00019143,0.9998100000000001
-97556,Attrited Customer,41,F,3,Uneducated,,,Blue,36,2,3,1,13733.0,0,13733.0,0.325,1591,30,0.875,0.0,0.9914299999999999,0.00857
-97557,Existing Customer,46,F,4,High School,Married,Less than $40K,Blue,36,5,2,1,2374.0,1332,1042.0,0.6859999999999999,4253,81,0.884,0.561,6.9982e-05,0.9999299999999999
-97558,Existing Customer,51,F,3,,,Less than $40K,Blue,36,5,2,2,2267.0,1357,910.0,0.6970000000000001,4464,85,0.735,0.599,0.00012982,0.99987
-97559,Existing Customer,48,F,3,Graduate,Married,,Blue,39,3,1,2,6130.0,1741,4389.0,0.578,4264,63,0.6579999999999999,0.284,5.7151e-05,0.9999399999999999
-97560,Attrited Customer,37,M,3,High School,Single,$120K +,Blue,36,3,2,2,7361.0,0,7361.0,0.59,2109,44,0.5710000000000001,0.0,0.9913700000000001,0.00863
-97561,Attrited Customer,41,F,2,College,Divorced,Less than $40K,Blue,36,3,3,4,1569.0,257,1312.0,0.408,2288,45,0.667,0.16399999999999998,0.9980100000000001,0.00198835
-97562,Existing Customer,47,M,3,Uneducated,Divorced,$80K - $120K,Blue,34,5,1,3,1626.0,1013,613.0,0.826,5262,83,0.7290000000000001,0.623,9.8837e-05,0.9999
-97563,Existing Customer,35,F,1,,Married,Less than $40K,Blue,36,3,1,2,2158.0,1299,859.0,0.733,4946,73,0.973,0.602,5.6825e-05,0.9999399999999999
-97564,Existing Customer,43,M,1,,Single,$60K - $80K,Blue,31,4,3,1,2283.0,1470,813.0,0.935,5100,76,0.6890000000000001,0.644,0.00011192,0.99989
+97548,Existing Customer,48,F,3,Post-Graduate,Married,,Blue,38,6,1,3,4025.0,0,4025.0,0.887,4445,92,0.673,0.0,0.00011311,0.99989
+97549,Existing Customer,52,F,1,Doctorate,Married,Less than $40K,Blue,39,3,1,1,1663.0,0,1663.0,0.707,4875,86,0.654,0.0,4.5115e-05,0.99995
+97550,Existing Customer,39,F,2,Graduate,Married,$40K - $60K,Blue,26,4,1,1,3649.0,929,2720.0,0.633,3964,77,0.75,0.255,3.3214e-05,0.99997
+97551,Existing Customer,43,F,4,,Single,Less than $40K,Blue,36,5,3,2,1438.3,0,1438.3,0.705,4432,71,0.651,0.0,0.00020735,0.99979
+97552,Existing Customer,57,F,3,College,Single,Less than $40K,Blue,51,5,1,0,2894.0,0,2894.0,0.886,5405,87,0.706,0.0,2.0496e-05,0.99998
+97553,Existing Customer,46,M,3,College,Single,$60K - $80K,Blue,36,4,2,3,1621.0,787,834.0,0.551,4719,73,0.738,0.486,0.00019313,0.99981
+97554,Existing Customer,45,F,3,Uneducated,Married,Less than $40K,Blue,33,4,3,1,2740.0,1786,954.0,0.597,4327,70,1.333,0.652,0.00011574,0.99988
+97555,Existing Customer,45,F,2,Graduate,,$40K - $60K,Blue,37,5,2,3,5562.0,1556,4006.0,0.751,4568,76,0.767,0.28,0.00019143,0.99981
+97556,Attrited Customer,41,F,3,Uneducated,,,Blue,36,2,3,1,13733.0,0,13733.0,0.325,1591,30,0.875,0.0,0.99143,0.00857
+97557,Existing Customer,46,F,4,High School,Married,Less than $40K,Blue,36,5,2,1,2374.0,1332,1042.0,0.686,4253,81,0.884,0.561,6.9982e-05,0.99993
+97558,Existing Customer,51,F,3,,,Less than $40K,Blue,36,5,2,2,2267.0,1357,910.0,0.697,4464,85,0.735,0.599,0.00012982,0.99987
+97559,Existing Customer,48,F,3,Graduate,Married,,Blue,39,3,1,2,6130.0,1741,4389.0,0.578,4264,63,0.658,0.284,5.7151e-05,0.99994
+97560,Attrited Customer,37,M,3,High School,Single,$120K +,Blue,36,3,2,2,7361.0,0,7361.0,0.59,2109,44,0.571,0.0,0.99137,0.00863
+97561,Attrited Customer,41,F,2,College,Divorced,Less than $40K,Blue,36,3,3,4,1569.0,257,1312.0,0.408,2288,45,0.667,0.164,0.99801,0.00198835
+97562,Existing Customer,47,M,3,Uneducated,Divorced,$80K - $120K,Blue,34,5,1,3,1626.0,1013,613.0,0.826,5262,83,0.729,0.623,9.8837e-05,0.9999
+97563,Existing Customer,35,F,1,,Married,Less than $40K,Blue,36,3,1,2,2158.0,1299,859.0,0.733,4946,73,0.973,0.602,5.6825e-05,0.99994
+97564,Existing Customer,43,M,1,,Single,$60K - $80K,Blue,31,4,3,1,2283.0,1470,813.0,0.935,5100,76,0.689,0.644,0.00011192,0.99989
 97565,Existing Customer,57,F,1,High School,,$40K - $60K,Blue,42,3,1,1,2542.0,1884,658.0,0.715,4518,88,1.095,0.741,3.0307e-05,0.99997
-97566,Existing Customer,30,F,1,Graduate,Single,Less than $40K,Blue,18,4,2,1,1438.3,0,1438.3,0.6,4322,68,0.619,0.0,6.4428e-05,0.9999399999999999
-97567,Existing Customer,47,M,2,Graduate,,$40K - $60K,Blue,37,3,3,1,2335.0,1373,962.0,0.8759999999999999,4267,81,0.653,0.588,0.00010848,0.99989
-97568,Existing Customer,34,M,1,Uneducated,Single,$60K - $80K,Blue,23,6,1,1,2033.0,1832,201.0,0.938,4110,74,0.9470000000000001,0.9009999999999999,3.2055e-05,0.99997
-97569,Existing Customer,41,F,3,High School,Married,,Blue,31,4,6,3,4739.0,1878,2861.0,0.7190000000000001,5238,84,0.826,0.396,0.00024090000000000003,0.99976
-97570,Existing Customer,36,M,2,College,Single,$80K - $120K,Blue,31,5,2,3,5821.0,764,5057.0,0.688,5291,96,0.684,0.131,0.00018612,0.9998100000000001
-97571,Existing Customer,47,F,3,Graduate,Divorced,Less than $40K,Blue,36,3,3,2,2182.0,1566,616.0,0.574,3935,77,0.711,0.718,0.00018665,0.9998100000000001
-97572,Existing Customer,53,F,3,Graduate,Married,Less than $40K,Blue,36,6,4,0,3319.0,913,2406.0,0.612,4560,84,1.0490000000000002,0.275,8.3212e-05,0.99992
+97566,Existing Customer,30,F,1,Graduate,Single,Less than $40K,Blue,18,4,2,1,1438.3,0,1438.3,0.6,4322,68,0.619,0.0,6.4428e-05,0.99994
+97567,Existing Customer,47,M,2,Graduate,,$40K - $60K,Blue,37,3,3,1,2335.0,1373,962.0,0.876,4267,81,0.653,0.588,0.00010848,0.99989
+97568,Existing Customer,34,M,1,Uneducated,Single,$60K - $80K,Blue,23,6,1,1,2033.0,1832,201.0,0.938,4110,74,0.947,0.901,3.2055e-05,0.99997
+97569,Existing Customer,41,F,3,High School,Married,,Blue,31,4,6,3,4739.0,1878,2861.0,0.719,5238,84,0.826,0.396,0.0002409,0.99976
+97570,Existing Customer,36,M,2,College,Single,$80K - $120K,Blue,31,5,2,3,5821.0,764,5057.0,0.688,5291,96,0.684,0.131,0.00018612,0.99981
+97571,Existing Customer,47,F,3,Graduate,Divorced,Less than $40K,Blue,36,3,3,2,2182.0,1566,616.0,0.574,3935,77,0.711,0.718,0.00018665,0.99981
+97572,Existing Customer,53,F,3,Graduate,Married,Less than $40K,Blue,36,6,4,0,3319.0,913,2406.0,0.612,4560,84,1.049,0.275,8.3212e-05,0.99992
 97573,Existing Customer,52,F,4,Graduate,Married,Less than $40K,Blue,36,6,3,1,3021.0,1530,1491.0,0.731,4105,76,0.767,0.506,0.00011377,0.99989
 97574,Existing Customer,49,M,5,College,Married,$80K - $120K,Blue,37,3,2,2,29219.0,0,29219.0,0.77,4575,84,0.68,0.0,0.00011424,0.99989
 97575,Existing Customer,52,F,2,High School,Single,Less than $40K,Blue,42,6,2,2,1438.3,869,569.3,0.821,4664,77,0.878,0.604,0.00011065,0.99989
 97576,Attrited Customer,48,F,3,,,,Blue,36,3,3,2,4431.0,2517,1914.0,0.499,2185,48,0.371,0.568,0.99515,0.00484967
-97577,Existing Customer,46,F,2,Graduate,Married,,Blue,40,4,5,3,3131.0,0,3131.0,0.8109999999999999,4507,93,0.632,0.0,0.00033787,0.99966
-97578,Existing Customer,26,F,0,Graduate,Single,Less than $40K,Blue,22,3,1,3,1486.0,0,1486.0,0.7340000000000001,4535,82,0.907,0.0,7.9494e-05,0.99992
-97579,Existing Customer,40,F,3,High School,Single,,Blue,36,3,3,2,6384.0,2034,4350.0,0.493,4413,83,0.8859999999999999,0.319,0.00018145,0.99982
-97580,Existing Customer,39,F,5,Graduate,Single,Less than $40K,Blue,28,3,3,2,2077.0,0,2077.0,0.59,3647,69,0.917,0.0,0.0001857,0.9998100000000001
-97581,Existing Customer,40,F,3,Uneducated,Divorced,$40K - $60K,Blue,32,3,1,2,1956.0,958,998.0,0.789,4977,76,0.8540000000000001,0.49,5.8763e-05,0.9999399999999999
+97577,Existing Customer,46,F,2,Graduate,Married,,Blue,40,4,5,3,3131.0,0,3131.0,0.811,4507,93,0.632,0.0,0.00033787,0.99966
+97578,Existing Customer,26,F,0,Graduate,Single,Less than $40K,Blue,22,3,1,3,1486.0,0,1486.0,0.734,4535,82,0.907,0.0,7.9494e-05,0.99992
+97579,Existing Customer,40,F,3,High School,Single,,Blue,36,3,3,2,6384.0,2034,4350.0,0.493,4413,83,0.886,0.319,0.00018145,0.99982
+97580,Existing Customer,39,F,5,Graduate,Single,Less than $40K,Blue,28,3,3,2,2077.0,0,2077.0,0.59,3647,69,0.917,0.0,0.0001857,0.99981
+97581,Existing Customer,40,F,3,Uneducated,Divorced,$40K - $60K,Blue,32,3,1,2,1956.0,958,998.0,0.789,4977,76,0.854,0.49,5.8763e-05,0.99994
 97582,Attrited Customer,51,M,1,,Married,$80K - $120K,Blue,39,4,3,4,24462.0,946,23516.0,0.475,1709,37,0.542,0.039,0.99813,0.00187387
-97583,Existing Customer,43,F,3,Graduate,Married,Less than $40K,Blue,34,6,2,1,2725.0,2517,208.0,0.48200000000000004,4430,66,0.6920000000000001,0.924,7.1226e-05,0.9999299999999999
-97584,Existing Customer,46,F,4,Uneducated,,$40K - $60K,Blue,40,6,3,1,1474.0,843,631.0,0.7509999999999999,4452,65,1.097,0.5720000000000001,0.00011697,0.9998799999999999
-97585,Existing Customer,46,M,1,High School,Married,$120K +,Blue,28,4,3,3,9880.0,1792,8088.0,0.804,4609,80,0.951,0.18100000000000002,0.00027604,0.99972
-97586,Existing Customer,58,M,2,High School,Divorced,$60K - $80K,Blue,46,6,2,0,2467.0,1176,1291.0,0.8109999999999999,4744,73,0.9209999999999999,0.47700000000000004,4.0816e-05,0.9999600000000001
-97587,Existing Customer,46,M,4,Graduate,Divorced,$60K - $80K,Blue,41,4,2,1,5397.0,2336,3061.0,0.67,4734,96,0.846,0.433,7.1987e-05,0.9999299999999999
-97588,Existing Customer,50,M,1,Graduate,Single,$80K - $120K,Blue,44,3,3,2,3370.0,1133,2237.0,0.722,4726,86,0.6859999999999999,0.336,0.00016883,0.9998299999999999
+97583,Existing Customer,43,F,3,Graduate,Married,Less than $40K,Blue,34,6,2,1,2725.0,2517,208.0,0.482,4430,66,0.692,0.924,7.1226e-05,0.99993
+97584,Existing Customer,46,F,4,Uneducated,,$40K - $60K,Blue,40,6,3,1,1474.0,843,631.0,0.751,4452,65,1.097,0.572,0.00011697,0.99988
+97585,Existing Customer,46,M,1,High School,Married,$120K +,Blue,28,4,3,3,9880.0,1792,8088.0,0.804,4609,80,0.951,0.181,0.00027604,0.99972
+97586,Existing Customer,58,M,2,High School,Divorced,$60K - $80K,Blue,46,6,2,0,2467.0,1176,1291.0,0.811,4744,73,0.921,0.477,4.0816e-05,0.99996
+97587,Existing Customer,46,M,4,Graduate,Divorced,$60K - $80K,Blue,41,4,2,1,5397.0,2336,3061.0,0.67,4734,96,0.846,0.433,7.1987e-05,0.99993
+97588,Existing Customer,50,M,1,Graduate,Single,$80K - $120K,Blue,44,3,3,2,3370.0,1133,2237.0,0.722,4726,86,0.686,0.336,0.00016883,0.99983
 97589,Attrited Customer,37,F,3,College,Married,,Blue,24,4,2,4,11239.0,0,11239.0,0.32,2055,43,0.162,0.0,0.99697,0.00302519
-97590,Existing Customer,55,F,3,College,Married,$40K - $60K,Blue,36,5,1,3,2240.0,1231,1009.0,0.637,3623,71,0.69,0.55,9.345700000000001e-05,0.9999100000000001
+97590,Existing Customer,55,F,3,College,Married,$40K - $60K,Blue,36,5,1,3,2240.0,1231,1009.0,0.637,3623,71,0.69,0.55,9.3457e-05,0.99991
 97591,Existing Customer,52,F,2,College,Married,,Blue,45,5,1,2,2737.0,1719,1018.0,0.657,4725,63,0.615,0.628,5.3547e-05,0.99995
-97592,Existing Customer,48,F,1,High School,Married,Less than $40K,Blue,40,5,4,3,4170.0,1384,2786.0,0.77,4532,94,0.649,0.332,0.00033359,0.9996700000000001
-97593,Existing Customer,46,M,4,Graduate,Single,$60K - $80K,Blue,27,3,3,2,21839.0,960,20879.0,0.5660000000000001,5623,94,0.516,0.044000000000000004,0.00018864,0.9998100000000001
-97594,Existing Customer,49,F,2,Uneducated,Single,Less than $40K,Blue,42,6,3,2,1991.0,0,1991.0,0.9540000000000001,4527,66,0.61,0.0,0.00018494,0.99982
+97592,Existing Customer,48,F,1,High School,Married,Less than $40K,Blue,40,5,4,3,4170.0,1384,2786.0,0.77,4532,94,0.649,0.332,0.00033359,0.99967
+97593,Existing Customer,46,M,4,Graduate,Single,$60K - $80K,Blue,27,3,3,2,21839.0,960,20879.0,0.566,5623,94,0.516,0.044,0.00018864,0.99981
+97594,Existing Customer,49,F,2,Uneducated,Single,Less than $40K,Blue,42,6,3,2,1991.0,0,1991.0,0.954,4527,66,0.61,0.0,0.00018494,0.99982
 97595,Existing Customer,55,M,2,Uneducated,Single,$120K +,Blue,36,6,2,3,29795.0,2364,27431.0,0.759,3949,71,0.919,0.079,0.00019683,0.9998
-97596,Existing Customer,52,F,1,,Married,$40K - $60K,Blue,39,3,2,1,1438.3,635,803.3,0.7440000000000001,4617,79,0.927,0.441,7.0819e-05,0.9999299999999999
+97596,Existing Customer,52,F,1,,Married,$40K - $60K,Blue,39,3,2,1,1438.3,635,803.3,0.744,4617,79,0.927,0.441,7.0819e-05,0.99993
 97597,Existing Customer,44,F,2,Graduate,Married,,Blue,37,6,3,2,24221.0,1274,22947.0,0.452,3361,63,0.853,0.053,0.00017987,0.99982
-97598,Existing Customer,42,M,2,Graduate,Married,$60K - $80K,Blue,35,6,1,2,2131.0,1288,843.0,0.797,4264,81,0.841,0.604,5.5077e-05,0.9999399999999999
-97599,Existing Customer,41,F,4,High School,Single,Less than $40K,Blue,23,3,2,2,2787.0,2053,734.0,0.76,4949,76,0.551,0.737,0.00011604,0.9998799999999999
+97598,Existing Customer,42,M,2,Graduate,Married,$60K - $80K,Blue,35,6,1,2,2131.0,1288,843.0,0.797,4264,81,0.841,0.604,5.5077e-05,0.99994
+97599,Existing Customer,41,F,4,High School,Single,Less than $40K,Blue,23,3,2,2,2787.0,2053,734.0,0.76,4949,76,0.551,0.737,0.00011604,0.99988
 97600,Existing Customer,48,F,4,Graduate,,Less than $40K,Blue,38,4,3,1,1438.3,0,1438.3,0.647,4601,78,0.625,0.0,0.00011377,0.99989
-97601,Attrited Customer,42,F,0,Uneducated,Divorced,,Blue,31,3,3,4,2712.0,0,2712.0,0.7240000000000001,2307,28,0.474,0.0,0.9978100000000001,0.00219052
-97602,Existing Customer,43,F,3,High School,,Less than $40K,Blue,13,6,2,1,2605.0,2269,336.0,0.8809999999999999,5298,79,0.8370000000000001,0.871,6.9242e-05,0.9999299999999999
-97603,Existing Customer,42,M,2,Graduate,Single,$60K - $80K,Blue,31,3,2,1,5169.0,2296,2873.0,0.773,4656,88,0.7959999999999999,0.444,6.864e-05,0.9999299999999999
-97604,Existing Customer,49,M,3,College,,$80K - $120K,Blue,38,3,3,3,4694.0,0,4694.0,0.5820000000000001,3798,56,1.24,0.0,0.00030519,0.99969
-97605,Existing Customer,50,F,3,Graduate,Single,Less than $40K,Blue,40,3,3,1,1848.0,501,1347.0,0.653,4600,69,0.6829999999999999,0.271,0.00011256,0.99989
-97606,Existing Customer,43,M,2,,Single,$60K - $80K,Blue,36,3,1,2,6039.0,1759,4280.0,0.479,4538,86,0.654,0.29100000000000004,6.054e-05,0.9999399999999999
-97607,Existing Customer,54,M,2,High School,Married,$120K +,Blue,42,3,2,3,5256.0,889,4367.0,0.5589999999999999,5078,91,0.685,0.16899999999999998,0.0001861,0.9998100000000001
+97601,Attrited Customer,42,F,0,Uneducated,Divorced,,Blue,31,3,3,4,2712.0,0,2712.0,0.724,2307,28,0.474,0.0,0.99781,0.00219052
+97602,Existing Customer,43,F,3,High School,,Less than $40K,Blue,13,6,2,1,2605.0,2269,336.0,0.881,5298,79,0.837,0.871,6.9242e-05,0.99993
+97603,Existing Customer,42,M,2,Graduate,Single,$60K - $80K,Blue,31,3,2,1,5169.0,2296,2873.0,0.773,4656,88,0.796,0.444,6.864e-05,0.99993
+97604,Existing Customer,49,M,3,College,,$80K - $120K,Blue,38,3,3,3,4694.0,0,4694.0,0.582,3798,56,1.24,0.0,0.00030519,0.99969
+97605,Existing Customer,50,F,3,Graduate,Single,Less than $40K,Blue,40,3,3,1,1848.0,501,1347.0,0.653,4600,69,0.683,0.271,0.00011256,0.99989
+97606,Existing Customer,43,M,2,,Single,$60K - $80K,Blue,36,3,1,2,6039.0,1759,4280.0,0.479,4538,86,0.654,0.291,6.054e-05,0.99994
+97607,Existing Customer,54,M,2,High School,Married,$120K +,Blue,42,3,2,3,5256.0,889,4367.0,0.559,5078,91,0.685,0.169,0.0001861,0.99981
 97608,Existing Customer,48,F,1,Graduate,,Less than $40K,Blue,36,6,2,3,1708.0,1059,649.0,0.764,4880,79,0.795,0.62,0.00017969,0.99982
-97609,Existing Customer,57,F,2,Graduate,Married,Less than $40K,Blue,40,5,3,2,1629.0,1185,444.0,0.7659999999999999,4897,83,0.8859999999999999,0.727,0.00017987,0.99982
-97610,Existing Customer,54,M,5,College,Single,$60K - $80K,Blue,45,6,1,3,20401.0,0,20401.0,0.723,4637,75,0.562,0.0,9.298200000000001e-05,0.9999100000000001
+97609,Existing Customer,57,F,2,Graduate,Married,Less than $40K,Blue,40,5,3,2,1629.0,1185,444.0,0.766,4897,83,0.886,0.727,0.00017987,0.99982
+97610,Existing Customer,54,M,5,College,Single,$60K - $80K,Blue,45,6,1,3,20401.0,0,20401.0,0.723,4637,75,0.562,0.0,9.2982e-05,0.99991
 97611,Existing Customer,56,M,2,Graduate,Divorced,$120K +,Blue,45,3,3,1,3296.0,1435,1861.0,0.968,4327,66,0.737,0.435,0.00010848,0.99989
-97612,Existing Customer,48,M,2,Graduate,Married,$120K +,Blue,37,3,1,2,8956.0,1279,7677.0,0.8640000000000001,4814,73,1.212,0.14300000000000002,5.5077e-05,0.9999399999999999
+97612,Existing Customer,48,M,2,Graduate,Married,$120K +,Blue,37,3,1,2,8956.0,1279,7677.0,0.864,4814,73,1.212,0.143,5.5077e-05,0.99994
 97613,Existing Customer,49,F,1,College,Married,Less than $40K,Blue,43,4,3,2,1438.3,786,652.3,0.609,4094,64,0.561,0.546,0.00016415,0.99984
-97614,Existing Customer,46,F,4,Graduate,Single,Less than $40K,Blue,38,6,2,2,2671.0,1713,958.0,0.732,4519,79,0.795,0.6409999999999999,0.00011937,0.9998799999999999
+97614,Existing Customer,46,F,4,Graduate,Single,Less than $40K,Blue,38,6,2,2,2671.0,1713,958.0,0.732,4519,79,0.795,0.641,0.00011937,0.99988
 97615,Existing Customer,58,F,3,College,Married,Less than $40K,Blue,53,4,3,1,2493.0,1566,927.0,0.767,4867,90,0.607,0.628,0.00010944,0.99989
-97616,Existing Customer,59,F,1,Doctorate,Married,Less than $40K,Blue,40,3,3,1,2687.0,2452,235.0,0.8170000000000001,4697,81,0.7609999999999999,0.9129999999999999,0.00014734,0.99985
-97617,Existing Customer,37,F,2,,Married,$40K - $60K,Blue,36,4,2,2,2208.0,1559,649.0,0.51,4686,81,0.7609999999999999,0.706,0.00012511,0.99987
+97616,Existing Customer,59,F,1,Doctorate,Married,Less than $40K,Blue,40,3,3,1,2687.0,2452,235.0,0.817,4697,81,0.761,0.913,0.00014734,0.99985
+97617,Existing Customer,37,F,2,,Married,$40K - $60K,Blue,36,4,2,2,2208.0,1559,649.0,0.51,4686,81,0.761,0.706,0.00012511,0.99987
 97618,Attrited Customer,38,F,1,High School,Married,Less than $40K,Blue,28,3,3,3,4196.0,731,3465.0,0.485,1868,30,0.2,0.174,0.99639,0.00360858
-97619,Existing Customer,47,F,5,Uneducated,Divorced,,Blue,36,6,2,3,12581.0,1235,11346.0,0.611,4427,76,1.3030000000000002,0.098,0.00020321,0.9998
-97620,Existing Customer,41,M,3,Post-Graduate,Single,$80K - $120K,Blue,30,4,2,2,17890.0,2517,15373.0,0.983,4831,81,0.8,0.141,0.00013897,0.9998600000000001
-97621,Existing Customer,48,F,4,Graduate,Married,Less than $40K,Blue,21,4,6,0,1930.0,0,1930.0,0.815,5033,87,0.5820000000000001,0.0,5.4933000000000004e-05,0.99995
+97619,Existing Customer,47,F,5,Uneducated,Divorced,,Blue,36,6,2,3,12581.0,1235,11346.0,0.611,4427,76,1.303,0.098,0.00020321,0.9998
+97620,Existing Customer,41,M,3,Post-Graduate,Single,$80K - $120K,Blue,30,4,2,2,17890.0,2517,15373.0,0.983,4831,81,0.8,0.141,0.00013897,0.99986
+97621,Existing Customer,48,F,4,Graduate,Married,Less than $40K,Blue,21,4,6,0,1930.0,0,1930.0,0.815,5033,87,0.582,0.0,5.4933e-05,0.99995
 97622,Existing Customer,36,F,4,,Divorced,,Blue,16,6,3,3,8513.0,0,8513.0,0.631,4162,70,1.0,0.0,0.00034872,0.99965
-97623,Existing Customer,40,M,3,High School,Married,$80K - $120K,Blue,36,6,3,1,9599.0,2356,7243.0,0.7909999999999999,4754,84,0.68,0.245,0.00010943,0.99989
-97624,Existing Customer,38,M,2,Uneducated,Single,$80K - $120K,Blue,32,6,2,3,3192.0,2517,675.0,0.6579999999999999,4236,87,0.8909999999999999,0.789,0.00019683,0.9998
-97625,Existing Customer,43,F,4,Graduate,,,Blue,36,6,5,1,2778.0,2517,261.0,0.7959999999999999,4575,60,0.7140000000000001,0.9059999999999999,0.00012707,0.99987
+97623,Existing Customer,40,M,3,High School,Married,$80K - $120K,Blue,36,6,3,1,9599.0,2356,7243.0,0.791,4754,84,0.68,0.245,0.00010943,0.99989
+97624,Existing Customer,38,M,2,Uneducated,Single,$80K - $120K,Blue,32,6,2,3,3192.0,2517,675.0,0.658,4236,87,0.891,0.789,0.00019683,0.9998
+97625,Existing Customer,43,F,4,Graduate,,,Blue,36,6,5,1,2778.0,2517,261.0,0.796,4575,60,0.714,0.906,0.00012707,0.99987
 97626,Attrited Customer,61,F,1,High School,Single,,Blue,52,3,2,4,3293.0,0,3293.0,0.838,3121,56,0.867,0.0,0.99666,0.00334364
-97627,Existing Customer,48,F,1,Graduate,Married,$40K - $60K,Blue,36,4,4,1,7268.0,0,7268.0,0.691,4199,80,0.905,0.0,0.00012305,0.9998799999999999
+97627,Existing Customer,48,F,1,Graduate,Married,$40K - $60K,Blue,36,4,4,1,7268.0,0,7268.0,0.691,4199,80,0.905,0.0,0.00012305,0.99988
 97628,Existing Customer,43,F,3,,Married,Less than $40K,Blue,35,5,3,2,1721.0,729,992.0,0.902,4853,74,0.644,0.424,0.00020516,0.99979
-97629,Existing Customer,38,M,3,College,Married,$80K - $120K,Blue,30,5,3,2,3976.0,1667,2309.0,0.929,4372,69,0.6829999999999999,0.419,0.00018146,0.99982
-97630,Existing Customer,52,F,2,High School,Single,Less than $40K,Blue,35,5,2,3,1954.0,808,1146.0,0.826,4897,70,0.795,0.414,0.0001861,0.9998100000000001
+97629,Existing Customer,38,M,3,College,Married,$80K - $120K,Blue,30,5,3,2,3976.0,1667,2309.0,0.929,4372,69,0.683,0.419,0.00018146,0.99982
+97630,Existing Customer,52,F,2,High School,Single,Less than $40K,Blue,35,5,2,3,1954.0,808,1146.0,0.826,4897,70,0.795,0.414,0.0001861,0.99981
 97631,Existing Customer,44,M,3,,Married,$120K +,Blue,32,6,2,2,12725.0,1759,10966.0,1.056,4139,58,0.812,0.138,0.00012982,0.99987
-97632,Existing Customer,40,F,3,Uneducated,Single,,Blue,28,3,3,3,2690.0,1935,755.0,0.593,4917,81,0.653,0.7190000000000001,0.00032275,0.9996799999999999
-97633,Existing Customer,48,F,5,Post-Graduate,Married,$40K - $60K,Blue,38,3,3,1,2926.0,716,2210.0,0.9490000000000001,4219,78,0.5920000000000001,0.245,0.00013178,0.99987
-97634,Existing Customer,46,M,4,Graduate,Single,$80K - $120K,Blue,33,5,1,1,2371.0,1748,623.0,0.6629999999999999,4460,78,1.053,0.737,3.4833000000000003e-05,0.99997
+97632,Existing Customer,40,F,3,Uneducated,Single,,Blue,28,3,3,3,2690.0,1935,755.0,0.593,4917,81,0.653,0.719,0.00032275,0.99968
+97633,Existing Customer,48,F,5,Post-Graduate,Married,$40K - $60K,Blue,38,3,3,1,2926.0,716,2210.0,0.949,4219,78,0.592,0.245,0.00013178,0.99987
+97634,Existing Customer,46,M,4,Graduate,Single,$80K - $120K,Blue,33,5,1,1,2371.0,1748,623.0,0.663,4460,78,1.053,0.737,3.4833e-05,0.99997
 97635,Existing Customer,44,F,3,Graduate,Married,,Blue,27,5,1,1,7751.0,1965,5786.0,0.782,4543,90,0.731,0.254,3.4465e-05,0.99997
-97636,Attrited Customer,42,F,3,College,Married,Less than $40K,Blue,28,3,3,2,1601.0,0,1601.0,0.63,2339,41,0.414,0.0,0.9945200000000001,0.00548
-97637,Attrited Customer,34,F,1,,Married,Less than $40K,Blue,36,2,3,3,2401.0,496,1905.0,0.647,2597,40,0.379,0.207,0.9968100000000001,0.00319278
-97638,Attrited Customer,39,M,3,Uneducated,Married,$60K - $80K,Blue,29,4,3,4,2187.0,0,2187.0,0.467,2031,40,0.33299999999999996,0.0,0.9981899999999999,0.00181217
-97639,Existing Customer,57,F,0,Doctorate,Married,,Blue,46,5,2,1,4661.0,1734,2927.0,0.789,5242,81,1.382,0.37200000000000005,8.5238e-05,0.9999100000000001
-97640,Existing Customer,40,F,2,Post-Graduate,Divorced,,Blue,27,6,3,1,8494.0,2023,6471.0,0.871,4486,77,0.9740000000000001,0.23800000000000002,0.00012764,0.99987
-97641,Existing Customer,36,M,4,Graduate,Married,$80K - $120K,Blue,36,5,3,1,2262.0,1450,812.0,0.735,4116,84,0.787,0.6409999999999999,0.00011377,0.99989
-97642,Existing Customer,43,F,3,Graduate,Divorced,Less than $40K,Blue,36,6,1,2,2525.0,1595,930.0,0.78,4859,82,0.8640000000000001,0.632,5.7151e-05,0.9999399999999999
-97643,Existing Customer,38,F,3,High School,Married,Less than $40K,Blue,34,3,3,2,2450.0,1981,469.0,0.7120000000000001,4352,66,0.784,0.809,0.00018145,0.99982
-97644,Existing Customer,36,F,4,College,Married,,Blue,18,4,3,2,3926.0,1760,2166.0,0.8740000000000001,4890,92,0.7040000000000001,0.44799999999999995,0.0001834,0.99982
-97645,Attrited Customer,40,F,4,Graduate,Single,Less than $40K,Blue,22,4,2,3,1438.3,0,1438.3,0.695,2502,45,0.452,0.0,0.9950399999999999,0.00495524
-97646,Existing Customer,51,F,2,High School,Single,,Blue,31,6,2,1,4789.0,2203,2586.0,0.847,4718,81,0.976,0.46,6.6728e-05,0.9999299999999999
-97647,Existing Customer,41,F,2,,,Less than $40K,Blue,34,6,3,3,2864.0,1928,936.0,0.769,4641,78,0.66,0.6729999999999999,0.00033251,0.9996700000000001
-97648,Existing Customer,43,F,5,Graduate,Single,,Blue,34,6,6,3,4607.0,2440,2167.0,0.6459999999999999,4825,77,0.878,0.53,0.00024655,0.99975
-97649,Existing Customer,43,F,4,Graduate,,Less than $40K,Blue,34,5,3,3,1971.0,979,992.0,1.024,5446,75,0.9740000000000001,0.49700000000000005,0.00031726,0.9996799999999999
+97636,Attrited Customer,42,F,3,College,Married,Less than $40K,Blue,28,3,3,2,1601.0,0,1601.0,0.63,2339,41,0.414,0.0,0.99452,0.00548
+97637,Attrited Customer,34,F,1,,Married,Less than $40K,Blue,36,2,3,3,2401.0,496,1905.0,0.647,2597,40,0.379,0.207,0.99681,0.00319278
+97638,Attrited Customer,39,M,3,Uneducated,Married,$60K - $80K,Blue,29,4,3,4,2187.0,0,2187.0,0.467,2031,40,0.333,0.0,0.99819,0.00181217
+97639,Existing Customer,57,F,0,Doctorate,Married,,Blue,46,5,2,1,4661.0,1734,2927.0,0.789,5242,81,1.382,0.372,8.5238e-05,0.99991
+97640,Existing Customer,40,F,2,Post-Graduate,Divorced,,Blue,27,6,3,1,8494.0,2023,6471.0,0.871,4486,77,0.974,0.238,0.00012764,0.99987
+97641,Existing Customer,36,M,4,Graduate,Married,$80K - $120K,Blue,36,5,3,1,2262.0,1450,812.0,0.735,4116,84,0.787,0.641,0.00011377,0.99989
+97642,Existing Customer,43,F,3,Graduate,Divorced,Less than $40K,Blue,36,6,1,2,2525.0,1595,930.0,0.78,4859,82,0.864,0.632,5.7151e-05,0.99994
+97643,Existing Customer,38,F,3,High School,Married,Less than $40K,Blue,34,3,3,2,2450.0,1981,469.0,0.712,4352,66,0.784,0.809,0.00018145,0.99982
+97644,Existing Customer,36,F,4,College,Married,,Blue,18,4,3,2,3926.0,1760,2166.0,0.874,4890,92,0.704,0.448,0.0001834,0.99982
+97645,Attrited Customer,40,F,4,Graduate,Single,Less than $40K,Blue,22,4,2,3,1438.3,0,1438.3,0.695,2502,45,0.452,0.0,0.99504,0.00495524
+97646,Existing Customer,51,F,2,High School,Single,,Blue,31,6,2,1,4789.0,2203,2586.0,0.847,4718,81,0.976,0.46,6.6728e-05,0.99993
+97647,Existing Customer,41,F,2,,,Less than $40K,Blue,34,6,3,3,2864.0,1928,936.0,0.769,4641,78,0.66,0.673,0.00033251,0.99967
+97648,Existing Customer,43,F,5,Graduate,Single,,Blue,34,6,6,3,4607.0,2440,2167.0,0.646,4825,77,0.878,0.53,0.00024655,0.99975
+97649,Existing Customer,43,F,4,Graduate,,Less than $40K,Blue,34,5,3,3,1971.0,979,992.0,1.024,5446,75,0.974,0.497,0.00031726,0.99968
 97650,Attrited Customer,53,F,2,College,Married,Less than $40K,Blue,44,3,3,3,1473.0,0,1473.0,0.92,2836,48,0.6,0.0,0.99661,0.00338757
-97651,Existing Customer,55,F,3,Graduate,Single,$40K - $60K,Blue,37,5,1,2,3187.0,1437,1750.0,0.79,4511,82,0.8220000000000001,0.451,5.7151e-05,0.9999399999999999
+97651,Existing Customer,55,F,3,Graduate,Single,$40K - $60K,Blue,37,5,1,2,3187.0,1437,1750.0,0.79,4511,82,0.822,0.451,5.7151e-05,0.99994
 97652,Existing Customer,38,F,2,,Married,Less than $40K,Blue,36,4,2,2,5589.0,0,5589.0,0.787,4064,77,0.711,0.0,0.00012511,0.99987
-97653,Existing Customer,42,F,5,Graduate,Married,Less than $40K,Blue,38,5,1,2,2346.0,1373,973.0,0.73,4432,72,0.7559999999999999,0.585,5.6861e-05,0.9999399999999999
+97653,Existing Customer,42,F,5,Graduate,Married,Less than $40K,Blue,38,5,1,2,2346.0,1373,973.0,0.73,4432,72,0.756,0.585,5.6861e-05,0.99994
 97654,Existing Customer,34,F,4,Graduate,Single,Less than $40K,Blue,28,3,2,3,1438.3,0,1438.3,0.726,4626,86,0.792,0.0,0.00020077,0.9998
-97655,Existing Customer,40,F,5,High School,Single,Less than $40K,Blue,22,3,1,2,1826.0,944,882.0,0.6859999999999999,4528,65,0.667,0.517,5.5277e-05,0.9999399999999999
-97656,Attrited Customer,40,F,2,Doctorate,Married,$40K - $60K,Blue,27,4,2,3,2208.0,0,2208.0,0.695,2659,56,0.8059999999999999,0.0,0.9964,0.00359603
-97657,Existing Customer,35,F,2,High School,Married,Less than $40K,Blue,36,4,3,1,1476.0,0,1476.0,0.5920000000000001,4279,76,0.767,0.0,0.00010545,0.99989
-97658,Existing Customer,51,F,3,Graduate,Single,Less than $40K,Blue,46,6,3,1,2927.0,1499,1428.0,0.649,4670,70,0.9440000000000001,0.512,0.00011256,0.99989
-97659,Existing Customer,53,M,3,Graduate,,$80K - $120K,Blue,49,5,2,1,4778.0,1869,2909.0,0.743,5489,74,0.805,0.391,7.1226e-05,0.9999299999999999
-97660,Existing Customer,43,F,4,Graduate,Divorced,Less than $40K,Blue,36,3,2,2,1438.3,743,695.3,0.624,4484,78,0.625,0.517,0.00011937,0.9998799999999999
+97655,Existing Customer,40,F,5,High School,Single,Less than $40K,Blue,22,3,1,2,1826.0,944,882.0,0.686,4528,65,0.667,0.517,5.5277e-05,0.99994
+97656,Attrited Customer,40,F,2,Doctorate,Married,$40K - $60K,Blue,27,4,2,3,2208.0,0,2208.0,0.695,2659,56,0.806,0.0,0.9964,0.00359603
+97657,Existing Customer,35,F,2,High School,Married,Less than $40K,Blue,36,4,3,1,1476.0,0,1476.0,0.592,4279,76,0.767,0.0,0.00010545,0.99989
+97658,Existing Customer,51,F,3,Graduate,Single,Less than $40K,Blue,46,6,3,1,2927.0,1499,1428.0,0.649,4670,70,0.944,0.512,0.00011256,0.99989
+97659,Existing Customer,53,M,3,Graduate,,$80K - $120K,Blue,49,5,2,1,4778.0,1869,2909.0,0.743,5489,74,0.805,0.391,7.1226e-05,0.99993
+97660,Existing Customer,43,F,4,Graduate,Divorced,Less than $40K,Blue,36,3,2,2,1438.3,743,695.3,0.624,4484,78,0.625,0.517,0.00011937,0.99988
 97661,Existing Customer,46,F,3,High School,Single,$40K - $60K,Silver,40,4,3,1,16239.0,1487,14752.0,0.531,3838,48,0.6,0.092,9.8874e-05,0.9999
-97662,Existing Customer,37,M,1,High School,Married,$120K +,Blue,26,5,2,1,11726.0,1925,9801.0,0.855,4186,63,0.703,0.16399999999999998,6.263300000000001e-05,0.9999399999999999
-97663,Existing Customer,47,F,4,College,Married,,Blue,38,3,2,1,1438.3,0,1438.3,0.68,4503,89,0.978,0.0,6.998800000000001e-05,0.9999299999999999
-97664,Existing Customer,45,F,3,High School,Married,Less than $40K,Blue,34,6,1,3,2647.0,1288,1359.0,0.765,4730,78,0.857,0.48700000000000004,9.344799999999999e-05,0.9999100000000001
-97665,Existing Customer,50,F,1,Doctorate,Married,,Blue,40,3,3,1,2492.0,1410,1082.0,0.835,4374,75,0.9740000000000001,0.5660000000000001,0.00014734,0.99985
+97662,Existing Customer,37,M,1,High School,Married,$120K +,Blue,26,5,2,1,11726.0,1925,9801.0,0.855,4186,63,0.703,0.164,6.2633e-05,0.99994
+97663,Existing Customer,47,F,4,College,Married,,Blue,38,3,2,1,1438.3,0,1438.3,0.68,4503,89,0.978,0.0,6.9988e-05,0.99993
+97664,Existing Customer,45,F,3,High School,Married,Less than $40K,Blue,34,6,1,3,2647.0,1288,1359.0,0.765,4730,78,0.857,0.487,9.3448e-05,0.99991
+97665,Existing Customer,50,F,1,Doctorate,Married,,Blue,40,3,3,1,2492.0,1410,1082.0,0.835,4374,75,0.974,0.566,0.00014734,0.99985
 97666,Existing Customer,46,F,2,Graduate,Single,,Blue,36,3,3,3,2418.0,1106,1312.0,0.963,3541,64,0.882,0.457,0.00030251,0.9997
 97667,Existing Customer,50,M,1,,Single,$120K +,Blue,44,5,3,1,17827.0,0,17827.0,0.846,5010,88,0.725,0.0,0.00011192,0.99989
 97668,Existing Customer,49,F,1,Graduate,Divorced,$40K - $60K,Blue,40,3,2,3,1438.3,0,1438.3,0.675,3886,77,0.75,0.0,0.00017969,0.99982
-97669,Existing Customer,54,F,3,Doctorate,Single,Less than $40K,Blue,39,4,3,3,1764.0,0,1764.0,0.6509999999999999,4857,92,0.804,0.0,0.0004542,0.99955
-97670,Existing Customer,47,F,3,Graduate,Married,Less than $40K,Blue,36,4,2,2,1776.0,1519,257.0,0.917,4295,60,0.622,0.855,0.00011811,0.9998799999999999
-97671,Existing Customer,46,M,3,College,Married,$120K +,Blue,40,6,3,3,1438.3,0,1438.3,0.6809999999999999,4833,69,0.769,0.0,0.00030519,0.99969
+97669,Existing Customer,54,F,3,Doctorate,Single,Less than $40K,Blue,39,4,3,3,1764.0,0,1764.0,0.651,4857,92,0.804,0.0,0.0004542,0.99955
+97670,Existing Customer,47,F,3,Graduate,Married,Less than $40K,Blue,36,4,2,2,1776.0,1519,257.0,0.917,4295,60,0.622,0.855,0.00011811,0.99988
+97671,Existing Customer,46,M,3,College,Married,$120K +,Blue,40,6,3,3,1438.3,0,1438.3,0.681,4833,69,0.769,0.0,0.00030519,0.99969
 97672,Existing Customer,47,F,2,Post-Graduate,Single,,Blue,31,3,2,3,1491.0,0,1491.0,0.716,4634,92,0.804,0.0,0.00022525,0.99977
 97673,Existing Customer,46,F,2,Post-Graduate,Married,Less than $40K,Blue,41,3,1,3,2552.0,1879,673.0,0.888,4153,79,0.795,0.736,0.000109,0.99989
-97674,Existing Customer,42,F,4,Graduate,Single,Less than $40K,Blue,32,3,1,2,2996.0,1992,1004.0,0.948,4463,87,0.74,0.665,5.7762e-05,0.9999399999999999
+97674,Existing Customer,42,F,4,Graduate,Single,Less than $40K,Blue,32,3,1,2,2996.0,1992,1004.0,0.948,4463,87,0.74,0.665,5.7762e-05,0.99994
 97675,Existing Customer,44,F,2,College,Married,$40K - $60K,Blue,39,4,1,2,1701.0,775,926.0,0.847,4471,71,0.614,0.456,5.3547e-05,0.99995
-97676,Existing Customer,53,F,3,,Single,,Blue,40,6,3,1,3998.0,0,3998.0,0.638,4223,79,0.7170000000000001,0.0,0.00012373,0.9998799999999999
-97677,Existing Customer,46,F,3,Graduate,,Less than $40K,Blue,33,6,3,2,3025.0,2491,534.0,0.45,4460,62,0.722,0.823,0.00018665,0.9998100000000001
-97678,Attrited Customer,48,F,1,,Single,Less than $40K,Blue,40,3,1,2,3251.0,2517,734.0,0.7390000000000001,2483,50,0.47100000000000003,0.774,0.9827100000000001,0.01729
-97679,Existing Customer,51,M,4,High School,Single,$60K - $80K,Blue,45,3,1,2,3031.0,1787,1244.0,1.006,4690,85,0.7,0.59,5.6153e-05,0.9999399999999999
-97680,Existing Customer,57,M,2,High School,Single,$60K - $80K,Silver,45,5,2,3,33211.0,0,33211.0,0.732,3662,81,0.7609999999999999,0.0,0.00016815,0.9998299999999999
-97681,Attrited Customer,59,F,2,Uneducated,Divorced,Less than $40K,Blue,36,3,3,3,1863.0,1853,10.0,0.8290000000000001,2462,40,0.29,0.995,0.9968,0.00320374
-97682,Existing Customer,35,F,2,,Single,Less than $40K,Blue,20,6,1,2,2691.0,1935,756.0,0.6809999999999999,4365,86,0.9109999999999999,0.7190000000000001,6.054e-05,0.9999399999999999
+97676,Existing Customer,53,F,3,,Single,,Blue,40,6,3,1,3998.0,0,3998.0,0.638,4223,79,0.717,0.0,0.00012373,0.99988
+97677,Existing Customer,46,F,3,Graduate,,Less than $40K,Blue,33,6,3,2,3025.0,2491,534.0,0.45,4460,62,0.722,0.823,0.00018665,0.99981
+97678,Attrited Customer,48,F,1,,Single,Less than $40K,Blue,40,3,1,2,3251.0,2517,734.0,0.739,2483,50,0.471,0.774,0.98271,0.01729
+97679,Existing Customer,51,M,4,High School,Single,$60K - $80K,Blue,45,3,1,2,3031.0,1787,1244.0,1.006,4690,85,0.7,0.59,5.6153e-05,0.99994
+97680,Existing Customer,57,M,2,High School,Single,$60K - $80K,Silver,45,5,2,3,33211.0,0,33211.0,0.732,3662,81,0.761,0.0,0.00016815,0.99983
+97681,Attrited Customer,59,F,2,Uneducated,Divorced,Less than $40K,Blue,36,3,3,3,1863.0,1853,10.0,0.829,2462,40,0.29,0.995,0.9968,0.00320374
+97682,Existing Customer,35,F,2,,Single,Less than $40K,Blue,20,6,1,2,2691.0,1935,756.0,0.681,4365,86,0.911,0.719,6.054e-05,0.99994
 97683,Existing Customer,45,F,5,Graduate,Single,Less than $40K,Blue,33,5,3,3,2288.0,1249,1039.0,0.605,4504,87,0.706,0.546,0.00031231,0.99969
-97684,Attrited Customer,42,F,2,Graduate,,Less than $40K,Blue,36,6,3,2,3413.0,0,3413.0,0.593,2285,40,0.429,0.0,0.9944700000000001,0.005529999999999999
-97685,Existing Customer,40,M,4,College,Married,$40K - $60K,Silver,34,3,2,1,15471.0,1291,14180.0,0.6509999999999999,3993,77,0.674,0.083,6.3239e-05,0.9999399999999999
-97686,Existing Customer,40,F,5,Uneducated,Married,Less than $40K,Blue,24,6,1,1,2038.0,793,1245.0,0.682,3513,67,0.634,0.389,3.5257e-05,0.9999600000000001
-97687,Existing Customer,47,F,3,,,Less than $40K,Blue,36,6,2,3,1953.0,1089,864.0,0.8590000000000001,4636,70,0.7070000000000001,0.5579999999999999,0.00021834,0.9997799999999999
-97688,Attrited Customer,43,F,5,High School,,$40K - $60K,Blue,24,3,2,2,4430.0,2203,2227.0,1.046,2742,49,0.4,0.49700000000000005,0.9913200000000001,0.00868
-97689,Existing Customer,44,F,3,High School,,Less than $40K,Blue,35,5,3,0,3398.0,2415,983.0,0.8909999999999999,4509,93,0.6609999999999999,0.711,6.6935e-05,0.9999299999999999
-97690,Existing Customer,48,F,3,Doctorate,Married,,Blue,44,4,3,3,2021.0,1186,835.0,0.616,4633,74,0.574,0.5870000000000001,0.0004542,0.99955
-97691,Existing Customer,53,F,2,,Single,Less than $40K,Blue,41,5,1,3,2329.0,2290,39.0,0.5329999999999999,4609,76,0.767,0.983,0.00010183,0.9999
-97692,Attrited Customer,34,F,2,College,Married,Less than $40K,Blue,36,1,3,2,1696.0,0,1696.0,0.782,2325,56,0.556,0.0,0.9943200000000001,0.005679999999999999
+97684,Attrited Customer,42,F,2,Graduate,,Less than $40K,Blue,36,6,3,2,3413.0,0,3413.0,0.593,2285,40,0.429,0.0,0.99447,0.00553
+97685,Existing Customer,40,M,4,College,Married,$40K - $60K,Silver,34,3,2,1,15471.0,1291,14180.0,0.651,3993,77,0.674,0.083,6.3239e-05,0.99994
+97686,Existing Customer,40,F,5,Uneducated,Married,Less than $40K,Blue,24,6,1,1,2038.0,793,1245.0,0.682,3513,67,0.634,0.389,3.5257e-05,0.99996
+97687,Existing Customer,47,F,3,,,Less than $40K,Blue,36,6,2,3,1953.0,1089,864.0,0.859,4636,70,0.707,0.558,0.00021834,0.99978
+97688,Attrited Customer,43,F,5,High School,,$40K - $60K,Blue,24,3,2,2,4430.0,2203,2227.0,1.046,2742,49,0.4,0.497,0.99132,0.00868
+97689,Existing Customer,44,F,3,High School,,Less than $40K,Blue,35,5,3,0,3398.0,2415,983.0,0.891,4509,93,0.661,0.711,6.6935e-05,0.99993
+97690,Existing Customer,48,F,3,Doctorate,Married,,Blue,44,4,3,3,2021.0,1186,835.0,0.616,4633,74,0.574,0.587,0.0004542,0.99955
+97691,Existing Customer,53,F,2,,Single,Less than $40K,Blue,41,5,1,3,2329.0,2290,39.0,0.533,4609,76,0.767,0.983,0.00010183,0.9999
+97692,Attrited Customer,34,F,2,College,Married,Less than $40K,Blue,36,1,3,2,1696.0,0,1696.0,0.782,2325,56,0.556,0.0,0.99432,0.00568
 97693,Existing Customer,52,F,1,Uneducated,Married,,Blue,36,6,1,1,4222.0,0,4222.0,0.523,4487,77,1.081,0.0,3.2055e-05,0.99997
 97694,Attrited Customer,45,M,3,Uneducated,Divorced,$80K - $120K,Blue,25,2,2,3,6614.0,1881,4733.0,0.737,3016,51,0.645,0.284,0.99513,0.00487126
 97695,Attrited Customer,42,F,1,Uneducated,Single,Less than $40K,Blue,35,4,3,3,3241.0,0,3241.0,0.442,2152,43,0.303,0.0,0.99659,0.00341249
 97696,Attrited Customer,48,F,2,,Married,Less than $40K,Blue,30,3,3,3,4204.0,0,4204.0,0.703,2316,43,0.536,0.0,0.997,0.00299743
 97697,Existing Customer,34,F,3,Uneducated,Single,Less than $40K,Blue,26,4,2,3,3234.0,971,2263.0,0.79,3989,71,0.868,0.3,0.00020424,0.9998
 97698,Attrited Customer,40,F,3,,Single,$40K - $60K,Blue,29,3,3,3,2473.0,2332,141.0,0.293,1738,32,0.455,0.943,0.99711,0.00288892
-97699,Attrited Customer,42,M,2,High School,Single,$60K - $80K,Blue,33,3,3,3,4836.0,493,4343.0,0.41700000000000004,1870,45,0.406,0.102,0.99661,0.00338788
+97699,Attrited Customer,42,M,2,High School,Single,$60K - $80K,Blue,33,3,3,3,4836.0,493,4343.0,0.417,1870,45,0.406,0.102,0.99661,0.00338788
 97700,Existing Customer,55,F,3,High School,Married,Less than $40K,Blue,44,5,1,1,1438.3,0,1438.3,0.575,4755,76,0.9,0.0,3.3505e-05,0.99997
-97701,Existing Customer,44,F,3,Uneducated,Single,Less than $40K,Blue,36,5,3,1,1438.3,541,897.3,0.821,4173,70,1.188,0.376,0.00011574,0.9998799999999999
-97702,Attrited Customer,45,M,4,Graduate,Single,Less than $40K,Blue,36,5,2,3,1438.3,1060,378.3,0.301,1253,29,0.318,0.737,0.9950399999999999,0.00495524
+97701,Existing Customer,44,F,3,Uneducated,Single,Less than $40K,Blue,36,5,3,1,1438.3,541,897.3,0.821,4173,70,1.188,0.376,0.00011574,0.99988
+97702,Attrited Customer,45,M,4,Graduate,Single,Less than $40K,Blue,36,5,2,3,1438.3,1060,378.3,0.301,1253,29,0.318,0.737,0.99504,0.00495524
 97703,Existing Customer,57,F,3,College,,Less than $40K,Silver,42,6,1,1,12675.0,2422,10253.0,0.642,3912,63,0.575,0.191,3.0276e-05,0.99997
-97704,Attrited Customer,44,F,3,High School,Single,Less than $40K,Blue,36,2,3,3,2228.0,0,2228.0,0.6859999999999999,2523,45,0.607,0.0,0.9967299999999999,0.00326528
-97705,Existing Customer,40,F,5,High School,Married,Less than $40K,Blue,31,4,2,2,2813.0,2208,605.0,0.877,4491,68,0.7440000000000001,0.785,0.00011423,0.99989
-97706,Existing Customer,42,F,2,Post-Graduate,Single,Less than $40K,Blue,35,6,3,2,3223.0,0,3223.0,0.593,4916,79,0.7170000000000001,0.0,0.00021165,0.99979
-97707,Existing Customer,55,F,2,Graduate,Married,$40K - $60K,Blue,36,5,3,3,2653.0,0,2653.0,0.9690000000000001,5052,81,0.7609999999999999,0.0,0.00030251,0.9997
-97708,Attrited Customer,45,F,3,Uneducated,Married,Less than $40K,Blue,35,3,3,3,2745.0,2463,282.0,0.643,2466,39,0.345,0.897,0.9969100000000001,0.00308778
-97709,Existing Customer,40,M,3,Graduate,Divorced,$120K +,Blue,30,3,2,1,34516.0,0,34516.0,0.643,3734,80,0.86,0.0,7.1226e-05,0.9999299999999999
-97710,Existing Customer,52,F,3,Uneducated,Married,Less than $40K,Blue,47,6,3,2,2516.0,1486,1030.0,0.503,3987,77,0.54,0.591,0.00019191,0.9998100000000001
+97704,Attrited Customer,44,F,3,High School,Single,Less than $40K,Blue,36,2,3,3,2228.0,0,2228.0,0.686,2523,45,0.607,0.0,0.99673,0.00326528
+97705,Existing Customer,40,F,5,High School,Married,Less than $40K,Blue,31,4,2,2,2813.0,2208,605.0,0.877,4491,68,0.744,0.785,0.00011423,0.99989
+97706,Existing Customer,42,F,2,Post-Graduate,Single,Less than $40K,Blue,35,6,3,2,3223.0,0,3223.0,0.593,4916,79,0.717,0.0,0.00021165,0.99979
+97707,Existing Customer,55,F,2,Graduate,Married,$40K - $60K,Blue,36,5,3,3,2653.0,0,2653.0,0.969,5052,81,0.761,0.0,0.00030251,0.9997
+97708,Attrited Customer,45,F,3,Uneducated,Married,Less than $40K,Blue,35,3,3,3,2745.0,2463,282.0,0.643,2466,39,0.345,0.897,0.99691,0.00308778
+97709,Existing Customer,40,M,3,Graduate,Divorced,$120K +,Blue,30,3,2,1,34516.0,0,34516.0,0.643,3734,80,0.86,0.0,7.1226e-05,0.99993
+97710,Existing Customer,52,F,3,Uneducated,Married,Less than $40K,Blue,47,6,3,2,2516.0,1486,1030.0,0.503,3987,77,0.54,0.591,0.00019191,0.99981
 97711,Existing Customer,46,F,2,High School,Divorced,Less than $40K,Blue,26,4,3,1,1870.0,1785,85.0,0.696,4347,88,0.76,0.955,0.00010545,0.99989
-97712,Existing Customer,56,F,2,Graduate,Single,,Blue,48,5,3,2,3934.0,2517,1417.0,0.682,4837,87,0.6729999999999999,0.64,0.00017987,0.99982
-97713,Existing Customer,49,F,4,High School,Married,Less than $40K,Blue,35,5,3,2,3038.0,2133,905.0,0.6890000000000001,4784,83,0.6940000000000001,0.7020000000000001,0.00018339,0.99982
-97714,Existing Customer,53,F,1,Uneducated,Single,Less than $40K,Blue,39,3,2,3,1982.0,1276,706.0,0.897,5136,76,0.9490000000000001,0.644,0.00018475,0.99982
-97715,Attrited Customer,31,F,1,Graduate,Divorced,,Blue,22,2,2,3,1623.0,0,1623.0,0.501,2126,45,0.364,0.0,0.9944700000000001,0.005529999999999999
-97716,Existing Customer,55,M,3,Uneducated,Single,$120K +,Blue,48,5,2,2,3088.0,1743,1345.0,0.7659999999999999,3906,68,0.659,0.564,0.00012144,0.9998799999999999
-97717,Existing Customer,44,F,3,,Single,,Blue,33,5,3,1,8064.0,2417,5647.0,0.644,4412,67,0.861,0.3,0.00012373,0.9998799999999999
-97718,Attrited Customer,56,F,3,Graduate,Single,,Blue,36,3,3,3,10016.0,1872,8144.0,0.735,2804,37,0.542,0.187,0.9968299999999999,0.00317458
-97719,Existing Customer,54,F,2,College,Married,,Blue,45,5,3,2,4523.0,1841,2682.0,0.534,5112,87,0.706,0.40700000000000003,0.00017488,0.9998299999999999
-97720,Existing Customer,53,F,0,Graduate,Single,Less than $40K,Blue,34,5,2,1,1944.0,1140,804.0,0.5820000000000001,4921,82,0.907,0.586,5.8902e-05,0.9999399999999999
-97721,Existing Customer,46,F,2,Uneducated,Married,,Blue,40,3,2,2,6083.0,1716,4367.0,0.618,4528,86,0.755,0.282,0.00011703,0.9998799999999999
-97722,Existing Customer,38,F,3,Graduate,Married,,Blue,27,6,2,2,2425.0,1396,1029.0,0.899,4568,74,0.897,0.5760000000000001,0.00011811,0.9998799999999999
-97723,Existing Customer,56,F,5,Graduate,Single,$40K - $60K,Blue,37,4,2,1,2607.0,1702,905.0,0.802,4949,74,0.762,0.653,7.0865e-05,0.9999299999999999
-97724,Existing Customer,53,F,3,Uneducated,Single,Less than $40K,Blue,48,6,2,1,1953.0,1215,738.0,0.667,4253,72,0.8,0.622,7.3235e-05,0.9999299999999999
-97725,Existing Customer,41,M,3,,,$60K - $80K,Blue,36,4,3,1,5813.0,1614,4199.0,0.696,4365,75,0.875,0.278,0.00012373,0.9998799999999999
-97726,Existing Customer,43,F,3,High School,Single,Less than $40K,Blue,36,3,3,2,1438.3,0,1438.3,0.6890000000000001,4401,73,0.698,0.0,0.00018145,0.99982
-97727,Attrited Customer,41,F,5,,Married,$40K - $60K,Blue,30,5,2,3,1588.0,0,1588.0,0.634,2561,61,0.649,0.0,0.9954200000000001,0.00458119
-97728,Existing Customer,62,F,0,High School,Single,Less than $40K,Blue,36,6,2,1,3749.0,1980,1769.0,0.706,5083,69,0.643,0.528,5.7261000000000006e-05,0.9999399999999999
-97729,Existing Customer,42,F,4,College,Divorced,$40K - $60K,Blue,36,4,3,2,3734.0,2517,1217.0,0.7240000000000001,4792,87,0.74,0.674,0.0001834,0.99982
-97730,Existing Customer,56,F,2,High School,Married,,Blue,51,4,1,3,1796.0,1243,553.0,0.768,4316,87,0.8909999999999999,0.6920000000000001,9.0056e-05,0.9999100000000001
-97731,Attrited Customer,45,F,3,,Divorced,Less than $40K,Blue,34,4,3,1,3223.0,243,2980.0,0.433,1979,38,0.462,0.075,0.99198,0.008020000000000001
-97732,Existing Customer,33,F,2,Doctorate,Married,$40K - $60K,Blue,36,4,2,1,2748.0,1867,881.0,0.816,4314,75,1.0270000000000001,0.679,9.933e-05,0.9999
-97733,Existing Customer,57,F,0,Graduate,Married,Less than $40K,Blue,45,6,1,2,2448.0,0,2448.0,0.606,5464,98,0.607,0.0,4.7263000000000005e-05,0.99995
-97734,Existing Customer,49,F,3,College,Married,Less than $40K,Blue,29,6,1,2,2548.0,1998,550.0,0.679,4702,79,0.927,0.784,5.5564e-05,0.9999399999999999
-97735,Existing Customer,46,F,3,College,Married,Less than $40K,Blue,41,4,1,1,1489.0,949,540.0,0.65,4669,94,0.741,0.637,3.3508000000000005e-05,0.99997
-97736,Attrited Customer,38,F,1,Graduate,Married,,Blue,29,3,3,3,8953.0,0,8953.0,0.40299999999999997,1982,43,0.303,0.0,0.99649,0.00350838
-97737,Attrited Customer,50,F,3,Uneducated,Single,,Blue,36,2,3,3,3187.0,986,2201.0,0.615,2381,47,0.516,0.309,0.9969100000000001,0.00308778
-97738,Existing Customer,51,F,2,,Single,Less than $40K,Blue,45,5,1,0,1757.0,0,1757.0,0.5329999999999999,4550,82,0.547,0.0,2.2331e-05,0.99998
+97712,Existing Customer,56,F,2,Graduate,Single,,Blue,48,5,3,2,3934.0,2517,1417.0,0.682,4837,87,0.673,0.64,0.00017987,0.99982
+97713,Existing Customer,49,F,4,High School,Married,Less than $40K,Blue,35,5,3,2,3038.0,2133,905.0,0.689,4784,83,0.694,0.702,0.00018339,0.99982
+97714,Existing Customer,53,F,1,Uneducated,Single,Less than $40K,Blue,39,3,2,3,1982.0,1276,706.0,0.897,5136,76,0.949,0.644,0.00018475,0.99982
+97715,Attrited Customer,31,F,1,Graduate,Divorced,,Blue,22,2,2,3,1623.0,0,1623.0,0.501,2126,45,0.364,0.0,0.99447,0.00553
+97716,Existing Customer,55,M,3,Uneducated,Single,$120K +,Blue,48,5,2,2,3088.0,1743,1345.0,0.766,3906,68,0.659,0.564,0.00012144,0.99988
+97717,Existing Customer,44,F,3,,Single,,Blue,33,5,3,1,8064.0,2417,5647.0,0.644,4412,67,0.861,0.3,0.00012373,0.99988
+97718,Attrited Customer,56,F,3,Graduate,Single,,Blue,36,3,3,3,10016.0,1872,8144.0,0.735,2804,37,0.542,0.187,0.99683,0.00317458
+97719,Existing Customer,54,F,2,College,Married,,Blue,45,5,3,2,4523.0,1841,2682.0,0.534,5112,87,0.706,0.407,0.00017488,0.99983
+97720,Existing Customer,53,F,0,Graduate,Single,Less than $40K,Blue,34,5,2,1,1944.0,1140,804.0,0.582,4921,82,0.907,0.586,5.8902e-05,0.99994
+97721,Existing Customer,46,F,2,Uneducated,Married,,Blue,40,3,2,2,6083.0,1716,4367.0,0.618,4528,86,0.755,0.282,0.00011703,0.99988
+97722,Existing Customer,38,F,3,Graduate,Married,,Blue,27,6,2,2,2425.0,1396,1029.0,0.899,4568,74,0.897,0.576,0.00011811,0.99988
+97723,Existing Customer,56,F,5,Graduate,Single,$40K - $60K,Blue,37,4,2,1,2607.0,1702,905.0,0.802,4949,74,0.762,0.653,7.0865e-05,0.99993
+97724,Existing Customer,53,F,3,Uneducated,Single,Less than $40K,Blue,48,6,2,1,1953.0,1215,738.0,0.667,4253,72,0.8,0.622,7.3235e-05,0.99993
+97725,Existing Customer,41,M,3,,,$60K - $80K,Blue,36,4,3,1,5813.0,1614,4199.0,0.696,4365,75,0.875,0.278,0.00012373,0.99988
+97726,Existing Customer,43,F,3,High School,Single,Less than $40K,Blue,36,3,3,2,1438.3,0,1438.3,0.689,4401,73,0.698,0.0,0.00018145,0.99982
+97727,Attrited Customer,41,F,5,,Married,$40K - $60K,Blue,30,5,2,3,1588.0,0,1588.0,0.634,2561,61,0.649,0.0,0.99542,0.00458119
+97728,Existing Customer,62,F,0,High School,Single,Less than $40K,Blue,36,6,2,1,3749.0,1980,1769.0,0.706,5083,69,0.643,0.528,5.7261e-05,0.99994
+97729,Existing Customer,42,F,4,College,Divorced,$40K - $60K,Blue,36,4,3,2,3734.0,2517,1217.0,0.724,4792,87,0.74,0.674,0.0001834,0.99982
+97730,Existing Customer,56,F,2,High School,Married,,Blue,51,4,1,3,1796.0,1243,553.0,0.768,4316,87,0.891,0.692,9.0056e-05,0.99991
+97731,Attrited Customer,45,F,3,,Divorced,Less than $40K,Blue,34,4,3,1,3223.0,243,2980.0,0.433,1979,38,0.462,0.075,0.99198,0.00802
+97732,Existing Customer,33,F,2,Doctorate,Married,$40K - $60K,Blue,36,4,2,1,2748.0,1867,881.0,0.816,4314,75,1.027,0.679,9.933e-05,0.9999
+97733,Existing Customer,57,F,0,Graduate,Married,Less than $40K,Blue,45,6,1,2,2448.0,0,2448.0,0.606,5464,98,0.607,0.0,4.7263e-05,0.99995
+97734,Existing Customer,49,F,3,College,Married,Less than $40K,Blue,29,6,1,2,2548.0,1998,550.0,0.679,4702,79,0.927,0.784,5.5564e-05,0.99994
+97735,Existing Customer,46,F,3,College,Married,Less than $40K,Blue,41,4,1,1,1489.0,949,540.0,0.65,4669,94,0.741,0.637,3.3508e-05,0.99997
+97736,Attrited Customer,38,F,1,Graduate,Married,,Blue,29,3,3,3,8953.0,0,8953.0,0.403,1982,43,0.303,0.0,0.99649,0.00350838
+97737,Attrited Customer,50,F,3,Uneducated,Single,,Blue,36,2,3,3,3187.0,986,2201.0,0.615,2381,47,0.516,0.309,0.99691,0.00308778
+97738,Existing Customer,51,F,2,,Single,Less than $40K,Blue,45,5,1,0,1757.0,0,1757.0,0.533,4550,82,0.547,0.0,2.2331e-05,0.99998
 97739,Existing Customer,52,M,4,High School,,$60K - $80K,Blue,36,6,3,2,2597.0,1740,857.0,0.71,5037,80,0.778,0.67,0.00018339,0.99982
 97740,Existing Customer,45,F,5,College,Single,,Blue,32,3,3,3,5999.0,658,5341.0,0.638,4283,69,0.605,0.11,0.00030364,0.9997
-97741,Existing Customer,56,F,0,Post-Graduate,Married,Less than $40K,Blue,51,4,2,3,3617.0,878,2739.0,0.777,5416,76,0.9,0.243,0.0001933,0.9998100000000001
+97741,Existing Customer,56,F,0,Post-Graduate,Married,Less than $40K,Blue,51,4,2,3,3617.0,878,2739.0,0.777,5416,76,0.9,0.243,0.0001933,0.99981
 97742,Existing Customer,56,F,0,Uneducated,Single,Less than $40K,Blue,36,4,3,1,3219.0,2114,1105.0,0.655,4188,75,0.667,0.657,9.5711e-05,0.9999
-97743,Attrited Customer,41,M,4,Graduate,,$80K - $120K,Blue,31,3,3,2,19782.0,868,18914.0,0.8079999999999999,2535,44,0.467,0.044000000000000004,0.9947299999999999,0.00527
+97743,Attrited Customer,41,M,4,Graduate,,$80K - $120K,Blue,31,3,3,2,19782.0,868,18914.0,0.808,2535,44,0.467,0.044,0.99473,0.00527
 97744,Existing Customer,51,F,4,Graduate,Single,Less than $40K,Blue,36,4,3,1,2522.0,1898,624.0,0.674,4122,67,0.763,0.753,0.00011377,0.99989
-97745,Existing Customer,43,F,2,,Married,Less than $40K,Blue,29,4,1,1,3327.0,2517,810.0,0.7929999999999999,4901,88,0.9129999999999999,0.757,3.6508000000000004e-05,0.9999600000000001
+97745,Existing Customer,43,F,2,,Married,Less than $40K,Blue,29,4,1,1,3327.0,2517,810.0,0.793,4901,88,0.913,0.757,3.6508e-05,0.99996
 97746,Existing Customer,42,F,2,Uneducated,Married,,Blue,32,5,5,3,4708.0,0,4708.0,0.718,4597,89,0.679,0.0,0.0003474,0.99965
 97747,Existing Customer,48,F,4,College,Divorced,Less than $40K,Blue,41,4,3,2,3745.0,2517,1228.0,0.672,4550,78,0.857,0.672,0.0001834,0.99982
-97748,Attrited Customer,53,M,4,Uneducated,Single,$80K - $120K,Blue,44,3,3,2,11561.0,2189,9372.0,0.742,2153,39,0.5,0.18899999999999997,0.99487,0.00513
-97749,Attrited Customer,44,F,2,High School,Married,,Blue,32,4,3,3,8477.0,2517,5960.0,0.7170000000000001,2455,41,0.64,0.297,0.99661,0.00338788
-97750,Existing Customer,59,F,0,Graduate,Married,Less than $40K,Blue,48,2,2,1,2120.0,1411,709.0,0.665,3882,92,0.643,0.6659999999999999,5.8902e-05,0.9999399999999999
-97751,Existing Customer,45,F,5,Graduate,Married,Less than $40K,Blue,39,5,3,2,2867.0,1209,1658.0,0.727,5311,81,0.976,0.42200000000000004,0.0001857,0.9998100000000001
+97748,Attrited Customer,53,M,4,Uneducated,Single,$80K - $120K,Blue,44,3,3,2,11561.0,2189,9372.0,0.742,2153,39,0.5,0.189,0.99487,0.00513
+97749,Attrited Customer,44,F,2,High School,Married,,Blue,32,4,3,3,8477.0,2517,5960.0,0.717,2455,41,0.64,0.297,0.99661,0.00338788
+97750,Existing Customer,59,F,0,Graduate,Married,Less than $40K,Blue,48,2,2,1,2120.0,1411,709.0,0.665,3882,92,0.643,0.666,5.8902e-05,0.99994
+97751,Existing Customer,45,F,5,Graduate,Married,Less than $40K,Blue,39,5,3,2,2867.0,1209,1658.0,0.727,5311,81,0.976,0.422,0.0001857,0.99981
 97752,Existing Customer,45,F,2,Graduate,Single,$40K - $60K,Blue,36,5,3,1,2293.0,1304,989.0,0.708,5047,94,0.679,0.569,0.00010848,0.99989
-97753,Existing Customer,51,M,1,Uneducated,Single,$120K +,Blue,36,2,1,3,8671.0,590,8081.0,0.693,4399,72,0.7559999999999999,0.068,8.9404e-05,0.9999100000000001
-97754,Existing Customer,49,F,1,Graduate,Divorced,,Silver,43,1,3,1,34516.0,1163,33353.0,0.725,3941,71,0.821,0.034,9.2001e-05,0.9999100000000001
+97753,Existing Customer,51,M,1,Uneducated,Single,$120K +,Blue,36,2,1,3,8671.0,590,8081.0,0.693,4399,72,0.756,0.068,8.9404e-05,0.99991
+97754,Existing Customer,49,F,1,Graduate,Divorced,,Silver,43,1,3,1,34516.0,1163,33353.0,0.725,3941,71,0.821,0.034,9.2001e-05,0.99991
 97755,Existing Customer,43,F,2,High School,Married,,Blue,36,2,3,3,2679.0,1694,985.0,0.603,4640,85,0.809,0.632,0.00029408,0.99971
-97756,Existing Customer,38,M,3,,Married,$80K - $120K,Blue,22,2,2,1,3224.0,0,3224.0,0.7609999999999999,3738,63,0.6579999999999999,0.0,7.8291e-05,0.99992
-97757,Existing Customer,45,F,3,High School,Married,,Blue,39,1,2,2,1438.3,745,693.3,0.83,5020,83,0.7659999999999999,0.518,0.00011482,0.99989
-97758,Existing Customer,54,M,4,High School,Single,$80K - $120K,Blue,39,1,3,3,7773.0,2465,5308.0,0.7879999999999999,4272,69,1.0290000000000001,0.317,0.00030842,0.99969
-97759,Attrited Customer,44,F,4,Uneducated,Single,,Blue,36,3,3,4,8075.0,317,7758.0,0.585,2415,41,0.5770000000000001,0.039,0.99821,0.00179304
-97760,Existing Customer,57,F,3,High School,Single,,Blue,37,3,1,2,3052.0,1603,1449.0,0.7759999999999999,4210,82,0.907,0.525,5.5558999999999994e-05,0.9999399999999999
-97761,Existing Customer,51,M,3,Graduate,Married,$120K +,Blue,42,2,1,3,7932.0,2140,5792.0,0.5539999999999999,4024,92,0.614,0.27,9.612600000000001e-05,0.9999
-97762,Existing Customer,48,M,3,High School,,$40K - $60K,Blue,43,2,2,3,1753.0,1434,319.0,0.805,4588,77,1.026,0.818,0.00019311,0.9998100000000001
-97763,Existing Customer,48,F,5,Doctorate,Married,Less than $40K,Blue,33,2,1,3,5814.0,1176,4638.0,0.627,3796,74,1.056,0.20199999999999999,0.0001384,0.9998600000000001
-97764,Existing Customer,53,F,2,Graduate,Married,$40K - $60K,Blue,38,3,2,1,1989.0,1003,986.0,0.677,5070,70,0.75,0.504,6.864e-05,0.9999299999999999
-97765,Existing Customer,55,F,1,College,Single,$40K - $60K,Blue,50,3,3,3,1843.0,1520,323.0,0.8640000000000001,4729,92,0.7040000000000001,0.825,0.00027607,0.99972
-97766,Existing Customer,52,F,1,Uneducated,Married,,Blue,40,2,2,1,1438.3,1228,210.3,0.659,4991,78,0.902,0.8540000000000001,6.6245e-05,0.9999299999999999
+97756,Existing Customer,38,M,3,,Married,$80K - $120K,Blue,22,2,2,1,3224.0,0,3224.0,0.761,3738,63,0.658,0.0,7.8291e-05,0.99992
+97757,Existing Customer,45,F,3,High School,Married,,Blue,39,1,2,2,1438.3,745,693.3,0.83,5020,83,0.766,0.518,0.00011482,0.99989
+97758,Existing Customer,54,M,4,High School,Single,$80K - $120K,Blue,39,1,3,3,7773.0,2465,5308.0,0.788,4272,69,1.029,0.317,0.00030842,0.99969
+97759,Attrited Customer,44,F,4,Uneducated,Single,,Blue,36,3,3,4,8075.0,317,7758.0,0.585,2415,41,0.577,0.039,0.99821,0.00179304
+97760,Existing Customer,57,F,3,High School,Single,,Blue,37,3,1,2,3052.0,1603,1449.0,0.776,4210,82,0.907,0.525,5.5559e-05,0.99994
+97761,Existing Customer,51,M,3,Graduate,Married,$120K +,Blue,42,2,1,3,7932.0,2140,5792.0,0.554,4024,92,0.614,0.27,9.6126e-05,0.9999
+97762,Existing Customer,48,M,3,High School,,$40K - $60K,Blue,43,2,2,3,1753.0,1434,319.0,0.805,4588,77,1.026,0.818,0.00019311,0.99981
+97763,Existing Customer,48,F,5,Doctorate,Married,Less than $40K,Blue,33,2,1,3,5814.0,1176,4638.0,0.627,3796,74,1.056,0.202,0.0001384,0.99986
+97764,Existing Customer,53,F,2,Graduate,Married,$40K - $60K,Blue,38,3,2,1,1989.0,1003,986.0,0.677,5070,70,0.75,0.504,6.864e-05,0.99993
+97765,Existing Customer,55,F,1,College,Single,$40K - $60K,Blue,50,3,3,3,1843.0,1520,323.0,0.864,4729,92,0.704,0.825,0.00027607,0.99972
+97766,Existing Customer,52,F,1,Uneducated,Married,,Blue,40,2,2,1,1438.3,1228,210.3,0.659,4991,78,0.902,0.854,6.6245e-05,0.99993
 97767,Existing Customer,34,F,0,Graduate,Married,$40K - $60K,Blue,26,3,3,2,2991.0,1830,1161.0,0.777,4414,77,0.878,0.612,0.00015435,0.99985
-97768,Existing Customer,43,M,3,High School,Married,$60K - $80K,Blue,36,3,3,1,9560.0,0,9560.0,0.802,4601,66,0.5710000000000001,0.0,0.00010943,0.99989
+97768,Existing Customer,43,M,3,High School,Married,$60K - $80K,Blue,36,3,3,1,9560.0,0,9560.0,0.802,4601,66,0.571,0.0,0.00010943,0.99989
 97769,Attrited Customer,44,F,4,High School,,Less than $40K,Blue,38,2,2,3,2616.0,2505,111.0,0.828,2576,42,0.5,0.958,0.9949,0.0051
-97770,Attrited Customer,54,F,1,Graduate,Single,Less than $40K,Blue,34,5,2,2,2939.0,2152,787.0,0.555,2476,42,0.355,0.732,0.9907299999999999,0.00927
-97771,Existing Customer,49,F,3,College,Married,,Blue,37,2,3,0,3085.0,966,2119.0,0.777,4765,79,0.6459999999999999,0.313,6.694100000000001e-05,0.9999299999999999
-97772,Existing Customer,49,M,5,Graduate,Single,$80K - $120K,Blue,41,2,3,2,5275.0,1490,3785.0,0.5329999999999999,4213,74,1.114,0.282,0.0001857,0.9998100000000001
-97773,Existing Customer,41,M,3,Uneducated,Married,$60K - $80K,Blue,30,3,1,2,1950.0,1618,332.0,0.75,3357,47,0.88,0.83,5.8763e-05,0.9999399999999999
+97770,Attrited Customer,54,F,1,Graduate,Single,Less than $40K,Blue,34,5,2,2,2939.0,2152,787.0,0.555,2476,42,0.355,0.732,0.99073,0.00927
+97771,Existing Customer,49,F,3,College,Married,,Blue,37,2,3,0,3085.0,966,2119.0,0.777,4765,79,0.646,0.313,6.6941e-05,0.99993
+97772,Existing Customer,49,M,5,Graduate,Single,$80K - $120K,Blue,41,2,3,2,5275.0,1490,3785.0,0.533,4213,74,1.114,0.282,0.0001857,0.99981
+97773,Existing Customer,41,M,3,Uneducated,Married,$60K - $80K,Blue,30,3,1,2,1950.0,1618,332.0,0.75,3357,47,0.88,0.83,5.8763e-05,0.99994
 97774,Existing Customer,43,F,3,Graduate,Single,,Blue,33,3,3,1,2341.0,1818,523.0,0.833,4356,70,0.628,0.777,0.00011256,0.99989
-97775,Existing Customer,40,F,1,Uneducated,Divorced,Less than $40K,Blue,25,3,3,1,3758.0,2047,1711.0,1.1079999999999999,4928,79,0.6459999999999999,0.545,0.00010469,0.9999
+97775,Existing Customer,40,F,1,Uneducated,Divorced,Less than $40K,Blue,25,3,3,1,3758.0,2047,1711.0,1.108,4928,79,0.646,0.545,0.00010469,0.9999
 97776,Existing Customer,54,M,4,,Married,$80K - $120K,Blue,42,3,3,1,1621.0,618,1003.0,0.846,4815,83,1.024,0.381,0.00012505,0.99987
-97777,Existing Customer,50,F,2,Uneducated,Married,$40K - $60K,Blue,41,2,1,2,10946.0,1912,9034.0,0.36200000000000004,2448,58,0.45,0.175,5.663e-05,0.9999399999999999
+97777,Existing Customer,50,F,2,Uneducated,Married,$40K - $60K,Blue,41,2,1,2,10946.0,1912,9034.0,0.362,2448,58,0.45,0.175,5.663e-05,0.99994
 97778,Existing Customer,56,F,1,High School,Single,Less than $40K,Blue,36,3,1,1,3422.0,2517,905.0,0.914,4922,84,0.68,0.736,3.0307e-05,0.99997
 97779,Existing Customer,39,F,2,Uneducated,Married,Less than $40K,Blue,30,3,1,3,3108.0,778,2330.0,0.645,4130,87,0.706,0.25,9.5249e-05,0.9999
 97780,Attrited Customer,33,F,2,Graduate,Married,Less than $40K,Blue,20,3,2,5,3202.0,0,3202.0,1.012,2917,37,0.682,0.0,0.99823,0.00176584
-97781,Existing Customer,43,F,5,Uneducated,Single,Less than $40K,Blue,36,2,1,2,1855.0,907,948.0,0.816,4191,81,0.7609999999999999,0.489,5.8465e-05,0.9999399999999999
-97782,Existing Customer,47,F,4,Uneducated,Married,$40K - $60K,Blue,36,2,1,1,2155.0,1119,1036.0,0.815,5441,91,0.7170000000000001,0.519,3.5816e-05,0.9999600000000001
+97781,Existing Customer,43,F,5,Uneducated,Single,Less than $40K,Blue,36,2,1,2,1855.0,907,948.0,0.816,4191,81,0.761,0.489,5.8465e-05,0.99994
+97782,Existing Customer,47,F,4,Uneducated,Married,$40K - $60K,Blue,36,2,1,1,2155.0,1119,1036.0,0.815,5441,91,0.717,0.519,3.5816e-05,0.99996
 97783,Existing Customer,42,F,4,College,Single,Less than $40K,Blue,36,2,3,2,4150.0,2517,1633.0,0.619,4620,76,1.171,0.607,0.0001834,0.99982
-97784,Existing Customer,45,M,5,Doctorate,Married,$80K - $120K,Blue,35,2,2,2,2226.0,1229,997.0,0.784,4928,77,0.638,0.552,0.00017004,0.9998299999999999
-97785,Existing Customer,48,F,5,High School,Married,$40K - $60K,Blue,36,3,2,1,1610.0,0,1610.0,0.424,4243,85,0.848,0.0,6.889e-05,0.9999299999999999
+97784,Existing Customer,45,M,5,Doctorate,Married,$80K - $120K,Blue,35,2,2,2,2226.0,1229,997.0,0.784,4928,77,0.638,0.552,0.00017004,0.99983
+97785,Existing Customer,48,F,5,High School,Married,$40K - $60K,Blue,36,3,2,1,1610.0,0,1610.0,0.424,4243,85,0.848,0.0,6.889e-05,0.99993
 97786,Existing Customer,53,F,2,Graduate,Married,,Blue,41,3,2,2,2046.0,1260,786.0,0.768,4228,81,0.884,0.616,0.00011382,0.99989
 97787,Attrited Customer,52,F,1,High School,Single,Less than $40K,Blue,36,3,3,2,1795.0,0,1795.0,0.718,2281,55,0.618,0.0,0.99395,0.00605
-97788,Existing Customer,42,F,4,,Married,Less than $40K,Blue,30,3,2,1,1531.0,987,544.0,0.831,4373,67,0.8109999999999999,0.645,7.9128e-05,0.99992
+97788,Existing Customer,42,F,4,,Married,Less than $40K,Blue,30,3,2,1,1531.0,987,544.0,0.831,4373,67,0.811,0.645,7.9128e-05,0.99992
 97789,Existing Customer,53,F,1,,Married,Less than $40K,Blue,36,2,2,3,1472.0,1196,276.0,1.24,4859,73,0.973,0.812,0.00019751,0.9998
-97790,Existing Customer,50,F,5,Graduate,Single,Less than $40K,Blue,41,3,2,2,1438.3,0,1438.3,0.6829999999999999,4550,78,0.857,0.0,0.00011751,0.9998799999999999
+97790,Existing Customer,50,F,5,Graduate,Single,Less than $40K,Blue,41,3,2,2,1438.3,0,1438.3,0.683,4550,78,0.857,0.0,0.00011751,0.99988
 97791,Existing Customer,37,F,1,Graduate,Single,$40K - $60K,Blue,36,3,3,1,2886.0,2198,688.0,0.828,4531,81,0.723,0.762,0.00010182,0.9999
-97792,Existing Customer,39,F,2,Graduate,Single,Less than $40K,Silver,29,3,3,2,10024.0,913,9111.0,0.568,3906,78,0.5920000000000001,0.091,0.00016253,0.99984
-97793,Attrited Customer,52,F,3,Post-Graduate,Married,Less than $40K,Blue,45,2,4,1,1760.0,0,1760.0,0.046,1554,35,0.028999999999999998,0.0,0.99379,0.00621
-97794,Existing Customer,38,F,2,Graduate,Single,Less than $40K,Blue,36,3,1,1,1461.0,0,1461.0,0.6809999999999999,4769,76,0.9490000000000001,0.0,3.3214000000000004e-05,0.99997
-97795,Attrited Customer,51,F,1,Graduate,Single,$40K - $60K,Blue,36,3,3,3,8840.0,1794,7046.0,0.848,2839,47,0.8079999999999999,0.203,0.99649,0.00350838
-97796,Existing Customer,38,F,2,Post-Graduate,Married,$40K - $60K,Blue,28,2,1,1,4468.0,2395,2073.0,0.706,4690,79,0.7559999999999999,0.536,3.9081999999999996e-05,0.9999600000000001
-97797,Existing Customer,42,M,4,College,,$60K - $80K,Blue,35,3,3,3,2516.0,1360,1156.0,1.193,4692,79,0.6809999999999999,0.541,0.00030845,0.99969
-97798,Attrited Customer,35,F,4,High School,Married,Less than $40K,Blue,24,3,2,4,1555.0,872,683.0,0.772,2252,51,0.645,0.561,0.9970100000000001,0.00299357
+97792,Existing Customer,39,F,2,Graduate,Single,Less than $40K,Silver,29,3,3,2,10024.0,913,9111.0,0.568,3906,78,0.592,0.091,0.00016253,0.99984
+97793,Attrited Customer,52,F,3,Post-Graduate,Married,Less than $40K,Blue,45,2,4,1,1760.0,0,1760.0,0.046,1554,35,0.029,0.0,0.99379,0.00621
+97794,Existing Customer,38,F,2,Graduate,Single,Less than $40K,Blue,36,3,1,1,1461.0,0,1461.0,0.681,4769,76,0.949,0.0,3.3214e-05,0.99997
+97795,Attrited Customer,51,F,1,Graduate,Single,$40K - $60K,Blue,36,3,3,3,8840.0,1794,7046.0,0.848,2839,47,0.808,0.203,0.99649,0.00350838
+97796,Existing Customer,38,F,2,Post-Graduate,Married,$40K - $60K,Blue,28,2,1,1,4468.0,2395,2073.0,0.706,4690,79,0.756,0.536,3.9082e-05,0.99996
+97797,Existing Customer,42,M,4,College,,$60K - $80K,Blue,35,3,3,3,2516.0,1360,1156.0,1.193,4692,79,0.681,0.541,0.00030845,0.99969
+97798,Attrited Customer,35,F,4,High School,Married,Less than $40K,Blue,24,3,2,4,1555.0,872,683.0,0.772,2252,51,0.645,0.561,0.99701,0.00299357
 97799,Existing Customer,57,M,1,Graduate,,$80K - $120K,Blue,39,3,1,1,1438.3,641,797.3,0.66,5140,82,0.519,0.446,3.1176e-05,0.99997
-97800,Attrited Customer,42,M,4,Uneducated,Married,$120K +,Blue,34,2,3,3,5195.0,468,4727.0,0.5670000000000001,2682,48,0.231,0.09,0.9969399999999999,0.00305523
-97801,Existing Customer,57,M,3,Graduate,Single,$120K +,Blue,36,2,2,1,17268.0,1197,16071.0,0.637,4077,90,0.698,0.069,7.1226e-05,0.9999299999999999
-97802,Attrited Customer,37,M,2,Uneducated,Single,,Blue,24,2,2,3,1649.0,0,1649.0,0.8640000000000001,2574,51,0.7,0.0,0.99495,0.00505
+97800,Attrited Customer,42,M,4,Uneducated,Married,$120K +,Blue,34,2,3,3,5195.0,468,4727.0,0.567,2682,48,0.231,0.09,0.99694,0.00305523
+97801,Existing Customer,57,M,3,Graduate,Single,$120K +,Blue,36,2,2,1,17268.0,1197,16071.0,0.637,4077,90,0.698,0.069,7.1226e-05,0.99993
+97802,Attrited Customer,37,M,2,Uneducated,Single,,Blue,24,2,2,3,1649.0,0,1649.0,0.864,2574,51,0.7,0.0,0.99495,0.00505
 97803,Existing Customer,57,F,1,High School,Married,Less than $40K,Blue,50,3,2,2,1609.0,0,1609.0,0.669,4770,85,0.7,0.0,0.00010386,0.9999
 97804,Existing Customer,43,F,1,College,Single,Less than $40K,Blue,36,3,2,2,3342.0,2517,825.0,0.977,5848,81,0.8,0.753,0.00010387,0.9999
-97805,Existing Customer,63,M,1,Uneducated,Single,Less than $40K,Blue,56,3,1,2,6973.0,2517,4456.0,0.7809999999999999,4877,88,0.6920000000000001,0.361,5.3155e-05,0.99995
+97805,Existing Customer,63,M,1,Uneducated,Single,Less than $40K,Blue,56,3,1,2,6973.0,2517,4456.0,0.781,4877,88,0.692,0.361,5.3155e-05,0.99995
 97806,Attrited Customer,43,M,4,High School,Married,$120K +,Blue,30,3,2,3,17228.0,1331,15897.0,0.519,2229,44,0.375,0.077,0.9949,0.0051
-97807,Existing Customer,48,M,2,Post-Graduate,Married,$40K - $60K,Blue,42,3,2,0,1898.0,0,1898.0,0.838,3513,59,0.6859999999999999,0.0,4.9403999999999997e-05,0.99995
+97807,Existing Customer,48,M,2,Post-Graduate,Married,$40K - $60K,Blue,42,3,2,0,1898.0,0,1898.0,0.838,3513,59,0.686,0.0,4.9404e-05,0.99995
 97808,Existing Customer,46,F,2,College,Single,Less than $40K,Blue,36,3,2,2,1438.3,0,1438.3,0.757,5005,79,0.795,0.0,0.00011066,0.99989
-97809,Existing Customer,40,F,3,College,,,Blue,28,2,3,1,2321.0,1190,1131.0,0.736,5149,98,0.6609999999999999,0.513,0.00010944,0.99989
-97810,Existing Customer,52,M,3,Graduate,Married,$60K - $80K,Blue,47,3,3,3,8185.0,941,7244.0,0.8740000000000001,4525,77,0.604,0.115,0.0003139,0.99969
-97811,Existing Customer,53,M,4,College,Single,$60K - $80K,Blue,42,3,3,3,3096.0,0,3096.0,0.684,4709,87,0.7759999999999999,0.0,0.00030845,0.99969
+97809,Existing Customer,40,F,3,College,,,Blue,28,2,3,1,2321.0,1190,1131.0,0.736,5149,98,0.661,0.513,0.00010944,0.99989
+97810,Existing Customer,52,M,3,Graduate,Married,$60K - $80K,Blue,47,3,3,3,8185.0,941,7244.0,0.874,4525,77,0.604,0.115,0.0003139,0.99969
+97811,Existing Customer,53,M,4,College,Single,$60K - $80K,Blue,42,3,3,3,3096.0,0,3096.0,0.684,4709,87,0.776,0.0,0.00030845,0.99969
 97812,Existing Customer,57,F,2,Uneducated,Married,Less than $40K,Blue,46,2,3,2,2129.0,1139,990.0,1.025,4509,73,0.825,0.535,0.00018494,0.99982
-97813,Existing Customer,50,F,3,Uneducated,Married,Less than $40K,Blue,36,3,2,2,2615.0,1404,1211.0,0.503,3785,67,1.161,0.537,0.00012144,0.9998799999999999
-97814,Attrited Customer,46,F,3,Uneducated,Divorced,$40K - $60K,Blue,39,2,3,2,3157.0,965,2192.0,0.9279999999999999,3300,58,0.568,0.306,0.99482,0.00518
-97815,Attrited Customer,36,F,3,College,Married,Less than $40K,Blue,36,2,2,2,1707.0,0,1707.0,0.319,2060,52,0.529,0.0,0.9913700000000001,0.00863
-97816,Existing Customer,49,F,1,Uneducated,Divorced,Less than $40K,Blue,36,2,3,2,1838.0,0,1838.0,0.65,5156,72,0.895,0.0,0.0001736,0.9998299999999999
-97817,Existing Customer,38,F,3,College,Married,Less than $40K,Blue,31,3,1,3,5523.0,2517,3006.0,0.72,4170,80,0.7390000000000001,0.456,9.345700000000001e-05,0.9999100000000001
-97818,Attrited Customer,40,F,2,Uneducated,Single,Less than $40K,Blue,28,2,2,2,3021.0,0,3021.0,0.6940000000000001,2814,37,0.321,0.0,0.9915299999999999,0.00847
-97819,Existing Customer,44,F,4,Post-Graduate,,Less than $40K,Blue,36,3,1,1,7317.0,1540,5777.0,0.616,4100,76,0.81,0.21,4.0988e-05,0.9999600000000001
+97813,Existing Customer,50,F,3,Uneducated,Married,Less than $40K,Blue,36,3,2,2,2615.0,1404,1211.0,0.503,3785,67,1.161,0.537,0.00012144,0.99988
+97814,Attrited Customer,46,F,3,Uneducated,Divorced,$40K - $60K,Blue,39,2,3,2,3157.0,965,2192.0,0.928,3300,58,0.568,0.306,0.99482,0.00518
+97815,Attrited Customer,36,F,3,College,Married,Less than $40K,Blue,36,2,2,2,1707.0,0,1707.0,0.319,2060,52,0.529,0.0,0.99137,0.00863
+97816,Existing Customer,49,F,1,Uneducated,Divorced,Less than $40K,Blue,36,2,3,2,1838.0,0,1838.0,0.65,5156,72,0.895,0.0,0.0001736,0.99983
+97817,Existing Customer,38,F,3,College,Married,Less than $40K,Blue,31,3,1,3,5523.0,2517,3006.0,0.72,4170,80,0.739,0.456,9.3457e-05,0.99991
+97818,Attrited Customer,40,F,2,Uneducated,Single,Less than $40K,Blue,28,2,2,2,3021.0,0,3021.0,0.694,2814,37,0.321,0.0,0.99153,0.00847
+97819,Existing Customer,44,F,4,Post-Graduate,,Less than $40K,Blue,36,3,1,1,7317.0,1540,5777.0,0.616,4100,76,0.81,0.21,4.0988e-05,0.99996
 97820,Existing Customer,59,F,2,,Married,Less than $40K,Blue,46,2,6,2,5218.0,1907,3311.0,0.797,4658,85,0.889,0.365,0.00015608,0.99984
-97821,Existing Customer,53,F,2,High School,Single,Less than $40K,Blue,40,3,1,3,1438.3,0,1438.3,1.052,4978,73,0.9209999999999999,0.0,9.0056e-05,0.9999100000000001
+97821,Existing Customer,53,F,2,High School,Single,Less than $40K,Blue,40,3,1,3,1438.3,0,1438.3,1.052,4978,73,0.921,0.0,9.0056e-05,0.99991
 97822,Existing Customer,54,M,3,Graduate,Married,$80K - $120K,Blue,49,2,3,3,11114.0,2482,8632.0,1.08,5044,81,0.688,0.223,0.0003139,0.99969
-97823,Existing Customer,51,M,0,High School,Single,$80K - $120K,Blue,45,3,2,3,10648.0,2517,8131.0,0.708,4930,89,0.978,0.23600000000000002,0.0001597,0.99984
-97824,Existing Customer,45,F,3,High School,Single,Less than $40K,Blue,34,2,3,2,2976.0,2372,604.0,0.772,4799,83,0.7290000000000001,0.797,0.00018145,0.99982
+97823,Existing Customer,51,M,0,High School,Single,$80K - $120K,Blue,45,3,2,3,10648.0,2517,8131.0,0.708,4930,89,0.978,0.236,0.0001597,0.99984
+97824,Existing Customer,45,F,3,High School,Single,Less than $40K,Blue,34,2,3,2,2976.0,2372,604.0,0.772,4799,83,0.729,0.797,0.00018145,0.99982
 97825,Attrited Customer,52,F,3,High School,Divorced,Less than $40K,Blue,47,3,3,1,6629.0,2517,4112.0,0.932,2599,50,0.562,0.38,0.99095,0.00905
-97826,Existing Customer,42,F,5,,Married,Less than $40K,Blue,25,3,1,1,2812.0,2238,574.0,0.713,4823,77,0.833,0.7959999999999999,3.7691e-05,0.9999600000000001
-97827,Existing Customer,48,M,2,High School,Married,$80K - $120K,Blue,36,2,1,1,10761.0,1722,9039.0,0.7,4731,82,0.7829999999999999,0.16,3.2288e-05,0.99997
+97826,Existing Customer,42,F,5,,Married,Less than $40K,Blue,25,3,1,1,2812.0,2238,574.0,0.713,4823,77,0.833,0.796,3.7691e-05,0.99996
+97827,Existing Customer,48,M,2,High School,Married,$80K - $120K,Blue,36,2,1,1,10761.0,1722,9039.0,0.7,4731,82,0.783,0.16,3.2288e-05,0.99997
 97828,Existing Customer,40,F,4,High School,Married,Less than $40K,Blue,31,2,3,3,1968.0,1781,187.0,0.972,5087,69,0.725,0.905,0.00030842,0.99969
-97829,Existing Customer,55,M,2,Doctorate,Single,Less than $40K,Blue,44,2,2,2,3897.0,1247,2650.0,0.6890000000000001,3681,62,0.632,0.32,0.00016471,0.99984
-97830,Existing Customer,45,M,4,,Married,$40K - $60K,Blue,36,3,2,1,4721.0,1289,3432.0,0.6559999999999999,3856,74,0.762,0.273,7.9128e-05,0.99992
-97831,Existing Customer,40,M,3,College,Divorced,$80K - $120K,Silver,34,2,1,3,34516.0,2052,32464.0,0.47700000000000004,3510,62,0.47600000000000003,0.059000000000000004,8.444399999999999e-05,0.99992
-97832,Existing Customer,33,F,3,High School,Married,Less than $40K,Blue,21,2,1,3,2831.0,1167,1664.0,0.7440000000000001,4460,65,0.857,0.41200000000000003,9.344799999999999e-05,0.9999100000000001
-97833,Existing Customer,57,F,3,Uneducated,Divorced,,Blue,36,3,4,1,2312.0,1789,523.0,0.867,5104,82,0.7829999999999999,0.774,0.00013987,0.9998600000000001
-97834,Existing Customer,51,M,2,,Single,$80K - $120K,Blue,39,2,1,1,8924.0,0,8924.0,0.46,4441,87,0.6729999999999999,0.0,3.6508000000000004e-05,0.9999600000000001
-97835,Attrited Customer,58,F,3,,Divorced,Less than $40K,Blue,36,2,2,3,1508.0,0,1508.0,0.45799999999999996,1990,31,0.192,0.0,0.99544,0.00455805
-97836,Existing Customer,53,F,3,Graduate,Single,Less than $40K,Blue,36,2,3,1,1438.3,630,808.3,0.667,4704,79,0.7559999999999999,0.43799999999999994,0.00011256,0.99989
-97837,Existing Customer,46,M,3,High School,Single,$80K - $120K,Blue,39,2,1,3,21350.0,1724,19626.0,0.512,4878,78,0.444,0.081,9.344799999999999e-05,0.9999100000000001
-97838,Attrited Customer,57,F,3,High School,Married,,Blue,51,2,5,2,1438.3,0,1438.3,0.733,2607,37,0.609,0.0,0.9950899999999999,0.00490915
+97829,Existing Customer,55,M,2,Doctorate,Single,Less than $40K,Blue,44,2,2,2,3897.0,1247,2650.0,0.689,3681,62,0.632,0.32,0.00016471,0.99984
+97830,Existing Customer,45,M,4,,Married,$40K - $60K,Blue,36,3,2,1,4721.0,1289,3432.0,0.656,3856,74,0.762,0.273,7.9128e-05,0.99992
+97831,Existing Customer,40,M,3,College,Divorced,$80K - $120K,Silver,34,2,1,3,34516.0,2052,32464.0,0.477,3510,62,0.476,0.059,8.4444e-05,0.99992
+97832,Existing Customer,33,F,3,High School,Married,Less than $40K,Blue,21,2,1,3,2831.0,1167,1664.0,0.744,4460,65,0.857,0.412,9.3448e-05,0.99991
+97833,Existing Customer,57,F,3,Uneducated,Divorced,,Blue,36,3,4,1,2312.0,1789,523.0,0.867,5104,82,0.783,0.774,0.00013987,0.99986
+97834,Existing Customer,51,M,2,,Single,$80K - $120K,Blue,39,2,1,1,8924.0,0,8924.0,0.46,4441,87,0.673,0.0,3.6508e-05,0.99996
+97835,Attrited Customer,58,F,3,,Divorced,Less than $40K,Blue,36,2,2,3,1508.0,0,1508.0,0.458,1990,31,0.192,0.0,0.99544,0.00455805
+97836,Existing Customer,53,F,3,Graduate,Single,Less than $40K,Blue,36,2,3,1,1438.3,630,808.3,0.667,4704,79,0.756,0.438,0.00011256,0.99989
+97837,Existing Customer,46,M,3,High School,Single,$80K - $120K,Blue,39,2,1,3,21350.0,1724,19626.0,0.512,4878,78,0.444,0.081,9.3448e-05,0.99991
+97838,Attrited Customer,57,F,3,High School,Married,,Blue,51,2,5,2,1438.3,0,1438.3,0.733,2607,37,0.609,0.0,0.99509,0.00490915
 97839,Existing Customer,52,F,1,College,Married,,Blue,43,3,3,1,10431.0,2163,8268.0,0.64,4598,69,0.865,0.207,9.8992e-05,0.9999
-97840,Existing Customer,40,M,4,High School,,$40K - $60K,Blue,32,3,1,1,1438.3,0,1438.3,0.657,4215,79,0.927,0.0,3.3863000000000004e-05,0.99997
-97841,Existing Customer,37,F,2,High School,Single,,Blue,36,3,2,1,2346.0,1621,725.0,0.613,4287,79,0.7170000000000001,0.691,6.6728e-05,0.9999299999999999
-97842,Attrited Customer,47,F,4,Graduate,Single,Less than $40K,Blue,39,3,3,6,1438.3,0,1438.3,0.8540000000000001,2295,51,0.545,0.0,0.99939,0.00060765
-97843,Attrited Customer,38,F,2,Graduate,,Less than $40K,Blue,36,2,3,2,2369.0,0,2369.0,0.51,1924,48,0.5479999999999999,0.0,0.9944700000000001,0.005529999999999999
-97844,Existing Customer,42,F,2,Graduate,Single,Less than $40K,Blue,31,2,1,1,3659.0,0,3659.0,0.797,4068,61,0.6940000000000001,0.0,3.3214000000000004e-05,0.99997
+97840,Existing Customer,40,M,4,High School,,$40K - $60K,Blue,32,3,1,1,1438.3,0,1438.3,0.657,4215,79,0.927,0.0,3.3863e-05,0.99997
+97841,Existing Customer,37,F,2,High School,Single,,Blue,36,3,2,1,2346.0,1621,725.0,0.613,4287,79,0.717,0.691,6.6728e-05,0.99993
+97842,Attrited Customer,47,F,4,Graduate,Single,Less than $40K,Blue,39,3,3,6,1438.3,0,1438.3,0.854,2295,51,0.545,0.0,0.99939,0.00060765
+97843,Attrited Customer,38,F,2,Graduate,,Less than $40K,Blue,36,2,3,2,2369.0,0,2369.0,0.51,1924,48,0.548,0.0,0.99447,0.00553
+97844,Existing Customer,42,F,2,Graduate,Single,Less than $40K,Blue,31,2,1,1,3659.0,0,3659.0,0.797,4068,61,0.694,0.0,3.3214e-05,0.99997
 97845,Existing Customer,38,F,5,Graduate,Married,Less than $40K,Blue,31,2,5,2,2153.0,1392,761.0,0.787,4268,85,0.667,0.647,0.00020741,0.99979
-97846,Existing Customer,47,F,5,Post-Graduate,Single,Less than $40K,Blue,37,2,3,3,9430.0,0,9430.0,0.68,4115,75,0.9229999999999999,0.0,0.00036747,0.9996299999999999
-97847,Existing Customer,45,M,2,High School,Married,$80K - $120K,Silver,37,3,2,2,34516.0,1495,33021.0,0.52,3247,70,0.7070000000000001,0.043,9.9979e-05,0.9999
-97848,Existing Customer,44,F,4,Graduate,Single,$40K - $60K,Blue,38,3,3,3,3897.0,2296,1601.0,0.746,4627,77,0.7909999999999999,0.589,0.00031726,0.9996799999999999
-97849,Existing Customer,47,M,3,Graduate,Single,$80K - $120K,Blue,32,2,1,1,11671.0,1304,10367.0,0.491,4168,71,0.868,0.11199999999999999,3.4465e-05,0.99997
-97850,Existing Customer,48,M,1,,Single,$60K - $80K,Blue,38,3,3,3,11367.0,1999,9368.0,0.6609999999999999,4175,63,0.537,0.17600000000000002,0.00031211,0.99969
-97851,Existing Customer,42,F,4,College,Single,$40K - $60K,Blue,36,3,1,2,2575.0,2136,439.0,0.722,5267,83,0.8859999999999999,0.83,5.6158e-05,0.9999399999999999
-97852,Existing Customer,42,F,3,Graduate,Married,$40K - $60K,Blue,36,3,1,2,3433.0,1869,1564.0,0.838,4504,84,0.787,0.544,5.7151e-05,0.9999399999999999
-97853,Existing Customer,44,M,2,High School,Married,$60K - $80K,Blue,36,3,2,1,7317.0,959,6358.0,0.653,5082,86,0.6859999999999999,0.131,6.6728e-05,0.9999299999999999
+97846,Existing Customer,47,F,5,Post-Graduate,Single,Less than $40K,Blue,37,2,3,3,9430.0,0,9430.0,0.68,4115,75,0.923,0.0,0.00036747,0.99963
+97847,Existing Customer,45,M,2,High School,Married,$80K - $120K,Silver,37,3,2,2,34516.0,1495,33021.0,0.52,3247,70,0.707,0.043,9.9979e-05,0.9999
+97848,Existing Customer,44,F,4,Graduate,Single,$40K - $60K,Blue,38,3,3,3,3897.0,2296,1601.0,0.746,4627,77,0.791,0.589,0.00031726,0.99968
+97849,Existing Customer,47,M,3,Graduate,Single,$80K - $120K,Blue,32,2,1,1,11671.0,1304,10367.0,0.491,4168,71,0.868,0.112,3.4465e-05,0.99997
+97850,Existing Customer,48,M,1,,Single,$60K - $80K,Blue,38,3,3,3,11367.0,1999,9368.0,0.661,4175,63,0.537,0.176,0.00031211,0.99969
+97851,Existing Customer,42,F,4,College,Single,$40K - $60K,Blue,36,3,1,2,2575.0,2136,439.0,0.722,5267,83,0.886,0.83,5.6158e-05,0.99994
+97852,Existing Customer,42,F,3,Graduate,Married,$40K - $60K,Blue,36,3,1,2,3433.0,1869,1564.0,0.838,4504,84,0.787,0.544,5.7151e-05,0.99994
+97853,Existing Customer,44,M,2,High School,Married,$60K - $80K,Blue,36,3,2,1,7317.0,959,6358.0,0.653,5082,86,0.686,0.131,6.6728e-05,0.99993
 97854,Existing Customer,46,F,3,Graduate,Married,Less than $40K,Blue,36,3,2,3,4416.0,1333,3083.0,0.631,4894,84,0.647,0.302,0.00019864,0.9998
-97855,Existing Customer,39,M,2,High School,,$60K - $80K,Blue,32,3,2,2,1715.0,0,1715.0,0.8959999999999999,5910,91,0.517,0.0,0.00011065,0.99989
+97855,Existing Customer,39,M,2,High School,,$60K - $80K,Blue,32,3,2,2,1715.0,0,1715.0,0.896,5910,91,0.517,0.0,0.00011065,0.99989
 97856,Existing Customer,57,F,2,Doctorate,Married,$40K - $60K,Blue,41,2,3,3,3667.0,809,2858.0,0.778,5322,79,0.975,0.221,0.00043772,0.99956
-97857,Attrited Customer,54,F,1,Graduate,Single,,Blue,41,3,3,3,1874.0,0,1874.0,0.8059999999999999,2535,55,0.618,0.0,0.99649,0.00350838
-97858,Existing Customer,50,F,2,Graduate,Married,Less than $40K,Blue,37,2,1,2,1438.3,491,947.3,0.73,5102,83,0.6940000000000001,0.341,5.5077e-05,0.9999399999999999
-97859,Existing Customer,56,F,0,,Single,Less than $40K,Blue,44,3,2,0,1579.0,768,811.0,0.888,4241,72,0.946,0.486,3.9603e-05,0.9999600000000001
+97857,Attrited Customer,54,F,1,Graduate,Single,,Blue,41,3,3,3,1874.0,0,1874.0,0.806,2535,55,0.618,0.0,0.99649,0.00350838
+97858,Existing Customer,50,F,2,Graduate,Married,Less than $40K,Blue,37,2,1,2,1438.3,491,947.3,0.73,5102,83,0.694,0.341,5.5077e-05,0.99994
+97859,Existing Customer,56,F,0,,Single,Less than $40K,Blue,44,3,2,0,1579.0,768,811.0,0.888,4241,72,0.946,0.486,3.9603e-05,0.99996
 97860,Existing Customer,54,F,3,Uneducated,Married,$40K - $60K,Blue,49,3,1,3,1626.0,0,1626.0,0.664,4830,87,0.642,0.0,9.8837e-05,0.9999
-97861,Existing Customer,50,F,3,Uneducated,Married,Less than $40K,Blue,44,2,2,1,1596.0,1185,411.0,0.687,5235,76,1.0,0.742,7.3235e-05,0.9999299999999999
-97862,Existing Customer,56,F,1,,Married,$40K - $60K,Blue,49,2,2,2,2604.0,1395,1209.0,0.528,4498,85,0.7,0.536,0.00011743,0.9998799999999999
+97861,Existing Customer,50,F,3,Uneducated,Married,Less than $40K,Blue,44,2,2,1,1596.0,1185,411.0,0.687,5235,76,1.0,0.742,7.3235e-05,0.99993
+97862,Existing Customer,56,F,1,,Married,$40K - $60K,Blue,49,2,2,2,2604.0,1395,1209.0,0.528,4498,85,0.7,0.536,0.00011743,0.99988
 97863,Existing Customer,61,F,1,Graduate,Married,,Blue,50,3,3,1,3359.0,1405,1954.0,0.684,4871,79,0.975,0.418,0.00010182,0.9999
 97864,Existing Customer,38,F,3,High School,Married,$40K - $60K,Blue,27,2,3,3,2363.0,2033,330.0,0.498,3904,66,0.61,0.86,0.00030516,0.99969
-97865,Existing Customer,55,F,4,Uneducated,Single,Less than $40K,Blue,46,3,2,2,4978.0,923,4055.0,0.883,5025,62,0.879,0.185,0.00012274,0.9998799999999999
-97866,Existing Customer,38,M,1,Graduate,Single,$80K - $120K,Blue,29,3,3,3,2155.0,1290,865.0,0.718,3781,61,0.9059999999999999,0.599,0.00028395,0.99972
-97867,Attrited Customer,38,F,4,Graduate,Married,$40K - $60K,Blue,33,4,3,1,4047.0,0,4047.0,0.648,2134,34,0.478,0.0,0.99129,0.008709999999999999
+97865,Existing Customer,55,F,4,Uneducated,Single,Less than $40K,Blue,46,3,2,2,4978.0,923,4055.0,0.883,5025,62,0.879,0.185,0.00012274,0.99988
+97866,Existing Customer,38,M,1,Graduate,Single,$80K - $120K,Blue,29,3,3,3,2155.0,1290,865.0,0.718,3781,61,0.906,0.599,0.00028395,0.99972
+97867,Attrited Customer,38,F,4,Graduate,Married,$40K - $60K,Blue,33,4,3,1,4047.0,0,4047.0,0.648,2134,34,0.478,0.0,0.99129,0.00871
 97868,Attrited Customer,47,F,5,Doctorate,Married,,Blue,42,3,5,3,4345.0,2176,2169.0,0.752,2458,44,0.467,0.501,0.99802,0.00197641
-97869,Existing Customer,55,M,4,Graduate,Single,$80K - $120K,Blue,44,2,3,2,1854.0,794,1060.0,0.614,4035,80,0.7390000000000001,0.428,0.00018864,0.9998100000000001
-97870,Existing Customer,50,M,1,High School,Married,$80K - $120K,Blue,39,3,3,2,5384.0,1396,3988.0,0.7559999999999999,4338,75,0.8290000000000001,0.259,0.00016413,0.99984
-97871,Existing Customer,48,F,3,Uneducated,Single,Less than $40K,Blue,36,3,3,3,1438.3,965,473.3,0.544,4182,81,0.723,0.6709999999999999,0.00032275,0.9996799999999999
-97872,Existing Customer,33,F,2,Graduate,Single,Less than $40K,Blue,19,3,2,3,5141.0,1737,3404.0,0.985,5859,82,0.7829999999999999,0.33799999999999997,0.00019143,0.9998100000000001
-97873,Existing Customer,44,M,3,Graduate,Married,$120K +,Blue,31,2,2,3,3977.0,1325,2652.0,0.769,4076,62,0.632,0.33299999999999996,0.00019864,0.9998
-97874,Existing Customer,52,M,2,Uneducated,Single,$120K +,Blue,36,3,2,1,2507.0,1259,1248.0,0.85,4461,73,0.9209999999999999,0.502,7.057600000000001e-05,0.9999299999999999
-97875,Existing Customer,46,F,3,,,Less than $40K,Blue,36,2,3,1,7199.0,1235,5964.0,0.83,4050,78,0.8140000000000001,0.172,0.00012373,0.9998799999999999
-97876,Existing Customer,41,M,2,Graduate,Married,$60K - $80K,Blue,37,1,2,1,3786.0,1171,2615.0,0.6970000000000001,5369,75,0.596,0.309,6.864e-05,0.9999299999999999
-97877,Existing Customer,50,F,2,High School,Married,Less than $40K,Silver,37,1,3,2,13384.0,0,13384.0,0.696,4773,77,0.674,0.0,0.00015800000000000002,0.99984
-97878,Attrited Customer,39,M,2,High School,Single,$120K +,Blue,33,1,3,4,1726.0,1476,250.0,0.371,1804,34,0.259,0.855,0.9980100000000001,0.00198853
-97879,Existing Customer,42,F,1,College,Married,Less than $40K,Blue,35,2,1,3,2873.0,2517,356.0,0.8029999999999999,4897,71,1.088,0.8759999999999999,8.453700000000001e-05,0.99992
-97880,Existing Customer,33,F,2,Doctorate,Single,Less than $40K,Blue,26,2,3,2,1438.3,0,1438.3,0.613,4196,87,0.8909999999999999,0.0,0.00026028,0.99974
+97869,Existing Customer,55,M,4,Graduate,Single,$80K - $120K,Blue,44,2,3,2,1854.0,794,1060.0,0.614,4035,80,0.739,0.428,0.00018864,0.99981
+97870,Existing Customer,50,M,1,High School,Married,$80K - $120K,Blue,39,3,3,2,5384.0,1396,3988.0,0.756,4338,75,0.829,0.259,0.00016413,0.99984
+97871,Existing Customer,48,F,3,Uneducated,Single,Less than $40K,Blue,36,3,3,3,1438.3,965,473.3,0.544,4182,81,0.723,0.671,0.00032275,0.99968
+97872,Existing Customer,33,F,2,Graduate,Single,Less than $40K,Blue,19,3,2,3,5141.0,1737,3404.0,0.985,5859,82,0.783,0.338,0.00019143,0.99981
+97873,Existing Customer,44,M,3,Graduate,Married,$120K +,Blue,31,2,2,3,3977.0,1325,2652.0,0.769,4076,62,0.632,0.333,0.00019864,0.9998
+97874,Existing Customer,52,M,2,Uneducated,Single,$120K +,Blue,36,3,2,1,2507.0,1259,1248.0,0.85,4461,73,0.921,0.502,7.0576e-05,0.99993
+97875,Existing Customer,46,F,3,,,Less than $40K,Blue,36,2,3,1,7199.0,1235,5964.0,0.83,4050,78,0.814,0.172,0.00012373,0.99988
+97876,Existing Customer,41,M,2,Graduate,Married,$60K - $80K,Blue,37,1,2,1,3786.0,1171,2615.0,0.697,5369,75,0.596,0.309,6.864e-05,0.99993
+97877,Existing Customer,50,F,2,High School,Married,Less than $40K,Silver,37,1,3,2,13384.0,0,13384.0,0.696,4773,77,0.674,0.0,0.000158,0.99984
+97878,Attrited Customer,39,M,2,High School,Single,$120K +,Blue,33,1,3,4,1726.0,1476,250.0,0.371,1804,34,0.259,0.855,0.99801,0.00198853
+97879,Existing Customer,42,F,1,College,Married,Less than $40K,Blue,35,2,1,3,2873.0,2517,356.0,0.803,4897,71,1.088,0.876,8.4537e-05,0.99992
+97880,Existing Customer,33,F,2,Doctorate,Single,Less than $40K,Blue,26,2,3,2,1438.3,0,1438.3,0.613,4196,87,0.891,0.0,0.00026028,0.99974
 97881,Attrited Customer,44,F,2,College,Single,Less than $40K,Blue,34,4,3,3,1751.0,0,1751.0,0.506,2078,37,0.423,0.0,0.99661,0.00338757
 97882,Existing Customer,42,F,5,Graduate,Married,$40K - $60K,Blue,36,2,1,1,7434.0,0,7434.0,0.63,4182,76,1.171,0.0,3.429e-05,0.99997
 97883,Existing Customer,52,F,3,,Single,Less than $40K,Blue,41,2,3,2,1438.3,787,651.3,0.601,4956,89,0.745,0.547,0.00020516,0.99979
-97884,Existing Customer,59,F,2,Post-Graduate,Single,Less than $40K,Blue,54,1,1,3,1438.3,0,1438.3,0.61,4919,72,0.7559999999999999,0.0,0.000109,0.99989
-97885,Existing Customer,45,F,3,,Divorced,$40K - $60K,Blue,26,1,1,2,2032.0,1195,837.0,0.642,4479,80,0.667,0.588,6.282e-05,0.9999399999999999
-97886,Existing Customer,61,M,0,Graduate,Married,,Blue,36,2,3,3,6959.0,945,6014.0,0.816,4553,84,0.7140000000000001,0.136,0.0002596,0.99974
-97887,Attrited Customer,43,F,4,High School,Divorced,Less than $40K,Blue,32,2,3,2,8203.0,0,8203.0,0.691,2613,46,0.84,0.0,0.9945799999999999,0.00542
-97888,Attrited Customer,59,M,1,College,Single,$120K +,Blue,47,2,4,2,4789.0,357,4432.0,0.7979999999999999,2496,41,0.64,0.075,0.9949899999999999,0.0050100000000000006
-97889,Attrited Customer,46,M,4,Graduate,Single,$40K - $60K,Blue,28,2,2,4,2979.0,0,2979.0,0.644,2061,38,0.462,0.0,0.9970899999999999,0.0029104
+97884,Existing Customer,59,F,2,Post-Graduate,Single,Less than $40K,Blue,54,1,1,3,1438.3,0,1438.3,0.61,4919,72,0.756,0.0,0.000109,0.99989
+97885,Existing Customer,45,F,3,,Divorced,$40K - $60K,Blue,26,1,1,2,2032.0,1195,837.0,0.642,4479,80,0.667,0.588,6.282e-05,0.99994
+97886,Existing Customer,61,M,0,Graduate,Married,,Blue,36,2,3,3,6959.0,945,6014.0,0.816,4553,84,0.714,0.136,0.0002596,0.99974
+97887,Attrited Customer,43,F,4,High School,Divorced,Less than $40K,Blue,32,2,3,2,8203.0,0,8203.0,0.691,2613,46,0.84,0.0,0.99458,0.00542
+97888,Attrited Customer,59,M,1,College,Single,$120K +,Blue,47,2,4,2,4789.0,357,4432.0,0.798,2496,41,0.64,0.075,0.99499,0.00501
+97889,Attrited Customer,46,M,4,Graduate,Single,$40K - $60K,Blue,28,2,2,4,2979.0,0,2979.0,0.644,2061,38,0.462,0.0,0.99709,0.0029104
 97890,Attrited Customer,40,F,3,Graduate,Single,Less than $40K,Blue,31,5,3,2,2391.0,0,2391.0,0.669,2857,40,0.6,0.0,0.99467,0.00533
-97891,Existing Customer,63,F,0,Uneducated,Single,Less than $40K,Blue,56,2,2,2,7264.0,851,6413.0,0.8140000000000001,3527,69,0.816,0.11699999999999999,0.00010043,0.9999
-97892,Existing Customer,45,F,3,Graduate,Single,,Blue,36,1,2,2,4348.0,1830,2518.0,1.036,4293,66,0.6920000000000001,0.42100000000000004,0.00011811,0.9998799999999999
-97893,Existing Customer,49,F,4,Graduate,Married,Less than $40K,Blue,43,2,2,2,3002.0,1446,1556.0,0.815,4851,74,0.9470000000000001,0.48200000000000004,0.00011937,0.9998799999999999
-97894,Existing Customer,42,M,5,High School,Married,$60K - $80K,Blue,32,1,2,2,4162.0,1641,2521.0,0.7190000000000001,3967,75,0.9229999999999999,0.39399999999999996,0.00011423,0.99989
-97895,Existing Customer,46,F,1,,,Less than $40K,Blue,34,1,3,1,2762.0,1793,969.0,0.9009999999999999,5006,78,0.66,0.649,0.00011192,0.99989
+97891,Existing Customer,63,F,0,Uneducated,Single,Less than $40K,Blue,56,2,2,2,7264.0,851,6413.0,0.814,3527,69,0.816,0.117,0.00010043,0.9999
+97892,Existing Customer,45,F,3,Graduate,Single,,Blue,36,1,2,2,4348.0,1830,2518.0,1.036,4293,66,0.692,0.421,0.00011811,0.99988
+97893,Existing Customer,49,F,4,Graduate,Married,Less than $40K,Blue,43,2,2,2,3002.0,1446,1556.0,0.815,4851,74,0.947,0.482,0.00011937,0.99988
+97894,Existing Customer,42,M,5,High School,Married,$60K - $80K,Blue,32,1,2,2,4162.0,1641,2521.0,0.719,3967,75,0.923,0.394,0.00011423,0.99989
+97895,Existing Customer,46,F,1,,,Less than $40K,Blue,34,1,3,1,2762.0,1793,969.0,0.901,5006,78,0.66,0.649,0.00011192,0.99989
 97896,Attrited Customer,42,F,1,High School,Married,$40K - $60K,Blue,36,5,3,2,2705.0,2430,275.0,0.698,2602,43,0.433,0.898,0.99395,0.00605
-97897,Existing Customer,53,M,3,Uneducated,Married,$120K +,Blue,36,2,2,0,3742.0,1454,2288.0,0.894,5326,62,0.6759999999999999,0.389,4.4796e-05,0.9999600000000001
+97897,Existing Customer,53,M,3,Uneducated,Married,$120K +,Blue,36,2,2,0,3742.0,1454,2288.0,0.894,5326,62,0.676,0.389,4.4796e-05,0.99996
 97898,Existing Customer,60,F,1,College,Married,Less than $40K,Blue,36,2,2,2,1671.0,1047,624.0,0.727,5189,79,0.795,0.627,0.00010387,0.9999
-97899,Existing Customer,55,F,3,College,Divorced,Less than $40K,Blue,46,2,3,3,3282.0,2262,1020.0,0.653,4674,84,0.585,0.6890000000000001,0.00030519,0.99969
-97900,Existing Customer,50,F,2,Post-Graduate,Single,Less than $40K,Blue,45,2,3,2,1529.0,710,819.0,0.657,4751,81,0.884,0.46399999999999997,0.00021165,0.99979
-97901,Existing Customer,34,F,2,Post-Graduate,Single,Less than $40K,Blue,29,2,3,3,2509.0,1897,612.0,0.938,4837,74,0.542,0.7559999999999999,0.00035594,0.99964
-97902,Attrited Customer,54,F,1,,Married,$40K - $60K,Blue,49,4,3,6,2471.0,0,2471.0,0.722,2519,35,0.522,0.0,0.9993799999999999,0.00061767
-97903,Existing Customer,42,F,3,Graduate,,,Blue,32,2,3,2,9749.0,859,8890.0,0.584,4684,86,0.623,0.08800000000000001,0.00018665,0.9998100000000001
-97904,Existing Customer,48,F,3,High School,,Less than $40K,Blue,37,1,2,3,1438.3,0,1438.3,0.584,4236,83,0.8440000000000001,0.0,0.00019311,0.9998100000000001
-97905,Existing Customer,46,M,3,High School,Married,$120K +,Blue,35,2,2,3,4916.0,1122,3794.0,0.659,4813,87,0.706,0.228,0.00019311,0.9998100000000001
-97906,Existing Customer,47,F,5,Uneducated,Married,Less than $40K,Blue,36,1,6,1,2291.0,1419,872.0,0.725,4498,81,0.7609999999999999,0.619,9.0898e-05,0.9999100000000001
-97907,Existing Customer,42,F,3,Graduate,Single,$40K - $60K,Blue,34,1,2,1,1528.0,820,708.0,0.9079999999999999,5212,88,0.833,0.537,7.1226e-05,0.9999299999999999
-97908,Existing Customer,52,F,3,High School,Married,,Blue,36,2,2,2,8279.0,1582,6697.0,0.76,4419,63,0.6579999999999999,0.191,0.00011482,0.99989
-97909,Existing Customer,45,M,2,Post-Graduate,Married,$60K - $80K,Blue,36,1,2,2,5945.0,2015,3930.0,0.815,3645,70,1.0,0.33899999999999997,0.00013393,0.99987
-97910,Existing Customer,44,F,3,Graduate,Married,Less than $40K,Blue,40,2,2,1,1438.3,0,1438.3,0.773,4625,93,0.938,0.0,7.1226e-05,0.9999299999999999
-97911,Attrited Customer,54,F,3,,Single,Less than $40K,Blue,36,2,3,3,1857.0,0,1857.0,0.488,2464,57,0.8390000000000001,0.0,0.99711,0.00288892
-97912,Existing Customer,42,M,2,Uneducated,Married,$60K - $80K,Blue,30,1,2,3,3086.0,0,3086.0,0.8079999999999999,4129,81,0.884,0.0,0.00019683,0.9998
-97913,Existing Customer,54,F,3,Graduate,Married,Less than $40K,Blue,49,1,1,2,2598.0,1343,1255.0,0.637,4692,86,0.72,0.517,5.7151e-05,0.9999399999999999
-97914,Existing Customer,38,F,1,High School,Married,$40K - $60K,Blue,19,1,1,2,5559.0,1600,3959.0,0.716,5344,82,0.8640000000000001,0.28800000000000003,5.0256e-05,0.99995
-97915,Existing Customer,51,M,1,Graduate,Single,$80K - $120K,Blue,39,1,1,3,7562.0,1080,6482.0,0.561,5010,85,0.7,0.14300000000000002,8.6952e-05,0.9999100000000001
-97916,Existing Customer,41,F,3,High School,Married,Less than $40K,Blue,15,1,1,2,4662.0,0,4662.0,0.6609999999999999,4931,81,0.841,0.0,5.5558999999999994e-05,0.9999399999999999
-97917,Existing Customer,52,F,2,Graduate,Single,Less than $40K,Blue,38,2,2,3,2904.0,2517,387.0,0.586,4503,89,0.7120000000000001,0.867,0.00019143,0.9998100000000001
-97918,Existing Customer,42,F,4,,Married,Less than $40K,Blue,36,2,1,1,2676.0,1962,714.0,0.6679999999999999,5020,75,0.7859999999999999,0.733,3.8289e-05,0.9999600000000001
-97919,Existing Customer,46,F,4,Graduate,Married,,Blue,32,2,1,1,5798.0,680,5118.0,0.708,5027,82,0.64,0.11699999999999999,3.4833000000000003e-05,0.99997
-97920,Existing Customer,46,F,2,,Single,Less than $40K,Blue,41,2,3,3,2665.0,2157,508.0,0.637,4249,76,1.235,0.809,0.00033251,0.9996700000000001
+97899,Existing Customer,55,F,3,College,Divorced,Less than $40K,Blue,46,2,3,3,3282.0,2262,1020.0,0.653,4674,84,0.585,0.689,0.00030519,0.99969
+97900,Existing Customer,50,F,2,Post-Graduate,Single,Less than $40K,Blue,45,2,3,2,1529.0,710,819.0,0.657,4751,81,0.884,0.464,0.00021165,0.99979
+97901,Existing Customer,34,F,2,Post-Graduate,Single,Less than $40K,Blue,29,2,3,3,2509.0,1897,612.0,0.938,4837,74,0.542,0.756,0.00035594,0.99964
+97902,Attrited Customer,54,F,1,,Married,$40K - $60K,Blue,49,4,3,6,2471.0,0,2471.0,0.722,2519,35,0.522,0.0,0.99938,0.00061767
+97903,Existing Customer,42,F,3,Graduate,,,Blue,32,2,3,2,9749.0,859,8890.0,0.584,4684,86,0.623,0.088,0.00018665,0.99981
+97904,Existing Customer,48,F,3,High School,,Less than $40K,Blue,37,1,2,3,1438.3,0,1438.3,0.584,4236,83,0.844,0.0,0.00019311,0.99981
+97905,Existing Customer,46,M,3,High School,Married,$120K +,Blue,35,2,2,3,4916.0,1122,3794.0,0.659,4813,87,0.706,0.228,0.00019311,0.99981
+97906,Existing Customer,47,F,5,Uneducated,Married,Less than $40K,Blue,36,1,6,1,2291.0,1419,872.0,0.725,4498,81,0.761,0.619,9.0898e-05,0.99991
+97907,Existing Customer,42,F,3,Graduate,Single,$40K - $60K,Blue,34,1,2,1,1528.0,820,708.0,0.908,5212,88,0.833,0.537,7.1226e-05,0.99993
+97908,Existing Customer,52,F,3,High School,Married,,Blue,36,2,2,2,8279.0,1582,6697.0,0.76,4419,63,0.658,0.191,0.00011482,0.99989
+97909,Existing Customer,45,M,2,Post-Graduate,Married,$60K - $80K,Blue,36,1,2,2,5945.0,2015,3930.0,0.815,3645,70,1.0,0.339,0.00013393,0.99987
+97910,Existing Customer,44,F,3,Graduate,Married,Less than $40K,Blue,40,2,2,1,1438.3,0,1438.3,0.773,4625,93,0.938,0.0,7.1226e-05,0.99993
+97911,Attrited Customer,54,F,3,,Single,Less than $40K,Blue,36,2,3,3,1857.0,0,1857.0,0.488,2464,57,0.839,0.0,0.99711,0.00288892
+97912,Existing Customer,42,M,2,Uneducated,Married,$60K - $80K,Blue,30,1,2,3,3086.0,0,3086.0,0.808,4129,81,0.884,0.0,0.00019683,0.9998
+97913,Existing Customer,54,F,3,Graduate,Married,Less than $40K,Blue,49,1,1,2,2598.0,1343,1255.0,0.637,4692,86,0.72,0.517,5.7151e-05,0.99994
+97914,Existing Customer,38,F,1,High School,Married,$40K - $60K,Blue,19,1,1,2,5559.0,1600,3959.0,0.716,5344,82,0.864,0.288,5.0256e-05,0.99995
+97915,Existing Customer,51,M,1,Graduate,Single,$80K - $120K,Blue,39,1,1,3,7562.0,1080,6482.0,0.561,5010,85,0.7,0.143,8.6952e-05,0.99991
+97916,Existing Customer,41,F,3,High School,Married,Less than $40K,Blue,15,1,1,2,4662.0,0,4662.0,0.661,4931,81,0.841,0.0,5.5559e-05,0.99994
+97917,Existing Customer,52,F,2,Graduate,Single,Less than $40K,Blue,38,2,2,3,2904.0,2517,387.0,0.586,4503,89,0.712,0.867,0.00019143,0.99981
+97918,Existing Customer,42,F,4,,Married,Less than $40K,Blue,36,2,1,1,2676.0,1962,714.0,0.668,5020,75,0.786,0.733,3.8289e-05,0.99996
+97919,Existing Customer,46,F,4,Graduate,Married,,Blue,32,2,1,1,5798.0,680,5118.0,0.708,5027,82,0.64,0.117,3.4833e-05,0.99997
+97920,Existing Customer,46,F,2,,Single,Less than $40K,Blue,41,2,3,3,2665.0,2157,508.0,0.637,4249,76,1.235,0.809,0.00033251,0.99967
 97921,Existing Customer,55,F,1,High School,Single,$40K - $60K,Blue,47,2,3,1,2343.0,1780,563.0,0.792,5167,78,0.773,0.76,9.8983e-05,0.9999
-97922,Existing Customer,29,F,1,,Single,Less than $40K,Blue,36,1,1,2,2763.0,1879,884.0,0.701,4660,80,0.778,0.68,5.6825e-05,0.9999399999999999
-97923,Existing Customer,62,F,0,Graduate,Single,,Blue,45,2,2,3,10503.0,0,10503.0,0.8859999999999999,4755,88,0.725,0.0,0.00016428,0.99984
+97922,Existing Customer,29,F,1,,Single,Less than $40K,Blue,36,1,1,2,2763.0,1879,884.0,0.701,4660,80,0.778,0.68,5.6825e-05,0.99994
+97923,Existing Customer,62,F,0,Graduate,Single,,Blue,45,2,2,3,10503.0,0,10503.0,0.886,4755,88,0.725,0.0,0.00016428,0.99984
 97924,Existing Customer,47,F,2,College,Married,Less than $40K,Blue,36,1,3,3,2780.0,2216,564.0,0.826,4980,78,0.857,0.797,0.00029411,0.99971
-97925,Attrited Customer,47,F,2,Graduate,Married,Less than $40K,Blue,34,2,2,2,2234.0,2024,210.0,0.7170000000000001,2313,37,0.321,0.9059999999999999,0.99129,0.008709999999999999
-97926,Attrited Customer,35,F,1,Graduate,Single,Less than $40K,Blue,30,2,2,2,1649.0,0,1649.0,0.6829999999999999,2549,54,0.588,0.0,0.9907299999999999,0.00927
-97927,Attrited Customer,42,F,4,Uneducated,Married,,Blue,36,6,2,3,5557.0,2246,3311.0,0.518,2299,39,0.444,0.40399999999999997,0.99518,0.00481999
+97925,Attrited Customer,47,F,2,Graduate,Married,Less than $40K,Blue,34,2,2,2,2234.0,2024,210.0,0.717,2313,37,0.321,0.906,0.99129,0.00871
+97926,Attrited Customer,35,F,1,Graduate,Single,Less than $40K,Blue,30,2,2,2,1649.0,0,1649.0,0.683,2549,54,0.588,0.0,0.99073,0.00927
+97927,Attrited Customer,42,F,4,Uneducated,Married,,Blue,36,6,2,3,5557.0,2246,3311.0,0.518,2299,39,0.444,0.404,0.99518,0.00481999
 97928,Existing Customer,48,F,2,Uneducated,Married,,Blue,35,2,3,3,6074.0,0,6074.0,0.782,4504,90,0.765,0.0,0.00031104,0.99969
-97929,Attrited Customer,40,F,3,Doctorate,Married,Less than $40K,Blue,21,5,2,2,1728.0,0,1728.0,0.41,2191,38,0.35700000000000004,0.0,0.99418,0.0058200000000000005
+97929,Attrited Customer,40,F,3,Doctorate,Married,Less than $40K,Blue,21,5,2,2,1728.0,0,1728.0,0.41,2191,38,0.357,0.0,0.99418,0.00582
 97930,Existing Customer,46,F,3,Graduate,Married,,Blue,40,1,1,1,3044.0,1973,1071.0,0.946,4747,73,1.028,0.648,3.4465e-05,0.99997
 97931,Existing Customer,41,F,1,Graduate,Single,$40K - $60K,Blue,28,1,3,1,8482.0,585,7897.0,0.624,4245,74,0.897,0.069,0.00010182,0.9999
 97932,Attrited Customer,35,F,3,,Single,,Blue,29,4,2,3,1438.3,0,1438.3,0.748,2549,56,0.75,0.0,0.99544,0.00455805
 97933,Attrited Customer,52,M,1,High School,Single,$80K - $120K,Blue,44,1,3,2,3770.0,0,3770.0,0.544,2387,51,0.5,0.0,0.99395,0.00605
-97934,Attrited Customer,56,F,2,,Single,$40K - $60K,Blue,37,2,2,3,2963.0,0,2963.0,0.902,2919,47,0.382,0.0,0.9952700000000001,0.00472896
-97935,Attrited Customer,48,F,2,Graduate,Single,,Blue,37,4,2,3,11750.0,487,11263.0,0.772,2532,48,0.5479999999999999,0.040999999999999995,0.9948,0.0052
-97936,Existing Customer,41,F,3,Graduate,Married,Less than $40K,Blue,36,2,2,3,1593.0,0,1593.0,0.61,4853,78,0.5920000000000001,0.0,0.00019864,0.9998
+97934,Attrited Customer,56,F,2,,Single,$40K - $60K,Blue,37,2,2,3,2963.0,0,2963.0,0.902,2919,47,0.382,0.0,0.99527,0.00472896
+97935,Attrited Customer,48,F,2,Graduate,Single,,Blue,37,4,2,3,11750.0,487,11263.0,0.772,2532,48,0.548,0.041,0.9948,0.0052
+97936,Existing Customer,41,F,3,Graduate,Married,Less than $40K,Blue,36,2,2,3,1593.0,0,1593.0,0.61,4853,78,0.592,0.0,0.00019864,0.9998
 97937,Existing Customer,38,M,3,Graduate,Single,$40K - $60K,Blue,20,1,3,3,10486.0,1544,8942.0,0.716,4042,77,0.925,0.147,0.0003139,0.99969
-97938,Attrited Customer,48,F,2,Graduate,Single,Less than $40K,Blue,41,4,2,3,2168.0,1323,845.0,0.687,2499,38,0.40700000000000003,0.61,0.9948,0.0052
-97939,Existing Customer,38,F,2,Uneducated,Single,,Blue,28,2,3,3,5666.0,1393,4273.0,0.84,5015,90,0.915,0.24600000000000002,0.00031104,0.99969
-97940,Existing Customer,53,M,4,Post-Graduate,Married,$80K - $120K,Blue,34,1,2,3,13679.0,0,13679.0,0.9079999999999999,4060,61,1.3459999999999999,0.0,0.00023623,0.99976
-97941,Existing Customer,45,F,3,Doctorate,Married,Less than $40K,Blue,36,1,2,2,2143.0,1479,664.0,0.708,4404,77,0.75,0.69,0.00017091,0.9998299999999999
-97942,Existing Customer,57,F,0,College,Married,Less than $40K,Blue,47,2,3,1,4945.0,1779,3166.0,0.536,4037,72,0.7559999999999999,0.36,9.0501e-05,0.9999100000000001
-97943,Existing Customer,54,F,4,High School,Single,Less than $40K,Blue,36,1,3,0,1921.0,1334,587.0,0.6940000000000001,4512,90,0.765,0.6940000000000001,6.765e-05,0.9999299999999999
+97938,Attrited Customer,48,F,2,Graduate,Single,Less than $40K,Blue,41,4,2,3,2168.0,1323,845.0,0.687,2499,38,0.407,0.61,0.9948,0.0052
+97939,Existing Customer,38,F,2,Uneducated,Single,,Blue,28,2,3,3,5666.0,1393,4273.0,0.84,5015,90,0.915,0.246,0.00031104,0.99969
+97940,Existing Customer,53,M,4,Post-Graduate,Married,$80K - $120K,Blue,34,1,2,3,13679.0,0,13679.0,0.908,4060,61,1.346,0.0,0.00023623,0.99976
+97941,Existing Customer,45,F,3,Doctorate,Married,Less than $40K,Blue,36,1,2,2,2143.0,1479,664.0,0.708,4404,77,0.75,0.69,0.00017091,0.99983
+97942,Existing Customer,57,F,0,College,Married,Less than $40K,Blue,47,2,3,1,4945.0,1779,3166.0,0.536,4037,72,0.756,0.36,9.0501e-05,0.99991
+97943,Existing Customer,54,F,4,High School,Single,Less than $40K,Blue,36,1,3,0,1921.0,1334,587.0,0.694,4512,90,0.765,0.694,6.765e-05,0.99993
 97944,Existing Customer,45,F,4,Graduate,Single,Less than $40K,Blue,33,2,1,3,3001.0,2055,946.0,0.838,4662,70,0.628,0.685,9.7154e-05,0.9999
 97945,Existing Customer,38,F,3,Graduate,Single,$40K - $60K,Blue,36,1,1,1,2132.0,1084,1048.0,0.767,4874,78,0.66,0.508,3.4465e-05,0.99997
-97946,Attrited Customer,45,F,4,Doctorate,Married,Less than $40K,Blue,36,5,3,3,1663.0,1012,651.0,0.8859999999999999,2729,38,0.52,0.609,0.9978299999999999,0.00217267
-97947,Attrited Customer,32,F,0,,Divorced,Less than $40K,Blue,36,6,3,3,1732.0,0,1732.0,0.6829999999999999,2479,43,0.536,0.0,0.99651,0.0034913000000000006
-97948,Existing Customer,46,F,4,Graduate,Single,$40K - $60K,Blue,36,1,3,1,2652.0,2386,266.0,0.7659999999999999,5329,83,0.7290000000000001,0.9,0.00011377,0.99989
-97949,Existing Customer,41,M,4,College,Married,$80K - $120K,Blue,22,1,2,3,5037.0,1670,3367.0,0.787,4379,67,0.8109999999999999,0.332,0.00019519,0.9998
-97950,Existing Customer,51,F,1,,Single,,Blue,45,2,2,3,6519.0,2178,4341.0,0.7390000000000001,4505,71,0.732,0.33399999999999996,0.00019751,0.9998
-97951,Existing Customer,60,F,1,,Single,Less than $40K,Blue,36,1,1,3,2347.0,1488,859.0,0.621,3977,83,0.8859999999999999,0.634,9.557700000000001e-05,0.9999
-97952,Existing Customer,31,F,1,College,Divorced,Less than $40K,Blue,21,2,2,3,2061.0,1904,157.0,0.7859999999999999,4480,86,0.87,0.924,0.0001747,0.9998299999999999
-97953,Attrited Customer,44,M,3,,Single,$40K - $60K,Blue,38,5,2,2,1643.0,0,1643.0,0.6,1754,39,0.56,0.0,0.99236,0.007640000000000001
-97954,Existing Customer,49,F,1,College,Married,,Blue,36,1,3,2,5039.0,2489,2550.0,0.875,4770,74,0.9470000000000001,0.494,0.00016415,0.99984
+97946,Attrited Customer,45,F,4,Doctorate,Married,Less than $40K,Blue,36,5,3,3,1663.0,1012,651.0,0.886,2729,38,0.52,0.609,0.99783,0.00217267
+97947,Attrited Customer,32,F,0,,Divorced,Less than $40K,Blue,36,6,3,3,1732.0,0,1732.0,0.683,2479,43,0.536,0.0,0.99651,0.0034913
+97948,Existing Customer,46,F,4,Graduate,Single,$40K - $60K,Blue,36,1,3,1,2652.0,2386,266.0,0.766,5329,83,0.729,0.9,0.00011377,0.99989
+97949,Existing Customer,41,M,4,College,Married,$80K - $120K,Blue,22,1,2,3,5037.0,1670,3367.0,0.787,4379,67,0.811,0.332,0.00019519,0.9998
+97950,Existing Customer,51,F,1,,Single,,Blue,45,2,2,3,6519.0,2178,4341.0,0.739,4505,71,0.732,0.334,0.00019751,0.9998
+97951,Existing Customer,60,F,1,,Single,Less than $40K,Blue,36,1,1,3,2347.0,1488,859.0,0.621,3977,83,0.886,0.634,9.5577e-05,0.9999
+97952,Existing Customer,31,F,1,College,Divorced,Less than $40K,Blue,21,2,2,3,2061.0,1904,157.0,0.786,4480,86,0.87,0.924,0.0001747,0.99983
+97953,Attrited Customer,44,M,3,,Single,$40K - $60K,Blue,38,5,2,2,1643.0,0,1643.0,0.6,1754,39,0.56,0.0,0.99236,0.00764
+97954,Existing Customer,49,F,1,College,Married,,Blue,36,1,3,2,5039.0,2489,2550.0,0.875,4770,74,0.947,0.494,0.00016415,0.99984
 97955,Existing Customer,53,F,3,,Single,Less than $40K,Blue,42,1,1,3,2915.0,2041,874.0,0.927,4272,70,0.75,0.7,0.00010566,0.99989
 97956,Existing Customer,33,F,1,Graduate,Married,Less than $40K,Blue,20,2,2,2,1507.0,0,1507.0,0.723,4698,87,0.851,0.0,0.00010684,0.99989
-97957,Existing Customer,46,F,1,High School,Married,Less than $40K,Blue,36,1,3,3,3073.0,2517,556.0,0.841,4858,77,0.9740000000000001,0.8190000000000001,0.00027604,0.99972
-97958,Existing Customer,43,F,3,Graduate,Married,,Blue,32,2,3,3,8314.0,1349,6965.0,0.531,5028,80,0.7020000000000001,0.162,0.0003139,0.99969
+97957,Existing Customer,46,F,1,High School,Married,Less than $40K,Blue,36,1,3,3,3073.0,2517,556.0,0.841,4858,77,0.974,0.819,0.00027604,0.99972
+97958,Existing Customer,43,F,3,Graduate,Married,,Blue,32,2,3,3,8314.0,1349,6965.0,0.531,5028,80,0.702,0.162,0.0003139,0.99969
 97959,Existing Customer,42,F,3,High School,,,Blue,34,1,3,1,2798.0,1049,1749.0,0.89,5758,87,0.706,0.375,0.00010943,0.99989
-97960,Existing Customer,40,M,4,,Single,$60K - $80K,Blue,26,2,2,3,20929.0,1652,19277.0,0.523,4001,76,0.6890000000000001,0.079,0.00022068,0.9997799999999999
-97961,Existing Customer,46,M,2,Graduate,Married,$120K +,Blue,34,2,3,3,1754.0,894,860.0,0.691,4874,79,0.8370000000000001,0.51,0.00030251,0.9997
-97962,Existing Customer,52,F,2,High School,Single,Less than $40K,Blue,45,1,1,1,4209.0,0,4209.0,0.856,5938,83,0.6940000000000001,0.0,3.2288e-05,0.99997
+97960,Existing Customer,40,M,4,,Single,$60K - $80K,Blue,26,2,2,3,20929.0,1652,19277.0,0.523,4001,76,0.689,0.079,0.00022068,0.99978
+97961,Existing Customer,46,M,2,Graduate,Married,$120K +,Blue,34,2,3,3,1754.0,894,860.0,0.691,4874,79,0.837,0.51,0.00030251,0.9997
+97962,Existing Customer,52,F,2,High School,Single,Less than $40K,Blue,45,1,1,1,4209.0,0,4209.0,0.856,5938,83,0.694,0.0,3.2288e-05,0.99997
 97963,Existing Customer,45,M,3,College,Divorced,$40K - $60K,Blue,37,1,3,2,2449.0,0,2449.0,0.706,5497,88,0.63,0.0,0.00018146,0.99982
-97964,Attrited Customer,39,M,3,College,Married,$80K - $120K,Blue,30,2,3,3,4618.0,0,4618.0,0.7170000000000001,2476,49,0.75,0.0,0.99674,0.00326498
-97965,Existing Customer,41,F,2,College,Married,Less than $40K,Blue,36,2,1,2,1654.0,1093,561.0,0.65,4596,82,0.8220000000000001,0.6609999999999999,5.3547e-05,0.99995
-97966,Existing Customer,49,F,4,Uneducated,Single,Less than $40K,Blue,36,1,3,3,1544.0,999,545.0,0.7859999999999999,4215,53,1.12,0.647,0.0003262,0.9996700000000001
-97967,Existing Customer,60,M,1,Uneducated,Single,$60K - $80K,Blue,54,1,2,1,3618.0,972,2646.0,0.578,4228,63,0.465,0.26899999999999996,6.6245e-05,0.9999299999999999
-97968,Existing Customer,37,M,3,High School,Single,$80K - $120K,Blue,24,1,2,3,3437.0,1064,2373.0,0.851,5110,76,0.8540000000000001,0.31,0.00019311,0.9998100000000001
-97969,Existing Customer,50,M,2,Graduate,Single,$80K - $120K,Blue,46,2,3,2,5965.0,622,5343.0,0.728,4637,91,0.655,0.10400000000000001,0.00017987,0.99982
+97964,Attrited Customer,39,M,3,College,Married,$80K - $120K,Blue,30,2,3,3,4618.0,0,4618.0,0.717,2476,49,0.75,0.0,0.99674,0.00326498
+97965,Existing Customer,41,F,2,College,Married,Less than $40K,Blue,36,2,1,2,1654.0,1093,561.0,0.65,4596,82,0.822,0.661,5.3547e-05,0.99995
+97966,Existing Customer,49,F,4,Uneducated,Single,Less than $40K,Blue,36,1,3,3,1544.0,999,545.0,0.786,4215,53,1.12,0.647,0.0003262,0.99967
+97967,Existing Customer,60,M,1,Uneducated,Single,$60K - $80K,Blue,54,1,2,1,3618.0,972,2646.0,0.578,4228,63,0.465,0.269,6.6245e-05,0.99993
+97968,Existing Customer,37,M,3,High School,Single,$80K - $120K,Blue,24,1,2,3,3437.0,1064,2373.0,0.851,5110,76,0.854,0.31,0.00019311,0.99981
+97969,Existing Customer,50,M,2,Graduate,Single,$80K - $120K,Blue,46,2,3,2,5965.0,622,5343.0,0.728,4637,91,0.655,0.104,0.00017987,0.99982
 97970,Existing Customer,46,F,2,Doctorate,Married,Less than $40K,Blue,33,2,3,1,2644.0,1517,1127.0,0.721,4815,83,0.804,0.574,0.00015697,0.99984
-97971,Existing Customer,59,F,1,College,Married,$40K - $60K,Blue,49,2,2,1,3481.0,603,2878.0,0.6920000000000001,4556,81,0.473,0.17300000000000001,6.2639e-05,0.9999399999999999
-97972,Existing Customer,49,F,5,Graduate,,Less than $40K,Blue,36,1,3,2,3272.0,2085,1187.0,0.41700000000000004,4444,83,0.627,0.637,0.0001857,0.9998100000000001
+97971,Existing Customer,59,F,1,College,Married,$40K - $60K,Blue,49,2,2,1,3481.0,603,2878.0,0.692,4556,81,0.473,0.173,6.2639e-05,0.99994
+97972,Existing Customer,49,F,5,Graduate,,Less than $40K,Blue,36,1,3,2,3272.0,2085,1187.0,0.417,4444,83,0.627,0.637,0.0001857,0.99981
 97973,Existing Customer,35,F,0,Graduate,Married,Less than $40K,Blue,36,1,2,2,3019.0,1462,1557.0,0.718,4509,71,0.732,0.484,9.7673e-05,0.9999
-97974,Existing Customer,52,F,3,Uneducated,Single,Less than $40K,Blue,41,2,1,2,1801.0,0,1801.0,0.516,5047,79,0.7559999999999999,0.0,5.8763e-05,0.9999399999999999
-97975,Attrited Customer,27,F,0,High School,Single,Less than $40K,Blue,18,6,1,4,1438.3,0,1438.3,0.7809999999999999,2641,40,0.6,0.0,0.9924700000000001,0.007529999999999999
-97976,Existing Customer,41,F,1,Uneducated,Married,Less than $40K,Blue,31,2,2,2,2909.0,1201,1708.0,0.7290000000000001,4230,68,0.659,0.413,0.00010985,0.99989
-97977,Existing Customer,45,F,4,Post-Graduate,Single,$40K - $60K,Blue,36,1,3,3,4688.0,0,4688.0,0.593,5248,89,0.745,0.0,0.00037329,0.9996299999999999
-97978,Existing Customer,37,F,2,College,Single,Less than $40K,Blue,26,1,1,2,1438.3,0,1438.3,0.5870000000000001,3948,84,0.68,0.0,5.3547e-05,0.99995
-97979,Existing Customer,47,F,2,,Married,Less than $40K,Blue,42,1,3,3,1438.3,0,1438.3,0.677,4624,73,0.5870000000000001,0.0,0.00033251,0.9996700000000001
-97980,Attrited Customer,41,F,4,Graduate,Married,Less than $40K,Blue,36,6,2,2,1655.0,0,1655.0,0.496,2156,37,0.19399999999999998,0.0,0.99169,0.00831
-97981,Existing Customer,47,F,4,Graduate,Divorced,$40K - $60K,Blue,30,1,1,1,1438.3,601,837.3,1.0,4669,83,0.7290000000000001,0.418,3.4833000000000003e-05,0.99997
+97974,Existing Customer,52,F,3,Uneducated,Single,Less than $40K,Blue,41,2,1,2,1801.0,0,1801.0,0.516,5047,79,0.756,0.0,5.8763e-05,0.99994
+97975,Attrited Customer,27,F,0,High School,Single,Less than $40K,Blue,18,6,1,4,1438.3,0,1438.3,0.781,2641,40,0.6,0.0,0.99247,0.00753
+97976,Existing Customer,41,F,1,Uneducated,Married,Less than $40K,Blue,31,2,2,2,2909.0,1201,1708.0,0.729,4230,68,0.659,0.413,0.00010985,0.99989
+97977,Existing Customer,45,F,4,Post-Graduate,Single,$40K - $60K,Blue,36,1,3,3,4688.0,0,4688.0,0.593,5248,89,0.745,0.0,0.00037329,0.99963
+97978,Existing Customer,37,F,2,College,Single,Less than $40K,Blue,26,1,1,2,1438.3,0,1438.3,0.587,3948,84,0.68,0.0,5.3547e-05,0.99995
+97979,Existing Customer,47,F,2,,Married,Less than $40K,Blue,42,1,3,3,1438.3,0,1438.3,0.677,4624,73,0.587,0.0,0.00033251,0.99967
+97980,Attrited Customer,41,F,4,Graduate,Married,Less than $40K,Blue,36,6,2,2,1655.0,0,1655.0,0.496,2156,37,0.194,0.0,0.99169,0.00831
+97981,Existing Customer,47,F,4,Graduate,Divorced,$40K - $60K,Blue,30,1,1,1,1438.3,601,837.3,1.0,4669,83,0.729,0.418,3.4833e-05,0.99997
 97982,Existing Customer,41,F,3,High School,Single,,Blue,32,2,1,1,4745.0,1157,3588.0,0.965,4705,78,0.902,0.244,3.3505e-05,0.99997
 97983,Existing Customer,51,F,2,High School,Divorced,Less than $40K,Blue,36,2,1,1,1438.3,0,1438.3,0.765,4866,65,0.625,0.0,3.2288e-05,0.99997
-97984,Existing Customer,53,F,2,High School,Married,$40K - $60K,Blue,37,1,4,3,5182.0,2500,2682.0,0.8690000000000001,5012,85,0.809,0.48200000000000004,0.00035539,0.99964
-97985,Attrited Customer,46,F,3,Graduate,Single,Less than $40K,Blue,37,1,2,4,1438.3,0,1438.3,0.35,1757,44,0.467,0.0,0.9970600000000001,0.00294141
+97984,Existing Customer,53,F,2,High School,Married,$40K - $60K,Blue,37,1,4,3,5182.0,2500,2682.0,0.869,5012,85,0.809,0.482,0.00035539,0.99964
+97985,Attrited Customer,46,F,3,Graduate,Single,Less than $40K,Blue,37,1,2,4,1438.3,0,1438.3,0.35,1757,44,0.467,0.0,0.99706,0.00294141
 97986,Existing Customer,43,F,2,Graduate,Married,$40K - $60K,Blue,36,2,3,2,4287.0,0,4287.0,0.807,4874,82,0.708,0.0,0.00017987,0.99982
-97987,Attrited Customer,54,F,2,,Married,,Blue,49,2,4,3,1812.0,1798,14.0,0.735,2921,44,0.6920000000000001,0.992,0.9975200000000001,0.00248146
-97988,Existing Customer,53,F,3,College,Married,$40K - $60K,Blue,46,2,1,1,2304.0,1144,1160.0,0.772,4505,85,1.179,0.49700000000000005,3.3508000000000005e-05,0.99997
-97989,Existing Customer,51,F,0,Doctorate,Married,,Blue,46,1,3,3,13623.0,1432,12191.0,0.594,4534,83,0.8859999999999999,0.105,0.00037564,0.9996200000000001
-97990,Existing Customer,50,F,2,Graduate,Single,Less than $40K,Blue,44,1,1,1,2765.0,0,2765.0,0.465,4010,59,0.513,0.0,3.3214000000000004e-05,0.99997
+97987,Attrited Customer,54,F,2,,Married,,Blue,49,2,4,3,1812.0,1798,14.0,0.735,2921,44,0.692,0.992,0.99752,0.00248146
+97988,Existing Customer,53,F,3,College,Married,$40K - $60K,Blue,46,2,1,1,2304.0,1144,1160.0,0.772,4505,85,1.179,0.497,3.3508e-05,0.99997
+97989,Existing Customer,51,F,0,Doctorate,Married,,Blue,46,1,3,3,13623.0,1432,12191.0,0.594,4534,83,0.886,0.105,0.00037564,0.99962
+97990,Existing Customer,50,F,2,Graduate,Single,Less than $40K,Blue,44,1,1,1,2765.0,0,2765.0,0.465,4010,59,0.513,0.0,3.3214e-05,0.99997
 97991,Existing Customer,54,M,5,,Married,$120K +,Blue,42,1,1,3,3731.0,1903,1828.0,0.915,4667,88,0.725,0.51,0.00010512,0.99989
-97992,Existing Customer,46,F,3,College,Single,Less than $40K,Blue,41,1,3,2,2485.0,861,1624.0,0.5660000000000001,4728,81,0.7609999999999999,0.34600000000000003,0.00018146,0.99982
+97992,Existing Customer,46,F,3,College,Single,Less than $40K,Blue,41,1,3,2,2485.0,861,1624.0,0.566,4728,81,0.761,0.346,0.00018146,0.99982
 97993,Existing Customer,50,F,4,College,Single,Less than $40K,Blue,36,1,3,1,2446.0,1763,683.0,0.598,4310,75,0.875,0.721,0.00011061,0.99989
 97994,Attrited Customer,44,F,4,,Married,Less than $40K,Blue,28,5,2,3,2020.0,0,2020.0,0.716,2621,45,0.552,0.0,0.99549,0.00451007
-97995,Existing Customer,48,F,3,Graduate,Single,Less than $40K,Blue,42,2,2,1,2214.0,1025,1189.0,0.5670000000000001,5084,82,0.745,0.46299999999999997,7.1226e-05,0.9999299999999999
+97995,Existing Customer,48,F,3,Graduate,Single,Less than $40K,Blue,42,2,2,1,2214.0,1025,1189.0,0.567,5084,82,0.745,0.463,7.1226e-05,0.99993
 97996,Existing Customer,45,F,3,,Divorced,Less than $40K,Blue,34,1,2,1,1811.0,787,1024.0,0.585,4882,80,1.162,0.435,7.8291e-05,0.99992
-97997,Existing Customer,56,F,2,College,Single,Less than $40K,Blue,43,1,3,1,5254.0,0,5254.0,0.6509999999999999,4546,89,0.7120000000000001,0.0,0.00010546,0.99989
-97998,Attrited Customer,36,F,2,Post-Graduate,Single,Less than $40K,Blue,26,1,2,3,1821.0,1486,335.0,0.8270000000000001,2824,43,0.387,0.816,0.9955799999999999,0.00441892
+97997,Existing Customer,56,F,2,College,Single,Less than $40K,Blue,43,1,3,1,5254.0,0,5254.0,0.651,4546,89,0.712,0.0,0.00010546,0.99989
+97998,Attrited Customer,36,F,2,Post-Graduate,Single,Less than $40K,Blue,26,1,2,3,1821.0,1486,335.0,0.827,2824,43,0.387,0.816,0.99558,0.00441892
 97999,Existing Customer,44,F,4,High School,Single,Less than $40K,Blue,36,1,3,3,3024.0,0,3024.0,0.75,4983,78,0.733,0.0,0.00030842,0.99969
 98000,Existing Customer,50,F,3,,Single,Less than $40K,Blue,36,1,3,3,1930.0,952,978.0,0.67,3862,80,0.818,0.493,0.00034503,0.99965
-98001,Existing Customer,54,F,2,High School,Single,Less than $40K,Blue,48,1,3,2,1517.0,556,961.0,0.622,4981,82,0.8640000000000001,0.36700000000000005,0.00017486,0.9998299999999999
-98002,Attrited Customer,39,F,1,High School,Married,Less than $40K,Blue,25,2,2,1,2024.0,0,2024.0,0.8009999999999999,2870,36,0.5,0.0,0.98429,0.01571
-98003,Attrited Customer,53,M,5,Uneducated,Married,$120K +,Blue,38,4,2,2,19138.0,0,19138.0,0.48200000000000004,2028,43,0.303,0.0,0.99179,0.00821
+98001,Existing Customer,54,F,2,High School,Single,Less than $40K,Blue,48,1,3,2,1517.0,556,961.0,0.622,4981,82,0.864,0.367,0.00017486,0.99983
+98002,Attrited Customer,39,F,1,High School,Married,Less than $40K,Blue,25,2,2,1,2024.0,0,2024.0,0.801,2870,36,0.5,0.0,0.98429,0.01571
+98003,Attrited Customer,53,M,5,Uneducated,Married,$120K +,Blue,38,4,2,2,19138.0,0,19138.0,0.482,2028,43,0.303,0.0,0.99179,0.00821
 98004,Existing Customer,56,M,1,Graduate,Single,$80K - $120K,Blue,51,2,3,1,16835.0,897,15938.0,0.767,4059,80,0.778,0.053,0.00010182,0.9999
-98005,Attrited Customer,60,F,0,High School,Married,,Blue,55,4,1,3,5549.0,0,5549.0,0.703,2412,38,0.52,0.0,0.9872299999999999,0.01277
-98006,Attrited Customer,42,F,3,High School,Single,Less than $40K,Blue,36,2,3,3,2145.0,0,2145.0,0.5770000000000001,2465,42,0.355,0.0,0.9967299999999999,0.00326528
-98007,Existing Customer,43,M,3,Uneducated,Married,$80K - $120K,Blue,36,1,3,2,4654.0,1349,3305.0,0.81,4277,71,0.69,0.29,0.00019191,0.9998100000000001
-98008,Attrited Customer,44,M,3,Graduate,Married,$60K - $80K,Blue,36,2,3,3,9114.0,0,9114.0,0.654,2740,52,0.625,0.0,0.9968299999999999,0.00317458
+98005,Attrited Customer,60,F,0,High School,Married,,Blue,55,4,1,3,5549.0,0,5549.0,0.703,2412,38,0.52,0.0,0.98723,0.01277
+98006,Attrited Customer,42,F,3,High School,Single,Less than $40K,Blue,36,2,3,3,2145.0,0,2145.0,0.577,2465,42,0.355,0.0,0.99673,0.00326528
+98007,Existing Customer,43,M,3,Uneducated,Married,$80K - $120K,Blue,36,1,3,2,4654.0,1349,3305.0,0.81,4277,71,0.69,0.29,0.00019191,0.99981
+98008,Attrited Customer,44,M,3,Graduate,Married,$60K - $80K,Blue,36,2,3,3,9114.0,0,9114.0,0.654,2740,52,0.625,0.0,0.99683,0.00317458
 98009,Existing Customer,33,F,1,Graduate,Single,$40K - $60K,Blue,18,2,2,3,3043.0,2054,989.0,0.735,4833,85,0.667,0.675,0.00017969,0.99982
 98010,Existing Customer,53,F,2,Graduate,Married,$40K - $60K,Blue,45,2,2,2,4621.0,913,3708.0,0.917,4952,82,0.745,0.198,0.00011382,0.99989
-98011,Existing Customer,44,M,4,Graduate,Single,$60K - $80K,Blue,28,2,2,1,2758.0,461,2297.0,0.58,4244,96,0.778,0.16699999999999998,7.1987e-05,0.9999299999999999
-98012,Existing Customer,54,F,0,Graduate,Married,Less than $40K,Blue,36,1,2,3,1740.0,0,1740.0,0.8109999999999999,4751,93,0.86,0.0,0.00016428,0.99984
-98013,Existing Customer,34,F,4,Doctorate,Married,,Blue,36,1,2,2,7744.0,1804,5940.0,0.9420000000000001,4572,60,0.935,0.233,0.00017274,0.9998299999999999
-98014,Existing Customer,50,F,2,Post-Graduate,Married,Less than $40K,Blue,36,1,2,2,3350.0,1335,2015.0,0.7809999999999999,4906,89,0.561,0.39899999999999997,0.00013393,0.99987
-98015,Existing Customer,40,M,5,High School,Single,$120K +,Blue,31,1,1,3,34516.0,1427,33089.0,0.706,3699,64,0.488,0.040999999999999995,9.2974e-05,0.9999100000000001
-98016,Existing Customer,47,F,1,High School,Single,,Blue,36,2,1,3,2874.0,2201,673.0,0.718,4779,86,0.792,0.7659999999999999,8.453e-05,0.99992
-98017,Existing Customer,40,F,3,Doctorate,Single,,Blue,27,1,1,2,2896.0,2100,796.0,0.728,4614,83,0.6940000000000001,0.725,8.2704e-05,0.99992
-98018,Existing Customer,41,F,3,Graduate,Divorced,$40K - $60K,Blue,28,1,1,3,9294.0,1764,7530.0,1.026,4531,73,0.738,0.19,9.612600000000001e-05,0.9999
-98019,Existing Customer,47,M,2,High School,Married,$60K - $80K,Blue,39,1,2,2,9389.0,727,8662.0,0.5329999999999999,3415,84,0.556,0.077,0.00011065,0.99989
+98011,Existing Customer,44,M,4,Graduate,Single,$60K - $80K,Blue,28,2,2,1,2758.0,461,2297.0,0.58,4244,96,0.778,0.167,7.1987e-05,0.99993
+98012,Existing Customer,54,F,0,Graduate,Married,Less than $40K,Blue,36,1,2,3,1740.0,0,1740.0,0.811,4751,93,0.86,0.0,0.00016428,0.99984
+98013,Existing Customer,34,F,4,Doctorate,Married,,Blue,36,1,2,2,7744.0,1804,5940.0,0.942,4572,60,0.935,0.233,0.00017274,0.99983
+98014,Existing Customer,50,F,2,Post-Graduate,Married,Less than $40K,Blue,36,1,2,2,3350.0,1335,2015.0,0.781,4906,89,0.561,0.399,0.00013393,0.99987
+98015,Existing Customer,40,M,5,High School,Single,$120K +,Blue,31,1,1,3,34516.0,1427,33089.0,0.706,3699,64,0.488,0.041,9.2974e-05,0.99991
+98016,Existing Customer,47,F,1,High School,Single,,Blue,36,2,1,3,2874.0,2201,673.0,0.718,4779,86,0.792,0.766,8.453e-05,0.99992
+98017,Existing Customer,40,F,3,Doctorate,Single,,Blue,27,1,1,2,2896.0,2100,796.0,0.728,4614,83,0.694,0.725,8.2704e-05,0.99992
+98018,Existing Customer,41,F,3,Graduate,Divorced,$40K - $60K,Blue,28,1,1,3,9294.0,1764,7530.0,1.026,4531,73,0.738,0.19,9.6126e-05,0.9999
+98019,Existing Customer,47,M,2,High School,Married,$60K - $80K,Blue,39,1,2,2,9389.0,727,8662.0,0.533,3415,84,0.556,0.077,0.00011065,0.99989
 98020,Existing Customer,44,M,3,College,Married,$40K - $60K,Blue,30,2,3,3,9317.0,847,8470.0,0.765,4121,81,0.723,0.091,0.00030519,0.99969
-98021,Existing Customer,34,M,1,College,,$40K - $60K,Blue,20,2,1,3,7452.0,1656,5796.0,0.6,3339,51,0.9620000000000001,0.222,8.453700000000001e-05,0.99992
-98022,Attrited Customer,39,F,3,High School,,Less than $40K,Blue,36,2,3,2,1817.0,0,1817.0,0.583,2216,44,0.833,0.0,0.9945200000000001,0.00548
-98023,Existing Customer,58,M,3,High School,Single,$80K - $120K,Blue,51,2,2,1,10021.0,1952,8069.0,0.6990000000000001,4431,68,0.581,0.195,6.9242e-05,0.9999299999999999
-98024,Existing Customer,42,F,3,Graduate,Single,Less than $40K,Blue,36,1,2,1,2344.0,1081,1263.0,0.619,3889,80,0.86,0.461,7.1226e-05,0.9999299999999999
+98021,Existing Customer,34,M,1,College,,$40K - $60K,Blue,20,2,1,3,7452.0,1656,5796.0,0.6,3339,51,0.962,0.222,8.4537e-05,0.99992
+98022,Attrited Customer,39,F,3,High School,,Less than $40K,Blue,36,2,3,2,1817.0,0,1817.0,0.583,2216,44,0.833,0.0,0.99452,0.00548
+98023,Existing Customer,58,M,3,High School,Single,$80K - $120K,Blue,51,2,2,1,10021.0,1952,8069.0,0.699,4431,68,0.581,0.195,6.9242e-05,0.99993
+98024,Existing Customer,42,F,3,Graduate,Single,Less than $40K,Blue,36,1,2,1,2344.0,1081,1263.0,0.619,3889,80,0.86,0.461,7.1226e-05,0.99993
 98025,Existing Customer,48,F,2,Uneducated,Single,$40K - $60K,Blue,34,2,3,1,3072.0,1734,1338.0,0.754,4540,78,0.857,0.564,0.00011153,0.99989
-98026,Existing Customer,38,F,3,,Single,Less than $40K,Blue,36,2,3,1,1946.0,1430,516.0,0.564,4643,87,0.812,0.735,0.00012373,0.9998799999999999
-98027,Attrited Customer,52,F,1,Graduate,Married,Less than $40K,Blue,42,1,5,3,1471.0,0,1471.0,0.624,2253,48,0.455,0.0,0.9968600000000001,0.00314223
-98028,Attrited Customer,42,F,2,Graduate,Married,Less than $40K,Blue,36,2,3,3,1438.3,0,1438.3,0.6629999999999999,2418,48,0.778,0.0,0.99671,0.00329379
-98029,Attrited Customer,43,F,4,College,Married,Less than $40K,Blue,28,5,2,4,1484.0,0,1484.0,0.2,1664,39,0.5,0.0,0.9970100000000001,0.00299329
+98026,Existing Customer,38,F,3,,Single,Less than $40K,Blue,36,2,3,1,1946.0,1430,516.0,0.564,4643,87,0.812,0.735,0.00012373,0.99988
+98027,Attrited Customer,52,F,1,Graduate,Married,Less than $40K,Blue,42,1,5,3,1471.0,0,1471.0,0.624,2253,48,0.455,0.0,0.99686,0.00314223
+98028,Attrited Customer,42,F,2,Graduate,Married,Less than $40K,Blue,36,2,3,3,1438.3,0,1438.3,0.663,2418,48,0.778,0.0,0.99671,0.00329379
+98029,Attrited Customer,43,F,4,College,Married,Less than $40K,Blue,28,5,2,4,1484.0,0,1484.0,0.2,1664,39,0.5,0.0,0.99701,0.00299329
 98030,Attrited Customer,37,F,3,Post-Graduate,Married,$40K - $60K,Blue,36,2,2,5,3233.0,2517,716.0,0.0,1339,32,0.0,0.779,0.99855,0.00144667
 98031,Existing Customer,55,F,2,Graduate,Single,Less than $40K,Blue,43,1,3,1,1745.0,1168,577.0,0.701,4562,67,0.634,0.669,0.00010848,0.99989
-98032,Existing Customer,59,F,1,Uneducated,Divorced,,Blue,53,1,3,1,3709.0,1197,2512.0,0.8240000000000001,5557,82,1.0,0.32299999999999995,0.00010469,0.9999
-98033,Existing Customer,53,F,2,College,Married,Less than $40K,Blue,43,2,1,3,2160.0,2057,103.0,0.858,4518,93,0.7879999999999999,0.9520000000000001,9.0064e-05,0.9999100000000001
-98034,Existing Customer,41,M,5,,Single,$80K - $120K,Blue,36,1,2,3,1438.3,892,546.3,0.79,4426,88,0.66,0.62,0.00021724,0.9997799999999999
-98035,Existing Customer,55,F,4,Graduate,Single,Less than $40K,Blue,44,1,2,1,2638.0,1423,1215.0,0.551,4153,77,0.925,0.539,7.1987e-05,0.9999299999999999
-98036,Existing Customer,56,M,2,College,Married,$80K - $120K,Blue,50,1,1,3,10214.0,1433,8781.0,0.64,4493,79,0.8809999999999999,0.14,9.0064e-05,0.9999100000000001
+98032,Existing Customer,59,F,1,Uneducated,Divorced,,Blue,53,1,3,1,3709.0,1197,2512.0,0.824,5557,82,1.0,0.323,0.00010469,0.9999
+98033,Existing Customer,53,F,2,College,Married,Less than $40K,Blue,43,2,1,3,2160.0,2057,103.0,0.858,4518,93,0.788,0.952,9.0064e-05,0.99991
+98034,Existing Customer,41,M,5,,Single,$80K - $120K,Blue,36,1,2,3,1438.3,892,546.3,0.79,4426,88,0.66,0.62,0.00021724,0.99978
+98035,Existing Customer,55,F,4,Graduate,Single,Less than $40K,Blue,44,1,2,1,2638.0,1423,1215.0,0.551,4153,77,0.925,0.539,7.1987e-05,0.99993
+98036,Existing Customer,56,M,2,College,Married,$80K - $120K,Blue,50,1,1,3,10214.0,1433,8781.0,0.64,4493,79,0.881,0.14,9.0064e-05,0.99991
 98037,Existing Customer,52,F,3,Uneducated,Single,Less than $40K,Blue,36,2,1,3,3240.0,0,3240.0,0.812,4803,83,0.804,0.0,9.8837e-05,0.9999
 98038,Existing Customer,58,F,5,,Married,$40K - $60K,Blue,47,1,3,3,2038.0,1099,939.0,0.809,4784,70,0.75,0.539,0.00034328,0.99966
-98039,Existing Customer,49,M,1,,Married,$40K - $60K,Blue,36,2,2,1,1438.3,0,1438.3,0.57,5104,75,0.63,0.0,7.0819e-05,0.9999299999999999
-98040,Attrited Customer,53,F,3,Graduate,Single,Less than $40K,Blue,34,5,3,5,1438.3,1030,408.3,0.609,1985,38,0.40700000000000003,0.716,0.99892,0.0010775000000000001
-98041,Existing Customer,56,M,3,High School,Divorced,$80K - $120K,Blue,52,2,3,1,8111.0,2051,6060.0,0.9990000000000001,3719,69,0.643,0.253,0.00010943,0.99989
+98039,Existing Customer,49,M,1,,Married,$40K - $60K,Blue,36,2,2,1,1438.3,0,1438.3,0.57,5104,75,0.63,0.0,7.0819e-05,0.99993
+98040,Attrited Customer,53,F,3,Graduate,Single,Less than $40K,Blue,34,5,3,5,1438.3,1030,408.3,0.609,1985,38,0.407,0.716,0.99892,0.0010775
+98041,Existing Customer,56,M,3,High School,Divorced,$80K - $120K,Blue,52,2,3,1,8111.0,2051,6060.0,0.999,3719,69,0.643,0.253,0.00010943,0.99989
 98042,Existing Customer,60,F,0,Doctorate,Married,,Blue,41,1,3,1,10730.0,970,9760.0,0.645,4939,71,0.972,0.09,0.0001347,0.99987
-98043,Attrited Customer,46,F,3,Uneducated,Married,,Blue,36,2,3,1,2872.0,357,2515.0,0.8690000000000001,2629,41,0.64,0.124,0.9914299999999999,0.00857
-98044,Attrited Customer,49,F,4,Uneducated,Married,Less than $40K,Blue,31,4,3,2,1567.0,0,1567.0,0.424,2138,41,0.5770000000000001,0.0,0.99487,0.00513
-98045,Attrited Customer,43,M,3,College,Divorced,$80K - $120K,Blue,32,6,3,2,7278.0,0,7278.0,0.618,2120,43,0.593,0.0,0.9945200000000001,0.00548
-98046,Existing Customer,45,F,2,College,,Less than $40K,Blue,29,2,2,3,1438.3,0,1438.3,0.7290000000000001,5025,85,0.735,0.0,0.00018612,0.9998100000000001
+98043,Attrited Customer,46,F,3,Uneducated,Married,,Blue,36,2,3,1,2872.0,357,2515.0,0.869,2629,41,0.64,0.124,0.99143,0.00857
+98044,Attrited Customer,49,F,4,Uneducated,Married,Less than $40K,Blue,31,4,3,2,1567.0,0,1567.0,0.424,2138,41,0.577,0.0,0.99487,0.00513
+98045,Attrited Customer,43,M,3,College,Divorced,$80K - $120K,Blue,32,6,3,2,7278.0,0,7278.0,0.618,2120,43,0.593,0.0,0.99452,0.00548
+98046,Existing Customer,45,F,2,College,,Less than $40K,Blue,29,2,2,3,1438.3,0,1438.3,0.729,5025,85,0.735,0.0,0.00018612,0.99981
 98047,Existing Customer,34,F,1,College,Single,,Blue,20,2,2,2,3190.0,1959,1231.0,0.622,4220,66,0.61,0.614,0.00010387,0.9999
-98048,Attrited Customer,36,F,1,Uneducated,,Less than $40K,Blue,36,2,3,2,1470.0,458,1012.0,0.5429999999999999,2383,39,0.444,0.312,0.9942700000000001,0.00573
-98049,Existing Customer,45,M,2,Graduate,Married,$80K - $120K,Blue,36,1,4,1,3081.0,2517,564.0,0.5720000000000001,4317,72,0.7140000000000001,0.8170000000000001,0.0001311,0.99987
-98050,Attrited Customer,43,F,2,College,Married,,Blue,36,1,2,6,3793.0,2517,1276.0,0.512,2577,57,0.629,0.664,0.9989600000000001,0.00103551
-98051,Existing Customer,54,F,2,Graduate,Married,Less than $40K,Blue,44,1,2,3,3034.0,2033,1001.0,0.642,4349,90,0.731,0.67,0.00019143,0.9998100000000001
-98052,Existing Customer,37,F,2,High School,Married,,Blue,27,2,1,2,5245.0,1044,4201.0,0.6729999999999999,4938,70,0.892,0.19899999999999998,5.3541999999999997e-05,0.99995
-98053,Existing Customer,49,F,1,Doctorate,Single,Less than $40K,Blue,40,1,2,3,2960.0,0,2960.0,0.9620000000000001,4918,63,0.75,0.0,0.00026001,0.99974
-98054,Attrited Customer,54,F,4,Graduate,,$40K - $60K,Blue,38,2,2,1,1779.0,0,1779.0,0.856,2660,41,0.32299999999999995,0.0,0.9863,0.0137
-98055,Existing Customer,43,F,4,Graduate,Married,Less than $40K,Blue,34,2,3,1,1620.0,0,1620.0,0.73,4570,82,0.9520000000000001,0.0,0.00011377,0.99989
-98056,Existing Customer,49,M,3,High School,Single,$120K +,Blue,43,1,2,1,21680.0,1587,20093.0,0.605,4410,86,0.72,0.073,6.9242e-05,0.9999299999999999
-98057,Attrited Customer,47,F,3,Uneducated,Single,,Blue,36,2,3,4,2952.0,0,2952.0,0.82,2907,60,0.875,0.0,0.9981899999999999,0.00181217
-98058,Attrited Customer,53,F,2,High School,Married,Less than $40K,Blue,36,6,3,2,3918.0,2517,1401.0,0.47,2115,42,0.44799999999999995,0.642,0.99431,0.00569
-98059,Existing Customer,52,M,1,Uneducated,Single,$120K +,Blue,41,1,1,3,12764.0,0,12764.0,0.71,3332,64,0.882,0.0,8.9404e-05,0.9999100000000001
-98060,Existing Customer,29,F,1,Graduate,Married,Less than $40K,Blue,36,2,2,0,1438.3,0,1438.3,0.7340000000000001,4769,84,0.826,0.0,3.941e-05,0.9999600000000001
-98061,Existing Customer,50,F,3,Graduate,,Less than $40K,Blue,39,1,1,3,3287.0,2517,770.0,0.586,4148,83,0.66,0.7659999999999999,9.612600000000001e-05,0.9999
-98062,Existing Customer,44,F,5,,Single,$40K - $60K,Blue,36,2,1,2,3891.0,1015,2876.0,0.755,5131,86,0.72,0.261,6.250199999999999e-05,0.9999399999999999
-98063,Attrited Customer,49,F,4,High School,,$40K - $60K,Blue,43,4,3,3,4048.0,0,4048.0,0.601,2227,41,0.46399999999999997,0.0,0.99677,0.00323086
+98048,Attrited Customer,36,F,1,Uneducated,,Less than $40K,Blue,36,2,3,2,1470.0,458,1012.0,0.543,2383,39,0.444,0.312,0.99427,0.00573
+98049,Existing Customer,45,M,2,Graduate,Married,$80K - $120K,Blue,36,1,4,1,3081.0,2517,564.0,0.572,4317,72,0.714,0.817,0.0001311,0.99987
+98050,Attrited Customer,43,F,2,College,Married,,Blue,36,1,2,6,3793.0,2517,1276.0,0.512,2577,57,0.629,0.664,0.99896,0.00103551
+98051,Existing Customer,54,F,2,Graduate,Married,Less than $40K,Blue,44,1,2,3,3034.0,2033,1001.0,0.642,4349,90,0.731,0.67,0.00019143,0.99981
+98052,Existing Customer,37,F,2,High School,Married,,Blue,27,2,1,2,5245.0,1044,4201.0,0.673,4938,70,0.892,0.199,5.3542e-05,0.99995
+98053,Existing Customer,49,F,1,Doctorate,Single,Less than $40K,Blue,40,1,2,3,2960.0,0,2960.0,0.962,4918,63,0.75,0.0,0.00026001,0.99974
+98054,Attrited Customer,54,F,4,Graduate,,$40K - $60K,Blue,38,2,2,1,1779.0,0,1779.0,0.856,2660,41,0.323,0.0,0.9863,0.0137
+98055,Existing Customer,43,F,4,Graduate,Married,Less than $40K,Blue,34,2,3,1,1620.0,0,1620.0,0.73,4570,82,0.952,0.0,0.00011377,0.99989
+98056,Existing Customer,49,M,3,High School,Single,$120K +,Blue,43,1,2,1,21680.0,1587,20093.0,0.605,4410,86,0.72,0.073,6.9242e-05,0.99993
+98057,Attrited Customer,47,F,3,Uneducated,Single,,Blue,36,2,3,4,2952.0,0,2952.0,0.82,2907,60,0.875,0.0,0.99819,0.00181217
+98058,Attrited Customer,53,F,2,High School,Married,Less than $40K,Blue,36,6,3,2,3918.0,2517,1401.0,0.47,2115,42,0.448,0.642,0.99431,0.00569
+98059,Existing Customer,52,M,1,Uneducated,Single,$120K +,Blue,41,1,1,3,12764.0,0,12764.0,0.71,3332,64,0.882,0.0,8.9404e-05,0.99991
+98060,Existing Customer,29,F,1,Graduate,Married,Less than $40K,Blue,36,2,2,0,1438.3,0,1438.3,0.734,4769,84,0.826,0.0,3.941e-05,0.99996
+98061,Existing Customer,50,F,3,Graduate,,Less than $40K,Blue,39,1,1,3,3287.0,2517,770.0,0.586,4148,83,0.66,0.766,9.6126e-05,0.9999
+98062,Existing Customer,44,F,5,,Single,$40K - $60K,Blue,36,2,1,2,3891.0,1015,2876.0,0.755,5131,86,0.72,0.261,6.2502e-05,0.99994
+98063,Attrited Customer,49,F,4,High School,,$40K - $60K,Blue,43,4,3,3,4048.0,0,4048.0,0.601,2227,41,0.464,0.0,0.99677,0.00323086
 98064,Existing Customer,51,M,2,Uneducated,Married,$60K - $80K,Blue,40,2,1,1,3559.0,0,3559.0,0.585,4498,94,0.649,0.0,3.415e-05,0.99997
 98065,Existing Customer,47,M,3,High School,Single,$60K - $80K,Blue,39,2,1,1,2843.0,1752,1091.0,0.624,3738,77,0.604,0.616,3.3505e-05,0.99997
-98066,Existing Customer,58,F,2,Graduate,Single,Less than $40K,Blue,47,1,1,2,2127.0,0,2127.0,0.735,4401,65,0.667,0.0,5.5077e-05,0.9999399999999999
-98067,Existing Customer,39,F,2,,Single,Less than $40K,Blue,32,2,1,2,4325.0,2418,1907.0,0.7959999999999999,4588,77,0.7909999999999999,0.5589999999999999,6.054e-05,0.9999399999999999
-98068,Attrited Customer,42,F,4,College,Married,$40K - $60K,Blue,34,1,3,2,1695.0,0,1695.0,0.45299999999999996,2055,46,0.314,0.0,0.9945799999999999,0.00542
-98069,Existing Customer,48,F,3,High School,Single,Less than $40K,Blue,32,1,2,3,2648.0,1539,1109.0,0.94,4926,89,0.816,0.581,0.00019311,0.9998100000000001
-98070,Existing Customer,61,F,2,Graduate,Single,Less than $40K,Blue,45,2,2,3,2602.0,1441,1161.0,0.7040000000000001,4838,85,0.735,0.5539999999999999,0.00019143,0.9998100000000001
-98071,Existing Customer,39,F,4,Graduate,Single,,Blue,23,1,3,2,1811.0,0,1811.0,0.835,4934,70,0.628,0.0,0.00018864,0.9998100000000001
-98072,Existing Customer,56,M,3,Graduate,Single,$60K - $80K,Blue,46,1,2,2,1891.0,1134,757.0,0.636,5255,77,0.833,0.6,0.00011811,0.9998799999999999
-98073,Attrited Customer,46,F,4,Graduate,Single,Less than $40K,Blue,36,2,3,3,2881.0,2450,431.0,0.629,2450,49,0.531,0.85,0.9968600000000001,0.00314112
-98074,Existing Customer,42,F,4,College,Single,$40K - $60K,Blue,28,2,2,2,2827.0,1896,931.0,0.7390000000000001,3891,81,1.025,0.6709999999999999,0.00011605,0.9998799999999999
-98075,Existing Customer,48,F,3,Uneducated,Married,Less than $40K,Blue,38,1,3,2,4095.0,2517,1578.0,0.57,4175,77,1.026,0.615,0.00019191,0.9998100000000001
+98066,Existing Customer,58,F,2,Graduate,Single,Less than $40K,Blue,47,1,1,2,2127.0,0,2127.0,0.735,4401,65,0.667,0.0,5.5077e-05,0.99994
+98067,Existing Customer,39,F,2,,Single,Less than $40K,Blue,32,2,1,2,4325.0,2418,1907.0,0.796,4588,77,0.791,0.559,6.054e-05,0.99994
+98068,Attrited Customer,42,F,4,College,Married,$40K - $60K,Blue,34,1,3,2,1695.0,0,1695.0,0.453,2055,46,0.314,0.0,0.99458,0.00542
+98069,Existing Customer,48,F,3,High School,Single,Less than $40K,Blue,32,1,2,3,2648.0,1539,1109.0,0.94,4926,89,0.816,0.581,0.00019311,0.99981
+98070,Existing Customer,61,F,2,Graduate,Single,Less than $40K,Blue,45,2,2,3,2602.0,1441,1161.0,0.704,4838,85,0.735,0.554,0.00019143,0.99981
+98071,Existing Customer,39,F,4,Graduate,Single,,Blue,23,1,3,2,1811.0,0,1811.0,0.835,4934,70,0.628,0.0,0.00018864,0.99981
+98072,Existing Customer,56,M,3,Graduate,Single,$60K - $80K,Blue,46,1,2,2,1891.0,1134,757.0,0.636,5255,77,0.833,0.6,0.00011811,0.99988
+98073,Attrited Customer,46,F,4,Graduate,Single,Less than $40K,Blue,36,2,3,3,2881.0,2450,431.0,0.629,2450,49,0.531,0.85,0.99686,0.00314112
+98074,Existing Customer,42,F,4,College,Single,$40K - $60K,Blue,28,2,2,2,2827.0,1896,931.0,0.739,3891,81,1.025,0.671,0.00011605,0.99988
+98075,Existing Customer,48,F,3,Uneducated,Married,Less than $40K,Blue,38,1,3,2,4095.0,2517,1578.0,0.57,4175,77,1.026,0.615,0.00019191,0.99981
 98076,Attrited Customer,34,F,2,Graduate,Single,Less than $40K,Blue,36,1,2,3,1666.0,0,1666.0,0.713,2312,35,0.25,0.0,0.9948,0.0052
-98077,Existing Customer,42,F,1,Graduate,Married,Less than $40K,Blue,36,2,3,2,1438.3,0,1438.3,0.665,4511,76,0.767,0.0,0.00016883,0.9998299999999999
-98078,Existing Customer,54,F,2,High School,Single,$40K - $60K,Blue,42,1,2,2,2205.0,1313,892.0,0.929,4904,82,0.6729999999999999,0.595,0.00011065,0.99989
-98079,Existing Customer,41,F,3,Graduate,Married,Less than $40K,Blue,29,1,1,2,2890.0,2150,740.0,0.657,4377,84,0.867,0.7440000000000001,5.7151e-05,0.9999399999999999
-98080,Existing Customer,50,F,1,Graduate,,,Blue,36,1,1,3,10417.0,2290,8127.0,1.122,4871,75,1.0270000000000001,0.22,8.6952e-05,0.9999100000000001
-98081,Existing Customer,57,F,2,Uneducated,Married,,Blue,43,2,1,2,2363.0,1876,487.0,0.795,4984,85,0.667,0.794,5.663e-05,0.9999399999999999
-98082,Attrited Customer,48,F,2,Doctorate,Single,,Blue,36,4,2,3,3137.0,860,2277.0,0.304,1618,34,0.09699999999999999,0.27399999999999997,0.9964,0.00359603
-98083,Attrited Customer,51,F,4,Graduate,Single,Less than $40K,Blue,44,5,3,3,1483.0,0,1483.0,0.7070000000000001,2520,40,0.429,0.0,0.9968600000000001,0.00314112
+98077,Existing Customer,42,F,1,Graduate,Married,Less than $40K,Blue,36,2,3,2,1438.3,0,1438.3,0.665,4511,76,0.767,0.0,0.00016883,0.99983
+98078,Existing Customer,54,F,2,High School,Single,$40K - $60K,Blue,42,1,2,2,2205.0,1313,892.0,0.929,4904,82,0.673,0.595,0.00011065,0.99989
+98079,Existing Customer,41,F,3,Graduate,Married,Less than $40K,Blue,29,1,1,2,2890.0,2150,740.0,0.657,4377,84,0.867,0.744,5.7151e-05,0.99994
+98080,Existing Customer,50,F,1,Graduate,,,Blue,36,1,1,3,10417.0,2290,8127.0,1.122,4871,75,1.027,0.22,8.6952e-05,0.99991
+98081,Existing Customer,57,F,2,Uneducated,Married,,Blue,43,2,1,2,2363.0,1876,487.0,0.795,4984,85,0.667,0.794,5.663e-05,0.99994
+98082,Attrited Customer,48,F,2,Doctorate,Single,,Blue,36,4,2,3,3137.0,860,2277.0,0.304,1618,34,0.097,0.274,0.9964,0.00359603
+98083,Attrited Customer,51,F,4,Graduate,Single,Less than $40K,Blue,44,5,3,3,1483.0,0,1483.0,0.707,2520,40,0.429,0.0,0.99686,0.00314112
 98084,Existing Customer,35,F,0,,Married,Less than $40K,Blue,22,2,2,3,3009.0,2517,492.0,0.735,5329,82,0.745,0.836,0.00018057,0.99982
-98085,Existing Customer,45,F,1,,Married,Less than $40K,Blue,36,1,2,1,5087.0,2517,2570.0,0.765,4682,77,0.711,0.495,7.0819e-05,0.9999299999999999
+98085,Existing Customer,45,F,1,,Married,Less than $40K,Blue,36,1,2,1,5087.0,2517,2570.0,0.765,4682,77,0.711,0.495,7.0819e-05,0.99993
 98086,Existing Customer,46,F,4,,Married,$40K - $60K,Blue,36,1,3,1,1925.0,1202,723.0,0.518,4343,66,0.737,0.624,0.00012505,0.99987
-98087,Existing Customer,56,M,3,Graduate,Married,$120K +,Blue,46,2,1,2,7234.0,2055,5179.0,0.703,5051,83,0.66,0.284,5.7151e-05,0.9999399999999999
-98088,Existing Customer,57,F,3,College,Single,Less than $40K,Blue,42,1,1,2,2063.0,953,1110.0,0.868,4304,81,0.7609999999999999,0.462,5.5564e-05,0.9999399999999999
-98089,Existing Customer,58,F,0,Graduate,Single,$40K - $60K,Blue,39,4,3,2,5530.0,1233,4297.0,0.8590000000000001,5270,78,1.0,0.223,0.00015435,0.99985
+98087,Existing Customer,56,M,3,Graduate,Married,$120K +,Blue,46,2,1,2,7234.0,2055,5179.0,0.703,5051,83,0.66,0.284,5.7151e-05,0.99994
+98088,Existing Customer,57,F,3,College,Single,Less than $40K,Blue,42,1,1,2,2063.0,953,1110.0,0.868,4304,81,0.761,0.462,5.5564e-05,0.99994
+98089,Existing Customer,58,F,0,Graduate,Single,$40K - $60K,Blue,39,4,3,2,5530.0,1233,4297.0,0.859,5270,78,1.0,0.223,0.00015435,0.99985
 98090,Existing Customer,58,F,1,,Single,Less than $40K,Blue,48,4,3,1,3819.0,1882,1937.0,0.809,4533,68,0.889,0.493,0.00011192,0.99989
 98091,Existing Customer,59,F,0,College,Single,Less than $40K,Blue,55,2,2,3,2645.0,1127,1518.0,0.623,4251,76,0.767,0.426,0.00015971,0.99984
 98092,Existing Customer,51,F,1,High School,Single,,Blue,39,4,3,2,5448.0,0,5448.0,1.011,4443,75,1.083,0.0,0.00016413,0.99984
-98093,Existing Customer,56,F,2,Uneducated,Single,Less than $40K,Blue,42,4,2,2,3495.0,1427,2068.0,0.563,4466,85,0.889,0.408,0.00011703,0.9998799999999999
-98094,Existing Customer,50,M,2,,Single,$60K - $80K,Blue,36,3,1,1,8074.0,0,8074.0,0.528,4347,66,0.535,0.0,3.6508000000000004e-05,0.9999600000000001
-98095,Attrited Customer,44,F,3,High School,Married,,Blue,36,3,3,4,7772.0,0,7772.0,0.8959999999999999,2618,52,0.5760000000000001,0.0,0.99808,0.00191647
+98093,Existing Customer,56,F,2,Uneducated,Single,Less than $40K,Blue,42,4,2,2,3495.0,1427,2068.0,0.563,4466,85,0.889,0.408,0.00011703,0.99988
+98094,Existing Customer,50,M,2,,Single,$60K - $80K,Blue,36,3,1,1,8074.0,0,8074.0,0.528,4347,66,0.535,0.0,3.6508e-05,0.99996
+98095,Attrited Customer,44,F,3,High School,Married,,Blue,36,3,3,4,7772.0,0,7772.0,0.896,2618,52,0.576,0.0,0.99808,0.00191647
 98096,Existing Customer,42,F,2,High School,Married,Less than $40K,Blue,30,6,1,1,3124.0,0,3124.0,0.879,4986,79,0.795,0.0,3.2288e-05,0.99997
-98097,Attrited Customer,56,M,1,Graduate,Married,$80K - $120K,Blue,50,3,6,3,8688.0,0,8688.0,0.426,2361,41,0.46399999999999997,0.0,0.99556,0.00444033
-98098,Existing Customer,49,F,3,,Married,Less than $40K,Gold,30,4,3,2,15987.0,0,15987.0,0.6579999999999999,4146,69,0.5329999999999999,0.0,0.00023636,0.99976
-98099,Attrited Customer,47,F,2,Graduate,Single,Less than $40K,Gold,37,6,2,1,15109.0,897,14212.0,0.494,2315,43,0.303,0.059000000000000004,0.98751,0.012490000000000001
-98100,Existing Customer,42,M,3,Graduate,Married,$60K - $80K,Blue,36,2,2,3,4953.0,2039,2914.0,0.68,4026,53,0.828,0.41200000000000003,0.00019864,0.9998
-98101,Existing Customer,50,M,3,Uneducated,Single,$120K +,Blue,38,6,3,3,22304.0,1333,20971.0,0.46299999999999997,5002,60,0.5,0.06,0.00032275,0.9996799999999999
+98097,Attrited Customer,56,M,1,Graduate,Married,$80K - $120K,Blue,50,3,6,3,8688.0,0,8688.0,0.426,2361,41,0.464,0.0,0.99556,0.00444033
+98098,Existing Customer,49,F,3,,Married,Less than $40K,Gold,30,4,3,2,15987.0,0,15987.0,0.658,4146,69,0.533,0.0,0.00023636,0.99976
+98099,Attrited Customer,47,F,2,Graduate,Single,Less than $40K,Gold,37,6,2,1,15109.0,897,14212.0,0.494,2315,43,0.303,0.059,0.98751,0.01249
+98100,Existing Customer,42,M,3,Graduate,Married,$60K - $80K,Blue,36,2,2,3,4953.0,2039,2914.0,0.68,4026,53,0.828,0.412,0.00019864,0.9998
+98101,Existing Customer,50,M,3,Uneducated,Single,$120K +,Blue,38,6,3,3,22304.0,1333,20971.0,0.463,5002,60,0.5,0.06,0.00032275,0.99968
 98102,Existing Customer,27,F,1,College,Married,Less than $40K,Blue,20,5,3,3,1893.0,0,1893.0,0.691,5176,91,0.784,0.0,0.00027607,0.99972
-98103,Existing Customer,38,M,1,High School,Single,$40K - $60K,Blue,30,2,2,1,2232.0,1163,1069.0,0.557,4185,80,0.778,0.521,6.263300000000001e-05,0.9999399999999999
-98104,Existing Customer,52,F,1,Post-Graduate,Single,$40K - $60K,Blue,48,1,5,3,1766.0,0,1766.0,0.769,4643,76,0.617,0.0,0.00037316,0.9996299999999999
-98105,Existing Customer,59,M,0,High School,Single,Less than $40K,Blue,44,2,1,1,3790.0,1149,2641.0,0.597,4455,85,0.604,0.303,2.7706999999999997e-05,0.99997
-98106,Existing Customer,33,M,3,High School,Married,$40K - $60K,Blue,23,1,2,3,6392.0,1429,4963.0,0.682,4069,66,0.737,0.22399999999999998,0.00019311,0.9998100000000001
+98103,Existing Customer,38,M,1,High School,Single,$40K - $60K,Blue,30,2,2,1,2232.0,1163,1069.0,0.557,4185,80,0.778,0.521,6.2633e-05,0.99994
+98104,Existing Customer,52,F,1,Post-Graduate,Single,$40K - $60K,Blue,48,1,5,3,1766.0,0,1766.0,0.769,4643,76,0.617,0.0,0.00037316,0.99963
+98105,Existing Customer,59,M,0,High School,Single,Less than $40K,Blue,44,2,1,1,3790.0,1149,2641.0,0.597,4455,85,0.604,0.303,2.7707e-05,0.99997
+98106,Existing Customer,33,M,3,High School,Married,$40K - $60K,Blue,23,1,2,3,6392.0,1429,4963.0,0.682,4069,66,0.737,0.224,0.00019311,0.99981
 98107,Attrited Customer,51,F,0,High School,Married,,Blue,42,1,4,4,9989.0,568,9421.0,0.52,2053,49,0.485,0.057,0.99808,0.00191756
-98108,Attrited Customer,56,F,1,College,Married,,Blue,44,2,4,4,1438.3,0,1438.3,0.8590000000000001,2264,37,0.423,0.0,0.99825,0.00175321
-98109,Existing Customer,48,F,1,Doctorate,Married,Less than $40K,Blue,43,2,3,1,2559.0,1514,1045.0,0.57,4117,69,0.643,0.5920000000000001,0.00014734,0.99985
+98108,Attrited Customer,56,F,1,College,Married,,Blue,44,2,4,4,1438.3,0,1438.3,0.859,2264,37,0.423,0.0,0.99825,0.00175321
+98109,Existing Customer,48,F,1,Doctorate,Married,Less than $40K,Blue,43,2,3,1,2559.0,1514,1045.0,0.57,4117,69,0.643,0.592,0.00014734,0.99985
 98110,Existing Customer,53,M,3,Graduate,Single,$80K - $120K,Silver,39,1,2,3,34516.0,1198,33318.0,0.615,4826,70,0.667,0.035,0.00017949,0.99982
-98111,Existing Customer,41,F,1,Graduate,Single,Less than $40K,Blue,32,2,2,1,1438.3,0,1438.3,0.8240000000000001,4897,96,0.778,0.0,6.4428e-05,0.9999399999999999
+98111,Existing Customer,41,F,1,Graduate,Single,Less than $40K,Blue,32,2,2,1,1438.3,0,1438.3,0.824,4897,96,0.778,0.0,6.4428e-05,0.99994
 98112,Existing Customer,50,F,3,Uneducated,Married,Less than $40K,Blue,36,1,2,3,2473.0,1675,798.0,0.648,4203,73,0.872,0.677,0.00020424,0.9998
 98113,Existing Customer,34,F,4,Graduate,Single,$40K - $60K,Blue,28,2,3,1,4022.0,1680,2342.0,0.579,3776,84,0.826,0.418,0.00011377,0.99989
-98114,Existing Customer,59,F,1,Graduate,Single,$40K - $60K,Blue,36,1,2,3,3510.0,941,2569.0,0.7170000000000001,4833,77,0.75,0.268,0.00017969,0.99982
-98115,Attrited Customer,57,F,3,High School,Single,Less than $40K,Blue,36,4,3,3,2347.0,1900,447.0,0.845,2447,47,0.621,0.81,0.9967299999999999,0.00326528
+98114,Existing Customer,59,F,1,Graduate,Single,$40K - $60K,Blue,36,1,2,3,3510.0,941,2569.0,0.717,4833,77,0.75,0.268,0.00017969,0.99982
+98115,Attrited Customer,57,F,3,High School,Single,Less than $40K,Blue,36,4,3,3,2347.0,1900,447.0,0.845,2447,47,0.621,0.81,0.99673,0.00326528
 98116,Attrited Customer,56,F,3,,Single,Less than $40K,Blue,39,1,3,4,1632.0,0,1632.0,0.621,2509,47,0.424,0.0,0.9983,0.00169532
-98117,Attrited Customer,49,F,3,Uneducated,Married,Less than $40K,Blue,36,4,2,4,1522.0,0,1522.0,0.48200000000000004,2241,36,0.8,0.0,0.9971399999999999,0.00286097
+98117,Attrited Customer,49,F,3,Uneducated,Married,Less than $40K,Blue,36,4,2,4,1522.0,0,1522.0,0.482,2241,36,0.8,0.0,0.99714,0.00286097
 98118,Existing Customer,44,F,3,High School,Single,Less than $40K,Blue,25,2,1,1,2085.0,1528,557.0,0.664,3805,79,0.795,0.733,3.3505e-05,0.99997
-98119,Existing Customer,60,F,1,Doctorate,Single,,Blue,47,1,1,1,3803.0,1448,2355.0,0.565,4575,78,0.5920000000000001,0.381,4.5115e-05,0.99995
-98120,Attrited Customer,47,F,3,Graduate,,Less than $40K,Blue,38,2,2,3,3165.0,2517,648.0,0.748,2751,49,1.042,0.795,0.9949899999999999,0.0050100000000000006
-98121,Existing Customer,60,F,1,,Single,Less than $40K,Blue,46,2,3,2,4628.0,2327,2301.0,0.611,4226,92,0.736,0.503,0.00018558,0.9998100000000001
+98119,Existing Customer,60,F,1,Doctorate,Single,,Blue,47,1,1,1,3803.0,1448,2355.0,0.565,4575,78,0.592,0.381,4.5115e-05,0.99995
+98120,Attrited Customer,47,F,3,Graduate,,Less than $40K,Blue,38,2,2,3,3165.0,2517,648.0,0.748,2751,49,1.042,0.795,0.99499,0.00501
+98121,Existing Customer,60,F,1,,Single,Less than $40K,Blue,46,2,3,2,4628.0,2327,2301.0,0.611,4226,92,0.736,0.503,0.00018558,0.99981
 98122,Existing Customer,52,F,1,High School,Married,Less than $40K,Blue,36,2,2,2,2253.0,1981,272.0,0.55,4758,81,0.723,0.879,0.00010386,0.9999
-98123,Attrited Customer,49,F,3,Uneducated,Single,$40K - $60K,Blue,38,1,2,3,2655.0,2283,372.0,0.7509999999999999,2386,49,0.485,0.86,0.99513,0.00487126
+98123,Attrited Customer,49,F,3,Uneducated,Single,$40K - $60K,Blue,38,1,2,3,2655.0,2283,372.0,0.751,2386,49,0.485,0.86,0.99513,0.00487126
 98124,Existing Customer,54,M,0,High School,Single,$80K - $120K,Blue,45,1,3,2,20882.0,1525,19357.0,0.828,4765,76,0.767,0.073,0.00015005,0.99985
-98125,Existing Customer,41,M,2,College,Married,$80K - $120K,Blue,31,1,1,3,3306.0,706,2600.0,0.8140000000000001,4772,76,0.9,0.214,9.0064e-05,0.9999100000000001
-98126,Existing Customer,45,F,3,High School,Divorced,Less than $40K,Blue,37,2,1,2,2052.0,0,2052.0,0.77,4289,72,0.674,0.0,5.5558999999999994e-05,0.9999399999999999
-98127,Existing Customer,42,M,3,Graduate,Married,$80K - $120K,Blue,26,1,2,3,8480.0,1339,7141.0,0.6679999999999999,4070,76,0.49,0.158,0.00019864,0.9998
-98128,Existing Customer,53,F,2,College,,Less than $40K,Blue,37,2,3,2,2081.0,1342,739.0,1.06,4428,80,0.778,0.645,0.00017488,0.9998299999999999
-98129,Existing Customer,53,F,1,Graduate,Married,,Blue,42,2,1,3,4637.0,0,4637.0,0.7090000000000001,4583,86,0.9109999999999999,0.0,8.6952e-05,0.9999100000000001
+98125,Existing Customer,41,M,2,College,Married,$80K - $120K,Blue,31,1,1,3,3306.0,706,2600.0,0.814,4772,76,0.9,0.214,9.0064e-05,0.99991
+98126,Existing Customer,45,F,3,High School,Divorced,Less than $40K,Blue,37,2,1,2,2052.0,0,2052.0,0.77,4289,72,0.674,0.0,5.5559e-05,0.99994
+98127,Existing Customer,42,M,3,Graduate,Married,$80K - $120K,Blue,26,1,2,3,8480.0,1339,7141.0,0.668,4070,76,0.49,0.158,0.00019864,0.9998
+98128,Existing Customer,53,F,2,College,,Less than $40K,Blue,37,2,3,2,2081.0,1342,739.0,1.06,4428,80,0.778,0.645,0.00017488,0.99983
+98129,Existing Customer,53,F,1,Graduate,Married,,Blue,42,2,1,3,4637.0,0,4637.0,0.709,4583,86,0.911,0.0,8.6952e-05,0.99991
 98130,Existing Customer,53,M,3,Uneducated,Married,$60K - $80K,Blue,42,2,5,1,1438.3,0,1438.3,0.895,4722,81,0.841,0.0,0.00012927,0.99987
-98131,Existing Customer,38,F,2,College,Married,Less than $40K,Blue,33,1,3,2,3420.0,1405,2015.0,0.843,4267,75,0.596,0.41100000000000003,0.00017488,0.9998299999999999
-98132,Existing Customer,26,F,0,Graduate,Single,Less than $40K,Blue,19,2,1,2,3416.0,1109,2307.0,0.7829999999999999,4614,70,1.0,0.325,4.7263000000000005e-05,0.99995
-98133,Existing Customer,46,M,4,Graduate,Married,$80K - $120K,Blue,36,2,1,1,2171.0,1043,1128.0,0.7,4531,88,0.833,0.48,3.4833000000000003e-05,0.99997
-98134,Existing Customer,57,F,3,Graduate,,$40K - $60K,Blue,46,2,2,2,2791.0,1550,1241.0,0.672,5440,83,0.66,0.555,0.00011811,0.9998799999999999
-98135,Existing Customer,32,F,0,,Single,Less than $40K,Blue,17,1,2,1,4445.0,1080,3365.0,0.84,5373,87,0.7759999999999999,0.243,6.4745e-05,0.9999399999999999
-98136,Existing Customer,43,F,3,Graduate,Married,Less than $40K,Blue,38,2,2,2,1530.0,0,1530.0,0.642,5138,84,0.68,0.0,0.00011811,0.9998799999999999
+98131,Existing Customer,38,F,2,College,Married,Less than $40K,Blue,33,1,3,2,3420.0,1405,2015.0,0.843,4267,75,0.596,0.411,0.00017488,0.99983
+98132,Existing Customer,26,F,0,Graduate,Single,Less than $40K,Blue,19,2,1,2,3416.0,1109,2307.0,0.783,4614,70,1.0,0.325,4.7263e-05,0.99995
+98133,Existing Customer,46,M,4,Graduate,Married,$80K - $120K,Blue,36,2,1,1,2171.0,1043,1128.0,0.7,4531,88,0.833,0.48,3.4833e-05,0.99997
+98134,Existing Customer,57,F,3,Graduate,,$40K - $60K,Blue,46,2,2,2,2791.0,1550,1241.0,0.672,5440,83,0.66,0.555,0.00011811,0.99988
+98135,Existing Customer,32,F,0,,Single,Less than $40K,Blue,17,1,2,1,4445.0,1080,3365.0,0.84,5373,87,0.776,0.243,6.4745e-05,0.99994
+98136,Existing Customer,43,F,3,Graduate,Married,Less than $40K,Blue,38,2,2,2,1530.0,0,1530.0,0.642,5138,84,0.68,0.0,0.00011811,0.99988
 98137,Existing Customer,48,F,3,High School,,Less than $40K,Blue,36,2,1,1,1438.3,0,1438.3,0.885,5014,84,0.909,0.0,3.3505e-05,0.99997
-98138,Existing Customer,52,F,4,High School,Single,Less than $40K,Blue,44,1,1,3,5721.0,0,5721.0,0.57,4188,79,0.8809999999999999,0.0,9.444700000000001e-05,0.9999100000000001
+98138,Existing Customer,52,F,4,High School,Single,Less than $40K,Blue,44,1,1,3,5721.0,0,5721.0,0.57,4188,79,0.881,0.0,9.4447e-05,0.99991
 98139,Existing Customer,38,F,2,College,Married,,Blue,29,2,1,0,3809.0,1172,2637.0,0.9,4314,81,0.976,0.308,1.9752e-05,0.99998
 98140,Existing Customer,48,F,3,High School,Single,Less than $40K,Blue,40,1,3,3,3520.0,2149,1371.0,0.539,3630,78,0.696,0.611,0.00030516,0.99969
 98141,Attrited Customer,41,F,2,Doctorate,Married,$40K - $60K,Blue,33,1,3,3,1604.0,0,1604.0,0.644,2264,47,0.516,0.0,0.99772,0.00227837
 98142,Attrited Customer,54,F,1,Graduate,Married,$40K - $60K,Blue,46,6,4,3,1632.0,351,1281.0,0.721,2532,43,0.483,0.215,0.9971,0.00290471
 98143,Existing Customer,46,M,5,College,Married,$40K - $60K,Blue,41,1,3,2,3914.0,1683,2231.0,0.636,4242,64,0.73,0.43,0.00018054,0.99982
-98144,Existing Customer,36,F,3,Graduate,Married,Less than $40K,Blue,27,1,2,3,2328.0,1953,375.0,0.599,4373,89,0.935,0.8390000000000001,0.00019864,0.9998
+98144,Existing Customer,36,F,3,Graduate,Married,Less than $40K,Blue,27,1,2,3,2328.0,1953,375.0,0.599,4373,89,0.935,0.839,0.00019864,0.9998
 98145,Existing Customer,41,M,4,,Married,$120K +,Blue,34,1,3,3,34516.0,2517,31999.0,0.434,2051,41,1.05,0.073,0.00034872,0.99965
-98146,Existing Customer,45,F,5,,Single,Less than $40K,Blue,36,2,2,3,3883.0,847,3036.0,0.951,4667,90,0.8,0.218,0.00021724,0.9997799999999999
-98147,Attrited Customer,46,F,4,,Married,$40K - $60K,Blue,39,5,3,3,1438.3,819,619.3,0.7859999999999999,2488,44,0.6920000000000001,0.569,0.9971399999999999,0.00285845
-98148,Existing Customer,51,F,3,High School,Single,Less than $40K,Blue,41,1,4,3,3229.0,2517,712.0,0.622,4526,95,0.638,0.779,0.00036878,0.9996299999999999
-98149,Existing Customer,44,F,2,Graduate,,Less than $40K,Blue,32,2,1,3,3080.0,1776,1304.0,0.973,5097,77,0.833,0.5770000000000001,9.2637e-05,0.9999100000000001
-98150,Existing Customer,38,F,2,College,Single,Less than $40K,Blue,33,2,1,2,2569.0,1288,1281.0,1.0090000000000001,4126,56,0.9309999999999999,0.501,5.3547e-05,0.99995
-98151,Existing Customer,50,F,1,High School,Single,Less than $40K,Blue,36,1,1,3,4517.0,2238,2279.0,0.625,4686,81,0.7609999999999999,0.495,8.453e-05,0.99992
-98152,Attrited Customer,46,F,4,Doctorate,Single,Less than $40K,Blue,36,2,2,3,2292.0,0,2292.0,0.568,2595,31,0.409,0.0,0.9965700000000001,0.00342939
-98153,Existing Customer,52,F,3,Uneducated,Single,Less than $40K,Blue,42,2,3,3,2510.0,1928,582.0,1.043,4943,70,0.489,0.768,0.00032275,0.9996799999999999
+98146,Existing Customer,45,F,5,,Single,Less than $40K,Blue,36,2,2,3,3883.0,847,3036.0,0.951,4667,90,0.8,0.218,0.00021724,0.99978
+98147,Attrited Customer,46,F,4,,Married,$40K - $60K,Blue,39,5,3,3,1438.3,819,619.3,0.786,2488,44,0.692,0.569,0.99714,0.00285845
+98148,Existing Customer,51,F,3,High School,Single,Less than $40K,Blue,41,1,4,3,3229.0,2517,712.0,0.622,4526,95,0.638,0.779,0.00036878,0.99963
+98149,Existing Customer,44,F,2,Graduate,,Less than $40K,Blue,32,2,1,3,3080.0,1776,1304.0,0.973,5097,77,0.833,0.577,9.2637e-05,0.99991
+98150,Existing Customer,38,F,2,College,Single,Less than $40K,Blue,33,2,1,2,2569.0,1288,1281.0,1.009,4126,56,0.931,0.501,5.3547e-05,0.99995
+98151,Existing Customer,50,F,1,High School,Single,Less than $40K,Blue,36,1,1,3,4517.0,2238,2279.0,0.625,4686,81,0.761,0.495,8.453e-05,0.99992
+98152,Attrited Customer,46,F,4,Doctorate,Single,Less than $40K,Blue,36,2,2,3,2292.0,0,2292.0,0.568,2595,31,0.409,0.0,0.99657,0.00342939
+98153,Existing Customer,52,F,3,Uneducated,Single,Less than $40K,Blue,42,2,3,3,2510.0,1928,582.0,1.043,4943,70,0.489,0.768,0.00032275,0.99968
 98154,Attrited Customer,40,M,3,High School,,Less than $40K,Blue,33,1,3,4,2420.0,191,2229.0,0.818,2478,43,0.433,0.079,0.99808,0.00191647
-98155,Attrited Customer,38,F,2,High School,Single,Less than $40K,Blue,16,2,1,2,2703.0,0,2703.0,0.882,2752,43,0.433,0.0,0.98167,0.018330000000000003
-98156,Existing Customer,44,F,3,Doctorate,Married,Less than $40K,Blue,36,2,3,1,3047.0,2139,908.0,0.8420000000000001,4961,85,0.635,0.7020000000000001,0.00016289,0.99984
-98157,Attrited Customer,54,M,1,,Single,$80K - $120K,Blue,47,5,6,5,7570.0,965,6605.0,0.7090000000000001,2599,61,0.848,0.127,0.9986299999999999,0.00137244
+98155,Attrited Customer,38,F,2,High School,Single,Less than $40K,Blue,16,2,1,2,2703.0,0,2703.0,0.882,2752,43,0.433,0.0,0.98167,0.01833
+98156,Existing Customer,44,F,3,Doctorate,Married,Less than $40K,Blue,36,2,3,1,3047.0,2139,908.0,0.842,4961,85,0.635,0.702,0.00016289,0.99984
+98157,Attrited Customer,54,M,1,,Single,$80K - $120K,Blue,47,5,6,5,7570.0,965,6605.0,0.709,2599,61,0.848,0.127,0.99863,0.00137244
 98158,Existing Customer,34,F,3,,Married,Less than $40K,Blue,27,1,2,1,5795.0,924,4871.0,0.86,5674,78,0.857,0.159,7.8291e-05,0.99992
-98159,Existing Customer,46,F,2,College,Married,$40K - $60K,Blue,34,2,1,3,1441.0,642,799.0,0.563,4894,84,0.826,0.446,9.0064e-05,0.9999100000000001
-98160,Existing Customer,50,F,3,Graduate,Married,Less than $40K,Blue,36,2,3,2,2999.0,1817,1182.0,0.6779999999999999,5119,83,0.7659999999999999,0.606,0.00018665,0.9998100000000001
-98161,Existing Customer,38,M,2,High School,Single,$60K - $80K,Blue,32,1,1,2,1438.3,1309,129.3,0.8420000000000001,5066,76,0.9,0.91,5.3541999999999997e-05,0.99995
-98162,Existing Customer,44,F,2,High School,Married,$40K - $60K,Blue,28,2,3,3,1438.3,0,1438.3,0.9259999999999999,4445,78,0.773,0.0,0.00029408,0.99971
+98159,Existing Customer,46,F,2,College,Married,$40K - $60K,Blue,34,2,1,3,1441.0,642,799.0,0.563,4894,84,0.826,0.446,9.0064e-05,0.99991
+98160,Existing Customer,50,F,3,Graduate,Married,Less than $40K,Blue,36,2,3,2,2999.0,1817,1182.0,0.678,5119,83,0.766,0.606,0.00018665,0.99981
+98161,Existing Customer,38,M,2,High School,Single,$60K - $80K,Blue,32,1,1,2,1438.3,1309,129.3,0.842,5066,76,0.9,0.91,5.3542e-05,0.99995
+98162,Existing Customer,44,F,2,High School,Married,$40K - $60K,Blue,28,2,3,3,1438.3,0,1438.3,0.926,4445,78,0.773,0.0,0.00029408,0.99971
 98163,Attrited Customer,51,F,3,College,Married,$40K - $60K,Blue,36,2,3,3,4762.0,0,4762.0,0.526,2811,52,0.3,0.0,0.99674,0.00326498
 98164,Existing Customer,40,M,3,College,,$40K - $60K,Blue,30,2,2,2,4802.0,1701,3101.0,0.532,4821,66,0.65,0.354,0.00011483,0.99989
-98165,Existing Customer,51,F,4,,Married,Less than $40K,Blue,39,2,3,1,2268.0,651,1617.0,0.7170000000000001,5016,88,0.66,0.287,0.00012505,0.99987
-98166,Existing Customer,51,F,1,,Married,$40K - $60K,Blue,36,2,1,1,1438.3,468,970.3,0.747,4425,81,1.077,0.325,3.4268000000000005e-05,0.99997
-98167,Existing Customer,56,F,2,Graduate,Married,,Blue,44,2,1,2,8204.0,1375,6829.0,0.915,4727,76,0.9490000000000001,0.168,5.5077e-05,0.9999399999999999
+98165,Existing Customer,51,F,4,,Married,Less than $40K,Blue,39,2,3,1,2268.0,651,1617.0,0.717,5016,88,0.66,0.287,0.00012505,0.99987
+98166,Existing Customer,51,F,1,,Married,$40K - $60K,Blue,36,2,1,1,1438.3,468,970.3,0.747,4425,81,1.077,0.325,3.4268e-05,0.99997
+98167,Existing Customer,56,F,2,Graduate,Married,,Blue,44,2,1,2,8204.0,1375,6829.0,0.915,4727,76,0.949,0.168,5.5077e-05,0.99994
 98168,Existing Customer,39,F,4,,Married,,Blue,21,2,3,2,1827.0,0,1827.0,0.563,4207,86,0.792,0.0,0.00020735,0.99979
-98169,Existing Customer,47,F,3,Doctorate,,,Blue,38,1,3,2,4072.0,1594,2478.0,0.6779999999999999,4317,83,0.8859999999999999,0.391,0.00027008,0.9997299999999999
-98170,Existing Customer,31,F,1,High School,Divorced,Less than $40K,Blue,25,2,1,3,1984.0,0,1984.0,1.05,4794,73,0.9209999999999999,0.0,8.453e-05,0.99992
+98169,Existing Customer,47,F,3,Doctorate,,,Blue,38,1,3,2,4072.0,1594,2478.0,0.678,4317,83,0.886,0.391,0.00027008,0.99973
+98170,Existing Customer,31,F,1,High School,Divorced,Less than $40K,Blue,25,2,1,3,1984.0,0,1984.0,1.05,4794,73,0.921,0.0,8.453e-05,0.99992
 98171,Existing Customer,48,M,2,Doctorate,Single,$60K - $80K,Blue,43,2,1,1,8086.0,0,8086.0,0.792,4775,78,0.66,0.0,4.8064e-05,0.99995
 98172,Existing Customer,51,F,2,,Single,Less than $40K,Blue,36,2,2,2,1588.0,1506,82.0,0.615,4660,68,0.619,0.948,0.00012511,0.99987
-98173,Existing Customer,47,M,2,High School,Single,$40K - $60K,Blue,27,2,3,2,1536.0,0,1536.0,0.9129999999999999,4643,89,0.745,0.0,0.00017486,0.9998299999999999
-98174,Existing Customer,35,F,1,High School,,,Blue,36,2,3,2,4460.0,0,4460.0,0.9159999999999999,5473,79,0.7559999999999999,0.0,0.00016413,0.99984
-98175,Existing Customer,46,F,5,High School,Single,,Blue,38,2,2,3,11287.0,1513,9774.0,0.672,5157,72,0.946,0.134,0.00019213,0.9998100000000001
-98176,Attrited Customer,48,M,3,College,Married,$80K - $120K,Blue,41,2,3,3,3430.0,2517,913.0,0.8690000000000001,2639,46,0.643,0.7340000000000001,0.99674,0.00326498
+98173,Existing Customer,47,M,2,High School,Single,$40K - $60K,Blue,27,2,3,2,1536.0,0,1536.0,0.913,4643,89,0.745,0.0,0.00017486,0.99983
+98174,Existing Customer,35,F,1,High School,,,Blue,36,2,3,2,4460.0,0,4460.0,0.916,5473,79,0.756,0.0,0.00016413,0.99984
+98175,Existing Customer,46,F,5,High School,Single,,Blue,38,2,2,3,11287.0,1513,9774.0,0.672,5157,72,0.946,0.134,0.00019213,0.99981
+98176,Attrited Customer,48,M,3,College,Married,$80K - $120K,Blue,41,2,3,3,3430.0,2517,913.0,0.869,2639,46,0.643,0.734,0.99674,0.00326498
 98177,Existing Customer,51,F,3,High School,Single,Less than $40K,Blue,38,1,3,2,1759.0,1345,414.0,0.61,4351,81,0.688,0.765,0.00018145,0.99982
-98178,Attrited Customer,41,M,3,Doctorate,Single,$120K +,Blue,28,4,2,3,6314.0,0,6314.0,0.903,2718,44,0.63,0.0,0.9965299999999999,0.00346592
-98179,Existing Customer,57,F,3,Uneducated,Single,,Blue,48,1,1,2,7176.0,1493,5683.0,0.665,5063,83,0.93,0.20800000000000002,5.8763e-05,0.9999399999999999
-98180,Attrited Customer,58,F,2,,Divorced,$40K - $60K,Blue,47,1,4,3,2295.0,0,2295.0,0.376,2140,40,0.429,0.0,0.9975200000000001,0.00248146
+98178,Attrited Customer,41,M,3,Doctorate,Single,$120K +,Blue,28,4,2,3,6314.0,0,6314.0,0.903,2718,44,0.63,0.0,0.99653,0.00346592
+98179,Existing Customer,57,F,3,Uneducated,Single,,Blue,48,1,1,2,7176.0,1493,5683.0,0.665,5063,83,0.93,0.208,5.8763e-05,0.99994
+98180,Attrited Customer,58,F,2,,Divorced,$40K - $60K,Blue,47,1,4,3,2295.0,0,2295.0,0.376,2140,40,0.429,0.0,0.99752,0.00248146
 98181,Attrited Customer,43,M,5,Graduate,Married,$60K - $80K,Blue,38,2,3,5,1438.3,0,1438.3,0.713,2389,49,0.361,0.0,0.99892,0.00108299
-98182,Existing Customer,48,F,4,Uneducated,Married,Less than $40K,Blue,29,1,3,2,1843.0,1802,41.0,0.762,5199,73,0.738,0.978,0.00019396,0.9998100000000001
-98183,Existing Customer,49,M,3,College,Divorced,$40K - $60K,Blue,31,2,3,1,2181.0,1218,963.0,0.758,4997,89,0.7120000000000001,0.5579999999999999,0.00010944,0.99989
-98184,Attrited Customer,47,M,2,High School,Single,$80K - $120K,Blue,36,4,3,5,4754.0,0,4754.0,0.618,2607,41,0.36700000000000005,0.0,0.99885,0.00115006
-98185,Existing Customer,43,M,0,High School,Single,$80K - $120K,Blue,36,2,2,2,11247.0,0,11247.0,0.63,4894,85,0.977,0.0,9.4951e-05,0.9999100000000001
+98182,Existing Customer,48,F,4,Uneducated,Married,Less than $40K,Blue,29,1,3,2,1843.0,1802,41.0,0.762,5199,73,0.738,0.978,0.00019396,0.99981
+98183,Existing Customer,49,M,3,College,Divorced,$40K - $60K,Blue,31,2,3,1,2181.0,1218,963.0,0.758,4997,89,0.712,0.558,0.00010944,0.99989
+98184,Attrited Customer,47,M,2,High School,Single,$80K - $120K,Blue,36,4,3,5,4754.0,0,4754.0,0.618,2607,41,0.367,0.0,0.99885,0.00115006
+98185,Existing Customer,43,M,0,High School,Single,$80K - $120K,Blue,36,2,2,2,11247.0,0,11247.0,0.63,4894,85,0.977,0.0,9.4951e-05,0.99991
 98186,Existing Customer,55,M,2,Graduate,Single,$120K +,Blue,47,2,3,1,16258.0,865,15393.0,0.623,3761,58,0.657,0.053,0.00010848,0.99989
 98187,Existing Customer,49,M,3,Graduate,Married,$120K +,Blue,37,1,1,1,34516.0,1316,33200.0,0.569,3863,69,0.643,0.038,3.4465e-05,0.99997
-98188,Existing Customer,43,M,1,High School,Married,$60K - $80K,Blue,36,1,2,3,4255.0,1729,2526.0,0.55,3607,75,0.47100000000000003,0.406,0.00017468,0.9998299999999999
-98189,Existing Customer,48,F,4,College,Single,Less than $40K,Blue,42,2,3,2,1438.3,0,1438.3,0.7070000000000001,5045,82,0.745,0.0,0.0001834,0.99982
+98188,Existing Customer,43,M,1,High School,Married,$60K - $80K,Blue,36,1,2,3,4255.0,1729,2526.0,0.55,3607,75,0.471,0.406,0.00017468,0.99983
+98189,Existing Customer,48,F,4,College,Single,Less than $40K,Blue,42,2,3,2,1438.3,0,1438.3,0.707,5045,82,0.745,0.0,0.0001834,0.99982
 98190,Existing Customer,57,F,3,High School,Single,Less than $40K,Blue,53,1,3,2,3029.0,2214,815.0,0.7,4750,89,0.978,0.731,0.00018145,0.99982
-98191,Existing Customer,56,F,4,Graduate,Single,,Blue,45,2,2,3,9091.0,1306,7785.0,0.743,4378,86,0.654,0.14400000000000002,0.00020077,0.9998
-98192,Existing Customer,50,M,2,Uneducated,Single,$60K - $80K,Blue,44,1,2,1,3318.0,2349,969.0,0.883,4905,80,0.7390000000000001,0.708,7.057600000000001e-05,0.9999299999999999
+98191,Existing Customer,56,F,4,Graduate,Single,,Blue,45,2,2,3,9091.0,1306,7785.0,0.743,4378,86,0.654,0.144,0.00020077,0.9998
+98192,Existing Customer,50,M,2,Uneducated,Single,$60K - $80K,Blue,44,1,2,1,3318.0,2349,969.0,0.883,4905,80,0.739,0.708,7.0576e-05,0.99993
 98193,Attrited Customer,44,F,2,Graduate,Single,Less than $40K,Blue,39,6,3,3,1791.0,0,1791.0,0.735,2771,36,0.5,0.0,0.99671,0.00329379
-98194,Existing Customer,43,F,3,Graduate,Single,Less than $40K,Blue,35,1,3,2,1620.0,771,849.0,0.675,4387,91,0.655,0.47600000000000003,0.00018665,0.9998100000000001
-98195,Existing Customer,58,F,1,College,Single,Less than $40K,Blue,46,1,5,1,1552.0,0,1552.0,0.762,4731,71,0.6509999999999999,0.0,0.00011057,0.99989
-98196,Existing Customer,53,F,1,High School,Married,Less than $40K,Blue,41,1,2,3,3472.0,2517,955.0,0.75,4520,84,0.68,0.725,0.00017468,0.9998299999999999
+98194,Existing Customer,43,F,3,Graduate,Single,Less than $40K,Blue,35,1,3,2,1620.0,771,849.0,0.675,4387,91,0.655,0.476,0.00018665,0.99981
+98195,Existing Customer,58,F,1,College,Single,Less than $40K,Blue,46,1,5,1,1552.0,0,1552.0,0.762,4731,71,0.651,0.0,0.00011057,0.99989
+98196,Existing Customer,53,F,1,High School,Married,Less than $40K,Blue,41,1,2,3,3472.0,2517,955.0,0.75,4520,84,0.68,0.725,0.00017468,0.99983
 98197,Existing Customer,48,F,4,Graduate,Married,Less than $40K,Silver,36,2,2,3,10973.0,1466,9507.0,0.802,4892,94,0.593,0.134,0.00018141,0.99982
-98198,Existing Customer,50,M,2,,,$120K +,Blue,32,2,3,1,25645.0,1083,24562.0,0.757,4302,63,0.5,0.042,0.00011924,0.9998799999999999
+98198,Existing Customer,50,M,2,,,$120K +,Blue,32,2,3,1,25645.0,1083,24562.0,0.757,4302,63,0.5,0.042,0.00011924,0.99988
 98199,Attrited Customer,59,F,1,Graduate,Single,Less than $40K,Blue,51,1,4,4,4257.0,2517,1740.0,0.703,2828,50,1.083,0.591,0.9983,0.0017046
 98200,Existing Customer,42,F,1,Graduate,Married,Less than $40K,Blue,29,2,3,3,3422.0,0,3422.0,0.506,4486,74,0.682,0.0,0.00028395,0.99972
-98201,Existing Customer,45,F,1,Graduate,Single,Less than $40K,Blue,35,1,1,3,4977.0,1411,3566.0,0.652,4182,85,0.848,0.284,8.6952e-05,0.9999100000000001
-98202,Existing Customer,33,F,3,,Married,$40K - $60K,Blue,22,2,3,2,1438.3,0,1438.3,0.7609999999999999,4528,86,0.6859999999999999,0.0,0.00020516,0.99979
-98203,Existing Customer,39,F,0,Graduate,Divorced,Less than $40K,Blue,32,2,2,1,1438.3,801,637.3,1.155,4386,64,0.778,0.557,5.8902e-05,0.9999399999999999
-98204,Existing Customer,40,F,1,,Married,,Blue,26,2,3,1,3369.0,756,2613.0,0.446,4501,96,0.7140000000000001,0.22399999999999998,0.00011192,0.99989
-98205,Existing Customer,47,F,3,,Single,,Blue,40,1,3,0,7114.0,1637,5477.0,0.6990000000000001,4758,81,0.5,0.23,7.5683e-05,0.99992
-98206,Existing Customer,38,M,1,,Single,$80K - $120K,Blue,29,2,2,3,10972.0,0,10972.0,0.6970000000000001,4401,73,0.698,0.0,0.00019751,0.9998
-98207,Existing Customer,45,F,3,Doctorate,Married,$40K - $60K,Blue,32,2,1,1,1438.3,0,1438.3,0.7120000000000001,4462,77,0.638,0.0,4.9875e-05,0.99995
+98201,Existing Customer,45,F,1,Graduate,Single,Less than $40K,Blue,35,1,1,3,4977.0,1411,3566.0,0.652,4182,85,0.848,0.284,8.6952e-05,0.99991
+98202,Existing Customer,33,F,3,,Married,$40K - $60K,Blue,22,2,3,2,1438.3,0,1438.3,0.761,4528,86,0.686,0.0,0.00020516,0.99979
+98203,Existing Customer,39,F,0,Graduate,Divorced,Less than $40K,Blue,32,2,2,1,1438.3,801,637.3,1.155,4386,64,0.778,0.557,5.8902e-05,0.99994
+98204,Existing Customer,40,F,1,,Married,,Blue,26,2,3,1,3369.0,756,2613.0,0.446,4501,96,0.714,0.224,0.00011192,0.99989
+98205,Existing Customer,47,F,3,,Single,,Blue,40,1,3,0,7114.0,1637,5477.0,0.699,4758,81,0.5,0.23,7.5683e-05,0.99992
+98206,Existing Customer,38,M,1,,Single,$80K - $120K,Blue,29,2,2,3,10972.0,0,10972.0,0.697,4401,73,0.698,0.0,0.00019751,0.9998
+98207,Existing Customer,45,F,3,Doctorate,Married,$40K - $60K,Blue,32,2,1,1,1438.3,0,1438.3,0.712,4462,77,0.638,0.0,4.9875e-05,0.99995
 98208,Existing Customer,48,F,5,Uneducated,Single,$40K - $60K,Blue,38,1,2,3,2446.0,1461,985.0,0.86,4610,78,0.773,0.597,0.00020321,0.9998
-98209,Attrited Customer,45,M,5,College,Married,$60K - $80K,Blue,39,2,3,3,3439.0,0,3439.0,0.825,2661,35,0.29600000000000004,0.0,0.99672,0.00328158
-98210,Existing Customer,56,F,3,Post-Graduate,Single,$40K - $60K,Blue,36,2,1,1,3005.0,1660,1345.0,0.88,4586,72,0.7559999999999999,0.552,4.0554e-05,0.9999600000000001
-98211,Existing Customer,50,F,5,Graduate,Married,Less than $40K,Blue,30,1,3,2,2033.0,841,1192.0,0.7170000000000001,4360,95,0.696,0.414,0.0001857,0.9998100000000001
-98212,Existing Customer,53,F,4,Graduate,,Less than $40K,Blue,39,2,3,2,2415.0,1643,772.0,0.9640000000000001,5063,78,0.733,0.68,0.00018864,0.9998100000000001
+98209,Attrited Customer,45,M,5,College,Married,$60K - $80K,Blue,39,2,3,3,3439.0,0,3439.0,0.825,2661,35,0.296,0.0,0.99672,0.00328158
+98210,Existing Customer,56,F,3,Post-Graduate,Single,$40K - $60K,Blue,36,2,1,1,3005.0,1660,1345.0,0.88,4586,72,0.756,0.552,4.0554e-05,0.99996
+98211,Existing Customer,50,F,5,Graduate,Married,Less than $40K,Blue,30,1,3,2,2033.0,841,1192.0,0.717,4360,95,0.696,0.414,0.0001857,0.99981
+98212,Existing Customer,53,F,4,Graduate,,Less than $40K,Blue,39,2,3,2,2415.0,1643,772.0,0.964,5063,78,0.733,0.68,0.00018864,0.99981
 98213,Attrited Customer,40,M,4,,Divorced,$60K - $80K,Blue,27,2,2,3,5051.0,0,5051.0,0.588,2137,45,0.552,0.0,0.99549,0.00451007
-98214,Existing Customer,49,M,4,High School,Married,,Blue,32,2,1,3,3519.0,1336,2183.0,0.506,3552,68,0.619,0.38,9.444700000000001e-05,0.9999100000000001
+98214,Existing Customer,49,M,4,High School,Married,,Blue,32,2,1,3,3519.0,1336,2183.0,0.506,3552,68,0.619,0.38,9.4447e-05,0.99991
 98215,Existing Customer,26,M,0,,,Less than $40K,Silver,13,2,1,1,10254.0,0,10254.0,0.51,4258,68,0.838,0.0,2.8307e-05,0.99997
-98216,Existing Customer,48,F,3,,Single,Less than $40K,Blue,36,2,1,3,1853.0,1314,539.0,0.925,5331,79,0.612,0.7090000000000001,0.00010566,0.99989
+98216,Existing Customer,48,F,3,,Single,Less than $40K,Blue,36,2,1,3,1853.0,1314,539.0,0.925,5331,79,0.612,0.709,0.00010566,0.99989
 98217,Existing Customer,51,M,1,High School,Single,$60K - $80K,Silver,43,2,3,2,28673.0,0,28673.0,0.537,3722,69,0.725,0.0,0.0001483,0.99985
 98218,Attrited Customer,44,F,1,High School,Single,Less than $40K,Blue,36,2,3,3,1895.0,0,1895.0,0.736,2472,40,0.429,0.0,0.99639,0.00360858
-98219,Existing Customer,56,F,2,High School,Married,Less than $40K,Blue,43,1,2,2,2041.0,1158,883.0,0.563,3588,63,0.43200000000000005,0.5670000000000001,0.00011065,0.99989
-98220,Existing Customer,46,F,2,Graduate,Single,Less than $40K,Blue,34,2,2,1,1438.3,0,1438.3,0.74,5013,81,1.025,0.0,6.864e-05,0.9999299999999999
+98219,Existing Customer,56,F,2,High School,Married,Less than $40K,Blue,43,1,2,2,2041.0,1158,883.0,0.563,3588,63,0.432,0.567,0.00011065,0.99989
+98220,Existing Customer,46,F,2,Graduate,Single,Less than $40K,Blue,34,2,2,1,1438.3,0,1438.3,0.74,5013,81,1.025,0.0,6.864e-05,0.99993
 98221,Existing Customer,54,F,1,High School,Single,Less than $40K,Blue,36,1,3,2,1572.0,985,587.0,0.745,4148,54,0.862,0.627,0.00016413,0.99984
-98222,Existing Customer,48,F,4,High School,Married,,Blue,38,2,3,1,3187.0,1937,1250.0,0.77,5111,90,0.667,0.608,0.00011059999999999999,0.99989
+98222,Existing Customer,48,F,4,High School,Married,,Blue,38,2,3,1,3187.0,1937,1250.0,0.77,5111,90,0.667,0.608,0.0001106,0.99989
 98223,Existing Customer,59,F,1,High School,Single,,Blue,52,2,1,1,7427.0,2421,5006.0,0.701,4636,91,0.82,0.326,3.0307e-05,0.99997
-98224,Existing Customer,50,F,4,High School,Single,Less than $40K,Blue,42,2,1,2,1460.0,0,1460.0,0.682,4265,63,0.615,0.0,5.6153e-05,0.9999399999999999
-98225,Existing Customer,52,M,3,Graduate,Single,$80K - $120K,Blue,47,1,3,3,25410.0,0,25410.0,0.5589999999999999,5472,70,0.591,0.0,0.0003139,0.99969
+98224,Existing Customer,50,F,4,High School,Single,Less than $40K,Blue,42,2,1,2,1460.0,0,1460.0,0.682,4265,63,0.615,0.0,5.6153e-05,0.99994
+98225,Existing Customer,52,M,3,Graduate,Single,$80K - $120K,Blue,47,1,3,3,25410.0,0,25410.0,0.559,5472,70,0.591,0.0,0.0003139,0.99969
 98226,Existing Customer,56,F,0,College,Married,Less than $40K,Blue,38,1,1,2,2143.0,1194,949.0,0.49,4684,82,0.907,0.557,4.595e-05,0.99995
-98227,Existing Customer,42,M,3,Uneducated,Single,$40K - $60K,Blue,35,2,3,3,8566.0,1484,7082.0,0.807,4195,89,0.8540000000000001,0.17300000000000001,0.00032275,0.9996799999999999
-98228,Existing Customer,43,M,3,Uneducated,Single,$60K - $80K,Blue,30,1,2,0,1438.3,0,1438.3,0.7509999999999999,5200,89,0.679,0.0,4.4796e-05,0.9999600000000001
+98227,Existing Customer,42,M,3,Uneducated,Single,$40K - $60K,Blue,35,2,3,3,8566.0,1484,7082.0,0.807,4195,89,0.854,0.173,0.00032275,0.99968
+98228,Existing Customer,43,M,3,Uneducated,Single,$60K - $80K,Blue,30,1,2,0,1438.3,0,1438.3,0.751,5200,89,0.679,0.0,4.4796e-05,0.99996
 98229,Existing Customer,59,F,0,College,Single,Less than $40K,Blue,40,1,3,3,3297.0,0,3297.0,0.861,4783,91,0.685,0.0,0.00025239,0.99975
-98230,Existing Customer,39,F,2,High School,Married,Less than $40K,Blue,36,1,3,1,2816.0,2517,299.0,0.742,4817,87,0.7759999999999999,0.894,0.00010545,0.99989
-98231,Attrited Customer,53,F,4,Graduate,Married,,Blue,49,5,5,4,10533.0,330,10203.0,0.823,2585,48,0.7140000000000001,0.031,0.99835,0.00165082
-98232,Attrited Customer,53,F,1,Graduate,Single,Less than $40K,Blue,48,6,6,3,2370.0,1166,1204.0,0.562,2164,45,0.607,0.49200000000000005,0.99556,0.00444033
-98233,Attrited Customer,35,F,3,Graduate,Single,Less than $40K,Blue,31,1,3,4,1678.0,0,1678.0,0.6759999999999999,2475,61,0.6940000000000001,0.0,0.9981399999999999,0.00186317
-98234,Attrited Customer,36,F,1,Graduate,Married,Less than $40K,Blue,29,4,2,3,1493.0,0,1493.0,0.721,2516,63,0.575,0.0,0.9944700000000001,0.005529999999999999
-98235,Existing Customer,51,F,4,,Married,Less than $40K,Blue,32,2,2,3,2350.0,1272,1078.0,0.873,4647,86,0.9109999999999999,0.541,0.00022068,0.9997799999999999
+98230,Existing Customer,39,F,2,High School,Married,Less than $40K,Blue,36,1,3,1,2816.0,2517,299.0,0.742,4817,87,0.776,0.894,0.00010545,0.99989
+98231,Attrited Customer,53,F,4,Graduate,Married,,Blue,49,5,5,4,10533.0,330,10203.0,0.823,2585,48,0.714,0.031,0.99835,0.00165082
+98232,Attrited Customer,53,F,1,Graduate,Single,Less than $40K,Blue,48,6,6,3,2370.0,1166,1204.0,0.562,2164,45,0.607,0.492,0.99556,0.00444033
+98233,Attrited Customer,35,F,3,Graduate,Single,Less than $40K,Blue,31,1,3,4,1678.0,0,1678.0,0.676,2475,61,0.694,0.0,0.99814,0.00186317
+98234,Attrited Customer,36,F,1,Graduate,Married,Less than $40K,Blue,29,4,2,3,1493.0,0,1493.0,0.721,2516,63,0.575,0.0,0.99447,0.00553
+98235,Existing Customer,51,F,4,,Married,Less than $40K,Blue,32,2,2,3,2350.0,1272,1078.0,0.873,4647,86,0.911,0.541,0.00022068,0.99978
 98236,Attrited Customer,50,F,4,High School,Married,Less than $40K,Blue,36,5,3,5,2690.0,1614,1076.0,0.513,2272,57,0.541,0.6,0.9989,0.00109664
-98237,Existing Customer,42,F,3,College,Married,,Blue,27,1,1,1,7226.0,1889,5337.0,0.6609999999999999,4653,71,0.614,0.261,3.3508000000000005e-05,0.99997
-98238,Existing Customer,54,F,3,High School,Married,Less than $40K,Blue,36,1,1,1,3173.0,1822,1351.0,0.8009999999999999,4883,71,0.614,0.574,3.3505e-05,0.99997
-98239,Existing Customer,43,F,2,Graduate,Married,Less than $40K,Blue,32,2,3,1,2890.0,1392,1498.0,0.736,4233,77,0.7909999999999999,0.48200000000000004,0.00010848,0.99989
+98237,Existing Customer,42,F,3,College,Married,,Blue,27,1,1,1,7226.0,1889,5337.0,0.661,4653,71,0.614,0.261,3.3508e-05,0.99997
+98238,Existing Customer,54,F,3,High School,Married,Less than $40K,Blue,36,1,1,1,3173.0,1822,1351.0,0.801,4883,71,0.614,0.574,3.3505e-05,0.99997
+98239,Existing Customer,43,F,2,Graduate,Married,Less than $40K,Blue,32,2,3,1,2890.0,1392,1498.0,0.736,4233,77,0.791,0.482,0.00010848,0.99989
 98240,Attrited Customer,46,F,3,High School,,Less than $40K,Blue,41,2,3,4,3313.0,0,3313.0,0.561,2135,44,0.419,0.0,0.99808,0.00191647
-98241,Existing Customer,40,F,4,Graduate,Single,$40K - $60K,Blue,27,2,2,2,2625.0,1594,1031.0,0.544,2480,47,0.5670000000000001,0.607,0.00011937,0.9998799999999999
-98242,Existing Customer,44,F,2,,Married,$40K - $60K,Blue,36,1,1,1,1834.0,0,1834.0,0.618,5402,87,0.611,0.0,3.6508000000000004e-05,0.9999600000000001
-98243,Existing Customer,43,F,2,Graduate,Single,Less than $40K,Blue,36,1,2,2,3226.0,2145,1081.0,0.644,5066,75,0.7859999999999999,0.665,0.00011382,0.99989
-98244,Existing Customer,56,M,4,,Married,$60K - $80K,Blue,47,1,1,3,3426.0,1841,1585.0,0.7340000000000001,4268,81,0.8,0.537,0.00010679,0.99989
-98245,Existing Customer,49,F,3,Graduate,Married,Less than $40K,Blue,43,2,3,2,2174.0,785,1389.0,0.657,3890,78,0.66,0.361,0.00018665,0.9998100000000001
-98246,Existing Customer,60,F,1,,Single,$40K - $60K,Blue,36,2,3,1,3959.0,0,3959.0,0.8059999999999999,4935,92,0.804,0.0,0.00011192,0.99989
+98241,Existing Customer,40,F,4,Graduate,Single,$40K - $60K,Blue,27,2,2,2,2625.0,1594,1031.0,0.544,2480,47,0.567,0.607,0.00011937,0.99988
+98242,Existing Customer,44,F,2,,Married,$40K - $60K,Blue,36,1,1,1,1834.0,0,1834.0,0.618,5402,87,0.611,0.0,3.6508e-05,0.99996
+98243,Existing Customer,43,F,2,Graduate,Single,Less than $40K,Blue,36,1,2,2,3226.0,2145,1081.0,0.644,5066,75,0.786,0.665,0.00011382,0.99989
+98244,Existing Customer,56,M,4,,Married,$60K - $80K,Blue,47,1,1,3,3426.0,1841,1585.0,0.734,4268,81,0.8,0.537,0.00010679,0.99989
+98245,Existing Customer,49,F,3,Graduate,Married,Less than $40K,Blue,43,2,3,2,2174.0,785,1389.0,0.657,3890,78,0.66,0.361,0.00018665,0.99981
+98246,Existing Customer,60,F,1,,Single,$40K - $60K,Blue,36,2,3,1,3959.0,0,3959.0,0.806,4935,92,0.804,0.0,0.00011192,0.99989
 98247,Existing Customer,49,F,1,High School,Married,Less than $40K,Blue,42,1,3,1,2215.0,1347,868.0,0.655,4656,72,0.636,0.608,9.8983e-05,0.9999
-98248,Existing Customer,47,F,3,Uneducated,,Less than $40K,Blue,29,2,2,3,2814.0,1595,1219.0,0.6579999999999999,4766,87,0.5820000000000001,0.5670000000000001,0.00020424,0.9998
-98249,Existing Customer,56,M,3,,Single,$60K - $80K,Blue,51,2,2,2,6941.0,1013,5928.0,0.552,4097,78,0.5920000000000001,0.146,0.00012982,0.99987
-98250,Existing Customer,44,F,3,College,Single,,Blue,40,2,1,3,3269.0,0,3269.0,0.797,5022,85,0.7709999999999999,0.0,9.345700000000001e-05,0.9999100000000001
-98251,Existing Customer,42,F,2,High School,Single,Less than $40K,Blue,23,2,2,3,3172.0,1160,2012.0,0.588,4163,83,0.804,0.366,0.0001861,0.9998100000000001
+98248,Existing Customer,47,F,3,Uneducated,,Less than $40K,Blue,29,2,2,3,2814.0,1595,1219.0,0.658,4766,87,0.582,0.567,0.00020424,0.9998
+98249,Existing Customer,56,M,3,,Single,$60K - $80K,Blue,51,2,2,2,6941.0,1013,5928.0,0.552,4097,78,0.592,0.146,0.00012982,0.99987
+98250,Existing Customer,44,F,3,College,Single,,Blue,40,2,1,3,3269.0,0,3269.0,0.797,5022,85,0.771,0.0,9.3457e-05,0.99991
+98251,Existing Customer,42,F,2,High School,Single,Less than $40K,Blue,23,2,2,3,3172.0,1160,2012.0,0.588,4163,83,0.804,0.366,0.0001861,0.99981
 98252,Attrited Customer,54,F,3,High School,Married,Less than $40K,Blue,38,2,2,4,2452.0,1012,1440.0,0.46,2398,29,0.318,0.413,0.99697,0.00302546
-98253,Existing Customer,36,F,2,Uneducated,Married,Less than $40K,Blue,30,2,1,2,5070.0,0,5070.0,0.536,4644,85,0.7709999999999999,0.0,5.663e-05,0.9999399999999999
-98254,Existing Customer,56,M,2,Graduate,Single,$40K - $60K,Blue,51,1,3,1,1466.0,723,743.0,0.7929999999999999,5110,86,0.593,0.493,0.00010848,0.99989
-98255,Existing Customer,52,F,2,Graduate,Married,Less than $40K,Blue,37,1,3,3,2427.0,2362,65.0,0.67,4663,85,0.7709999999999999,0.973,0.00030251,0.9997
-98256,Existing Customer,59,M,2,Graduate,Single,$120K +,Blue,48,1,3,3,17999.0,1861,16138.0,0.7909999999999999,4740,78,0.95,0.10300000000000001,0.00030251,0.9997
-98257,Existing Customer,44,F,1,High School,Married,$40K - $60K,Blue,31,2,2,3,4553.0,1538,3015.0,0.514,4999,95,0.557,0.33799999999999997,0.00017468,0.9998299999999999
-98258,Existing Customer,55,F,1,Post-Graduate,Married,,Blue,42,1,3,3,2953.0,1896,1057.0,0.81,4644,79,0.612,0.642,0.00033411,0.9996700000000001
-98259,Attrited Customer,39,F,2,,,$40K - $60K,Blue,28,1,2,3,4363.0,0,4363.0,0.7140000000000001,2596,48,0.846,0.0,0.9952700000000001,0.00472896
-98260,Existing Customer,57,F,1,Graduate,Married,Less than $40K,Blue,45,1,3,2,1894.0,0,1894.0,0.731,5750,73,0.872,0.0,0.00016883,0.9998299999999999
-98261,Existing Customer,48,F,3,High School,Married,Less than $40K,Blue,40,1,2,1,2097.0,1255,842.0,0.61,4189,83,0.976,0.598,6.9242e-05,0.9999299999999999
-98262,Existing Customer,47,M,4,High School,Divorced,$60K - $80K,Blue,36,1,1,1,1983.0,989,994.0,0.726,5065,80,0.667,0.499,3.3863000000000004e-05,0.99997
-98263,Existing Customer,50,F,1,,,Less than $40K,Blue,42,1,1,2,2210.0,1539,671.0,0.843,4937,75,0.9740000000000001,0.696,5.6825e-05,0.9999399999999999
-98264,Existing Customer,52,M,2,College,Married,$60K - $80K,Blue,36,1,1,3,7879.0,1007,6872.0,0.726,4844,83,0.976,0.128,9.0064e-05,0.9999100000000001
+98253,Existing Customer,36,F,2,Uneducated,Married,Less than $40K,Blue,30,2,1,2,5070.0,0,5070.0,0.536,4644,85,0.771,0.0,5.663e-05,0.99994
+98254,Existing Customer,56,M,2,Graduate,Single,$40K - $60K,Blue,51,1,3,1,1466.0,723,743.0,0.793,5110,86,0.593,0.493,0.00010848,0.99989
+98255,Existing Customer,52,F,2,Graduate,Married,Less than $40K,Blue,37,1,3,3,2427.0,2362,65.0,0.67,4663,85,0.771,0.973,0.00030251,0.9997
+98256,Existing Customer,59,M,2,Graduate,Single,$120K +,Blue,48,1,3,3,17999.0,1861,16138.0,0.791,4740,78,0.95,0.103,0.00030251,0.9997
+98257,Existing Customer,44,F,1,High School,Married,$40K - $60K,Blue,31,2,2,3,4553.0,1538,3015.0,0.514,4999,95,0.557,0.338,0.00017468,0.99983
+98258,Existing Customer,55,F,1,Post-Graduate,Married,,Blue,42,1,3,3,2953.0,1896,1057.0,0.81,4644,79,0.612,0.642,0.00033411,0.99967
+98259,Attrited Customer,39,F,2,,,$40K - $60K,Blue,28,1,2,3,4363.0,0,4363.0,0.714,2596,48,0.846,0.0,0.99527,0.00472896
+98260,Existing Customer,57,F,1,Graduate,Married,Less than $40K,Blue,45,1,3,2,1894.0,0,1894.0,0.731,5750,73,0.872,0.0,0.00016883,0.99983
+98261,Existing Customer,48,F,3,High School,Married,Less than $40K,Blue,40,1,2,1,2097.0,1255,842.0,0.61,4189,83,0.976,0.598,6.9242e-05,0.99993
+98262,Existing Customer,47,M,4,High School,Divorced,$60K - $80K,Blue,36,1,1,1,1983.0,989,994.0,0.726,5065,80,0.667,0.499,3.3863e-05,0.99997
+98263,Existing Customer,50,F,1,,,Less than $40K,Blue,42,1,1,2,2210.0,1539,671.0,0.843,4937,75,0.974,0.696,5.6825e-05,0.99994
+98264,Existing Customer,52,M,2,College,Married,$60K - $80K,Blue,36,1,1,3,7879.0,1007,6872.0,0.726,4844,83,0.976,0.128,9.0064e-05,0.99991
 98265,Existing Customer,46,F,3,High School,Married,$40K - $60K,Blue,34,2,3,2,3336.0,1687,1649.0,0.645,5577,95,0.759,0.506,0.00018145,0.99982
-98266,Existing Customer,34,F,2,Post-Graduate,Married,Less than $40K,Blue,27,2,3,3,1726.0,1398,328.0,1.0090000000000001,5228,68,0.7,0.81,0.00035594,0.99964
-98267,Existing Customer,45,F,3,Doctorate,Single,Less than $40K,Blue,27,1,6,3,2917.0,1523,1394.0,0.7240000000000001,4878,92,0.804,0.522,0.00035857,0.99964
-98268,Attrited Customer,39,F,3,Uneducated,Married,,Blue,30,6,3,4,3023.0,1348,1675.0,0.358,2219,44,0.63,0.446,0.9981899999999999,0.00181217
+98266,Existing Customer,34,F,2,Post-Graduate,Married,Less than $40K,Blue,27,2,3,3,1726.0,1398,328.0,1.009,5228,68,0.7,0.81,0.00035594,0.99964
+98267,Existing Customer,45,F,3,Doctorate,Single,Less than $40K,Blue,27,1,6,3,2917.0,1523,1394.0,0.724,4878,92,0.804,0.522,0.00035857,0.99964
+98268,Attrited Customer,39,F,3,Uneducated,Married,,Blue,30,6,3,4,3023.0,1348,1675.0,0.358,2219,44,0.63,0.446,0.99819,0.00181217
 98269,Existing Customer,49,M,2,Doctorate,Married,$40K - $60K,Blue,31,2,2,2,1915.0,1545,370.0,0.775,3911,80,0.778,0.807,0.00016471,0.99984
 98270,Existing Customer,43,M,3,Graduate,,$40K - $60K,Blue,36,2,3,3,4878.0,2098,2780.0,0.665,5021,84,0.68,0.43,0.0003139,0.99969
-98271,Existing Customer,41,F,3,College,Married,Less than $40K,Blue,35,2,1,2,2066.0,1542,524.0,0.71,4887,76,0.617,0.746,5.5564e-05,0.9999399999999999
+98271,Existing Customer,41,F,3,College,Married,Less than $40K,Blue,35,2,1,2,2066.0,1542,524.0,0.71,4887,76,0.617,0.746,5.5564e-05,0.99994
 98272,Existing Customer,53,F,1,High School,Married,$40K - $60K,Blue,39,2,3,3,2164.0,1115,1049.0,0.624,4341,69,0.643,0.515,0.00027604,0.99972
-98273,Existing Customer,42,F,5,Graduate,,Less than $40K,Blue,37,2,3,2,6250.0,1835,4415.0,0.644,4042,60,0.7140000000000001,0.294,0.0001857,0.9998100000000001
-98274,Existing Customer,43,F,3,High School,Married,Less than $40K,Blue,24,2,2,1,1484.0,0,1484.0,0.532,4838,81,0.929,0.0,6.9242e-05,0.9999299999999999
+98273,Existing Customer,42,F,5,Graduate,,Less than $40K,Blue,37,2,3,2,6250.0,1835,4415.0,0.644,4042,60,0.714,0.294,0.0001857,0.99981
+98274,Existing Customer,43,F,3,High School,Married,Less than $40K,Blue,24,2,2,1,1484.0,0,1484.0,0.532,4838,81,0.929,0.0,6.9242e-05,0.99993
 98275,Existing Customer,45,M,2,College,,$40K - $60K,Blue,36,1,1,1,4718.0,1591,3127.0,0.927,4598,80,1.0,0.337,3.2291e-05,0.99997
-98276,Existing Customer,44,F,2,Uneducated,Married,Less than $40K,Blue,28,2,2,0,2275.0,1265,1010.0,0.755,5626,77,1.081,0.556,4.317e-05,0.9999600000000001
-98277,Existing Customer,44,F,4,High School,Single,Less than $40K,Blue,40,2,1,2,1438.3,1169,269.3,0.5579999999999999,4429,78,0.529,0.813,5.6153e-05,0.9999399999999999
+98276,Existing Customer,44,F,2,Uneducated,Married,Less than $40K,Blue,28,2,2,0,2275.0,1265,1010.0,0.755,5626,77,1.081,0.556,4.317e-05,0.99996
+98277,Existing Customer,44,F,4,High School,Single,Less than $40K,Blue,40,2,1,2,1438.3,1169,269.3,0.558,4429,78,0.529,0.813,5.6153e-05,0.99994
 98278,Existing Customer,51,F,2,Graduate,Married,Less than $40K,Blue,43,1,3,3,3683.0,1039,2644.0,0.595,4684,86,0.755,0.282,0.00030251,0.9997
 98279,Existing Customer,38,F,1,High School,Divorced,Less than $40K,Blue,30,2,3,2,2722.0,1303,1419.0,0.391,4488,88,0.833,0.479,0.00016413,0.99984
-98280,Existing Customer,43,M,1,High School,Married,$80K - $120K,Silver,30,1,1,3,34516.0,2045,32471.0,0.59,4081,54,0.42100000000000004,0.059000000000000004,7.6378e-05,0.99992
-98281,Existing Customer,48,M,4,Graduate,Married,$60K - $80K,Blue,36,2,3,3,2072.0,1499,573.0,0.598,4091,71,0.6509999999999999,0.723,0.00031726,0.9996799999999999
-98282,Existing Customer,53,M,4,Graduate,Married,$120K +,Blue,40,1,1,3,6383.0,1512,4871.0,0.5579999999999999,4985,87,0.7759999999999999,0.237,9.7154e-05,0.9999
-98283,Existing Customer,39,F,4,,Married,$40K - $60K,Blue,28,2,3,2,2725.0,2302,423.0,0.8759999999999999,4714,81,0.8,0.845,0.00020735,0.99979
-98284,Existing Customer,47,F,5,,Married,,Blue,41,1,2,3,2675.0,1999,676.0,0.679,4138,64,0.561,0.747,0.00021724,0.9997799999999999
+98280,Existing Customer,43,M,1,High School,Married,$80K - $120K,Silver,30,1,1,3,34516.0,2045,32471.0,0.59,4081,54,0.421,0.059,7.6378e-05,0.99992
+98281,Existing Customer,48,M,4,Graduate,Married,$60K - $80K,Blue,36,2,3,3,2072.0,1499,573.0,0.598,4091,71,0.651,0.723,0.00031726,0.99968
+98282,Existing Customer,53,M,4,Graduate,Married,$120K +,Blue,40,1,1,3,6383.0,1512,4871.0,0.558,4985,87,0.776,0.237,9.7154e-05,0.9999
+98283,Existing Customer,39,F,4,,Married,$40K - $60K,Blue,28,2,3,2,2725.0,2302,423.0,0.876,4714,81,0.8,0.845,0.00020735,0.99979
+98284,Existing Customer,47,F,5,,Married,,Blue,41,1,2,3,2675.0,1999,676.0,0.679,4138,64,0.561,0.747,0.00021724,0.99978
 98285,Existing Customer,42,M,3,College,Married,$60K - $80K,Blue,35,1,3,1,1438.3,0,1438.3,0.887,4246,83,0.804,0.0,0.00010944,0.99989
-98286,Existing Customer,50,M,5,Uneducated,Married,$120K +,Blue,36,2,2,1,13478.0,0,13478.0,0.929,4738,56,0.867,0.0,7.2863e-05,0.9999299999999999
+98286,Existing Customer,50,M,5,Uneducated,Married,$120K +,Blue,36,2,2,1,13478.0,0,13478.0,0.929,4738,56,0.867,0.0,7.2863e-05,0.99993
 98287,Existing Customer,46,F,2,High School,Divorced,Less than $40K,Blue,41,1,2,2,2841.0,1807,1034.0,0.573,4144,73,0.78,0.636,0.00011065,0.99989
-98288,Existing Customer,33,F,1,Uneducated,Married,Less than $40K,Blue,23,2,2,3,1830.0,1777,53.0,0.639,5271,76,0.8540000000000001,0.971,0.00018475,0.99982
-98289,Existing Customer,37,M,2,Doctorate,Single,$120K +,Blue,31,2,1,3,2360.0,1204,1156.0,0.539,3696,82,0.8220000000000001,0.51,0.00013405,0.99987
-98290,Existing Customer,43,M,3,High School,Married,$60K - $80K,Blue,35,2,3,2,3717.0,1882,1835.0,0.7959999999999999,4667,91,0.82,0.506,0.00018145,0.99982
-98291,Attrited Customer,56,F,3,Graduate,Married,Less than $40K,Blue,45,2,3,4,1438.3,0,1438.3,0.315,1988,42,0.355,0.0,0.9981399999999999,0.00186317
-98292,Existing Customer,42,M,3,Uneducated,Divorced,$60K - $80K,Blue,34,2,1,1,2289.0,1195,1094.0,0.6509999999999999,4955,83,0.627,0.522,3.5437e-05,0.9999600000000001
+98288,Existing Customer,33,F,1,Uneducated,Married,Less than $40K,Blue,23,2,2,3,1830.0,1777,53.0,0.639,5271,76,0.854,0.971,0.00018475,0.99982
+98289,Existing Customer,37,M,2,Doctorate,Single,$120K +,Blue,31,2,1,3,2360.0,1204,1156.0,0.539,3696,82,0.822,0.51,0.00013405,0.99987
+98290,Existing Customer,43,M,3,High School,Married,$60K - $80K,Blue,35,2,3,2,3717.0,1882,1835.0,0.796,4667,91,0.82,0.506,0.00018145,0.99982
+98291,Attrited Customer,56,F,3,Graduate,Married,Less than $40K,Blue,45,2,3,4,1438.3,0,1438.3,0.315,1988,42,0.355,0.0,0.99814,0.00186317
+98292,Existing Customer,42,M,3,Uneducated,Divorced,$60K - $80K,Blue,34,2,1,1,2289.0,1195,1094.0,0.651,4955,83,0.627,0.522,3.5437e-05,0.99996
 98293,Existing Customer,56,F,1,Graduate,Married,,Blue,50,2,3,3,5338.0,0,5338.0,0.919,4139,69,0.865,0.0,0.00028395,0.99972
-98294,Existing Customer,44,F,3,Uneducated,Single,Less than $40K,Blue,32,2,2,1,1438.3,894,544.3,0.762,4687,85,0.932,0.622,7.3235e-05,0.9999299999999999
+98294,Existing Customer,44,F,3,Uneducated,Single,Less than $40K,Blue,32,2,2,1,1438.3,894,544.3,0.762,4687,85,0.932,0.622,7.3235e-05,0.99993
 98295,Existing Customer,40,M,1,,Married,$60K - $80K,Blue,27,1,3,3,2276.0,1372,904.0,0.564,4159,67,0.718,0.603,0.00031211,0.99969
-98296,Existing Customer,43,F,4,Graduate,,$40K - $60K,Blue,31,2,3,3,4091.0,1108,2983.0,0.774,5244,87,0.706,0.271,0.00031726,0.9996799999999999
-98297,Existing Customer,45,M,4,,Married,$80K - $120K,Blue,38,2,3,3,3798.0,1570,2228.0,0.9159999999999999,4512,80,0.778,0.413,0.00034872,0.99965
+98296,Existing Customer,43,F,4,Graduate,,$40K - $60K,Blue,31,2,3,3,4091.0,1108,2983.0,0.774,5244,87,0.706,0.271,0.00031726,0.99968
+98297,Existing Customer,45,M,4,,Married,$80K - $120K,Blue,38,2,3,3,3798.0,1570,2228.0,0.916,4512,80,0.778,0.413,0.00034872,0.99965
 98298,Existing Customer,47,F,5,,Married,Less than $40K,Blue,42,1,2,1,1778.0,822,956.0,0.68,4189,80,0.667,0.462,7.7894e-05,0.99992
-98299,Attrited Customer,38,F,3,High School,Single,Less than $40K,Blue,26,2,3,0,2920.0,2426,494.0,0.983,2750,41,0.36700000000000005,0.831,0.9852799999999999,0.014719999999999999
+98299,Attrited Customer,38,F,3,High School,Single,Less than $40K,Blue,26,2,3,0,2920.0,2426,494.0,0.983,2750,41,0.367,0.831,0.98528,0.01472
 98300,Attrited Customer,49,F,1,Graduate,Married,Less than $40K,Blue,43,5,3,3,1938.0,0,1938.0,0.612,2870,49,0.75,0.0,0.99649,0.00350838
-98301,Existing Customer,62,F,1,College,Divorced,Less than $40K,Blue,51,1,3,3,4049.0,1685,2364.0,0.597,3908,80,0.7020000000000001,0.41600000000000004,0.00027607,0.99972
-98302,Existing Customer,45,M,4,Doctorate,Married,$80K - $120K,Blue,39,2,3,2,1438.3,1162,276.3,0.539,4598,86,0.623,0.8079999999999999,0.00027297,0.9997299999999999
-98303,Existing Customer,40,M,2,College,Single,$60K - $80K,Blue,28,1,2,3,10880.0,2025,8855.0,0.753,4957,90,0.765,0.18600000000000003,0.00018612,0.9998100000000001
-98304,Existing Customer,51,M,4,Doctorate,Married,$60K - $80K,Blue,36,2,1,2,3451.0,2006,1445.0,0.555,4097,67,0.763,0.581,8.358799999999999e-05,0.99992
-98305,Existing Customer,41,M,3,High School,Divorced,$60K - $80K,Blue,33,2,2,2,20749.0,2171,18578.0,0.8420000000000001,4754,77,0.674,0.105,0.00011482,0.99989
-98306,Existing Customer,49,F,0,Post-Graduate,Single,Less than $40K,Blue,43,1,3,1,2481.0,1568,913.0,0.537,4466,69,0.5329999999999999,0.632,0.00010953,0.99989
-98307,Existing Customer,61,M,0,High School,Single,$60K - $80K,Blue,53,1,3,3,2415.0,2050,365.0,0.499,4479,71,0.69,0.8490000000000001,0.00025237,0.99975
-98308,Existing Customer,33,F,4,College,Single,Less than $40K,Blue,36,1,3,0,1438.3,0,1438.3,0.5660000000000001,4641,85,0.7,0.0,6.765699999999999e-05,0.9999299999999999
-98309,Existing Customer,45,F,4,Uneducated,Single,,Blue,40,1,2,2,7600.0,1574,6026.0,0.605,4240,67,0.396,0.207,0.00012274,0.9998799999999999
+98301,Existing Customer,62,F,1,College,Divorced,Less than $40K,Blue,51,1,3,3,4049.0,1685,2364.0,0.597,3908,80,0.702,0.416,0.00027607,0.99972
+98302,Existing Customer,45,M,4,Doctorate,Married,$80K - $120K,Blue,39,2,3,2,1438.3,1162,276.3,0.539,4598,86,0.623,0.808,0.00027297,0.99973
+98303,Existing Customer,40,M,2,College,Single,$60K - $80K,Blue,28,1,2,3,10880.0,2025,8855.0,0.753,4957,90,0.765,0.186,0.00018612,0.99981
+98304,Existing Customer,51,M,4,Doctorate,Married,$60K - $80K,Blue,36,2,1,2,3451.0,2006,1445.0,0.555,4097,67,0.763,0.581,8.3588e-05,0.99992
+98305,Existing Customer,41,M,3,High School,Divorced,$60K - $80K,Blue,33,2,2,2,20749.0,2171,18578.0,0.842,4754,77,0.674,0.105,0.00011482,0.99989
+98306,Existing Customer,49,F,0,Post-Graduate,Single,Less than $40K,Blue,43,1,3,1,2481.0,1568,913.0,0.537,4466,69,0.533,0.632,0.00010953,0.99989
+98307,Existing Customer,61,M,0,High School,Single,$60K - $80K,Blue,53,1,3,3,2415.0,2050,365.0,0.499,4479,71,0.69,0.849,0.00025237,0.99975
+98308,Existing Customer,33,F,4,College,Single,Less than $40K,Blue,36,1,3,0,1438.3,0,1438.3,0.566,4641,85,0.7,0.0,6.7657e-05,0.99993
+98309,Existing Customer,45,F,4,Uneducated,Single,,Blue,40,1,2,2,7600.0,1574,6026.0,0.605,4240,67,0.396,0.207,0.00012274,0.99988
 98310,Existing Customer,35,F,3,Doctorate,Single,Less than $40K,Blue,27,2,2,3,1438.3,0,1438.3,0.62,5020,94,0.843,0.0,0.00028744,0.99971
-98311,Existing Customer,41,F,4,High School,Married,Less than $40K,Blue,29,2,2,2,2601.0,1861,740.0,0.794,5111,83,0.66,0.715,0.00011604,0.9998799999999999
-98312,Existing Customer,48,F,4,High School,Married,,Blue,44,1,2,1,2625.0,2517,108.0,0.7020000000000001,4378,81,0.884,0.9590000000000001,6.9982e-05,0.9999299999999999
+98311,Existing Customer,41,F,4,High School,Married,Less than $40K,Blue,29,2,2,2,2601.0,1861,740.0,0.794,5111,83,0.66,0.715,0.00011604,0.99988
+98312,Existing Customer,48,F,4,High School,Married,,Blue,44,1,2,1,2625.0,2517,108.0,0.702,4378,81,0.884,0.959,6.9982e-05,0.99993
 98313,Existing Customer,49,M,5,High School,Single,$60K - $80K,Blue,36,1,2,2,5578.0,0,5578.0,0.627,3459,53,0.71,0.0,0.00011423,0.99989
-98314,Existing Customer,52,F,2,Graduate,Married,Less than $40K,Blue,40,2,3,2,3698.0,0,3698.0,0.8109999999999999,3763,82,0.8640000000000001,0.0,0.00017987,0.99982
-98315,Existing Customer,51,F,2,,Married,$40K - $60K,Blue,36,2,3,2,1438.3,1141,297.3,0.69,4485,85,0.889,0.7929999999999999,0.00019771,0.9998
-98316,Existing Customer,45,F,4,College,,Less than $40K,Blue,40,1,2,1,1795.0,1058,737.0,0.778,5575,73,0.738,0.589,6.998800000000001e-05,0.9999299999999999
+98314,Existing Customer,52,F,2,Graduate,Married,Less than $40K,Blue,40,2,3,2,3698.0,0,3698.0,0.811,3763,82,0.864,0.0,0.00017987,0.99982
+98315,Existing Customer,51,F,2,,Married,$40K - $60K,Blue,36,2,3,2,1438.3,1141,297.3,0.69,4485,85,0.889,0.793,0.00019771,0.9998
+98316,Existing Customer,45,F,4,College,,Less than $40K,Blue,40,1,2,1,1795.0,1058,737.0,0.778,5575,73,0.738,0.589,6.9988e-05,0.99993
 98317,Existing Customer,42,F,2,Graduate,Single,Less than $40K,Blue,32,2,2,2,1933.0,1127,806.0,0.705,4833,71,0.69,0.583,0.00011382,0.99989
-98318,Existing Customer,41,M,3,Graduate,Married,$120K +,Blue,32,2,3,1,27169.0,0,27169.0,0.7809999999999999,3906,87,0.977,0.0,0.00011256,0.99989
-98319,Existing Customer,30,F,0,,Single,Less than $40K,Blue,36,1,1,1,2367.0,1220,1147.0,1.04,5568,90,0.9570000000000001,0.515,3.1329e-05,0.99997
-98320,Existing Customer,54,F,3,High School,Married,Less than $40K,Blue,36,2,2,1,5642.0,541,5101.0,0.742,4633,84,0.68,0.096,6.9242e-05,0.9999299999999999
+98318,Existing Customer,41,M,3,Graduate,Married,$120K +,Blue,32,2,3,1,27169.0,0,27169.0,0.781,3906,87,0.977,0.0,0.00011256,0.99989
+98319,Existing Customer,30,F,0,,Single,Less than $40K,Blue,36,1,1,1,2367.0,1220,1147.0,1.04,5568,90,0.957,0.515,3.1329e-05,0.99997
+98320,Existing Customer,54,F,3,High School,Married,Less than $40K,Blue,36,2,2,1,5642.0,541,5101.0,0.742,4633,84,0.68,0.096,6.9242e-05,0.99993
 98321,Existing Customer,60,F,2,Graduate,Married,Less than $40K,Blue,36,1,2,2,3239.0,2356,883.0,0.621,4621,91,0.75,0.727,0.00011382,0.99989
-98322,Existing Customer,52,F,1,,Married,Less than $40K,Blue,36,1,1,3,3040.0,2517,523.0,0.774,4608,61,1.033,0.828,9.557700000000001e-05,0.9999
-98323,Existing Customer,37,F,2,College,Single,$40K - $60K,Blue,32,2,1,3,3680.0,683,2997.0,0.85,4835,77,0.75,0.18600000000000003,9.0064e-05,0.9999100000000001
-98324,Existing Customer,44,M,2,Graduate,Married,$60K - $80K,Blue,37,1,1,1,1787.0,0,1787.0,0.609,3912,79,0.975,0.0,3.3214000000000004e-05,0.99997
+98322,Existing Customer,52,F,1,,Married,Less than $40K,Blue,36,1,1,3,3040.0,2517,523.0,0.774,4608,61,1.033,0.828,9.5577e-05,0.9999
+98323,Existing Customer,37,F,2,College,Single,$40K - $60K,Blue,32,2,1,3,3680.0,683,2997.0,0.85,4835,77,0.75,0.186,9.0064e-05,0.99991
+98324,Existing Customer,44,M,2,Graduate,Married,$60K - $80K,Blue,37,1,1,1,1787.0,0,1787.0,0.609,3912,79,0.975,0.0,3.3214e-05,0.99997
 98325,Existing Customer,52,M,2,Graduate,Married,$60K - $80K,Blue,36,2,3,1,4752.0,2437,2315.0,0.601,3946,63,0.75,0.513,0.00010848,0.99989
-98326,Attrited Customer,46,F,3,Uneducated,Single,,Blue,35,2,3,3,1706.0,0,1706.0,0.726,2320,42,0.44799999999999995,0.0,0.9969100000000001,0.00308778
-98327,Existing Customer,45,F,2,Uneducated,Married,,Blue,36,2,1,3,8103.0,0,8103.0,0.986,5221,82,0.6729999999999999,0.0,9.5249e-05,0.9999
+98326,Attrited Customer,46,F,3,Uneducated,Single,,Blue,35,2,3,3,1706.0,0,1706.0,0.726,2320,42,0.448,0.0,0.99691,0.00308778
+98327,Existing Customer,45,F,2,Uneducated,Married,,Blue,36,2,1,3,8103.0,0,8103.0,0.986,5221,82,0.673,0.0,9.5249e-05,0.9999
 98328,Existing Customer,43,M,1,High School,Married,$60K - $80K,Blue,31,2,3,3,3764.0,1780,1984.0,0.79,4898,80,0.667,0.473,0.00027604,0.99972
-98329,Attrited Customer,40,F,3,High School,Single,Less than $40K,Blue,35,6,3,5,5492.0,1573,3919.0,0.636,2416,45,0.667,0.28600000000000003,0.99889,0.00110835
+98329,Attrited Customer,40,F,3,High School,Single,Less than $40K,Blue,35,6,3,5,5492.0,1573,3919.0,0.636,2416,45,0.667,0.286,0.99889,0.00110835
 98330,Existing Customer,39,F,2,Doctorate,Divorced,Less than $40K,Blue,32,1,2,2,3554.0,747,2807.0,0.621,5152,90,0.765,0.21,0.00016471,0.99984
 98331,Existing Customer,44,F,2,High School,,Less than $40K,Blue,29,2,3,1,3170.0,2330,840.0,0.858,5357,91,0.978,0.735,0.00010545,0.99989
 98332,Existing Customer,49,F,2,Uneducated,Single,,Blue,40,2,3,1,2464.0,1601,863.0,0.649,4739,86,0.792,0.65,0.00011153,0.99989
-98333,Existing Customer,41,M,4,High School,Single,Less than $40K,Blue,21,2,3,1,3429.0,1504,1925.0,0.601,4015,76,1.0,0.439,0.00011059999999999999,0.99989
-98334,Existing Customer,50,M,2,Graduate,Married,$60K - $80K,Blue,45,2,1,0,2021.0,1578,443.0,0.7609999999999999,5298,71,0.919,0.7809999999999999,2.0316e-05,0.99998
-98335,Existing Customer,54,F,4,College,Married,Less than $40K,Blue,41,1,5,2,2444.0,1313,1131.0,0.6890000000000001,4609,61,0.794,0.537,0.00020484,0.9998
-98336,Existing Customer,39,F,1,High School,Married,,Blue,36,1,3,2,2751.0,1158,1593.0,0.821,4861,82,0.8220000000000001,0.42100000000000004,0.00016413,0.99984
-98337,Existing Customer,52,F,2,,Single,$40K - $60K,Blue,44,2,3,3,9017.0,2359,6658.0,0.895,4552,81,0.8,0.262,0.00033251,0.9996700000000001
-98338,Existing Customer,51,F,1,Graduate,Married,$40K - $60K,Blue,43,2,2,2,2107.0,1663,444.0,0.7120000000000001,4841,88,0.725,0.789,0.00010684,0.99989
-98339,Existing Customer,46,F,1,,Single,Less than $40K,Blue,39,2,2,1,2029.0,1074,955.0,0.514,4802,90,0.8,0.529,7.0819e-05,0.9999299999999999
-98340,Existing Customer,48,M,3,College,Married,$120K +,Blue,36,2,3,2,32777.0,0,32777.0,0.665,4520,75,0.9229999999999999,0.0,0.00018146,0.99982
+98333,Existing Customer,41,M,4,High School,Single,Less than $40K,Blue,21,2,3,1,3429.0,1504,1925.0,0.601,4015,76,1.0,0.439,0.0001106,0.99989
+98334,Existing Customer,50,M,2,Graduate,Married,$60K - $80K,Blue,45,2,1,0,2021.0,1578,443.0,0.761,5298,71,0.919,0.781,2.0316e-05,0.99998
+98335,Existing Customer,54,F,4,College,Married,Less than $40K,Blue,41,1,5,2,2444.0,1313,1131.0,0.689,4609,61,0.794,0.537,0.00020484,0.9998
+98336,Existing Customer,39,F,1,High School,Married,,Blue,36,1,3,2,2751.0,1158,1593.0,0.821,4861,82,0.822,0.421,0.00016413,0.99984
+98337,Existing Customer,52,F,2,,Single,$40K - $60K,Blue,44,2,3,3,9017.0,2359,6658.0,0.895,4552,81,0.8,0.262,0.00033251,0.99967
+98338,Existing Customer,51,F,1,Graduate,Married,$40K - $60K,Blue,43,2,2,2,2107.0,1663,444.0,0.712,4841,88,0.725,0.789,0.00010684,0.99989
+98339,Existing Customer,46,F,1,,Single,Less than $40K,Blue,39,2,2,1,2029.0,1074,955.0,0.514,4802,90,0.8,0.529,7.0819e-05,0.99993
+98340,Existing Customer,48,M,3,College,Married,$120K +,Blue,36,2,3,2,32777.0,0,32777.0,0.665,4520,75,0.923,0.0,0.00018146,0.99982
 98341,Existing Customer,50,M,2,Graduate,Married,$120K +,Blue,41,1,3,3,4607.0,0,4607.0,0.898,4793,88,0.63,0.0,0.00030251,0.9997
 98342,Existing Customer,52,F,1,,Married,,Blue,45,2,4,0,23486.0,0,23486.0,0.616,4530,74,0.762,0.0,8.2736e-05,0.99992
-98343,Existing Customer,54,F,2,High School,Married,,Blue,47,2,3,3,1997.0,0,1997.0,0.825,4961,82,0.7829999999999999,0.0,0.00029408,0.99971
-98344,Existing Customer,40,F,5,College,Married,$40K - $60K,Blue,36,2,3,2,3144.0,1787,1357.0,0.685,4758,67,0.5579999999999999,0.568,0.00018054,0.99982
+98343,Existing Customer,54,F,2,High School,Married,,Blue,47,2,3,3,1997.0,0,1997.0,0.825,4961,82,0.783,0.0,0.00029408,0.99971
+98344,Existing Customer,40,F,5,College,Married,$40K - $60K,Blue,36,2,3,2,3144.0,1787,1357.0,0.685,4758,67,0.558,0.568,0.00018054,0.99982
 98345,Existing Customer,47,F,4,Post-Graduate,Divorced,$40K - $60K,Blue,40,2,2,3,2725.0,1851,874.0,0.687,4904,85,0.7,0.679,0.00023623,0.99976
-98346,Existing Customer,53,F,2,High School,Single,Less than $40K,Blue,36,2,2,3,1874.0,994,880.0,0.713,4194,78,0.857,0.53,0.0001861,0.9998100000000001
-98347,Attrited Customer,45,M,3,Uneducated,Single,$120K +,Blue,35,2,3,5,7135.0,2517,4618.0,0.631,2305,42,0.44799999999999995,0.353,0.99895,0.00104798
-98348,Existing Customer,35,F,4,Uneducated,Married,,Blue,25,2,3,2,3379.0,587,2792.0,0.67,5121,80,0.7020000000000001,0.174,0.00019396,0.9998100000000001
-98349,Existing Customer,48,F,3,,Married,$40K - $60K,Blue,36,1,6,2,2804.0,1057,1747.0,0.5760000000000001,5033,81,0.8,0.377,0.00016195,0.99984
-98350,Existing Customer,44,M,2,Uneducated,Divorced,$60K - $80K,Blue,38,2,1,2,16553.0,0,16553.0,0.488,4797,82,0.907,0.0,5.663e-05,0.9999399999999999
-98351,Attrited Customer,41,F,3,Doctorate,Single,,Blue,36,2,3,6,2246.0,0,2246.0,0.725,3607,51,0.821,0.0,0.9995799999999999,0.00042446
-98352,Existing Customer,42,F,4,Uneducated,Single,,Blue,36,1,4,1,2875.0,1892,983.0,0.75,4577,81,0.688,0.6579999999999999,0.00014137,0.9998600000000001
+98346,Existing Customer,53,F,2,High School,Single,Less than $40K,Blue,36,2,2,3,1874.0,994,880.0,0.713,4194,78,0.857,0.53,0.0001861,0.99981
+98347,Attrited Customer,45,M,3,Uneducated,Single,$120K +,Blue,35,2,3,5,7135.0,2517,4618.0,0.631,2305,42,0.448,0.353,0.99895,0.00104798
+98348,Existing Customer,35,F,4,Uneducated,Married,,Blue,25,2,3,2,3379.0,587,2792.0,0.67,5121,80,0.702,0.174,0.00019396,0.99981
+98349,Existing Customer,48,F,3,,Married,$40K - $60K,Blue,36,1,6,2,2804.0,1057,1747.0,0.576,5033,81,0.8,0.377,0.00016195,0.99984
+98350,Existing Customer,44,M,2,Uneducated,Divorced,$60K - $80K,Blue,38,2,1,2,16553.0,0,16553.0,0.488,4797,82,0.907,0.0,5.663e-05,0.99994
+98351,Attrited Customer,41,F,3,Doctorate,Single,,Blue,36,2,3,6,2246.0,0,2246.0,0.725,3607,51,0.821,0.0,0.99958,0.00042446
+98352,Existing Customer,42,F,4,Uneducated,Single,,Blue,36,1,4,1,2875.0,1892,983.0,0.75,4577,81,0.688,0.658,0.00014137,0.99986
 98353,Existing Customer,51,F,1,,Married,,Blue,35,1,2,3,3668.0,0,3668.0,0.655,4753,87,0.812,0.0,0.00019751,0.9998
 98354,Existing Customer,45,F,3,High School,Single,$40K - $60K,Blue,36,2,3,3,2853.0,2517,336.0,0.595,4971,65,0.757,0.882,0.00030516,0.99969
-98355,Existing Customer,50,F,3,Graduate,Single,Less than $40K,Blue,41,2,2,2,2382.0,1419,963.0,0.78,4563,89,0.7120000000000001,0.596,0.00011811,0.9998799999999999
-98356,Existing Customer,54,F,3,Graduate,Single,Less than $40K,Blue,36,1,3,1,2830.0,1779,1051.0,0.883,4854,74,0.9470000000000001,0.629,0.00011256,0.99989
+98355,Existing Customer,50,F,3,Graduate,Single,Less than $40K,Blue,41,2,2,2,2382.0,1419,963.0,0.78,4563,89,0.712,0.596,0.00011811,0.99988
+98356,Existing Customer,54,F,3,Graduate,Single,Less than $40K,Blue,36,1,3,1,2830.0,1779,1051.0,0.883,4854,74,0.947,0.629,0.00011256,0.99989
 98357,Existing Customer,47,F,3,,Married,,Blue,27,1,3,3,24987.0,824,24163.0,0.691,3995,64,0.561,0.033,0.00034503,0.99965
 98358,Existing Customer,52,F,4,Graduate,Married,Less than $40K,Blue,45,1,1,3,3705.0,2168,1537.0,0.662,4452,89,0.894,0.585,9.7154e-05,0.9999
-98359,Attrited Customer,49,F,3,Graduate,Single,Less than $40K,Blue,43,6,3,4,1675.0,0,1675.0,0.76,2622,53,0.71,0.0,0.9981399999999999,0.00186317
-98360,Existing Customer,47,F,3,Uneducated,Divorced,$40K - $60K,Blue,36,2,3,3,1439.0,0,1439.0,0.638,5047,79,0.8370000000000001,0.0,0.00032275,0.9996799999999999
+98359,Attrited Customer,49,F,3,Graduate,Single,Less than $40K,Blue,43,6,3,4,1675.0,0,1675.0,0.76,2622,53,0.71,0.0,0.99814,0.00186317
+98360,Existing Customer,47,F,3,Uneducated,Divorced,$40K - $60K,Blue,36,2,3,3,1439.0,0,1439.0,0.638,5047,79,0.837,0.0,0.00032275,0.99968
 98361,Existing Customer,54,F,3,,Single,$40K - $60K,Blue,41,1,3,2,4440.0,0,4440.0,0.639,3720,89,0.894,0.0,0.00020516,0.99979
-98362,Existing Customer,52,F,1,High School,Married,Less than $40K,Blue,44,1,1,1,2563.0,1765,798.0,0.857,4515,77,0.925,0.6890000000000001,3.0307e-05,0.99997
-98363,Existing Customer,46,F,4,High School,Married,Less than $40K,Blue,33,1,3,0,1896.0,1738,158.0,0.647,4588,75,0.9229999999999999,0.917,6.765e-05,0.9999299999999999
+98362,Existing Customer,52,F,1,High School,Married,Less than $40K,Blue,44,1,1,1,2563.0,1765,798.0,0.857,4515,77,0.925,0.689,3.0307e-05,0.99997
+98363,Existing Customer,46,F,4,High School,Married,Less than $40K,Blue,33,1,3,0,1896.0,1738,158.0,0.647,4588,75,0.923,0.917,6.765e-05,0.99993
 98364,Attrited Customer,39,F,3,,Married,Less than $40K,Blue,26,5,2,5,2190.0,0,2190.0,0.691,2338,40,0.6,0.0,0.99845,0.00154849
 98365,Existing Customer,55,F,0,Uneducated,Married,Less than $40K,Blue,44,1,1,3,2596.0,1929,667.0,0.609,4726,87,0.812,0.743,8.1736e-05,0.99992
-98366,Attrited Customer,44,F,2,Graduate,Single,$40K - $60K,Blue,35,2,3,4,4196.0,561,3635.0,0.741,2558,38,0.652,0.134,0.9980700000000001,0.00193323
-98367,Existing Customer,43,F,3,Uneducated,Single,Less than $40K,Blue,25,2,3,3,1616.0,966,650.0,0.647,4774,74,0.805,0.598,0.00032275,0.9996799999999999
-98368,Existing Customer,42,M,5,Uneducated,Single,$60K - $80K,Blue,36,1,1,2,6618.0,1738,4880.0,0.72,5022,76,0.8540000000000001,0.263,5.8465e-05,0.9999399999999999
+98366,Attrited Customer,44,F,2,Graduate,Single,$40K - $60K,Blue,35,2,3,4,4196.0,561,3635.0,0.741,2558,38,0.652,0.134,0.99807,0.00193323
+98367,Existing Customer,43,F,3,Uneducated,Single,Less than $40K,Blue,25,2,3,3,1616.0,966,650.0,0.647,4774,74,0.805,0.598,0.00032275,0.99968
+98368,Existing Customer,42,M,5,Uneducated,Single,$60K - $80K,Blue,36,1,1,2,6618.0,1738,4880.0,0.72,5022,76,0.854,0.263,5.8465e-05,0.99994
 98369,Attrited Customer,50,F,4,Uneducated,Single,Less than $40K,Blue,36,2,2,3,2477.0,0,2477.0,0.445,2037,43,0.387,0.0,0.99518,0.00481999
-98370,Existing Customer,38,F,3,High School,Single,$40K - $60K,Blue,25,1,1,2,3040.0,1908,1132.0,0.758,5616,73,0.659,0.628,5.5558999999999994e-05,0.9999399999999999
+98370,Existing Customer,38,F,3,High School,Single,$40K - $60K,Blue,25,1,1,2,3040.0,1908,1132.0,0.758,5616,73,0.659,0.628,5.5559e-05,0.99994
 98371,Attrited Customer,41,M,3,,Single,$60K - $80K,Blue,32,1,3,3,4697.0,1046,3651.0,0.313,1679,29,0.318,0.223,0.99711,0.00288892
-98372,Existing Customer,51,M,4,College,Married,$40K - $60K,Blue,36,2,3,1,4436.0,2222,2214.0,0.731,4460,85,0.7709999999999999,0.501,0.00011061,0.99989
-98373,Existing Customer,44,F,2,Graduate,Divorced,Less than $40K,Silver,25,2,2,2,13138.0,0,13138.0,0.546,3881,77,0.7909999999999999,0.0,0.00010284,0.9999
-98374,Attrited Customer,46,M,2,Uneducated,,$60K - $80K,Blue,30,4,3,2,1438.3,681,757.3,0.731,2527,38,0.583,0.473,0.9946200000000001,0.005379999999999999
-98375,Existing Customer,38,F,3,College,Married,Less than $40K,Blue,36,1,2,3,3297.0,1554,1743.0,0.605,4636,86,0.72,0.47100000000000003,0.00019313,0.9998100000000001
-98376,Existing Customer,46,M,2,Graduate,Single,$60K - $80K,Blue,34,1,3,2,6272.0,1434,4838.0,1.172,4514,66,1.2,0.22899999999999998,0.00017987,0.99982
-98377,Existing Customer,54,M,3,College,Single,$40K - $60K,Blue,42,1,2,1,5608.0,1775,3833.0,0.522,4325,77,0.75,0.317,6.9248e-05,0.9999299999999999
-98378,Existing Customer,42,M,4,,Married,$60K - $80K,Blue,32,1,1,2,9906.0,1759,8147.0,0.785,4033,76,1.0,0.17800000000000002,6.3492e-05,0.9999399999999999
-98379,Existing Customer,30,F,0,Graduate,Married,Less than $40K,Blue,36,2,2,2,1621.0,1046,575.0,0.7290000000000001,5247,84,0.615,0.645,9.7673e-05,0.9999
-98380,Existing Customer,49,F,4,Uneducated,Married,Less than $40K,Blue,38,1,3,3,2305.0,1173,1132.0,0.818,5106,74,0.762,0.509,0.0003262,0.9996700000000001
-98381,Existing Customer,54,F,1,Uneducated,Single,$40K - $60K,Blue,43,1,3,2,9525.0,2517,7008.0,0.669,4804,79,0.8809999999999999,0.264,0.0001736,0.9998299999999999
-98382,Attrited Customer,41,M,3,,Single,$80K - $120K,Blue,32,1,3,4,4742.0,2221,2521.0,0.46399999999999997,2422,41,0.46399999999999997,0.46799999999999997,0.9983,0.00169532
-98383,Existing Customer,51,M,4,Graduate,Single,$120K +,Blue,36,2,1,1,3168.0,2147,1021.0,0.6629999999999999,4674,71,0.821,0.6779999999999999,3.4833000000000003e-05,0.99997
-98384,Existing Customer,37,F,3,College,Married,Less than $40K,Blue,27,2,1,3,2939.0,1388,1551.0,0.69,5076,84,0.826,0.47200000000000003,9.345700000000001e-05,0.9999100000000001
+98372,Existing Customer,51,M,4,College,Married,$40K - $60K,Blue,36,2,3,1,4436.0,2222,2214.0,0.731,4460,85,0.771,0.501,0.00011061,0.99989
+98373,Existing Customer,44,F,2,Graduate,Divorced,Less than $40K,Silver,25,2,2,2,13138.0,0,13138.0,0.546,3881,77,0.791,0.0,0.00010284,0.9999
+98374,Attrited Customer,46,M,2,Uneducated,,$60K - $80K,Blue,30,4,3,2,1438.3,681,757.3,0.731,2527,38,0.583,0.473,0.99462,0.00538
+98375,Existing Customer,38,F,3,College,Married,Less than $40K,Blue,36,1,2,3,3297.0,1554,1743.0,0.605,4636,86,0.72,0.471,0.00019313,0.99981
+98376,Existing Customer,46,M,2,Graduate,Single,$60K - $80K,Blue,34,1,3,2,6272.0,1434,4838.0,1.172,4514,66,1.2,0.229,0.00017987,0.99982
+98377,Existing Customer,54,M,3,College,Single,$40K - $60K,Blue,42,1,2,1,5608.0,1775,3833.0,0.522,4325,77,0.75,0.317,6.9248e-05,0.99993
+98378,Existing Customer,42,M,4,,Married,$60K - $80K,Blue,32,1,1,2,9906.0,1759,8147.0,0.785,4033,76,1.0,0.178,6.3492e-05,0.99994
+98379,Existing Customer,30,F,0,Graduate,Married,Less than $40K,Blue,36,2,2,2,1621.0,1046,575.0,0.729,5247,84,0.615,0.645,9.7673e-05,0.9999
+98380,Existing Customer,49,F,4,Uneducated,Married,Less than $40K,Blue,38,1,3,3,2305.0,1173,1132.0,0.818,5106,74,0.762,0.509,0.0003262,0.99967
+98381,Existing Customer,54,F,1,Uneducated,Single,$40K - $60K,Blue,43,1,3,2,9525.0,2517,7008.0,0.669,4804,79,0.881,0.264,0.0001736,0.99983
+98382,Attrited Customer,41,M,3,,Single,$80K - $120K,Blue,32,1,3,4,4742.0,2221,2521.0,0.464,2422,41,0.464,0.468,0.9983,0.00169532
+98383,Existing Customer,51,M,4,Graduate,Single,$120K +,Blue,36,2,1,1,3168.0,2147,1021.0,0.663,4674,71,0.821,0.678,3.4833e-05,0.99997
+98384,Existing Customer,37,F,3,College,Married,Less than $40K,Blue,27,2,1,3,2939.0,1388,1551.0,0.69,5076,84,0.826,0.472,9.3457e-05,0.99991
 98385,Existing Customer,44,F,1,High School,Divorced,Less than $40K,Blue,32,1,1,2,2724.0,1288,1436.0,0.613,4171,75,1.206,0.473,5.0256e-05,0.99995
-98386,Existing Customer,46,F,2,,Married,,Blue,36,2,3,0,6990.0,876,6114.0,0.752,4861,77,0.638,0.125,7.293600000000001e-05,0.9999299999999999
-98387,Existing Customer,45,M,2,High School,,$60K - $80K,Blue,32,1,2,3,1870.0,0,1870.0,0.7609999999999999,4891,65,0.8059999999999999,0.0,0.0001861,0.9998100000000001
+98386,Existing Customer,46,F,2,,Married,,Blue,36,2,3,0,6990.0,876,6114.0,0.752,4861,77,0.638,0.125,7.2936e-05,0.99993
+98387,Existing Customer,45,M,2,High School,,$60K - $80K,Blue,32,1,2,3,1870.0,0,1870.0,0.761,4891,65,0.806,0.0,0.0001861,0.99981
 98388,Existing Customer,55,F,4,Graduate,Married,$40K - $60K,Blue,41,1,1,3,1438.3,0,1438.3,0.861,4885,88,0.63,0.0,9.7154e-05,0.9999
-98389,Attrited Customer,55,F,1,High School,Married,$40K - $60K,Blue,46,2,4,3,4629.0,710,3919.0,0.7879999999999999,2877,49,0.581,0.153,0.9970100000000001,0.00298772
-98390,Existing Customer,50,M,3,Graduate,Single,$120K +,Blue,33,1,2,2,34516.0,1134,33382.0,0.585,4520,73,0.659,0.033,0.00011811,0.9998799999999999
-98391,Attrited Customer,36,F,3,,Single,Less than $40K,Blue,36,4,3,0,1558.0,261,1297.0,0.775,2424,40,0.6,0.168,0.9869600000000001,0.013040000000000001
+98389,Attrited Customer,55,F,1,High School,Married,$40K - $60K,Blue,46,2,4,3,4629.0,710,3919.0,0.788,2877,49,0.581,0.153,0.99701,0.00298772
+98390,Existing Customer,50,M,3,Graduate,Single,$120K +,Blue,33,1,2,2,34516.0,1134,33382.0,0.585,4520,73,0.659,0.033,0.00011811,0.99988
+98391,Attrited Customer,36,F,3,,Single,Less than $40K,Blue,36,4,3,0,1558.0,261,1297.0,0.775,2424,40,0.6,0.168,0.98696,0.01304
 98392,Attrited Customer,45,M,4,Doctorate,Married,$60K - $80K,Blue,37,1,2,2,13093.0,2517,10576.0,0.426,2032,39,0.444,0.192,0.99425,0.00575
-98393,Existing Customer,45,F,5,,Divorced,$40K - $60K,Blue,33,2,2,3,1438.3,0,1438.3,0.7390000000000001,5346,84,0.787,0.0,0.00021724,0.9997799999999999
-98394,Existing Customer,41,F,3,,,$40K - $60K,Blue,36,2,6,2,4451.0,0,4451.0,0.726,4456,75,0.9740000000000001,0.0,0.00016195,0.99984
-98395,Existing Customer,44,M,4,Uneducated,Single,$60K - $80K,Blue,36,1,2,1,6426.0,0,6426.0,0.5920000000000001,4892,80,0.818,0.0,7.401699999999999e-05,0.9999299999999999
-98396,Existing Customer,47,F,5,Graduate,Single,Less than $40K,Blue,36,1,2,1,2761.0,1950,811.0,0.5820000000000001,4510,88,0.66,0.706,7.0865e-05,0.9999299999999999
-98397,Existing Customer,38,F,1,High School,Single,$40K - $60K,Blue,36,1,2,3,2148.0,1103,1045.0,0.602,4711,64,0.882,0.514,0.00017468,0.9998299999999999
-98398,Existing Customer,49,F,4,Graduate,Divorced,$40K - $60K,Blue,30,1,3,3,2485.0,1648,837.0,0.595,4208,71,0.919,0.6629999999999999,0.00031726,0.9996799999999999
-98399,Existing Customer,39,F,4,Graduate,Single,$40K - $60K,Blue,25,2,3,3,3394.0,2517,877.0,0.6890000000000001,5421,75,0.8290000000000001,0.742,0.00031726,0.9996799999999999
+98393,Existing Customer,45,F,5,,Divorced,$40K - $60K,Blue,33,2,2,3,1438.3,0,1438.3,0.739,5346,84,0.787,0.0,0.00021724,0.99978
+98394,Existing Customer,41,F,3,,,$40K - $60K,Blue,36,2,6,2,4451.0,0,4451.0,0.726,4456,75,0.974,0.0,0.00016195,0.99984
+98395,Existing Customer,44,M,4,Uneducated,Single,$60K - $80K,Blue,36,1,2,1,6426.0,0,6426.0,0.592,4892,80,0.818,0.0,7.4017e-05,0.99993
+98396,Existing Customer,47,F,5,Graduate,Single,Less than $40K,Blue,36,1,2,1,2761.0,1950,811.0,0.582,4510,88,0.66,0.706,7.0865e-05,0.99993
+98397,Existing Customer,38,F,1,High School,Single,$40K - $60K,Blue,36,1,2,3,2148.0,1103,1045.0,0.602,4711,64,0.882,0.514,0.00017468,0.99983
+98398,Existing Customer,49,F,4,Graduate,Divorced,$40K - $60K,Blue,30,1,3,3,2485.0,1648,837.0,0.595,4208,71,0.919,0.663,0.00031726,0.99968
+98399,Existing Customer,39,F,4,Graduate,Single,$40K - $60K,Blue,25,2,3,3,3394.0,2517,877.0,0.689,5421,75,0.829,0.742,0.00031726,0.99968
 98400,Existing Customer,50,F,3,High School,Married,$40K - $60K,Blue,40,1,3,3,3367.0,1747,1620.0,0.769,5657,91,0.517,0.519,0.00030516,0.99969
-98401,Existing Customer,50,F,0,High School,Married,$40K - $60K,Blue,43,2,3,1,4154.0,1060,3094.0,0.544,4325,86,0.72,0.255,9.049299999999999e-05,0.9999100000000001
-98402,Existing Customer,47,F,3,,Married,Less than $40K,Blue,37,2,2,2,2154.0,1628,526.0,0.665,4538,74,0.762,0.7559999999999999,0.00012982,0.99987
-98403,Existing Customer,54,F,4,Graduate,Divorced,Less than $40K,Blue,43,1,2,1,2506.0,1784,722.0,0.7290000000000001,4504,80,1.051,0.7120000000000001,7.1987e-05,0.9999299999999999
-98404,Existing Customer,46,F,3,College,Divorced,Less than $40K,Blue,38,1,1,3,1774.0,1115,659.0,0.6859999999999999,3474,60,0.667,0.629,9.345700000000001e-05,0.9999100000000001
-98405,Existing Customer,43,F,2,,Single,,Blue,27,1,3,3,3287.0,1697,1590.0,0.711,5236,77,1.026,0.516,0.00033251,0.9996700000000001
-98406,Existing Customer,42,F,3,High School,Married,,Blue,30,1,1,2,1821.0,935,886.0,0.7809999999999999,4786,87,0.7759999999999999,0.513,5.5558999999999994e-05,0.9999399999999999
+98401,Existing Customer,50,F,0,High School,Married,$40K - $60K,Blue,43,2,3,1,4154.0,1060,3094.0,0.544,4325,86,0.72,0.255,9.0493e-05,0.99991
+98402,Existing Customer,47,F,3,,Married,Less than $40K,Blue,37,2,2,2,2154.0,1628,526.0,0.665,4538,74,0.762,0.756,0.00012982,0.99987
+98403,Existing Customer,54,F,4,Graduate,Divorced,Less than $40K,Blue,43,1,2,1,2506.0,1784,722.0,0.729,4504,80,1.051,0.712,7.1987e-05,0.99993
+98404,Existing Customer,46,F,3,College,Divorced,Less than $40K,Blue,38,1,1,3,1774.0,1115,659.0,0.686,3474,60,0.667,0.629,9.3457e-05,0.99991
+98405,Existing Customer,43,F,2,,Single,,Blue,27,1,3,3,3287.0,1697,1590.0,0.711,5236,77,1.026,0.516,0.00033251,0.99967
+98406,Existing Customer,42,F,3,High School,Married,,Blue,30,1,1,2,1821.0,935,886.0,0.781,4786,87,0.776,0.513,5.5559e-05,0.99994
 98407,Existing Customer,49,M,4,High School,,$80K - $120K,Blue,31,2,3,3,34516.0,2517,31999.0,0.71,3990,65,1.031,0.073,0.00030842,0.99969
-98408,Existing Customer,45,F,4,Uneducated,Single,$40K - $60K,Blue,36,1,1,3,3918.0,2070,1848.0,0.76,4700,69,0.643,0.528,9.989299999999999e-05,0.9999
-98409,Existing Customer,49,F,1,Graduate,Married,,Blue,39,1,1,3,5455.0,2091,3364.0,0.748,4349,58,0.812,0.38299999999999995,8.6952e-05,0.9999100000000001
-98410,Attrited Customer,41,F,1,High School,Single,Less than $40K,Blue,36,4,3,2,2372.0,0,2372.0,0.597,2499,41,0.46399999999999997,0.0,0.99395,0.00605
-98411,Attrited Customer,45,F,2,Graduate,Single,Less than $40K,Blue,33,1,3,4,1492.0,0,1492.0,0.502,2469,38,0.267,0.0,0.9980700000000001,0.00193323
-98412,Existing Customer,44,F,1,Graduate,Single,Less than $40K,Blue,31,2,2,3,1550.0,716,834.0,0.7490000000000001,4534,87,0.977,0.462,0.00017969,0.99982
+98408,Existing Customer,45,F,4,Uneducated,Single,$40K - $60K,Blue,36,1,1,3,3918.0,2070,1848.0,0.76,4700,69,0.643,0.528,9.9893e-05,0.9999
+98409,Existing Customer,49,F,1,Graduate,Married,,Blue,39,1,1,3,5455.0,2091,3364.0,0.748,4349,58,0.812,0.383,8.6952e-05,0.99991
+98410,Attrited Customer,41,F,1,High School,Single,Less than $40K,Blue,36,4,3,2,2372.0,0,2372.0,0.597,2499,41,0.464,0.0,0.99395,0.00605
+98411,Attrited Customer,45,F,2,Graduate,Single,Less than $40K,Blue,33,1,3,4,1492.0,0,1492.0,0.502,2469,38,0.267,0.0,0.99807,0.00193323
+98412,Existing Customer,44,F,1,Graduate,Single,Less than $40K,Blue,31,2,2,3,1550.0,716,834.0,0.749,4534,87,0.977,0.462,0.00017969,0.99982
 98413,Existing Customer,58,F,3,Graduate,Single,Less than $40K,Blue,53,1,3,1,2669.0,2048,621.0,0.725,4863,79,1.135,0.767,0.00011256,0.99989
 98414,Existing Customer,42,M,4,College,Single,$60K - $80K,Blue,23,2,3,1,3311.0,841,2470.0,0.7,4559,80,0.905,0.254,0.00011061,0.99989
-98415,Existing Customer,51,F,4,High School,Single,Less than $40K,Blue,33,2,4,3,3068.0,2071,997.0,0.8540000000000001,5524,71,0.972,0.675,0.00037272,0.9996299999999999
+98415,Existing Customer,51,F,4,High School,Single,Less than $40K,Blue,33,2,4,3,3068.0,2071,997.0,0.854,5524,71,0.972,0.675,0.00037272,0.99963
 98416,Existing Customer,55,F,1,Graduate,Single,,Blue,49,1,4,3,2721.0,0,2721.0,0.508,5443,73,0.973,0.0,0.00034315,0.99966
-98417,Existing Customer,37,F,2,Uneducated,Single,$40K - $60K,Blue,27,1,3,2,3050.0,2517,533.0,1.177,4698,75,0.9229999999999999,0.825,0.00018494,0.99982
+98417,Existing Customer,37,F,2,Uneducated,Single,$40K - $60K,Blue,27,1,3,2,3050.0,2517,533.0,1.177,4698,75,0.923,0.825,0.00018494,0.99982
 98418,Existing Customer,60,F,2,Graduate,Married,,Blue,54,1,2,2,3356.0,1664,1692.0,0.862,5200,81,0.929,0.496,0.00011382,0.99989
-98419,Existing Customer,42,F,4,Graduate,Married,$40K - $60K,Blue,23,1,2,3,2647.0,1245,1402.0,0.7120000000000001,4911,82,0.8640000000000001,0.47,0.00020077,0.9998
-98420,Existing Customer,50,F,4,,Married,Less than $40K,Blue,36,2,4,3,2407.0,1102,1305.0,0.736,4543,71,0.775,0.45799999999999996,0.00042141,0.9995799999999999
-98421,Attrited Customer,52,F,2,High School,Married,,Blue,39,1,3,4,2233.0,1790,443.0,0.7979999999999999,2888,50,0.562,0.802,0.9980100000000001,0.00198853
-98422,Existing Customer,42,M,3,Post-Graduate,,$80K - $120K,Blue,37,1,1,3,32106.0,0,32106.0,0.6779999999999999,4452,83,0.7290000000000001,0.0,0.00011311,0.99989
-98423,Existing Customer,48,F,4,,Married,Less than $40K,Blue,43,1,1,0,2089.0,1262,827.0,0.8859999999999999,5069,76,1.111,0.604,2.342e-05,0.99998
+98419,Existing Customer,42,F,4,Graduate,Married,$40K - $60K,Blue,23,1,2,3,2647.0,1245,1402.0,0.712,4911,82,0.864,0.47,0.00020077,0.9998
+98420,Existing Customer,50,F,4,,Married,Less than $40K,Blue,36,2,4,3,2407.0,1102,1305.0,0.736,4543,71,0.775,0.458,0.00042141,0.99958
+98421,Attrited Customer,52,F,2,High School,Married,,Blue,39,1,3,4,2233.0,1790,443.0,0.798,2888,50,0.562,0.802,0.99801,0.00198853
+98422,Existing Customer,42,M,3,Post-Graduate,,$80K - $120K,Blue,37,1,1,3,32106.0,0,32106.0,0.678,4452,83,0.729,0.0,0.00011311,0.99989
+98423,Existing Customer,48,F,4,,Married,Less than $40K,Blue,43,1,1,0,2089.0,1262,827.0,0.886,5069,76,1.111,0.604,2.342e-05,0.99998
 98424,Existing Customer,48,F,3,High School,Divorced,Less than $40K,Blue,36,1,1,1,2185.0,1495,690.0,0.924,4906,83,0.804,0.684,3.3505e-05,0.99997
-98425,Existing Customer,44,F,2,Graduate,,Less than $40K,Blue,39,2,3,3,4057.0,755,3302.0,0.873,4301,58,1.4169999999999998,0.18600000000000003,0.00030251,0.9997
-98426,Existing Customer,44,F,4,College,Married,$40K - $60K,Blue,27,1,1,2,3183.0,2517,666.0,0.726,4017,63,0.853,0.7909999999999999,5.6158e-05,0.9999399999999999
-98427,Existing Customer,45,F,5,Uneducated,,Less than $40K,Blue,36,1,2,3,2699.0,1583,1116.0,0.648,4071,75,0.8290000000000001,0.5870000000000001,0.00020321,0.9998
-98428,Existing Customer,57,M,3,Graduate,Single,$80K - $120K,Blue,50,2,3,3,17096.0,1762,15334.0,0.409,4231,62,0.55,0.10300000000000001,0.0003139,0.99969
-98429,Existing Customer,50,F,2,Graduate,Married,Less than $40K,Blue,38,1,1,1,2897.0,0,2897.0,0.7,4891,87,0.7759999999999999,0.0,3.3214000000000004e-05,0.99997
-98430,Attrited Customer,46,F,2,Graduate,,Less than $40K,Blue,40,5,2,2,6568.0,0,6568.0,0.10099999999999999,1507,33,0.222,0.0,0.99129,0.008709999999999999
-98431,Existing Customer,40,F,4,Graduate,Married,,Blue,28,1,3,3,1622.0,972,650.0,0.866,4216,71,1.367,0.599,0.00031726,0.9996799999999999
-98432,Existing Customer,51,F,2,College,Single,Less than $40K,Blue,36,1,3,2,1438.3,718,720.3,0.5710000000000001,4447,71,0.821,0.499,0.00017488,0.9998299999999999
-98433,Existing Customer,34,F,2,High School,Single,$40K - $60K,Blue,36,2,3,1,1677.0,0,1677.0,0.7,4035,87,0.8909999999999999,0.0,0.00010545,0.99989
-98434,Existing Customer,48,F,2,Graduate,Married,,Blue,41,1,1,3,7884.0,745,7139.0,0.7140000000000001,4588,74,0.762,0.094,9.2637e-05,0.9999100000000001
+98425,Existing Customer,44,F,2,Graduate,,Less than $40K,Blue,39,2,3,3,4057.0,755,3302.0,0.873,4301,58,1.417,0.186,0.00030251,0.9997
+98426,Existing Customer,44,F,4,College,Married,$40K - $60K,Blue,27,1,1,2,3183.0,2517,666.0,0.726,4017,63,0.853,0.791,5.6158e-05,0.99994
+98427,Existing Customer,45,F,5,Uneducated,,Less than $40K,Blue,36,1,2,3,2699.0,1583,1116.0,0.648,4071,75,0.829,0.587,0.00020321,0.9998
+98428,Existing Customer,57,M,3,Graduate,Single,$80K - $120K,Blue,50,2,3,3,17096.0,1762,15334.0,0.409,4231,62,0.55,0.103,0.0003139,0.99969
+98429,Existing Customer,50,F,2,Graduate,Married,Less than $40K,Blue,38,1,1,1,2897.0,0,2897.0,0.7,4891,87,0.776,0.0,3.3214e-05,0.99997
+98430,Attrited Customer,46,F,2,Graduate,,Less than $40K,Blue,40,5,2,2,6568.0,0,6568.0,0.101,1507,33,0.222,0.0,0.99129,0.00871
+98431,Existing Customer,40,F,4,Graduate,Married,,Blue,28,1,3,3,1622.0,972,650.0,0.866,4216,71,1.367,0.599,0.00031726,0.99968
+98432,Existing Customer,51,F,2,College,Single,Less than $40K,Blue,36,1,3,2,1438.3,718,720.3,0.571,4447,71,0.821,0.499,0.00017488,0.99983
+98433,Existing Customer,34,F,2,High School,Single,$40K - $60K,Blue,36,2,3,1,1677.0,0,1677.0,0.7,4035,87,0.891,0.0,0.00010545,0.99989
+98434,Existing Customer,48,F,2,Graduate,Married,,Blue,41,1,1,3,7884.0,745,7139.0,0.714,4588,74,0.762,0.094,9.2637e-05,0.99991
 98435,Existing Customer,57,F,2,Graduate,Married,Less than $40K,Blue,45,1,3,3,1860.0,0,1860.0,0.778,5109,62,0.722,0.0,0.00030251,0.9997
-98436,Existing Customer,48,F,3,Graduate,Married,,Blue,41,1,2,2,8074.0,2426,5648.0,0.72,5372,93,0.7879999999999999,0.3,0.00011811,0.9998799999999999
-98437,Existing Customer,47,F,4,Graduate,Married,Less than $40K,Blue,30,2,3,3,2124.0,1573,551.0,0.728,4592,83,0.804,0.741,0.00031726,0.9996799999999999
+98436,Existing Customer,48,F,3,Graduate,Married,,Blue,41,1,2,2,8074.0,2426,5648.0,0.72,5372,93,0.788,0.3,0.00011811,0.99988
+98437,Existing Customer,47,F,4,Graduate,Married,Less than $40K,Blue,30,2,3,3,2124.0,1573,551.0,0.728,4592,83,0.804,0.741,0.00031726,0.99968
 98438,Existing Customer,48,F,4,Graduate,Single,Less than $40K,Blue,37,1,1,3,3413.0,1715,1698.0,0.812,3843,67,0.634,0.502,9.7154e-05,0.9999
-98439,Existing Customer,41,F,5,Graduate,Married,Less than $40K,Blue,24,2,3,3,2178.0,1408,770.0,0.635,5089,80,0.455,0.6459999999999999,0.00031231,0.99969
-98440,Existing Customer,47,F,3,Uneducated,Single,,Blue,35,1,4,3,2446.0,1899,547.0,0.7140000000000001,5347,87,0.74,0.7759999999999999,0.00039004,0.99961
-98441,Existing Customer,37,F,2,,Single,Less than $40K,Blue,21,1,1,1,3967.0,1476,2491.0,0.626,4490,66,0.833,0.37200000000000005,3.6508000000000004e-05,0.9999600000000001
-98442,Existing Customer,45,F,4,Graduate,Married,,Blue,36,2,2,2,4146.0,2027,2119.0,0.74,4323,64,0.684,0.489,0.00011937,0.9998799999999999
+98439,Existing Customer,41,F,5,Graduate,Married,Less than $40K,Blue,24,2,3,3,2178.0,1408,770.0,0.635,5089,80,0.455,0.646,0.00031231,0.99969
+98440,Existing Customer,47,F,3,Uneducated,Single,,Blue,35,1,4,3,2446.0,1899,547.0,0.714,5347,87,0.74,0.776,0.00039004,0.99961
+98441,Existing Customer,37,F,2,,Single,Less than $40K,Blue,21,1,1,1,3967.0,1476,2491.0,0.626,4490,66,0.833,0.372,3.6508e-05,0.99996
+98442,Existing Customer,45,F,4,Graduate,Married,,Blue,36,2,2,2,4146.0,2027,2119.0,0.74,4323,64,0.684,0.489,0.00011937,0.99988
 98443,Existing Customer,26,F,0,Uneducated,,,Silver,13,1,2,3,34516.0,2403,32113.0,0.623,4174,59,0.735,0.07,0.00015262,0.99985
-98444,Existing Customer,58,F,0,,,Less than $40K,Blue,52,1,2,2,1869.0,1255,614.0,0.847,5269,80,0.633,0.6709999999999999,0.00010736,0.99989
+98444,Existing Customer,58,F,0,,,Less than $40K,Blue,52,1,2,2,1869.0,1255,614.0,0.847,5269,80,0.633,0.671,0.00010736,0.99989
 98445,Existing Customer,46,F,2,College,Single,,Blue,33,2,3,1,2168.0,1334,834.0,0.622,4043,73,0.738,0.615,0.00010546,0.99989
-98446,Existing Customer,49,F,2,College,Married,Less than $40K,Blue,40,1,2,1,2096.0,1276,820.0,0.6,4926,82,0.745,0.609,6.6734e-05,0.9999299999999999
-98447,Existing Customer,41,M,2,Graduate,Single,$60K - $80K,Blue,28,2,1,1,7293.0,993,6300.0,0.507,4828,82,0.64,0.136,3.3214000000000004e-05,0.99997
-98448,Existing Customer,46,F,4,College,Married,,Blue,35,2,2,2,1438.3,0,1438.3,0.802,4659,74,1.114,0.0,0.00011605,0.9998799999999999
-98449,Existing Customer,42,M,2,Graduate,Single,$40K - $60K,Blue,36,1,1,3,1438.3,686,752.3,0.68,3499,80,0.86,0.47700000000000004,9.2637e-05,0.9999100000000001
+98446,Existing Customer,49,F,2,College,Married,Less than $40K,Blue,40,1,2,1,2096.0,1276,820.0,0.6,4926,82,0.745,0.609,6.6734e-05,0.99993
+98447,Existing Customer,41,M,2,Graduate,Single,$60K - $80K,Blue,28,2,1,1,7293.0,993,6300.0,0.507,4828,82,0.64,0.136,3.3214e-05,0.99997
+98448,Existing Customer,46,F,4,College,Married,,Blue,35,2,2,2,1438.3,0,1438.3,0.802,4659,74,1.114,0.0,0.00011605,0.99988
+98449,Existing Customer,42,M,2,Graduate,Single,$40K - $60K,Blue,36,1,1,3,1438.3,686,752.3,0.68,3499,80,0.86,0.477,9.2637e-05,0.99991
 98450,Existing Customer,57,F,3,High School,Single,Less than $40K,Blue,46,1,2,2,2298.0,1540,758.0,0.708,5154,81,0.976,0.67,0.00011482,0.99989
 98451,Existing Customer,48,F,4,,Single,,Blue,37,1,2,1,3829.0,836,2993.0,0.731,4313,85,0.545,0.218,7.9128e-05,0.99992
 98452,Existing Customer,58,F,3,Doctorate,Married,Less than $40K,Blue,47,1,3,3,1517.0,920,597.0,0.825,5067,69,0.865,0.606,0.0004542,0.99955
-98453,Existing Customer,46,F,2,College,,Less than $40K,Silver,36,2,3,1,13427.0,1507,11920.0,0.84,4266,63,0.75,0.11199999999999999,9.5293e-05,0.9999
-98454,Existing Customer,53,M,3,,Married,$80K - $120K,Blue,40,2,2,3,16747.0,0,16747.0,0.8009999999999999,4350,76,0.767,0.0,0.00021834,0.9997799999999999
-98455,Existing Customer,58,F,1,Graduate,Married,,Blue,48,2,3,1,9926.0,2216,7710.0,0.524,4937,73,0.5529999999999999,0.223,0.00010182,0.9999
+98453,Existing Customer,46,F,2,College,,Less than $40K,Silver,36,2,3,1,13427.0,1507,11920.0,0.84,4266,63,0.75,0.112,9.5293e-05,0.9999
+98454,Existing Customer,53,M,3,,Married,$80K - $120K,Blue,40,2,2,3,16747.0,0,16747.0,0.801,4350,76,0.767,0.0,0.00021834,0.99978
+98455,Existing Customer,58,F,1,Graduate,Married,,Blue,48,2,3,1,9926.0,2216,7710.0,0.524,4937,73,0.553,0.223,0.00010182,0.9999
 98456,Existing Customer,54,F,2,High School,,Less than $40K,Blue,44,1,1,1,2691.0,811,1880.0,0.767,4413,80,0.633,0.301,3.2288e-05,0.99997
-98457,Attrited Customer,42,F,3,High School,Married,$40K - $60K,Blue,30,5,3,2,1456.0,0,1456.0,0.6940000000000001,2843,42,0.5,0.0,0.9945200000000001,0.00548
-98458,Existing Customer,43,F,4,Graduate,Single,Less than $40K,Blue,34,2,3,2,2005.0,1263,742.0,0.657,4906,80,0.818,0.63,0.00018864,0.9998100000000001
-98459,Existing Customer,35,F,3,High School,Married,Less than $40K,Blue,36,2,3,0,4790.0,1189,3601.0,0.698,4544,81,0.929,0.248,6.6935e-05,0.9999299999999999
-98460,Existing Customer,46,F,2,,Married,Less than $40K,Blue,36,2,3,1,3123.0,1639,1484.0,0.7879999999999999,4117,76,1.111,0.525,0.00011924,0.9998799999999999
-98461,Existing Customer,42,F,3,College,,Less than $40K,Blue,28,1,2,3,5471.0,2517,2954.0,0.493,5103,94,0.679,0.46,0.00019313,0.9998100000000001
-98462,Existing Customer,53,M,3,Graduate,Married,$120K +,Blue,46,1,2,2,13670.0,0,13670.0,0.8190000000000001,4812,81,0.653,0.0,0.00011811,0.9998799999999999
+98457,Attrited Customer,42,F,3,High School,Married,$40K - $60K,Blue,30,5,3,2,1456.0,0,1456.0,0.694,2843,42,0.5,0.0,0.99452,0.00548
+98458,Existing Customer,43,F,4,Graduate,Single,Less than $40K,Blue,34,2,3,2,2005.0,1263,742.0,0.657,4906,80,0.818,0.63,0.00018864,0.99981
+98459,Existing Customer,35,F,3,High School,Married,Less than $40K,Blue,36,2,3,0,4790.0,1189,3601.0,0.698,4544,81,0.929,0.248,6.6935e-05,0.99993
+98460,Existing Customer,46,F,2,,Married,Less than $40K,Blue,36,2,3,1,3123.0,1639,1484.0,0.788,4117,76,1.111,0.525,0.00011924,0.99988
+98461,Existing Customer,42,F,3,College,,Less than $40K,Blue,28,1,2,3,5471.0,2517,2954.0,0.493,5103,94,0.679,0.46,0.00019313,0.99981
+98462,Existing Customer,53,M,3,Graduate,Married,$120K +,Blue,46,1,2,2,13670.0,0,13670.0,0.819,4812,81,0.653,0.0,0.00011811,0.99988
 98463,Attrited Customer,52,M,2,Graduate,Single,$60K - $80K,Blue,45,2,3,3,3460.0,0,3460.0,0.466,2355,47,0.621,0.0,0.99671,0.00329379
-98464,Existing Customer,48,M,2,Uneducated,Married,$40K - $60K,Blue,42,1,3,3,3202.0,2517,685.0,0.597,4675,88,0.6920000000000001,0.7859999999999999,0.00031104,0.99969
+98464,Existing Customer,48,M,2,Uneducated,Married,$40K - $60K,Blue,42,1,3,3,3202.0,2517,685.0,0.597,4675,88,0.692,0.786,0.00031104,0.99969
 98465,Attrited Customer,31,F,1,Uneducated,Married,Less than $40K,Blue,20,6,2,2,1438.3,0,1438.3,0.706,2614,49,0.531,0.0,0.99098,0.00902
-98466,Existing Customer,50,M,2,Post-Graduate,Single,$60K - $80K,Blue,36,1,3,2,2296.0,1371,925.0,0.604,5483,77,0.7909999999999999,0.597,0.00021165,0.99979
-98467,Existing Customer,54,F,5,,Single,Less than $40K,Blue,49,2,3,2,1476.0,0,1476.0,0.6990000000000001,4462,75,0.7859999999999999,0.0,0.00020412,0.9998
-98468,Existing Customer,35,F,3,Doctorate,Single,,Blue,24,1,1,3,12287.0,770,11517.0,0.612,4601,65,0.757,0.063,0.0001391,0.9998600000000001
-98469,Existing Customer,41,F,4,,Single,Less than $40K,Blue,36,2,3,2,2470.0,1566,904.0,0.8109999999999999,5011,61,0.743,0.634,0.00020735,0.99979
-98470,Existing Customer,46,M,2,Graduate,,$120K +,Blue,34,1,3,2,24431.0,892,23539.0,0.41700000000000004,3457,66,0.5710000000000001,0.037000000000000005,0.00017987,0.99982
-98471,Existing Customer,41,M,4,,Married,Less than $40K,Blue,36,1,1,2,1950.0,998,952.0,0.619,4630,84,0.7140000000000001,0.512,6.3492e-05,0.9999399999999999
-98472,Existing Customer,49,F,4,Graduate,Married,Less than $40K,Blue,36,1,3,1,6615.0,0,6615.0,0.619,4575,75,0.7859999999999999,0.0,0.00011377,0.99989
-98473,Existing Customer,47,F,4,,Single,,Blue,34,1,3,2,5756.0,860,4896.0,0.708,5298,72,0.7140000000000001,0.149,0.00020735,0.99979
+98466,Existing Customer,50,M,2,Post-Graduate,Single,$60K - $80K,Blue,36,1,3,2,2296.0,1371,925.0,0.604,5483,77,0.791,0.597,0.00021165,0.99979
+98467,Existing Customer,54,F,5,,Single,Less than $40K,Blue,49,2,3,2,1476.0,0,1476.0,0.699,4462,75,0.786,0.0,0.00020412,0.9998
+98468,Existing Customer,35,F,3,Doctorate,Single,,Blue,24,1,1,3,12287.0,770,11517.0,0.612,4601,65,0.757,0.063,0.0001391,0.99986
+98469,Existing Customer,41,F,4,,Single,Less than $40K,Blue,36,2,3,2,2470.0,1566,904.0,0.811,5011,61,0.743,0.634,0.00020735,0.99979
+98470,Existing Customer,46,M,2,Graduate,,$120K +,Blue,34,1,3,2,24431.0,892,23539.0,0.417,3457,66,0.571,0.037,0.00017987,0.99982
+98471,Existing Customer,41,M,4,,Married,Less than $40K,Blue,36,1,1,2,1950.0,998,952.0,0.619,4630,84,0.714,0.512,6.3492e-05,0.99994
+98472,Existing Customer,49,F,4,Graduate,Married,Less than $40K,Blue,36,1,3,1,6615.0,0,6615.0,0.619,4575,75,0.786,0.0,0.00011377,0.99989
+98473,Existing Customer,47,F,4,,Single,,Blue,34,1,3,2,5756.0,860,4896.0,0.708,5298,72,0.714,0.149,0.00020735,0.99979
 98474,Attrited Customer,55,F,2,College,Single,,Blue,49,1,0,6,1438.3,0,1438.3,0.608,2278,57,0.727,0.0,0.99424,0.00576
-98475,Existing Customer,32,F,0,,Single,Less than $40K,Blue,22,1,3,2,1438.3,713,725.3,0.8059999999999999,5099,80,0.951,0.496,0.00016966,0.9998299999999999
+98475,Existing Customer,32,F,0,,Single,Less than $40K,Blue,22,1,3,2,1438.3,713,725.3,0.806,5099,80,0.951,0.496,0.00016966,0.99983
 98476,Existing Customer,50,F,2,Graduate,Married,Less than $40K,Blue,36,2,3,2,1912.0,0,1912.0,0.728,4851,87,0.642,0.0,0.00017987,0.99982
 98477,Attrited Customer,45,F,4,High School,Single,,Blue,26,6,2,2,4549.0,1631,2918.0,0.779,2240,34,0.478,0.359,0.99146,0.00854
-98478,Existing Customer,45,F,4,Graduate,,Less than $40K,Blue,33,1,2,1,1979.0,1305,674.0,0.7020000000000001,5458,84,0.75,0.659,7.1987e-05,0.9999299999999999
-98479,Existing Customer,40,F,5,,Married,$40K - $60K,Blue,24,1,1,2,2803.0,1747,1056.0,0.9540000000000001,5089,71,1.0290000000000001,0.623,6.250199999999999e-05,0.9999399999999999
-98480,Existing Customer,45,F,3,High School,Married,Less than $40K,Blue,35,2,2,1,2548.0,2250,298.0,0.581,4747,77,0.7909999999999999,0.883,6.9242e-05,0.9999299999999999
-98481,Existing Customer,45,F,2,High School,Married,Less than $40K,Blue,36,1,2,2,1457.0,828,629.0,0.852,5401,93,0.6609999999999999,0.568,0.00011065,0.99989
-98482,Attrited Customer,32,F,0,,Married,Less than $40K,Blue,36,5,3,3,1438.3,0,1438.3,0.569,2464,37,0.321,0.0,0.99651,0.0034913000000000006
-98483,Existing Customer,59,F,1,Graduate,Single,$40K - $60K,Blue,53,2,2,0,1980.0,1409,571.0,0.743,5350,96,0.7140000000000001,0.7120000000000001,3.941e-05,0.9999600000000001
-98484,Existing Customer,48,F,2,Graduate,Married,Less than $40K,Blue,35,2,3,1,2216.0,1262,954.0,0.49700000000000005,4763,83,0.66,0.569,0.00010848,0.99989
-98485,Existing Customer,57,F,3,Graduate,Divorced,$40K - $60K,Blue,47,1,3,2,4262.0,2517,1745.0,0.682,3943,75,0.7440000000000001,0.591,0.00018665,0.9998100000000001
+98478,Existing Customer,45,F,4,Graduate,,Less than $40K,Blue,33,1,2,1,1979.0,1305,674.0,0.702,5458,84,0.75,0.659,7.1987e-05,0.99993
+98479,Existing Customer,40,F,5,,Married,$40K - $60K,Blue,24,1,1,2,2803.0,1747,1056.0,0.954,5089,71,1.029,0.623,6.2502e-05,0.99994
+98480,Existing Customer,45,F,3,High School,Married,Less than $40K,Blue,35,2,2,1,2548.0,2250,298.0,0.581,4747,77,0.791,0.883,6.9242e-05,0.99993
+98481,Existing Customer,45,F,2,High School,Married,Less than $40K,Blue,36,1,2,2,1457.0,828,629.0,0.852,5401,93,0.661,0.568,0.00011065,0.99989
+98482,Attrited Customer,32,F,0,,Married,Less than $40K,Blue,36,5,3,3,1438.3,0,1438.3,0.569,2464,37,0.321,0.0,0.99651,0.0034913
+98483,Existing Customer,59,F,1,Graduate,Single,$40K - $60K,Blue,53,2,2,0,1980.0,1409,571.0,0.743,5350,96,0.714,0.712,3.941e-05,0.99996
+98484,Existing Customer,48,F,2,Graduate,Married,Less than $40K,Blue,35,2,3,1,2216.0,1262,954.0,0.497,4763,83,0.66,0.569,0.00010848,0.99989
+98485,Existing Customer,57,F,3,Graduate,Divorced,$40K - $60K,Blue,47,1,3,2,4262.0,2517,1745.0,0.682,3943,75,0.744,0.591,0.00018665,0.99981
 98486,Existing Customer,42,F,2,Uneducated,Married,Less than $40K,Blue,28,1,2,3,2573.0,1742,831.0,0.693,4649,88,0.76,0.677,0.00019683,0.9998
-98487,Existing Customer,55,F,2,High School,Married,$40K - $60K,Blue,42,2,2,3,5431.0,2007,3424.0,0.6609999999999999,4569,82,0.608,0.37,0.0001861,0.9998100000000001
-98488,Existing Customer,43,F,5,Uneducated,Married,Less than $40K,Blue,30,1,3,2,3092.0,909,2183.0,0.8320000000000001,4797,87,0.851,0.294,0.00019094,0.9998100000000001
+98487,Existing Customer,55,F,2,High School,Married,$40K - $60K,Blue,42,2,2,3,5431.0,2007,3424.0,0.661,4569,82,0.608,0.37,0.0001861,0.99981
+98488,Existing Customer,43,F,5,Uneducated,Married,Less than $40K,Blue,30,1,3,2,3092.0,909,2183.0,0.832,4797,87,0.851,0.294,0.00019094,0.99981
 98489,Existing Customer,37,F,2,Graduate,Married,Less than $40K,Blue,31,1,3,3,2984.0,0,2984.0,0.77,4878,86,0.87,0.0,0.00030251,0.9997
-98490,Existing Customer,48,F,2,Uneducated,Married,,Blue,38,1,3,3,2186.0,1017,1169.0,0.617,4629,77,0.7909999999999999,0.465,0.00031104,0.99969
-98491,Existing Customer,34,M,1,Graduate,Single,Less than $40K,Blue,28,1,6,3,2669.0,1649,1020.0,0.63,4314,74,0.609,0.618,0.00022416,0.9997799999999999
-98492,Existing Customer,50,F,3,Graduate,Married,Less than $40K,Blue,45,1,3,1,1789.0,1156,633.0,0.748,5110,75,0.63,0.6459999999999999,0.00011256,0.99989
-98493,Existing Customer,36,F,1,Doctorate,Single,Less than $40K,Blue,25,1,2,3,2835.0,2511,324.0,0.731,4811,77,0.925,0.8859999999999999,0.00026001,0.99974
-98494,Existing Customer,44,F,5,Graduate,Single,Less than $40K,Blue,28,2,2,2,1558.0,879,679.0,0.8740000000000001,4805,86,0.792,0.564,0.00011751,0.9998799999999999
-98495,Existing Customer,47,M,4,Graduate,Single,$80K - $120K,Blue,42,1,1,3,7299.0,0,7299.0,0.8059999999999999,4678,83,0.7290000000000001,0.0,9.7154e-05,0.9999
-98496,Attrited Customer,56,F,1,High School,Single,Less than $40K,Blue,48,1,5,2,3556.0,0,3556.0,0.596,2220,45,0.731,0.0,0.9945799999999999,0.00542
-98497,Existing Customer,45,F,3,Graduate,Married,Less than $40K,Blue,35,1,2,2,1438.3,834,604.3,0.635,4976,70,0.8420000000000001,0.58,0.00011811,0.9998799999999999
-98498,Existing Customer,35,F,2,,Single,,Blue,36,2,1,2,1507.0,0,1507.0,0.81,4679,85,0.7709999999999999,0.0,6.054e-05,0.9999399999999999
-98499,Attrited Customer,51,F,2,Graduate,Married,,Blue,34,2,3,2,7551.0,0,7551.0,0.894,2977,46,0.39399999999999996,0.0,0.9944700000000001,0.005529999999999999
+98490,Existing Customer,48,F,2,Uneducated,Married,,Blue,38,1,3,3,2186.0,1017,1169.0,0.617,4629,77,0.791,0.465,0.00031104,0.99969
+98491,Existing Customer,34,M,1,Graduate,Single,Less than $40K,Blue,28,1,6,3,2669.0,1649,1020.0,0.63,4314,74,0.609,0.618,0.00022416,0.99978
+98492,Existing Customer,50,F,3,Graduate,Married,Less than $40K,Blue,45,1,3,1,1789.0,1156,633.0,0.748,5110,75,0.63,0.646,0.00011256,0.99989
+98493,Existing Customer,36,F,1,Doctorate,Single,Less than $40K,Blue,25,1,2,3,2835.0,2511,324.0,0.731,4811,77,0.925,0.886,0.00026001,0.99974
+98494,Existing Customer,44,F,5,Graduate,Single,Less than $40K,Blue,28,2,2,2,1558.0,879,679.0,0.874,4805,86,0.792,0.564,0.00011751,0.99988
+98495,Existing Customer,47,M,4,Graduate,Single,$80K - $120K,Blue,42,1,1,3,7299.0,0,7299.0,0.806,4678,83,0.729,0.0,9.7154e-05,0.9999
+98496,Attrited Customer,56,F,1,High School,Single,Less than $40K,Blue,48,1,5,2,3556.0,0,3556.0,0.596,2220,45,0.731,0.0,0.99458,0.00542
+98497,Existing Customer,45,F,3,Graduate,Married,Less than $40K,Blue,35,1,2,2,1438.3,834,604.3,0.635,4976,70,0.842,0.58,0.00011811,0.99988
+98498,Existing Customer,35,F,2,,Single,,Blue,36,2,1,2,1507.0,0,1507.0,0.81,4679,85,0.771,0.0,6.054e-05,0.99994
+98499,Attrited Customer,51,F,2,Graduate,Married,,Blue,34,2,3,2,7551.0,0,7551.0,0.894,2977,46,0.394,0.0,0.99447,0.00553
 98500,Existing Customer,38,F,2,Uneducated,Single,Less than $40K,Blue,25,2,3,1,2468.0,872,1596.0,0.991,4426,76,1.111,0.353,0.00011153,0.99989
 98501,Existing Customer,42,F,3,,Married,Less than $40K,Blue,36,2,3,3,2515.0,1453,1062.0,0.649,4025,74,0.805,0.578,0.00034503,0.99965
-98502,Attrited Customer,59,F,0,Graduate,,,Blue,49,2,3,2,9076.0,0,9076.0,0.899,3048,53,0.6559999999999999,0.0,0.99356,0.00644
-98503,Existing Customer,45,M,3,College,Single,$60K - $80K,Blue,35,1,1,2,10699.0,1099,9600.0,0.6609999999999999,5052,61,0.6940000000000001,0.10300000000000001,5.5564e-05,0.9999399999999999
-98504,Attrited Customer,34,M,2,High School,Married,$80K - $120K,Blue,25,6,2,0,1439.0,0,1439.0,0.89,2932,44,0.9129999999999999,0.0,0.97609,0.02391
+98502,Attrited Customer,59,F,0,Graduate,,,Blue,49,2,3,2,9076.0,0,9076.0,0.899,3048,53,0.656,0.0,0.99356,0.00644
+98503,Existing Customer,45,M,3,College,Single,$60K - $80K,Blue,35,1,1,2,10699.0,1099,9600.0,0.661,5052,61,0.694,0.103,5.5564e-05,0.99994
+98504,Attrited Customer,34,M,2,High School,Married,$80K - $120K,Blue,25,6,2,0,1439.0,0,1439.0,0.89,2932,44,0.913,0.0,0.97609,0.02391
 98505,Existing Customer,44,F,3,Doctorate,Married,,Blue,40,2,1,1,7212.0,1008,6204.0,0.727,5169,82,0.745,0.14,4.9875e-05,0.99995
-98506,Existing Customer,54,F,4,High School,Single,$40K - $60K,Blue,48,2,4,1,3089.0,1177,1912.0,1.01,5237,75,0.8290000000000001,0.381,0.00013366,0.99987
-98507,Existing Customer,46,M,3,,,$80K - $120K,Blue,41,1,2,2,11250.0,0,11250.0,0.48200000000000004,4514,70,0.591,0.0,0.00012982,0.99987
-98508,Existing Customer,53,F,1,College,Married,Less than $40K,Blue,36,1,3,3,1665.0,964,701.0,1.0490000000000002,4881,75,0.9229999999999999,0.579,0.00027607,0.99972
-98509,Existing Customer,54,M,1,College,Single,$120K +,Blue,48,1,3,1,2456.0,1654,802.0,0.565,4468,84,0.75,0.6729999999999999,9.8992e-05,0.9999
+98506,Existing Customer,54,F,4,High School,Single,$40K - $60K,Blue,48,2,4,1,3089.0,1177,1912.0,1.01,5237,75,0.829,0.381,0.00013366,0.99987
+98507,Existing Customer,46,M,3,,,$80K - $120K,Blue,41,1,2,2,11250.0,0,11250.0,0.482,4514,70,0.591,0.0,0.00012982,0.99987
+98508,Existing Customer,53,F,1,College,Married,Less than $40K,Blue,36,1,3,3,1665.0,964,701.0,1.049,4881,75,0.923,0.579,0.00027607,0.99972
+98509,Existing Customer,54,M,1,College,Single,$120K +,Blue,48,1,3,1,2456.0,1654,802.0,0.565,4468,84,0.75,0.673,9.8992e-05,0.9999
 98510,Existing Customer,47,M,1,Graduate,Married,$60K - $80K,Blue,40,2,2,3,11773.0,0,11773.0,0.754,5098,58,1.071,0.0,0.00017969,0.99982
-98511,Existing Customer,43,F,4,Graduate,Single,$40K - $60K,Blue,23,2,1,1,1438.3,0,1438.3,0.728,4494,82,0.708,0.0,3.4833000000000003e-05,0.99997
-98512,Existing Customer,41,F,3,College,Single,$40K - $60K,Blue,32,2,1,2,3104.0,1954,1150.0,0.473,4699,77,0.925,0.63,5.5564e-05,0.9999399999999999
-98513,Existing Customer,48,F,3,College,,,Blue,40,2,6,1,2337.0,0,2337.0,0.586,5203,90,0.765,0.0,8.6389e-05,0.9999100000000001
-98514,Existing Customer,50,F,3,Uneducated,Married,Less than $40K,Blue,34,2,2,2,4060.0,2336,1724.0,0.943,5173,87,0.706,0.575,0.00012144,0.9998799999999999
-98515,Existing Customer,42,F,4,Uneducated,Single,Less than $40K,Blue,24,2,2,2,3428.0,2209,1219.0,0.6709999999999999,4751,87,0.642,0.644,0.00012274,0.9998799999999999
-98516,Existing Customer,44,M,3,,Married,$40K - $60K,Blue,36,1,1,1,12967.0,2517,10450.0,0.787,4520,74,0.762,0.19399999999999998,3.7884e-05,0.9999600000000001
-98517,Existing Customer,45,M,3,,Single,Less than $40K,Blue,36,2,1,0,2326.0,642,1684.0,0.8140000000000001,5413,90,0.765,0.276,2.3171999999999998e-05,0.99998
-98518,Attrited Customer,39,F,3,Graduate,Married,,Blue,26,2,2,3,4376.0,855,3521.0,0.8390000000000001,2862,52,0.733,0.195,0.9949899999999999,0.0050100000000000006
-98519,Existing Customer,46,M,3,Uneducated,Married,$60K - $80K,Blue,33,2,2,1,12745.0,0,12745.0,0.5379999999999999,4380,80,0.7390000000000001,0.0,7.3235e-05,0.9999299999999999
+98511,Existing Customer,43,F,4,Graduate,Single,$40K - $60K,Blue,23,2,1,1,1438.3,0,1438.3,0.728,4494,82,0.708,0.0,3.4833e-05,0.99997
+98512,Existing Customer,41,F,3,College,Single,$40K - $60K,Blue,32,2,1,2,3104.0,1954,1150.0,0.473,4699,77,0.925,0.63,5.5564e-05,0.99994
+98513,Existing Customer,48,F,3,College,,,Blue,40,2,6,1,2337.0,0,2337.0,0.586,5203,90,0.765,0.0,8.6389e-05,0.99991
+98514,Existing Customer,50,F,3,Uneducated,Married,Less than $40K,Blue,34,2,2,2,4060.0,2336,1724.0,0.943,5173,87,0.706,0.575,0.00012144,0.99988
+98515,Existing Customer,42,F,4,Uneducated,Single,Less than $40K,Blue,24,2,2,2,3428.0,2209,1219.0,0.671,4751,87,0.642,0.644,0.00012274,0.99988
+98516,Existing Customer,44,M,3,,Married,$40K - $60K,Blue,36,1,1,1,12967.0,2517,10450.0,0.787,4520,74,0.762,0.194,3.7884e-05,0.99996
+98517,Existing Customer,45,M,3,,Single,Less than $40K,Blue,36,2,1,0,2326.0,642,1684.0,0.814,5413,90,0.765,0.276,2.3172e-05,0.99998
+98518,Attrited Customer,39,F,3,Graduate,Married,,Blue,26,2,2,3,4376.0,855,3521.0,0.839,2862,52,0.733,0.195,0.99499,0.00501
+98519,Existing Customer,46,M,3,Uneducated,Married,$60K - $80K,Blue,33,2,2,1,12745.0,0,12745.0,0.538,4380,80,0.739,0.0,7.3235e-05,0.99993
 98520,Existing Customer,39,M,2,Doctorate,Single,$60K - $80K,Blue,36,2,2,1,1790.0,891,899.0,0.45,4498,96,0.574,0.498,9.933e-05,0.9999
-98521,Existing Customer,40,F,3,Uneducated,,Less than $40K,Blue,30,2,3,2,2969.0,0,2969.0,0.74,4109,70,1.0,0.0,0.00019191,0.9998100000000001
+98521,Existing Customer,40,F,3,Uneducated,,Less than $40K,Blue,30,2,3,2,2969.0,0,2969.0,0.74,4109,70,1.0,0.0,0.00019191,0.99981
 98522,Existing Customer,43,M,3,Doctorate,Single,$40K - $60K,Blue,35,2,6,3,4970.0,1588,3382.0,0.669,4436,83,0.804,0.32,0.00035857,0.99964
-98523,Existing Customer,49,F,3,Graduate,Single,$40K - $60K,Blue,32,1,3,3,5400.0,1426,3974.0,0.595,4643,80,0.7020000000000001,0.264,0.0003139,0.99969
-98524,Attrited Customer,46,F,1,Uneducated,,,Blue,28,5,2,6,2069.0,0,2069.0,0.6559999999999999,2754,55,0.667,0.0,0.9989600000000001,0.00104314
-98525,Existing Customer,52,F,2,,Married,,Blue,45,2,2,1,3192.0,0,3192.0,0.6459999999999999,4191,80,0.7390000000000001,0.0,7.5449e-05,0.99992
+98523,Existing Customer,49,F,3,Graduate,Single,$40K - $60K,Blue,32,1,3,3,5400.0,1426,3974.0,0.595,4643,80,0.702,0.264,0.0003139,0.99969
+98524,Attrited Customer,46,F,1,Uneducated,,,Blue,28,5,2,6,2069.0,0,2069.0,0.656,2754,55,0.667,0.0,0.99896,0.00104314
+98525,Existing Customer,52,F,2,,Married,,Blue,45,2,2,1,3192.0,0,3192.0,0.646,4191,80,0.739,0.0,7.5449e-05,0.99992
 98526,Existing Customer,48,F,3,,Single,Less than $40K,Blue,37,2,2,1,2105.0,1072,1033.0,0.514,4833,81,1.077,0.509,7.8291e-05,0.99992
-98527,Existing Customer,44,M,4,College,Single,$80K - $120K,Blue,34,2,2,3,1876.0,861,1015.0,0.8390000000000001,5056,82,0.547,0.45899999999999996,0.00019519,0.9998
+98527,Existing Customer,44,M,4,College,Single,$80K - $120K,Blue,34,2,2,3,1876.0,861,1015.0,0.839,5056,82,0.547,0.459,0.00019519,0.9998
 98528,Attrited Customer,57,F,3,,,Less than $40K,Blue,43,5,3,2,1462.0,0,1462.0,0.602,2299,42,0.312,0.0,0.99515,0.00484967
-98529,Existing Customer,40,F,2,,Single,$40K - $60K,Blue,29,1,3,3,2351.0,1337,1014.0,0.613,5115,84,0.787,0.569,0.00033251,0.9996700000000001
-98530,Existing Customer,54,F,3,Uneducated,Single,Less than $40K,Blue,49,2,2,2,1719.0,0,1719.0,0.579,4869,65,0.512,0.0,0.00012144,0.9998799999999999
+98529,Existing Customer,40,F,2,,Single,$40K - $60K,Blue,29,1,3,3,2351.0,1337,1014.0,0.613,5115,84,0.787,0.569,0.00033251,0.99967
+98530,Existing Customer,54,F,3,Uneducated,Single,Less than $40K,Blue,49,2,2,2,1719.0,0,1719.0,0.579,4869,65,0.512,0.0,0.00012144,0.99988
 98531,Existing Customer,47,F,4,Uneducated,Single,$40K - $60K,Blue,36,1,1,0,1438.3,0,1438.3,0.61,5216,78,0.66,0.0,2.1907e-05,0.99998
 98532,Existing Customer,26,F,0,,Married,Less than $40K,Blue,20,2,2,2,2516.0,2378,138.0,1.033,4746,75,0.875,0.945,0.00010736,0.99989
-98533,Existing Customer,33,F,1,Graduate,Single,$40K - $60K,Blue,20,2,2,3,4883.0,0,4883.0,0.7240000000000001,4613,82,1.0,0.0,0.00017969,0.99982
-98534,Existing Customer,38,M,3,High School,Single,$80K - $120K,Blue,29,2,1,3,3413.0,1801,1612.0,0.88,3831,45,0.667,0.528,9.344799999999999e-05,0.9999100000000001
+98533,Existing Customer,33,F,1,Graduate,Single,$40K - $60K,Blue,20,2,2,3,4883.0,0,4883.0,0.724,4613,82,1.0,0.0,0.00017969,0.99982
+98534,Existing Customer,38,M,3,High School,Single,$80K - $120K,Blue,29,2,1,3,3413.0,1801,1612.0,0.88,3831,45,0.667,0.528,9.3448e-05,0.99991
 98535,Attrited Customer,59,F,0,,Single,$40K - $60K,Blue,52,2,4,3,1852.0,0,1852.0,0.902,2851,49,0.75,0.0,0.99711,0.00289056
-98536,Existing Customer,35,F,2,Graduate,Married,,Blue,25,2,3,3,3339.0,2014,1325.0,0.688,4725,83,0.6940000000000001,0.603,0.00030251,0.9997
-98537,Attrited Customer,45,F,4,College,Single,Less than $40K,Blue,41,6,3,2,3785.0,2517,1268.0,0.574,2401,54,0.742,0.665,0.9945799999999999,0.00542
-98538,Existing Customer,61,M,0,Uneducated,Single,$40K - $60K,Blue,49,1,2,3,2228.0,1480,748.0,0.5329999999999999,4431,71,0.6509999999999999,0.664,0.00016891,0.9998299999999999
-98539,Attrited Customer,55,F,1,,,Less than $40K,Blue,36,2,3,2,3626.0,795,2831.0,0.8959999999999999,2954,42,0.556,0.21899999999999997,0.99464,0.00536
-98540,Existing Customer,58,F,0,Graduate,Married,$40K - $60K,Blue,47,2,2,1,2194.0,1302,892.0,0.8140000000000001,4962,81,0.841,0.593,5.8902e-05,0.9999399999999999
+98536,Existing Customer,35,F,2,Graduate,Married,,Blue,25,2,3,3,3339.0,2014,1325.0,0.688,4725,83,0.694,0.603,0.00030251,0.9997
+98537,Attrited Customer,45,F,4,College,Single,Less than $40K,Blue,41,6,3,2,3785.0,2517,1268.0,0.574,2401,54,0.742,0.665,0.99458,0.00542
+98538,Existing Customer,61,M,0,Uneducated,Single,$40K - $60K,Blue,49,1,2,3,2228.0,1480,748.0,0.533,4431,71,0.651,0.664,0.00016891,0.99983
+98539,Attrited Customer,55,F,1,,,Less than $40K,Blue,36,2,3,2,3626.0,795,2831.0,0.896,2954,42,0.556,0.219,0.99464,0.00536
+98540,Existing Customer,58,F,0,Graduate,Married,$40K - $60K,Blue,47,2,2,1,2194.0,1302,892.0,0.814,4962,81,0.841,0.593,5.8902e-05,0.99994
 98541,Existing Customer,41,F,5,Graduate,Married,Less than $40K,Blue,28,2,3,1,2665.0,1936,729.0,0.757,4500,71,0.972,0.726,0.00011199,0.99989
-98542,Existing Customer,42,M,4,Uneducated,Married,$40K - $60K,Blue,38,1,4,1,2444.0,0,2444.0,0.7879999999999999,4220,50,1.1740000000000002,0.0,0.00014137,0.9998600000000001
-98543,Existing Customer,45,F,4,Uneducated,Married,Less than $40K,Blue,32,1,1,1,3335.0,2238,1097.0,0.644,5321,78,0.95,0.6709999999999999,3.5816e-05,0.9999600000000001
-98544,Existing Customer,45,F,3,Post-Graduate,Married,Less than $40K,Blue,32,2,3,2,2726.0,2127,599.0,0.8140000000000001,5578,89,0.8540000000000001,0.78,0.00021962,0.9997799999999999
-98545,Attrited Customer,51,F,1,High School,Married,Less than $40K,Blue,43,4,3,3,1665.0,1521,144.0,0.8740000000000001,2878,45,0.452,0.914,0.99639,0.00360858
+98542,Existing Customer,42,M,4,Uneducated,Married,$40K - $60K,Blue,38,1,4,1,2444.0,0,2444.0,0.788,4220,50,1.174,0.0,0.00014137,0.99986
+98543,Existing Customer,45,F,4,Uneducated,Married,Less than $40K,Blue,32,1,1,1,3335.0,2238,1097.0,0.644,5321,78,0.95,0.671,3.5816e-05,0.99996
+98544,Existing Customer,45,F,3,Post-Graduate,Married,Less than $40K,Blue,32,2,3,2,2726.0,2127,599.0,0.814,5578,89,0.854,0.78,0.00021962,0.99978
+98545,Attrited Customer,51,F,1,High School,Married,Less than $40K,Blue,43,4,3,3,1665.0,1521,144.0,0.874,2878,45,0.452,0.914,0.99639,0.00360858
 98546,Existing Customer,40,F,2,High School,Married,Less than $40K,Blue,28,1,3,3,2734.0,1661,1073.0,0.726,4981,90,0.698,0.608,0.00029408,0.99971
-98547,Existing Customer,57,F,2,College,Single,Less than $40K,Blue,47,1,3,1,1727.0,996,731.0,0.767,5112,82,0.6729999999999999,0.5770000000000001,0.00010546,0.99989
-98548,Existing Customer,50,F,1,Post-Graduate,Married,,Blue,46,2,2,1,19349.0,615,18734.0,0.708,4351,79,0.7170000000000001,0.032,7.581100000000001e-05,0.99992
-98549,Existing Customer,53,M,0,,Single,$60K - $80K,Blue,42,1,2,0,13409.0,1168,12241.0,0.625,4031,82,0.745,0.087,3.9603e-05,0.9999600000000001
+98547,Existing Customer,57,F,2,College,Single,Less than $40K,Blue,47,1,3,1,1727.0,996,731.0,0.767,5112,82,0.673,0.577,0.00010546,0.99989
+98548,Existing Customer,50,F,1,Post-Graduate,Married,,Blue,46,2,2,1,19349.0,615,18734.0,0.708,4351,79,0.717,0.032,7.5811e-05,0.99992
+98549,Existing Customer,53,M,0,,Single,$60K - $80K,Blue,42,1,2,0,13409.0,1168,12241.0,0.625,4031,82,0.745,0.087,3.9603e-05,0.99996
 98550,Existing Customer,45,F,3,Graduate,Single,Less than $40K,Blue,39,2,2,3,1438.3,0,1438.3,0.81,4928,84,0.909,0.0,0.00019864,0.9998
 98551,Existing Customer,42,F,3,College,Single,$40K - $60K,Blue,35,2,3,3,6330.0,1573,4757.0,0.899,3029,52,0.733,0.248,0.00030519,0.99969
-98552,Attrited Customer,49,F,4,Graduate,Married,Less than $40K,Blue,42,2,4,3,2575.0,2517,58.0,0.31,1874,40,0.7390000000000001,0.977,0.9974,0.00260048
-98553,Existing Customer,55,F,1,,Married,$40K - $60K,Blue,43,2,1,2,3391.0,1696,1695.0,0.537,4291,77,0.711,0.5,5.6825e-05,0.9999399999999999
-98554,Existing Customer,48,F,3,Graduate,Married,Less than $40K,Blue,40,2,3,1,5298.0,0,5298.0,0.6859999999999999,4834,80,0.667,0.0,0.00011256,0.99989
+98552,Attrited Customer,49,F,4,Graduate,Married,Less than $40K,Blue,42,2,4,3,2575.0,2517,58.0,0.31,1874,40,0.739,0.977,0.9974,0.00260048
+98553,Existing Customer,55,F,1,,Married,$40K - $60K,Blue,43,2,1,2,3391.0,1696,1695.0,0.537,4291,77,0.711,0.5,5.6825e-05,0.99994
+98554,Existing Customer,48,F,3,Graduate,Married,Less than $40K,Blue,40,2,3,1,5298.0,0,5298.0,0.686,4834,80,0.667,0.0,0.00011256,0.99989
 98555,Existing Customer,44,F,2,Post-Graduate,Married,Less than $40K,Blue,32,1,3,3,2540.0,1561,979.0,0.894,5039,82,0.745,0.615,0.00035594,0.99964
 98556,Attrited Customer,63,M,1,Graduate,Single,$60K - $80K,Blue,52,6,4,3,14324.0,2507,11817.0,0.433,2083,56,0.647,0.175,0.9971,0.00290471
-98557,Existing Customer,48,F,5,,Married,Less than $40K,Blue,43,1,1,3,2876.0,1628,1248.0,0.631,4752,80,0.7390000000000001,0.5660000000000001,0.00010512,0.99989
-98558,Attrited Customer,41,F,5,Graduate,Married,Less than $40K,Blue,28,2,3,3,1504.0,970,534.0,0.8640000000000001,2801,51,1.217,0.645,0.9968100000000001,0.00319072
-98559,Existing Customer,45,F,2,Uneducated,Single,Less than $40K,Blue,36,2,2,2,1839.0,0,1839.0,0.782,4930,91,0.784,0.0,0.00011703,0.9998799999999999
+98557,Existing Customer,48,F,5,,Married,Less than $40K,Blue,43,1,1,3,2876.0,1628,1248.0,0.631,4752,80,0.739,0.566,0.00010512,0.99989
+98558,Attrited Customer,41,F,5,Graduate,Married,Less than $40K,Blue,28,2,3,3,1504.0,970,534.0,0.864,2801,51,1.217,0.645,0.99681,0.00319072
+98559,Existing Customer,45,F,2,Uneducated,Single,Less than $40K,Blue,36,2,2,2,1839.0,0,1839.0,0.782,4930,91,0.784,0.0,0.00011703,0.99988
 98560,Existing Customer,54,F,2,Doctorate,Married,Less than $40K,Blue,35,1,4,2,1685.0,0,1685.0,0.457,4155,85,0.667,0.0,0.00031455,0.99969
-98561,Existing Customer,48,F,3,Graduate,,Less than $40K,Blue,36,1,1,3,4850.0,1022,3828.0,0.603,4187,86,0.6859999999999999,0.21100000000000002,9.612600000000001e-05,0.9999
-98562,Existing Customer,40,F,3,Uneducated,Married,Less than $40K,Blue,27,1,1,1,2840.0,2517,323.0,0.591,4405,82,0.8640000000000001,0.8859999999999999,3.5437e-05,0.9999600000000001
-98563,Existing Customer,47,F,4,Graduate,Single,$40K - $60K,Blue,36,1,2,1,2977.0,1927,1050.0,0.731,5217,88,0.725,0.647,7.1987e-05,0.9999299999999999
+98561,Existing Customer,48,F,3,Graduate,,Less than $40K,Blue,36,1,1,3,4850.0,1022,3828.0,0.603,4187,86,0.686,0.211,9.6126e-05,0.9999
+98562,Existing Customer,40,F,3,Uneducated,Married,Less than $40K,Blue,27,1,1,1,2840.0,2517,323.0,0.591,4405,82,0.864,0.886,3.5437e-05,0.99996
+98563,Existing Customer,47,F,4,Graduate,Single,$40K - $60K,Blue,36,1,2,1,2977.0,1927,1050.0,0.731,5217,88,0.725,0.647,7.1987e-05,0.99993
 98564,Attrited Customer,45,F,4,,Single,,Gold,27,1,2,3,34516.0,0,34516.0,0.331,2198,42,0.355,0.0,0.99608,0.00391691
-98565,Existing Customer,39,F,1,Uneducated,Single,Less than $40K,Blue,35,1,5,1,1961.0,0,1961.0,0.631,4846,92,0.84,0.0,0.00011693,0.9998799999999999
-98566,Existing Customer,53,F,2,High School,Married,Less than $40K,Blue,36,2,3,2,2156.0,1198,958.0,0.507,5092,95,0.759,0.556,0.00017486,0.9998299999999999
-98567,Existing Customer,53,F,0,Uneducated,Married,$40K - $60K,Blue,40,1,3,3,2772.0,2414,358.0,0.805,5313,68,1.194,0.871,0.00026692,0.9997299999999999
-98568,Existing Customer,29,F,1,Uneducated,Married,Less than $40K,Blue,21,2,1,3,2832.0,1819,1013.0,0.674,4761,75,0.7440000000000001,0.642,8.9404e-05,0.9999100000000001
-98569,Existing Customer,44,F,4,High School,Single,Less than $40K,Blue,35,2,5,3,1552.0,1375,177.0,0.995,5064,80,0.905,0.8859999999999999,0.00034447,0.99966
-98570,Attrited Customer,46,M,2,High School,Single,$40K - $60K,Blue,36,5,2,2,6362.0,0,6362.0,0.596,1968,51,0.759,0.0,0.9910399999999999,0.00896
-98571,Existing Customer,40,M,3,Graduate,Divorced,Less than $40K,Silver,36,1,3,2,11409.0,1658,9751.0,0.9890000000000001,4677,58,0.706,0.145,0.00016865,0.9998299999999999
+98565,Existing Customer,39,F,1,Uneducated,Single,Less than $40K,Blue,35,1,5,1,1961.0,0,1961.0,0.631,4846,92,0.84,0.0,0.00011693,0.99988
+98566,Existing Customer,53,F,2,High School,Married,Less than $40K,Blue,36,2,3,2,2156.0,1198,958.0,0.507,5092,95,0.759,0.556,0.00017486,0.99983
+98567,Existing Customer,53,F,0,Uneducated,Married,$40K - $60K,Blue,40,1,3,3,2772.0,2414,358.0,0.805,5313,68,1.194,0.871,0.00026692,0.99973
+98568,Existing Customer,29,F,1,Uneducated,Married,Less than $40K,Blue,21,2,1,3,2832.0,1819,1013.0,0.674,4761,75,0.744,0.642,8.9404e-05,0.99991
+98569,Existing Customer,44,F,4,High School,Single,Less than $40K,Blue,35,2,5,3,1552.0,1375,177.0,0.995,5064,80,0.905,0.886,0.00034447,0.99966
+98570,Attrited Customer,46,M,2,High School,Single,$40K - $60K,Blue,36,5,2,2,6362.0,0,6362.0,0.596,1968,51,0.759,0.0,0.99104,0.00896
+98571,Existing Customer,40,M,3,Graduate,Divorced,Less than $40K,Silver,36,1,3,2,11409.0,1658,9751.0,0.989,4677,58,0.706,0.145,0.00016865,0.99983
 98572,Existing Customer,40,F,2,Uneducated,Single,Less than $40K,Blue,27,2,6,2,1965.0,0,1965.0,0.608,4268,91,0.857,0.0,0.000146,0.99985
-98573,Existing Customer,42,F,2,Uneducated,Married,$40K - $60K,Blue,29,1,2,2,1622.0,0,1622.0,0.7090000000000001,4633,67,0.634,0.0,0.00011703,0.9998799999999999
-98574,Existing Customer,38,F,4,Uneducated,Married,Less than $40K,Blue,27,1,3,1,1736.0,1319,417.0,0.667,5045,86,0.755,0.76,0.00011697,0.9998799999999999
+98573,Existing Customer,42,F,2,Uneducated,Married,$40K - $60K,Blue,29,1,2,2,1622.0,0,1622.0,0.709,4633,67,0.634,0.0,0.00011703,0.99988
+98574,Existing Customer,38,F,4,Uneducated,Married,Less than $40K,Blue,27,1,3,1,1736.0,1319,417.0,0.667,5045,86,0.755,0.76,0.00011697,0.99988
 98575,Attrited Customer,54,F,2,College,Single,,Blue,36,1,3,3,8827.0,0,8827.0,0.782,2643,50,0.515,0.0,0.99661,0.00338757
-98576,Existing Customer,49,M,4,High School,Married,$80K - $120K,Blue,36,2,3,3,24256.0,1076,23180.0,0.568,4269,69,0.643,0.044000000000000004,0.00030842,0.99969
-98577,Attrited Customer,52,F,3,Uneducated,Single,$40K - $60K,Blue,36,2,3,3,1915.0,1445,470.0,0.374,2264,39,0.56,0.755,0.9969100000000001,0.00308778
-98578,Existing Customer,38,F,4,College,Single,Less than $40K,Blue,27,2,3,3,1438.3,0,1438.3,0.721,4564,79,0.7170000000000001,0.0,0.00030845,0.99969
-98579,Existing Customer,44,F,2,Graduate,Married,,Blue,26,2,1,3,2006.0,1030,976.0,0.8809999999999999,5337,85,0.735,0.513,9.2637e-05,0.9999100000000001
-98580,Existing Customer,44,F,1,Uneducated,Divorced,Less than $40K,Blue,37,1,2,3,5594.0,1235,4359.0,0.5489999999999999,5220,75,0.8290000000000001,0.221,0.00018475,0.99982
-98581,Existing Customer,52,F,3,High School,Married,,Blue,38,2,1,2,3505.0,2517,988.0,0.612,5034,79,0.6809999999999999,0.718,5.5558999999999994e-05,0.9999399999999999
-98582,Attrited Customer,56,F,3,High School,,Less than $40K,Blue,44,4,3,2,1667.0,595,1072.0,0.63,2424,40,0.48100000000000004,0.35700000000000004,0.9945200000000001,0.00548
-98583,Attrited Customer,47,F,5,High School,Single,Less than $40K,Blue,36,2,3,2,1636.0,0,1636.0,0.6940000000000001,2235,35,0.591,0.0,0.99449,0.00551
-98584,Existing Customer,52,F,3,,Married,Less than $40K,Blue,38,1,2,3,3281.0,911,2370.0,0.665,4431,67,1.094,0.278,0.00021834,0.9997799999999999
+98576,Existing Customer,49,M,4,High School,Married,$80K - $120K,Blue,36,2,3,3,24256.0,1076,23180.0,0.568,4269,69,0.643,0.044,0.00030842,0.99969
+98577,Attrited Customer,52,F,3,Uneducated,Single,$40K - $60K,Blue,36,2,3,3,1915.0,1445,470.0,0.374,2264,39,0.56,0.755,0.99691,0.00308778
+98578,Existing Customer,38,F,4,College,Single,Less than $40K,Blue,27,2,3,3,1438.3,0,1438.3,0.721,4564,79,0.717,0.0,0.00030845,0.99969
+98579,Existing Customer,44,F,2,Graduate,Married,,Blue,26,2,1,3,2006.0,1030,976.0,0.881,5337,85,0.735,0.513,9.2637e-05,0.99991
+98580,Existing Customer,44,F,1,Uneducated,Divorced,Less than $40K,Blue,37,1,2,3,5594.0,1235,4359.0,0.549,5220,75,0.829,0.221,0.00018475,0.99982
+98581,Existing Customer,52,F,3,High School,Married,,Blue,38,2,1,2,3505.0,2517,988.0,0.612,5034,79,0.681,0.718,5.5559e-05,0.99994
+98582,Attrited Customer,56,F,3,High School,,Less than $40K,Blue,44,4,3,2,1667.0,595,1072.0,0.63,2424,40,0.481,0.357,0.99452,0.00548
+98583,Attrited Customer,47,F,5,High School,Single,Less than $40K,Blue,36,2,3,2,1636.0,0,1636.0,0.694,2235,35,0.591,0.0,0.99449,0.00551
+98584,Existing Customer,52,F,3,,Married,Less than $40K,Blue,38,1,2,3,3281.0,911,2370.0,0.665,4431,67,1.094,0.278,0.00021834,0.99978
 98585,Existing Customer,50,F,3,High School,Single,Less than $40K,Blue,42,1,3,2,1477.0,0,1477.0,0.685,4680,80,0.778,0.0,0.00018145,0.99982
-98586,Attrited Customer,44,F,4,Graduate,Married,Less than $40K,Blue,36,6,3,3,1905.0,0,1905.0,0.845,3120,46,0.586,0.0,0.9968600000000001,0.00314112
-98587,Existing Customer,39,M,2,Graduate,Single,$60K - $80K,Blue,19,1,2,1,6146.0,0,6146.0,0.5770000000000001,3645,76,0.551,0.0,6.864e-05,0.9999299999999999
-98588,Existing Customer,53,M,2,College,Married,$40K - $60K,Blue,40,2,3,0,2672.0,1604,1068.0,0.62,4766,75,1.083,0.6,6.4511e-05,0.9999399999999999
-98589,Existing Customer,42,M,4,High School,Married,$60K - $80K,Blue,38,2,2,2,13426.0,0,13426.0,0.7170000000000001,4674,66,0.8859999999999999,0.0,0.00011604,0.9998799999999999
-98590,Attrited Customer,48,M,3,Graduate,Divorced,$40K - $60K,Blue,43,2,3,3,9104.0,145,8959.0,0.765,2563,34,0.41700000000000004,0.016,0.9968299999999999,0.00317458
+98586,Attrited Customer,44,F,4,Graduate,Married,Less than $40K,Blue,36,6,3,3,1905.0,0,1905.0,0.845,3120,46,0.586,0.0,0.99686,0.00314112
+98587,Existing Customer,39,M,2,Graduate,Single,$60K - $80K,Blue,19,1,2,1,6146.0,0,6146.0,0.577,3645,76,0.551,0.0,6.864e-05,0.99993
+98588,Existing Customer,53,M,2,College,Married,$40K - $60K,Blue,40,2,3,0,2672.0,1604,1068.0,0.62,4766,75,1.083,0.6,6.4511e-05,0.99994
+98589,Existing Customer,42,M,4,High School,Married,$60K - $80K,Blue,38,2,2,2,13426.0,0,13426.0,0.717,4674,66,0.886,0.0,0.00011604,0.99988
+98590,Attrited Customer,48,M,3,Graduate,Divorced,$40K - $60K,Blue,43,2,3,3,9104.0,145,8959.0,0.765,2563,34,0.417,0.016,0.99683,0.00317458
 98591,Existing Customer,47,M,2,Post-Graduate,Married,$80K - $120K,Blue,35,1,3,1,30300.0,1166,29134.0,0.715,4146,64,0.882,0.038,0.00012764,0.99987
-98592,Existing Customer,51,M,3,Graduate,Married,$80K - $120K,Blue,39,1,2,1,7088.0,1750,5338.0,0.618,4691,76,0.727,0.247,7.1226e-05,0.9999299999999999
-98593,Existing Customer,56,F,3,Graduate,Married,$40K - $60K,Blue,36,2,3,2,1872.0,661,1211.0,0.7559999999999999,4970,81,0.929,0.353,0.00018665,0.9998100000000001
-98594,Existing Customer,33,F,4,College,Married,$40K - $60K,Blue,26,1,2,3,2874.0,2517,357.0,0.73,4794,88,0.6,0.8759999999999999,0.00019519,0.9998
-98595,Existing Customer,36,M,2,Graduate,Single,$40K - $60K,Blue,36,2,2,1,6763.0,1660,5103.0,0.573,4972,76,0.9,0.245,6.864e-05,0.9999299999999999
-98596,Attrited Customer,57,M,2,,Divorced,$120K +,Blue,38,1,2,4,24379.0,1116,23263.0,0.62,2836,41,0.281,0.046,0.9972200000000001,0.00277723
-98597,Existing Customer,39,F,1,Graduate,Single,Less than $40K,Blue,21,1,2,1,2867.0,1365,1502.0,0.502,4445,89,0.745,0.47600000000000003,6.4428e-05,0.9999399999999999
-98598,Attrited Customer,59,M,0,Uneducated,,$60K - $80K,Blue,48,2,6,2,13172.0,0,13172.0,0.8759999999999999,2598,47,0.621,0.0,0.99208,0.00792
+98592,Existing Customer,51,M,3,Graduate,Married,$80K - $120K,Blue,39,1,2,1,7088.0,1750,5338.0,0.618,4691,76,0.727,0.247,7.1226e-05,0.99993
+98593,Existing Customer,56,F,3,Graduate,Married,$40K - $60K,Blue,36,2,3,2,1872.0,661,1211.0,0.756,4970,81,0.929,0.353,0.00018665,0.99981
+98594,Existing Customer,33,F,4,College,Married,$40K - $60K,Blue,26,1,2,3,2874.0,2517,357.0,0.73,4794,88,0.6,0.876,0.00019519,0.9998
+98595,Existing Customer,36,M,2,Graduate,Single,$40K - $60K,Blue,36,2,2,1,6763.0,1660,5103.0,0.573,4972,76,0.9,0.245,6.864e-05,0.99993
+98596,Attrited Customer,57,M,2,,Divorced,$120K +,Blue,38,1,2,4,24379.0,1116,23263.0,0.62,2836,41,0.281,0.046,0.99722,0.00277723
+98597,Existing Customer,39,F,1,Graduate,Single,Less than $40K,Blue,21,1,2,1,2867.0,1365,1502.0,0.502,4445,89,0.745,0.476,6.4428e-05,0.99994
+98598,Attrited Customer,59,M,0,Uneducated,,$60K - $80K,Blue,48,2,6,2,13172.0,0,13172.0,0.876,2598,47,0.621,0.0,0.99208,0.00792
 98599,Attrited Customer,41,F,2,High School,Single,Less than $40K,Blue,36,4,3,3,2201.0,2104,97.0,0.648,2408,38,0.583,0.956,0.99661,0.00338788
 98600,Attrited Customer,29,F,0,College,Married,Less than $40K,Blue,19,2,1,2,3261.0,2517,744.0,0.636,2461,54,0.742,0.772,0.9787,0.0213
-98601,Existing Customer,39,F,3,High School,Married,$40K - $60K,Blue,21,1,2,1,5027.0,0,5027.0,0.853,4850,70,0.75,0.0,6.9242e-05,0.9999299999999999
-98602,Existing Customer,47,F,2,,,$40K - $60K,Blue,36,1,3,3,1811.0,0,1811.0,0.61,5390,87,0.7759999999999999,0.0,0.00033251,0.9996700000000001
-98603,Existing Customer,49,M,1,High School,Married,$60K - $80K,Blue,36,2,3,2,2465.0,1334,1131.0,0.95,4806,83,0.7659999999999999,0.541,0.00016413,0.99984
+98601,Existing Customer,39,F,3,High School,Married,$40K - $60K,Blue,21,1,2,1,5027.0,0,5027.0,0.853,4850,70,0.75,0.0,6.9242e-05,0.99993
+98602,Existing Customer,47,F,2,,,$40K - $60K,Blue,36,1,3,3,1811.0,0,1811.0,0.61,5390,87,0.776,0.0,0.00033251,0.99967
+98603,Existing Customer,49,M,1,High School,Married,$60K - $80K,Blue,36,2,3,2,2465.0,1334,1131.0,0.95,4806,83,0.766,0.541,0.00016413,0.99984
 98604,Existing Customer,43,F,3,Graduate,Single,Less than $40K,Blue,36,1,3,3,7584.0,1834,5750.0,0.818,4783,65,0.667,0.242,0.0003139,0.99969
-98605,Attrited Customer,46,F,2,,Married,Less than $40K,Blue,36,2,3,2,4065.0,2517,1548.0,0.9570000000000001,2899,51,0.821,0.619,0.99497,0.00503
-98606,Attrited Customer,60,M,1,High School,Divorced,$80K - $120K,Blue,48,1,5,3,28930.0,0,28930.0,0.645,2251,27,0.22699999999999998,0.0,0.99677,0.003232
-98607,Existing Customer,48,M,4,Graduate,Married,$80K - $120K,Blue,33,1,3,2,4963.0,2115,2848.0,0.767,4989,78,0.696,0.426,0.00018864,0.9998100000000001
-98608,Attrited Customer,50,M,3,Post-Graduate,Married,$60K - $80K,Blue,45,6,4,3,2049.0,0,2049.0,0.9740000000000001,2703,54,1.0,0.0,0.99777,0.00223444
-98609,Existing Customer,47,M,3,Uneducated,Divorced,$60K - $80K,Blue,41,2,3,3,1943.0,0,1943.0,0.494,5108,81,0.884,0.0,0.00032275,0.9996799999999999
-98610,Existing Customer,56,F,1,Post-Graduate,Married,$40K - $60K,Blue,38,1,2,1,3485.0,1465,2020.0,0.653,4776,87,1.023,0.42,7.581100000000001e-05,0.99992
+98605,Attrited Customer,46,F,2,,Married,Less than $40K,Blue,36,2,3,2,4065.0,2517,1548.0,0.957,2899,51,0.821,0.619,0.99497,0.00503
+98606,Attrited Customer,60,M,1,High School,Divorced,$80K - $120K,Blue,48,1,5,3,28930.0,0,28930.0,0.645,2251,27,0.227,0.0,0.99677,0.003232
+98607,Existing Customer,48,M,4,Graduate,Married,$80K - $120K,Blue,33,1,3,2,4963.0,2115,2848.0,0.767,4989,78,0.696,0.426,0.00018864,0.99981
+98608,Attrited Customer,50,M,3,Post-Graduate,Married,$60K - $80K,Blue,45,6,4,3,2049.0,0,2049.0,0.974,2703,54,1.0,0.0,0.99777,0.00223444
+98609,Existing Customer,47,M,3,Uneducated,Divorced,$60K - $80K,Blue,41,2,3,3,1943.0,0,1943.0,0.494,5108,81,0.884,0.0,0.00032275,0.99968
+98610,Existing Customer,56,F,1,Post-Graduate,Married,$40K - $60K,Blue,38,1,2,1,3485.0,1465,2020.0,0.653,4776,87,1.023,0.42,7.5811e-05,0.99992
 98611,Existing Customer,43,M,3,Graduate,Married,$80K - $120K,Blue,38,3,5,1,23459.0,2305,21154.0,0.636,7279,83,0.627,0.098,0.00012572,0.99987
-98612,Existing Customer,51,F,2,College,Single,Less than $40K,Blue,31,2,1,3,2306.0,1627,679.0,0.507,3776,70,0.9440000000000001,0.706,9.0064e-05,0.9999100000000001
+98612,Existing Customer,51,F,2,College,Single,Less than $40K,Blue,31,2,1,3,2306.0,1627,679.0,0.507,3776,70,0.944,0.706,9.0064e-05,0.99991
 98613,Existing Customer,42,M,3,High School,Married,$80K - $120K,Blue,36,2,3,3,18177.0,841,17336.0,0.888,8512,94,0.679,0.046,0.00030516,0.99969
-98614,Existing Customer,49,F,2,Graduate,,Less than $40K,Blue,36,3,1,3,3252.0,2517,735.0,0.878,7418,90,0.579,0.774,9.2637e-05,0.9999100000000001
-98615,Existing Customer,47,F,3,Uneducated,Single,Less than $40K,Blue,41,3,3,0,2894.0,2117,777.0,0.79,7471,87,0.6729999999999999,0.732,7.0795e-05,0.9999299999999999
-98616,Existing Customer,44,M,3,Post-Graduate,Married,$80K - $120K,Blue,32,3,4,2,34516.0,1807,32709.0,0.665,7663,91,0.655,0.052000000000000005,0.00026541,0.9997299999999999
-98617,Existing Customer,44,M,3,High School,Married,$120K +,Silver,34,3,1,2,34516.0,2517,31999.0,0.8140000000000001,7427,83,0.5660000000000001,0.073,5.0201e-05,0.99995
-98618,Existing Customer,53,M,3,Graduate,Single,$120K +,Gold,43,3,1,3,34516.0,2435,32081.0,0.77,7758,98,0.7190000000000001,0.071,0.00011075,0.99989
-98619,Existing Customer,41,M,3,Graduate,Single,$40K - $60K,Blue,37,3,3,2,7839.0,1544,6295.0,0.715,7904,83,0.804,0.19699999999999998,0.00018665,0.9998100000000001
-98620,Existing Customer,49,M,2,,Married,$120K +,Blue,38,3,6,3,16494.0,1158,15336.0,0.6920000000000001,7761,84,0.647,0.07,0.00026249,0.99974
-98621,Existing Customer,49,M,1,High School,Married,$60K - $80K,Gold,36,2,2,3,6224.0,2201,4023.0,0.8320000000000001,7693,70,0.628,0.354,0.00020125,0.9998
-98622,Existing Customer,42,F,3,College,Married,Less than $40K,Blue,13,3,2,3,6078.0,1478,4600.0,0.8490000000000001,8442,95,0.508,0.243,0.00019313,0.9998100000000001
-98623,Existing Customer,50,M,3,High School,Single,$80K - $120K,Blue,39,3,3,2,21322.0,2216,19106.0,0.9209999999999999,8693,91,0.569,0.10400000000000001,0.00018145,0.99982
-98624,Existing Customer,51,M,3,Post-Graduate,Married,$40K - $60K,Blue,36,2,3,3,1590.0,1273,317.0,0.64,7352,80,0.818,0.8009999999999999,0.00036935,0.9996299999999999
-98625,Existing Customer,52,F,3,Uneducated,Divorced,Less than $40K,Blue,36,3,1,2,1986.0,1411,575.0,0.799,7249,86,0.509,0.71,5.8763e-05,0.9999399999999999
+98614,Existing Customer,49,F,2,Graduate,,Less than $40K,Blue,36,3,1,3,3252.0,2517,735.0,0.878,7418,90,0.579,0.774,9.2637e-05,0.99991
+98615,Existing Customer,47,F,3,Uneducated,Single,Less than $40K,Blue,41,3,3,0,2894.0,2117,777.0,0.79,7471,87,0.673,0.732,7.0795e-05,0.99993
+98616,Existing Customer,44,M,3,Post-Graduate,Married,$80K - $120K,Blue,32,3,4,2,34516.0,1807,32709.0,0.665,7663,91,0.655,0.052,0.00026541,0.99973
+98617,Existing Customer,44,M,3,High School,Married,$120K +,Silver,34,3,1,2,34516.0,2517,31999.0,0.814,7427,83,0.566,0.073,5.0201e-05,0.99995
+98618,Existing Customer,53,M,3,Graduate,Single,$120K +,Gold,43,3,1,3,34516.0,2435,32081.0,0.77,7758,98,0.719,0.071,0.00011075,0.99989
+98619,Existing Customer,41,M,3,Graduate,Single,$40K - $60K,Blue,37,3,3,2,7839.0,1544,6295.0,0.715,7904,83,0.804,0.197,0.00018665,0.99981
+98620,Existing Customer,49,M,2,,Married,$120K +,Blue,38,3,6,3,16494.0,1158,15336.0,0.692,7761,84,0.647,0.07,0.00026249,0.99974
+98621,Existing Customer,49,M,1,High School,Married,$60K - $80K,Gold,36,2,2,3,6224.0,2201,4023.0,0.832,7693,70,0.628,0.354,0.00020125,0.9998
+98622,Existing Customer,42,F,3,College,Married,Less than $40K,Blue,13,3,2,3,6078.0,1478,4600.0,0.849,8442,95,0.508,0.243,0.00019313,0.99981
+98623,Existing Customer,50,M,3,High School,Single,$80K - $120K,Blue,39,3,3,2,21322.0,2216,19106.0,0.921,8693,91,0.569,0.104,0.00018145,0.99982
+98624,Existing Customer,51,M,3,Post-Graduate,Married,$40K - $60K,Blue,36,2,3,3,1590.0,1273,317.0,0.64,7352,80,0.818,0.801,0.00036935,0.99963
+98625,Existing Customer,52,F,3,Uneducated,Divorced,Less than $40K,Blue,36,3,1,2,1986.0,1411,575.0,0.799,7249,86,0.509,0.71,5.8763e-05,0.99994
 98626,Existing Customer,48,M,3,Graduate,Single,$60K - $80K,Blue,36,2,1,1,15618.0,0,15618.0,0.706,7549,77,0.638,0.0,3.4465e-05,0.99997
 98627,Existing Customer,44,M,2,Uneducated,Married,$80K - $120K,Blue,33,3,1,1,34496.0,1665,32831.0,0.883,8092,80,0.667,0.048,3.415e-05,0.99997
-98628,Existing Customer,40,F,2,High School,Single,$40K - $60K,Blue,35,2,1,2,2544.0,1713,831.0,0.696,8006,88,0.5710000000000001,0.6729999999999999,5.3541999999999997e-05,0.99995
-98629,Existing Customer,42,M,1,Graduate,,$80K - $120K,Blue,36,2,1,2,4765.0,1516,3249.0,0.7090000000000001,7380,76,0.6890000000000001,0.318,5.1696999999999996e-05,0.99995
-98630,Existing Customer,43,F,3,,Single,,Blue,37,2,3,1,16583.0,1797,14786.0,0.889,7823,87,0.6729999999999999,0.10800000000000001,0.00012373,0.9998799999999999
-98631,Existing Customer,42,M,3,Graduate,Married,Less than $40K,Blue,36,2,2,1,6153.0,974,5179.0,0.703,7434,92,0.586,0.158,7.1226e-05,0.9999299999999999
-98632,Existing Customer,42,F,4,High School,Married,Less than $40K,Gold,36,2,3,2,15987.0,1187,14800.0,0.597,7471,88,0.467,0.07400000000000001,0.00021128,0.99979
+98628,Existing Customer,40,F,2,High School,Single,$40K - $60K,Blue,35,2,1,2,2544.0,1713,831.0,0.696,8006,88,0.571,0.673,5.3542e-05,0.99995
+98629,Existing Customer,42,M,1,Graduate,,$80K - $120K,Blue,36,2,1,2,4765.0,1516,3249.0,0.709,7380,76,0.689,0.318,5.1697e-05,0.99995
+98630,Existing Customer,43,F,3,,Single,,Blue,37,2,3,1,16583.0,1797,14786.0,0.889,7823,87,0.673,0.108,0.00012373,0.99988
+98631,Existing Customer,42,M,3,Graduate,Married,Less than $40K,Blue,36,2,2,1,6153.0,974,5179.0,0.703,7434,92,0.586,0.158,7.1226e-05,0.99993
+98632,Existing Customer,42,F,4,High School,Married,Less than $40K,Gold,36,2,3,2,15987.0,1187,14800.0,0.597,7471,88,0.467,0.074,0.00021128,0.99979
 98633,Existing Customer,51,F,4,,Single,Less than $40K,Blue,40,3,2,2,5139.0,1799,3340.0,0.94,7548,89,0.618,0.35,0.00013121,0.99987
-98634,Existing Customer,61,F,1,High School,Single,Less than $40K,Blue,56,3,2,2,3421.0,2266,1155.0,0.659,6932,75,0.7440000000000001,0.662,0.00010386,0.9999
-98635,Existing Customer,59,M,0,Uneducated,Single,$40K - $60K,Blue,36,3,2,2,11000.0,1013,9987.0,0.6970000000000001,7302,86,0.654,0.092,0.00010043,0.9999
-98636,Existing Customer,46,F,4,Uneducated,Married,Less than $40K,Blue,37,3,3,3,2490.0,0,2490.0,0.835,8178,91,0.596,0.0,0.0003262,0.9996700000000001
+98634,Existing Customer,61,F,1,High School,Single,Less than $40K,Blue,56,3,2,2,3421.0,2266,1155.0,0.659,6932,75,0.744,0.662,0.00010386,0.9999
+98635,Existing Customer,59,M,0,Uneducated,Single,$40K - $60K,Blue,36,3,2,2,11000.0,1013,9987.0,0.697,7302,86,0.654,0.092,0.00010043,0.9999
+98636,Existing Customer,46,F,4,Uneducated,Married,Less than $40K,Blue,37,3,3,3,2490.0,0,2490.0,0.835,8178,91,0.596,0.0,0.0003262,0.99967
 98637,Existing Customer,51,M,2,Post-Graduate,,$80K - $120K,Gold,46,2,3,2,34516.0,814,33702.0,0.735,7889,98,0.508,0.024,0.00024383,0.99976
 98638,Existing Customer,48,F,3,Post-Graduate,Married,Less than $40K,Blue,36,2,2,1,2490.0,1582,908.0,0.76,7719,86,0.623,0.635,8.381e-05,0.99992
-98639,Existing Customer,44,F,4,High School,Single,$40K - $60K,Blue,36,3,2,2,2055.0,0,2055.0,0.975,7674,80,0.633,0.0,0.00011604,0.9998799999999999
+98639,Existing Customer,44,F,4,High School,Single,$40K - $60K,Blue,36,3,2,2,2055.0,0,2055.0,0.975,7674,80,0.633,0.0,0.00011604,0.99988
 98640,Existing Customer,56,M,2,,Single,$40K - $60K,Blue,48,2,2,1,14344.0,2014,12330.0,0.726,7359,85,0.574,0.14,7.5449e-05,0.99992
-98641,Existing Customer,42,F,1,Post-Graduate,Single,Less than $40K,Blue,28,3,3,0,3453.0,1010,2443.0,0.8009999999999999,8108,85,0.7,0.292,7.3286e-05,0.9999299999999999
-98642,Existing Customer,40,M,2,College,Divorced,$60K - $80K,Blue,36,3,2,1,20304.0,0,20304.0,0.809,7494,85,0.667,0.0,6.6734e-05,0.9999299999999999
+98641,Existing Customer,42,F,1,Post-Graduate,Single,Less than $40K,Blue,28,3,3,0,3453.0,1010,2443.0,0.801,8108,85,0.7,0.292,7.3286e-05,0.99993
+98642,Existing Customer,40,M,2,College,Divorced,$60K - $80K,Blue,36,3,2,1,20304.0,0,20304.0,0.809,7494,85,0.667,0.0,6.6734e-05,0.99993
 98643,Existing Customer,61,F,1,College,Single,Less than $40K,Blue,55,2,3,2,8283.0,1444,6839.0,0.698,7553,104,0.529,0.174,0.00016415,0.99984
-98644,Existing Customer,45,M,4,Uneducated,Single,$80K - $120K,Blue,35,2,2,2,11318.0,2082,9236.0,0.733,7179,93,0.632,0.184,0.00012274,0.9998799999999999
-98645,Attrited Customer,49,M,2,Graduate,Single,$80K - $120K,Blue,43,2,3,3,2384.0,1919,465.0,0.5,3512,50,0.47100000000000003,0.805,0.99671,0.00329379
-98646,Existing Customer,47,M,3,Uneducated,Married,$60K - $80K,Blue,36,2,3,1,11919.0,2347,9572.0,0.8420000000000001,8257,96,0.574,0.19699999999999998,0.00011574,0.9998799999999999
-98647,Existing Customer,45,F,3,High School,Married,Less than $40K,Blue,32,2,5,1,2948.0,968,1980.0,0.946,7834,86,0.509,0.32799999999999996,0.00012222,0.9998799999999999
-98648,Existing Customer,43,M,3,College,,$60K - $80K,Blue,36,2,1,2,5397.0,1265,4132.0,0.6759999999999999,7791,84,0.615,0.23399999999999999,5.5564e-05,0.9999399999999999
+98644,Existing Customer,45,M,4,Uneducated,Single,$80K - $120K,Blue,35,2,2,2,11318.0,2082,9236.0,0.733,7179,93,0.632,0.184,0.00012274,0.99988
+98645,Attrited Customer,49,M,2,Graduate,Single,$80K - $120K,Blue,43,2,3,3,2384.0,1919,465.0,0.5,3512,50,0.471,0.805,0.99671,0.00329379
+98646,Existing Customer,47,M,3,Uneducated,Married,$60K - $80K,Blue,36,2,3,1,11919.0,2347,9572.0,0.842,8257,96,0.574,0.197,0.00011574,0.99988
+98647,Existing Customer,45,F,3,High School,Married,Less than $40K,Blue,32,2,5,1,2948.0,968,1980.0,0.946,7834,86,0.509,0.328,0.00012222,0.99988
+98648,Existing Customer,43,M,3,College,,$60K - $80K,Blue,36,2,1,2,5397.0,1265,4132.0,0.676,7791,84,0.615,0.234,5.5564e-05,0.99994
 98649,Existing Customer,42,M,3,Graduate,Married,$60K - $80K,Blue,29,3,3,1,12294.0,2517,9777.0,0.775,7906,87,0.611,0.205,0.00011256,0.99989
-98650,Existing Customer,42,M,5,High School,,$80K - $120K,Blue,23,3,2,3,7253.0,0,7253.0,0.644,7595,83,0.804,0.0,0.00019213,0.9998100000000001
+98650,Existing Customer,42,M,5,High School,,$80K - $120K,Blue,23,3,2,3,7253.0,0,7253.0,0.644,7595,83,0.804,0.0,0.00019213,0.99981
 98651,Existing Customer,43,F,3,College,Married,,Blue,36,3,3,3,21922.0,1467,20455.0,0.696,7409,89,0.679,0.067,0.00030519,0.99969
-98652,Existing Customer,40,M,3,High School,Married,$60K - $80K,Blue,28,2,2,3,13452.0,2517,10935.0,0.7809999999999999,7582,69,0.917,0.187,0.00019311,0.9998100000000001
-98653,Existing Customer,50,F,3,College,Married,,Blue,44,2,1,3,24735.0,2296,22439.0,0.8079999999999999,7910,95,0.557,0.09300000000000001,9.345700000000001e-05,0.9999100000000001
-98654,Existing Customer,53,F,3,Graduate,Single,$40K - $60K,Blue,45,2,2,1,4942.0,2119,2823.0,0.718,7460,85,0.604,0.429,7.1226e-05,0.9999299999999999
+98652,Existing Customer,40,M,3,High School,Married,$60K - $80K,Blue,28,2,2,3,13452.0,2517,10935.0,0.781,7582,69,0.917,0.187,0.00019311,0.99981
+98653,Existing Customer,50,F,3,College,Married,,Blue,44,2,1,3,24735.0,2296,22439.0,0.808,7910,95,0.557,0.093,9.3457e-05,0.99991
+98654,Existing Customer,53,F,3,Graduate,Single,$40K - $60K,Blue,45,2,2,1,4942.0,2119,2823.0,0.718,7460,85,0.604,0.429,7.1226e-05,0.99993
 98655,Attrited Customer,49,M,1,Graduate,Married,$40K - $60K,Blue,40,6,1,4,14973.0,0,14973.0,0.895,4517,59,0.439,0.0,0.9933,0.0067
 98656,Existing Customer,44,M,4,Uneducated,Single,$80K - $120K,Blue,31,3,2,3,19719.0,1303,18416.0,0.91,8385,97,0.565,0.066,0.00020643,0.99979
 98657,Existing Customer,49,M,4,,,$80K - $120K,Blue,29,2,2,2,29690.0,2517,27173.0,0.769,7640,86,0.564,0.085,0.00013121,0.99987
-98658,Existing Customer,42,F,4,Graduate,Married,,Blue,31,3,2,1,6751.0,1192,5559.0,0.7759999999999999,7921,93,0.55,0.177,7.1987e-05,0.9999299999999999
+98658,Existing Customer,42,F,4,Graduate,Married,,Blue,31,3,2,1,6751.0,1192,5559.0,0.776,7921,93,0.55,0.177,7.1987e-05,0.99993
 98659,Existing Customer,43,F,3,High School,Married,Less than $40K,Blue,36,3,3,2,9484.0,2451,7033.0,0.637,7242,95,0.508,0.258,0.00018145,0.99982
-98660,Existing Customer,51,F,3,,Single,Less than $40K,Blue,46,3,2,2,4333.0,1848,2485.0,0.634,7643,85,0.7709999999999999,0.426,0.00012982,0.99987
-98661,Existing Customer,40,F,3,Uneducated,,Less than $40K,Blue,30,2,5,2,2481.0,2119,362.0,0.8009999999999999,8097,88,0.63,0.8540000000000001,0.00021435,0.99979
+98660,Existing Customer,51,F,3,,Single,Less than $40K,Blue,46,3,2,2,4333.0,1848,2485.0,0.634,7643,85,0.771,0.426,0.00012982,0.99987
+98661,Existing Customer,40,F,3,Uneducated,,Less than $40K,Blue,30,2,5,2,2481.0,2119,362.0,0.801,8097,88,0.63,0.854,0.00021435,0.99979
 98662,Existing Customer,57,F,4,Post-Graduate,Single,Less than $40K,Blue,45,2,2,3,3059.0,1744,1315.0,0.614,7709,89,0.561,0.57,0.00023623,0.99976
-98663,Existing Customer,51,M,0,Doctorate,Single,$120K +,Platinum,44,3,2,3,34516.0,1925,32591.0,0.764,8012,87,0.5820000000000001,0.055999999999999994,0.00041292,0.99959
-98664,Existing Customer,49,M,2,Doctorate,Divorced,$80K - $120K,Blue,36,3,3,1,25178.0,1803,23375.0,0.767,7836,87,0.5820000000000001,0.07200000000000001,0.00015697,0.99984
-98665,Existing Customer,61,M,1,Graduate,Single,Less than $40K,Blue,54,3,3,1,7169.0,629,6540.0,0.807,8216,80,0.509,0.08800000000000001,0.00010182,0.9999
-98666,Existing Customer,62,M,2,Graduate,Single,$60K - $80K,Blue,56,2,3,2,18224.0,1383,16841.0,0.705,7728,93,0.5760000000000001,0.076,0.00017987,0.99982
-98667,Existing Customer,39,M,1,,Single,$80K - $120K,Silver,28,3,1,3,34516.0,2017,32499.0,0.93,8453,90,0.731,0.057999999999999996,8.636e-05,0.9999100000000001
-98668,Existing Customer,52,M,2,Graduate,Divorced,$60K - $80K,Blue,34,2,1,1,4813.0,0,4813.0,0.693,7477,91,0.655,0.0,3.3214000000000004e-05,0.99997
-98669,Existing Customer,38,F,1,High School,Single,,Blue,27,2,2,2,24965.0,2517,22448.0,0.851,7866,84,0.909,0.10099999999999999,0.00010386,0.9999
+98663,Existing Customer,51,M,0,Doctorate,Single,$120K +,Platinum,44,3,2,3,34516.0,1925,32591.0,0.764,8012,87,0.582,0.056,0.00041292,0.99959
+98664,Existing Customer,49,M,2,Doctorate,Divorced,$80K - $120K,Blue,36,3,3,1,25178.0,1803,23375.0,0.767,7836,87,0.582,0.072,0.00015697,0.99984
+98665,Existing Customer,61,M,1,Graduate,Single,Less than $40K,Blue,54,3,3,1,7169.0,629,6540.0,0.807,8216,80,0.509,0.088,0.00010182,0.9999
+98666,Existing Customer,62,M,2,Graduate,Single,$60K - $80K,Blue,56,2,3,2,18224.0,1383,16841.0,0.705,7728,93,0.576,0.076,0.00017987,0.99982
+98667,Existing Customer,39,M,1,,Single,$80K - $120K,Silver,28,3,1,3,34516.0,2017,32499.0,0.93,8453,90,0.731,0.058,8.636e-05,0.99991
+98668,Existing Customer,52,M,2,Graduate,Divorced,$60K - $80K,Blue,34,2,1,1,4813.0,0,4813.0,0.693,7477,91,0.655,0.0,3.3214e-05,0.99997
+98669,Existing Customer,38,F,1,High School,Single,,Blue,27,2,2,2,24965.0,2517,22448.0,0.851,7866,84,0.909,0.101,0.00010386,0.9999
 98670,Existing Customer,50,F,3,High School,Single,Less than $40K,Silver,38,3,2,2,12569.0,2167,10402.0,0.634,7344,95,0.696,0.172,0.00010374,0.9999
-98671,Existing Customer,43,M,3,,Divorced,$120K +,Blue,30,3,1,2,34516.0,2517,31999.0,0.77,7437,86,0.623,0.073,6.282e-05,0.9999399999999999
-98672,Existing Customer,53,F,2,College,Single,Less than $40K,Blue,48,2,2,2,8259.0,1182,7077.0,0.8220000000000001,7957,88,0.544,0.14300000000000002,0.00011066,0.99989
+98671,Existing Customer,43,M,3,,Divorced,$120K +,Blue,30,3,1,2,34516.0,2517,31999.0,0.77,7437,86,0.623,0.073,6.282e-05,0.99994
+98672,Existing Customer,53,F,2,College,Single,Less than $40K,Blue,48,2,2,2,8259.0,1182,7077.0,0.822,7957,88,0.544,0.143,0.00011066,0.99989
 98673,Existing Customer,42,M,4,High School,Married,$60K - $80K,Blue,27,2,3,2,13804.0,1903,11901.0,0.723,7376,97,0.54,0.138,0.00018339,0.99982
-98674,Existing Customer,43,F,1,High School,Single,,Blue,30,3,2,0,5700.0,1904,3796.0,0.649,7939,95,0.61,0.33399999999999996,3.8311e-05,0.9999600000000001
-98675,Existing Customer,43,F,4,Graduate,Married,Less than $40K,Blue,35,3,3,0,6448.0,1464,4984.0,0.615,7546,88,0.63,0.22699999999999998,6.9589e-05,0.9999299999999999
-98676,Existing Customer,57,M,2,Post-Graduate,Divorced,$60K - $80K,Blue,51,2,3,3,5479.0,1200,4279.0,0.7979999999999999,7960,86,0.45799999999999996,0.21899999999999997,0.00035594,0.99964
-98677,Existing Customer,50,F,0,Uneducated,Married,Less than $40K,Blue,42,3,4,2,3749.0,1594,2155.0,0.738,7990,89,0.534,0.425,0.00019180000000000003,0.9998100000000001
+98674,Existing Customer,43,F,1,High School,Single,,Blue,30,3,2,0,5700.0,1904,3796.0,0.649,7939,95,0.61,0.334,3.8311e-05,0.99996
+98675,Existing Customer,43,F,4,Graduate,Married,Less than $40K,Blue,35,3,3,0,6448.0,1464,4984.0,0.615,7546,88,0.63,0.227,6.9589e-05,0.99993
+98676,Existing Customer,57,M,2,Post-Graduate,Divorced,$60K - $80K,Blue,51,2,3,3,5479.0,1200,4279.0,0.798,7960,86,0.458,0.219,0.00035594,0.99964
+98677,Existing Customer,50,F,0,Uneducated,Married,Less than $40K,Blue,42,3,4,2,3749.0,1594,2155.0,0.738,7990,89,0.534,0.425,0.0001918,0.99981
 98678,Existing Customer,48,M,4,High School,Single,$120K +,Blue,40,2,3,3,30210.0,1946,28264.0,0.904,7403,88,0.544,0.064,0.00030842,0.99969
-98679,Existing Customer,41,M,3,Graduate,Married,$120K +,Blue,36,2,2,1,5807.0,1143,4664.0,0.785,8000,96,0.41200000000000003,0.19699999999999998,7.1226e-05,0.9999299999999999
-98680,Existing Customer,44,M,3,High School,Married,$60K - $80K,Blue,36,2,2,1,3605.0,0,3605.0,0.594,6800,78,0.8140000000000001,0.0,6.9242e-05,0.9999299999999999
-98681,Existing Customer,44,F,4,College,Single,$40K - $60K,Silver,39,2,1,3,17077.0,2179,14898.0,0.738,7391,75,0.705,0.128,8.534700000000001e-05,0.9999100000000001
-98682,Existing Customer,43,F,2,College,Married,Less than $40K,Blue,37,3,3,1,5380.0,1337,4043.0,0.845,8947,93,0.5760000000000001,0.249,0.00010546,0.99989
-98683,Existing Customer,51,M,3,Graduate,Married,$80K - $120K,Gold,36,2,1,3,34516.0,761,33755.0,0.716,7499,88,0.5710000000000001,0.022000000000000002,0.00011075,0.99989
+98679,Existing Customer,41,M,3,Graduate,Married,$120K +,Blue,36,2,2,1,5807.0,1143,4664.0,0.785,8000,96,0.412,0.197,7.1226e-05,0.99993
+98680,Existing Customer,44,M,3,High School,Married,$60K - $80K,Blue,36,2,2,1,3605.0,0,3605.0,0.594,6800,78,0.814,0.0,6.9242e-05,0.99993
+98681,Existing Customer,44,F,4,College,Single,$40K - $60K,Silver,39,2,1,3,17077.0,2179,14898.0,0.738,7391,75,0.705,0.128,8.5347e-05,0.99991
+98682,Existing Customer,43,F,2,College,Married,Less than $40K,Blue,37,3,3,1,5380.0,1337,4043.0,0.845,8947,93,0.576,0.249,0.00010546,0.99989
+98683,Existing Customer,51,M,3,Graduate,Married,$80K - $120K,Gold,36,2,1,3,34516.0,761,33755.0,0.716,7499,88,0.571,0.022,0.00011075,0.99989
 98684,Existing Customer,47,M,4,Post-Graduate,Married,$80K - $120K,Blue,30,3,3,1,27720.0,2414,25306.0,0.752,8520,89,0.589,0.087,0.00013386,0.99987
-98685,Existing Customer,47,F,3,Doctorate,Single,$40K - $60K,Silver,39,3,2,1,18341.0,1060,17281.0,0.718,7584,85,0.7,0.057999999999999996,9.3132e-05,0.9999100000000001
-98686,Existing Customer,38,M,1,High School,Single,$120K +,Blue,30,2,1,1,27712.0,2130,25582.0,0.654,7399,91,0.7170000000000001,0.077,3.0307e-05,0.99997
-98687,Existing Customer,46,M,3,High School,Single,$40K - $60K,Blue,42,3,2,1,8285.0,1359,6926.0,0.634,7205,84,0.826,0.16399999999999998,6.9242e-05,0.9999299999999999
-98688,Existing Customer,41,F,4,Uneducated,,$40K - $60K,Silver,36,3,2,3,19704.0,0,19704.0,0.682,7766,81,0.62,0.0,0.00018652,0.9998100000000001
-98689,Existing Customer,47,M,2,Graduate,,$80K - $120K,Blue,41,2,2,2,21325.0,2197,19128.0,0.647,7053,69,0.865,0.10300000000000001,0.00011382,0.99989
-98690,Existing Customer,41,M,1,Graduate,Married,$80K - $120K,Blue,30,3,3,2,34516.0,2109,32407.0,0.703,6832,87,0.706,0.061,0.00016883,0.9998299999999999
+98685,Existing Customer,47,F,3,Doctorate,Single,$40K - $60K,Silver,39,3,2,1,18341.0,1060,17281.0,0.718,7584,85,0.7,0.058,9.3132e-05,0.99991
+98686,Existing Customer,38,M,1,High School,Single,$120K +,Blue,30,2,1,1,27712.0,2130,25582.0,0.654,7399,91,0.717,0.077,3.0307e-05,0.99997
+98687,Existing Customer,46,M,3,High School,Single,$40K - $60K,Blue,42,3,2,1,8285.0,1359,6926.0,0.634,7205,84,0.826,0.164,6.9242e-05,0.99993
+98688,Existing Customer,41,F,4,Uneducated,,$40K - $60K,Silver,36,3,2,3,19704.0,0,19704.0,0.682,7766,81,0.62,0.0,0.00018652,0.99981
+98689,Existing Customer,47,M,2,Graduate,,$80K - $120K,Blue,41,2,2,2,21325.0,2197,19128.0,0.647,7053,69,0.865,0.103,0.00011382,0.99989
+98690,Existing Customer,41,M,1,Graduate,Married,$80K - $120K,Blue,30,3,3,2,34516.0,2109,32407.0,0.703,6832,87,0.706,0.061,0.00016883,0.99983
 98691,Existing Customer,49,F,2,Uneducated,Single,$40K - $60K,Blue,37,2,1,3,7045.0,1293,5752.0,0.628,7381,98,0.607,0.184,9.5249e-05,0.9999
-98692,Existing Customer,44,M,4,Graduate,Single,$80K - $120K,Blue,37,3,3,1,14388.0,2517,11871.0,0.7090000000000001,7042,85,0.635,0.175,0.00011377,0.99989
-98693,Attrited Customer,48,F,4,Post-Graduate,Single,Less than $40K,Blue,38,3,3,3,3874.0,460,3414.0,1.023,4921,51,0.645,0.11900000000000001,0.9973299999999999,0.00267072
-98694,Existing Customer,44,M,4,Graduate,Married,$60K - $80K,Blue,24,2,2,2,4752.0,0,4752.0,0.679,7517,76,0.617,0.0,0.00011937,0.9998799999999999
-98695,Existing Customer,50,F,4,Doctorate,Married,,Silver,36,3,2,1,34516.0,2096,32420.0,0.6659999999999999,7042,73,0.5529999999999999,0.061,9.4127e-05,0.9999100000000001
-98696,Attrited Customer,59,F,1,High School,Single,Less than $40K,Blue,46,2,3,2,7484.0,1939,5545.0,0.9940000000000001,4923,56,0.33299999999999996,0.259,0.99395,0.00605
-98697,Attrited Customer,49,F,3,High School,Married,,Silver,36,2,3,3,34516.0,1273,33243.0,0.977,4777,51,0.457,0.037000000000000005,0.99639,0.00361254
-98698,Existing Customer,42,M,4,Uneducated,Single,$80K - $120K,Silver,36,2,2,1,34516.0,2253,32263.0,0.853,7836,93,0.603,0.065,6.6879e-05,0.9999299999999999
-98699,Existing Customer,52,M,3,Graduate,Married,$60K - $80K,Blue,36,3,3,2,18336.0,2077,16259.0,0.718,7509,84,0.647,0.113,0.00018665,0.9998100000000001
-98700,Existing Customer,46,M,3,Graduate,,$40K - $60K,Blue,34,3,6,1,2259.0,1346,913.0,0.813,7745,88,0.517,0.596,8.8856e-05,0.9999100000000001
-98701,Existing Customer,41,M,1,College,Married,$40K - $60K,Blue,32,3,4,2,10682.0,1334,9348.0,0.7020000000000001,7332,92,0.614,0.125,0.00019837,0.9998
+98692,Existing Customer,44,M,4,Graduate,Single,$80K - $120K,Blue,37,3,3,1,14388.0,2517,11871.0,0.709,7042,85,0.635,0.175,0.00011377,0.99989
+98693,Attrited Customer,48,F,4,Post-Graduate,Single,Less than $40K,Blue,38,3,3,3,3874.0,460,3414.0,1.023,4921,51,0.645,0.119,0.99733,0.00267072
+98694,Existing Customer,44,M,4,Graduate,Married,$60K - $80K,Blue,24,2,2,2,4752.0,0,4752.0,0.679,7517,76,0.617,0.0,0.00011937,0.99988
+98695,Existing Customer,50,F,4,Doctorate,Married,,Silver,36,3,2,1,34516.0,2096,32420.0,0.666,7042,73,0.553,0.061,9.4127e-05,0.99991
+98696,Attrited Customer,59,F,1,High School,Single,Less than $40K,Blue,46,2,3,2,7484.0,1939,5545.0,0.994,4923,56,0.333,0.259,0.99395,0.00605
+98697,Attrited Customer,49,F,3,High School,Married,,Silver,36,2,3,3,34516.0,1273,33243.0,0.977,4777,51,0.457,0.037,0.99639,0.00361254
+98698,Existing Customer,42,M,4,Uneducated,Single,$80K - $120K,Silver,36,2,2,1,34516.0,2253,32263.0,0.853,7836,93,0.603,0.065,6.6879e-05,0.99993
+98699,Existing Customer,52,M,3,Graduate,Married,$60K - $80K,Blue,36,3,3,2,18336.0,2077,16259.0,0.718,7509,84,0.647,0.113,0.00018665,0.99981
+98700,Existing Customer,46,M,3,Graduate,,$40K - $60K,Blue,34,3,6,1,2259.0,1346,913.0,0.813,7745,88,0.517,0.596,8.8856e-05,0.99991
+98701,Existing Customer,41,M,1,College,Married,$40K - $60K,Blue,32,3,4,2,10682.0,1334,9348.0,0.702,7332,92,0.614,0.125,0.00019837,0.9998
 98702,Existing Customer,39,F,4,Doctorate,Married,Less than $40K,Blue,27,2,1,1,8587.0,1324,7263.0,0.897,8854,92,0.643,0.154,5.0408e-05,0.99995
 98703,Existing Customer,46,F,2,Graduate,Single,Less than $40K,Blue,30,3,1,0,5494.0,2142,3352.0,1.014,8328,78,0.733,0.39,2.0316e-05,0.99998
-98704,Existing Customer,45,F,2,Graduate,Married,Less than $40K,Blue,31,2,1,2,1946.0,1183,763.0,0.8059999999999999,8423,82,0.708,0.608,5.5077e-05,0.9999399999999999
-98705,Existing Customer,53,M,3,High School,Single,$60K - $80K,Blue,47,2,1,3,6228.0,1738,4490.0,0.8290000000000001,8284,77,0.604,0.27899999999999997,9.344799999999999e-05,0.9999100000000001
-98706,Existing Customer,42,M,3,,Married,$80K - $120K,Blue,32,2,1,3,7537.0,1239,6298.0,0.8540000000000001,7613,90,0.579,0.16399999999999998,0.00010566,0.99989
-98707,Existing Customer,44,F,3,Graduate,Single,Less than $40K,Silver,34,3,3,2,13609.0,1432,12177.0,0.836,7796,77,0.7909999999999999,0.105,0.00016865,0.9998299999999999
-98708,Attrited Customer,47,F,3,High School,Married,,Silver,31,3,3,2,34516.0,2517,31999.0,0.618,2691,42,0.5,0.073,0.9939399999999999,0.00606
+98704,Existing Customer,45,F,2,Graduate,Married,Less than $40K,Blue,31,2,1,2,1946.0,1183,763.0,0.806,8423,82,0.708,0.608,5.5077e-05,0.99994
+98705,Existing Customer,53,M,3,High School,Single,$60K - $80K,Blue,47,2,1,3,6228.0,1738,4490.0,0.829,8284,77,0.604,0.279,9.3448e-05,0.99991
+98706,Existing Customer,42,M,3,,Married,$80K - $120K,Blue,32,2,1,3,7537.0,1239,6298.0,0.854,7613,90,0.579,0.164,0.00010566,0.99989
+98707,Existing Customer,44,F,3,Graduate,Single,Less than $40K,Silver,34,3,3,2,13609.0,1432,12177.0,0.836,7796,77,0.791,0.105,0.00016865,0.99983
+98708,Attrited Customer,47,F,3,High School,Married,,Silver,31,3,3,2,34516.0,2517,31999.0,0.618,2691,42,0.5,0.073,0.99394,0.00606
 98709,Existing Customer,46,M,3,Uneducated,Married,$60K - $80K,Gold,33,3,1,3,34516.0,713,33803.0,0.772,7750,82,0.608,0.021,0.00011387,0.99989
-98710,Existing Customer,38,F,3,Graduate,Single,Less than $40K,Gold,31,2,3,2,15987.0,1766,14221.0,0.7909999999999999,8195,94,0.679,0.11,0.00021503,0.9997799999999999
-98711,Existing Customer,46,F,3,Graduate,Divorced,Less than $40K,Blue,36,3,2,2,2391.0,1625,766.0,0.662,7649,101,0.603,0.68,0.00011811,0.9998799999999999
-98712,Existing Customer,39,M,2,,,$120K +,Blue,34,2,2,2,34516.0,1082,33434.0,0.629,7845,92,0.5329999999999999,0.031,0.00012511,0.99987
-98713,Existing Customer,47,M,2,College,Single,$60K - $80K,Blue,41,2,3,3,20811.0,1302,19509.0,0.7929999999999999,7192,82,0.708,0.063,0.00029411,0.99971
-98714,Existing Customer,46,M,4,Doctorate,,$60K - $80K,Gold,36,2,2,3,34516.0,1426,33090.0,0.823,7582,95,0.696,0.040999999999999995,0.00033469,0.9996700000000001
-98715,Existing Customer,45,M,2,Graduate,Married,$40K - $60K,Blue,36,2,1,3,3735.0,2113,1622.0,0.684,7059,82,0.5770000000000001,0.5660000000000001,9.2637e-05,0.9999100000000001
-98716,Existing Customer,50,F,2,High School,Married,$40K - $60K,Blue,39,3,2,2,2275.0,2138,137.0,0.742,7768,83,0.7290000000000001,0.94,0.00011065,0.99989
-98717,Existing Customer,43,F,3,High School,Married,Less than $40K,Blue,36,2,3,0,7350.0,1360,5990.0,0.7440000000000001,7679,64,0.684,0.185,6.6935e-05,0.9999299999999999
-98718,Existing Customer,48,M,3,College,Married,$40K - $60K,Blue,34,2,2,1,1913.0,1405,508.0,0.6990000000000001,7265,80,0.905,0.7340000000000001,6.9248e-05,0.9999299999999999
-98719,Existing Customer,50,F,3,Graduate,,Less than $40K,Blue,43,2,3,3,4249.0,789,3460.0,0.925,8186,93,0.722,0.18600000000000003,0.0003139,0.99969
-98720,Existing Customer,40,F,2,Graduate,,$40K - $60K,Blue,36,3,1,2,2136.0,1250,886.0,0.74,7782,88,0.66,0.585,5.5077e-05,0.9999399999999999
-98721,Existing Customer,46,M,4,College,Married,$40K - $60K,Silver,36,3,2,2,18956.0,1694,17262.0,0.7020000000000001,8032,88,0.66,0.08900000000000001,0.00010486,0.9999
-98722,Existing Customer,45,M,4,College,Single,$60K - $80K,Blue,35,2,2,3,13445.0,1186,12259.0,0.56,7377,82,0.608,0.08800000000000001,0.00019519,0.9998
-98723,Existing Customer,53,M,1,High School,Single,Less than $40K,Blue,36,3,3,3,8979.0,1289,7690.0,0.6509999999999999,7422,87,0.6729999999999999,0.14400000000000002,0.00027604,0.99972
+98710,Existing Customer,38,F,3,Graduate,Single,Less than $40K,Gold,31,2,3,2,15987.0,1766,14221.0,0.791,8195,94,0.679,0.11,0.00021503,0.99978
+98711,Existing Customer,46,F,3,Graduate,Divorced,Less than $40K,Blue,36,3,2,2,2391.0,1625,766.0,0.662,7649,101,0.603,0.68,0.00011811,0.99988
+98712,Existing Customer,39,M,2,,,$120K +,Blue,34,2,2,2,34516.0,1082,33434.0,0.629,7845,92,0.533,0.031,0.00012511,0.99987
+98713,Existing Customer,47,M,2,College,Single,$60K - $80K,Blue,41,2,3,3,20811.0,1302,19509.0,0.793,7192,82,0.708,0.063,0.00029411,0.99971
+98714,Existing Customer,46,M,4,Doctorate,,$60K - $80K,Gold,36,2,2,3,34516.0,1426,33090.0,0.823,7582,95,0.696,0.041,0.00033469,0.99967
+98715,Existing Customer,45,M,2,Graduate,Married,$40K - $60K,Blue,36,2,1,3,3735.0,2113,1622.0,0.684,7059,82,0.577,0.566,9.2637e-05,0.99991
+98716,Existing Customer,50,F,2,High School,Married,$40K - $60K,Blue,39,3,2,2,2275.0,2138,137.0,0.742,7768,83,0.729,0.94,0.00011065,0.99989
+98717,Existing Customer,43,F,3,High School,Married,Less than $40K,Blue,36,2,3,0,7350.0,1360,5990.0,0.744,7679,64,0.684,0.185,6.6935e-05,0.99993
+98718,Existing Customer,48,M,3,College,Married,$40K - $60K,Blue,34,2,2,1,1913.0,1405,508.0,0.699,7265,80,0.905,0.734,6.9248e-05,0.99993
+98719,Existing Customer,50,F,3,Graduate,,Less than $40K,Blue,43,2,3,3,4249.0,789,3460.0,0.925,8186,93,0.722,0.186,0.0003139,0.99969
+98720,Existing Customer,40,F,2,Graduate,,$40K - $60K,Blue,36,3,1,2,2136.0,1250,886.0,0.74,7782,88,0.66,0.585,5.5077e-05,0.99994
+98721,Existing Customer,46,M,4,College,Married,$40K - $60K,Silver,36,3,2,2,18956.0,1694,17262.0,0.702,8032,88,0.66,0.089,0.00010486,0.9999
+98722,Existing Customer,45,M,4,College,Single,$60K - $80K,Blue,35,2,2,3,13445.0,1186,12259.0,0.56,7377,82,0.608,0.088,0.00019519,0.9998
+98723,Existing Customer,53,M,1,High School,Single,Less than $40K,Blue,36,3,3,3,8979.0,1289,7690.0,0.651,7422,87,0.673,0.144,0.00027604,0.99972
 98724,Existing Customer,49,F,2,Graduate,Married,Less than $40K,Blue,38,3,3,1,6674.0,1402,5272.0,0.695,7468,92,0.614,0.21,0.00010848,0.99989
 98725,Existing Customer,52,F,2,Post-Graduate,Single,Less than $40K,Blue,34,3,3,3,6265.0,1677,4588.0,0.769,8162,89,0.589,0.268,0.00035594,0.99964
-98726,Existing Customer,47,M,0,Graduate,Married,$80K - $120K,Silver,36,3,2,1,34516.0,1913,32603.0,0.84,7535,92,0.6729999999999999,0.055,5.3222e-05,0.99995
-98727,Existing Customer,47,M,2,Uneducated,Single,$80K - $120K,Blue,36,3,2,2,34516.0,1264,33252.0,0.774,7827,77,0.54,0.037000000000000005,0.00011703,0.9998799999999999
-98728,Existing Customer,43,M,2,High School,Single,$60K - $80K,Blue,33,1,2,1,13165.0,1255,11910.0,0.81,8126,95,0.667,0.095,6.6728e-05,0.9999299999999999
-98729,Existing Customer,49,M,3,College,Divorced,$80K - $120K,Blue,38,2,3,3,9959.0,1143,8816.0,0.6609999999999999,7300,77,0.638,0.115,0.00030519,0.99969
-98730,Existing Customer,40,F,3,College,Divorced,$40K - $60K,Blue,28,2,2,3,9243.0,2019,7224.0,0.7070000000000001,7841,82,0.608,0.218,0.00019313,0.9998100000000001
-98731,Existing Customer,53,F,4,Graduate,Single,Less than $40K,Blue,44,1,1,3,4737.0,1649,3088.0,0.748,7802,88,0.49200000000000005,0.348,9.7154e-05,0.9999
-98732,Attrited Customer,51,F,1,,Married,$40K - $60K,Blue,36,2,3,2,2710.0,0,2710.0,0.9990000000000001,4724,60,0.395,0.0,0.99464,0.00536
+98726,Existing Customer,47,M,0,Graduate,Married,$80K - $120K,Silver,36,3,2,1,34516.0,1913,32603.0,0.84,7535,92,0.673,0.055,5.3222e-05,0.99995
+98727,Existing Customer,47,M,2,Uneducated,Single,$80K - $120K,Blue,36,3,2,2,34516.0,1264,33252.0,0.774,7827,77,0.54,0.037,0.00011703,0.99988
+98728,Existing Customer,43,M,2,High School,Single,$60K - $80K,Blue,33,1,2,1,13165.0,1255,11910.0,0.81,8126,95,0.667,0.095,6.6728e-05,0.99993
+98729,Existing Customer,49,M,3,College,Divorced,$80K - $120K,Blue,38,2,3,3,9959.0,1143,8816.0,0.661,7300,77,0.638,0.115,0.00030519,0.99969
+98730,Existing Customer,40,F,3,College,Divorced,$40K - $60K,Blue,28,2,2,3,9243.0,2019,7224.0,0.707,7841,82,0.608,0.218,0.00019313,0.99981
+98731,Existing Customer,53,F,4,Graduate,Single,Less than $40K,Blue,44,1,1,3,4737.0,1649,3088.0,0.748,7802,88,0.492,0.348,9.7154e-05,0.9999
+98732,Attrited Customer,51,F,1,,Married,$40K - $60K,Blue,36,2,3,2,2710.0,0,2710.0,0.999,4724,60,0.395,0.0,0.99464,0.00536
 98733,Existing Customer,46,M,2,High School,Single,$40K - $60K,Blue,32,1,2,2,2000.0,1739,261.0,0.821,7694,85,0.7,0.87,0.00011065,0.99989
-98734,Existing Customer,41,M,3,High School,Single,$80K - $120K,Gold,28,2,2,0,34516.0,2098,32418.0,0.746,6932,87,0.526,0.061,4.8796000000000005e-05,0.99995
+98734,Existing Customer,41,M,3,High School,Single,$80K - $120K,Gold,28,2,2,0,34516.0,2098,32418.0,0.746,6932,87,0.526,0.061,4.8796e-05,0.99995
 98735,Existing Customer,42,F,0,,Married,Less than $40K,Blue,28,1,1,1,8798.0,1509,7289.0,0.845,8020,74,0.721,0.172,3.1329e-05,0.99997
-98736,Existing Customer,50,M,2,High School,,$120K +,Blue,40,1,2,3,24670.0,1623,23047.0,0.7909999999999999,7772,76,0.652,0.066,0.0001861,0.9998100000000001
+98736,Existing Customer,50,M,2,High School,,$120K +,Blue,40,1,2,3,24670.0,1623,23047.0,0.791,7772,76,0.652,0.066,0.0001861,0.99981
 98737,Existing Customer,51,M,2,Uneducated,Divorced,$80K - $120K,Blue,40,1,2,3,23453.0,0,23453.0,0.727,7555,96,0.574,0.0,0.00019683,0.9998
-98738,Existing Customer,44,M,3,High School,Single,$120K +,Silver,36,1,2,2,34516.0,1106,33410.0,0.7759999999999999,7936,76,0.767,0.032,0.00010374,0.9999
-98739,Existing Customer,49,M,4,Uneducated,Married,$60K - $80K,Blue,36,1,2,2,6139.0,1585,4554.0,0.713,7906,80,0.633,0.258,0.00012274,0.9998799999999999
-98740,Existing Customer,51,F,2,,Married,$40K - $60K,Blue,36,2,2,1,14800.0,1020,13780.0,0.8959999999999999,8796,94,0.593,0.069,7.5449e-05,0.99992
-98741,Existing Customer,53,F,5,Graduate,Single,$40K - $60K,Blue,41,2,1,3,9815.0,1699,8116.0,0.62,7962,89,0.561,0.17300000000000001,9.5638e-05,0.9999
+98738,Existing Customer,44,M,3,High School,Single,$120K +,Silver,36,1,2,2,34516.0,1106,33410.0,0.776,7936,76,0.767,0.032,0.00010374,0.9999
+98739,Existing Customer,49,M,4,Uneducated,Married,$60K - $80K,Blue,36,1,2,2,6139.0,1585,4554.0,0.713,7906,80,0.633,0.258,0.00012274,0.99988
+98740,Existing Customer,51,F,2,,Married,$40K - $60K,Blue,36,2,2,1,14800.0,1020,13780.0,0.896,8796,94,0.593,0.069,7.5449e-05,0.99992
+98741,Existing Customer,53,F,5,Graduate,Single,$40K - $60K,Blue,41,2,1,3,9815.0,1699,8116.0,0.62,7962,89,0.561,0.173,9.5638e-05,0.9999
 98742,Existing Customer,49,F,4,,Single,Less than $40K,Blue,29,1,3,2,3919.0,2278,1641.0,0.672,7685,85,0.518,0.581,0.00020735,0.99979
-98743,Existing Customer,59,M,1,Graduate,Single,,Blue,36,1,5,2,12265.0,1412,10853.0,0.643,7470,82,0.7829999999999999,0.115,0.00018857,0.9998100000000001
+98743,Existing Customer,59,M,1,Graduate,Single,,Blue,36,1,5,2,12265.0,1412,10853.0,0.643,7470,82,0.783,0.115,0.00018857,0.99981
 98744,Existing Customer,47,F,2,Doctorate,Married,$40K - $60K,Blue,42,2,3,1,3256.0,2035,1221.0,0.655,7075,89,0.648,0.625,0.00015697,0.99984
-98745,Existing Customer,50,M,3,Uneducated,Single,$80K - $120K,Blue,35,1,2,1,19000.0,2389,16611.0,0.81,7664,74,0.721,0.126,7.3235e-05,0.9999299999999999
-98746,Existing Customer,44,M,4,Graduate,Single,$120K +,Silver,36,2,2,1,34516.0,1635,32881.0,0.768,7219,86,0.564,0.047,6.5045e-05,0.9999299999999999
-98747,Existing Customer,48,M,4,Graduate,Married,$60K - $80K,Blue,37,2,1,1,13197.0,0,13197.0,0.6809999999999999,8424,84,0.787,0.0,3.4833000000000003e-05,0.99997
-98748,Attrited Customer,47,M,3,College,Single,$60K - $80K,Blue,39,5,3,2,22599.0,0,22599.0,1.0390000000000001,4739,55,0.486,0.0,0.9945200000000001,0.00548
-98749,Existing Customer,43,M,4,Uneducated,Married,$60K - $80K,Blue,31,1,1,2,23457.0,2517,20940.0,0.6759999999999999,7370,96,0.627,0.107,5.9391e-05,0.9999399999999999
-98750,Existing Customer,40,M,2,High School,,$80K - $120K,Blue,26,1,3,1,5238.0,2077,3161.0,0.6559999999999999,7321,73,0.659,0.397,0.00010545,0.99989
-98751,Existing Customer,41,M,4,Graduate,Single,$80K - $120K,Blue,33,1,1,3,31560.0,1298,30262.0,0.6809999999999999,7641,93,0.632,0.040999999999999995,9.7154e-05,0.9999
-98752,Existing Customer,46,F,3,High School,Single,Less than $40K,Blue,36,2,2,3,6218.0,2517,3701.0,0.716,7689,84,0.68,0.405,0.00019311,0.9998100000000001
-98753,Existing Customer,47,M,2,High School,Divorced,,Silver,42,1,2,2,34516.0,2019,32497.0,0.706,7774,95,0.583,0.057999999999999996,9.9979e-05,0.9999
-98754,Existing Customer,44,M,0,Graduate,,$60K - $80K,Silver,36,1,1,1,29572.0,1584,27988.0,0.738,7566,88,0.6,0.054000000000000006,2.5753000000000002e-05,0.99997
-98755,Existing Customer,52,F,2,Graduate,,Less than $40K,Blue,40,2,1,3,2743.0,1705,1038.0,0.605,6993,97,0.54,0.622,9.2637e-05,0.9999100000000001
+98745,Existing Customer,50,M,3,Uneducated,Single,$80K - $120K,Blue,35,1,2,1,19000.0,2389,16611.0,0.81,7664,74,0.721,0.126,7.3235e-05,0.99993
+98746,Existing Customer,44,M,4,Graduate,Single,$120K +,Silver,36,2,2,1,34516.0,1635,32881.0,0.768,7219,86,0.564,0.047,6.5045e-05,0.99993
+98747,Existing Customer,48,M,4,Graduate,Married,$60K - $80K,Blue,37,2,1,1,13197.0,0,13197.0,0.681,8424,84,0.787,0.0,3.4833e-05,0.99997
+98748,Attrited Customer,47,M,3,College,Single,$60K - $80K,Blue,39,5,3,2,22599.0,0,22599.0,1.039,4739,55,0.486,0.0,0.99452,0.00548
+98749,Existing Customer,43,M,4,Uneducated,Married,$60K - $80K,Blue,31,1,1,2,23457.0,2517,20940.0,0.676,7370,96,0.627,0.107,5.9391e-05,0.99994
+98750,Existing Customer,40,M,2,High School,,$80K - $120K,Blue,26,1,3,1,5238.0,2077,3161.0,0.656,7321,73,0.659,0.397,0.00010545,0.99989
+98751,Existing Customer,41,M,4,Graduate,Single,$80K - $120K,Blue,33,1,1,3,31560.0,1298,30262.0,0.681,7641,93,0.632,0.041,9.7154e-05,0.9999
+98752,Existing Customer,46,F,3,High School,Single,Less than $40K,Blue,36,2,2,3,6218.0,2517,3701.0,0.716,7689,84,0.68,0.405,0.00019311,0.99981
+98753,Existing Customer,47,M,2,High School,Divorced,,Silver,42,1,2,2,34516.0,2019,32497.0,0.706,7774,95,0.583,0.058,9.9979e-05,0.9999
+98754,Existing Customer,44,M,0,Graduate,,$60K - $80K,Silver,36,1,1,1,29572.0,1584,27988.0,0.738,7566,88,0.6,0.054,2.5753e-05,0.99997
+98755,Existing Customer,52,F,2,Graduate,,Less than $40K,Blue,40,2,1,3,2743.0,1705,1038.0,0.605,6993,97,0.54,0.622,9.2637e-05,0.99991
 98756,Existing Customer,39,M,3,Uneducated,Single,$80K - $120K,Blue,31,2,2,3,2844.0,2065,779.0,0.638,7345,73,0.738,0.726,0.00020424,0.9998
-98757,Existing Customer,53,F,2,High School,Single,Less than $40K,Blue,49,1,2,3,9678.0,1710,7968.0,0.745,7682,90,0.579,0.177,0.0001861,0.9998100000000001
-98758,Existing Customer,49,M,0,,Married,$80K - $120K,Blue,36,1,2,1,26882.0,1673,25209.0,0.691,7409,89,0.534,0.062,6.4745e-05,0.9999399999999999
+98757,Existing Customer,53,F,2,High School,Single,Less than $40K,Blue,49,1,2,3,9678.0,1710,7968.0,0.745,7682,90,0.579,0.177,0.0001861,0.99981
+98758,Existing Customer,49,M,0,,Married,$80K - $120K,Blue,36,1,2,1,26882.0,1673,25209.0,0.691,7409,89,0.534,0.062,6.4745e-05,0.99994
 98759,Existing Customer,52,F,2,Post-Graduate,Married,Less than $40K,Blue,40,2,2,1,5207.0,1121,4086.0,0.578,7153,84,0.647,0.215,8.0767e-05,0.99992
 98760,Existing Customer,46,M,4,High School,Divorced,$40K - $60K,Silver,36,2,2,3,15034.0,1356,13678.0,0.754,7737,84,0.75,0.09,0.00017635,0.99982
-98761,Existing Customer,44,F,2,Graduate,Divorced,$40K - $60K,Blue,36,1,1,2,3107.0,1995,1112.0,0.6679999999999999,7535,87,0.6729999999999999,0.642,5.5077e-05,0.9999399999999999
+98761,Existing Customer,44,F,2,Graduate,Divorced,$40K - $60K,Blue,36,1,1,2,3107.0,1995,1112.0,0.668,7535,87,0.673,0.642,5.5077e-05,0.99994
 98762,Existing Customer,52,F,2,High School,Single,$40K - $60K,Blue,39,2,1,1,12214.0,2379,9835.0,0.769,8426,105,0.544,0.195,3.2288e-05,0.99997
-98763,Existing Customer,52,M,4,Graduate,Married,$80K - $120K,Blue,45,2,2,3,23070.0,1701,21369.0,0.846,8070,81,0.688,0.07400000000000001,0.00020077,0.9998
-98764,Existing Customer,50,F,2,Graduate,Single,Less than $40K,Blue,40,1,2,2,2167.0,988,1179.0,0.619,7199,83,0.7290000000000001,0.456,0.00011382,0.99989
+98763,Existing Customer,52,M,4,Graduate,Married,$80K - $120K,Blue,45,2,2,3,23070.0,1701,21369.0,0.846,8070,81,0.688,0.074,0.00020077,0.9998
+98764,Existing Customer,50,F,2,Graduate,Single,Less than $40K,Blue,40,1,2,2,2167.0,988,1179.0,0.619,7199,83,0.729,0.456,0.00011382,0.99989
 98765,Existing Customer,55,M,3,High School,Single,$80K - $120K,Gold,49,2,1,3,34516.0,810,33706.0,0.787,7917,95,0.667,0.023,0.00010766,0.99989
-98766,Existing Customer,45,M,5,,Married,$60K - $80K,Blue,38,1,2,3,6895.0,2314,4581.0,0.84,8778,85,0.604,0.336,0.00021724,0.9997799999999999
-98767,Attrited Customer,44,M,2,Doctorate,Married,$80K - $120K,Blue,38,1,2,1,25894.0,2517,23377.0,1.046,4847,49,0.815,0.09699999999999999,0.99003,0.00997
-98768,Attrited Customer,46,F,3,Graduate,Single,Less than $40K,Blue,36,4,2,3,3138.0,986,2152.0,1.002,4724,56,0.8059999999999999,0.314,0.9949899999999999,0.0050100000000000006
+98766,Existing Customer,45,M,5,,Married,$60K - $80K,Blue,38,1,2,3,6895.0,2314,4581.0,0.84,8778,85,0.604,0.336,0.00021724,0.99978
+98767,Attrited Customer,44,M,2,Doctorate,Married,$80K - $120K,Blue,38,1,2,1,25894.0,2517,23377.0,1.046,4847,49,0.815,0.097,0.99003,0.00997
+98768,Attrited Customer,46,F,3,Graduate,Single,Less than $40K,Blue,36,4,2,3,3138.0,986,2152.0,1.002,4724,56,0.806,0.314,0.99499,0.00501
 98769,Existing Customer,49,M,1,Uneducated,Single,$120K +,Blue,38,2,2,3,12055.0,1858,10197.0,0.645,7222,93,0.5,0.154,0.00018475,0.99982
 98770,Existing Customer,53,F,2,College,Single,,Blue,38,2,3,3,16592.0,1435,15157.0,0.76,7642,89,0.648,0.086,0.00029411,0.99971
-98771,Existing Customer,60,F,1,Doctorate,Single,,Silver,48,1,2,1,34516.0,1542,32974.0,0.603,7443,98,0.556,0.045,8.424299999999999e-05,0.99992
-98772,Existing Customer,47,M,3,Post-Graduate,,,Silver,38,2,1,2,33184.0,855,32329.0,0.728,7190,93,0.525,0.026000000000000002,6.0763e-05,0.9999399999999999
-98773,Existing Customer,54,F,2,Graduate,Single,$40K - $60K,Blue,41,2,1,3,10753.0,1845,8908.0,0.6890000000000001,7302,80,0.7020000000000001,0.172,9.2637e-05,0.9999100000000001
-98774,Existing Customer,39,M,2,Post-Graduate,,$80K - $120K,Blue,29,1,1,3,9959.0,1501,8458.0,0.8220000000000001,8505,86,0.536,0.151,0.000109,0.99989
+98771,Existing Customer,60,F,1,Doctorate,Single,,Silver,48,1,2,1,34516.0,1542,32974.0,0.603,7443,98,0.556,0.045,8.4243e-05,0.99992
+98772,Existing Customer,47,M,3,Post-Graduate,,,Silver,38,2,1,2,33184.0,855,32329.0,0.728,7190,93,0.525,0.026,6.0763e-05,0.99994
+98773,Existing Customer,54,F,2,Graduate,Single,$40K - $60K,Blue,41,2,1,3,10753.0,1845,8908.0,0.689,7302,80,0.702,0.172,9.2637e-05,0.99991
+98774,Existing Customer,39,M,2,Post-Graduate,,$80K - $120K,Blue,29,1,1,3,9959.0,1501,8458.0,0.822,8505,86,0.536,0.151,0.000109,0.99989
 98775,Existing Customer,46,F,3,Uneducated,Married,Less than $40K,Blue,35,6,5,1,2069.0,1101,968.0,0.741,7307,82,0.745,0.532,0.00012927,0.99987
-98776,Existing Customer,43,F,3,College,Married,Less than $40K,Silver,34,4,2,2,11362.0,1871,9491.0,0.8590000000000001,7849,88,0.63,0.165,0.00010375,0.9999
-98777,Existing Customer,53,M,4,High School,Divorced,$120K +,Blue,36,3,3,2,34516.0,1337,33179.0,0.7040000000000001,7919,85,0.635,0.039,0.00018339,0.99982
+98776,Existing Customer,43,F,3,College,Married,Less than $40K,Silver,34,4,2,2,11362.0,1871,9491.0,0.859,7849,88,0.63,0.165,0.00010375,0.9999
+98777,Existing Customer,53,M,4,High School,Divorced,$120K +,Blue,36,3,3,2,34516.0,1337,33179.0,0.704,7919,85,0.635,0.039,0.00018339,0.99982
 98778,Existing Customer,44,M,3,Graduate,Married,$60K - $80K,Blue,32,2,1,1,20001.0,0,20001.0,0.742,8094,96,0.6,0.0,3.4465e-05,0.99997
-98779,Existing Customer,48,M,2,High School,Married,$40K - $60K,Blue,42,2,3,2,8786.0,1559,7227.0,0.909,8575,92,0.736,0.177,0.00017486,0.9998299999999999
-98780,Existing Customer,41,M,3,Uneducated,Single,$80K - $120K,Blue,28,1,3,3,7142.0,1917,5225.0,0.727,7892,83,0.7290000000000001,0.268,0.00032275,0.9996799999999999
-98781,Attrited Customer,45,F,4,Post-Graduate,Single,Less than $40K,Blue,36,1,3,3,4477.0,2517,1960.0,1.022,4996,55,0.486,0.562,0.9973299999999999,0.00267072
-98782,Existing Customer,41,F,3,,,$40K - $60K,Blue,30,1,2,3,5357.0,1272,4085.0,0.708,7730,97,0.54,0.237,0.00021834,0.9997799999999999
-98783,Existing Customer,51,M,1,College,Married,$80K - $120K,Silver,38,2,3,2,34516.0,0,34516.0,0.6779999999999999,7686,89,0.618,0.0,0.00014832,0.99985
-98784,Attrited Customer,44,M,4,Post-Graduate,Single,$80K - $120K,Blue,36,5,3,2,2367.0,1606,761.0,0.956,4506,59,0.639,0.6779999999999999,0.9955200000000001,0.00448403
-98785,Existing Customer,39,M,2,Uneducated,Single,$60K - $80K,Blue,29,2,2,3,23402.0,958,22444.0,0.6459999999999999,7570,98,0.633,0.040999999999999995,0.00019683,0.9998
-98786,Existing Customer,40,M,3,Doctorate,,Less than $40K,Blue,36,1,1,3,4587.0,1771,2816.0,0.647,7479,83,0.6940000000000001,0.386,0.0001391,0.9998600000000001
-98787,Existing Customer,41,M,3,Graduate,Married,$120K +,Blue,36,2,3,2,6565.0,1130,5435.0,0.823,7729,97,0.644,0.172,0.00018665,0.9998100000000001
+98779,Existing Customer,48,M,2,High School,Married,$40K - $60K,Blue,42,2,3,2,8786.0,1559,7227.0,0.909,8575,92,0.736,0.177,0.00017486,0.99983
+98780,Existing Customer,41,M,3,Uneducated,Single,$80K - $120K,Blue,28,1,3,3,7142.0,1917,5225.0,0.727,7892,83,0.729,0.268,0.00032275,0.99968
+98781,Attrited Customer,45,F,4,Post-Graduate,Single,Less than $40K,Blue,36,1,3,3,4477.0,2517,1960.0,1.022,4996,55,0.486,0.562,0.99733,0.00267072
+98782,Existing Customer,41,F,3,,,$40K - $60K,Blue,30,1,2,3,5357.0,1272,4085.0,0.708,7730,97,0.54,0.237,0.00021834,0.99978
+98783,Existing Customer,51,M,1,College,Married,$80K - $120K,Silver,38,2,3,2,34516.0,0,34516.0,0.678,7686,89,0.618,0.0,0.00014832,0.99985
+98784,Attrited Customer,44,M,4,Post-Graduate,Single,$80K - $120K,Blue,36,5,3,2,2367.0,1606,761.0,0.956,4506,59,0.639,0.678,0.99552,0.00448403
+98785,Existing Customer,39,M,2,Uneducated,Single,$60K - $80K,Blue,29,2,2,3,23402.0,958,22444.0,0.646,7570,98,0.633,0.041,0.00019683,0.9998
+98786,Existing Customer,40,M,3,Doctorate,,Less than $40K,Blue,36,1,1,3,4587.0,1771,2816.0,0.647,7479,83,0.694,0.386,0.0001391,0.99986
+98787,Existing Customer,41,M,3,Graduate,Married,$120K +,Blue,36,2,3,2,6565.0,1130,5435.0,0.823,7729,97,0.644,0.172,0.00018665,0.99981
 98788,Attrited Customer,46,F,4,,Married,,Blue,27,1,2,3,6030.0,0,6030.0,1.031,4983,62,0.442,0.0,0.99549,0.00451007
-98789,Attrited Customer,50,M,4,High School,Single,$120K +,Blue,41,4,3,3,6982.0,0,6982.0,1.018,4830,50,0.7240000000000001,0.0,0.99677,0.00323086
-98790,Existing Customer,50,M,3,Uneducated,Married,Less than $40K,Blue,36,2,3,3,5128.0,0,5128.0,0.7040000000000001,7588,98,0.581,0.0,0.00032275,0.9996799999999999
+98789,Attrited Customer,50,M,4,High School,Single,$120K +,Blue,41,4,3,3,6982.0,0,6982.0,1.018,4830,50,0.724,0.0,0.99677,0.00323086
+98790,Existing Customer,50,M,3,Uneducated,Married,Less than $40K,Blue,36,2,3,3,5128.0,0,5128.0,0.704,7588,98,0.581,0.0,0.00032275,0.99968
 98791,Attrited Customer,48,M,3,,,$60K - $80K,Blue,28,2,2,1,9405.0,0,9405.0,1.033,4801,47,0.382,0.0,0.98739,0.01261
-98792,Existing Customer,49,M,2,Graduate,Married,$80K - $120K,Silver,39,1,1,2,34516.0,1118,33398.0,0.6709999999999999,7734,74,0.609,0.032,4.9765e-05,0.99995
+98792,Existing Customer,49,M,2,Graduate,Married,$80K - $120K,Silver,39,1,1,2,34516.0,1118,33398.0,0.671,7734,74,0.609,0.032,4.9765e-05,0.99995
 98793,Existing Customer,49,M,2,Graduate,Married,$120K +,Blue,40,2,4,1,14646.0,1448,13198.0,0.895,8160,92,0.586,0.099,0.0001311,0.99987
-98794,Existing Customer,41,M,5,Graduate,Married,$80K - $120K,Blue,37,1,3,2,12578.0,2517,10061.0,0.875,8362,82,0.64,0.2,0.0001857,0.9998100000000001
-98795,Existing Customer,36,F,4,Uneducated,,$40K - $60K,Blue,16,1,2,2,4370.0,1222,3148.0,0.648,7223,90,0.552,0.28,0.00012274,0.9998799999999999
-98796,Existing Customer,52,F,1,High School,Single,$40K - $60K,Blue,42,1,3,1,3416.0,1970,1446.0,0.804,8254,75,0.596,0.5770000000000001,9.8983e-05,0.9999
-98797,Existing Customer,42,M,4,Graduate,Married,$60K - $80K,Silver,33,1,2,1,6224.0,0,6224.0,0.63,7612,82,0.7829999999999999,0.0,6.5045e-05,0.9999299999999999
-98798,Existing Customer,49,F,2,College,Married,Less than $40K,Silver,38,2,3,2,10741.0,2517,8224.0,1.087,8352,71,0.821,0.23399999999999999,0.00015801,0.99984
-98799,Attrited Customer,41,M,2,Graduate,Single,$60K - $80K,Gold,36,2,3,3,34516.0,687,33829.0,1.015,4822,57,0.295,0.02,0.9971399999999999,0.00286013
-98800,Existing Customer,50,M,1,,,$120K +,Silver,45,2,2,0,34516.0,1514,33002.0,0.736,7333,72,1.0,0.044000000000000004,3.9141e-05,0.9999600000000001
-98801,Attrited Customer,53,F,4,Graduate,Single,$40K - $60K,Blue,43,1,3,2,6058.0,0,6058.0,0.997,4754,60,0.46299999999999997,0.0,0.9947299999999999,0.00527
-98802,Existing Customer,49,M,4,Uneducated,Married,$80K - $120K,Blue,39,2,3,2,8561.0,915,7646.0,0.637,7341,79,0.491,0.107,0.00019396,0.9998100000000001
-98803,Attrited Customer,46,M,3,,Single,$80K - $120K,Blue,34,4,3,3,9959.0,0,9959.0,1.0490000000000002,4859,64,0.524,0.0,0.99711,0.00288892
+98794,Existing Customer,41,M,5,Graduate,Married,$80K - $120K,Blue,37,1,3,2,12578.0,2517,10061.0,0.875,8362,82,0.64,0.2,0.0001857,0.99981
+98795,Existing Customer,36,F,4,Uneducated,,$40K - $60K,Blue,16,1,2,2,4370.0,1222,3148.0,0.648,7223,90,0.552,0.28,0.00012274,0.99988
+98796,Existing Customer,52,F,1,High School,Single,$40K - $60K,Blue,42,1,3,1,3416.0,1970,1446.0,0.804,8254,75,0.596,0.577,9.8983e-05,0.9999
+98797,Existing Customer,42,M,4,Graduate,Married,$60K - $80K,Silver,33,1,2,1,6224.0,0,6224.0,0.63,7612,82,0.783,0.0,6.5045e-05,0.99993
+98798,Existing Customer,49,F,2,College,Married,Less than $40K,Silver,38,2,3,2,10741.0,2517,8224.0,1.087,8352,71,0.821,0.234,0.00015801,0.99984
+98799,Attrited Customer,41,M,2,Graduate,Single,$60K - $80K,Gold,36,2,3,3,34516.0,687,33829.0,1.015,4822,57,0.295,0.02,0.99714,0.00286013
+98800,Existing Customer,50,M,1,,,$120K +,Silver,45,2,2,0,34516.0,1514,33002.0,0.736,7333,72,1.0,0.044,3.9141e-05,0.99996
+98801,Attrited Customer,53,F,4,Graduate,Single,$40K - $60K,Blue,43,1,3,2,6058.0,0,6058.0,0.997,4754,60,0.463,0.0,0.99473,0.00527
+98802,Existing Customer,49,M,4,Uneducated,Married,$80K - $120K,Blue,39,2,3,2,8561.0,915,7646.0,0.637,7341,79,0.491,0.107,0.00019396,0.99981
+98803,Attrited Customer,46,M,3,,Single,$80K - $120K,Blue,34,4,3,3,9959.0,0,9959.0,1.049,4859,64,0.524,0.0,0.99711,0.00288892
 98804,Existing Customer,51,F,5,High School,Single,Less than $40K,Blue,36,1,1,1,7645.0,2076,5569.0,0.759,7710,75,0.875,0.272,3.3335e-05,0.99997
-98805,Existing Customer,51,M,3,Uneducated,Single,$60K - $80K,Blue,42,2,4,1,1922.0,1124,798.0,0.7659999999999999,8049,76,0.434,0.585,0.00013987,0.9998600000000001
-98806,Existing Customer,51,F,2,High School,Married,Less than $40K,Blue,33,2,1,3,5625.0,1640,3985.0,0.893,7890,75,0.875,0.292,9.0056e-05,0.9999100000000001
+98805,Existing Customer,51,M,3,Uneducated,Single,$60K - $80K,Blue,42,2,4,1,1922.0,1124,798.0,0.766,8049,76,0.434,0.585,0.00013987,0.99986
+98806,Existing Customer,51,F,2,High School,Married,Less than $40K,Blue,33,2,1,3,5625.0,1640,3985.0,0.893,7890,75,0.875,0.292,9.0056e-05,0.99991
 98807,Existing Customer,54,F,2,College,Single,Less than $40K,Blue,36,1,3,3,2274.0,708,1566.0,0.677,7735,74,0.682,0.311,0.00029411,0.99971
-98808,Existing Customer,46,M,5,Doctorate,Divorced,$120K +,Blue,31,1,2,2,34516.0,1802,32714.0,0.871,7936,101,0.485,0.052000000000000005,0.00017004,0.9998299999999999
-98809,Attrited Customer,43,M,3,Post-Graduate,Married,$40K - $60K,Blue,36,6,2,2,9422.0,2108,7314.0,0.8909999999999999,4633,58,0.611,0.22399999999999998,0.9928600000000001,0.0071400000000000005
+98808,Existing Customer,46,M,5,Doctorate,Divorced,$120K +,Blue,31,1,2,2,34516.0,1802,32714.0,0.871,7936,101,0.485,0.052,0.00017004,0.99983
+98809,Attrited Customer,43,M,3,Post-Graduate,Married,$40K - $60K,Blue,36,6,2,2,9422.0,2108,7314.0,0.891,4633,58,0.611,0.224,0.99286,0.00714
 98810,Existing Customer,48,F,3,Post-Graduate,Married,,Blue,37,2,1,3,7469.0,2474,4995.0,0.674,8213,86,0.623,0.331,0.00011311,0.99989
-98811,Existing Customer,43,F,3,,Single,Less than $40K,Blue,36,2,2,2,3849.0,1281,2568.0,0.777,7930,90,0.607,0.33299999999999996,0.00012982,0.99987
-98812,Attrited Customer,41,M,3,High School,Married,$120K +,Blue,32,2,2,1,34516.0,0,34516.0,0.965,4734,57,0.541,0.0,0.9857600000000001,0.014240000000000001
-98813,Existing Customer,49,M,3,Uneducated,Married,$80K - $120K,Blue,45,2,1,1,4778.0,1351,3427.0,0.785,7590,74,0.682,0.28300000000000003,3.5437e-05,0.9999600000000001
-98814,Existing Customer,51,F,3,High School,Single,,Gold,39,1,1,2,34516.0,1873,32643.0,0.629,7703,104,0.677,0.054000000000000006,6.401e-05,0.9999399999999999
-98815,Existing Customer,47,F,5,Uneducated,,$40K - $60K,Blue,42,2,2,3,5168.0,2265,2903.0,0.715,8211,80,0.818,0.43799999999999994,0.00020321,0.9998
-98816,Attrited Customer,53,F,2,High School,Single,Less than $40K,Blue,46,6,1,2,3199.0,0,3199.0,1.047,4805,59,0.639,0.0,0.98167,0.018330000000000003
+98811,Existing Customer,43,F,3,,Single,Less than $40K,Blue,36,2,2,2,3849.0,1281,2568.0,0.777,7930,90,0.607,0.333,0.00012982,0.99987
+98812,Attrited Customer,41,M,3,High School,Married,$120K +,Blue,32,2,2,1,34516.0,0,34516.0,0.965,4734,57,0.541,0.0,0.98576,0.01424
+98813,Existing Customer,49,M,3,Uneducated,Married,$80K - $120K,Blue,45,2,1,1,4778.0,1351,3427.0,0.785,7590,74,0.682,0.283,3.5437e-05,0.99996
+98814,Existing Customer,51,F,3,High School,Single,,Gold,39,1,1,2,34516.0,1873,32643.0,0.629,7703,104,0.677,0.054,6.401e-05,0.99994
+98815,Existing Customer,47,F,5,Uneducated,,$40K - $60K,Blue,42,2,2,3,5168.0,2265,2903.0,0.715,8211,80,0.818,0.438,0.00020321,0.9998
+98816,Attrited Customer,53,F,2,High School,Single,Less than $40K,Blue,46,6,1,2,3199.0,0,3199.0,1.047,4805,59,0.639,0.0,0.98167,0.01833
 98817,Existing Customer,55,F,2,Graduate,Single,,Blue,42,2,3,2,21046.0,1631,19415.0,0.731,7653,95,0.638,0.077,0.00017987,0.99982
-98818,Existing Customer,51,M,1,Graduate,Married,$120K +,Blue,39,2,3,2,34516.0,2452,32064.0,0.7070000000000001,7111,82,0.608,0.071,0.00016883,0.9998299999999999
-98819,Existing Customer,40,F,1,,Married,Less than $40K,Blue,36,1,2,2,6540.0,0,6540.0,0.723,7919,88,0.6,0.0,0.00011743,0.9998799999999999
-98820,Attrited Customer,60,F,2,High School,Single,Less than $40K,Blue,54,1,6,2,8141.0,1811,6330.0,1.043,5043,53,0.43200000000000005,0.222,0.9928100000000001,0.00719
-98821,Existing Customer,40,F,5,Graduate,Married,,Silver,24,2,1,2,33441.0,686,32755.0,0.7609999999999999,8452,83,0.509,0.021,5.1378e-05,0.99995
-98822,Existing Customer,46,F,5,Graduate,,,Blue,36,2,3,1,5496.0,1816,3680.0,0.6779999999999999,7985,93,0.603,0.33,0.00011199,0.99989
-98823,Existing Customer,42,F,3,Graduate,Married,Less than $40K,Blue,33,2,3,1,3794.0,1544,2250.0,0.72,7872,80,0.5379999999999999,0.40700000000000003,0.00011256,0.99989
-98824,Existing Customer,46,F,2,Graduate,Single,Less than $40K,Blue,36,1,1,1,5785.0,2130,3655.0,0.813,7950,86,0.593,0.368,3.3214000000000004e-05,0.99997
+98818,Existing Customer,51,M,1,Graduate,Married,$120K +,Blue,39,2,3,2,34516.0,2452,32064.0,0.707,7111,82,0.608,0.071,0.00016883,0.99983
+98819,Existing Customer,40,F,1,,Married,Less than $40K,Blue,36,1,2,2,6540.0,0,6540.0,0.723,7919,88,0.6,0.0,0.00011743,0.99988
+98820,Attrited Customer,60,F,2,High School,Single,Less than $40K,Blue,54,1,6,2,8141.0,1811,6330.0,1.043,5043,53,0.432,0.222,0.99281,0.00719
+98821,Existing Customer,40,F,5,Graduate,Married,,Silver,24,2,1,2,33441.0,686,32755.0,0.761,8452,83,0.509,0.021,5.1378e-05,0.99995
+98822,Existing Customer,46,F,5,Graduate,,,Blue,36,2,3,1,5496.0,1816,3680.0,0.678,7985,93,0.603,0.33,0.00011199,0.99989
+98823,Existing Customer,42,F,3,Graduate,Married,Less than $40K,Blue,33,2,3,1,3794.0,1544,2250.0,0.72,7872,80,0.538,0.407,0.00011256,0.99989
+98824,Existing Customer,46,F,2,Graduate,Single,Less than $40K,Blue,36,1,1,1,5785.0,2130,3655.0,0.813,7950,86,0.593,0.368,3.3214e-05,0.99997
 98825,Existing Customer,51,F,0,Uneducated,Married,,Blue,39,1,3,2,19387.0,810,18577.0,0.746,7604,87,0.642,0.042,0.00015871,0.99984
-98826,Existing Customer,43,F,4,,Single,,Blue,28,2,2,1,2838.0,1934,904.0,0.873,8644,87,0.5539999999999999,0.6809999999999999,7.9128e-05,0.99992
+98826,Existing Customer,43,F,4,,Single,,Blue,28,2,2,1,2838.0,1934,904.0,0.873,8644,87,0.554,0.681,7.9128e-05,0.99992
 98827,Existing Customer,41,F,3,College,Married,Less than $40K,Blue,31,2,2,2,4086.0,1974,2112.0,0.775,7932,87,0.642,0.483,0.00011483,0.99989
-98828,Existing Customer,47,M,3,Uneducated,Married,$80K - $120K,Blue,38,1,3,2,31987.0,0,31987.0,0.8140000000000001,7926,83,0.537,0.0,0.00019191,0.9998100000000001
-98829,Attrited Customer,43,M,4,Post-Graduate,Single,$40K - $60K,Blue,25,1,2,2,9043.0,1974,7069.0,1.0270000000000001,4638,48,0.655,0.218,0.99293,0.00707
-98830,Existing Customer,47,F,3,Graduate,Single,Less than $40K,Silver,40,1,2,2,11128.0,2517,8611.0,0.8,8526,93,0.6609999999999999,0.226,0.00010672,0.99989
+98828,Existing Customer,47,M,3,Uneducated,Married,$80K - $120K,Blue,38,1,3,2,31987.0,0,31987.0,0.814,7926,83,0.537,0.0,0.00019191,0.99981
+98829,Attrited Customer,43,M,4,Post-Graduate,Single,$40K - $60K,Blue,25,1,2,2,9043.0,1974,7069.0,1.027,4638,48,0.655,0.218,0.99293,0.00707
+98830,Existing Customer,47,F,3,Graduate,Single,Less than $40K,Silver,40,1,2,2,11128.0,2517,8611.0,0.8,8526,93,0.661,0.226,0.00010672,0.99989
 98831,Existing Customer,51,M,2,Graduate,Single,$40K - $60K,Blue,41,1,3,3,3062.0,2058,1004.0,0.622,7289,75,0.705,0.672,0.00030251,0.9997
-98832,Existing Customer,44,F,4,,,$40K - $60K,Gold,31,2,2,3,23981.0,2135,21846.0,0.7490000000000001,7885,86,0.564,0.08900000000000001,0.00025424,0.99975
-98833,Existing Customer,44,M,1,Graduate,Married,$80K - $120K,Gold,29,2,1,3,34516.0,942,33574.0,0.75,7665,86,0.593,0.027000000000000003,0.00010018,0.9999
-98834,Existing Customer,39,F,0,,Single,$40K - $60K,Silver,26,1,1,1,22054.0,1146,20908.0,0.8420000000000001,8055,82,0.6729999999999999,0.052000000000000005,2.8307e-05,0.99997
-98835,Existing Customer,53,F,2,Graduate,,Less than $40K,Blue,35,1,2,3,2199.0,693,1506.0,0.654,7342,86,0.483,0.315,0.00019143,0.9998100000000001
-98836,Existing Customer,45,M,3,Uneducated,,$80K - $120K,Blue,33,2,3,3,9303.0,1580,7723.0,0.877,7825,87,0.45,0.17,0.00032275,0.9996799999999999
-98837,Existing Customer,47,M,3,,Single,$120K +,Gold,38,2,4,3,34516.0,1342,33174.0,0.69,7283,89,0.648,0.039,0.00048036,0.9995200000000001
-98838,Existing Customer,40,M,2,High School,Divorced,$40K - $60K,Blue,32,1,3,2,7566.0,1618,5948.0,0.72,7570,88,0.544,0.214,0.00017486,0.9998299999999999
-98839,Existing Customer,50,F,3,Uneducated,Married,,Blue,34,2,3,3,11343.0,0,11343.0,0.7090000000000001,8027,94,0.679,0.0,0.00032275,0.9996799999999999
+98832,Existing Customer,44,F,4,,,$40K - $60K,Gold,31,2,2,3,23981.0,2135,21846.0,0.749,7885,86,0.564,0.089,0.00025424,0.99975
+98833,Existing Customer,44,M,1,Graduate,Married,$80K - $120K,Gold,29,2,1,3,34516.0,942,33574.0,0.75,7665,86,0.593,0.027,0.00010018,0.9999
+98834,Existing Customer,39,F,0,,Single,$40K - $60K,Silver,26,1,1,1,22054.0,1146,20908.0,0.842,8055,82,0.673,0.052,2.8307e-05,0.99997
+98835,Existing Customer,53,F,2,Graduate,,Less than $40K,Blue,35,1,2,3,2199.0,693,1506.0,0.654,7342,86,0.483,0.315,0.00019143,0.99981
+98836,Existing Customer,45,M,3,Uneducated,,$80K - $120K,Blue,33,2,3,3,9303.0,1580,7723.0,0.877,7825,87,0.45,0.17,0.00032275,0.99968
+98837,Existing Customer,47,M,3,,Single,$120K +,Gold,38,2,4,3,34516.0,1342,33174.0,0.69,7283,89,0.648,0.039,0.00048036,0.99952
+98838,Existing Customer,40,M,2,High School,Divorced,$40K - $60K,Blue,32,1,3,2,7566.0,1618,5948.0,0.72,7570,88,0.544,0.214,0.00017486,0.99983
+98839,Existing Customer,50,F,3,Uneducated,Married,,Blue,34,2,3,3,11343.0,0,11343.0,0.709,8027,94,0.679,0.0,0.00032275,0.99968
 98840,Existing Customer,47,F,2,Uneducated,Married,,Blue,35,2,1,1,15155.0,1287,13868.0,0.868,7724,79,0.58,0.085,3.415e-05,0.99997
-98841,Existing Customer,55,M,2,,Single,$80K - $120K,Blue,46,2,1,1,10795.0,0,10795.0,0.855,7855,81,0.528,0.0,3.6508000000000004e-05,0.9999600000000001
-98842,Existing Customer,44,F,2,High School,Married,Less than $40K,Blue,36,2,1,0,6633.0,1322,5311.0,0.698,8396,106,0.738,0.19899999999999998,1.975e-05,0.99998
-98843,Existing Customer,54,F,1,Graduate,Single,,Blue,48,1,1,2,8572.0,2128,6444.0,0.821,7850,94,0.516,0.248,5.1696999999999996e-05,0.99995
-98844,Existing Customer,40,M,4,,Married,$80K - $120K,Blue,36,2,1,1,34516.0,2330,32186.0,0.693,7635,75,0.667,0.068,3.8289e-05,0.9999600000000001
-98845,Existing Customer,50,M,2,Graduate,Married,$80K - $120K,Silver,42,2,3,3,34516.0,2517,31999.0,0.759,8186,85,0.635,0.073,0.00027334,0.9997299999999999
-98846,Attrited Customer,49,M,3,Post-Graduate,Single,$60K - $80K,Blue,42,2,4,2,14895.0,0,14895.0,1.043,5147,53,0.5589999999999999,0.0,0.99625,0.00375265
-98847,Existing Customer,49,F,4,Graduate,Single,Less than $40K,Blue,36,1,1,3,2636.0,1257,1379.0,0.6609999999999999,7136,82,0.608,0.47700000000000004,9.7154e-05,0.9999
-98848,Existing Customer,39,F,1,Uneducated,,Less than $40K,Blue,31,1,3,1,9511.0,2220,7291.0,0.7120000000000001,7041,95,0.532,0.233,0.00010469,0.9999
-98849,Attrited Customer,43,M,2,High School,Single,$120K +,Blue,30,1,2,2,10896.0,2517,8379.0,1.028,4935,58,0.48700000000000004,0.231,0.9910399999999999,0.00896
+98841,Existing Customer,55,M,2,,Single,$80K - $120K,Blue,46,2,1,1,10795.0,0,10795.0,0.855,7855,81,0.528,0.0,3.6508e-05,0.99996
+98842,Existing Customer,44,F,2,High School,Married,Less than $40K,Blue,36,2,1,0,6633.0,1322,5311.0,0.698,8396,106,0.738,0.199,1.975e-05,0.99998
+98843,Existing Customer,54,F,1,Graduate,Single,,Blue,48,1,1,2,8572.0,2128,6444.0,0.821,7850,94,0.516,0.248,5.1697e-05,0.99995
+98844,Existing Customer,40,M,4,,Married,$80K - $120K,Blue,36,2,1,1,34516.0,2330,32186.0,0.693,7635,75,0.667,0.068,3.8289e-05,0.99996
+98845,Existing Customer,50,M,2,Graduate,Married,$80K - $120K,Silver,42,2,3,3,34516.0,2517,31999.0,0.759,8186,85,0.635,0.073,0.00027334,0.99973
+98846,Attrited Customer,49,M,3,Post-Graduate,Single,$60K - $80K,Blue,42,2,4,2,14895.0,0,14895.0,1.043,5147,53,0.559,0.0,0.99625,0.00375265
+98847,Existing Customer,49,F,4,Graduate,Single,Less than $40K,Blue,36,1,1,3,2636.0,1257,1379.0,0.661,7136,82,0.608,0.477,9.7154e-05,0.9999
+98848,Existing Customer,39,F,1,Uneducated,,Less than $40K,Blue,31,1,3,1,9511.0,2220,7291.0,0.712,7041,95,0.532,0.233,0.00010469,0.9999
+98849,Attrited Customer,43,M,2,High School,Single,$120K +,Blue,30,1,2,2,10896.0,2517,8379.0,1.028,4935,58,0.487,0.231,0.99104,0.00896
 98850,Existing Customer,43,F,0,High School,Married,Less than $40K,Blue,35,1,1,0,8401.0,1085,7316.0,0.696,7697,98,0.508,0.129,1.6948e-05,0.99998
-98851,Existing Customer,45,F,3,Graduate,Divorced,,Blue,36,2,3,2,12406.0,1980,10426.0,0.7909999999999999,8113,90,0.5,0.16,0.00018665,0.9998100000000001
+98851,Existing Customer,45,F,3,Graduate,Divorced,,Blue,36,2,3,2,12406.0,1980,10426.0,0.791,8113,90,0.5,0.16,0.00018665,0.99981
 98852,Attrited Customer,47,F,4,College,Divorced,,Blue,36,4,3,3,6769.0,274,6495.0,0.998,4885,54,0.35,0.04,0.99677,0.00323056
 98853,Existing Customer,45,F,4,College,Married,Less than $40K,Blue,36,2,1,1,2737.0,0,2737.0,0.71,7587,80,0.569,0.0,3.3866e-05,0.99997
-98854,Existing Customer,34,F,2,Graduate,,,Silver,16,2,2,1,32292.0,1731,30561.0,0.7509999999999999,7564,76,0.81,0.054000000000000006,6.202100000000001e-05,0.9999399999999999
+98854,Existing Customer,34,F,2,Graduate,,,Silver,16,2,2,1,32292.0,1731,30561.0,0.751,7564,76,0.81,0.054,6.2021e-05,0.99994
 98855,Existing Customer,52,M,2,Uneducated,Married,$120K +,Silver,43,1,2,2,34516.0,1588,32928.0,0.745,7512,81,0.688,0.046,0.00010574,0.99989
-98856,Existing Customer,33,F,1,Doctorate,,Less than $40K,Gold,24,2,3,2,15987.0,1992,13995.0,0.7390000000000001,8302,81,0.841,0.125,0.00028147,0.99972
-98857,Attrited Customer,43,M,2,,Married,$60K - $80K,Gold,33,1,3,2,34516.0,1085,33431.0,1.047,4805,54,0.588,0.031,0.9956299999999999,0.00437002
+98856,Existing Customer,33,F,1,Doctorate,,Less than $40K,Gold,24,2,3,2,15987.0,1992,13995.0,0.739,8302,81,0.841,0.125,0.00028147,0.99972
+98857,Attrited Customer,43,M,2,,Married,$60K - $80K,Gold,33,1,3,2,34516.0,1085,33431.0,1.047,4805,54,0.588,0.031,0.99563,0.00437002
 98858,Existing Customer,42,M,5,College,Married,$40K - $60K,Blue,27,1,3,1,2437.0,1718,719.0,0.608,8028,77,0.54,0.705,0.00010888,0.99989
-98859,Existing Customer,49,M,3,Graduate,Single,$80K - $120K,Blue,36,2,3,1,4557.0,985,3572.0,0.5920000000000001,7333,91,0.596,0.21600000000000003,0.00011256,0.99989
-98860,Existing Customer,55,M,3,Uneducated,Single,$40K - $60K,Blue,36,1,3,3,10949.0,829,10120.0,0.7490000000000001,7685,91,0.596,0.076,0.00032275,0.9996799999999999
+98859,Existing Customer,49,M,3,Graduate,Single,$80K - $120K,Blue,36,2,3,1,4557.0,985,3572.0,0.592,7333,91,0.596,0.216,0.00011256,0.99989
+98860,Existing Customer,55,M,3,Uneducated,Single,$40K - $60K,Blue,36,1,3,3,10949.0,829,10120.0,0.749,7685,91,0.596,0.076,0.00032275,0.99968
 98861,Existing Customer,39,F,1,Graduate,,Less than $40K,Silver,30,1,2,3,10398.0,1630,8768.0,0.755,7702,81,0.688,0.157,0.00016236,0.99984
-98862,Existing Customer,40,F,3,College,Single,$40K - $60K,Silver,28,2,1,2,22361.0,1873,20488.0,0.701,7586,94,0.5670000000000001,0.084,5.020600000000001e-05,0.99995
-98863,Existing Customer,46,M,2,,Single,$80K - $120K,Blue,34,1,3,2,3841.0,1411,2430.0,0.785,8444,81,0.688,0.36700000000000005,0.00019771,0.9998
-98864,Existing Customer,46,M,3,College,Single,$80K - $120K,Silver,32,2,1,3,34516.0,1954,32562.0,0.755,7594,69,0.725,0.057,8.444399999999999e-05,0.99992
-98865,Attrited Customer,58,M,1,College,Single,$120K +,Silver,45,1,3,2,34516.0,0,34516.0,0.9640000000000001,4864,48,0.5479999999999999,0.0,0.9933,0.0067
+98862,Existing Customer,40,F,3,College,Single,$40K - $60K,Silver,28,2,1,2,22361.0,1873,20488.0,0.701,7586,94,0.567,0.084,5.0206e-05,0.99995
+98863,Existing Customer,46,M,2,,Single,$80K - $120K,Blue,34,1,3,2,3841.0,1411,2430.0,0.785,8444,81,0.688,0.367,0.00019771,0.9998
+98864,Existing Customer,46,M,3,College,Single,$80K - $120K,Silver,32,2,1,3,34516.0,1954,32562.0,0.755,7594,69,0.725,0.057,8.4444e-05,0.99992
+98865,Attrited Customer,58,M,1,College,Single,$120K +,Silver,45,1,3,2,34516.0,0,34516.0,0.964,4864,48,0.548,0.0,0.9933,0.0067
 98866,Existing Customer,44,F,3,Graduate,Married,Less than $40K,Silver,26,1,3,1,10877.0,1802,9075.0,0.706,7974,90,0.731,0.166,0.00010171,0.9999
-98867,Existing Customer,42,M,3,,Married,$40K - $60K,Blue,26,2,1,2,5848.0,1481,4367.0,0.711,8417,95,0.462,0.253,6.282e-05,0.9999399999999999
-98868,Existing Customer,50,M,2,,Married,$60K - $80K,Blue,32,1,2,1,11552.0,1970,9582.0,0.705,7180,96,0.5479999999999999,0.171,7.5449e-05,0.99992
-98869,Existing Customer,46,M,2,Graduate,Married,$80K - $120K,Blue,39,2,2,3,11901.0,2517,9384.0,0.7809999999999999,7998,82,0.608,0.21100000000000002,0.00019143,0.9998100000000001
-98870,Existing Customer,37,M,3,High School,,$80K - $120K,Blue,19,1,2,2,2273.0,0,2273.0,0.828,7899,79,0.6459999999999999,0.0,0.00011482,0.99989
-98871,Existing Customer,57,F,3,Graduate,,Less than $40K,Blue,36,2,2,1,3082.0,2507,575.0,0.687,7787,89,0.508,0.813,7.1226e-05,0.9999299999999999
-98872,Existing Customer,52,M,2,Graduate,Single,$40K - $60K,Blue,41,1,2,2,9298.0,1898,7400.0,0.655,8427,87,0.7759999999999999,0.204,0.00011382,0.99989
-98873,Existing Customer,62,F,0,Post-Graduate,Single,$40K - $60K,Blue,53,1,2,3,4136.0,0,4136.0,0.64,7739,97,0.59,0.0,0.0001933,0.9998100000000001
-98874,Existing Customer,45,M,5,High School,,$60K - $80K,Blue,25,1,5,1,12399.0,1461,10938.0,0.645,7855,82,0.414,0.11800000000000001,0.0001216,0.9998799999999999
-98875,Existing Customer,57,M,1,High School,Single,$80K - $120K,Blue,45,1,6,1,15030.0,1395,13635.0,0.625,7603,81,0.588,0.09300000000000001,7.8137e-05,0.99992
-98876,Existing Customer,44,F,3,Graduate,Married,Less than $40K,Blue,40,1,1,3,6441.0,2151,4290.0,0.64,7123,94,0.49200000000000005,0.33399999999999996,9.612600000000001e-05,0.9999
-98877,Existing Customer,42,F,4,,Married,,Blue,36,1,4,2,7469.0,837,6632.0,0.828,8281,80,0.7390000000000001,0.11199999999999999,0.00025058,0.99975
+98867,Existing Customer,42,M,3,,Married,$40K - $60K,Blue,26,2,1,2,5848.0,1481,4367.0,0.711,8417,95,0.462,0.253,6.282e-05,0.99994
+98868,Existing Customer,50,M,2,,Married,$60K - $80K,Blue,32,1,2,1,11552.0,1970,9582.0,0.705,7180,96,0.548,0.171,7.5449e-05,0.99992
+98869,Existing Customer,46,M,2,Graduate,Married,$80K - $120K,Blue,39,2,2,3,11901.0,2517,9384.0,0.781,7998,82,0.608,0.211,0.00019143,0.99981
+98870,Existing Customer,37,M,3,High School,,$80K - $120K,Blue,19,1,2,2,2273.0,0,2273.0,0.828,7899,79,0.646,0.0,0.00011482,0.99989
+98871,Existing Customer,57,F,3,Graduate,,Less than $40K,Blue,36,2,2,1,3082.0,2507,575.0,0.687,7787,89,0.508,0.813,7.1226e-05,0.99993
+98872,Existing Customer,52,M,2,Graduate,Single,$40K - $60K,Blue,41,1,2,2,9298.0,1898,7400.0,0.655,8427,87,0.776,0.204,0.00011382,0.99989
+98873,Existing Customer,62,F,0,Post-Graduate,Single,$40K - $60K,Blue,53,1,2,3,4136.0,0,4136.0,0.64,7739,97,0.59,0.0,0.0001933,0.99981
+98874,Existing Customer,45,M,5,High School,,$60K - $80K,Blue,25,1,5,1,12399.0,1461,10938.0,0.645,7855,82,0.414,0.118,0.0001216,0.99988
+98875,Existing Customer,57,M,1,High School,Single,$80K - $120K,Blue,45,1,6,1,15030.0,1395,13635.0,0.625,7603,81,0.588,0.093,7.8137e-05,0.99992
+98876,Existing Customer,44,F,3,Graduate,Married,Less than $40K,Blue,40,1,1,3,6441.0,2151,4290.0,0.64,7123,94,0.492,0.334,9.6126e-05,0.9999
+98877,Existing Customer,42,F,4,,Married,,Blue,36,1,4,2,7469.0,837,6632.0,0.828,8281,80,0.739,0.112,0.00025058,0.99975
 98878,Existing Customer,40,F,2,,Single,Less than $40K,Blue,36,2,2,3,3569.0,1054,2515.0,0.775,7963,85,0.574,0.295,0.00021042,0.99979
 98879,Existing Customer,47,M,3,Graduate,,Less than $40K,Blue,43,1,3,3,2781.0,1950,831.0,0.98,9331,93,0.5,0.701,0.0003139,0.99969
-98880,Existing Customer,51,M,1,Post-Graduate,Married,$120K +,Silver,31,2,5,2,34516.0,1991,32525.0,0.718,7520,79,0.6809999999999999,0.057999999999999996,0.00020049,0.9998
-98881,Existing Customer,45,F,3,High School,Married,Less than $40K,Blue,33,1,2,3,4174.0,2507,1667.0,0.8320000000000001,7905,86,0.755,0.601,0.00019311,0.9998100000000001
-98882,Existing Customer,50,M,2,,Married,$60K - $80K,Blue,43,2,2,1,23223.0,628,22595.0,0.8370000000000001,7358,87,0.642,0.027000000000000003,7.5449e-05,0.99992
-98883,Existing Customer,46,M,3,Graduate,Married,Less than $40K,Blue,27,1,2,2,6954.0,1502,5452.0,0.624,7510,89,0.648,0.21600000000000003,0.00011811,0.9998799999999999
-98884,Existing Customer,47,F,1,,Single,Less than $40K,Blue,36,2,3,3,7136.0,2345,4791.0,0.6990000000000001,7729,86,0.654,0.32899999999999996,0.00031211,0.99969
-98885,Existing Customer,43,F,4,High School,Single,Less than $40K,Blue,38,1,1,1,1820.0,0,1820.0,0.708,7714,91,0.596,0.0,3.3863000000000004e-05,0.99997
+98880,Existing Customer,51,M,1,Post-Graduate,Married,$120K +,Silver,31,2,5,2,34516.0,1991,32525.0,0.718,7520,79,0.681,0.058,0.00020049,0.9998
+98881,Existing Customer,45,F,3,High School,Married,Less than $40K,Blue,33,1,2,3,4174.0,2507,1667.0,0.832,7905,86,0.755,0.601,0.00019311,0.99981
+98882,Existing Customer,50,M,2,,Married,$60K - $80K,Blue,43,2,2,1,23223.0,628,22595.0,0.837,7358,87,0.642,0.027,7.5449e-05,0.99992
+98883,Existing Customer,46,M,3,Graduate,Married,Less than $40K,Blue,27,1,2,2,6954.0,1502,5452.0,0.624,7510,89,0.648,0.216,0.00011811,0.99988
+98884,Existing Customer,47,F,1,,Single,Less than $40K,Blue,36,2,3,3,7136.0,2345,4791.0,0.699,7729,86,0.654,0.329,0.00031211,0.99969
+98885,Existing Customer,43,F,4,High School,Single,Less than $40K,Blue,38,1,1,1,1820.0,0,1820.0,0.708,7714,91,0.596,0.0,3.3863e-05,0.99997
 98886,Existing Customer,52,M,1,Uneducated,Married,$40K - $60K,Blue,36,2,2,3,2937.0,1633,1304.0,0.857,8235,102,0.522,0.556,0.00018475,0.99982
-98887,Existing Customer,46,F,3,High School,Single,Less than $40K,Blue,36,1,3,2,6636.0,2399,4237.0,0.6809999999999999,7023,86,0.654,0.36200000000000004,0.00018145,0.99982
-98888,Existing Customer,41,M,2,Graduate,Married,$60K - $80K,Silver,31,2,3,3,31497.0,2192,29305.0,0.868,7685,92,0.5329999999999999,0.07,0.00027334,0.9997299999999999
+98887,Existing Customer,46,F,3,High School,Single,Less than $40K,Blue,36,1,3,2,6636.0,2399,4237.0,0.681,7023,86,0.654,0.362,0.00018145,0.99982
+98888,Existing Customer,41,M,2,Graduate,Married,$60K - $80K,Silver,31,2,3,3,31497.0,2192,29305.0,0.868,7685,92,0.533,0.07,0.00027334,0.99973
 98889,Attrited Customer,52,M,1,High School,Married,$120K +,Blue,34,2,3,1,34516.0,0,34516.0,1.038,4863,56,0.474,0.0,0.99,0.01
 98890,Existing Customer,52,F,1,High School,Married,Less than $40K,Blue,35,1,3,3,1959.0,1022,937.0,0.78,7847,65,0.857,0.522,0.00027604,0.99972
-98891,Attrited Customer,51,M,3,Post-Graduate,Married,$80K - $120K,Silver,37,6,2,2,34516.0,989,33527.0,1.021,4810,55,0.341,0.028999999999999998,0.9921,0.0079
+98891,Attrited Customer,51,M,3,Post-Graduate,Married,$80K - $120K,Silver,37,6,2,2,34516.0,989,33527.0,1.021,4810,55,0.341,0.029,0.9921,0.0079
 98892,Existing Customer,49,M,5,Graduate,Single,$60K - $80K,Blue,42,2,1,3,7801.0,2018,5783.0,0.684,7561,91,0.685,0.259,9.5638e-05,0.9999
-98893,Existing Customer,55,M,3,College,Single,$120K +,Blue,44,2,2,3,6455.0,1837,4618.0,0.7170000000000001,8001,99,0.7070000000000001,0.285,0.00019313,0.9998100000000001
-98894,Existing Customer,46,M,1,Graduate,Divorced,$40K - $60K,Blue,37,1,2,2,11343.0,1175,10168.0,0.6990000000000001,8313,107,0.672,0.10400000000000001,0.00010684,0.99989
-98895,Attrited Customer,43,M,3,Post-Graduate,Married,$40K - $60K,Platinum,31,2,3,4,23981.0,593,23388.0,0.987,4758,65,0.512,0.025,0.9990899999999999,0.00091227
-98896,Attrited Customer,46,F,4,,Single,Less than $40K,Blue,33,5,3,5,2879.0,0,2879.0,1.031,4684,56,0.556,0.0,0.99903,0.0009699999999999999
-98897,Existing Customer,49,M,4,High School,Married,$80K - $120K,Blue,40,2,3,2,7667.0,2191,5476.0,0.682,7886,94,0.679,0.28600000000000003,0.00018339,0.99982
-98898,Existing Customer,41,M,2,Uneducated,Single,$120K +,Blue,24,2,2,1,34516.0,1022,33494.0,0.743,8202,88,0.9129999999999999,0.03,7.057600000000001e-05,0.9999299999999999
-98899,Existing Customer,37,M,2,High School,Single,$80K - $120K,Blue,36,1,2,3,6713.0,1590,5123.0,0.847,7946,85,0.667,0.237,0.0001861,0.9998100000000001
-98900,Existing Customer,51,M,2,Uneducated,Married,$120K +,Blue,40,1,3,1,10984.0,1429,9555.0,0.7509999999999999,7850,85,0.635,0.13,0.00011153,0.99989
+98893,Existing Customer,55,M,3,College,Single,$120K +,Blue,44,2,2,3,6455.0,1837,4618.0,0.717,8001,99,0.707,0.285,0.00019313,0.99981
+98894,Existing Customer,46,M,1,Graduate,Divorced,$40K - $60K,Blue,37,1,2,2,11343.0,1175,10168.0,0.699,8313,107,0.672,0.104,0.00010684,0.99989
+98895,Attrited Customer,43,M,3,Post-Graduate,Married,$40K - $60K,Platinum,31,2,3,4,23981.0,593,23388.0,0.987,4758,65,0.512,0.025,0.99909,0.00091227
+98896,Attrited Customer,46,F,4,,Single,Less than $40K,Blue,33,5,3,5,2879.0,0,2879.0,1.031,4684,56,0.556,0.0,0.99903,0.00097
+98897,Existing Customer,49,M,4,High School,Married,$80K - $120K,Blue,40,2,3,2,7667.0,2191,5476.0,0.682,7886,94,0.679,0.286,0.00018339,0.99982
+98898,Existing Customer,41,M,2,Uneducated,Single,$120K +,Blue,24,2,2,1,34516.0,1022,33494.0,0.743,8202,88,0.913,0.03,7.0576e-05,0.99993
+98899,Existing Customer,37,M,2,High School,Single,$80K - $120K,Blue,36,1,2,3,6713.0,1590,5123.0,0.847,7946,85,0.667,0.237,0.0001861,0.99981
+98900,Existing Customer,51,M,2,Uneducated,Married,$120K +,Blue,40,1,3,1,10984.0,1429,9555.0,0.751,7850,85,0.635,0.13,0.00011153,0.99989
 98901,Existing Customer,50,M,1,Doctorate,Married,$120K +,Blue,39,2,3,2,34516.0,2517,31999.0,0.778,8087,86,0.509,0.073,0.00024431,0.99976
 98902,Existing Customer,57,M,2,Uneducated,Single,$60K - $80K,Blue,36,1,1,3,23058.0,1534,21524.0,0.701,7009,82,0.708,0.067,9.5249e-05,0.9999
-98903,Existing Customer,40,M,4,Uneducated,Married,$120K +,Blue,36,2,2,2,17606.0,1377,16229.0,0.861,8104,83,0.627,0.078,0.00012274,0.9998799999999999
-98904,Existing Customer,52,M,0,College,Married,$120K +,Gold,47,2,1,1,34516.0,1464,33052.0,0.6890000000000001,7690,87,0.6729999999999999,0.042,3.1925e-05,0.99997
+98903,Existing Customer,40,M,4,Uneducated,Married,$120K +,Blue,36,2,2,2,17606.0,1377,16229.0,0.861,8104,83,0.627,0.078,0.00012274,0.99988
+98904,Existing Customer,52,M,0,College,Married,$120K +,Gold,47,2,1,1,34516.0,1464,33052.0,0.689,7690,87,0.673,0.042,3.1925e-05,0.99997
 98905,Existing Customer,45,F,3,High School,Divorced,$40K - $60K,Silver,36,2,2,2,18000.0,1829,16171.0,0.675,7149,86,0.623,0.102,0.00010374,0.9999
-98906,Existing Customer,48,F,2,College,Married,Less than $40K,Blue,41,2,2,2,5550.0,2517,3033.0,0.767,6984,85,0.545,0.45399999999999996,0.00011066,0.99989
-98907,Existing Customer,39,F,3,High School,Single,Less than $40K,Blue,33,2,1,2,1621.0,0,1621.0,0.779,7400,86,0.6859999999999999,0.0,5.5558999999999994e-05,0.9999399999999999
-98908,Existing Customer,49,F,4,College,Married,Less than $40K,Blue,36,1,1,2,3244.0,0,3244.0,0.765,7495,97,0.54,0.0,5.6158e-05,0.9999399999999999
+98906,Existing Customer,48,F,2,College,Married,Less than $40K,Blue,41,2,2,2,5550.0,2517,3033.0,0.767,6984,85,0.545,0.454,0.00011066,0.99989
+98907,Existing Customer,39,F,3,High School,Single,Less than $40K,Blue,33,2,1,2,1621.0,0,1621.0,0.779,7400,86,0.686,0.0,5.5559e-05,0.99994
+98908,Existing Customer,49,F,4,College,Married,Less than $40K,Blue,36,1,1,2,3244.0,0,3244.0,0.765,7495,97,0.54,0.0,5.6158e-05,0.99994
 98909,Existing Customer,45,M,2,,Married,$40K - $60K,Blue,27,2,2,3,5800.0,1434,4366.0,0.715,8202,89,0.679,0.247,0.00021042,0.99979
-98910,Existing Customer,43,F,1,Graduate,Married,Less than $40K,Blue,38,2,2,1,2550.0,1421,1129.0,0.8190000000000001,8063,72,0.7140000000000001,0.557,6.4428e-05,0.9999399999999999
-98911,Existing Customer,45,M,3,Graduate,Divorced,$60K - $80K,Silver,31,2,1,3,34516.0,1509,33007.0,0.728,7167,91,0.625,0.044000000000000004,8.685600000000001e-05,0.9999100000000001
-98912,Attrited Customer,38,M,1,High School,Single,$120K +,Blue,30,5,3,3,10874.0,2415,8459.0,0.9329999999999999,4619,59,0.37200000000000005,0.222,0.99639,0.00360858
+98910,Existing Customer,43,F,1,Graduate,Married,Less than $40K,Blue,38,2,2,1,2550.0,1421,1129.0,0.819,8063,72,0.714,0.557,6.4428e-05,0.99994
+98911,Existing Customer,45,M,3,Graduate,Divorced,$60K - $80K,Silver,31,2,1,3,34516.0,1509,33007.0,0.728,7167,91,0.625,0.044,8.6856e-05,0.99991
+98912,Attrited Customer,38,M,1,High School,Single,$120K +,Blue,30,5,3,3,10874.0,2415,8459.0,0.933,4619,59,0.372,0.222,0.99639,0.00360858
 98913,Attrited Customer,54,M,2,College,Single,$80K - $120K,Blue,47,2,2,2,13769.0,0,13769.0,1.058,4738,53,0.395,0.0,0.99105,0.00895
 98914,Attrited Customer,39,M,2,Graduate,Divorced,$40K - $60K,Silver,23,5,2,3,17894.0,304,17590.0,0.965,4691,63,0.465,0.017,0.99425,0.00575
-98915,Existing Customer,49,F,5,Graduate,Married,Less than $40K,Gold,38,1,2,2,15016.0,2016,13000.0,0.7090000000000001,7685,84,0.527,0.134,0.00013538,0.9998600000000001
-98916,Existing Customer,45,M,4,Graduate,Single,$120K +,Blue,38,1,1,3,9036.0,0,9036.0,0.753,8356,79,0.6809999999999999,0.0,9.7154e-05,0.9999
-98917,Existing Customer,54,M,1,High School,Single,$80K - $120K,Blue,36,1,2,3,12813.0,1998,10815.0,0.8370000000000001,7803,81,0.688,0.156,0.00017468,0.9998299999999999
+98915,Existing Customer,49,F,5,Graduate,Married,Less than $40K,Gold,38,1,2,2,15016.0,2016,13000.0,0.709,7685,84,0.527,0.134,0.00013538,0.99986
+98916,Existing Customer,45,M,4,Graduate,Single,$120K +,Blue,38,1,1,3,9036.0,0,9036.0,0.753,8356,79,0.681,0.0,9.7154e-05,0.9999
+98917,Existing Customer,54,M,1,High School,Single,$80K - $120K,Blue,36,1,2,3,12813.0,1998,10815.0,0.837,7803,81,0.688,0.156,0.00017468,0.99983
 98918,Existing Customer,40,F,3,Doctorate,Married,Less than $40K,Blue,29,1,1,1,4660.0,1844,2816.0,1.018,8571,84,0.647,0.396,4.9875e-05,0.99995
-98919,Existing Customer,49,M,5,College,Married,$60K - $80K,Gold,35,1,2,2,34516.0,1064,33452.0,0.7959999999999999,8095,81,0.62,0.031,0.00013162,0.99987
-98920,Attrited Customer,48,M,1,Post-Graduate,Single,$80K - $120K,Blue,38,4,2,2,13174.0,0,13174.0,0.955,4890,49,0.485,0.0,0.99211,0.007890000000000001
-98921,Existing Customer,43,M,1,Graduate,Single,,Blue,36,1,1,2,11210.0,1079,10131.0,0.6509999999999999,7206,86,0.536,0.096,5.1696999999999996e-05,0.99995
+98919,Existing Customer,49,M,5,College,Married,$60K - $80K,Gold,35,1,2,2,34516.0,1064,33452.0,0.796,8095,81,0.62,0.031,0.00013162,0.99987
+98920,Attrited Customer,48,M,1,Post-Graduate,Single,$80K - $120K,Blue,38,4,2,2,13174.0,0,13174.0,0.955,4890,49,0.485,0.0,0.99211,0.00789
+98921,Existing Customer,43,M,1,Graduate,Single,,Blue,36,1,1,2,11210.0,1079,10131.0,0.651,7206,86,0.536,0.096,5.1697e-05,0.99995
 98922,Existing Customer,42,M,3,Graduate,Single,$120K +,Blue,36,1,2,3,31639.0,2446,29193.0,0.632,7119,86,0.564,0.077,0.00019864,0.9998
-98923,Existing Customer,49,M,4,High School,Married,$120K +,Gold,36,1,1,1,34516.0,1634,32882.0,0.768,7788,94,0.469,0.047,3.9014e-05,0.9999600000000001
-98924,Existing Customer,43,M,4,Uneducated,Single,$120K +,Blue,36,1,1,3,34516.0,1742,32774.0,0.6609999999999999,7360,82,0.745,0.05,9.989299999999999e-05,0.9999
+98923,Existing Customer,49,M,4,High School,Married,$120K +,Gold,36,1,1,1,34516.0,1634,32882.0,0.768,7788,94,0.469,0.047,3.9014e-05,0.99996
+98924,Existing Customer,43,M,4,Uneducated,Single,$120K +,Blue,36,1,1,3,34516.0,1742,32774.0,0.661,7360,82,0.745,0.05,9.9893e-05,0.9999
 98925,Existing Customer,44,F,5,,Married,Less than $40K,Blue,34,2,1,3,2490.0,1235,1255.0,0.823,8065,88,0.76,0.496,0.00010512,0.99989
-98926,Existing Customer,45,M,3,High School,,$80K - $120K,Blue,34,1,2,3,26438.0,1655,24783.0,0.92,8029,81,0.723,0.063,0.00019311,0.9998100000000001
+98926,Existing Customer,45,M,3,High School,,$80K - $120K,Blue,34,1,2,3,26438.0,1655,24783.0,0.92,8029,81,0.723,0.063,0.00019311,0.99981
 98927,Existing Customer,38,F,1,Graduate,Single,Less than $40K,Blue,29,2,3,3,7504.0,1134,6370.0,0.67,7525,100,0.449,0.151,0.00028395,0.99972
-98928,Existing Customer,44,M,1,Uneducated,Married,$120K +,Blue,33,2,2,3,34516.0,1058,33458.0,0.7340000000000001,7412,84,0.585,0.031,0.00018475,0.99982
+98928,Existing Customer,44,M,1,Uneducated,Married,$120K +,Blue,33,2,2,3,34516.0,1058,33458.0,0.734,7412,84,0.585,0.031,0.00018475,0.99982
 98929,Existing Customer,45,M,4,Graduate,Single,$120K +,Platinum,34,2,2,1,34516.0,1488,33028.0,0.732,7281,95,0.532,0.043,0.00012506,0.99987
-98930,Existing Customer,51,F,2,College,Married,,Blue,32,1,3,2,15048.0,2517,12531.0,0.6659999999999999,7592,96,0.524,0.16699999999999998,0.00017488,0.9998299999999999
-98931,Existing Customer,41,M,3,Graduate,Single,$80K - $120K,Blue,29,2,2,1,9357.0,1942,7415.0,0.8,7971,84,0.787,0.20800000000000002,7.1226e-05,0.9999299999999999
+98930,Existing Customer,51,F,2,College,Married,,Blue,32,1,3,2,15048.0,2517,12531.0,0.666,7592,96,0.524,0.167,0.00017488,0.99983
+98931,Existing Customer,41,M,3,Graduate,Single,$80K - $120K,Blue,29,2,2,1,9357.0,1942,7415.0,0.8,7971,84,0.787,0.208,7.1226e-05,0.99993
 98932,Existing Customer,51,M,1,,Married,$60K - $80K,Blue,45,2,3,3,11548.0,0,11548.0,0.611,7781,72,0.895,0.0,0.00031211,0.99969
-98933,Existing Customer,56,F,2,Uneducated,Single,Less than $40K,Blue,39,1,2,3,8767.0,1684,7083.0,0.7859999999999999,8066,79,0.5489999999999999,0.192,0.00019683,0.9998
-98934,Existing Customer,42,M,4,,Single,$40K - $60K,Blue,33,1,3,1,5306.0,2410,2896.0,0.738,7437,94,0.7090000000000001,0.45399999999999996,0.00012505,0.99987
-98935,Attrited Customer,52,F,2,Graduate,Single,,Blue,41,2,3,3,3608.0,2517,1091.0,1.057,4907,53,0.5589999999999999,0.698,0.99671,0.00329379
-98936,Existing Customer,49,F,1,Uneducated,Married,Less than $40K,Gold,37,2,3,1,15987.0,2065,13922.0,0.705,7395,100,0.562,0.129,0.00012061,0.9998799999999999
-98937,Attrited Customer,50,M,2,Graduate,Single,$120K +,Blue,42,2,1,2,31782.0,0,31782.0,1.056,4800,53,0.395,0.0,0.9821700000000001,0.017830000000000002
-98938,Existing Customer,42,M,2,Graduate,Married,$120K +,Blue,32,1,1,1,34516.0,1440,33076.0,0.6759999999999999,7168,88,0.5710000000000001,0.042,3.3214000000000004e-05,0.99997
+98933,Existing Customer,56,F,2,Uneducated,Single,Less than $40K,Blue,39,1,2,3,8767.0,1684,7083.0,0.786,8066,79,0.549,0.192,0.00019683,0.9998
+98934,Existing Customer,42,M,4,,Single,$40K - $60K,Blue,33,1,3,1,5306.0,2410,2896.0,0.738,7437,94,0.709,0.454,0.00012505,0.99987
+98935,Attrited Customer,52,F,2,Graduate,Single,,Blue,41,2,3,3,3608.0,2517,1091.0,1.057,4907,53,0.559,0.698,0.99671,0.00329379
+98936,Existing Customer,49,F,1,Uneducated,Married,Less than $40K,Gold,37,2,3,1,15987.0,2065,13922.0,0.705,7395,100,0.562,0.129,0.00012061,0.99988
+98937,Attrited Customer,50,M,2,Graduate,Single,$120K +,Blue,42,2,1,2,31782.0,0,31782.0,1.056,4800,53,0.395,0.0,0.98217,0.01783
+98938,Existing Customer,42,M,2,Graduate,Married,$120K +,Blue,32,1,1,1,34516.0,1440,33076.0,0.676,7168,88,0.571,0.042,3.3214e-05,0.99997
 98939,Existing Customer,45,F,0,Doctorate,Married,$40K - $60K,Silver,36,1,1,3,19107.0,933,18174.0,0.88,8987,89,0.561,0.049,0.00010394,0.9999
 98940,Existing Customer,50,M,4,,Married,$80K - $120K,Blue,45,2,1,3,34516.0,1466,33050.0,0.693,7223,87,0.611,0.042,0.00010679,0.99989
-98941,Existing Customer,41,M,4,Post-Graduate,Married,$80K - $120K,Blue,36,1,2,2,21751.0,1573,20178.0,0.878,8332,102,0.569,0.07200000000000001,0.00014046,0.9998600000000001
-98942,Existing Customer,44,F,3,College,Single,Less than $40K,Blue,32,1,2,1,7926.0,1051,6875.0,0.7290000000000001,7677,87,0.5539999999999999,0.133,6.9248e-05,0.9999299999999999
-98943,Attrited Customer,51,M,4,,Single,$120K +,Silver,46,2,3,3,34516.0,1279,33237.0,1.02,4615,49,0.581,0.037000000000000005,0.99684,0.00316259
+98941,Existing Customer,41,M,4,Post-Graduate,Married,$80K - $120K,Blue,36,1,2,2,21751.0,1573,20178.0,0.878,8332,102,0.569,0.072,0.00014046,0.99986
+98942,Existing Customer,44,F,3,College,Single,Less than $40K,Blue,32,1,2,1,7926.0,1051,6875.0,0.729,7677,87,0.554,0.133,6.9248e-05,0.99993
+98943,Attrited Customer,51,M,4,,Single,$120K +,Silver,46,2,3,3,34516.0,1279,33237.0,1.02,4615,49,0.581,0.037,0.99684,0.00316259
 98944,Existing Customer,48,M,4,Graduate,Married,$80K - $120K,Blue,36,1,2,3,27984.0,1793,26191.0,0.754,8147,81,0.588,0.064,0.00020077,0.9998
-98945,Existing Customer,40,M,3,Uneducated,Divorced,$60K - $80K,Blue,30,2,3,2,24499.0,2517,21982.0,0.777,7667,84,0.527,0.10300000000000001,0.00019191,0.9998100000000001
-98946,Existing Customer,49,M,0,High School,Single,$80K - $120K,Blue,39,2,1,3,2221.0,1291,930.0,0.785,8618,98,0.815,0.581,7.727899999999999e-05,0.99992
-98947,Existing Customer,43,M,2,Graduate,Single,$80K - $120K,Blue,35,2,2,2,5858.0,961,4897.0,0.657,7916,82,0.708,0.16399999999999998,0.00011382,0.99989
-98948,Existing Customer,51,M,1,Uneducated,Single,$80K - $120K,Blue,37,1,3,2,27318.0,2416,24902.0,0.917,7481,96,0.5479999999999999,0.08800000000000001,0.0001736,0.9998299999999999
-98949,Existing Customer,44,F,3,High School,Single,,Blue,36,1,3,2,9766.0,1575,8191.0,0.6609999999999999,7605,101,0.603,0.161,0.00018145,0.99982
-98950,Existing Customer,59,M,1,Graduate,Single,$60K - $80K,Silver,36,2,2,2,26692.0,2517,24175.0,0.7959999999999999,8780,86,0.654,0.094,9.653299999999999e-05,0.9999
-98951,Existing Customer,49,M,2,Graduate,Single,$60K - $80K,Gold,45,2,3,1,34516.0,913,33603.0,0.698,7711,80,0.86,0.026000000000000002,0.00012498,0.9998799999999999
-98952,Existing Customer,38,M,3,College,Single,$120K +,Blue,26,2,2,1,14938.0,0,14938.0,0.626,7385,90,0.429,0.0,6.9248e-05,0.9999299999999999
-98953,Existing Customer,52,M,2,Graduate,Married,$80K - $120K,Blue,41,2,5,1,33256.0,928,32328.0,0.6940000000000001,7796,97,0.59,0.027999999999999997,0.00012116,0.9998799999999999
+98945,Existing Customer,40,M,3,Uneducated,Divorced,$60K - $80K,Blue,30,2,3,2,24499.0,2517,21982.0,0.777,7667,84,0.527,0.103,0.00019191,0.99981
+98946,Existing Customer,49,M,0,High School,Single,$80K - $120K,Blue,39,2,1,3,2221.0,1291,930.0,0.785,8618,98,0.815,0.581,7.7279e-05,0.99992
+98947,Existing Customer,43,M,2,Graduate,Single,$80K - $120K,Blue,35,2,2,2,5858.0,961,4897.0,0.657,7916,82,0.708,0.164,0.00011382,0.99989
+98948,Existing Customer,51,M,1,Uneducated,Single,$80K - $120K,Blue,37,1,3,2,27318.0,2416,24902.0,0.917,7481,96,0.548,0.088,0.0001736,0.99983
+98949,Existing Customer,44,F,3,High School,Single,,Blue,36,1,3,2,9766.0,1575,8191.0,0.661,7605,101,0.603,0.161,0.00018145,0.99982
+98950,Existing Customer,59,M,1,Graduate,Single,$60K - $80K,Silver,36,2,2,2,26692.0,2517,24175.0,0.796,8780,86,0.654,0.094,9.6533e-05,0.9999
+98951,Existing Customer,49,M,2,Graduate,Single,$60K - $80K,Gold,45,2,3,1,34516.0,913,33603.0,0.698,7711,80,0.86,0.026,0.00012498,0.99988
+98952,Existing Customer,38,M,3,College,Single,$120K +,Blue,26,2,2,1,14938.0,0,14938.0,0.626,7385,90,0.429,0.0,6.9248e-05,0.99993
+98953,Existing Customer,52,M,2,Graduate,Married,$80K - $120K,Blue,41,2,5,1,33256.0,928,32328.0,0.694,7796,97,0.59,0.028,0.00012116,0.99988
 98954,Existing Customer,49,M,4,Graduate,Single,$120K +,Silver,36,2,2,2,34516.0,0,34516.0,0.622,7962,99,0.435,0.0,0.00010786,0.99989
-98955,Existing Customer,47,M,2,Graduate,Single,$40K - $60K,Blue,35,1,6,3,5791.0,1957,3834.0,0.654,7823,93,0.722,0.33799999999999997,0.00023881,0.99976
-98956,Existing Customer,51,F,2,High School,Single,,Blue,36,2,1,2,2319.0,1347,972.0,0.722,7558,85,0.491,0.581,5.3541999999999997e-05,0.99995
-98957,Existing Customer,46,M,1,Uneducated,Married,$80K - $120K,Blue,36,2,3,2,17698.0,1769,15929.0,0.623,8056,95,0.583,0.1,0.0001736,0.9998299999999999
-98958,Existing Customer,52,M,4,College,Single,$80K - $120K,Silver,41,1,1,2,34516.0,1701,32815.0,0.715,7707,99,0.5,0.049,5.0741999999999996e-05,0.99995
-98959,Existing Customer,57,F,2,Graduate,Single,Less than $40K,Blue,36,1,2,3,6482.0,1686,4796.0,0.753,7544,101,0.629,0.26,0.00019143,0.9998100000000001
-98960,Attrited Customer,40,M,4,,Single,$60K - $80K,Blue,30,4,3,6,18975.0,0,18975.0,1.028,4803,65,0.5479999999999999,0.0,0.99945,0.00055285
+98955,Existing Customer,47,M,2,Graduate,Single,$40K - $60K,Blue,35,1,6,3,5791.0,1957,3834.0,0.654,7823,93,0.722,0.338,0.00023881,0.99976
+98956,Existing Customer,51,F,2,High School,Single,,Blue,36,2,1,2,2319.0,1347,972.0,0.722,7558,85,0.491,0.581,5.3542e-05,0.99995
+98957,Existing Customer,46,M,1,Uneducated,Married,$80K - $120K,Blue,36,2,3,2,17698.0,1769,15929.0,0.623,8056,95,0.583,0.1,0.0001736,0.99983
+98958,Existing Customer,52,M,4,College,Single,$80K - $120K,Silver,41,1,1,2,34516.0,1701,32815.0,0.715,7707,99,0.5,0.049,5.0742e-05,0.99995
+98959,Existing Customer,57,F,2,Graduate,Single,Less than $40K,Blue,36,1,2,3,6482.0,1686,4796.0,0.753,7544,101,0.629,0.26,0.00019143,0.99981
+98960,Attrited Customer,40,M,4,,Single,$60K - $80K,Blue,30,4,3,6,18975.0,0,18975.0,1.028,4803,65,0.548,0.0,0.99945,0.00055285
 98961,Existing Customer,44,M,3,Graduate,Divorced,$60K - $80K,Silver,34,2,3,3,34516.0,1652,32864.0,0.865,8450,90,0.579,0.048,0.00028364,0.99972
 98962,Existing Customer,47,M,3,,Single,$40K - $60K,Blue,36,2,2,2,2479.0,1748,731.0,0.831,8042,85,0.545,0.705,0.00012982,0.99987
 98963,Existing Customer,41,F,3,Graduate,,Less than $40K,Blue,36,1,1,1,4941.0,1040,3901.0,0.765,7631,91,0.596,0.21,3.4465e-05,0.99997
-98964,Existing Customer,42,M,1,Post-Graduate,Single,$60K - $80K,Gold,36,1,1,2,34516.0,2276,32240.0,0.767,7485,90,0.552,0.066,7.0084e-05,0.9999299999999999
-98965,Existing Customer,44,F,4,Uneducated,Married,,Blue,33,1,2,1,8230.0,1333,6897.0,0.6920000000000001,7736,84,0.68,0.162,7.401699999999999e-05,0.9999299999999999
-98966,Existing Customer,44,M,0,,Married,$40K - $60K,Silver,34,2,1,2,22226.0,1864,20362.0,0.8640000000000001,8753,97,0.7020000000000001,0.084,4.6941000000000003e-05,0.99995
+98964,Existing Customer,42,M,1,Post-Graduate,Single,$60K - $80K,Gold,36,1,1,2,34516.0,2276,32240.0,0.767,7485,90,0.552,0.066,7.0084e-05,0.99993
+98965,Existing Customer,44,F,4,Uneducated,Married,,Blue,33,1,2,1,8230.0,1333,6897.0,0.692,7736,84,0.68,0.162,7.4017e-05,0.99993
+98966,Existing Customer,44,M,0,,Married,$40K - $60K,Silver,34,2,1,2,22226.0,1864,20362.0,0.864,8753,97,0.702,0.084,4.6941e-05,0.99995
 98967,Existing Customer,47,M,2,Uneducated,Single,$120K +,Blue,29,2,3,2,28852.0,1974,26878.0,0.713,7432,90,0.607,0.068,0.00018494,0.99982
-98968,Attrited Customer,36,M,1,,,$40K - $60K,Blue,36,2,3,3,6893.0,1462,5431.0,1.031,4782,50,0.35100000000000003,0.212,0.9968100000000001,0.00319278
-98969,Existing Customer,45,M,2,Graduate,Married,$60K - $80K,Blue,35,1,2,3,7653.0,1693,5960.0,0.6829999999999999,7508,93,0.5760000000000001,0.221,0.00019143,0.9998100000000001
-98970,Existing Customer,50,M,1,High School,,$80K - $120K,Blue,31,1,2,2,26840.0,769,26071.0,0.609,7969,93,0.6609999999999999,0.028999999999999998,0.00010386,0.9999
-98971,Existing Customer,41,M,3,High School,Divorced,$60K - $80K,Blue,32,1,2,1,4549.0,2109,2440.0,0.953,8642,85,0.7,0.46399999999999997,6.9242e-05,0.9999299999999999
-98972,Attrited Customer,55,M,2,High School,Divorced,$120K +,Blue,46,5,3,2,16828.0,2517,14311.0,1.0590000000000002,4939,63,0.465,0.15,0.99431,0.00569
-98973,Existing Customer,45,M,2,College,Single,$40K - $60K,Blue,31,2,2,1,6530.0,1425,5105.0,0.716,8904,101,0.6559999999999999,0.218,6.6734e-05,0.9999299999999999
-98974,Existing Customer,40,F,4,Post-Graduate,Single,$40K - $60K,Blue,28,2,1,2,11642.0,1501,10141.0,0.935,9137,92,0.586,0.129,6.7967e-05,0.9999299999999999
-98975,Existing Customer,43,M,3,College,Single,$80K - $120K,Blue,34,2,2,2,5390.0,1324,4066.0,0.611,7739,106,0.47200000000000003,0.24600000000000002,0.00011483,0.99989
+98968,Attrited Customer,36,M,1,,,$40K - $60K,Blue,36,2,3,3,6893.0,1462,5431.0,1.031,4782,50,0.351,0.212,0.99681,0.00319278
+98969,Existing Customer,45,M,2,Graduate,Married,$60K - $80K,Blue,35,1,2,3,7653.0,1693,5960.0,0.683,7508,93,0.576,0.221,0.00019143,0.99981
+98970,Existing Customer,50,M,1,High School,,$80K - $120K,Blue,31,1,2,2,26840.0,769,26071.0,0.609,7969,93,0.661,0.029,0.00010386,0.9999
+98971,Existing Customer,41,M,3,High School,Divorced,$60K - $80K,Blue,32,1,2,1,4549.0,2109,2440.0,0.953,8642,85,0.7,0.464,6.9242e-05,0.99993
+98972,Attrited Customer,55,M,2,High School,Divorced,$120K +,Blue,46,5,3,2,16828.0,2517,14311.0,1.059,4939,63,0.465,0.15,0.99431,0.00569
+98973,Existing Customer,45,M,2,College,Single,$40K - $60K,Blue,31,2,2,1,6530.0,1425,5105.0,0.716,8904,101,0.656,0.218,6.6734e-05,0.99993
+98974,Existing Customer,40,F,4,Post-Graduate,Single,$40K - $60K,Blue,28,2,1,2,11642.0,1501,10141.0,0.935,9137,92,0.586,0.129,6.7967e-05,0.99993
+98975,Existing Customer,43,M,3,College,Single,$80K - $120K,Blue,34,2,2,2,5390.0,1324,4066.0,0.611,7739,106,0.472,0.246,0.00011483,0.99989
 98976,Existing Customer,49,F,3,Graduate,Married,Less than $40K,Blue,43,2,1,1,7037.0,0,7037.0,0.752,7678,93,0.691,0.0,3.4465e-05,0.99997
-98977,Existing Customer,47,M,3,College,Married,Less than $40K,Blue,34,2,1,2,8390.0,0,8390.0,0.8,8316,92,0.7040000000000001,0.0,5.5564e-05,0.9999399999999999
-98978,Existing Customer,49,M,3,,Single,$60K - $80K,Blue,45,1,1,1,2122.0,1101,1021.0,0.711,7404,103,0.515,0.519,3.7884e-05,0.9999600000000001
-98979,Existing Customer,43,M,4,High School,Married,$40K - $60K,Blue,35,1,1,1,3442.0,2517,925.0,0.62,7801,74,0.644,0.731,3.3863000000000004e-05,0.99997
-98980,Existing Customer,44,F,3,Uneducated,Married,Less than $40K,Blue,36,2,3,3,6680.0,1839,4841.0,0.617,7632,95,0.532,0.275,0.00032275,0.9996799999999999
-98981,Existing Customer,42,F,2,Graduate,Single,,Silver,36,2,2,3,34516.0,1066,33450.0,0.846,8657,98,0.75,0.031,0.00017297,0.9998299999999999
-98982,Existing Customer,44,F,2,High School,Married,$40K - $60K,Blue,32,2,2,3,7244.0,2031,5213.0,0.7240000000000001,7925,90,0.5,0.28,0.0001861,0.9998100000000001
+98977,Existing Customer,47,M,3,College,Married,Less than $40K,Blue,34,2,1,2,8390.0,0,8390.0,0.8,8316,92,0.704,0.0,5.5564e-05,0.99994
+98978,Existing Customer,49,M,3,,Single,$60K - $80K,Blue,45,1,1,1,2122.0,1101,1021.0,0.711,7404,103,0.515,0.519,3.7884e-05,0.99996
+98979,Existing Customer,43,M,4,High School,Married,$40K - $60K,Blue,35,1,1,1,3442.0,2517,925.0,0.62,7801,74,0.644,0.731,3.3863e-05,0.99997
+98980,Existing Customer,44,F,3,Uneducated,Married,Less than $40K,Blue,36,2,3,3,6680.0,1839,4841.0,0.617,7632,95,0.532,0.275,0.00032275,0.99968
+98981,Existing Customer,42,F,2,Graduate,Single,,Silver,36,2,2,3,34516.0,1066,33450.0,0.846,8657,98,0.75,0.031,0.00017297,0.99983
+98982,Existing Customer,44,F,2,High School,Married,$40K - $60K,Blue,32,2,2,3,7244.0,2031,5213.0,0.724,7925,90,0.5,0.28,0.0001861,0.99981
 98983,Existing Customer,52,M,2,Graduate,Married,$80K - $120K,Blue,37,1,3,1,34516.0,1369,33147.0,0.764,7745,82,0.64,0.04,0.00010848,0.99989
-98984,Attrited Customer,42,M,2,Post-Graduate,Married,$60K - $80K,Blue,27,2,2,2,2476.0,2250,226.0,0.9690000000000001,4659,48,0.6,0.909,0.99259,0.007409999999999999
-98985,Existing Customer,40,F,1,Graduate,Married,Less than $40K,Blue,30,1,1,3,2019.0,803,1216.0,0.882,8426,102,0.478,0.39799999999999996,8.6952e-05,0.9999100000000001
-98986,Existing Customer,54,F,2,,Divorced,Less than $40K,Blue,36,1,2,1,8758.0,1511,7247.0,0.674,7680,89,0.508,0.17300000000000001,7.5449e-05,0.99992
-98987,Existing Customer,62,M,0,Graduate,Divorced,$60K - $80K,Blue,56,1,3,3,6103.0,2517,3586.0,0.74,8080,92,0.7040000000000001,0.41200000000000003,0.0002596,0.99974
-98988,Existing Customer,52,F,3,Graduate,Single,Less than $40K,Blue,36,2,1,2,2166.0,1458,708.0,0.7120000000000001,8215,109,0.535,0.6729999999999999,5.7151e-05,0.9999399999999999
-98989,Existing Customer,50,F,2,Doctorate,Single,Less than $40K,Blue,40,2,1,1,3449.0,1634,1815.0,0.7759999999999999,8300,94,0.469,0.474,4.8064e-05,0.99995
-98990,Existing Customer,51,F,4,Graduate,Divorced,Less than $40K,Blue,36,2,3,2,2984.0,2512,472.0,0.861,8296,91,0.685,0.8420000000000001,0.00018864,0.9998100000000001
-98991,Attrited Customer,54,F,3,Graduate,Single,Less than $40K,Silver,48,1,5,2,13432.0,0,13432.0,0.9179999999999999,4909,50,0.316,0.0,0.99472,0.00528
-98992,Existing Customer,39,F,1,,Married,$40K - $60K,Blue,36,2,1,3,10830.0,2184,8646.0,0.907,8814,88,0.725,0.20199999999999999,9.557700000000001e-05,0.9999
-98993,Attrited Customer,50,M,1,Post-Graduate,,$80K - $120K,Blue,38,2,3,4,2673.0,0,2673.0,1.043,4929,54,0.45899999999999996,0.0,0.99825,0.00175068
+98984,Attrited Customer,42,M,2,Post-Graduate,Married,$60K - $80K,Blue,27,2,2,2,2476.0,2250,226.0,0.969,4659,48,0.6,0.909,0.99259,0.00741
+98985,Existing Customer,40,F,1,Graduate,Married,Less than $40K,Blue,30,1,1,3,2019.0,803,1216.0,0.882,8426,102,0.478,0.398,8.6952e-05,0.99991
+98986,Existing Customer,54,F,2,,Divorced,Less than $40K,Blue,36,1,2,1,8758.0,1511,7247.0,0.674,7680,89,0.508,0.173,7.5449e-05,0.99992
+98987,Existing Customer,62,M,0,Graduate,Divorced,$60K - $80K,Blue,56,1,3,3,6103.0,2517,3586.0,0.74,8080,92,0.704,0.412,0.0002596,0.99974
+98988,Existing Customer,52,F,3,Graduate,Single,Less than $40K,Blue,36,2,1,2,2166.0,1458,708.0,0.712,8215,109,0.535,0.673,5.7151e-05,0.99994
+98989,Existing Customer,50,F,2,Doctorate,Single,Less than $40K,Blue,40,2,1,1,3449.0,1634,1815.0,0.776,8300,94,0.469,0.474,4.8064e-05,0.99995
+98990,Existing Customer,51,F,4,Graduate,Divorced,Less than $40K,Blue,36,2,3,2,2984.0,2512,472.0,0.861,8296,91,0.685,0.842,0.00018864,0.99981
+98991,Attrited Customer,54,F,3,Graduate,Single,Less than $40K,Silver,48,1,5,2,13432.0,0,13432.0,0.918,4909,50,0.316,0.0,0.99472,0.00528
+98992,Existing Customer,39,F,1,,Married,$40K - $60K,Blue,36,2,1,3,10830.0,2184,8646.0,0.907,8814,88,0.725,0.202,9.5577e-05,0.9999
+98993,Attrited Customer,50,M,1,Post-Graduate,,$80K - $120K,Blue,38,2,3,4,2673.0,0,2673.0,1.043,4929,54,0.459,0.0,0.99825,0.00175068
 98994,Existing Customer,46,M,2,College,Married,$120K +,Blue,40,1,2,2,34516.0,1649,32867.0,0.741,7552,87,0.611,0.048,0.00011066,0.99989
-98995,Existing Customer,45,M,5,Uneducated,Single,$60K - $80K,Blue,32,1,2,1,20633.0,1989,18644.0,0.67,7570,91,0.655,0.096,7.2863e-05,0.9999299999999999
-98996,Existing Customer,61,M,1,Graduate,Single,,Blue,54,1,1,3,9070.0,2097,6973.0,0.8009999999999999,8440,102,0.7,0.231,8.6952e-05,0.9999100000000001
-98997,Existing Customer,51,M,3,,,$120K +,Blue,44,2,2,3,11954.0,0,11954.0,0.779,7345,93,0.55,0.0,0.00021834,0.9997799999999999
-98998,Existing Customer,50,M,1,Graduate,Married,$80K - $120K,Silver,45,2,1,3,34516.0,925,33591.0,0.7709999999999999,7755,84,0.68,0.027000000000000003,7.8567e-05,0.99992
+98995,Existing Customer,45,M,5,Uneducated,Single,$60K - $80K,Blue,32,1,2,1,20633.0,1989,18644.0,0.67,7570,91,0.655,0.096,7.2863e-05,0.99993
+98996,Existing Customer,61,M,1,Graduate,Single,,Blue,54,1,1,3,9070.0,2097,6973.0,0.801,8440,102,0.7,0.231,8.6952e-05,0.99991
+98997,Existing Customer,51,M,3,,,$120K +,Blue,44,2,2,3,11954.0,0,11954.0,0.779,7345,93,0.55,0.0,0.00021834,0.99978
+98998,Existing Customer,50,M,1,Graduate,Married,$80K - $120K,Silver,45,2,1,3,34516.0,925,33591.0,0.771,7755,84,0.68,0.027,7.8567e-05,0.99992
 98999,Attrited Customer,48,M,2,College,Divorced,$80K - $120K,Blue,40,4,3,3,4479.0,0,4479.0,0.89,4520,63,0.37,0.0,0.99661,0.00338757
-99000,Existing Customer,50,M,1,High School,Married,Less than $40K,Blue,35,2,1,3,3968.0,2264,1704.0,1.0979999999999999,12535,118,0.815,0.5710000000000001,8.453e-05,0.99992
-99001,Existing Customer,58,F,2,Uneducated,Single,,Blue,44,1,2,2,2599.0,1407,1192.0,0.727,8061,98,0.531,0.541,0.00011703,0.9998799999999999
+99000,Existing Customer,50,M,1,High School,Married,Less than $40K,Blue,35,2,1,3,3968.0,2264,1704.0,1.098,12535,118,0.815,0.571,8.453e-05,0.99992
+99001,Existing Customer,58,F,2,Uneducated,Single,,Blue,44,1,2,2,2599.0,1407,1192.0,0.727,8061,98,0.531,0.541,0.00011703,0.99988
 99002,Existing Customer,46,M,2,College,Divorced,$60K - $80K,Blue,37,1,3,1,10074.0,1223,8851.0,0.955,8256,99,0.623,0.121,0.00010546,0.99989
-99003,Existing Customer,46,F,3,High School,Married,$40K - $60K,Blue,42,2,2,1,10901.0,1874,9027.0,0.608,7498,90,0.5,0.172,6.9242e-05,0.9999299999999999
+99003,Existing Customer,46,F,3,High School,Married,$40K - $60K,Blue,42,2,2,1,10901.0,1874,9027.0,0.608,7498,90,0.5,0.172,6.9242e-05,0.99993
 99004,Existing Customer,42,F,5,,Single,Less than $40K,Blue,30,2,3,3,8325.0,0,8325.0,0.823,8198,90,0.915,0.0,0.00034328,0.99966
-99005,Existing Customer,38,M,3,,Single,$80K - $120K,Silver,36,2,2,3,34516.0,2008,32508.0,0.858,8872,86,0.593,0.057999999999999996,0.00019729,0.9998
+99005,Existing Customer,38,M,3,,Single,$80K - $120K,Silver,36,2,2,3,34516.0,2008,32508.0,0.858,8872,86,0.593,0.058,0.00019729,0.9998
 99006,Existing Customer,40,M,3,Post-Graduate,Single,$120K +,Blue,26,1,2,1,34516.0,2088,32428.0,0.627,6453,89,0.589,0.06,8.381e-05,0.99992
-99007,Existing Customer,43,M,5,Graduate,Single,$80K - $120K,Blue,36,1,1,3,7196.0,696,6500.0,0.8390000000000001,8689,93,0.898,0.09699999999999999,9.5638e-05,0.9999
+99007,Existing Customer,43,M,5,Graduate,Single,$80K - $120K,Blue,36,1,1,3,7196.0,696,6500.0,0.839,8689,93,0.898,0.097,9.5638e-05,0.9999
 99008,Existing Customer,48,M,4,Graduate,Married,$60K - $80K,Gold,36,1,6,1,34516.0,0,34516.0,0.72,7396,100,0.562,0.0,0.00010347,0.9999
-99009,Existing Customer,38,M,2,Uneducated,Single,$80K - $120K,Blue,22,2,1,3,34516.0,1595,32921.0,0.8240000000000001,8871,97,0.764,0.046,9.5249e-05,0.9999
-99010,Existing Customer,46,M,5,High School,Married,$120K +,Blue,42,1,1,3,32926.0,1540,31386.0,0.862,8231,98,0.556,0.047,9.2974e-05,0.9999100000000001
-99011,Existing Customer,44,M,4,Uneducated,,$40K - $60K,Silver,40,1,1,2,18072.0,1378,16694.0,0.73,8199,98,0.75,0.076,5.366399999999999e-05,0.99995
-99012,Existing Customer,50,M,2,,Single,$80K - $120K,Blue,38,2,3,1,24533.0,1813,22720.0,0.745,8436,77,0.878,0.07400000000000001,0.00011924,0.9998799999999999
-99013,Existing Customer,39,M,1,College,,$40K - $60K,Blue,32,1,1,3,4874.0,2317,2557.0,0.8540000000000001,7776,98,0.782,0.475,8.453700000000001e-05,0.99992
-99014,Existing Customer,50,M,3,College,,$60K - $80K,Blue,42,1,2,3,12889.0,1822,11067.0,0.88,8272,79,0.8370000000000001,0.141,0.00019313,0.9998100000000001
-99015,Existing Customer,41,F,5,Graduate,Married,Less than $40K,Blue,31,2,3,1,7531.0,1692,5839.0,0.7709999999999999,7768,92,0.878,0.225,0.00011199,0.99989
-99016,Existing Customer,49,F,4,Graduate,Divorced,Less than $40K,Blue,37,2,6,1,1838.0,1155,683.0,0.742,7688,93,0.409,0.628,8.9806e-05,0.9999100000000001
-99017,Existing Customer,42,M,3,Graduate,Married,$80K - $120K,Blue,36,1,1,2,30117.0,2129,27988.0,0.769,7930,91,0.542,0.071,5.7151e-05,0.9999399999999999
-99018,Existing Customer,46,M,2,Uneducated,Single,$60K - $80K,Blue,35,1,1,1,5131.0,1484,3647.0,0.75,7432,92,0.5589999999999999,0.289,3.415e-05,0.99997
-99019,Existing Customer,44,M,3,Graduate,Single,$80K - $120K,Gold,36,2,3,3,34516.0,2517,31999.0,0.703,7640,87,0.5820000000000001,0.073,0.00036164,0.99964
-99020,Existing Customer,53,M,3,Graduate,Single,$80K - $120K,Blue,45,2,1,2,24262.0,1984,22278.0,0.805,8241,105,0.75,0.08199999999999999,5.7151e-05,0.9999399999999999
-99021,Existing Customer,51,M,0,College,Single,$80K - $120K,Blue,33,1,3,1,34516.0,1228,33288.0,0.747,7854,89,0.648,0.036000000000000004,9.0501e-05,0.9999100000000001
-99022,Attrited Customer,38,F,2,College,,Less than $40K,Blue,32,2,2,6,7385.0,1817,5568.0,1.0290000000000001,5070,50,0.389,0.24600000000000002,0.9989600000000001,0.00103551
-99023,Existing Customer,50,M,1,Graduate,Married,$60K - $80K,Blue,37,2,2,2,20708.0,1357,19351.0,0.852,8503,88,0.5710000000000001,0.066,0.00010684,0.99989
-99024,Attrited Customer,47,F,3,Graduate,Married,Less than $40K,Silver,36,4,3,1,14057.0,1381,12676.0,1.0390000000000001,4729,54,0.742,0.098,0.99026,0.00974
-99025,Existing Customer,38,M,4,Uneducated,,$80K - $120K,Silver,36,2,1,2,34516.0,1132,33384.0,0.84,9389,106,0.797,0.033,5.366399999999999e-05,0.99995
-99026,Existing Customer,45,M,3,High School,Married,$60K - $80K,Blue,36,2,5,1,17072.0,1519,15553.0,0.831,8591,99,0.7070000000000001,0.08900000000000001,0.00012222,0.9998799999999999
+99009,Existing Customer,38,M,2,Uneducated,Single,$80K - $120K,Blue,22,2,1,3,34516.0,1595,32921.0,0.824,8871,97,0.764,0.046,9.5249e-05,0.9999
+99010,Existing Customer,46,M,5,High School,Married,$120K +,Blue,42,1,1,3,32926.0,1540,31386.0,0.862,8231,98,0.556,0.047,9.2974e-05,0.99991
+99011,Existing Customer,44,M,4,Uneducated,,$40K - $60K,Silver,40,1,1,2,18072.0,1378,16694.0,0.73,8199,98,0.75,0.076,5.3664e-05,0.99995
+99012,Existing Customer,50,M,2,,Single,$80K - $120K,Blue,38,2,3,1,24533.0,1813,22720.0,0.745,8436,77,0.878,0.074,0.00011924,0.99988
+99013,Existing Customer,39,M,1,College,,$40K - $60K,Blue,32,1,1,3,4874.0,2317,2557.0,0.854,7776,98,0.782,0.475,8.4537e-05,0.99992
+99014,Existing Customer,50,M,3,College,,$60K - $80K,Blue,42,1,2,3,12889.0,1822,11067.0,0.88,8272,79,0.837,0.141,0.00019313,0.99981
+99015,Existing Customer,41,F,5,Graduate,Married,Less than $40K,Blue,31,2,3,1,7531.0,1692,5839.0,0.771,7768,92,0.878,0.225,0.00011199,0.99989
+99016,Existing Customer,49,F,4,Graduate,Divorced,Less than $40K,Blue,37,2,6,1,1838.0,1155,683.0,0.742,7688,93,0.409,0.628,8.9806e-05,0.99991
+99017,Existing Customer,42,M,3,Graduate,Married,$80K - $120K,Blue,36,1,1,2,30117.0,2129,27988.0,0.769,7930,91,0.542,0.071,5.7151e-05,0.99994
+99018,Existing Customer,46,M,2,Uneducated,Single,$60K - $80K,Blue,35,1,1,1,5131.0,1484,3647.0,0.75,7432,92,0.559,0.289,3.415e-05,0.99997
+99019,Existing Customer,44,M,3,Graduate,Single,$80K - $120K,Gold,36,2,3,3,34516.0,2517,31999.0,0.703,7640,87,0.582,0.073,0.00036164,0.99964
+99020,Existing Customer,53,M,3,Graduate,Single,$80K - $120K,Blue,45,2,1,2,24262.0,1984,22278.0,0.805,8241,105,0.75,0.082,5.7151e-05,0.99994
+99021,Existing Customer,51,M,0,College,Single,$80K - $120K,Blue,33,1,3,1,34516.0,1228,33288.0,0.747,7854,89,0.648,0.036,9.0501e-05,0.99991
+99022,Attrited Customer,38,F,2,College,,Less than $40K,Blue,32,2,2,6,7385.0,1817,5568.0,1.029,5070,50,0.389,0.246,0.99896,0.00103551
+99023,Existing Customer,50,M,1,Graduate,Married,$60K - $80K,Blue,37,2,2,2,20708.0,1357,19351.0,0.852,8503,88,0.571,0.066,0.00010684,0.99989
+99024,Attrited Customer,47,F,3,Graduate,Married,Less than $40K,Silver,36,4,3,1,14057.0,1381,12676.0,1.039,4729,54,0.742,0.098,0.99026,0.00974
+99025,Existing Customer,38,M,4,Uneducated,,$80K - $120K,Silver,36,2,1,2,34516.0,1132,33384.0,0.84,9389,106,0.797,0.033,5.3664e-05,0.99995
+99026,Existing Customer,45,M,3,High School,Married,$60K - $80K,Blue,36,2,5,1,17072.0,1519,15553.0,0.831,8591,99,0.707,0.089,0.00012222,0.99988
 99027,Existing Customer,52,M,2,High School,Single,$80K - $120K,Blue,46,2,3,3,25737.0,1168,24569.0,0.718,7722,94,0.469,0.045,0.00029408,0.99971
-99028,Existing Customer,44,F,1,,Single,Less than $40K,Blue,33,1,3,1,2211.0,768,1443.0,0.745,7527,88,0.66,0.34700000000000003,0.00011192,0.99989
-99029,Existing Customer,35,F,4,High School,,,Blue,26,2,1,2,16950.0,0,16950.0,0.625,7821,97,0.672,0.0,5.6153e-05,0.9999399999999999
-99030,Existing Customer,44,M,3,Graduate,Married,$60K - $80K,Blue,24,1,1,3,15043.0,0,15043.0,0.649,7234,83,0.6940000000000001,0.0,9.612600000000001e-05,0.9999
-99031,Attrited Customer,40,M,3,Graduate,Single,$80K - $120K,Blue,30,2,2,2,29338.0,159,29179.0,1.0170000000000001,4983,40,0.379,0.005,0.99161,0.00839
-99032,Existing Customer,57,M,4,Graduate,Single,$120K +,Blue,52,2,3,2,25808.0,0,25808.0,0.7120000000000001,7794,94,0.843,0.0,0.00018864,0.9998100000000001
-99033,Existing Customer,43,F,2,,Married,Less than $40K,Blue,30,1,3,2,2248.0,1853,395.0,0.6659999999999999,7739,101,0.9059999999999999,0.8240000000000001,0.00019771,0.9998
-99034,Existing Customer,45,F,4,Uneducated,Divorced,$40K - $60K,Blue,27,2,2,1,3670.0,1684,1986.0,0.675,8608,100,0.515,0.45899999999999996,7.401699999999999e-05,0.9999299999999999
+99028,Existing Customer,44,F,1,,Single,Less than $40K,Blue,33,1,3,1,2211.0,768,1443.0,0.745,7527,88,0.66,0.347,0.00011192,0.99989
+99029,Existing Customer,35,F,4,High School,,,Blue,26,2,1,2,16950.0,0,16950.0,0.625,7821,97,0.672,0.0,5.6153e-05,0.99994
+99030,Existing Customer,44,M,3,Graduate,Married,$60K - $80K,Blue,24,1,1,3,15043.0,0,15043.0,0.649,7234,83,0.694,0.0,9.6126e-05,0.9999
+99031,Attrited Customer,40,M,3,Graduate,Single,$80K - $120K,Blue,30,2,2,2,29338.0,159,29179.0,1.017,4983,40,0.379,0.005,0.99161,0.00839
+99032,Existing Customer,57,M,4,Graduate,Single,$120K +,Blue,52,2,3,2,25808.0,0,25808.0,0.712,7794,94,0.843,0.0,0.00018864,0.99981
+99033,Existing Customer,43,F,2,,Married,Less than $40K,Blue,30,1,3,2,2248.0,1853,395.0,0.666,7739,101,0.906,0.824,0.00019771,0.9998
+99034,Existing Customer,45,F,4,Uneducated,Divorced,$40K - $60K,Blue,27,2,2,1,3670.0,1684,1986.0,0.675,8608,100,0.515,0.459,7.4017e-05,0.99993
 99035,Existing Customer,44,F,3,Graduate,Single,Less than $40K,Blue,17,1,2,3,8861.0,1149,7712.0,0.718,8387,102,0.759,0.13,0.00019864,0.9998
 99036,Existing Customer,47,M,3,Graduate,Married,$120K +,Silver,42,1,3,1,34516.0,1161,33355.0,0.74,8212,100,0.695,0.034,0.00010171,0.9999
-99037,Existing Customer,50,M,2,,Married,$60K - $80K,Blue,36,1,3,1,8014.0,1250,6764.0,0.667,6950,84,0.585,0.156,0.00011924,0.9998799999999999
-99038,Existing Customer,44,F,4,,Married,Less than $40K,Blue,39,1,1,1,2771.0,1779,992.0,0.841,8268,73,0.698,0.642,3.8289e-05,0.9999600000000001
-99039,Existing Customer,51,M,2,Graduate,Married,$120K +,Silver,36,1,1,2,34516.0,1702,32814.0,0.705,8652,98,0.8490000000000001,0.049,4.9765e-05,0.99995
+99037,Existing Customer,50,M,2,,Married,$60K - $80K,Blue,36,1,3,1,8014.0,1250,6764.0,0.667,6950,84,0.585,0.156,0.00011924,0.99988
+99038,Existing Customer,44,F,4,,Married,Less than $40K,Blue,39,1,1,1,2771.0,1779,992.0,0.841,8268,73,0.698,0.642,3.8289e-05,0.99996
+99039,Existing Customer,51,M,2,Graduate,Married,$120K +,Silver,36,1,1,2,34516.0,1702,32814.0,0.705,8652,98,0.849,0.049,4.9765e-05,0.99995
 99040,Attrited Customer,45,F,3,High School,Married,,Blue,40,1,4,2,8383.0,0,8383.0,1.036,5460,63,0.853,0.0,0.99546,0.00453868
-99041,Existing Customer,44,F,2,,Single,Less than $40K,Gold,30,1,3,3,15365.0,630,14735.0,0.807,7890,91,0.685,0.040999999999999995,0.00038307,0.9996200000000001
-99042,Attrited Customer,48,F,4,High School,Married,Less than $40K,Blue,30,2,3,2,2913.0,0,2913.0,1.058,4955,56,0.8059999999999999,0.0,0.9945799999999999,0.00542
-99043,Existing Customer,40,F,2,Uneducated,Single,Less than $40K,Blue,34,1,2,1,4748.0,2085,2663.0,0.615,7288,88,0.6,0.439,7.057600000000001e-05,0.9999299999999999
-99044,Existing Customer,50,M,2,Graduate,Single,$80K - $120K,Silver,35,1,2,3,34516.0,0,34516.0,0.742,7745,83,0.7290000000000001,0.0,0.00017297,0.9998299999999999
+99041,Existing Customer,44,F,2,,Single,Less than $40K,Gold,30,1,3,3,15365.0,630,14735.0,0.807,7890,91,0.685,0.041,0.00038307,0.99962
+99042,Attrited Customer,48,F,4,High School,Married,Less than $40K,Blue,30,2,3,2,2913.0,0,2913.0,1.058,4955,56,0.806,0.0,0.99458,0.00542
+99043,Existing Customer,40,F,2,Uneducated,Single,Less than $40K,Blue,34,1,2,1,4748.0,2085,2663.0,0.615,7288,88,0.6,0.439,7.0576e-05,0.99993
+99044,Existing Customer,50,M,2,Graduate,Single,$80K - $120K,Silver,35,1,2,3,34516.0,0,34516.0,0.742,7745,83,0.729,0.0,0.00017297,0.99983
 99045,Existing Customer,38,F,1,College,,Less than $40K,Blue,32,2,3,3,2609.0,1259,1350.0,0.871,8677,96,0.627,0.483,0.00027607,0.99972
 99046,Attrited Customer,43,F,5,College,Single,$40K - $60K,Blue,32,2,3,1,11508.0,0,11508.0,1.005,5242,74,0.574,0.0,0.9909,0.0091
-99047,Existing Customer,45,F,4,Graduate,,Less than $40K,Blue,38,2,2,1,2396.0,887,1509.0,0.604,7480,84,0.787,0.37,7.1987e-05,0.9999299999999999
-99048,Existing Customer,49,M,4,Uneducated,Married,$120K +,Blue,38,2,3,1,18991.0,1208,17783.0,0.727,7716,83,0.804,0.064,0.00011697,0.9998799999999999
-99049,Attrited Customer,44,M,3,High School,Married,$80K - $120K,Blue,36,1,3,2,10908.0,0,10908.0,0.983,4883,42,0.5,0.0,0.9945200000000001,0.00548
-99050,Existing Customer,53,M,3,Graduate,,$40K - $60K,Blue,48,2,2,2,14627.0,1997,12630.0,0.718,7766,82,0.745,0.13699999999999998,0.00011811,0.9998799999999999
-99051,Existing Customer,46,M,4,Post-Graduate,Married,$40K - $60K,Blue,36,1,2,2,2219.0,1180,1039.0,0.768,8686,91,0.625,0.532,0.00014046,0.9998600000000001
-99052,Existing Customer,56,M,4,Graduate,Single,$80K - $120K,Blue,46,2,3,1,25736.0,1388,24348.0,0.743,7209,91,0.596,0.054000000000000006,0.00011377,0.99989
-99053,Existing Customer,63,M,0,Uneducated,Single,$60K - $80K,Blue,36,2,3,1,7997.0,1096,6901.0,0.716,7747,104,0.6509999999999999,0.13699999999999998,9.5711e-05,0.9999
-99054,Existing Customer,40,M,5,Graduate,Single,$40K - $60K,Blue,36,2,2,3,2849.0,1741,1108.0,0.7909999999999999,8669,99,0.768,0.611,0.00019764,0.9998
-99055,Existing Customer,45,M,5,Graduate,Married,$80K - $120K,Blue,40,1,2,0,29227.0,1151,28076.0,0.73,8420,100,0.852,0.039,4.3347e-05,0.9999600000000001
-99056,Existing Customer,52,M,2,Doctorate,Married,$120K +,Blue,44,1,2,2,34516.0,1382,33134.0,0.856,8604,108,0.7140000000000001,0.04,0.00016471,0.99984
+99047,Existing Customer,45,F,4,Graduate,,Less than $40K,Blue,38,2,2,1,2396.0,887,1509.0,0.604,7480,84,0.787,0.37,7.1987e-05,0.99993
+99048,Existing Customer,49,M,4,Uneducated,Married,$120K +,Blue,38,2,3,1,18991.0,1208,17783.0,0.727,7716,83,0.804,0.064,0.00011697,0.99988
+99049,Attrited Customer,44,M,3,High School,Married,$80K - $120K,Blue,36,1,3,2,10908.0,0,10908.0,0.983,4883,42,0.5,0.0,0.99452,0.00548
+99050,Existing Customer,53,M,3,Graduate,,$40K - $60K,Blue,48,2,2,2,14627.0,1997,12630.0,0.718,7766,82,0.745,0.137,0.00011811,0.99988
+99051,Existing Customer,46,M,4,Post-Graduate,Married,$40K - $60K,Blue,36,1,2,2,2219.0,1180,1039.0,0.768,8686,91,0.625,0.532,0.00014046,0.99986
+99052,Existing Customer,56,M,4,Graduate,Single,$80K - $120K,Blue,46,2,3,1,25736.0,1388,24348.0,0.743,7209,91,0.596,0.054,0.00011377,0.99989
+99053,Existing Customer,63,M,0,Uneducated,Single,$60K - $80K,Blue,36,2,3,1,7997.0,1096,6901.0,0.716,7747,104,0.651,0.137,9.5711e-05,0.9999
+99054,Existing Customer,40,M,5,Graduate,Single,$40K - $60K,Blue,36,2,2,3,2849.0,1741,1108.0,0.791,8669,99,0.768,0.611,0.00019764,0.9998
+99055,Existing Customer,45,M,5,Graduate,Married,$80K - $120K,Blue,40,1,2,0,29227.0,1151,28076.0,0.73,8420,100,0.852,0.039,4.3347e-05,0.99996
+99056,Existing Customer,52,M,2,Doctorate,Married,$120K +,Blue,44,1,2,2,34516.0,1382,33134.0,0.856,8604,108,0.714,0.04,0.00016471,0.99984
 99057,Existing Customer,50,M,2,Uneducated,Married,$40K - $60K,Blue,43,1,3,1,12458.0,1332,11126.0,0.68,8752,95,0.863,0.107,0.00011153,0.99989
-99058,Attrited Customer,62,M,1,High School,Single,$60K - $80K,Blue,46,2,3,3,7547.0,2477,5070.0,1.021,5294,73,0.698,0.32799999999999996,0.99639,0.00360858
-99059,Attrited Customer,44,M,4,,Married,$120K +,Blue,36,4,3,3,34516.0,0,34516.0,1.043,5425,60,0.875,0.0,0.9971399999999999,0.00285845
-99060,Existing Customer,45,F,4,Graduate,Married,Less than $40K,Silver,40,2,5,2,10677.0,0,10677.0,0.905,8637,94,0.8079999999999999,0.0,0.00019038,0.9998100000000001
-99061,Existing Customer,53,M,5,Uneducated,,$80K - $120K,Blue,47,2,3,2,2340.0,1612,728.0,0.696,8851,88,0.833,0.6890000000000001,0.00019094,0.9998100000000001
+99058,Attrited Customer,62,M,1,High School,Single,$60K - $80K,Blue,46,2,3,3,7547.0,2477,5070.0,1.021,5294,73,0.698,0.328,0.99639,0.00360858
+99059,Attrited Customer,44,M,4,,Married,$120K +,Blue,36,4,3,3,34516.0,0,34516.0,1.043,5425,60,0.875,0.0,0.99714,0.00285845
+99060,Existing Customer,45,F,4,Graduate,Married,Less than $40K,Silver,40,2,5,2,10677.0,0,10677.0,0.905,8637,94,0.808,0.0,0.00019038,0.99981
+99061,Existing Customer,53,M,5,Uneducated,,$80K - $120K,Blue,47,2,3,2,2340.0,1612,728.0,0.696,8851,88,0.833,0.689,0.00019094,0.99981
 99062,Existing Customer,38,F,3,High School,Single,$40K - $60K,Gold,26,2,2,1,23981.0,0,23981.0,0.741,7872,103,0.635,0.0,7.9774e-05,0.99992
 99063,Existing Customer,44,F,4,Doctorate,Married,$40K - $60K,Blue,30,1,3,1,6329.0,1643,4686.0,0.706,8514,109,0.73,0.26,0.00016463,0.99984
-99064,Existing Customer,42,M,3,Uneducated,Married,$40K - $60K,Blue,37,2,3,3,4960.0,1724,3236.0,0.879,8218,88,0.9129999999999999,0.348,0.00032275,0.9996799999999999
-99065,Existing Customer,44,M,2,High School,,$60K - $80K,Silver,39,1,2,3,34516.0,1601,32915.0,0.6859999999999999,7491,86,0.72,0.046,0.00016815,0.9998299999999999
-99066,Existing Customer,55,F,3,College,Single,Less than $40K,Gold,35,2,3,3,15987.0,1973,14014.0,0.705,7345,98,0.46299999999999997,0.12300000000000001,0.0003516,0.99965
-99067,Existing Customer,52,F,1,Uneducated,Single,Less than $40K,Blue,36,2,2,1,3244.0,1855,1389.0,0.7,8087,95,0.792,0.5720000000000001,6.6245e-05,0.9999299999999999
-99068,Existing Customer,48,M,4,Graduate,Married,$60K - $80K,Blue,37,1,2,3,7298.0,2517,4781.0,0.838,7973,88,0.6920000000000001,0.345,0.00020077,0.9998
+99064,Existing Customer,42,M,3,Uneducated,Married,$40K - $60K,Blue,37,2,3,3,4960.0,1724,3236.0,0.879,8218,88,0.913,0.348,0.00032275,0.99968
+99065,Existing Customer,44,M,2,High School,,$60K - $80K,Silver,39,1,2,3,34516.0,1601,32915.0,0.686,7491,86,0.72,0.046,0.00016815,0.99983
+99066,Existing Customer,55,F,3,College,Single,Less than $40K,Gold,35,2,3,3,15987.0,1973,14014.0,0.705,7345,98,0.463,0.123,0.0003516,0.99965
+99067,Existing Customer,52,F,1,Uneducated,Single,Less than $40K,Blue,36,2,2,1,3244.0,1855,1389.0,0.7,8087,95,0.792,0.572,6.6245e-05,0.99993
+99068,Existing Customer,48,M,4,Graduate,Married,$60K - $80K,Blue,37,1,2,3,7298.0,2517,4781.0,0.838,7973,88,0.692,0.345,0.00020077,0.9998
 99069,Existing Customer,48,M,4,Graduate,Married,$80K - $120K,Blue,40,1,1,3,28307.0,1506,26801.0,0.818,9042,122,0.605,0.053,9.7154e-05,0.9999
 99070,Existing Customer,47,M,2,Graduate,Married,$40K - $60K,Blue,42,2,3,3,2430.0,1657,773.0,0.659,8444,100,0.449,0.682,0.00030251,0.9997
-99071,Existing Customer,49,M,1,Graduate,Married,$120K +,Blue,29,2,3,2,7650.0,2045,5605.0,0.8909999999999999,8609,109,0.758,0.267,0.00016883,0.9998299999999999
-99072,Existing Customer,47,F,3,College,Divorced,$40K - $60K,Blue,41,1,2,1,6443.0,2073,4370.0,0.8,9277,92,0.769,0.322,6.9248e-05,0.9999299999999999
-99073,Existing Customer,47,M,2,Uneducated,Married,$80K - $120K,Blue,41,1,2,1,13356.0,1497,11859.0,0.753,8963,105,0.6940000000000001,0.11199999999999999,7.057600000000001e-05,0.9999299999999999
-99074,Existing Customer,56,M,2,Graduate,Single,$120K +,Blue,51,1,1,2,4675.0,1340,3335.0,0.68,8037,100,0.852,0.287,5.5077e-05,0.9999399999999999
+99071,Existing Customer,49,M,1,Graduate,Married,$120K +,Blue,29,2,3,2,7650.0,2045,5605.0,0.891,8609,109,0.758,0.267,0.00016883,0.99983
+99072,Existing Customer,47,F,3,College,Divorced,$40K - $60K,Blue,41,1,2,1,6443.0,2073,4370.0,0.8,9277,92,0.769,0.322,6.9248e-05,0.99993
+99073,Existing Customer,47,M,2,Uneducated,Married,$80K - $120K,Blue,41,1,2,1,13356.0,1497,11859.0,0.753,8963,105,0.694,0.112,7.0576e-05,0.99993
+99074,Existing Customer,56,M,2,Graduate,Single,$120K +,Blue,51,1,1,2,4675.0,1340,3335.0,0.68,8037,100,0.852,0.287,5.5077e-05,0.99994
 99075,Existing Customer,61,M,1,Uneducated,Single,$40K - $60K,Blue,52,2,1,1,2177.0,1329,848.0,0.647,7037,82,0.745,0.61,3.2055e-05,0.99997
-99076,Existing Customer,45,M,4,Doctorate,Single,$120K +,Gold,36,1,3,1,34516.0,1411,33105.0,0.701,8007,96,0.778,0.040999999999999995,0.00018967,0.9998100000000001
-99077,Existing Customer,49,F,2,Graduate,Married,Less than $40K,Blue,39,2,3,3,2821.0,1995,826.0,0.62,8220,103,0.635,0.7070000000000001,0.00030251,0.9997
-99078,Existing Customer,44,F,4,Uneducated,Married,Less than $40K,Blue,36,2,2,3,6769.0,1133,5636.0,0.743,7986,88,0.6,0.16699999999999998,0.00020643,0.99979
-99079,Attrited Customer,50,M,1,Post-Graduate,,$80K - $120K,Gold,36,2,3,2,34516.0,0,34516.0,1.032,5547,75,0.7440000000000001,0.0,0.99565,0.00434923
+99076,Existing Customer,45,M,4,Doctorate,Single,$120K +,Gold,36,1,3,1,34516.0,1411,33105.0,0.701,8007,96,0.778,0.041,0.00018967,0.99981
+99077,Existing Customer,49,F,2,Graduate,Married,Less than $40K,Blue,39,2,3,3,2821.0,1995,826.0,0.62,8220,103,0.635,0.707,0.00030251,0.9997
+99078,Existing Customer,44,F,4,Uneducated,Married,Less than $40K,Blue,36,2,2,3,6769.0,1133,5636.0,0.743,7986,88,0.6,0.167,0.00020643,0.99979
+99079,Attrited Customer,50,M,1,Post-Graduate,,$80K - $120K,Gold,36,2,3,2,34516.0,0,34516.0,1.032,5547,75,0.744,0.0,0.99565,0.00434923
 99080,Existing Customer,51,M,1,High School,Married,$120K +,Blue,43,2,3,2,30172.0,1825,28347.0,0.8,8879,101,0.578,0.06,0.00016413,0.99984
-99081,Existing Customer,44,F,5,Uneducated,Single,Less than $40K,Blue,36,1,3,1,7742.0,1163,6579.0,0.7290000000000001,9081,100,0.852,0.15,0.00011515,0.9998799999999999
-99082,Existing Customer,46,M,3,,Single,$80K - $120K,Blue,35,2,1,1,11814.0,1440,10374.0,0.7979999999999999,9185,100,0.695,0.122,3.7884e-05,0.9999600000000001
-99083,Existing Customer,41,M,4,,Married,$80K - $120K,Blue,32,2,1,3,28687.0,1607,27080.0,0.748,7523,90,0.636,0.055999999999999994,0.00010679,0.99989
-99084,Existing Customer,51,M,4,Graduate,Married,$60K - $80K,Silver,33,1,3,3,25653.0,2059,23594.0,0.7020000000000001,8305,103,0.746,0.08,0.00028667,0.99971
-99085,Existing Customer,52,F,1,Graduate,Single,$40K - $60K,Blue,40,2,1,2,4705.0,890,3815.0,0.723,8226,97,0.644,0.18899999999999997,5.1696999999999996e-05,0.99995
+99081,Existing Customer,44,F,5,Uneducated,Single,Less than $40K,Blue,36,1,3,1,7742.0,1163,6579.0,0.729,9081,100,0.852,0.15,0.00011515,0.99988
+99082,Existing Customer,46,M,3,,Single,$80K - $120K,Blue,35,2,1,1,11814.0,1440,10374.0,0.798,9185,100,0.695,0.122,3.7884e-05,0.99996
+99083,Existing Customer,41,M,4,,Married,$80K - $120K,Blue,32,2,1,3,28687.0,1607,27080.0,0.748,7523,90,0.636,0.056,0.00010679,0.99989
+99084,Existing Customer,51,M,4,Graduate,Married,$60K - $80K,Silver,33,1,3,3,25653.0,2059,23594.0,0.702,8305,103,0.746,0.08,0.00028667,0.99971
+99085,Existing Customer,52,F,1,Graduate,Single,$40K - $60K,Blue,40,2,1,2,4705.0,890,3815.0,0.723,8226,97,0.644,0.189,5.1697e-05,0.99995
 99086,Existing Customer,39,M,3,High School,Married,$80K - $120K,Blue,27,1,3,1,19150.0,1093,18057.0,0.716,8327,85,0.545,0.057,0.00010943,0.99989
 99087,Existing Customer,38,M,2,High School,Single,$60K - $80K,Gold,18,1,2,3,34516.0,1494,33022.0,0.588,7885,85,0.635,0.043,0.0002144,0.99979
-99088,Existing Customer,51,M,3,Graduate,Married,$80K - $120K,Blue,46,1,3,1,11765.0,1429,10336.0,0.8170000000000001,8914,99,0.768,0.121,0.00011256,0.99989
+99088,Existing Customer,51,M,3,Graduate,Married,$80K - $120K,Blue,46,1,3,1,11765.0,1429,10336.0,0.817,8914,99,0.768,0.121,0.00011256,0.99989
 99089,Existing Customer,41,M,3,High School,Divorced,$80K - $120K,Blue,28,1,3,3,16627.0,2118,14509.0,0.589,7996,99,0.597,0.127,0.00030516,0.99969
-99090,Existing Customer,43,M,2,Post-Graduate,Married,$60K - $80K,Blue,34,1,1,3,13553.0,1448,12105.0,0.925,8751,94,0.8079999999999999,0.107,0.000109,0.99989
-99091,Existing Customer,40,M,3,High School,Married,$60K - $80K,Blue,28,2,3,1,11476.0,2365,9111.0,0.65,8110,113,0.7659999999999999,0.20600000000000002,0.00010943,0.99989
-99092,Existing Customer,58,M,1,Uneducated,Single,$80K - $120K,Blue,54,1,3,1,5182.0,1459,3723.0,0.72,7960,112,0.6970000000000001,0.282,0.00010469,0.9999
+99090,Existing Customer,43,M,2,Post-Graduate,Married,$60K - $80K,Blue,34,1,1,3,13553.0,1448,12105.0,0.925,8751,94,0.808,0.107,0.000109,0.99989
+99091,Existing Customer,40,M,3,High School,Married,$60K - $80K,Blue,28,2,3,1,11476.0,2365,9111.0,0.65,8110,113,0.766,0.206,0.00010943,0.99989
+99092,Existing Customer,58,M,1,Uneducated,Single,$80K - $120K,Blue,54,1,3,1,5182.0,1459,3723.0,0.72,7960,112,0.697,0.282,0.00010469,0.9999
 99093,Attrited Customer,44,M,2,Post-Graduate,Married,$60K - $80K,Blue,34,6,3,4,23026.0,2517,20509.0,1.032,4909,52,0.625,0.109,0.99836,0.00164342
-99094,Existing Customer,48,M,4,Graduate,Married,$60K - $80K,Blue,37,2,2,1,18477.0,0,18477.0,0.7709999999999999,8695,95,0.583,0.0,7.1987e-05,0.9999299999999999
+99094,Existing Customer,48,M,4,Graduate,Married,$60K - $80K,Blue,37,2,2,1,18477.0,0,18477.0,0.771,8695,95,0.583,0.0,7.1987e-05,0.99993
 99095,Attrited Customer,49,M,4,,Married,$80K - $120K,Blue,38,2,3,2,29890.0,0,29890.0,0.64,3315,47,0.382,0.0,0.9952,0.00479863
-99096,Existing Customer,48,M,3,,,$60K - $80K,Blue,36,2,1,2,8290.0,1030,7260.0,0.87,8980,93,0.755,0.124,6.282e-05,0.9999399999999999
-99097,Existing Customer,44,M,3,College,Married,$40K - $60K,Silver,36,2,1,2,16199.0,1533,14666.0,0.855,8150,106,0.631,0.095,5.020600000000001e-05,0.99995
-99098,Existing Customer,54,F,1,,Single,,Blue,36,1,3,3,3723.0,1728,1995.0,0.595,8554,99,0.6779999999999999,0.46399999999999997,0.00031211,0.99969
+99096,Existing Customer,48,M,3,,,$60K - $80K,Blue,36,2,1,2,8290.0,1030,7260.0,0.87,8980,93,0.755,0.124,6.282e-05,0.99994
+99097,Existing Customer,44,M,3,College,Married,$40K - $60K,Silver,36,2,1,2,16199.0,1533,14666.0,0.855,8150,106,0.631,0.095,5.0206e-05,0.99995
+99098,Existing Customer,54,F,1,,Single,,Blue,36,1,3,3,3723.0,1728,1995.0,0.595,8554,99,0.678,0.464,0.00031211,0.99969
 99099,Existing Customer,45,M,2,Graduate,Single,Less than $40K,Silver,32,2,1,3,12695.0,1613,11082.0,0.852,8328,94,0.843,0.127,8.3703e-05,0.99992
-99100,Attrited Customer,54,F,0,Graduate,Single,,Platinum,38,2,2,2,34516.0,0,34516.0,0.695,3901,54,0.42100000000000004,0.0,0.9941399999999999,0.00586
-99101,Existing Customer,46,M,2,,Married,$60K - $80K,Silver,39,2,1,1,30379.0,2175,28204.0,0.67,9059,100,0.562,0.07200000000000001,3.2988e-05,0.99997
-99102,Existing Customer,37,F,3,Graduate,Single,$40K - $60K,Blue,25,2,2,3,9875.0,1239,8636.0,0.9390000000000001,8920,105,0.6940000000000001,0.125,0.00019864,0.9998
+99100,Attrited Customer,54,F,0,Graduate,Single,,Platinum,38,2,2,2,34516.0,0,34516.0,0.695,3901,54,0.421,0.0,0.99414,0.00586
+99101,Existing Customer,46,M,2,,Married,$60K - $80K,Silver,39,2,1,1,30379.0,2175,28204.0,0.67,9059,100,0.562,0.072,3.2988e-05,0.99997
+99102,Existing Customer,37,F,3,Graduate,Single,$40K - $60K,Blue,25,2,2,3,9875.0,1239,8636.0,0.939,8920,105,0.694,0.125,0.00019864,0.9998
 99103,Existing Customer,41,M,4,,Married,$60K - $80K,Platinum,26,1,1,2,34516.0,1559,32957.0,0.759,8888,104,0.763,0.045,0.0001103,0.99989
-99104,Existing Customer,43,M,2,High School,Married,$60K - $80K,Blue,37,1,3,3,2600.0,2047,553.0,0.7490000000000001,8804,111,0.682,0.787,0.00029408,0.99971
-99105,Existing Customer,39,M,2,,Single,$80K - $120K,Gold,33,1,3,2,34516.0,0,34516.0,0.7240000000000001,9179,113,0.7659999999999999,0.0,0.00022778,0.99977
-99106,Attrited Customer,61,M,0,Post-Graduate,Single,$60K - $80K,Blue,43,5,3,2,12218.0,0,12218.0,1.005,5272,62,0.59,0.0,0.9945299999999999,0.00547
-99107,Existing Customer,51,M,3,Uneducated,Married,$80K - $120K,Silver,37,1,2,1,34516.0,0,34516.0,0.8140000000000001,8736,97,0.7020000000000001,0.0,6.6172e-05,0.9999299999999999
+99104,Existing Customer,43,M,2,High School,Married,$60K - $80K,Blue,37,1,3,3,2600.0,2047,553.0,0.749,8804,111,0.682,0.787,0.00029408,0.99971
+99105,Existing Customer,39,M,2,,Single,$80K - $120K,Gold,33,1,3,2,34516.0,0,34516.0,0.724,9179,113,0.766,0.0,0.00022778,0.99977
+99106,Attrited Customer,61,M,0,Post-Graduate,Single,$60K - $80K,Blue,43,5,3,2,12218.0,0,12218.0,1.005,5272,62,0.59,0.0,0.99453,0.00547
+99107,Existing Customer,51,M,3,Uneducated,Married,$80K - $120K,Silver,37,1,2,1,34516.0,0,34516.0,0.814,8736,97,0.702,0.0,6.6172e-05,0.99993
 99108,Existing Customer,48,F,2,Uneducated,Divorced,$40K - $60K,Silver,39,2,2,2,21754.0,0,21754.0,0.83,9105,104,0.763,0.0,0.00010574,0.99989
-99109,Existing Customer,46,M,2,Uneducated,Single,$60K - $80K,Blue,35,1,1,0,8396.0,604,7792.0,0.8270000000000001,8329,101,0.6559999999999999,0.07200000000000001,2.0889e-05,0.99998
-99110,Existing Customer,39,F,1,,Single,Less than $40K,Platinum,35,1,2,3,15987.0,1494,14493.0,0.731,8438,92,0.84,0.09300000000000001,0.00034309,0.99966
+99109,Existing Customer,46,M,2,Uneducated,Single,$60K - $80K,Blue,35,1,1,0,8396.0,604,7792.0,0.827,8329,101,0.656,0.072,2.0889e-05,0.99998
+99110,Existing Customer,39,F,1,,Single,Less than $40K,Platinum,35,1,2,3,15987.0,1494,14493.0,0.731,8438,92,0.84,0.093,0.00034309,0.99966
 99111,Existing Customer,55,F,0,Graduate,Single,Less than $40K,Silver,49,1,2,3,12094.0,1870,10224.0,0.845,8285,106,0.738,0.155,0.00014844,0.99985
-99112,Existing Customer,44,M,4,High School,Single,$60K - $80K,Blue,36,1,1,3,2946.0,743,2203.0,0.8270000000000001,8553,88,0.872,0.252,9.444700000000001e-05,0.9999100000000001
-99113,Existing Customer,48,M,2,Uneducated,Single,$40K - $60K,Silver,40,2,3,2,17812.0,0,17812.0,0.75,8379,106,0.606,0.0,0.00016711,0.9998299999999999
-99114,Existing Customer,46,F,4,College,Single,$40K - $60K,Blue,41,2,3,3,13743.0,0,13743.0,0.9470000000000001,9406,106,0.767,0.0,0.00030845,0.99969
-99115,Existing Customer,39,F,2,,Single,$40K - $60K,Gold,36,5,3,3,23981.0,1696,22285.0,0.8370000000000001,8646,97,0.902,0.071,0.00038307,0.9996200000000001
-99116,Existing Customer,45,F,2,Uneducated,Divorced,$40K - $60K,Silver,40,5,2,2,15785.0,1174,14611.0,0.732,8097,105,0.8420000000000001,0.07400000000000001,0.00010574,0.99989
-99117,Attrited Customer,43,F,4,Graduate,Single,Less than $40K,Blue,32,4,3,1,3015.0,0,3015.0,1.058,5372,75,0.596,0.0,0.99129,0.008709999999999999
+99112,Existing Customer,44,M,4,High School,Single,$60K - $80K,Blue,36,1,1,3,2946.0,743,2203.0,0.827,8553,88,0.872,0.252,9.4447e-05,0.99991
+99113,Existing Customer,48,M,2,Uneducated,Single,$40K - $60K,Silver,40,2,3,2,17812.0,0,17812.0,0.75,8379,106,0.606,0.0,0.00016711,0.99983
+99114,Existing Customer,46,F,4,College,Single,$40K - $60K,Blue,41,2,3,3,13743.0,0,13743.0,0.947,9406,106,0.767,0.0,0.00030845,0.99969
+99115,Existing Customer,39,F,2,,Single,$40K - $60K,Gold,36,5,3,3,23981.0,1696,22285.0,0.837,8646,97,0.902,0.071,0.00038307,0.99962
+99116,Existing Customer,45,F,2,Uneducated,Divorced,$40K - $60K,Silver,40,5,2,2,15785.0,1174,14611.0,0.732,8097,105,0.842,0.074,0.00010574,0.99989
+99117,Attrited Customer,43,F,4,Graduate,Single,Less than $40K,Blue,32,4,3,1,3015.0,0,3015.0,1.058,5372,75,0.596,0.0,0.99129,0.00871
 99118,Existing Customer,40,F,3,High School,Married,$40K - $60K,Silver,34,2,2,2,19000.0,1568,17432.0,0.688,8443,97,0.865,0.083,0.00010374,0.9999
 99119,Attrited Customer,49,M,2,High School,Married,$120K +,Blue,39,2,3,2,11714.0,949,10765.0,1.036,5366,68,0.659,0.081,0.99431,0.00569
 99120,Existing Customer,39,F,2,,Single,$40K - $60K,Blue,29,2,2,2,11135.0,1563,9572.0,0.746,8777,112,0.778,0.14,0.00012511,0.99987
 99121,Existing Customer,47,M,2,College,Married,$60K - $80K,Silver,35,2,1,1,34516.0,1349,33167.0,0.674,8582,106,0.767,0.039,2.9177e-05,0.99997
-99122,Existing Customer,42,M,4,Graduate,Single,$80K - $120K,Silver,38,2,1,3,34516.0,2273,32243.0,0.86,8502,103,0.7170000000000001,0.066,8.7785e-05,0.9999100000000001
-99123,Existing Customer,44,F,1,,Divorced,Less than $40K,Silver,34,1,1,3,13259.0,866,12393.0,0.81,8998,102,0.672,0.065,8.636e-05,0.9999100000000001
+99122,Existing Customer,42,M,4,Graduate,Single,$80K - $120K,Silver,38,2,1,3,34516.0,2273,32243.0,0.86,8502,103,0.717,0.066,8.7785e-05,0.99991
+99123,Existing Customer,44,F,1,,Divorced,Less than $40K,Silver,34,1,1,3,13259.0,866,12393.0,0.81,8998,102,0.672,0.065,8.636e-05,0.99991
 99124,Existing Customer,47,M,1,College,Married,$80K - $120K,Blue,39,2,3,1,5660.0,2210,3450.0,0.583,7867,100,0.695,0.39,9.8992e-05,0.9999
-99125,Existing Customer,63,M,1,High School,Single,$60K - $80K,Blue,54,2,3,3,23355.0,1061,22294.0,0.8640000000000001,8634,95,0.9,0.045,0.00027604,0.99972
-99126,Existing Customer,49,M,2,Uneducated,Married,$80K - $120K,Blue,31,1,5,3,20734.0,2517,18217.0,0.888,8888,103,0.7170000000000001,0.121,0.0003474,0.99965
-99127,Existing Customer,43,F,3,Graduate,Married,$40K - $60K,Blue,37,2,1,3,2476.0,1396,1080.0,0.838,8785,111,0.609,0.564,9.612600000000001e-05,0.9999
-99128,Existing Customer,55,M,4,Graduate,Single,$120K +,Silver,36,2,2,3,34516.0,2443,32073.0,0.8270000000000001,8765,105,0.721,0.071,0.00018141,0.99982
+99125,Existing Customer,63,M,1,High School,Single,$60K - $80K,Blue,54,2,3,3,23355.0,1061,22294.0,0.864,8634,95,0.9,0.045,0.00027604,0.99972
+99126,Existing Customer,49,M,2,Uneducated,Married,$80K - $120K,Blue,31,1,5,3,20734.0,2517,18217.0,0.888,8888,103,0.717,0.121,0.0003474,0.99965
+99127,Existing Customer,43,F,3,Graduate,Married,$40K - $60K,Blue,37,2,1,3,2476.0,1396,1080.0,0.838,8785,111,0.609,0.564,9.6126e-05,0.9999
+99128,Existing Customer,55,M,4,Graduate,Single,$120K +,Silver,36,2,2,3,34516.0,2443,32073.0,0.827,8765,105,0.721,0.071,0.00018141,0.99982
 99129,Attrited Customer,46,F,4,High School,,Less than $40K,Blue,37,5,3,3,7552.0,0,7552.0,1.047,5537,63,0.853,0.0,0.99677,0.00323086
 99130,Existing Customer,42,M,3,,Married,Less than $40K,Silver,31,1,1,1,14630.0,0,14630.0,0.752,8217,99,0.65,0.0,3.423e-05,0.99997
 99131,Attrited Customer,43,M,3,Graduate,Single,$40K - $60K,Blue,35,5,3,2,6080.0,787,5293.0,0.975,4866,56,0.647,0.129,0.99467,0.00533
 99132,Attrited Customer,51,M,1,High School,Single,$80K - $120K,Blue,38,2,3,3,28605.0,0,28605.0,1.054,5524,67,0.718,0.0,0.99639,0.00360858
-99133,Attrited Customer,49,M,4,,,$80K - $120K,Blue,39,2,2,2,2886.0,925,1961.0,0.946,5481,58,0.758,0.321,0.99244,0.007559999999999999
+99133,Attrited Customer,49,M,4,,,$80K - $120K,Blue,39,2,2,2,2886.0,925,1961.0,0.946,5481,58,0.758,0.321,0.99244,0.00756
 99134,Attrited Customer,51,F,2,Graduate,Single,,Platinum,32,2,3,3,34516.0,531,33985.0,0.98,5418,65,0.711,0.015,0.9981,0.00189855
-99135,Existing Customer,31,F,0,Uneducated,Divorced,Less than $40K,Silver,23,2,2,1,10850.0,1873,8977.0,0.995,13794,127,0.789,0.17300000000000001,5.4721999999999995e-05,0.99995
-99136,Existing Customer,43,M,4,Graduate,Divorced,$80K - $120K,Blue,32,2,1,2,24244.0,1649,22595.0,0.7759999999999999,8074,84,0.647,0.068,5.7762e-05,0.9999399999999999
+99135,Existing Customer,31,F,0,Uneducated,Divorced,Less than $40K,Silver,23,2,2,1,10850.0,1873,8977.0,0.995,13794,127,0.789,0.173,5.4722e-05,0.99995
+99136,Existing Customer,43,M,4,Graduate,Divorced,$80K - $120K,Blue,32,2,1,2,24244.0,1649,22595.0,0.776,8074,84,0.647,0.068,5.7762e-05,0.99994
 99137,Existing Customer,59,M,0,Graduate,Single,$60K - $80K,Blue,46,2,3,2,17218.0,1829,15389.0,0.638,7971,97,0.83,0.106,0.00015435,0.99985
-99138,Existing Customer,41,F,2,,Married,,Blue,21,2,3,1,14746.0,0,14746.0,0.857,14771,127,0.628,0.0,0.00011924,0.9998799999999999
-99139,Existing Customer,53,M,2,College,Single,$120K +,Gold,36,2,1,1,34516.0,1051,33465.0,0.863,8938,114,0.6759999999999999,0.03,3.7203e-05,0.9999600000000001
-99140,Existing Customer,39,M,1,Uneducated,Single,$80K - $120K,Blue,36,1,1,3,34458.0,846,33612.0,0.8170000000000001,8271,94,0.88,0.025,8.9404e-05,0.9999100000000001
-99141,Existing Customer,57,M,3,,Single,$120K +,Silver,49,1,2,1,34516.0,2517,31999.0,0.693,8596,102,0.672,0.073,7.0741e-05,0.9999299999999999
-99142,Existing Customer,60,M,1,High School,Divorced,$40K - $60K,Blue,53,2,3,3,9369.0,1813,7556.0,0.6579999999999999,7699,101,0.629,0.19399999999999998,0.00027604,0.99972
-99143,Existing Customer,51,M,0,High School,,$80K - $120K,Blue,44,2,2,3,22741.0,2176,20565.0,0.6890000000000001,8438,100,0.887,0.096,0.0001597,0.99984
+99138,Existing Customer,41,F,2,,Married,,Blue,21,2,3,1,14746.0,0,14746.0,0.857,14771,127,0.628,0.0,0.00011924,0.99988
+99139,Existing Customer,53,M,2,College,Single,$120K +,Gold,36,2,1,1,34516.0,1051,33465.0,0.863,8938,114,0.676,0.03,3.7203e-05,0.99996
+99140,Existing Customer,39,M,1,Uneducated,Single,$80K - $120K,Blue,36,1,1,3,34458.0,846,33612.0,0.817,8271,94,0.88,0.025,8.9404e-05,0.99991
+99141,Existing Customer,57,M,3,,Single,$120K +,Silver,49,1,2,1,34516.0,2517,31999.0,0.693,8596,102,0.672,0.073,7.0741e-05,0.99993
+99142,Existing Customer,60,M,1,High School,Divorced,$40K - $60K,Blue,53,2,3,3,9369.0,1813,7556.0,0.658,7699,101,0.629,0.194,0.00027604,0.99972
+99143,Existing Customer,51,M,0,High School,,$80K - $120K,Blue,44,2,2,3,22741.0,2176,20565.0,0.689,8438,100,0.887,0.096,0.0001597,0.99984
 99144,Attrited Customer,46,F,3,,Single,$40K - $60K,Blue,39,4,3,3,9110.0,2517,6593.0,1.052,5290,69,0.816,0.276,0.99711,0.00288892
-99145,Existing Customer,45,M,2,Graduate,Married,$60K - $80K,Platinum,31,2,2,1,34516.0,1308,33208.0,0.746,8773,105,0.78,0.038,0.00011924,0.9998799999999999
-99146,Existing Customer,41,M,3,Graduate,Married,$60K - $80K,Blue,29,2,2,1,17277.0,2151,15126.0,0.701,8838,97,0.732,0.125,7.1226e-05,0.9999299999999999
-99147,Existing Customer,56,M,0,High School,,$120K +,Blue,49,2,2,2,34516.0,2156,32360.0,0.698,8766,78,0.8140000000000001,0.062,9.4951e-05,0.9999100000000001
+99145,Existing Customer,45,M,2,Graduate,Married,$60K - $80K,Platinum,31,2,2,1,34516.0,1308,33208.0,0.746,8773,105,0.78,0.038,0.00011924,0.99988
+99146,Existing Customer,41,M,3,Graduate,Married,$60K - $80K,Blue,29,2,2,1,17277.0,2151,15126.0,0.701,8838,97,0.732,0.125,7.1226e-05,0.99993
+99147,Existing Customer,56,M,0,High School,,$120K +,Blue,49,2,2,2,34516.0,2156,32360.0,0.698,8766,78,0.814,0.062,9.4951e-05,0.99991
 99148,Existing Customer,39,F,3,Uneducated,Single,,Silver,35,2,2,3,33565.0,1627,31938.0,0.66,8360,94,0.843,0.048,0.00018455,0.99982
-99149,Existing Customer,49,F,3,Graduate,Single,$40K - $60K,Silver,36,1,3,1,20176.0,2219,17957.0,0.693,8255,86,0.9109999999999999,0.11,0.00010171,0.9999
-99150,Existing Customer,45,M,3,Graduate,Single,$40K - $60K,Blue,38,1,3,1,3751.0,1869,1882.0,0.9259999999999999,9497,106,0.71,0.498,0.00011256,0.99989
-99151,Existing Customer,47,F,5,,,Less than $40K,Blue,42,2,1,2,2519.0,1584,935.0,0.76,8852,95,0.759,0.629,6.250199999999999e-05,0.9999399999999999
+99149,Existing Customer,49,F,3,Graduate,Single,$40K - $60K,Silver,36,1,3,1,20176.0,2219,17957.0,0.693,8255,86,0.911,0.11,0.00010171,0.9999
+99150,Existing Customer,45,M,3,Graduate,Single,$40K - $60K,Blue,38,1,3,1,3751.0,1869,1882.0,0.926,9497,106,0.71,0.498,0.00011256,0.99989
+99151,Existing Customer,47,F,5,,,Less than $40K,Blue,42,2,1,2,2519.0,1584,935.0,0.76,8852,95,0.759,0.629,6.2502e-05,0.99994
 99152,Attrited Customer,50,M,2,,Married,$40K - $60K,Blue,43,4,3,3,13067.0,0,13067.0,1.061,5468,71,0.775,0.0,0.997,0.00299743
-99153,Attrited Customer,45,F,3,High School,Married,$40K - $60K,Blue,37,6,2,2,3399.0,0,3399.0,0.991,5529,78,0.66,0.0,0.9913700000000001,0.00863
-99154,Existing Customer,45,M,2,High School,Married,$40K - $60K,Blue,33,1,3,3,11529.0,1823,9706.0,0.727,8135,97,0.7020000000000001,0.158,0.00029408,0.99971
-99155,Existing Customer,40,F,3,Graduate,Divorced,Less than $40K,Blue,31,1,3,2,8694.0,1117,7577.0,0.8420000000000001,9523,105,0.6940000000000001,0.128,0.00018665,0.9998100000000001
-99156,Existing Customer,52,F,1,Graduate,Single,Less than $40K,Blue,36,1,3,3,6616.0,831,5785.0,0.7070000000000001,9065,85,0.735,0.126,0.00028395,0.99972
+99153,Attrited Customer,45,F,3,High School,Married,$40K - $60K,Blue,37,6,2,2,3399.0,0,3399.0,0.991,5529,78,0.66,0.0,0.99137,0.00863
+99154,Existing Customer,45,M,2,High School,Married,$40K - $60K,Blue,33,1,3,3,11529.0,1823,9706.0,0.727,8135,97,0.702,0.158,0.00029408,0.99971
+99155,Existing Customer,40,F,3,Graduate,Divorced,Less than $40K,Blue,31,1,3,2,8694.0,1117,7577.0,0.842,9523,105,0.694,0.128,0.00018665,0.99981
+99156,Existing Customer,52,F,1,Graduate,Single,Less than $40K,Blue,36,1,3,3,6616.0,831,5785.0,0.707,9065,85,0.735,0.126,0.00028395,0.99972
 99157,Existing Customer,51,M,2,Graduate,Married,$40K - $60K,Blue,45,2,2,2,11467.0,1146,10321.0,1.018,14373,97,0.764,0.1,0.00011382,0.99989
-99158,Existing Customer,44,M,2,Graduate,,$80K - $120K,Blue,37,2,3,0,15821.0,1334,14487.0,0.81,8927,103,0.635,0.084,6.6354e-05,0.9999299999999999
-99159,Existing Customer,56,F,3,Uneducated,Single,,Platinum,46,2,3,2,34516.0,0,34516.0,0.887,8416,93,0.632,0.0,0.00033336,0.9996700000000001
+99158,Existing Customer,44,M,2,Graduate,,$80K - $120K,Blue,37,2,3,0,15821.0,1334,14487.0,0.81,8927,103,0.635,0.084,6.6354e-05,0.99993
+99159,Existing Customer,56,F,3,Uneducated,Single,,Platinum,46,2,3,2,34516.0,0,34516.0,0.887,8416,93,0.632,0.0,0.00033336,0.99967
 99160,Existing Customer,30,M,1,High School,Married,$60K - $80K,Blue,16,1,3,3,15795.0,1742,14053.0,1.022,13173,96,0.846,0.11,0.00027604,0.99972
-99161,Attrited Customer,62,F,1,Graduate,Single,Less than $40K,Blue,56,1,2,1,3109.0,0,3109.0,1.054,5470,72,0.674,0.0,0.98472,0.015280000000000002
-99162,Existing Customer,47,F,4,Post-Graduate,Single,Less than $40K,Blue,27,1,2,2,8837.0,2517,6320.0,0.618,8210,100,0.754,0.285,0.00014046,0.9998600000000001
+99161,Attrited Customer,62,F,1,Graduate,Single,Less than $40K,Blue,56,1,2,1,3109.0,0,3109.0,1.054,5470,72,0.674,0.0,0.98472,0.01528
+99162,Existing Customer,47,F,4,Post-Graduate,Single,Less than $40K,Blue,27,1,2,2,8837.0,2517,6320.0,0.618,8210,100,0.754,0.285,0.00014046,0.99986
 99163,Existing Customer,42,F,4,,Married,Less than $40K,Blue,37,2,1,3,6551.0,1718,4833.0,1.207,13363,99,0.623,0.262,0.00010679,0.99989
-99164,Existing Customer,52,F,2,High School,Single,$40K - $60K,Blue,36,1,2,2,2540.0,1093,1447.0,0.7829999999999999,9339,99,0.737,0.43,0.00011065,0.99989
-99165,Existing Customer,46,F,4,Uneducated,Divorced,,Blue,34,2,3,1,8110.0,1549,6561.0,0.8079999999999999,8033,94,0.649,0.191,0.00011697,0.9998799999999999
-99166,Existing Customer,54,F,3,Graduate,Single,,Blue,47,2,3,1,6146.0,2210,3936.0,0.905,12956,97,0.7959999999999999,0.36,0.00011256,0.99989
+99164,Existing Customer,52,F,2,High School,Single,$40K - $60K,Blue,36,1,2,2,2540.0,1093,1447.0,0.783,9339,99,0.737,0.43,0.00011065,0.99989
+99165,Existing Customer,46,F,4,Uneducated,Divorced,,Blue,34,2,3,1,8110.0,1549,6561.0,0.808,8033,94,0.649,0.191,0.00011697,0.99988
+99166,Existing Customer,54,F,3,Graduate,Single,,Blue,47,2,3,1,6146.0,2210,3936.0,0.905,12956,97,0.796,0.36,0.00011256,0.99989
 99167,Attrited Customer,58,M,2,,Single,$60K - $80K,Blue,48,2,1,2,2236.0,710,1526.0,0.434,2562,38,0.462,0.318,0.98375,0.01625
-99168,Attrited Customer,34,M,1,,Single,$80K - $120K,Blue,22,1,2,2,3711.0,1413,2298.0,0.175,3922,51,0.645,0.381,0.99156,0.008440000000000001
+99168,Attrited Customer,34,M,1,,Single,$80K - $120K,Blue,22,1,2,2,3711.0,1413,2298.0,0.175,3922,51,0.645,0.381,0.99156,0.00844
 99169,Attrited Customer,43,F,4,Uneducated,Married,Less than $40K,Blue,30,2,2,3,2082.0,1794,288.0,0.735,3423,48,0.92,0.862,0.99518,0.00481999
-99170,Existing Customer,49,M,4,Graduate,Married,$80K - $120K,Blue,29,2,2,3,9959.0,2216,7743.0,0.747,15139,90,0.8370000000000001,0.223,0.00020077,0.9998
-99171,Existing Customer,55,M,4,,Single,$60K - $80K,Blue,48,2,2,3,18980.0,2517,16463.0,0.655,8295,113,0.687,0.133,0.00022068,0.9997799999999999
-99172,Existing Customer,47,F,3,Graduate,Married,$40K - $60K,Silver,29,1,2,2,15472.0,865,14607.0,0.7559999999999999,14132,103,0.746,0.055999999999999994,0.00010672,0.99989
-99173,Existing Customer,50,F,2,,Single,,Blue,42,1,3,3,21498.0,1542,19956.0,0.759,13015,104,0.857,0.07200000000000001,0.00033251,0.9996700000000001
+99170,Existing Customer,49,M,4,Graduate,Married,$80K - $120K,Blue,29,2,2,3,9959.0,2216,7743.0,0.747,15139,90,0.837,0.223,0.00020077,0.9998
+99171,Existing Customer,55,M,4,,Single,$60K - $80K,Blue,48,2,2,3,18980.0,2517,16463.0,0.655,8295,113,0.687,0.133,0.00022068,0.99978
+99172,Existing Customer,47,F,3,Graduate,Married,$40K - $60K,Silver,29,1,2,2,15472.0,865,14607.0,0.756,14132,103,0.746,0.056,0.00010672,0.99989
+99173,Existing Customer,50,F,2,,Single,,Blue,42,1,3,3,21498.0,1542,19956.0,0.759,13015,104,0.857,0.072,0.00033251,0.99967
 99174,Attrited Customer,41,F,1,High School,Single,$40K - $60K,Blue,36,4,3,3,2667.0,0,2667.0,0.494,4399,54,0.862,0.0,0.99639,0.00360858
-99175,Existing Customer,44,F,2,Graduate,Single,Less than $40K,Blue,31,1,2,1,4291.0,1285,3006.0,0.846,15511,101,0.629,0.299,6.864e-05,0.9999299999999999
-99176,Attrited Customer,39,M,2,College,Married,$60K - $80K,Blue,26,1,2,2,3879.0,0,3879.0,0.9279999999999999,7786,81,0.929,0.0,0.99105,0.00895
+99175,Existing Customer,44,F,2,Graduate,Single,Less than $40K,Blue,31,1,2,1,4291.0,1285,3006.0,0.846,15511,101,0.629,0.299,6.864e-05,0.99993
+99176,Attrited Customer,39,M,2,College,Married,$60K - $80K,Blue,26,1,2,2,3879.0,0,3879.0,0.928,7786,81,0.929,0.0,0.99105,0.00895
 99177,Existing Customer,43,M,5,Graduate,,$60K - $80K,Blue,28,1,3,1,12773.0,1637,11136.0,0.919,14833,114,0.583,0.128,0.00011199,0.99989
-99178,Existing Customer,32,M,0,High School,Single,$60K - $80K,Blue,36,1,1,1,6224.0,1965,4259.0,0.7390000000000001,13630,124,0.6990000000000001,0.316,2.7706999999999997e-05,0.99997
-99179,Existing Customer,40,M,3,,Single,$60K - $80K,Blue,34,2,2,1,9594.0,2517,7077.0,0.945,14213,100,0.7859999999999999,0.262,7.8291e-05,0.99992
-99180,Existing Customer,49,M,2,,Married,Less than $40K,Silver,44,2,2,3,12518.0,1722,10796.0,0.8909999999999999,14276,96,0.778,0.138,0.00019013,0.9998100000000001
-99181,Attrited Customer,56,F,1,College,Single,Less than $40K,Blue,48,4,2,2,2783.0,1763,1020.0,0.344,3967,42,0.4,0.633,0.9904700000000001,0.00953
+99178,Existing Customer,32,M,0,High School,Single,$60K - $80K,Blue,36,1,1,1,6224.0,1965,4259.0,0.739,13630,124,0.699,0.316,2.7707e-05,0.99997
+99179,Existing Customer,40,M,3,,Single,$60K - $80K,Blue,34,2,2,1,9594.0,2517,7077.0,0.945,14213,100,0.786,0.262,7.8291e-05,0.99992
+99180,Existing Customer,49,M,2,,Married,Less than $40K,Silver,44,2,2,3,12518.0,1722,10796.0,0.891,14276,96,0.778,0.138,0.00019013,0.99981
+99181,Attrited Customer,56,F,1,College,Single,Less than $40K,Blue,48,4,2,2,2783.0,1763,1020.0,0.344,3967,42,0.4,0.633,0.99047,0.00953
 99182,Existing Customer,60,F,0,Graduate,Married,Less than $40K,Blue,55,2,1,3,3773.0,0,3773.0,0.684,14264,118,0.873,0.0,7.9494e-05,0.99992
-99183,Existing Customer,41,F,5,High School,Married,$40K - $60K,Silver,36,2,1,1,19281.0,1805,17476.0,0.893,15423,110,0.6920000000000001,0.094,3.012e-05,0.99997
-99184,Attrited Customer,43,F,5,Graduate,Married,Less than $40K,Silver,33,6,3,2,14806.0,2517,12289.0,0.5579999999999999,4804,57,0.462,0.17,0.99408,0.00592
+99183,Existing Customer,41,F,5,High School,Married,$40K - $60K,Silver,36,2,1,1,19281.0,1805,17476.0,0.893,15423,110,0.692,0.094,3.012e-05,0.99997
+99184,Attrited Customer,43,F,5,Graduate,Married,Less than $40K,Silver,33,6,3,2,14806.0,2517,12289.0,0.558,4804,57,0.462,0.17,0.99408,0.00592
 99185,Existing Customer,32,M,0,Graduate,Divorced,$40K - $60K,Blue,36,2,1,1,7473.0,1253,6220.0,0.98,13400,104,0.733,0.168,2.8501e-05,0.99997
-99186,Existing Customer,47,F,2,High School,Single,Less than $40K,Blue,41,1,1,2,3108.0,1978,1130.0,0.917,14965,127,0.716,0.636,5.3541999999999997e-05,0.99995
-99187,Existing Customer,46,M,3,Graduate,Divorced,$80K - $120K,Blue,33,1,3,1,34516.0,975,33541.0,0.738,12871,104,0.552,0.027999999999999997,0.00011256,0.99989
-99188,Attrited Customer,41,M,2,Graduate,Single,$120K +,Blue,37,5,3,4,27742.0,2517,25225.0,0.835,8646,85,0.977,0.091,0.9980700000000001,0.00193323
-99189,Attrited Customer,51,F,1,Uneducated,Single,Less than $40K,Silver,41,6,2,3,14563.0,1309,13254.0,0.708,6408,70,0.9440000000000001,0.09,0.99405,0.00595
-99190,Attrited Customer,58,M,2,Uneducated,Single,$80K - $120K,Blue,46,1,3,1,10286.0,0,10286.0,0.9079999999999999,8199,59,0.903,0.0,0.99111,0.00889
-99191,Existing Customer,48,F,2,Graduate,Divorced,,Blue,43,2,3,3,7791.0,1472,6319.0,0.9790000000000001,13945,107,0.754,0.18899999999999997,0.00030251,0.9997
-99192,Existing Customer,53,F,3,Uneducated,Married,Less than $40K,Blue,47,1,3,2,3733.0,1620,2113.0,0.765,15200,118,0.934,0.434,0.00019191,0.9998100000000001
+99186,Existing Customer,47,F,2,High School,Single,Less than $40K,Blue,41,1,1,2,3108.0,1978,1130.0,0.917,14965,127,0.716,0.636,5.3542e-05,0.99995
+99187,Existing Customer,46,M,3,Graduate,Divorced,$80K - $120K,Blue,33,1,3,1,34516.0,975,33541.0,0.738,12871,104,0.552,0.028,0.00011256,0.99989
+99188,Attrited Customer,41,M,2,Graduate,Single,$120K +,Blue,37,5,3,4,27742.0,2517,25225.0,0.835,8646,85,0.977,0.091,0.99807,0.00193323
+99189,Attrited Customer,51,F,1,Uneducated,Single,Less than $40K,Silver,41,6,2,3,14563.0,1309,13254.0,0.708,6408,70,0.944,0.09,0.99405,0.00595
+99190,Attrited Customer,58,M,2,Uneducated,Single,$80K - $120K,Blue,46,1,3,1,10286.0,0,10286.0,0.908,8199,59,0.903,0.0,0.99111,0.00889
+99191,Existing Customer,48,F,2,Graduate,Divorced,,Blue,43,2,3,3,7791.0,1472,6319.0,0.979,13945,107,0.754,0.189,0.00030251,0.9997
+99192,Existing Customer,53,F,3,Uneducated,Married,Less than $40K,Blue,47,1,3,2,3733.0,1620,2113.0,0.765,15200,118,0.934,0.434,0.00019191,0.99981
 99193,Existing Customer,52,M,1,Graduate,Single,$80K - $120K,Silver,44,2,1,2,34516.0,1618,32898.0,1.0,11603,109,0.847,0.047,4.6711e-05,0.99995
-99194,Existing Customer,45,F,4,High School,Single,Less than $40K,Silver,36,2,5,2,14416.0,0,14416.0,0.7879999999999999,13820,99,0.65,0.0,0.00018508,0.9998100000000001
+99194,Existing Customer,45,F,4,High School,Single,Less than $40K,Silver,36,2,5,2,14416.0,0,14416.0,0.788,13820,99,0.65,0.0,0.00018508,0.99981
 99195,Attrited Customer,41,M,3,Uneducated,Married,$120K +,Blue,36,1,2,3,34516.0,0,34516.0,0.377,5603,56,0.244,0.0,0.99513,0.00487126
 99196,Existing Customer,37,F,2,Graduate,Divorced,Less than $40K,Silver,32,1,3,2,12033.0,1025,11008.0,0.684,12603,106,0.893,0.085,0.00016253,0.99984
-99197,Existing Customer,44,M,4,High School,Single,$60K - $80K,Gold,29,1,2,1,34516.0,1930,32586.0,0.615,12478,97,0.764,0.055999999999999994,8.0627e-05,0.99992
-99198,Attrited Customer,49,F,2,,Married,Less than $40K,Blue,41,5,2,2,3243.0,0,3243.0,0.685,6059,71,0.821,0.0,0.9920700000000001,0.00793
-99199,Existing Customer,32,F,2,,Married,Less than $40K,Blue,20,1,3,2,9761.0,1470,8291.0,0.7959999999999999,14334,97,0.732,0.151,0.00019771,0.9998
+99197,Existing Customer,44,M,4,High School,Single,$60K - $80K,Gold,29,1,2,1,34516.0,1930,32586.0,0.615,12478,97,0.764,0.056,8.0627e-05,0.99992
+99198,Attrited Customer,49,F,2,,Married,Less than $40K,Blue,41,5,2,2,3243.0,0,3243.0,0.685,6059,71,0.821,0.0,0.99207,0.00793
+99199,Existing Customer,32,F,2,,Married,Less than $40K,Blue,20,1,3,2,9761.0,1470,8291.0,0.796,14334,97,0.732,0.151,0.00019771,0.9998
 99200,Existing Customer,36,F,2,Graduate,Married,Less than $40K,Blue,30,1,3,2,5723.0,0,5723.0,0.85,12403,120,0.69,0.0,0.00017987,0.99982
-99201,Existing Customer,47,F,3,Graduate,Divorced,Less than $40K,Blue,41,1,1,3,9947.0,2496,7451.0,0.802,14576,110,0.774,0.251,9.612600000000001e-05,0.9999
+99201,Existing Customer,47,F,3,Graduate,Divorced,Less than $40K,Blue,41,1,1,3,9947.0,2496,7451.0,0.802,14576,110,0.774,0.251,9.6126e-05,0.9999
 99202,Existing Customer,49,M,0,Uneducated,Married,$60K - $80K,Blue,38,1,3,2,3599.0,0,3599.0,0.738,13324,110,0.594,0.0,0.00015871,0.99984
-99203,Existing Customer,58,M,2,Doctorate,Married,$120K +,Blue,48,2,3,1,12648.0,1604,11044.0,0.7190000000000001,14465,125,0.7120000000000001,0.127,0.00015697,0.99984
+99203,Existing Customer,58,M,2,Doctorate,Married,$120K +,Blue,48,2,3,1,12648.0,1604,11044.0,0.719,14465,125,0.712,0.127,0.00015697,0.99984
 99204,Attrited Customer,45,M,3,Uneducated,Married,$40K - $60K,Blue,28,2,2,5,4572.0,0,4572.0,0.48,3555,42,0.4,0.0,0.99834,0.00165524
 99205,Existing Customer,53,F,5,,Married,Less than $40K,Blue,42,1,2,2,4021.0,1745,2276.0,0.784,14567,120,0.846,0.434,0.00012916,0.99987
-99206,Existing Customer,45,M,5,High School,Married,$80K - $120K,Blue,25,1,3,3,25601.0,1384,24217.0,0.745,12896,100,0.852,0.054000000000000006,0.00030361,0.9997
-99207,Existing Customer,44,M,4,Uneducated,,$80K - $120K,Blue,36,1,3,1,25428.0,1528,23900.0,0.725,13360,97,0.7959999999999999,0.06,0.00011697,0.9998799999999999
-99208,Existing Customer,54,M,3,Post-Graduate,Single,$40K - $60K,Blue,44,2,5,3,4216.0,1290,2926.0,0.86,13787,121,0.5710000000000001,0.306,0.00041252,0.99959
-99209,Existing Customer,38,F,2,High School,Married,$40K - $60K,Blue,27,2,1,2,3140.0,2517,623.0,0.8009999999999999,13677,122,0.821,0.802,5.3541999999999997e-05,0.99995
-99210,Existing Customer,46,M,3,Doctorate,Married,$60K - $80K,Blue,31,2,2,2,21161.0,1198,19963.0,0.7829999999999999,13119,104,0.625,0.057,0.00017091,0.9998299999999999
-99211,Existing Customer,41,F,2,Uneducated,Married,,Blue,32,2,5,3,5877.0,1713,4164.0,0.7909999999999999,15106,91,0.978,0.29100000000000004,0.0003474,0.99965
-99212,Existing Customer,48,F,2,Doctorate,Married,$40K - $60K,Blue,36,1,2,2,9074.0,1648,7426.0,0.727,14084,110,0.8029999999999999,0.182,0.00016471,0.99984
-99213,Existing Customer,53,M,2,High School,Single,$60K - $80K,Blue,49,2,3,2,4142.0,2252,1890.0,0.7140000000000001,15078,117,0.746,0.544,0.00017486,0.9998299999999999
-99214,Existing Customer,39,M,3,Graduate,Married,$40K - $60K,Blue,29,2,2,2,3152.0,1174,1978.0,0.862,13670,117,0.857,0.37200000000000005,0.00011811,0.9998799999999999
-99215,Attrited Customer,48,F,4,Graduate,Single,Less than $40K,Platinum,37,5,3,4,15987.0,0,15987.0,0.8270000000000001,7681,71,0.69,0.0,0.9989399999999999,0.00106195
-99216,Existing Customer,41,M,3,Graduate,Single,$40K - $60K,Blue,36,2,3,2,8919.0,1723,7196.0,0.848,13719,96,0.7140000000000001,0.193,0.00018665,0.9998100000000001
+99206,Existing Customer,45,M,5,High School,Married,$80K - $120K,Blue,25,1,3,3,25601.0,1384,24217.0,0.745,12896,100,0.852,0.054,0.00030361,0.9997
+99207,Existing Customer,44,M,4,Uneducated,,$80K - $120K,Blue,36,1,3,1,25428.0,1528,23900.0,0.725,13360,97,0.796,0.06,0.00011697,0.99988
+99208,Existing Customer,54,M,3,Post-Graduate,Single,$40K - $60K,Blue,44,2,5,3,4216.0,1290,2926.0,0.86,13787,121,0.571,0.306,0.00041252,0.99959
+99209,Existing Customer,38,F,2,High School,Married,$40K - $60K,Blue,27,2,1,2,3140.0,2517,623.0,0.801,13677,122,0.821,0.802,5.3542e-05,0.99995
+99210,Existing Customer,46,M,3,Doctorate,Married,$60K - $80K,Blue,31,2,2,2,21161.0,1198,19963.0,0.783,13119,104,0.625,0.057,0.00017091,0.99983
+99211,Existing Customer,41,F,2,Uneducated,Married,,Blue,32,2,5,3,5877.0,1713,4164.0,0.791,15106,91,0.978,0.291,0.0003474,0.99965
+99212,Existing Customer,48,F,2,Doctorate,Married,$40K - $60K,Blue,36,1,2,2,9074.0,1648,7426.0,0.727,14084,110,0.803,0.182,0.00016471,0.99984
+99213,Existing Customer,53,M,2,High School,Single,$60K - $80K,Blue,49,2,3,2,4142.0,2252,1890.0,0.714,15078,117,0.746,0.544,0.00017486,0.99983
+99214,Existing Customer,39,M,3,Graduate,Married,$40K - $60K,Blue,29,2,2,2,3152.0,1174,1978.0,0.862,13670,117,0.857,0.372,0.00011811,0.99988
+99215,Attrited Customer,48,F,4,Graduate,Single,Less than $40K,Platinum,37,5,3,4,15987.0,0,15987.0,0.827,7681,71,0.69,0.0,0.99894,0.00106195
+99216,Existing Customer,41,M,3,Graduate,Single,$40K - $60K,Blue,36,2,3,2,8919.0,1723,7196.0,0.848,13719,96,0.714,0.193,0.00018665,0.99981
 99217,Existing Customer,54,F,2,Uneducated,Married,,Blue,42,1,1,3,24927.0,1273,23654.0,0.743,14603,113,0.687,0.051,9.5249e-05,0.9999
-99218,Existing Customer,49,M,2,High School,Divorced,$40K - $60K,Blue,36,2,1,1,3308.0,2150,1158.0,0.879,15019,101,0.6559999999999999,0.65,3.2288e-05,0.99997
-99219,Attrited Customer,61,M,1,Graduate,,$60K - $80K,Blue,53,1,1,2,6157.0,581,5576.0,0.583,4041,65,0.5479999999999999,0.094,0.9810200000000001,0.01898
-99220,Existing Customer,41,M,3,,Married,$60K - $80K,Silver,35,2,3,2,33889.0,1203,32686.0,0.9440000000000001,14954,112,0.623,0.035,0.00018538,0.9998100000000001
-99221,Existing Customer,52,M,2,Uneducated,,$120K +,Blue,42,1,1,3,33552.0,1252,32300.0,0.7929999999999999,14490,98,0.815,0.037000000000000005,9.5249e-05,0.9999
-99222,Existing Customer,44,M,3,,Single,$120K +,Silver,39,2,3,1,34516.0,2123,32393.0,0.8009999999999999,14242,107,0.551,0.062,0.0001118,0.99989
-99223,Existing Customer,33,F,3,,Single,$40K - $60K,Silver,36,2,3,3,19594.0,971,18623.0,0.7609999999999999,12429,111,0.542,0.05,0.00031177,0.99969
-99224,Existing Customer,37,M,2,Graduate,Single,$60K - $80K,Blue,28,2,6,1,7349.0,994,6355.0,0.8640000000000001,13970,109,0.847,0.135,8.563100000000001e-05,0.9999100000000001
-99225,Existing Customer,52,F,3,Graduate,Single,$40K - $60K,Blue,45,1,1,2,14803.0,985,13818.0,0.831,14426,87,0.642,0.067,5.7151e-05,0.9999399999999999
-99226,Attrited Customer,51,F,3,Uneducated,Married,Less than $40K,Blue,46,5,5,2,3536.0,0,3536.0,0.542,3281,39,0.39299999999999996,0.0,0.99536,0.00464271
-99227,Attrited Customer,43,M,4,Uneducated,Divorced,$80K - $120K,Blue,36,2,3,2,19333.0,0,19333.0,0.9690000000000001,7847,63,0.75,0.0,0.99487,0.00513
+99218,Existing Customer,49,M,2,High School,Divorced,$40K - $60K,Blue,36,2,1,1,3308.0,2150,1158.0,0.879,15019,101,0.656,0.65,3.2288e-05,0.99997
+99219,Attrited Customer,61,M,1,Graduate,,$60K - $80K,Blue,53,1,1,2,6157.0,581,5576.0,0.583,4041,65,0.548,0.094,0.98102,0.01898
+99220,Existing Customer,41,M,3,,Married,$60K - $80K,Silver,35,2,3,2,33889.0,1203,32686.0,0.944,14954,112,0.623,0.035,0.00018538,0.99981
+99221,Existing Customer,52,M,2,Uneducated,,$120K +,Blue,42,1,1,3,33552.0,1252,32300.0,0.793,14490,98,0.815,0.037,9.5249e-05,0.9999
+99222,Existing Customer,44,M,3,,Single,$120K +,Silver,39,2,3,1,34516.0,2123,32393.0,0.801,14242,107,0.551,0.062,0.0001118,0.99989
+99223,Existing Customer,33,F,3,,Single,$40K - $60K,Silver,36,2,3,3,19594.0,971,18623.0,0.761,12429,111,0.542,0.05,0.00031177,0.99969
+99224,Existing Customer,37,M,2,Graduate,Single,$60K - $80K,Blue,28,2,6,1,7349.0,994,6355.0,0.864,13970,109,0.847,0.135,8.5631e-05,0.99991
+99225,Existing Customer,52,F,3,Graduate,Single,$40K - $60K,Blue,45,1,1,2,14803.0,985,13818.0,0.831,14426,87,0.642,0.067,5.7151e-05,0.99994
+99226,Attrited Customer,51,F,3,Uneducated,Married,Less than $40K,Blue,46,5,5,2,3536.0,0,3536.0,0.542,3281,39,0.393,0.0,0.99536,0.00464271
+99227,Attrited Customer,43,M,4,Uneducated,Divorced,$80K - $120K,Blue,36,2,3,2,19333.0,0,19333.0,0.969,7847,63,0.75,0.0,0.99487,0.00513
 99228,Existing Customer,54,F,1,High School,Married,Less than $40K,Silver,44,2,2,3,11605.0,1470,10135.0,0.93,12592,117,0.8,0.127,0.00015784,0.99984
-99229,Existing Customer,31,F,0,Uneducated,Divorced,Less than $40K,Blue,22,2,1,3,3329.0,0,3329.0,0.6409999999999999,13109,114,0.727,0.0,8.1736e-05,0.99992
-99230,Existing Customer,40,F,4,High School,Single,Less than $40K,Blue,36,2,1,3,3961.0,1531,2430.0,0.6459999999999999,12631,100,0.852,0.387,9.444700000000001e-05,0.9999100000000001
-99231,Existing Customer,49,F,4,Uneducated,,Less than $40K,Blue,45,1,3,1,5975.0,2045,3930.0,0.847,13090,102,0.672,0.342,0.00011697,0.9998799999999999
+99229,Existing Customer,31,F,0,Uneducated,Divorced,Less than $40K,Blue,22,2,1,3,3329.0,0,3329.0,0.641,13109,114,0.727,0.0,8.1736e-05,0.99992
+99230,Existing Customer,40,F,4,High School,Single,Less than $40K,Blue,36,2,1,3,3961.0,1531,2430.0,0.646,12631,100,0.852,0.387,9.4447e-05,0.99991
+99231,Existing Customer,49,F,4,Uneducated,,Less than $40K,Blue,45,1,3,1,5975.0,2045,3930.0,0.847,13090,102,0.672,0.342,0.00011697,0.99988
 99232,Attrited Customer,60,M,1,Uneducated,Married,$40K - $60K,Blue,47,6,1,5,3735.0,1175,2560.0,1.036,8193,66,0.65,0.315,0.99623,0.00377382
-99233,Attrited Customer,62,F,0,Uneducated,Single,Less than $40K,Blue,36,6,3,3,5780.0,0,5780.0,0.39399999999999996,6613,40,0.429,0.0,0.9962700000000001,0.00373147
-99234,Existing Customer,44,M,2,Graduate,Married,$80K - $120K,Blue,36,2,2,2,19141.0,1933,17208.0,1.05,15203,114,0.7809999999999999,0.10099999999999999,0.00011382,0.99989
-99235,Existing Customer,43,F,3,Graduate,,Less than $40K,Blue,37,2,3,3,3461.0,1767,1694.0,0.8290000000000001,13179,122,0.6940000000000001,0.511,0.0003139,0.99969
-99236,Existing Customer,56,M,2,High School,Married,$80K - $120K,Blue,43,2,2,1,29394.0,1002,28392.0,0.935,14901,92,0.6729999999999999,0.034,6.6728e-05,0.9999299999999999
-99237,Existing Customer,35,M,4,High School,Single,$80K - $120K,Blue,26,2,1,1,24250.0,0,24250.0,0.753,12593,99,0.768,0.0,3.3863000000000004e-05,0.99997
-99238,Existing Customer,40,F,4,Graduate,Married,$40K - $60K,Silver,32,1,2,3,16191.0,0,16191.0,0.9670000000000001,13452,107,0.621,0.0,0.00018141,0.99982
-99239,Existing Customer,52,M,2,High School,Divorced,$60K - $80K,Blue,42,1,3,2,7261.0,1443,5818.0,0.972,14533,108,0.565,0.19899999999999998,0.00017486,0.9998299999999999
-99240,Existing Customer,29,M,0,High School,Single,$40K - $60K,Blue,36,2,3,1,4023.0,1437,2586.0,0.69,12510,96,0.92,0.35700000000000004,9.049299999999999e-05,0.9999100000000001
-99241,Attrited Customer,52,M,0,High School,Single,$60K - $80K,Blue,39,4,3,2,3764.0,0,3764.0,0.7759999999999999,6574,69,0.865,0.0,0.9933799999999999,0.00662
-99242,Existing Customer,49,F,3,,Married,Less than $40K,Blue,36,1,1,3,3767.0,1106,2661.0,0.9440000000000001,15578,126,0.826,0.294,0.00010566,0.99989
+99233,Attrited Customer,62,F,0,Uneducated,Single,Less than $40K,Blue,36,6,3,3,5780.0,0,5780.0,0.394,6613,40,0.429,0.0,0.99627,0.00373147
+99234,Existing Customer,44,M,2,Graduate,Married,$80K - $120K,Blue,36,2,2,2,19141.0,1933,17208.0,1.05,15203,114,0.781,0.101,0.00011382,0.99989
+99235,Existing Customer,43,F,3,Graduate,,Less than $40K,Blue,37,2,3,3,3461.0,1767,1694.0,0.829,13179,122,0.694,0.511,0.0003139,0.99969
+99236,Existing Customer,56,M,2,High School,Married,$80K - $120K,Blue,43,2,2,1,29394.0,1002,28392.0,0.935,14901,92,0.673,0.034,6.6728e-05,0.99993
+99237,Existing Customer,35,M,4,High School,Single,$80K - $120K,Blue,26,2,1,1,24250.0,0,24250.0,0.753,12593,99,0.768,0.0,3.3863e-05,0.99997
+99238,Existing Customer,40,F,4,Graduate,Married,$40K - $60K,Silver,32,1,2,3,16191.0,0,16191.0,0.967,13452,107,0.621,0.0,0.00018141,0.99982
+99239,Existing Customer,52,M,2,High School,Divorced,$60K - $80K,Blue,42,1,3,2,7261.0,1443,5818.0,0.972,14533,108,0.565,0.199,0.00017486,0.99983
+99240,Existing Customer,29,M,0,High School,Single,$40K - $60K,Blue,36,2,3,1,4023.0,1437,2586.0,0.69,12510,96,0.92,0.357,9.0493e-05,0.99991
+99241,Attrited Customer,52,M,0,High School,Single,$60K - $80K,Blue,39,4,3,2,3764.0,0,3764.0,0.776,6574,69,0.865,0.0,0.99338,0.00662
+99242,Existing Customer,49,F,3,,Married,Less than $40K,Blue,36,1,1,3,3767.0,1106,2661.0,0.944,15578,126,0.826,0.294,0.00010566,0.99989
 99243,Attrited Customer,37,M,3,Graduate,Married,$60K - $80K,Blue,28,2,3,2,6407.0,478,5929.0,1.022,9322,77,0.833,0.075,0.99467,0.00533
 99244,Attrited Customer,47,F,3,,Married,$40K - $60K,Blue,36,4,3,6,5822.0,0,5822.0,0.655,3240,38,0.652,0.0,0.99944,0.00055875
-99245,Existing Customer,32,M,1,Uneducated,Single,$60K - $80K,Silver,36,2,3,1,33711.0,1437,32274.0,0.9420000000000001,14880,134,0.654,0.043,9.4595e-05,0.9999100000000001
-99246,Existing Customer,44,F,3,Graduate,Married,,Silver,34,2,2,1,31699.0,1976,29723.0,0.8109999999999999,13653,113,0.687,0.062,6.4357e-05,0.9999399999999999
-99247,Existing Customer,47,M,5,College,Single,$80K - $120K,Blue,41,1,1,3,3429.0,1779,1650.0,0.938,14107,99,0.65,0.519,9.298200000000001e-05,0.9999100000000001
-99248,Existing Customer,45,M,3,Graduate,,$120K +,Blue,36,1,4,3,8858.0,1359,7499.0,0.741,14223,103,0.7759999999999999,0.153,0.00037935,0.9996200000000001
-99249,Existing Customer,46,M,2,Graduate,Divorced,$60K - $80K,Blue,41,2,2,3,7064.0,1234,5830.0,0.955,13791,103,0.585,0.175,0.00019143,0.9998100000000001
-99250,Attrited Customer,34,F,3,Graduate,Married,Less than $40K,Gold,36,6,3,2,15487.0,1847,13640.0,0.943,7031,67,0.8109999999999999,0.11900000000000001,0.9953700000000001,0.00462792
-99251,Existing Customer,39,F,4,High School,Married,Less than $40K,Blue,36,2,2,1,3600.0,2072,1528.0,0.94,14137,116,0.966,0.5760000000000001,6.9982e-05,0.9999299999999999
-99252,Existing Customer,46,M,4,College,Single,$120K +,Blue,36,1,2,2,34516.0,585,33931.0,0.802,14319,96,0.655,0.017,0.00011605,0.9998799999999999
-99253,Attrited Customer,50,M,3,High School,Married,$80K - $120K,Silver,36,5,3,3,34516.0,2292,32224.0,0.8759999999999999,8045,71,0.868,0.066,0.99639,0.00361254
-99254,Existing Customer,45,F,2,Uneducated,Married,Less than $40K,Blue,27,1,2,2,2490.0,1059,1431.0,0.715,12257,101,0.772,0.425,0.00011703,0.9998799999999999
+99245,Existing Customer,32,M,1,Uneducated,Single,$60K - $80K,Silver,36,2,3,1,33711.0,1437,32274.0,0.942,14880,134,0.654,0.043,9.4595e-05,0.99991
+99246,Existing Customer,44,F,3,Graduate,Married,,Silver,34,2,2,1,31699.0,1976,29723.0,0.811,13653,113,0.687,0.062,6.4357e-05,0.99994
+99247,Existing Customer,47,M,5,College,Single,$80K - $120K,Blue,41,1,1,3,3429.0,1779,1650.0,0.938,14107,99,0.65,0.519,9.2982e-05,0.99991
+99248,Existing Customer,45,M,3,Graduate,,$120K +,Blue,36,1,4,3,8858.0,1359,7499.0,0.741,14223,103,0.776,0.153,0.00037935,0.99962
+99249,Existing Customer,46,M,2,Graduate,Divorced,$60K - $80K,Blue,41,2,2,3,7064.0,1234,5830.0,0.955,13791,103,0.585,0.175,0.00019143,0.99981
+99250,Attrited Customer,34,F,3,Graduate,Married,Less than $40K,Gold,36,6,3,2,15487.0,1847,13640.0,0.943,7031,67,0.811,0.119,0.99537,0.00462792
+99251,Existing Customer,39,F,4,High School,Married,Less than $40K,Blue,36,2,2,1,3600.0,2072,1528.0,0.94,14137,116,0.966,0.576,6.9982e-05,0.99993
+99252,Existing Customer,46,M,4,College,Single,$120K +,Blue,36,1,2,2,34516.0,585,33931.0,0.802,14319,96,0.655,0.017,0.00011605,0.99988
+99253,Attrited Customer,50,M,3,High School,Married,$80K - $120K,Silver,36,5,3,3,34516.0,2292,32224.0,0.876,8045,71,0.868,0.066,0.99639,0.00361254
+99254,Existing Customer,45,F,2,Uneducated,Married,Less than $40K,Blue,27,1,2,2,2490.0,1059,1431.0,0.715,12257,101,0.772,0.425,0.00011703,0.99988
 99255,Attrited Customer,56,M,1,Uneducated,Married,$80K - $120K,Blue,36,6,2,1,33870.0,0,33870.0,0.872,7661,61,0.525,0.0,0.98513,0.01487
-99256,Attrited Customer,50,M,2,Uneducated,,$120K +,Blue,38,6,2,1,34516.0,397,34119.0,0.914,7454,81,0.841,0.012,0.98603,0.013969999999999998
+99256,Attrited Customer,50,M,2,Uneducated,,$120K +,Blue,38,6,2,1,34516.0,397,34119.0,0.914,7454,81,0.841,0.012,0.98603,0.01397
 99257,Existing Customer,30,M,0,,Single,$60K - $80K,Blue,20,1,3,3,23760.0,1349,22411.0,0.961,13124,103,0.746,0.057,0.00028535,0.99971
-99258,Attrited Customer,53,F,4,Graduate,Married,Less than $40K,Blue,36,2,3,6,4005.0,0,4005.0,0.8959999999999999,7022,75,0.667,0.0,0.99939,0.00060765
-99259,Attrited Customer,60,M,0,College,Married,$80K - $120K,Blue,50,1,4,2,29239.0,0,29239.0,1.057,8169,65,0.585,0.0,0.9945200000000001,0.00548
-99260,Attrited Customer,41,M,4,Graduate,Single,$80K - $120K,Silver,29,2,3,6,34516.0,0,34516.0,0.434,3526,53,0.828,0.0,0.9993299999999999,0.00067247
-99261,Existing Customer,42,F,3,Graduate,Single,Less than $40K,Blue,32,2,2,3,3391.0,1359,2032.0,0.662,13212,107,0.6459999999999999,0.401,0.00019864,0.9998
+99258,Attrited Customer,53,F,4,Graduate,Married,Less than $40K,Blue,36,2,3,6,4005.0,0,4005.0,0.896,7022,75,0.667,0.0,0.99939,0.00060765
+99259,Attrited Customer,60,M,0,College,Married,$80K - $120K,Blue,50,1,4,2,29239.0,0,29239.0,1.057,8169,65,0.585,0.0,0.99452,0.00548
+99260,Attrited Customer,41,M,4,Graduate,Single,$80K - $120K,Silver,29,2,3,6,34516.0,0,34516.0,0.434,3526,53,0.828,0.0,0.99933,0.00067247
+99261,Existing Customer,42,F,3,Graduate,Single,Less than $40K,Blue,32,2,2,3,3391.0,1359,2032.0,0.662,13212,107,0.646,0.401,0.00019864,0.9998
 99262,Attrited Customer,31,F,0,Graduate,Single,Less than $40K,Blue,21,4,2,3,4598.0,0,4598.0,0.439,6317,77,0.833,0.0,0.99395,0.00605
-99263,Attrited Customer,51,M,4,Graduate,Single,$80K - $120K,Silver,42,6,4,2,34516.0,230,34286.0,1.004,8629,65,0.5479999999999999,0.006999999999999999,0.9951700000000001,0.00483011
+99263,Attrited Customer,51,M,4,Graduate,Single,$80K - $120K,Silver,42,6,4,2,34516.0,230,34286.0,1.004,8629,65,0.548,0.007,0.99517,0.00483011
 99264,Attrited Customer,45,M,5,Uneducated,Married,$80K - $120K,Blue,34,2,3,3,3435.0,2517,918.0,0.332,5567,51,0.545,0.733,0.9969,0.00310348
-99265,Existing Customer,55,M,2,Uneducated,Single,$60K - $80K,Blue,36,2,1,1,17540.0,1337,16203.0,0.7340000000000001,14244,96,0.6,0.076,3.415e-05,0.99997
-99266,Existing Customer,51,M,3,Doctorate,Single,$80K - $120K,Blue,38,2,3,2,31346.0,1318,30028.0,0.862,13303,92,0.804,0.042,0.00027008,0.9997299999999999
-99267,Existing Customer,28,M,0,Uneducated,Single,Less than $40K,Blue,20,1,1,3,4342.0,893,3449.0,0.878,17064,116,0.758,0.20600000000000002,8.1736e-05,0.99992
+99265,Existing Customer,55,M,2,Uneducated,Single,$60K - $80K,Blue,36,2,1,1,17540.0,1337,16203.0,0.734,14244,96,0.6,0.076,3.415e-05,0.99997
+99266,Existing Customer,51,M,3,Doctorate,Single,$80K - $120K,Blue,38,2,3,2,31346.0,1318,30028.0,0.862,13303,92,0.804,0.042,0.00027008,0.99973
+99267,Existing Customer,28,M,0,Uneducated,Single,Less than $40K,Blue,20,1,1,3,4342.0,893,3449.0,0.878,17064,116,0.758,0.206,8.1736e-05,0.99992
 99268,Existing Customer,44,F,5,Graduate,Divorced,Less than $40K,Blue,38,2,1,3,3842.0,2459,1383.0,0.691,13598,119,0.725,0.64,9.5638e-05,0.9999
-99269,Existing Customer,51,F,2,Graduate,Single,$40K - $60K,Blue,36,1,1,1,3785.0,1329,2456.0,0.8640000000000001,15209,104,0.8909999999999999,0.35100000000000003,3.3214000000000004e-05,0.99997
-99270,Existing Customer,48,M,5,College,Married,Less than $40K,Blue,39,2,3,1,6797.0,2239,4558.0,0.922,16171,112,0.778,0.32899999999999996,0.00010888,0.99989
-99271,Existing Customer,44,M,4,Graduate,Single,$60K - $80K,Blue,39,2,2,3,9682.0,1727,7955.0,0.88,14991,95,0.9,0.17800000000000002,0.00020077,0.9998
+99269,Existing Customer,51,F,2,Graduate,Single,$40K - $60K,Blue,36,1,1,1,3785.0,1329,2456.0,0.864,15209,104,0.891,0.351,3.3214e-05,0.99997
+99270,Existing Customer,48,M,5,College,Married,Less than $40K,Blue,39,2,3,1,6797.0,2239,4558.0,0.922,16171,112,0.778,0.329,0.00010888,0.99989
+99271,Existing Customer,44,M,4,Graduate,Single,$60K - $80K,Blue,39,2,2,3,9682.0,1727,7955.0,0.88,14991,95,0.9,0.178,0.00020077,0.9998
 99272,Attrited Customer,40,F,3,Graduate,Single,Less than $40K,Blue,30,4,3,2,3319.0,0,3319.0,0.262,4840,44,0.375,0.0,0.99467,0.00533
-99273,Existing Customer,34,M,4,,Single,Less than $40K,Blue,23,1,3,2,7664.0,1785,5879.0,0.9470000000000001,15077,126,0.8,0.233,0.00020735,0.99979
-99274,Existing Customer,47,M,3,Graduate,Single,$60K - $80K,Silver,36,1,1,2,30498.0,1990,28508.0,0.8390000000000001,16202,120,0.7909999999999999,0.065,5.164e-05,0.99995
-99275,Existing Customer,50,F,2,High School,Married,,Blue,40,2,3,2,19962.0,0,19962.0,0.9840000000000001,14703,119,0.8590000000000001,0.0,0.00017486,0.9998299999999999
-99276,Attrited Customer,61,M,0,College,Single,$80K - $120K,Blue,50,2,4,3,21398.0,0,21398.0,0.695,3119,53,0.767,0.0,0.9967299999999999,0.00326683
-99277,Attrited Customer,56,F,2,,Married,Less than $40K,Blue,48,2,4,2,4746.0,0,4746.0,0.862,7154,66,1.062,0.0,0.9958299999999999,0.00416681
-99278,Existing Customer,46,M,3,Graduate,Divorced,$80K - $120K,Blue,36,2,2,1,20434.0,1504,18930.0,0.725,13280,106,0.6559999999999999,0.07400000000000001,7.1226e-05,0.9999299999999999
+99273,Existing Customer,34,M,4,,Single,Less than $40K,Blue,23,1,3,2,7664.0,1785,5879.0,0.947,15077,126,0.8,0.233,0.00020735,0.99979
+99274,Existing Customer,47,M,3,Graduate,Single,$60K - $80K,Silver,36,1,1,2,30498.0,1990,28508.0,0.839,16202,120,0.791,0.065,5.164e-05,0.99995
+99275,Existing Customer,50,F,2,High School,Married,,Blue,40,2,3,2,19962.0,0,19962.0,0.984,14703,119,0.859,0.0,0.00017486,0.99983
+99276,Attrited Customer,61,M,0,College,Single,$80K - $120K,Blue,50,2,4,3,21398.0,0,21398.0,0.695,3119,53,0.767,0.0,0.99673,0.00326683
+99277,Attrited Customer,56,F,2,,Married,Less than $40K,Blue,48,2,4,2,4746.0,0,4746.0,0.862,7154,66,1.062,0.0,0.99583,0.00416681
+99278,Existing Customer,46,M,3,Graduate,Divorced,$80K - $120K,Blue,36,2,2,1,20434.0,1504,18930.0,0.725,13280,106,0.656,0.074,7.1226e-05,0.99993
 99279,Existing Customer,49,M,5,Graduate,Married,$60K - $80K,Silver,38,1,1,2,29531.0,2088,27443.0,0.843,15039,120,0.69,0.071,5.1378e-05,0.99995
 99280,Existing Customer,56,M,1,Uneducated,Divorced,$120K +,Blue,36,1,1,2,3730.0,0,3730.0,0.732,13997,102,0.619,0.0,5.3155e-05,0.99995
 99281,Existing Customer,41,M,2,Post-Graduate,Married,$40K - $60K,Blue,36,2,1,3,10688.0,653,10035.0,0.682,13866,98,0.508,0.061,0.000109,0.99989
-99282,Attrited Customer,56,F,5,,Single,Less than $40K,Blue,36,6,3,5,4668.0,2517,2151.0,1.062,8331,63,0.853,0.539,0.9990100000000001,0.00098535
-99283,Existing Customer,35,M,3,,Single,$40K - $60K,Gold,19,1,1,3,22725.0,808,21917.0,0.779,13847,120,0.875,0.036000000000000004,0.00012173,0.9998799999999999
-99284,Existing Customer,40,M,3,,Single,$40K - $60K,Blue,36,1,3,1,8155.0,1178,6977.0,0.8290000000000001,14955,102,0.925,0.14400000000000002,0.00012373,0.9998799999999999
-99285,Existing Customer,41,F,3,Doctorate,Married,$40K - $60K,Silver,33,1,1,2,18266.0,822,17444.0,0.875,14615,124,0.797,0.045,7.4729e-05,0.9999299999999999
-99286,Existing Customer,46,M,4,Uneducated,Single,$80K - $120K,Blue,36,1,2,3,10492.0,1094,9398.0,0.915,13764,104,0.733,0.10400000000000001,0.00020643,0.99979
+99282,Attrited Customer,56,F,5,,Single,Less than $40K,Blue,36,6,3,5,4668.0,2517,2151.0,1.062,8331,63,0.853,0.539,0.99901,0.00098535
+99283,Existing Customer,35,M,3,,Single,$40K - $60K,Gold,19,1,1,3,22725.0,808,21917.0,0.779,13847,120,0.875,0.036,0.00012173,0.99988
+99284,Existing Customer,40,M,3,,Single,$40K - $60K,Blue,36,1,3,1,8155.0,1178,6977.0,0.829,14955,102,0.925,0.144,0.00012373,0.99988
+99285,Existing Customer,41,F,3,Doctorate,Married,$40K - $60K,Silver,33,1,1,2,18266.0,822,17444.0,0.875,14615,124,0.797,0.045,7.4729e-05,0.99993
+99286,Existing Customer,46,M,4,Uneducated,Single,$80K - $120K,Blue,36,1,2,3,10492.0,1094,9398.0,0.915,13764,104,0.733,0.104,0.00020643,0.99979
 99287,Existing Customer,56,F,2,High School,Married,$40K - $60K,Blue,49,1,3,3,6380.0,2517,3863.0,0.706,13945,97,1.064,0.395,0.00029408,0.99971
-99288,Existing Customer,37,F,5,,Married,$40K - $60K,Silver,36,1,1,2,19055.0,2517,16538.0,0.915,15091,124,0.6759999999999999,0.132,5.6473999999999995e-05,0.9999399999999999
-99289,Existing Customer,51,M,2,College,Single,$120K +,Blue,36,2,2,2,3477.0,752,2725.0,0.703,13627,120,0.7390000000000001,0.21600000000000003,0.00011066,0.99989
-99290,Existing Customer,36,F,1,Uneducated,Single,Less than $40K,Blue,32,2,3,2,3277.0,0,3277.0,0.84,14252,127,0.649,0.0,0.0001736,0.9998299999999999
-99291,Existing Customer,49,M,4,Post-Graduate,Married,$120K +,Silver,41,2,3,2,34516.0,0,34516.0,0.6629999999999999,13376,129,0.72,0.0,0.00020056,0.9998
-99292,Existing Customer,35,F,2,,Married,Less than $40K,Blue,22,1,1,1,3616.0,1155,2461.0,0.727,15391,94,0.593,0.319,3.6508000000000004e-05,0.9999600000000001
-99293,Existing Customer,46,F,4,,Single,Less than $40K,Blue,36,2,1,2,3973.0,0,3973.0,0.89,13740,131,0.8190000000000001,0.0,6.3492e-05,0.9999399999999999
-99294,Existing Customer,45,F,3,Graduate,,$40K - $60K,Blue,35,2,3,2,4318.0,2359,1959.0,0.993,12867,118,0.573,0.546,0.00018665,0.9998100000000001
-99295,Existing Customer,48,F,2,High School,,,Blue,31,2,2,1,7660.0,764,6896.0,0.877,14844,100,0.695,0.1,6.6728e-05,0.9999299999999999
-99296,Existing Customer,46,F,3,Graduate,Divorced,,Blue,36,1,3,2,3515.0,0,3515.0,0.8759999999999999,15079,116,0.841,0.0,0.00018665,0.9998100000000001
+99288,Existing Customer,37,F,5,,Married,$40K - $60K,Silver,36,1,1,2,19055.0,2517,16538.0,0.915,15091,124,0.676,0.132,5.6474e-05,0.99994
+99289,Existing Customer,51,M,2,College,Single,$120K +,Blue,36,2,2,2,3477.0,752,2725.0,0.703,13627,120,0.739,0.216,0.00011066,0.99989
+99290,Existing Customer,36,F,1,Uneducated,Single,Less than $40K,Blue,32,2,3,2,3277.0,0,3277.0,0.84,14252,127,0.649,0.0,0.0001736,0.99983
+99291,Existing Customer,49,M,4,Post-Graduate,Married,$120K +,Silver,41,2,3,2,34516.0,0,34516.0,0.663,13376,129,0.72,0.0,0.00020056,0.9998
+99292,Existing Customer,35,F,2,,Married,Less than $40K,Blue,22,1,1,1,3616.0,1155,2461.0,0.727,15391,94,0.593,0.319,3.6508e-05,0.99996
+99293,Existing Customer,46,F,4,,Single,Less than $40K,Blue,36,2,1,2,3973.0,0,3973.0,0.89,13740,131,0.819,0.0,6.3492e-05,0.99994
+99294,Existing Customer,45,F,3,Graduate,,$40K - $60K,Blue,35,2,3,2,4318.0,2359,1959.0,0.993,12867,118,0.573,0.546,0.00018665,0.99981
+99295,Existing Customer,48,F,2,High School,,,Blue,31,2,2,1,7660.0,764,6896.0,0.877,14844,100,0.695,0.1,6.6728e-05,0.99993
+99296,Existing Customer,46,F,3,Graduate,Divorced,,Blue,36,1,3,2,3515.0,0,3515.0,0.876,15079,116,0.841,0.0,0.00018665,0.99981
 99297,Existing Customer,36,F,0,,Married,Less than $40K,Silver,19,1,2,3,13313.0,0,13313.0,1.08,15549,121,0.833,0.0,0.00016316,0.99984
 99298,Attrited Customer,30,F,1,College,Single,Less than $40K,Blue,36,4,3,6,4541.0,0,4541.0,0.976,7996,80,0.778,0.0,0.9993,0.00069828
-99299,Existing Customer,49,F,1,Graduate,Married,Less than $40K,Blue,44,2,1,1,8284.0,797,7487.0,0.8240000000000001,13092,102,0.569,0.096,3.1176e-05,0.99997
-99300,Attrited Customer,31,M,0,Post-Graduate,Married,Less than $40K,Blue,21,1,2,2,3768.0,0,3768.0,0.799,6639,71,1.1520000000000001,0.0,0.9913700000000001,0.00863
-99301,Existing Customer,35,M,3,High School,Married,$40K - $60K,Blue,27,1,2,3,14382.0,1950,12432.0,0.578,12941,131,0.8190000000000001,0.136,0.00019311,0.9998100000000001
-99302,Existing Customer,54,F,1,High School,Single,,Blue,36,2,2,3,10798.0,1378,9420.0,0.631,13681,105,0.81,0.128,0.00017468,0.9998299999999999
-99303,Existing Customer,49,M,3,Graduate,Single,$40K - $60K,Gold,36,2,2,2,23981.0,1408,22573.0,0.8440000000000001,14455,96,0.846,0.059000000000000004,0.00013607,0.9998600000000001
+99299,Existing Customer,49,F,1,Graduate,Married,Less than $40K,Blue,44,2,1,1,8284.0,797,7487.0,0.824,13092,102,0.569,0.096,3.1176e-05,0.99997
+99300,Attrited Customer,31,M,0,Post-Graduate,Married,Less than $40K,Blue,21,1,2,2,3768.0,0,3768.0,0.799,6639,71,1.152,0.0,0.99137,0.00863
+99301,Existing Customer,35,M,3,High School,Married,$40K - $60K,Blue,27,1,2,3,14382.0,1950,12432.0,0.578,12941,131,0.819,0.136,0.00019311,0.99981
+99302,Existing Customer,54,F,1,High School,Single,,Blue,36,2,2,3,10798.0,1378,9420.0,0.631,13681,105,0.81,0.128,0.00017468,0.99983
+99303,Existing Customer,49,M,3,Graduate,Single,$40K - $60K,Gold,36,2,2,2,23981.0,1408,22573.0,0.844,14455,96,0.846,0.059,0.00013607,0.99986
 99304,Existing Customer,40,M,3,Graduate,Married,$60K - $80K,Blue,23,1,3,1,22729.0,1581,21148.0,1.025,13672,110,0.746,0.07,0.00011256,0.99989
-99305,Existing Customer,41,F,2,High School,Single,,Blue,30,2,2,1,27670.0,0,27670.0,0.645,13854,124,0.797,0.0,6.6728e-05,0.9999299999999999
-99306,Existing Customer,37,F,4,Uneducated,Married,Less than $40K,Blue,26,2,1,2,3423.0,647,2776.0,0.73,14308,124,0.722,0.18899999999999997,5.9391e-05,0.9999399999999999
-99307,Existing Customer,46,F,4,,Single,,Silver,34,1,2,3,33874.0,1473,32401.0,0.8029999999999999,13753,98,0.8490000000000001,0.043,0.0001994,0.9998
-99308,Existing Customer,61,F,0,High School,Married,Less than $40K,Blue,36,2,1,3,3175.0,1116,2059.0,0.978,14071,101,0.6829999999999999,0.35100000000000003,7.727899999999999e-05,0.99992
-99309,Attrited Customer,45,M,3,Graduate,Married,$40K - $60K,Blue,40,1,4,3,7979.0,0,7979.0,0.465,5056,63,0.853,0.0,0.9973700000000001,0.0026282
-99310,Existing Customer,41,M,2,,Single,$80K - $120K,Blue,28,1,2,3,13679.0,2267,11412.0,1.232,15180,103,0.6890000000000001,0.166,0.00021042,0.99979
-99311,Existing Customer,47,F,2,Uneducated,,Less than $40K,Silver,36,1,3,2,14767.0,948,13819.0,0.9990000000000001,13090,104,0.625,0.064,0.00016711,0.9998299999999999
+99305,Existing Customer,41,F,2,High School,Single,,Blue,30,2,2,1,27670.0,0,27670.0,0.645,13854,124,0.797,0.0,6.6728e-05,0.99993
+99306,Existing Customer,37,F,4,Uneducated,Married,Less than $40K,Blue,26,2,1,2,3423.0,647,2776.0,0.73,14308,124,0.722,0.189,5.9391e-05,0.99994
+99307,Existing Customer,46,F,4,,Single,,Silver,34,1,2,3,33874.0,1473,32401.0,0.803,13753,98,0.849,0.043,0.0001994,0.9998
+99308,Existing Customer,61,F,0,High School,Married,Less than $40K,Blue,36,2,1,3,3175.0,1116,2059.0,0.978,14071,101,0.683,0.351,7.7279e-05,0.99992
+99309,Attrited Customer,45,M,3,Graduate,Married,$40K - $60K,Blue,40,1,4,3,7979.0,0,7979.0,0.465,5056,63,0.853,0.0,0.99737,0.0026282
+99310,Existing Customer,41,M,2,,Single,$80K - $120K,Blue,28,1,2,3,13679.0,2267,11412.0,1.232,15180,103,0.689,0.166,0.00021042,0.99979
+99311,Existing Customer,47,F,2,Uneducated,,Less than $40K,Silver,36,1,3,2,14767.0,948,13819.0,0.999,13090,104,0.625,0.064,0.00016711,0.99983
 99312,Attrited Customer,44,M,2,Uneducated,Single,$80K - $120K,Silver,36,2,3,3,34516.0,569,33947.0,0.919,8570,68,0.789,0.016,0.99646,0.00354449
-99313,Attrited Customer,61,M,0,,Single,$120K +,Blue,46,6,3,3,4650.0,1162,3488.0,0.82,7976,74,1.056,0.25,0.99651,0.0034913000000000006
-99314,Existing Customer,45,F,2,Graduate,Married,$40K - $60K,Blue,40,1,3,3,3592.0,865,2727.0,0.6629999999999999,12777,95,0.727,0.24100000000000002,0.00030251,0.9997
-99315,Existing Customer,31,M,0,High School,Married,$60K - $80K,Silver,24,1,1,3,32535.0,1722,30813.0,0.856,15738,116,0.657,0.053,6.9827e-05,0.9999299999999999
-99316,Existing Customer,42,M,2,,Single,$120K +,Blue,35,2,1,3,3214.0,1471,1743.0,0.9329999999999999,14557,114,0.652,0.45799999999999996,0.00010183,0.9999
-99317,Attrited Customer,32,M,1,High School,Single,$40K - $60K,Blue,36,6,3,2,4819.0,2134,2685.0,0.8340000000000001,9330,64,0.882,0.44299999999999995,0.99395,0.00605
-99318,Existing Customer,42,M,2,Graduate,Married,$80K - $120K,Blue,31,2,3,1,16433.0,0,16433.0,0.7909999999999999,13678,125,0.736,0.0,0.00010848,0.99989
-99319,Existing Customer,49,M,4,,Married,$80K - $120K,Blue,44,2,3,3,12174.0,1361,10813.0,1.048,14743,121,0.7290000000000001,0.11199999999999999,0.00034872,0.99965
-99320,Existing Customer,52,F,3,Graduate,Married,Less than $40K,Blue,40,2,2,1,9230.0,1518,7712.0,0.774,14082,99,0.833,0.16399999999999998,7.1226e-05,0.9999299999999999
+99313,Attrited Customer,61,M,0,,Single,$120K +,Blue,46,6,3,3,4650.0,1162,3488.0,0.82,7976,74,1.056,0.25,0.99651,0.0034913
+99314,Existing Customer,45,F,2,Graduate,Married,$40K - $60K,Blue,40,1,3,3,3592.0,865,2727.0,0.663,12777,95,0.727,0.241,0.00030251,0.9997
+99315,Existing Customer,31,M,0,High School,Married,$60K - $80K,Silver,24,1,1,3,32535.0,1722,30813.0,0.856,15738,116,0.657,0.053,6.9827e-05,0.99993
+99316,Existing Customer,42,M,2,,Single,$120K +,Blue,35,2,1,3,3214.0,1471,1743.0,0.933,14557,114,0.652,0.458,0.00010183,0.9999
+99317,Attrited Customer,32,M,1,High School,Single,$40K - $60K,Blue,36,6,3,2,4819.0,2134,2685.0,0.834,9330,64,0.882,0.443,0.99395,0.00605
+99318,Existing Customer,42,M,2,Graduate,Married,$80K - $120K,Blue,31,2,3,1,16433.0,0,16433.0,0.791,13678,125,0.736,0.0,0.00010848,0.99989
+99319,Existing Customer,49,M,4,,Married,$80K - $120K,Blue,44,2,3,3,12174.0,1361,10813.0,1.048,14743,121,0.729,0.112,0.00034872,0.99965
+99320,Existing Customer,52,F,3,Graduate,Married,Less than $40K,Blue,40,2,2,1,9230.0,1518,7712.0,0.774,14082,99,0.833,0.164,7.1226e-05,0.99993
 99321,Existing Customer,39,M,3,Post-Graduate,Married,$60K - $80K,Blue,36,2,2,3,6867.0,776,6091.0,0.715,14119,97,0.764,0.113,0.00023373,0.99977
-99322,Existing Customer,51,M,4,College,Single,$120K +,Gold,33,2,2,2,34516.0,1848,32668.0,0.775,14149,103,0.6890000000000001,0.054000000000000006,0.00013371,0.99987
-99323,Existing Customer,52,M,2,High School,Married,$80K - $120K,Blue,36,2,3,1,18046.0,0,18046.0,0.8190000000000001,13758,104,0.677,0.0,0.00010545,0.99989
+99322,Existing Customer,51,M,4,College,Single,$120K +,Gold,33,2,2,2,34516.0,1848,32668.0,0.775,14149,103,0.689,0.054,0.00013371,0.99987
+99323,Existing Customer,52,M,2,High School,Married,$80K - $120K,Blue,36,2,3,1,18046.0,0,18046.0,0.819,13758,104,0.677,0.0,0.00010545,0.99989
 99324,Existing Customer,40,M,3,Graduate,Single,$40K - $60K,Blue,27,2,2,3,7680.0,1589,6091.0,0.688,13617,105,0.721,0.207,0.00019864,0.9998
-99325,Existing Customer,38,F,2,Uneducated,Married,Less than $40K,Blue,36,2,3,2,7825.0,0,7825.0,0.7240000000000001,14326,100,0.7859999999999999,0.0,0.00018494,0.99982
+99325,Existing Customer,38,F,2,Uneducated,Married,Less than $40K,Blue,36,2,3,2,7825.0,0,7825.0,0.724,14326,100,0.786,0.0,0.00018494,0.99982
 99326,Existing Customer,41,M,5,College,Married,$60K - $80K,Blue,31,1,3,2,5002.0,1945,3057.0,1.035,16161,109,0.787,0.389,0.00018054,0.99982
-99327,Existing Customer,27,M,0,College,,$80K - $120K,Silver,19,1,1,3,34516.0,1131,33385.0,0.715,14716,112,0.75,0.033,6.983300000000001e-05,0.9999299999999999
-99328,Existing Customer,50,F,3,Graduate,Married,$40K - $60K,Blue,41,2,3,1,4755.0,0,4755.0,0.7759999999999999,15999,109,0.73,0.0,0.00011256,0.99989
-99329,Existing Customer,58,M,1,Uneducated,Single,$80K - $120K,Blue,40,1,3,0,22104.0,1783,20321.0,0.805,13830,112,0.8059999999999999,0.081,6.4038e-05,0.9999399999999999
-99330,Existing Customer,53,M,2,Post-Graduate,Single,$60K - $80K,Silver,47,1,3,3,29038.0,2295,26743.0,0.657,12025,103,0.807,0.079,0.00032162,0.9996799999999999
-99331,Attrited Customer,40,M,3,High School,Single,$80K - $120K,Blue,36,2,3,2,4620.0,0,4620.0,0.654,6644,61,0.6940000000000001,0.0,0.9945200000000001,0.00548
+99327,Existing Customer,27,M,0,College,,$80K - $120K,Silver,19,1,1,3,34516.0,1131,33385.0,0.715,14716,112,0.75,0.033,6.9833e-05,0.99993
+99328,Existing Customer,50,F,3,Graduate,Married,$40K - $60K,Blue,41,2,3,1,4755.0,0,4755.0,0.776,15999,109,0.73,0.0,0.00011256,0.99989
+99329,Existing Customer,58,M,1,Uneducated,Single,$80K - $120K,Blue,40,1,3,0,22104.0,1783,20321.0,0.805,13830,112,0.806,0.081,6.4038e-05,0.99994
+99330,Existing Customer,53,M,2,Post-Graduate,Single,$60K - $80K,Silver,47,1,3,3,29038.0,2295,26743.0,0.657,12025,103,0.807,0.079,0.00032162,0.99968
+99331,Attrited Customer,40,M,3,High School,Single,$80K - $120K,Blue,36,2,3,2,4620.0,0,4620.0,0.654,6644,61,0.694,0.0,0.99452,0.00548
 99332,Existing Customer,58,M,1,High School,Married,$80K - $120K,Blue,50,1,1,3,34516.0,1341,33175.0,0.812,13988,127,0.789,0.039,8.453e-05,0.99992
-99333,Existing Customer,41,F,3,Graduate,Single,Less than $40K,Silver,30,2,1,1,11463.0,0,11463.0,0.9079999999999999,14511,105,0.721,0.0,3.1141e-05,0.99997
-99334,Attrited Customer,59,M,2,Graduate,Single,$60K - $80K,Blue,50,2,4,2,6224.0,0,6224.0,0.8009999999999999,8291,69,1.0290000000000001,0.0,0.9954200000000001,0.00457826
-99335,Existing Customer,53,M,1,,Married,$120K +,Blue,36,2,3,3,19252.0,751,18501.0,0.8140000000000001,14074,112,0.623,0.039,0.00031211,0.99969
-99336,Existing Customer,53,M,1,Graduate,Single,$80K - $120K,Blue,47,1,1,2,34516.0,1583,32933.0,0.631,12906,100,0.639,0.046,5.1696999999999996e-05,0.99995
-99337,Existing Customer,31,M,1,,Single,$40K - $60K,Blue,20,1,2,3,3232.0,1564,1668.0,0.9690000000000001,13142,112,0.75,0.484,0.00019751,0.9998
-99338,Existing Customer,44,M,2,Uneducated,Married,$120K +,Platinum,36,2,1,3,34516.0,1421,33095.0,0.7440000000000001,14465,114,0.754,0.040999999999999995,0.00016547,0.9998299999999999
+99333,Existing Customer,41,F,3,Graduate,Single,Less than $40K,Silver,30,2,1,1,11463.0,0,11463.0,0.908,14511,105,0.721,0.0,3.1141e-05,0.99997
+99334,Attrited Customer,59,M,2,Graduate,Single,$60K - $80K,Blue,50,2,4,2,6224.0,0,6224.0,0.801,8291,69,1.029,0.0,0.99542,0.00457826
+99335,Existing Customer,53,M,1,,Married,$120K +,Blue,36,2,3,3,19252.0,751,18501.0,0.814,14074,112,0.623,0.039,0.00031211,0.99969
+99336,Existing Customer,53,M,1,Graduate,Single,$80K - $120K,Blue,47,1,1,2,34516.0,1583,32933.0,0.631,12906,100,0.639,0.046,5.1697e-05,0.99995
+99337,Existing Customer,31,M,1,,Single,$40K - $60K,Blue,20,1,2,3,3232.0,1564,1668.0,0.969,13142,112,0.75,0.484,0.00019751,0.9998
+99338,Existing Customer,44,M,2,Uneducated,Married,$120K +,Platinum,36,2,1,3,34516.0,1421,33095.0,0.744,14465,114,0.754,0.041,0.00016547,0.99983
 99339,Attrited Customer,47,F,4,Uneducated,Married,$40K - $60K,Gold,34,2,3,3,23981.0,0,23981.0,0.196,4536,61,0.605,0.0,0.99735,0.0026529
-99340,Existing Customer,47,F,2,College,Single,Less than $40K,Blue,40,2,2,2,4822.0,1882,2940.0,0.833,13816,121,0.8909999999999999,0.39,0.00011066,0.99989
-99341,Existing Customer,46,M,2,Graduate,,$120K +,Silver,39,2,2,3,34516.0,1381,33135.0,0.9490000000000001,14696,114,0.966,0.04,0.00017297,0.9998299999999999
-99342,Existing Customer,53,F,2,Graduate,Married,Less than $40K,Silver,45,1,2,1,12100.0,1350,10750.0,0.8540000000000001,13138,115,0.667,0.11199999999999999,6.202100000000001e-05,0.9999399999999999
-99343,Existing Customer,40,M,3,,Divorced,$60K - $80K,Blue,24,2,3,3,20466.0,1138,19328.0,0.868,15121,97,0.54,0.055999999999999994,0.00034503,0.99965
+99340,Existing Customer,47,F,2,College,Single,Less than $40K,Blue,40,2,2,2,4822.0,1882,2940.0,0.833,13816,121,0.891,0.39,0.00011066,0.99989
+99341,Existing Customer,46,M,2,Graduate,,$120K +,Silver,39,2,2,3,34516.0,1381,33135.0,0.949,14696,114,0.966,0.04,0.00017297,0.99983
+99342,Existing Customer,53,F,2,Graduate,Married,Less than $40K,Silver,45,1,2,1,12100.0,1350,10750.0,0.854,13138,115,0.667,0.112,6.2021e-05,0.99994
+99343,Existing Customer,40,M,3,,Divorced,$60K - $80K,Blue,24,2,3,3,20466.0,1138,19328.0,0.868,15121,97,0.54,0.056,0.00034503,0.99965
 99344,Existing Customer,42,M,3,Graduate,Single,$60K - $80K,Blue,37,2,3,1,17887.0,1821,16066.0,0.687,14544,116,1.148,0.102,0.00011256,0.99989
-99345,Attrited Customer,33,M,3,Graduate,Married,$60K - $80K,Blue,15,5,1,3,23399.0,0,23399.0,1.051,9356,74,0.85,0.0,0.9897100000000001,0.01029
-99346,Existing Customer,45,F,2,,Single,Less than $40K,Silver,36,2,2,3,13026.0,789,12237.0,0.74,14747,100,0.7240000000000001,0.061,0.00019013,0.9998100000000001
-99347,Existing Customer,61,F,1,Graduate,,$40K - $60K,Silver,48,2,3,3,15698.0,2000,13698.0,0.7490000000000001,12980,82,0.64,0.127,0.00025657,0.99974
+99345,Attrited Customer,33,M,3,Graduate,Married,$60K - $80K,Blue,15,5,1,3,23399.0,0,23399.0,1.051,9356,74,0.85,0.0,0.98971,0.01029
+99346,Existing Customer,45,F,2,,Single,Less than $40K,Silver,36,2,2,3,13026.0,789,12237.0,0.74,14747,100,0.724,0.061,0.00019013,0.99981
+99347,Existing Customer,61,F,1,Graduate,,$40K - $60K,Silver,48,2,3,3,15698.0,2000,13698.0,0.749,12980,82,0.64,0.127,0.00025657,0.99974
 99348,Existing Customer,31,M,1,,Married,$40K - $60K,Blue,36,1,3,3,5590.0,875,4715.0,0.86,14643,127,0.764,0.157,0.00031211,0.99969
 99349,Existing Customer,47,M,2,Post-Graduate,Single,$60K - $80K,Blue,39,1,3,2,17575.0,618,16957.0,0.917,15473,128,0.684,0.035,0.00021165,0.99979
-99350,Existing Customer,46,M,2,Graduate,Married,$80K - $120K,Blue,39,1,1,1,29528.0,1769,27759.0,0.7709999999999999,14428,119,0.7,0.06,3.3214000000000004e-05,0.99997
-99351,Existing Customer,54,M,2,Post-Graduate,Married,$60K - $80K,Platinum,42,1,3,1,34516.0,1996,32520.0,0.988,15033,114,0.81,0.057999999999999996,0.00022173,0.9997799999999999
-99352,Existing Customer,60,F,0,High School,Married,Less than $40K,Blue,36,1,1,3,4147.0,2262,1885.0,0.565,14624,111,0.79,0.545,7.727899999999999e-05,0.99992
-99353,Attrited Customer,55,F,2,Graduate,Married,,Blue,36,5,3,2,12494.0,0,12494.0,0.5760000000000001,7026,69,0.917,0.0,0.9944700000000001,0.005529999999999999
+99350,Existing Customer,46,M,2,Graduate,Married,$80K - $120K,Blue,39,1,1,1,29528.0,1769,27759.0,0.771,14428,119,0.7,0.06,3.3214e-05,0.99997
+99351,Existing Customer,54,M,2,Post-Graduate,Married,$60K - $80K,Platinum,42,1,3,1,34516.0,1996,32520.0,0.988,15033,114,0.81,0.058,0.00022173,0.99978
+99352,Existing Customer,60,F,0,High School,Married,Less than $40K,Blue,36,1,1,3,4147.0,2262,1885.0,0.565,14624,111,0.79,0.545,7.7279e-05,0.99992
+99353,Attrited Customer,55,F,2,Graduate,Married,,Blue,36,5,3,2,12494.0,0,12494.0,0.576,7026,69,0.917,0.0,0.99447,0.00553
 99354,Attrited Customer,32,M,2,Graduate,Single,$120K +,Gold,22,2,2,3,34516.0,1692,32824.0,0.983,7486,64,0.73,0.049,0.99549,0.00451271
-99355,Existing Customer,49,F,1,,Married,Less than $40K,Silver,40,2,3,2,13411.0,1736,11675.0,0.841,12493,113,0.738,0.129,0.00016768,0.9998299999999999
-99356,Existing Customer,41,M,3,,Married,$120K +,Blue,33,2,4,3,34516.0,638,33878.0,0.7240000000000001,13085,139,0.675,0.018000000000000002,0.00041696,0.9995799999999999
+99355,Existing Customer,49,F,1,,Married,Less than $40K,Silver,40,2,3,2,13411.0,1736,11675.0,0.841,12493,113,0.738,0.129,0.00016768,0.99983
+99356,Existing Customer,41,M,3,,Married,$120K +,Blue,33,2,4,3,34516.0,638,33878.0,0.724,13085,139,0.675,0.018,0.00041696,0.99958
 99357,Existing Customer,45,M,2,College,Married,$60K - $80K,Blue,34,1,1,2,17646.0,1396,16250.0,0.851,15527,106,0.893,0.079,5.3547e-05,0.99995
-99358,Existing Customer,45,M,3,Uneducated,Single,$60K - $80K,Blue,36,2,2,1,11121.0,1296,9825.0,0.789,13814,81,1.025,0.11699999999999999,7.3235e-05,0.9999299999999999
-99359,Attrited Customer,30,M,0,College,Single,$60K - $80K,Blue,24,6,2,2,4109.0,0,4109.0,0.9490000000000001,8642,77,0.48100000000000004,0.0,0.9895799999999999,0.01042
-99360,Existing Customer,44,M,2,High School,Married,$120K +,Blue,31,2,1,3,6176.0,905,5271.0,0.805,15102,95,0.792,0.147,9.0056e-05,0.9999100000000001
+99358,Existing Customer,45,M,3,Uneducated,Single,$60K - $80K,Blue,36,2,2,1,11121.0,1296,9825.0,0.789,13814,81,1.025,0.117,7.3235e-05,0.99993
+99359,Attrited Customer,30,M,0,College,Single,$60K - $80K,Blue,24,6,2,2,4109.0,0,4109.0,0.949,8642,77,0.481,0.0,0.98958,0.01042
+99360,Existing Customer,44,M,2,High School,Married,$120K +,Blue,31,2,1,3,6176.0,905,5271.0,0.805,15102,95,0.792,0.147,9.0056e-05,0.99991
 99361,Existing Customer,40,F,5,Graduate,,Less than $40K,Blue,36,2,2,3,4512.0,1172,3340.0,0.706,14414,98,0.815,0.26,0.00019764,0.9998
 99362,Existing Customer,31,M,0,Graduate,Married,$80K - $120K,Blue,36,2,3,3,32791.0,1607,31184.0,0.752,13177,106,0.738,0.049,0.0002596,0.99974
-99363,Existing Customer,40,F,3,Uneducated,Divorced,Less than $40K,Blue,35,2,3,3,4772.0,2004,2768.0,0.696,14748,118,0.7609999999999999,0.42,0.00032275,0.9996799999999999
-99364,Existing Customer,56,M,1,,,$60K - $80K,Blue,43,2,2,3,10602.0,1083,9519.0,0.6559999999999999,14084,91,0.75,0.102,0.00019751,0.9998
-99365,Attrited Customer,47,M,4,,,$80K - $120K,Blue,42,1,4,1,7953.0,0,7953.0,1.031,8670,74,0.574,0.0,0.9934299999999999,0.00657
-99366,Attrited Customer,29,M,0,Post-Graduate,Divorced,$60K - $80K,Blue,15,2,1,3,8022.0,0,8022.0,0.381,5660,59,0.735,0.0,0.9894200000000001,0.010579999999999999
+99363,Existing Customer,40,F,3,Uneducated,Divorced,Less than $40K,Blue,35,2,3,3,4772.0,2004,2768.0,0.696,14748,118,0.761,0.42,0.00032275,0.99968
+99364,Existing Customer,56,M,1,,,$60K - $80K,Blue,43,2,2,3,10602.0,1083,9519.0,0.656,14084,91,0.75,0.102,0.00019751,0.9998
+99365,Attrited Customer,47,M,4,,,$80K - $120K,Blue,42,1,4,1,7953.0,0,7953.0,1.031,8670,74,0.574,0.0,0.99343,0.00657
+99366,Attrited Customer,29,M,0,Post-Graduate,Divorced,$60K - $80K,Blue,15,2,1,3,8022.0,0,8022.0,0.381,5660,59,0.735,0.0,0.98942,0.01058
 99367,Existing Customer,38,M,3,High School,Single,$120K +,Blue,27,2,4,1,34516.0,0,34516.0,0.919,13781,106,0.797,0.0,0.00013224,0.99987
 99368,Existing Customer,56,F,2,,Married,Less than $40K,Blue,48,1,2,3,9092.0,1363,7729.0,0.83,14779,94,0.843,0.15,0.00021042,0.99979
-99369,Attrited Customer,53,F,1,Graduate,Single,Less than $40K,Blue,44,1,3,2,5541.0,2517,3024.0,0.879,9195,73,0.825,0.45399999999999996,0.99411,0.00589
-99370,Existing Customer,56,M,0,Doctorate,Single,$80K - $120K,Blue,47,2,1,2,7204.0,0,7204.0,0.8029999999999999,14042,113,0.7659999999999999,0.0,6.8395e-05,0.9999299999999999
-99371,Existing Customer,27,F,0,Graduate,,Less than $40K,Blue,36,1,1,2,4548.0,1450,3098.0,0.8440000000000001,14330,131,0.638,0.319,4.7263000000000005e-05,0.99995
-99372,Existing Customer,38,F,2,Graduate,Single,Less than $40K,Blue,26,1,2,1,3860.0,1175,2685.0,0.7340000000000001,14474,118,0.71,0.304,6.864e-05,0.9999299999999999
-99373,Existing Customer,48,M,2,High School,Married,Less than $40K,Silver,36,2,2,2,14581.0,2517,12064.0,0.7759999999999999,17628,109,0.8170000000000001,0.17300000000000001,9.9979e-05,0.9999
+99369,Attrited Customer,53,F,1,Graduate,Single,Less than $40K,Blue,44,1,3,2,5541.0,2517,3024.0,0.879,9195,73,0.825,0.454,0.99411,0.00589
+99370,Existing Customer,56,M,0,Doctorate,Single,$80K - $120K,Blue,47,2,1,2,7204.0,0,7204.0,0.803,14042,113,0.766,0.0,6.8395e-05,0.99993
+99371,Existing Customer,27,F,0,Graduate,,Less than $40K,Blue,36,1,1,2,4548.0,1450,3098.0,0.844,14330,131,0.638,0.319,4.7263e-05,0.99995
+99372,Existing Customer,38,F,2,Graduate,Single,Less than $40K,Blue,26,1,2,1,3860.0,1175,2685.0,0.734,14474,118,0.71,0.304,6.864e-05,0.99993
+99373,Existing Customer,48,M,2,High School,Married,Less than $40K,Silver,36,2,2,2,14581.0,2517,12064.0,0.776,17628,109,0.817,0.173,9.9979e-05,0.9999
 99374,Existing Customer,44,F,3,High School,Single,Less than $40K,Blue,34,2,2,2,3084.0,0,3084.0,0.861,12739,96,0.882,0.0,0.00011482,0.99989
-99375,Existing Customer,49,M,4,Uneducated,,$60K - $80K,Blue,44,1,3,2,12375.0,2263,10112.0,1.044,14500,106,0.5820000000000001,0.183,0.00019396,0.9998100000000001
-99376,Existing Customer,36,M,2,College,Married,$40K - $60K,Gold,23,1,1,3,23981.0,0,23981.0,0.8270000000000001,15236,120,0.875,0.0,0.00010376,0.9999
-99377,Existing Customer,30,M,0,College,Married,$60K - $80K,Blue,25,2,3,1,19534.0,0,19534.0,0.616,15634,118,0.639,0.0,9.0501e-05,0.9999100000000001
-99378,Attrited Customer,42,M,3,High School,Married,$80K - $120K,Blue,36,1,3,2,22993.0,0,22993.0,1.004,7867,75,0.7859999999999999,0.0,0.9945200000000001,0.00548
+99375,Existing Customer,49,M,4,Uneducated,,$60K - $80K,Blue,44,1,3,2,12375.0,2263,10112.0,1.044,14500,106,0.582,0.183,0.00019396,0.99981
+99376,Existing Customer,36,M,2,College,Married,$40K - $60K,Gold,23,1,1,3,23981.0,0,23981.0,0.827,15236,120,0.875,0.0,0.00010376,0.9999
+99377,Existing Customer,30,M,0,College,Married,$60K - $80K,Blue,25,2,3,1,19534.0,0,19534.0,0.616,15634,118,0.639,0.0,9.0501e-05,0.99991
+99378,Attrited Customer,42,M,3,High School,Married,$80K - $120K,Blue,36,1,3,2,22993.0,0,22993.0,1.004,7867,75,0.786,0.0,0.99452,0.00548
 99379,Existing Customer,51,M,2,,Single,$120K +,Silver,31,2,2,2,34516.0,585,33931.0,0.875,13534,104,0.825,0.017,0.00011304,0.99989
-99380,Existing Customer,59,M,1,,Single,$40K - $60K,Silver,51,2,2,1,15164.0,1071,14093.0,0.9,13062,103,0.7170000000000001,0.071,6.3989e-05,0.9999399999999999
-99381,Existing Customer,45,M,4,Graduate,Married,Less than $40K,Blue,36,1,2,3,7231.0,1047,6184.0,0.9470000000000001,15571,115,0.797,0.145,0.00020077,0.9998
-99382,Existing Customer,56,M,2,College,Single,$60K - $80K,Gold,43,2,1,2,34516.0,2022,32494.0,0.7609999999999999,13633,116,0.785,0.059000000000000004,6.169199999999999e-05,0.9999399999999999
-99383,Existing Customer,31,M,2,Graduate,,$80K - $120K,Silver,22,2,3,2,34516.0,1780,32736.0,0.8390000000000001,14185,98,0.69,0.052000000000000005,0.00016253,0.99984
-99384,Existing Customer,48,F,3,Graduate,Single,$40K - $60K,Blue,42,1,2,3,9215.0,639,8576.0,0.6459999999999999,13345,114,0.754,0.069,0.00019864,0.9998
-99385,Existing Customer,32,M,2,Graduate,Married,$80K - $120K,Blue,36,2,1,2,25438.0,1907,23531.0,0.741,16485,104,0.7929999999999999,0.075,5.5077e-05,0.9999399999999999
+99380,Existing Customer,59,M,1,,Single,$40K - $60K,Silver,51,2,2,1,15164.0,1071,14093.0,0.9,13062,103,0.717,0.071,6.3989e-05,0.99994
+99381,Existing Customer,45,M,4,Graduate,Married,Less than $40K,Blue,36,1,2,3,7231.0,1047,6184.0,0.947,15571,115,0.797,0.145,0.00020077,0.9998
+99382,Existing Customer,56,M,2,College,Single,$60K - $80K,Gold,43,2,1,2,34516.0,2022,32494.0,0.761,13633,116,0.785,0.059,6.1692e-05,0.99994
+99383,Existing Customer,31,M,2,Graduate,,$80K - $120K,Silver,22,2,3,2,34516.0,1780,32736.0,0.839,14185,98,0.69,0.052,0.00016253,0.99984
+99384,Existing Customer,48,F,3,Graduate,Single,$40K - $60K,Blue,42,1,2,3,9215.0,639,8576.0,0.646,13345,114,0.754,0.069,0.00019864,0.9998
+99385,Existing Customer,32,M,2,Graduate,Married,$80K - $120K,Blue,36,2,1,2,25438.0,1907,23531.0,0.741,16485,104,0.793,0.075,5.5077e-05,0.99994
 99386,Existing Customer,46,F,3,High School,Single,Less than $40K,Blue,36,1,2,2,3759.0,0,3759.0,0.722,15331,106,0.767,0.0,0.00011482,0.99989
-99387,Existing Customer,52,F,2,High School,Single,Less than $40K,Blue,36,1,2,3,3029.0,2267,762.0,0.8420000000000001,14934,113,0.823,0.748,0.0001861,0.9998100000000001
+99387,Existing Customer,52,F,2,High School,Single,Less than $40K,Blue,36,1,2,3,3029.0,2267,762.0,0.842,14934,113,0.823,0.748,0.0001861,0.99981
 99388,Attrited Customer,30,F,0,Graduate,Divorced,Less than $40K,Blue,18,5,1,1,4203.0,996,3207.0,0.705,7292,68,0.7,0.237,0.9661,0.0339
-99389,Existing Customer,48,M,4,High School,Married,$80K - $120K,Blue,36,1,1,2,21526.0,1320,20206.0,0.762,14441,105,0.875,0.061,5.6153e-05,0.9999399999999999
+99389,Existing Customer,48,M,4,High School,Married,$80K - $120K,Blue,36,1,1,2,21526.0,1320,20206.0,0.762,14441,105,0.875,0.061,5.6153e-05,0.99994
 99390,Attrited Customer,55,F,2,Graduate,Married,Less than $40K,Silver,45,6,3,3,12207.0,0,12207.0,0.319,5838,74,1.056,0.0,0.99636,0.00364408
-99391,Existing Customer,39,F,2,Graduate,Single,,Silver,35,1,3,3,32089.0,1971,30118.0,0.6709999999999999,13796,121,0.833,0.061,0.00027334,0.9997299999999999
+99391,Existing Customer,39,F,2,Graduate,Single,,Silver,35,1,3,3,32089.0,1971,30118.0,0.671,13796,121,0.833,0.061,0.00027334,0.99973
 99392,Existing Customer,43,F,3,,Married,Less than $40K,Blue,27,1,2,2,3541.0,1042,2499.0,0.774,14511,123,0.708,0.294,0.00012982,0.99987
-99393,Existing Customer,43,M,4,High School,Married,$40K - $60K,Blue,32,2,2,2,7139.0,1512,5627.0,1.1059999999999999,14802,112,0.75,0.212,0.00011604,0.9998799999999999
-99394,Existing Customer,47,F,3,,Married,Less than $40K,Blue,42,1,2,3,3669.0,2517,1152.0,0.83,13931,112,0.836,0.6859999999999999,0.00021834,0.9997799999999999
+99393,Existing Customer,43,M,4,High School,Married,$40K - $60K,Blue,32,2,2,2,7139.0,1512,5627.0,1.106,14802,112,0.75,0.212,0.00011604,0.99988
+99394,Existing Customer,47,F,3,,Married,Less than $40K,Blue,42,1,2,3,3669.0,2517,1152.0,0.83,13931,112,0.836,0.686,0.00021834,0.99978
 99395,Attrited Customer,57,M,3,,Single,$60K - $80K,Blue,51,1,6,1,5859.0,0,5859.0,0.914,8004,82,0.708,0.0,0.98987,0.01013
-99396,Existing Customer,53,M,2,,Divorced,$80K - $120K,Blue,48,2,1,2,15594.0,1590,14004.0,0.679,13016,118,0.616,0.102,6.054e-05,0.9999399999999999
+99396,Existing Customer,53,M,2,,Divorced,$80K - $120K,Blue,48,2,1,2,15594.0,1590,14004.0,0.679,13016,118,0.616,0.102,6.054e-05,0.99994
 99397,Existing Customer,48,M,3,Graduate,Married,$120K +,Gold,36,1,4,2,34516.0,1823,32693.0,1.062,15552,108,0.831,0.053,0.00025987,0.99974
-99398,Existing Customer,50,F,2,High School,Single,Less than $40K,Blue,41,2,3,2,6704.0,0,6704.0,0.856,12576,103,0.7759999999999999,0.0,0.00017486,0.9998299999999999
-99399,Existing Customer,53,M,3,Uneducated,Married,$60K - $80K,Silver,38,1,3,2,32417.0,871,31546.0,0.9109999999999999,14381,121,0.862,0.027000000000000003,0.00017339999999999999,0.9998299999999999
-99400,Existing Customer,48,M,1,Graduate,Single,$80K - $120K,Blue,36,1,3,1,2754.0,2152,602.0,0.821,13991,125,0.7609999999999999,0.7809999999999999,0.00010182,0.9999
-99401,Attrited Customer,41,M,3,,Married,$60K - $80K,Silver,29,1,3,4,27945.0,0,27945.0,0.902,8345,70,1.0590000000000002,0.0,0.9981200000000001,0.00187593
-99402,Existing Customer,51,M,2,Uneducated,Single,$120K +,Blue,35,1,2,2,34516.0,1068,33448.0,0.966,16428,123,0.809,0.031,0.00011703,0.9998799999999999
+99398,Existing Customer,50,F,2,High School,Single,Less than $40K,Blue,41,2,3,2,6704.0,0,6704.0,0.856,12576,103,0.776,0.0,0.00017486,0.99983
+99399,Existing Customer,53,M,3,Uneducated,Married,$60K - $80K,Silver,38,1,3,2,32417.0,871,31546.0,0.911,14381,121,0.862,0.027,0.0001734,0.99983
+99400,Existing Customer,48,M,1,Graduate,Single,$80K - $120K,Blue,36,1,3,1,2754.0,2152,602.0,0.821,13991,125,0.761,0.781,0.00010182,0.9999
+99401,Attrited Customer,41,M,3,,Married,$60K - $80K,Silver,29,1,3,4,27945.0,0,27945.0,0.902,8345,70,1.059,0.0,0.99812,0.00187593
+99402,Existing Customer,51,M,2,Uneducated,Single,$120K +,Blue,35,1,2,2,34516.0,1068,33448.0,0.966,16428,123,0.809,0.031,0.00011703,0.99988
 99403,Existing Customer,51,F,2,,Married,Less than $40K,Blue,37,1,2,3,7098.0,1829,5269.0,0.557,13139,102,0.789,0.258,0.00021042,0.99979
-99404,Existing Customer,39,F,2,College,Single,Less than $40K,Silver,20,1,2,3,12338.0,1277,11061.0,0.828,15869,109,0.758,0.10400000000000001,0.00016817,0.9998299999999999
-99405,Existing Customer,51,M,2,High School,Single,$60K - $80K,Blue,42,1,3,2,16703.0,1140,15563.0,0.555,15472,122,0.768,0.068,0.00017486,0.9998299999999999
-99406,Existing Customer,43,M,2,Uneducated,Married,$80K - $120K,Blue,24,2,2,2,16667.0,1463,15204.0,0.8029999999999999,15301,115,0.797,0.08800000000000001,0.00011703,0.9998799999999999
-99407,Attrited Customer,54,M,1,Post-Graduate,,$80K - $120K,Blue,36,1,3,2,18512.0,1664,16848.0,0.889,8019,57,0.583,0.09,0.9949899999999999,0.0050100000000000006
-99408,Existing Customer,47,M,3,Uneducated,Single,$60K - $80K,Blue,35,2,3,1,14131.0,1333,12798.0,0.767,12779,103,0.6890000000000001,0.094,0.00011574,0.9998799999999999
-99409,Existing Customer,51,F,3,Graduate,Single,Less than $40K,Blue,36,1,3,1,3276.0,1474,1802.0,0.759,14212,116,0.6809999999999999,0.45,0.00011256,0.99989
-99410,Existing Customer,38,M,4,Post-Graduate,Single,$80K - $120K,Silver,36,1,3,1,34516.0,1435,33081.0,0.865,15584,114,0.8390000000000001,0.042,0.00012095,0.9998799999999999
-99411,Existing Customer,38,F,2,Uneducated,Married,Less than $40K,Blue,28,1,1,2,3629.0,1891,1738.0,0.917,15982,113,0.687,0.521,5.663e-05,0.9999399999999999
-99412,Existing Customer,44,F,4,,Single,Less than $40K,Silver,36,2,3,3,13067.0,1943,11124.0,0.85,15172,118,1.034,0.149,0.0003151,0.9996799999999999
-99413,Existing Customer,32,M,3,High School,Single,$40K - $60K,Blue,36,2,2,1,3845.0,1871,1974.0,0.847,14593,110,0.8029999999999999,0.48700000000000004,6.9242e-05,0.9999299999999999
-99414,Attrited Customer,41,M,5,Uneducated,Single,$80K - $120K,Blue,32,4,3,3,12094.0,0,12094.0,0.995,8607,90,0.9570000000000001,0.0,0.9969,0.00310348
-99415,Existing Customer,50,M,3,Graduate,Married,$120K +,Blue,35,1,1,2,34516.0,1638,32878.0,0.7609999999999999,14474,121,0.833,0.047,5.7151e-05,0.9999399999999999
-99416,Existing Customer,60,F,1,Graduate,Married,,Blue,52,2,3,3,13312.0,1974,11338.0,0.898,14336,106,0.6559999999999999,0.14800000000000002,0.00028395,0.99972
-99417,Existing Customer,38,F,1,Doctorate,Single,Less than $40K,Blue,36,2,2,2,3466.0,2517,949.0,0.6990000000000001,13140,94,0.7090000000000001,0.726,0.00015460000000000002,0.99985
-99418,Existing Customer,59,M,0,High School,Single,$40K - $60K,Silver,52,1,2,1,15223.0,1729,13494.0,0.863,14230,111,0.79,0.114,5.1738999999999994e-05,0.99995
+99404,Existing Customer,39,F,2,College,Single,Less than $40K,Silver,20,1,2,3,12338.0,1277,11061.0,0.828,15869,109,0.758,0.104,0.00016817,0.99983
+99405,Existing Customer,51,M,2,High School,Single,$60K - $80K,Blue,42,1,3,2,16703.0,1140,15563.0,0.555,15472,122,0.768,0.068,0.00017486,0.99983
+99406,Existing Customer,43,M,2,Uneducated,Married,$80K - $120K,Blue,24,2,2,2,16667.0,1463,15204.0,0.803,15301,115,0.797,0.088,0.00011703,0.99988
+99407,Attrited Customer,54,M,1,Post-Graduate,,$80K - $120K,Blue,36,1,3,2,18512.0,1664,16848.0,0.889,8019,57,0.583,0.09,0.99499,0.00501
+99408,Existing Customer,47,M,3,Uneducated,Single,$60K - $80K,Blue,35,2,3,1,14131.0,1333,12798.0,0.767,12779,103,0.689,0.094,0.00011574,0.99988
+99409,Existing Customer,51,F,3,Graduate,Single,Less than $40K,Blue,36,1,3,1,3276.0,1474,1802.0,0.759,14212,116,0.681,0.45,0.00011256,0.99989
+99410,Existing Customer,38,M,4,Post-Graduate,Single,$80K - $120K,Silver,36,1,3,1,34516.0,1435,33081.0,0.865,15584,114,0.839,0.042,0.00012095,0.99988
+99411,Existing Customer,38,F,2,Uneducated,Married,Less than $40K,Blue,28,1,1,2,3629.0,1891,1738.0,0.917,15982,113,0.687,0.521,5.663e-05,0.99994
+99412,Existing Customer,44,F,4,,Single,Less than $40K,Silver,36,2,3,3,13067.0,1943,11124.0,0.85,15172,118,1.034,0.149,0.0003151,0.99968
+99413,Existing Customer,32,M,3,High School,Single,$40K - $60K,Blue,36,2,2,1,3845.0,1871,1974.0,0.847,14593,110,0.803,0.487,6.9242e-05,0.99993
+99414,Attrited Customer,41,M,5,Uneducated,Single,$80K - $120K,Blue,32,4,3,3,12094.0,0,12094.0,0.995,8607,90,0.957,0.0,0.9969,0.00310348
+99415,Existing Customer,50,M,3,Graduate,Married,$120K +,Blue,35,1,1,2,34516.0,1638,32878.0,0.761,14474,121,0.833,0.047,5.7151e-05,0.99994
+99416,Existing Customer,60,F,1,Graduate,Married,,Blue,52,2,3,3,13312.0,1974,11338.0,0.898,14336,106,0.656,0.148,0.00028395,0.99972
+99417,Existing Customer,38,F,1,Doctorate,Single,Less than $40K,Blue,36,2,2,2,3466.0,2517,949.0,0.699,13140,94,0.709,0.726,0.0001546,0.99985
+99418,Existing Customer,59,M,0,High School,Single,$40K - $60K,Silver,52,1,2,1,15223.0,1729,13494.0,0.863,14230,111,0.79,0.114,5.1739e-05,0.99995
 99419,Existing Customer,53,M,1,High School,Married,$120K +,Gold,44,1,6,3,34516.0,831,33685.0,0.727,13247,107,0.754,0.024,0.00025106,0.99975
-99420,Attrited Customer,40,F,2,College,Single,Less than $40K,Blue,36,4,2,3,5989.0,0,5989.0,0.311,5843,60,0.17600000000000002,0.0,0.99466,0.00534
-99421,Attrited Customer,45,M,5,High School,Divorced,$120K +,Blue,36,2,3,2,5287.0,0,5287.0,0.841,8392,69,0.6829999999999999,0.0,0.99449,0.00551
+99420,Attrited Customer,40,F,2,College,Single,Less than $40K,Blue,36,4,2,3,5989.0,0,5989.0,0.311,5843,60,0.176,0.0,0.99466,0.00534
+99421,Attrited Customer,45,M,5,High School,Divorced,$120K +,Blue,36,2,3,2,5287.0,0,5287.0,0.841,8392,69,0.683,0.0,0.99449,0.00551
 99422,Existing Customer,53,M,1,High School,,$40K - $60K,Blue,43,2,1,3,9060.0,0,9060.0,0.775,14305,102,0.645,0.0,8.453e-05,0.99992
-99423,Existing Customer,56,M,2,High School,,$80K - $120K,Blue,36,1,1,1,4731.0,831,3900.0,0.96,14952,118,0.7879999999999999,0.17600000000000002,3.2288e-05,0.99997
-99424,Existing Customer,60,F,0,Graduate,Single,$40K - $60K,Blue,47,1,2,3,9502.0,1881,7621.0,0.7170000000000001,14418,100,0.754,0.198,0.00016428,0.99984
-99425,Existing Customer,42,M,3,Graduate,Married,$80K - $120K,Blue,36,1,3,0,29738.0,2370,27368.0,0.8059999999999999,14270,97,0.902,0.08,6.8853e-05,0.9999299999999999
-99426,Existing Customer,48,F,1,,Single,Less than $40K,Blue,36,1,1,2,3918.0,813,3105.0,1.149,15867,103,1.06,0.20800000000000002,5.6825e-05,0.9999399999999999
+99423,Existing Customer,56,M,2,High School,,$80K - $120K,Blue,36,1,1,1,4731.0,831,3900.0,0.96,14952,118,0.788,0.176,3.2288e-05,0.99997
+99424,Existing Customer,60,F,0,Graduate,Single,$40K - $60K,Blue,47,1,2,3,9502.0,1881,7621.0,0.717,14418,100,0.754,0.198,0.00016428,0.99984
+99425,Existing Customer,42,M,3,Graduate,Married,$80K - $120K,Blue,36,1,3,0,29738.0,2370,27368.0,0.806,14270,97,0.902,0.08,6.8853e-05,0.99993
+99426,Existing Customer,48,F,1,,Single,Less than $40K,Blue,36,1,1,2,3918.0,813,3105.0,1.149,15867,103,1.06,0.208,5.6825e-05,0.99994
 99427,Existing Customer,58,F,1,,Married,Less than $40K,Blue,40,1,2,3,3944.0,1006,2938.0,0.782,15315,124,0.851,0.255,0.00019751,0.9998
-99428,Existing Customer,55,M,2,Uneducated,Married,$120K +,Blue,48,2,1,2,6577.0,1800,4777.0,0.7859999999999999,14229,120,0.69,0.27399999999999997,5.663e-05,0.9999399999999999
-99429,Existing Customer,51,M,1,Graduate,Married,$120K +,Gold,37,2,3,1,34516.0,2417,32099.0,0.9470000000000001,13021,117,0.625,0.07,0.00011731,0.9998799999999999
+99428,Existing Customer,55,M,2,Uneducated,Married,$120K +,Blue,48,2,1,2,6577.0,1800,4777.0,0.786,14229,120,0.69,0.274,5.663e-05,0.99994
+99429,Existing Customer,51,M,1,Graduate,Married,$120K +,Gold,37,2,3,1,34516.0,2417,32099.0,0.947,13021,117,0.625,0.07,0.00011731,0.99988
 99430,Existing Customer,46,M,2,Post-Graduate,Married,$80K - $120K,Blue,26,1,3,1,34516.0,714,33802.0,0.883,14279,97,0.764,0.021,0.00012764,0.99987
-99431,Existing Customer,45,M,4,Graduate,,$60K - $80K,Blue,33,1,5,1,8670.0,1930,6740.0,0.9329999999999999,13767,96,0.655,0.223,0.00012707,0.99987
+99431,Existing Customer,45,M,4,Graduate,,$60K - $80K,Blue,33,1,5,1,8670.0,1930,6740.0,0.933,13767,96,0.655,0.223,0.00012707,0.99987
 99432,Attrited Customer,40,M,3,Graduate,Single,$80K - $120K,Blue,20,1,2,2,32554.0,0,32554.0,0.872,8528,87,1.122,0.0,0.99161,0.00839
-99433,Existing Customer,56,F,1,High School,,$40K - $60K,Blue,36,2,1,3,8331.0,0,8331.0,0.705,14324,103,0.6890000000000001,0.0,8.453e-05,0.99992
-99434,Existing Customer,34,F,4,High School,Single,,Silver,26,2,2,2,32056.0,1668,30388.0,0.7709999999999999,12595,106,0.6829999999999999,0.052000000000000005,0.00010485,0.9999
-99435,Existing Customer,48,M,3,Uneducated,Married,$60K - $80K,Blue,36,1,1,2,15524.0,1148,14376.0,0.8290000000000001,13819,106,0.71,0.07400000000000001,5.8763e-05,0.9999399999999999
-99436,Existing Customer,45,F,3,Graduate,Married,Less than $40K,Blue,40,2,1,3,4010.0,2517,1493.0,0.71,14354,101,0.629,0.628,9.612600000000001e-05,0.9999
-99437,Existing Customer,42,M,5,High School,Married,$60K - $80K,Blue,36,2,4,3,3275.0,1525,1750.0,0.7490000000000001,14830,112,0.6970000000000001,0.466,0.00036691,0.9996299999999999
-99438,Existing Customer,49,M,1,,Single,$60K - $80K,Blue,37,1,2,2,18349.0,1209,17140.0,0.738,16422,110,0.8029999999999999,0.066,0.00011743,0.9998799999999999
-99439,Existing Customer,35,M,2,Post-Graduate,Single,$60K - $80K,Blue,24,2,3,1,3388.0,1659,1729.0,0.8420000000000001,13557,100,0.7240000000000001,0.49,0.00012764,0.99987
-99440,Attrited Customer,32,M,0,Post-Graduate,Single,$40K - $60K,Blue,14,1,1,3,4015.0,0,4015.0,1.045,8363,65,0.8059999999999999,0.0,0.9894200000000001,0.010579999999999999
-99441,Attrited Customer,34,M,2,High School,Single,$60K - $80K,Blue,36,2,3,2,9719.0,2517,7202.0,0.9059999999999999,9183,51,0.7,0.259,0.99431,0.00569
-99442,Existing Customer,33,M,2,Post-Graduate,Single,$80K - $120K,Blue,24,2,3,2,4178.0,2463,1715.0,0.815,16216,107,0.8140000000000001,0.59,0.00021165,0.99979
-99443,Existing Customer,40,M,2,College,Married,$40K - $60K,Gold,31,1,2,1,3735.0,1474,2261.0,0.7979999999999999,15039,130,0.757,0.395,7.6885e-05,0.99992
+99433,Existing Customer,56,F,1,High School,,$40K - $60K,Blue,36,2,1,3,8331.0,0,8331.0,0.705,14324,103,0.689,0.0,8.453e-05,0.99992
+99434,Existing Customer,34,F,4,High School,Single,,Silver,26,2,2,2,32056.0,1668,30388.0,0.771,12595,106,0.683,0.052,0.00010485,0.9999
+99435,Existing Customer,48,M,3,Uneducated,Married,$60K - $80K,Blue,36,1,1,2,15524.0,1148,14376.0,0.829,13819,106,0.71,0.074,5.8763e-05,0.99994
+99436,Existing Customer,45,F,3,Graduate,Married,Less than $40K,Blue,40,2,1,3,4010.0,2517,1493.0,0.71,14354,101,0.629,0.628,9.6126e-05,0.9999
+99437,Existing Customer,42,M,5,High School,Married,$60K - $80K,Blue,36,2,4,3,3275.0,1525,1750.0,0.749,14830,112,0.697,0.466,0.00036691,0.99963
+99438,Existing Customer,49,M,1,,Single,$60K - $80K,Blue,37,1,2,2,18349.0,1209,17140.0,0.738,16422,110,0.803,0.066,0.00011743,0.99988
+99439,Existing Customer,35,M,2,Post-Graduate,Single,$60K - $80K,Blue,24,2,3,1,3388.0,1659,1729.0,0.842,13557,100,0.724,0.49,0.00012764,0.99987
+99440,Attrited Customer,32,M,0,Post-Graduate,Single,$40K - $60K,Blue,14,1,1,3,4015.0,0,4015.0,1.045,8363,65,0.806,0.0,0.98942,0.01058
+99441,Attrited Customer,34,M,2,High School,Single,$60K - $80K,Blue,36,2,3,2,9719.0,2517,7202.0,0.906,9183,51,0.7,0.259,0.99431,0.00569
+99442,Existing Customer,33,M,2,Post-Graduate,Single,$80K - $120K,Blue,24,2,3,2,4178.0,2463,1715.0,0.815,16216,107,0.814,0.59,0.00021165,0.99979
+99443,Existing Customer,40,M,2,College,Married,$40K - $60K,Gold,31,1,2,1,3735.0,1474,2261.0,0.798,15039,130,0.757,0.395,7.6885e-05,0.99992
 99444,Existing Customer,43,M,4,Uneducated,Married,$60K - $80K,Silver,30,1,3,1,29856.0,1576,28280.0,0.8,14887,119,0.545,0.053,0.00010569,0.99989
-99445,Existing Customer,29,M,1,Uneducated,Single,$40K - $60K,Blue,22,2,3,3,11522.0,1203,10319.0,0.847,13720,119,0.831,0.10400000000000001,0.00029196,0.99971
-99446,Existing Customer,42,M,3,Graduate,Married,$40K - $60K,Blue,37,2,2,3,3161.0,1788,1373.0,0.865,13692,117,0.828,0.5660000000000001,0.00019864,0.9998
-99447,Attrited Customer,48,M,2,Graduate,Married,$80K - $120K,Blue,28,1,3,3,14774.0,2517,12257.0,0.9790000000000001,8293,63,0.703,0.17,0.99671,0.00329379
-99448,Attrited Customer,39,M,4,,Married,$60K - $80K,Gold,36,4,3,2,34516.0,2517,31999.0,0.841,8248,66,0.65,0.073,0.9958299999999999,0.00416767
-99449,Existing Customer,51,F,2,Graduate,Married,Less than $40K,Blue,47,2,2,1,5118.0,980,4138.0,0.7859999999999999,14593,109,0.627,0.191,6.864e-05,0.9999299999999999
+99445,Existing Customer,29,M,1,Uneducated,Single,$40K - $60K,Blue,22,2,3,3,11522.0,1203,10319.0,0.847,13720,119,0.831,0.104,0.00029196,0.99971
+99446,Existing Customer,42,M,3,Graduate,Married,$40K - $60K,Blue,37,2,2,3,3161.0,1788,1373.0,0.865,13692,117,0.828,0.566,0.00019864,0.9998
+99447,Attrited Customer,48,M,2,Graduate,Married,$80K - $120K,Blue,28,1,3,3,14774.0,2517,12257.0,0.979,8293,63,0.703,0.17,0.99671,0.00329379
+99448,Attrited Customer,39,M,4,,Married,$60K - $80K,Gold,36,4,3,2,34516.0,2517,31999.0,0.841,8248,66,0.65,0.073,0.99583,0.00416767
+99449,Existing Customer,51,F,2,Graduate,Married,Less than $40K,Blue,47,2,2,1,5118.0,980,4138.0,0.786,14593,109,0.627,0.191,6.864e-05,0.99993
 99450,Attrited Customer,41,M,2,College,Married,$80K - $120K,Blue,33,2,3,3,14682.0,2517,12165.0,1.041,8193,72,0.846,0.171,0.99661,0.00338757
-99451,Existing Customer,42,M,4,Uneducated,Married,$40K - $60K,Blue,33,1,2,2,3108.0,2280,828.0,0.8440000000000001,14763,99,0.8,0.7340000000000001,0.00012274,0.9998799999999999
-99452,Existing Customer,32,M,3,Graduate,Married,$60K - $80K,Blue,36,1,1,1,3223.0,1413,1810.0,1.0090000000000001,13648,103,0.635,0.43799999999999994,3.4465e-05,0.99997
-99453,Existing Customer,43,M,1,Graduate,Married,$120K +,Blue,34,5,1,3,28612.0,2517,26095.0,0.7120000000000001,14727,105,0.6409999999999999,0.08800000000000001,8.6952e-05,0.9999100000000001
+99451,Existing Customer,42,M,4,Uneducated,Married,$40K - $60K,Blue,33,1,2,2,3108.0,2280,828.0,0.844,14763,99,0.8,0.734,0.00012274,0.99988
+99452,Existing Customer,32,M,3,Graduate,Married,$60K - $80K,Blue,36,1,1,1,3223.0,1413,1810.0,1.009,13648,103,0.635,0.438,3.4465e-05,0.99997
+99453,Existing Customer,43,M,1,Graduate,Married,$120K +,Blue,34,5,1,3,28612.0,2517,26095.0,0.712,14727,105,0.641,0.088,8.6952e-05,0.99991
 99454,Existing Customer,50,M,1,Graduate,Married,$60K - $80K,Silver,37,1,1,1,6224.0,777,5447.0,0.743,13503,112,0.623,0.125,2.8169e-05,0.99997
-99455,Existing Customer,44,M,4,Doctorate,Married,$80K - $120K,Blue,27,1,2,1,24134.0,1290,22844.0,0.8140000000000001,13311,110,0.642,0.053,0.00010417,0.9999
+99455,Existing Customer,44,M,4,Doctorate,Married,$80K - $120K,Blue,27,1,2,1,24134.0,1290,22844.0,0.814,13311,110,0.642,0.053,0.00010417,0.9999
 99456,Existing Customer,36,M,4,High School,Single,$120K +,Blue,36,1,3,3,27929.0,1898,26031.0,0.725,14755,123,0.732,0.068,0.00030842,0.99969
-99457,Existing Customer,44,F,4,Uneducated,Single,$40K - $60K,Blue,34,1,3,3,3657.0,0,3657.0,0.785,14802,95,0.667,0.0,0.0003262,0.9996700000000001
-99458,Existing Customer,47,F,3,Post-Graduate,Married,Less than $40K,Blue,28,1,3,1,8257.0,961,7296.0,0.741,13769,104,0.857,0.11599999999999999,0.00013245,0.99987
-99459,Existing Customer,45,F,4,College,Single,$40K - $60K,Gold,30,1,2,1,23051.0,1836,21215.0,0.743,14393,107,0.8140000000000001,0.08,8.0634e-05,0.99992
+99457,Existing Customer,44,F,4,Uneducated,Single,$40K - $60K,Blue,34,1,3,3,3657.0,0,3657.0,0.785,14802,95,0.667,0.0,0.0003262,0.99967
+99458,Existing Customer,47,F,3,Post-Graduate,Married,Less than $40K,Blue,28,1,3,1,8257.0,961,7296.0,0.741,13769,104,0.857,0.116,0.00013245,0.99987
+99459,Existing Customer,45,F,4,College,Single,$40K - $60K,Gold,30,1,2,1,23051.0,1836,21215.0,0.743,14393,107,0.814,0.08,8.0634e-05,0.99992
 99460,Existing Customer,53,F,2,Uneducated,Single,$40K - $60K,Blue,42,2,1,3,14839.0,2226,12613.0,0.828,14625,115,0.769,0.15,9.5249e-05,0.9999
-99461,Existing Customer,43,M,3,,Married,$60K - $80K,Blue,34,1,3,1,3755.0,1591,2164.0,0.883,14402,110,0.8029999999999999,0.424,0.00012373,0.9998799999999999
-99462,Existing Customer,48,M,5,,Single,$60K - $80K,Blue,36,2,3,0,3862.0,0,3862.0,0.807,15282,125,0.7120000000000001,0.0,7.5299e-05,0.99992
+99461,Existing Customer,43,M,3,,Married,$60K - $80K,Blue,34,1,3,1,3755.0,1591,2164.0,0.883,14402,110,0.803,0.424,0.00012373,0.99988
+99462,Existing Customer,48,M,5,,Single,$60K - $80K,Blue,36,2,3,0,3862.0,0,3862.0,0.807,15282,125,0.712,0.0,7.5299e-05,0.99992
 99463,Existing Customer,37,M,1,Doctorate,,$60K - $80K,Blue,36,1,3,1,7539.0,0,7539.0,1.023,15293,129,0.743,0.0,0.00014734,0.99985
-99464,Attrited Customer,43,M,4,High School,Married,$80K - $120K,Blue,35,2,3,2,10588.0,503,10085.0,0.9179999999999999,7886,70,0.75,0.048,0.9945799999999999,0.00542
-99465,Existing Customer,59,M,2,Graduate,Single,$40K - $60K,Blue,50,2,1,2,11808.0,0,11808.0,0.813,13751,113,0.823,0.0,5.5077e-05,0.9999399999999999
-99466,Existing Customer,31,M,1,High School,Divorced,$40K - $60K,Silver,26,1,1,3,15504.0,1277,14227.0,0.612,14181,126,0.615,0.08199999999999999,7.6378e-05,0.99992
+99464,Attrited Customer,43,M,4,High School,Married,$80K - $120K,Blue,35,2,3,2,10588.0,503,10085.0,0.918,7886,70,0.75,0.048,0.99458,0.00542
+99465,Existing Customer,59,M,2,Graduate,Single,$40K - $60K,Blue,50,2,1,2,11808.0,0,11808.0,0.813,13751,113,0.823,0.0,5.5077e-05,0.99994
+99466,Existing Customer,31,M,1,High School,Divorced,$40K - $60K,Silver,26,1,1,3,15504.0,1277,14227.0,0.612,14181,126,0.615,0.082,7.6378e-05,0.99992
 99467,Attrited Customer,52,F,4,Uneducated,Divorced,,Blue,42,4,4,1,12091.0,0,12091.0,0.898,8127,74,0.805,0.0,0.99298,0.00702
-99468,Existing Customer,41,M,3,High School,Married,$80K - $120K,Blue,33,2,1,1,13818.0,609,13209.0,0.787,13209,101,0.6559999999999999,0.044000000000000004,3.3505e-05,0.99997
-99469,Existing Customer,53,F,2,,Married,$40K - $60K,Blue,48,2,3,3,4442.0,1107,3335.0,0.8220000000000001,14437,109,0.912,0.249,0.00033251,0.9996700000000001
-99470,Existing Customer,55,M,3,High School,Married,$60K - $80K,Blue,50,2,1,2,5282.0,1144,4138.0,0.8,13513,115,0.597,0.217,5.5558999999999994e-05,0.9999399999999999
-99471,Existing Customer,41,M,3,College,Married,$80K - $120K,Blue,28,1,1,3,34516.0,1617,32899.0,0.625,13083,93,0.722,0.047,9.345700000000001e-05,0.9999100000000001
-99472,Existing Customer,55,M,1,High School,Single,$80K - $120K,Blue,42,1,4,2,34516.0,1583,32933.0,0.8240000000000001,12192,112,0.672,0.046,0.00019835,0.9998
-99473,Existing Customer,31,F,1,,Married,Less than $40K,Silver,36,2,3,1,10353.0,1520,8833.0,0.7240000000000001,15028,124,0.746,0.147,0.00010113,0.9999
-99474,Existing Customer,48,M,3,Graduate,Married,$80K - $120K,Blue,43,1,4,1,9959.0,0,9959.0,0.7509999999999999,14948,125,0.866,0.0,0.00013603,0.9998600000000001
-99475,Existing Customer,42,M,2,Graduate,Married,$60K - $80K,Blue,36,2,2,1,6280.0,2181,4099.0,0.795,14109,92,0.878,0.34700000000000003,6.864e-05,0.9999299999999999
+99468,Existing Customer,41,M,3,High School,Married,$80K - $120K,Blue,33,2,1,1,13818.0,609,13209.0,0.787,13209,101,0.656,0.044,3.3505e-05,0.99997
+99469,Existing Customer,53,F,2,,Married,$40K - $60K,Blue,48,2,3,3,4442.0,1107,3335.0,0.822,14437,109,0.912,0.249,0.00033251,0.99967
+99470,Existing Customer,55,M,3,High School,Married,$60K - $80K,Blue,50,2,1,2,5282.0,1144,4138.0,0.8,13513,115,0.597,0.217,5.5559e-05,0.99994
+99471,Existing Customer,41,M,3,College,Married,$80K - $120K,Blue,28,1,1,3,34516.0,1617,32899.0,0.625,13083,93,0.722,0.047,9.3457e-05,0.99991
+99472,Existing Customer,55,M,1,High School,Single,$80K - $120K,Blue,42,1,4,2,34516.0,1583,32933.0,0.824,12192,112,0.672,0.046,0.00019835,0.9998
+99473,Existing Customer,31,F,1,,Married,Less than $40K,Silver,36,2,3,1,10353.0,1520,8833.0,0.724,15028,124,0.746,0.147,0.00010113,0.9999
+99474,Existing Customer,48,M,3,Graduate,Married,$80K - $120K,Blue,43,1,4,1,9959.0,0,9959.0,0.751,14948,125,0.866,0.0,0.00013603,0.99986
+99475,Existing Customer,42,M,2,Graduate,Married,$60K - $80K,Blue,36,2,2,1,6280.0,2181,4099.0,0.795,14109,92,0.878,0.347,6.864e-05,0.99993
 99476,Attrited Customer,57,M,4,,Divorced,$120K +,Blue,36,2,2,3,13694.0,2219,11475.0,1.078,9040,63,0.8,0.162,0.99549,0.00451007
-99477,Existing Customer,34,M,2,Graduate,Single,Less than $40K,Blue,23,1,3,2,8940.0,1518,7422.0,0.726,14459,97,0.7020000000000001,0.17,0.00017987,0.99982
-99478,Existing Customer,54,M,2,Uneducated,Married,$60K - $80K,Blue,45,2,3,1,6546.0,1908,4638.0,0.6970000000000001,14103,112,0.672,0.29100000000000004,0.00011153,0.99989
-99479,Existing Customer,46,F,2,,Married,,Silver,39,1,1,2,32587.0,992,31595.0,1.139,15958,113,0.687,0.03,5.4701000000000004e-05,0.99995
-99480,Existing Customer,38,M,2,Graduate,Single,$60K - $80K,Blue,25,1,1,1,11474.0,0,11474.0,0.628,13041,98,0.6609999999999999,0.0,3.3214000000000004e-05,0.99997
+99477,Existing Customer,34,M,2,Graduate,Single,Less than $40K,Blue,23,1,3,2,8940.0,1518,7422.0,0.726,14459,97,0.702,0.17,0.00017987,0.99982
+99478,Existing Customer,54,M,2,Uneducated,Married,$60K - $80K,Blue,45,2,3,1,6546.0,1908,4638.0,0.697,14103,112,0.672,0.291,0.00011153,0.99989
+99479,Existing Customer,46,F,2,,Married,,Silver,39,1,1,2,32587.0,992,31595.0,1.139,15958,113,0.687,0.03,5.4701e-05,0.99995
+99480,Existing Customer,38,M,2,Graduate,Single,$60K - $80K,Blue,25,1,1,1,11474.0,0,11474.0,0.628,13041,98,0.661,0.0,3.3214e-05,0.99997
 99481,Existing Customer,40,M,5,,Single,$120K +,Silver,31,1,3,3,34516.0,2203,32313.0,0.728,14204,96,0.92,0.064,0.00031018,0.99969
-99482,Attrited Customer,56,F,2,High School,Married,Less than $40K,Blue,46,4,3,3,9463.0,764,8699.0,0.9940000000000001,7106,61,0.9059999999999999,0.081,0.99661,0.00338788
-99483,Existing Customer,44,M,3,Post-Graduate,Married,$40K - $60K,Blue,36,1,1,2,12552.0,1405,11147.0,0.7020000000000001,15508,95,0.792,0.11199999999999999,6.724899999999999e-05,0.9999299999999999
+99482,Attrited Customer,56,F,2,High School,Married,Less than $40K,Blue,46,4,3,3,9463.0,764,8699.0,0.994,7106,61,0.906,0.081,0.99661,0.00338788
+99483,Existing Customer,44,M,3,Post-Graduate,Married,$40K - $60K,Blue,36,1,1,2,12552.0,1405,11147.0,0.702,15508,95,0.792,0.112,6.7249e-05,0.99993
 99484,Existing Customer,39,M,2,Graduate,Single,$60K - $80K,Blue,24,2,3,2,21679.0,1073,20606.0,0.745,15581,115,0.797,0.049,0.00017987,0.99982
-99485,Existing Customer,42,M,5,Post-Graduate,,$40K - $60K,Blue,36,1,2,2,10531.0,2330,8201.0,0.757,14955,118,0.662,0.221,0.00013827,0.9998600000000001
-99486,Existing Customer,60,F,1,Uneducated,Single,Less than $40K,Blue,47,1,3,2,4905.0,2413,2492.0,0.853,15478,109,0.73,0.49200000000000005,0.0001736,0.9998299999999999
+99485,Existing Customer,42,M,5,Post-Graduate,,$40K - $60K,Blue,36,1,2,2,10531.0,2330,8201.0,0.757,14955,118,0.662,0.221,0.00013827,0.99986
+99486,Existing Customer,60,F,1,Uneducated,Single,Less than $40K,Blue,47,1,3,2,4905.0,2413,2492.0,0.853,15478,109,0.73,0.492,0.0001736,0.99983
 99487,Existing Customer,35,M,3,College,,$80K - $120K,Silver,29,2,2,2,34516.0,0,34516.0,0.758,12847,106,0.738,0.0,0.00010375,0.9999
 99488,Existing Customer,42,M,3,Graduate,Single,$80K - $120K,Silver,31,2,2,3,34516.0,2120,32396.0,0.9,14626,97,0.644,0.061,0.00017949,0.99982
-99489,Attrited Customer,30,M,2,Graduate,Married,Less than $40K,Silver,18,1,1,3,10017.0,726,9291.0,0.924,9299,68,0.619,0.07200000000000001,0.9882,0.0118
-99490,Attrited Customer,37,M,2,Uneducated,,$80K - $120K,Blue,18,1,1,2,31832.0,518,31314.0,0.972,10201,59,0.7879999999999999,0.016,0.98265,0.01735
-99491,Existing Customer,37,F,1,Graduate,Married,Less than $40K,Blue,19,2,3,2,5843.0,1346,4497.0,0.6409999999999999,13299,95,0.863,0.23,0.00016883,0.9998299999999999
-99492,Existing Customer,43,M,2,Graduate,Single,$80K - $120K,Blue,36,2,2,1,34427.0,1613,32814.0,0.7040000000000001,13545,112,0.672,0.047,6.864e-05,0.9999299999999999
+99489,Attrited Customer,30,M,2,Graduate,Married,Less than $40K,Silver,18,1,1,3,10017.0,726,9291.0,0.924,9299,68,0.619,0.072,0.9882,0.0118
+99490,Attrited Customer,37,M,2,Uneducated,,$80K - $120K,Blue,18,1,1,2,31832.0,518,31314.0,0.972,10201,59,0.788,0.016,0.98265,0.01735
+99491,Existing Customer,37,F,1,Graduate,Married,Less than $40K,Blue,19,2,3,2,5843.0,1346,4497.0,0.641,13299,95,0.863,0.23,0.00016883,0.99983
+99492,Existing Customer,43,M,2,Graduate,Single,$80K - $120K,Blue,36,2,2,1,34427.0,1613,32814.0,0.704,13545,112,0.672,0.047,6.864e-05,0.99993
 99493,Attrited Customer,34,M,3,High School,,$80K - $120K,Silver,21,1,2,3,34516.0,0,34516.0,0.794,9177,50,1.083,0.0,0.9943,0.0057
-99494,Existing Customer,48,M,3,,,$80K - $120K,Platinum,40,1,2,3,34516.0,1723,32793.0,0.628,13853,98,0.782,0.05,0.00037927,0.9996200000000001
-99495,Existing Customer,31,M,0,Graduate,Divorced,$80K - $120K,Silver,19,1,3,3,34516.0,1984,32532.0,0.757,14969,96,0.8109999999999999,0.057,0.00023457,0.99977
-99496,Attrited Customer,47,F,3,Doctorate,Married,Less than $40K,Blue,35,2,3,2,4779.0,2517,2262.0,0.929,8912,63,0.6579999999999999,0.527,0.99631,0.00368792
-99497,Existing Customer,51,M,1,,Single,$60K - $80K,Blue,22,2,3,3,4248.0,1177,3071.0,0.821,13958,116,0.785,0.27699999999999997,0.00031211,0.99969
-99498,Existing Customer,43,M,0,Post-Graduate,Single,$40K - $60K,Blue,37,1,2,3,7872.0,989,6883.0,0.809,13746,104,0.733,0.126,0.0001933,0.9998100000000001
-99499,Existing Customer,41,F,3,Graduate,,Less than $40K,Blue,13,1,3,2,6077.0,1421,4656.0,0.7390000000000001,12489,97,0.764,0.23399999999999999,0.00018665,0.9998100000000001
-99500,Existing Customer,48,F,3,Graduate,Single,Less than $40K,Blue,36,2,3,1,3882.0,2029,1853.0,0.7509999999999999,13980,128,0.7070000000000001,0.523,0.00011256,0.99989
-99501,Existing Customer,41,F,2,High School,Married,Less than $40K,Blue,24,1,1,1,7207.0,1645,5562.0,0.9690000000000001,13730,96,0.745,0.228,3.2288e-05,0.99997
-99502,Existing Customer,48,F,4,,Single,$40K - $60K,Blue,36,1,1,2,6121.0,1679,4442.0,0.705,14224,117,0.887,0.27399999999999997,6.3492e-05,0.9999399999999999
+99494,Existing Customer,48,M,3,,,$80K - $120K,Platinum,40,1,2,3,34516.0,1723,32793.0,0.628,13853,98,0.782,0.05,0.00037927,0.99962
+99495,Existing Customer,31,M,0,Graduate,Divorced,$80K - $120K,Silver,19,1,3,3,34516.0,1984,32532.0,0.757,14969,96,0.811,0.057,0.00023457,0.99977
+99496,Attrited Customer,47,F,3,Doctorate,Married,Less than $40K,Blue,35,2,3,2,4779.0,2517,2262.0,0.929,8912,63,0.658,0.527,0.99631,0.00368792
+99497,Existing Customer,51,M,1,,Single,$60K - $80K,Blue,22,2,3,3,4248.0,1177,3071.0,0.821,13958,116,0.785,0.277,0.00031211,0.99969
+99498,Existing Customer,43,M,0,Post-Graduate,Single,$40K - $60K,Blue,37,1,2,3,7872.0,989,6883.0,0.809,13746,104,0.733,0.126,0.0001933,0.99981
+99499,Existing Customer,41,F,3,Graduate,,Less than $40K,Blue,13,1,3,2,6077.0,1421,4656.0,0.739,12489,97,0.764,0.234,0.00018665,0.99981
+99500,Existing Customer,48,F,3,Graduate,Single,Less than $40K,Blue,36,2,3,1,3882.0,2029,1853.0,0.751,13980,128,0.707,0.523,0.00011256,0.99989
+99501,Existing Customer,41,F,2,High School,Married,Less than $40K,Blue,24,1,1,1,7207.0,1645,5562.0,0.969,13730,96,0.745,0.228,3.2288e-05,0.99997
+99502,Existing Customer,48,F,4,,Single,$40K - $60K,Blue,36,1,1,2,6121.0,1679,4442.0,0.705,14224,117,0.887,0.274,6.3492e-05,0.99994
 99503,Attrited Customer,40,M,4,Uneducated,Single,$80K - $120K,Blue,36,6,3,2,34516.0,572,33944.0,1.05,8659,81,1.077,0.017,0.99487,0.00513
-99504,Existing Customer,32,M,1,Uneducated,Married,$40K - $60K,Blue,36,2,2,3,3535.0,1964,1571.0,0.6609999999999999,14080,85,0.809,0.556,0.00018475,0.99982
-99505,Attrited Customer,55,F,2,,Single,,Silver,37,2,2,3,34516.0,1783,32733.0,0.821,8472,80,0.7390000000000001,0.052000000000000005,0.99477,0.005229999999999999
-99506,Attrited Customer,50,M,1,Graduate,Single,$80K - $120K,Silver,43,6,3,3,34516.0,432,34084.0,0.807,9045,72,1.0,0.013000000000000001,0.9961200000000001,0.0038814
-99507,Existing Customer,49,M,2,,Married,$60K - $80K,Blue,36,2,1,2,6224.0,1329,4895.0,0.74,14238,93,0.755,0.214,6.054e-05,0.9999399999999999
-99508,Existing Customer,37,F,0,Doctorate,Single,Less than $40K,Blue,36,2,2,3,9178.0,1585,7593.0,0.617,14932,110,0.8029999999999999,0.17300000000000001,0.00023771,0.99976
-99509,Existing Customer,31,M,1,High School,Married,$60K - $80K,Blue,24,2,1,3,4328.0,1493,2835.0,0.6509999999999999,14731,120,0.765,0.345,8.453e-05,0.99992
+99504,Existing Customer,32,M,1,Uneducated,Married,$40K - $60K,Blue,36,2,2,3,3535.0,1964,1571.0,0.661,14080,85,0.809,0.556,0.00018475,0.99982
+99505,Attrited Customer,55,F,2,,Single,,Silver,37,2,2,3,34516.0,1783,32733.0,0.821,8472,80,0.739,0.052,0.99477,0.00523
+99506,Attrited Customer,50,M,1,Graduate,Single,$80K - $120K,Silver,43,6,3,3,34516.0,432,34084.0,0.807,9045,72,1.0,0.013,0.99612,0.0038814
+99507,Existing Customer,49,M,2,,Married,$60K - $80K,Blue,36,2,1,2,6224.0,1329,4895.0,0.74,14238,93,0.755,0.214,6.054e-05,0.99994
+99508,Existing Customer,37,F,0,Doctorate,Single,Less than $40K,Blue,36,2,2,3,9178.0,1585,7593.0,0.617,14932,110,0.803,0.173,0.00023771,0.99976
+99509,Existing Customer,31,M,1,High School,Married,$60K - $80K,Blue,24,2,1,3,4328.0,1493,2835.0,0.651,14731,120,0.765,0.345,8.453e-05,0.99992
 99510,Existing Customer,52,M,2,College,Married,$80K - $120K,Blue,36,1,2,2,9959.0,1049,8910.0,0.976,15195,99,0.941,0.105,0.00011066,0.99989
-99511,Existing Customer,60,F,0,Uneducated,Single,Less than $40K,Blue,47,1,2,2,9634.0,2076,7558.0,0.8759999999999999,14218,102,0.759,0.215,0.00010043,0.9999
-99512,Existing Customer,35,F,2,,Divorced,,Blue,31,2,2,2,19033.0,1555,17478.0,1.001,16033,116,0.812,0.08199999999999999,0.00012511,0.99987
-99513,Existing Customer,48,M,1,Uneducated,Married,$60K - $80K,Blue,39,2,3,1,8624.0,1709,6915.0,0.9670000000000001,15738,111,0.82,0.198,0.00010469,0.9999
+99511,Existing Customer,60,F,0,Uneducated,Single,Less than $40K,Blue,47,1,2,2,9634.0,2076,7558.0,0.876,14218,102,0.759,0.215,0.00010043,0.9999
+99512,Existing Customer,35,F,2,,Divorced,,Blue,31,2,2,2,19033.0,1555,17478.0,1.001,16033,116,0.812,0.082,0.00012511,0.99987
+99513,Existing Customer,48,M,1,Uneducated,Married,$60K - $80K,Blue,39,2,3,1,8624.0,1709,6915.0,0.967,15738,111,0.82,0.198,0.00010469,0.9999
 99514,Attrited Customer,44,M,3,Graduate,Divorced,$40K - $60K,Blue,32,1,2,2,3575.0,0,3575.0,0.843,7672,66,0.737,0.0,0.99161,0.00839
 99515,Attrited Customer,44,F,2,Graduate,,$40K - $60K,Blue,34,2,3,3,5508.0,0,5508.0,0.89,7507,78,0.733,0.0,0.99671,0.00329379
-99516,Existing Customer,31,M,2,Graduate,Single,Less than $40K,Blue,19,1,2,3,5871.0,1829,4042.0,0.81,15645,117,0.746,0.312,0.00019143,0.9998100000000001
-99517,Attrited Customer,56,M,1,Uneducated,Single,$60K - $80K,Blue,36,6,4,3,15219.0,2281,12938.0,0.8320000000000001,7625,78,0.95,0.15,0.9971700000000001,0.00282527
-99518,Existing Customer,46,M,2,Uneducated,Single,$120K +,Blue,32,2,3,1,34516.0,2328,32188.0,0.855,15754,121,0.7290000000000001,0.067,0.00011153,0.99989
-99519,Existing Customer,29,M,1,Uneducated,Married,$40K - $60K,Blue,23,1,3,1,8147.0,1750,6397.0,0.7509999999999999,14912,114,0.8690000000000001,0.215,0.00010469,0.9999
+99516,Existing Customer,31,M,2,Graduate,Single,Less than $40K,Blue,19,1,2,3,5871.0,1829,4042.0,0.81,15645,117,0.746,0.312,0.00019143,0.99981
+99517,Attrited Customer,56,M,1,Uneducated,Single,$60K - $80K,Blue,36,6,4,3,15219.0,2281,12938.0,0.832,7625,78,0.95,0.15,0.99717,0.00282527
+99518,Existing Customer,46,M,2,Uneducated,Single,$120K +,Blue,32,2,3,1,34516.0,2328,32188.0,0.855,15754,121,0.729,0.067,0.00011153,0.99989
+99519,Existing Customer,29,M,1,Uneducated,Married,$40K - $60K,Blue,23,1,3,1,8147.0,1750,6397.0,0.751,14912,114,0.869,0.215,0.00010469,0.9999
 99520,Existing Customer,37,F,2,Post-Graduate,Single,Less than $40K,Blue,28,1,3,1,3525.0,1519,2006.0,0.685,13625,110,1.0,0.431,0.00012764,0.99987
-99521,Existing Customer,32,M,1,Graduate,Married,$40K - $60K,Blue,24,1,1,2,9711.0,972,8739.0,0.647,14926,115,0.742,0.1,5.1696999999999996e-05,0.99995
-99522,Existing Customer,52,M,2,High School,Married,$80K - $120K,Blue,47,1,1,1,11358.0,1425,9933.0,0.611,14327,92,0.6729999999999999,0.125,3.2288e-05,0.99997
-99523,Existing Customer,58,F,3,Graduate,Married,Less than $40K,Blue,47,1,2,1,6765.0,0,6765.0,0.7390000000000001,14133,124,0.7709999999999999,0.0,7.1226e-05,0.9999299999999999
-99524,Attrited Customer,41,M,4,Graduate,Married,$80K - $120K,Blue,36,1,3,6,4725.0,1253,3472.0,1.008,9134,77,0.9740000000000001,0.265,0.99939,0.00060765
-99525,Attrited Customer,50,F,4,Graduate,Single,Less than $40K,Blue,37,1,2,3,3699.0,913,2786.0,0.866,7297,71,0.69,0.247,0.9950399999999999,0.00495524
-99526,Existing Customer,29,M,1,Graduate,Married,$80K - $120K,Silver,36,1,2,1,34516.0,1666,32850.0,0.82,13971,116,0.812,0.048,5.8215e-05,0.9999399999999999
-99527,Existing Customer,32,F,0,High School,Divorced,Less than $40K,Blue,25,2,3,0,8851.0,1753,7098.0,0.627,14783,110,0.8640000000000001,0.198,5.5353000000000003e-05,0.9999399999999999
-99528,Existing Customer,52,F,1,College,,Less than $40K,Blue,39,1,2,1,8506.0,0,8506.0,0.7190000000000001,14289,113,0.638,0.0,6.2639e-05,0.9999399999999999
-99529,Existing Customer,48,M,2,Graduate,Divorced,Less than $40K,Blue,36,1,3,2,3442.0,1229,2213.0,0.81,14618,100,0.7240000000000001,0.35700000000000004,0.00017987,0.99982
+99521,Existing Customer,32,M,1,Graduate,Married,$40K - $60K,Blue,24,1,1,2,9711.0,972,8739.0,0.647,14926,115,0.742,0.1,5.1697e-05,0.99995
+99522,Existing Customer,52,M,2,High School,Married,$80K - $120K,Blue,47,1,1,1,11358.0,1425,9933.0,0.611,14327,92,0.673,0.125,3.2288e-05,0.99997
+99523,Existing Customer,58,F,3,Graduate,Married,Less than $40K,Blue,47,1,2,1,6765.0,0,6765.0,0.739,14133,124,0.771,0.0,7.1226e-05,0.99993
+99524,Attrited Customer,41,M,4,Graduate,Married,$80K - $120K,Blue,36,1,3,6,4725.0,1253,3472.0,1.008,9134,77,0.974,0.265,0.99939,0.00060765
+99525,Attrited Customer,50,F,4,Graduate,Single,Less than $40K,Blue,37,1,2,3,3699.0,913,2786.0,0.866,7297,71,0.69,0.247,0.99504,0.00495524
+99526,Existing Customer,29,M,1,Graduate,Married,$80K - $120K,Silver,36,1,2,1,34516.0,1666,32850.0,0.82,13971,116,0.812,0.048,5.8215e-05,0.99994
+99527,Existing Customer,32,F,0,High School,Divorced,Less than $40K,Blue,25,2,3,0,8851.0,1753,7098.0,0.627,14783,110,0.864,0.198,5.5353e-05,0.99994
+99528,Existing Customer,52,F,1,College,,Less than $40K,Blue,39,1,2,1,8506.0,0,8506.0,0.719,14289,113,0.638,0.0,6.2639e-05,0.99994
+99529,Existing Customer,48,M,2,Graduate,Divorced,Less than $40K,Blue,36,1,3,2,3442.0,1229,2213.0,0.81,14618,100,0.724,0.357,0.00017987,0.99982
 99530,Existing Customer,33,F,2,Graduate,Married,Less than $40K,Blue,24,1,3,2,3731.0,0,3731.0,0.767,13234,92,0.84,0.0,0.00017987,0.99982
 99531,Existing Customer,51,F,2,,Married,Less than $40K,Blue,46,1,6,3,7744.0,1893,5851.0,0.813,16059,124,0.722,0.244,0.00026249,0.99974
-99532,Existing Customer,46,M,2,High School,Single,$40K - $60K,Blue,32,2,3,2,5972.0,0,5972.0,0.606,14227,116,0.706,0.0,0.00017486,0.9998299999999999
-99533,Existing Customer,47,M,2,,Divorced,$80K - $120K,Blue,37,1,2,2,21714.0,1969,19745.0,0.9440000000000001,13270,104,0.625,0.091,0.00012511,0.99987
-99534,Existing Customer,32,M,1,Uneducated,Single,$80K - $120K,Blue,15,2,2,1,3371.0,1530,1841.0,0.828,13432,118,0.815,0.45399999999999996,6.6245e-05,0.9999299999999999
-99535,Existing Customer,50,F,2,Graduate,Married,Less than $40K,Blue,38,2,1,1,9546.0,960,8586.0,0.71,14211,111,0.657,0.10099999999999999,3.3214000000000004e-05,0.99997
-99536,Existing Customer,28,F,1,Post-Graduate,Single,Less than $40K,Blue,14,2,3,3,3848.0,0,3848.0,0.841,14054,105,0.6940000000000001,0.0,0.00033411,0.9996700000000001
+99532,Existing Customer,46,M,2,High School,Single,$40K - $60K,Blue,32,2,3,2,5972.0,0,5972.0,0.606,14227,116,0.706,0.0,0.00017486,0.99983
+99533,Existing Customer,47,M,2,,Divorced,$80K - $120K,Blue,37,1,2,2,21714.0,1969,19745.0,0.944,13270,104,0.625,0.091,0.00012511,0.99987
+99534,Existing Customer,32,M,1,Uneducated,Single,$80K - $120K,Blue,15,2,2,1,3371.0,1530,1841.0,0.828,13432,118,0.815,0.454,6.6245e-05,0.99993
+99535,Existing Customer,50,F,2,Graduate,Married,Less than $40K,Blue,38,2,1,1,9546.0,960,8586.0,0.71,14211,111,0.657,0.101,3.3214e-05,0.99997
+99536,Existing Customer,28,F,1,Post-Graduate,Single,Less than $40K,Blue,14,2,3,3,3848.0,0,3848.0,0.841,14054,105,0.694,0.0,0.00033411,0.99967
 99537,Existing Customer,44,M,3,Graduate,Single,$40K - $60K,Blue,40,1,3,1,9199.0,1230,7969.0,0.591,15367,123,0.685,0.134,0.00011256,0.99989
 99538,Existing Customer,43,M,2,High School,Married,$60K - $80K,Blue,31,2,3,1,13381.0,1845,11536.0,0.883,14532,116,0.871,0.138,0.00010545,0.99989
-99539,Existing Customer,50,F,1,Graduate,Single,$40K - $60K,Blue,36,2,1,3,2833.0,1622,1211.0,0.951,14341,101,0.7120000000000001,0.573,8.6952e-05,0.9999100000000001
-99540,Existing Customer,53,F,2,Post-Graduate,Single,,Blue,41,2,2,3,15101.0,1396,13705.0,0.6920000000000001,13545,96,0.655,0.092,0.00022525,0.99977
-99541,Existing Customer,58,F,3,,Married,Less than $40K,Blue,48,2,1,2,3603.0,1465,2138.0,0.63,14235,101,0.6559999999999999,0.40700000000000003,6.282e-05,0.9999399999999999
-99542,Existing Customer,51,F,0,Doctorate,Single,Less than $40K,Blue,38,2,2,2,4132.0,2517,1615.0,0.7859999999999999,13820,129,0.6970000000000001,0.609,0.00014134,0.9998600000000001
-99543,Existing Customer,39,F,0,College,Single,Less than $40K,Blue,36,1,2,2,4366.0,1870,2496.0,0.8140000000000001,15451,127,0.764,0.428,9.496e-05,0.9999100000000001
-99544,Existing Customer,42,M,4,Graduate,Single,$40K - $60K,Blue,36,1,1,2,6128.0,2239,3889.0,0.768,13505,116,0.6809999999999999,0.365,5.7762e-05,0.9999399999999999
-99545,Attrited Customer,44,M,3,Graduate,,$60K - $80K,Gold,29,2,3,2,34516.0,2517,31999.0,0.579,6782,67,0.763,0.073,0.9953700000000001,0.00462792
-99546,Existing Customer,44,F,4,High School,Single,Less than $40K,Blue,30,1,2,3,6882.0,1930,4952.0,0.915,13836,113,0.7659999999999999,0.28,0.00019517,0.9998
-99547,Existing Customer,46,M,4,Uneducated,Married,$80K - $120K,Blue,33,1,2,1,13490.0,1567,11923.0,0.795,13159,105,0.75,0.11599999999999999,7.401699999999999e-05,0.9999299999999999
-99548,Existing Customer,39,M,3,High School,Married,$80K - $120K,Blue,34,2,1,2,17978.0,1820,16158.0,0.85,15657,114,0.81,0.10099999999999999,5.5558999999999994e-05,0.9999399999999999
-99549,Existing Customer,45,M,3,Post-Graduate,Married,$40K - $60K,Blue,30,2,2,2,3821.0,1673,2148.0,0.8690000000000001,15005,89,0.7120000000000001,0.43799999999999994,0.00013897,0.9998600000000001
-99550,Existing Customer,41,F,2,Graduate,Single,Less than $40K,Blue,21,2,3,3,3624.0,1641,1983.0,0.833,15824,121,0.779,0.45299999999999996,0.00030251,0.9997
+99539,Existing Customer,50,F,1,Graduate,Single,$40K - $60K,Blue,36,2,1,3,2833.0,1622,1211.0,0.951,14341,101,0.712,0.573,8.6952e-05,0.99991
+99540,Existing Customer,53,F,2,Post-Graduate,Single,,Blue,41,2,2,3,15101.0,1396,13705.0,0.692,13545,96,0.655,0.092,0.00022525,0.99977
+99541,Existing Customer,58,F,3,,Married,Less than $40K,Blue,48,2,1,2,3603.0,1465,2138.0,0.63,14235,101,0.656,0.407,6.282e-05,0.99994
+99542,Existing Customer,51,F,0,Doctorate,Single,Less than $40K,Blue,38,2,2,2,4132.0,2517,1615.0,0.786,13820,129,0.697,0.609,0.00014134,0.99986
+99543,Existing Customer,39,F,0,College,Single,Less than $40K,Blue,36,1,2,2,4366.0,1870,2496.0,0.814,15451,127,0.764,0.428,9.496e-05,0.99991
+99544,Existing Customer,42,M,4,Graduate,Single,$40K - $60K,Blue,36,1,1,2,6128.0,2239,3889.0,0.768,13505,116,0.681,0.365,5.7762e-05,0.99994
+99545,Attrited Customer,44,M,3,Graduate,,$60K - $80K,Gold,29,2,3,2,34516.0,2517,31999.0,0.579,6782,67,0.763,0.073,0.99537,0.00462792
+99546,Existing Customer,44,F,4,High School,Single,Less than $40K,Blue,30,1,2,3,6882.0,1930,4952.0,0.915,13836,113,0.766,0.28,0.00019517,0.9998
+99547,Existing Customer,46,M,4,Uneducated,Married,$80K - $120K,Blue,33,1,2,1,13490.0,1567,11923.0,0.795,13159,105,0.75,0.116,7.4017e-05,0.99993
+99548,Existing Customer,39,M,3,High School,Married,$80K - $120K,Blue,34,2,1,2,17978.0,1820,16158.0,0.85,15657,114,0.81,0.101,5.5559e-05,0.99994
+99549,Existing Customer,45,M,3,Post-Graduate,Married,$40K - $60K,Blue,30,2,2,2,3821.0,1673,2148.0,0.869,15005,89,0.712,0.438,0.00013897,0.99986
+99550,Existing Customer,41,F,2,Graduate,Single,Less than $40K,Blue,21,2,3,3,3624.0,1641,1983.0,0.833,15824,121,0.779,0.453,0.00030251,0.9997
 99551,Existing Customer,42,F,3,High School,Single,Less than $40K,Blue,37,1,3,1,3787.0,824,2963.0,0.809,16220,120,0.69,0.218,0.00010943,0.99989
-99552,Existing Customer,38,F,1,College,Single,Less than $40K,Blue,28,2,2,2,4623.0,1366,3257.0,0.7759999999999999,14730,118,0.735,0.295,0.00010387,0.9999
-99553,Existing Customer,36,M,2,High School,Married,$80K - $120K,Blue,30,2,1,2,4343.0,2220,2123.0,1.045,14463,119,0.7759999999999999,0.511,5.3541999999999997e-05,0.99995
-99554,Existing Customer,43,F,3,High School,,$40K - $60K,Silver,25,1,2,1,17328.0,0,17328.0,0.82,15367,105,0.6409999999999999,0.0,6.256399999999999e-05,0.9999399999999999
-99555,Existing Customer,51,F,3,High School,Married,Less than $40K,Blue,39,2,1,1,3803.0,2437,1366.0,0.809,14397,117,0.746,0.6409999999999999,3.3505e-05,0.99997
-99556,Existing Customer,52,M,3,Graduate,Married,$60K - $80K,Blue,44,1,2,1,23889.0,603,23286.0,0.792,13360,124,0.968,0.025,7.1226e-05,0.9999299999999999
-99557,Existing Customer,50,F,3,Graduate,Divorced,,Silver,45,2,1,2,34516.0,2381,32135.0,0.748,15071,103,0.7170000000000001,0.069,5.164e-05,0.99995
-99558,Attrited Customer,49,M,4,Graduate,Single,$80K - $120K,Blue,36,2,3,2,3999.0,0,3999.0,0.938,7567,76,0.652,0.0,0.9947299999999999,0.00527
-99559,Existing Customer,44,M,4,,Single,$80K - $120K,Blue,26,1,2,1,11782.0,2177,9605.0,0.875,16605,110,0.6920000000000001,0.185,7.9128e-05,0.99992
-99560,Existing Customer,43,F,4,,Single,Less than $40K,Blue,38,2,1,2,3220.0,0,3220.0,0.782,13339,90,0.698,0.0,6.3492e-05,0.9999399999999999
-99561,Existing Customer,48,F,3,,,$40K - $60K,Blue,42,2,1,1,9742.0,2517,7225.0,0.6920000000000001,13082,92,0.804,0.258,3.7884e-05,0.9999600000000001
+99552,Existing Customer,38,F,1,College,Single,Less than $40K,Blue,28,2,2,2,4623.0,1366,3257.0,0.776,14730,118,0.735,0.295,0.00010387,0.9999
+99553,Existing Customer,36,M,2,High School,Married,$80K - $120K,Blue,30,2,1,2,4343.0,2220,2123.0,1.045,14463,119,0.776,0.511,5.3542e-05,0.99995
+99554,Existing Customer,43,F,3,High School,,$40K - $60K,Silver,25,1,2,1,17328.0,0,17328.0,0.82,15367,105,0.641,0.0,6.2564e-05,0.99994
+99555,Existing Customer,51,F,3,High School,Married,Less than $40K,Blue,39,2,1,1,3803.0,2437,1366.0,0.809,14397,117,0.746,0.641,3.3505e-05,0.99997
+99556,Existing Customer,52,M,3,Graduate,Married,$60K - $80K,Blue,44,1,2,1,23889.0,603,23286.0,0.792,13360,124,0.968,0.025,7.1226e-05,0.99993
+99557,Existing Customer,50,F,3,Graduate,Divorced,,Silver,45,2,1,2,34516.0,2381,32135.0,0.748,15071,103,0.717,0.069,5.164e-05,0.99995
+99558,Attrited Customer,49,M,4,Graduate,Single,$80K - $120K,Blue,36,2,3,2,3999.0,0,3999.0,0.938,7567,76,0.652,0.0,0.99473,0.00527
+99559,Existing Customer,44,M,4,,Single,$80K - $120K,Blue,26,1,2,1,11782.0,2177,9605.0,0.875,16605,110,0.692,0.185,7.9128e-05,0.99992
+99560,Existing Customer,43,F,4,,Single,Less than $40K,Blue,38,2,1,2,3220.0,0,3220.0,0.782,13339,90,0.698,0.0,6.3492e-05,0.99994
+99561,Existing Customer,48,F,3,,,$40K - $60K,Blue,42,2,1,1,9742.0,2517,7225.0,0.692,13082,92,0.804,0.258,3.7884e-05,0.99996
 99562,Attrited Customer,55,M,3,Graduate,Single,$60K - $80K,Blue,46,2,4,2,4178.0,0,4178.0,0.882,7914,54,0.862,0.0,0.99559,0.00441277
-99563,Existing Customer,48,M,4,Graduate,Married,$80K - $120K,Blue,34,1,1,1,34516.0,738,33778.0,0.7190000000000001,15143,121,0.635,0.021,3.4833000000000003e-05,0.99997
+99563,Existing Customer,48,M,4,Graduate,Married,$80K - $120K,Blue,34,1,1,1,34516.0,738,33778.0,0.719,15143,121,0.635,0.021,3.4833e-05,0.99997
 99564,Existing Customer,45,M,4,Graduate,Married,$80K - $120K,Blue,32,1,1,3,26819.0,1657,25162.0,0.816,14450,111,0.762,0.062,9.7154e-05,0.9999
-99565,Attrited Customer,54,M,1,Graduate,Divorced,$80K - $120K,Blue,44,1,3,3,9580.0,132,9448.0,0.32,5385,51,0.308,0.013999999999999999,0.99649,0.00350838
+99565,Attrited Customer,54,M,1,Graduate,Divorced,$80K - $120K,Blue,44,1,3,3,9580.0,132,9448.0,0.32,5385,51,0.308,0.014,0.99649,0.00350838
 99566,Existing Customer,47,F,4,,Single,Less than $40K,Blue,36,2,2,1,7940.0,1669,6271.0,0.696,15445,118,0.934,0.21,7.9128e-05,0.99992
-99567,Existing Customer,39,M,1,Graduate,Single,$60K - $80K,Gold,36,1,3,2,34516.0,1662,32854.0,0.7509999999999999,13578,105,0.615,0.048,0.00019451,0.9998100000000001
-99568,Existing Customer,47,M,2,Uneducated,Married,$40K - $60K,Blue,39,2,2,2,3471.0,0,3471.0,0.871,14381,115,0.742,0.0,0.00011703,0.9998799999999999
-99569,Attrited Customer,51,M,2,,Single,$120K +,Blue,42,2,4,2,14938.0,0,14938.0,0.758,8192,80,0.778,0.0,0.9958299999999999,0.00416681
+99567,Existing Customer,39,M,1,Graduate,Single,$60K - $80K,Gold,36,1,3,2,34516.0,1662,32854.0,0.751,13578,105,0.615,0.048,0.00019451,0.99981
+99568,Existing Customer,47,M,2,Uneducated,Married,$40K - $60K,Blue,39,2,2,2,3471.0,0,3471.0,0.871,14381,115,0.742,0.0,0.00011703,0.99988
+99569,Attrited Customer,51,M,2,,Single,$120K +,Blue,42,2,4,2,14938.0,0,14938.0,0.758,8192,80,0.778,0.0,0.99583,0.00416681
 99570,Existing Customer,49,F,3,Graduate,Divorced,,Blue,42,2,2,3,14072.0,1917,12155.0,0.653,13432,107,0.981,0.136,0.00019864,0.9998
-99571,Existing Customer,58,F,1,,Married,$40K - $60K,Silver,53,1,3,3,15928.0,1527,14401.0,0.838,14678,125,0.7120000000000001,0.096,0.00028202,0.99972
-99572,Attrited Customer,40,M,2,Uneducated,Married,$80K - $120K,Blue,30,6,2,3,20798.0,1059,19739.0,1.0490000000000002,8038,90,0.8370000000000001,0.051,0.99495,0.00505
-99573,Existing Customer,60,F,1,Graduate,Single,Less than $40K,Blue,45,2,3,1,9752.0,1423,8329.0,0.872,14220,108,0.9640000000000001,0.146,0.00010182,0.9999
-99574,Existing Customer,53,M,1,,Single,$40K - $60K,Blue,45,1,2,1,3234.0,1514,1720.0,0.846,13803,100,0.695,0.46799999999999997,7.0819e-05,0.9999299999999999
-99575,Attrited Customer,45,M,2,Graduate,Married,$80K - $120K,Blue,36,4,3,3,24844.0,1273,23571.0,0.43700000000000006,6549,75,0.9740000000000001,0.051,0.99671,0.00329379
+99571,Existing Customer,58,F,1,,Married,$40K - $60K,Silver,53,1,3,3,15928.0,1527,14401.0,0.838,14678,125,0.712,0.096,0.00028202,0.99972
+99572,Attrited Customer,40,M,2,Uneducated,Married,$80K - $120K,Blue,30,6,2,3,20798.0,1059,19739.0,1.049,8038,90,0.837,0.051,0.99495,0.00505
+99573,Existing Customer,60,F,1,Graduate,Single,Less than $40K,Blue,45,2,3,1,9752.0,1423,8329.0,0.872,14220,108,0.964,0.146,0.00010182,0.9999
+99574,Existing Customer,53,M,1,,Single,$40K - $60K,Blue,45,1,2,1,3234.0,1514,1720.0,0.846,13803,100,0.695,0.468,7.0819e-05,0.99993
+99575,Attrited Customer,45,M,2,Graduate,Married,$80K - $120K,Blue,36,4,3,3,24844.0,1273,23571.0,0.437,6549,75,0.974,0.051,0.99671,0.00329379
 99576,Existing Customer,49,M,2,Uneducated,Married,$80K - $120K,Blue,36,2,1,3,3090.0,0,3090.0,0.769,14198,101,0.804,0.0,9.5249e-05,0.9999
-99577,Attrited Customer,48,F,3,Post-Graduate,Divorced,Less than $40K,Blue,36,5,3,1,9943.0,2138,7805.0,0.9490000000000001,8325,54,1.0,0.215,0.99251,0.007490000000000001
-99578,Existing Customer,44,M,3,Graduate,Married,$60K - $80K,Blue,36,1,2,3,3384.0,799,2585.0,0.737,13152,100,0.754,0.23600000000000002,0.00019864,0.9998
-99579,Existing Customer,29,F,1,Uneducated,Single,Less than $40K,Blue,36,1,2,1,3640.0,1419,2221.0,0.7490000000000001,13306,99,0.6779999999999999,0.39,6.6245e-05,0.9999299999999999
-99580,Existing Customer,42,M,4,Uneducated,Married,$80K - $120K,Silver,35,1,2,3,34516.0,1420,33096.0,0.848,14672,110,0.8029999999999999,0.040999999999999995,0.00018652,0.9998100000000001
-99581,Existing Customer,45,F,3,Graduate,Married,Less than $40K,Silver,39,1,2,3,10186.0,1608,8578.0,0.7120000000000001,14023,106,0.767,0.158,0.00017949,0.99982
-99582,Existing Customer,45,F,2,High School,Single,Less than $40K,Platinum,36,1,3,1,15987.0,2262,13725.0,0.7140000000000001,15513,127,0.649,0.141,0.00018319,0.99982
-99583,Attrited Customer,46,M,0,College,Single,$80K - $120K,Blue,39,2,3,3,16983.0,0,16983.0,1.061,8526,79,0.8370000000000001,0.0,0.99605,0.00394546
+99577,Attrited Customer,48,F,3,Post-Graduate,Divorced,Less than $40K,Blue,36,5,3,1,9943.0,2138,7805.0,0.949,8325,54,1.0,0.215,0.99251,0.00749
+99578,Existing Customer,44,M,3,Graduate,Married,$60K - $80K,Blue,36,1,2,3,3384.0,799,2585.0,0.737,13152,100,0.754,0.236,0.00019864,0.9998
+99579,Existing Customer,29,F,1,Uneducated,Single,Less than $40K,Blue,36,1,2,1,3640.0,1419,2221.0,0.749,13306,99,0.678,0.39,6.6245e-05,0.99993
+99580,Existing Customer,42,M,4,Uneducated,Married,$80K - $120K,Silver,35,1,2,3,34516.0,1420,33096.0,0.848,14672,110,0.803,0.041,0.00018652,0.99981
+99581,Existing Customer,45,F,3,Graduate,Married,Less than $40K,Silver,39,1,2,3,10186.0,1608,8578.0,0.712,14023,106,0.767,0.158,0.00017949,0.99982
+99582,Existing Customer,45,F,2,High School,Single,Less than $40K,Platinum,36,1,3,1,15987.0,2262,13725.0,0.714,15513,127,0.649,0.141,0.00018319,0.99982
+99583,Attrited Customer,46,M,0,College,Single,$80K - $120K,Blue,39,2,3,3,16983.0,0,16983.0,1.061,8526,79,0.837,0.0,0.99605,0.00394546
 99584,Attrited Customer,39,M,2,,Married,$120K +,Blue,36,6,3,3,34516.0,2517,31999.0,1.052,7866,63,0.75,0.073,0.997,0.00299743
-99585,Existing Customer,32,M,2,Uneducated,Single,$80K - $120K,Silver,20,2,3,3,34516.0,2136,32380.0,0.8490000000000001,14667,119,0.75,0.062,0.00028105,0.99972
-99586,Existing Customer,38,M,2,High School,Single,$80K - $120K,Blue,31,1,3,2,34516.0,0,34516.0,0.768,14036,99,0.768,0.0,0.00017486,0.9998299999999999
+99585,Existing Customer,32,M,2,Uneducated,Single,$80K - $120K,Silver,20,2,3,3,34516.0,2136,32380.0,0.849,14667,119,0.75,0.062,0.00028105,0.99972
+99586,Existing Customer,38,M,2,High School,Single,$80K - $120K,Blue,31,1,3,2,34516.0,0,34516.0,0.768,14036,99,0.768,0.0,0.00017486,0.99983
 99587,Existing Customer,50,F,4,,Married,$40K - $60K,Blue,41,1,2,2,4268.0,1509,2759.0,0.562,14351,112,0.867,0.354,0.00013121,0.99987
-99588,Existing Customer,50,F,2,High School,Married,,Blue,40,2,3,2,10748.0,1084,9664.0,0.868,16541,126,0.68,0.10099999999999999,0.00017486,0.9998299999999999
-99589,Attrited Customer,37,F,2,,Married,,Silver,21,2,2,2,31718.0,0,31718.0,0.91,7432,64,0.6409999999999999,0.0,0.9912299999999999,0.00877
-99590,Attrited Customer,42,M,2,College,Single,$80K - $120K,Blue,36,1,3,1,9959.0,2517,7442.0,0.884,8847,85,0.7709999999999999,0.253,0.99061,0.00939
-99591,Existing Customer,53,M,1,College,Married,$80K - $120K,Silver,36,2,2,2,34516.0,1484,33032.0,1.015,16373,114,0.9,0.043,9.385200000000001e-05,0.9999100000000001
+99588,Existing Customer,50,F,2,High School,Married,,Blue,40,2,3,2,10748.0,1084,9664.0,0.868,16541,126,0.68,0.101,0.00017486,0.99983
+99589,Attrited Customer,37,F,2,,Married,,Silver,21,2,2,2,31718.0,0,31718.0,0.91,7432,64,0.641,0.0,0.99123,0.00877
+99590,Attrited Customer,42,M,2,College,Single,$80K - $120K,Blue,36,1,3,1,9959.0,2517,7442.0,0.884,8847,85,0.771,0.253,0.99061,0.00939
+99591,Existing Customer,53,M,1,College,Married,$80K - $120K,Silver,36,2,2,2,34516.0,1484,33032.0,1.015,16373,114,0.9,0.043,9.3852e-05,0.99991
 99592,Existing Customer,52,M,1,High School,Single,$60K - $80K,Blue,45,1,5,1,11898.0,2517,9381.0,0.745,15798,128,0.73,0.212,0.00011056,0.99989
-99593,Attrited Customer,57,M,2,Post-Graduate,Single,$80K - $120K,Silver,43,2,3,3,34516.0,1847,32669.0,0.557,7842,61,0.794,0.054000000000000006,0.9969,0.00309859
+99593,Attrited Customer,57,M,2,Post-Graduate,Single,$80K - $120K,Silver,43,2,3,3,34516.0,1847,32669.0,0.557,7842,61,0.794,0.054,0.9969,0.00309859
 99594,Existing Customer,46,M,1,Uneducated,Married,$60K - $80K,Blue,27,1,3,1,13056.0,1890,11166.0,0.713,14280,102,0.672,0.145,0.00010469,0.9999
-99595,Existing Customer,60,M,0,Graduate,Single,Less than $40K,Silver,47,1,1,3,14002.0,1413,12589.0,0.621,13849,128,0.882,0.10099999999999999,7.1828e-05,0.9999299999999999
-99596,Attrited Customer,40,M,3,Graduate,Married,$60K - $80K,Blue,33,5,3,6,5500.0,442,5058.0,0.609,7720,67,0.5579999999999999,0.08,0.99939,0.00061414
-99597,Attrited Customer,49,M,3,Uneducated,Married,$120K +,Blue,38,2,3,3,8549.0,0,8549.0,1.023,9192,77,0.7909999999999999,0.0,0.9969100000000001,0.00308778
-99598,Attrited Customer,56,M,2,,Married,Less than $40K,Blue,44,5,3,1,4390.0,0,4390.0,1.005,8454,69,0.769,0.0,0.9916799999999999,0.008320000000000001
-99599,Attrited Customer,55,M,1,College,Single,$80K - $120K,Blue,43,2,2,3,24884.0,0,24884.0,0.07200000000000001,5107,53,0.293,0.0,0.99431,0.00569
-99600,Existing Customer,55,F,2,Graduate,Married,,Blue,41,1,1,1,3591.0,1760,1831.0,0.507,13289,121,0.754,0.49,3.3214000000000004e-05,0.99997
-99601,Attrited Customer,55,F,3,Uneducated,Single,Less than $40K,Blue,47,2,5,4,4841.0,859,3982.0,1.003,8918,87,0.977,0.177,0.9983799999999999,0.00162275
-99602,Attrited Customer,31,M,2,,,$80K - $120K,Blue,18,2,1,3,4246.0,2517,1729.0,0.951,8102,66,0.8859999999999999,0.593,0.9902799999999999,0.00972
-99603,Existing Customer,44,F,4,Graduate,Single,,Blue,36,2,1,2,7469.0,1378,6091.0,0.8590000000000001,15225,108,0.862,0.184,5.7762e-05,0.9999399999999999
+99595,Existing Customer,60,M,0,Graduate,Single,Less than $40K,Silver,47,1,1,3,14002.0,1413,12589.0,0.621,13849,128,0.882,0.101,7.1828e-05,0.99993
+99596,Attrited Customer,40,M,3,Graduate,Married,$60K - $80K,Blue,33,5,3,6,5500.0,442,5058.0,0.609,7720,67,0.558,0.08,0.99939,0.00061414
+99597,Attrited Customer,49,M,3,Uneducated,Married,$120K +,Blue,38,2,3,3,8549.0,0,8549.0,1.023,9192,77,0.791,0.0,0.99691,0.00308778
+99598,Attrited Customer,56,M,2,,Married,Less than $40K,Blue,44,5,3,1,4390.0,0,4390.0,1.005,8454,69,0.769,0.0,0.99168,0.00832
+99599,Attrited Customer,55,M,1,College,Single,$80K - $120K,Blue,43,2,2,3,24884.0,0,24884.0,0.072,5107,53,0.293,0.0,0.99431,0.00569
+99600,Existing Customer,55,F,2,Graduate,Married,,Blue,41,1,1,1,3591.0,1760,1831.0,0.507,13289,121,0.754,0.49,3.3214e-05,0.99997
+99601,Attrited Customer,55,F,3,Uneducated,Single,Less than $40K,Blue,47,2,5,4,4841.0,859,3982.0,1.003,8918,87,0.977,0.177,0.99838,0.00162275
+99602,Attrited Customer,31,M,2,,,$80K - $120K,Blue,18,2,1,3,4246.0,2517,1729.0,0.951,8102,66,0.886,0.593,0.99028,0.00972
+99603,Existing Customer,44,F,4,Graduate,Single,,Blue,36,2,1,2,7469.0,1378,6091.0,0.859,15225,108,0.862,0.184,5.7762e-05,0.99994
 99604,Existing Customer,54,M,2,Graduate,Divorced,$80K - $120K,Blue,48,2,3,2,29974.0,2114,27860.0,0.925,15190,115,0.855,0.071,0.00017987,0.99982
-99605,Existing Customer,58,M,1,Graduate,Married,$60K - $80K,Blue,48,2,3,2,20724.0,2221,18503.0,0.769,14215,109,0.703,0.107,0.00016883,0.9998299999999999
+99605,Existing Customer,58,M,1,Graduate,Married,$60K - $80K,Blue,48,2,3,2,20724.0,2221,18503.0,0.769,14215,109,0.703,0.107,0.00016883,0.99983
 99606,Existing Customer,53,M,2,High School,Single,$120K +,Blue,36,2,2,2,21079.0,1431,19648.0,0.688,13930,96,0.655,0.068,0.00011065,0.99989
-99607,Existing Customer,59,F,1,Uneducated,Married,$40K - $60K,Blue,36,2,2,3,3720.0,1569,2151.0,0.8909999999999999,16208,129,0.792,0.42200000000000004,0.00018475,0.99982
-99608,Attrited Customer,54,M,1,,Single,$80K - $120K,Blue,36,2,3,2,11077.0,573,10504.0,0.973,8165,87,0.7759999999999999,0.052000000000000005,0.99464,0.00536
+99607,Existing Customer,59,F,1,Uneducated,Married,$40K - $60K,Blue,36,2,2,3,3720.0,1569,2151.0,0.891,16208,129,0.792,0.422,0.00018475,0.99982
+99608,Attrited Customer,54,M,1,,Single,$80K - $120K,Blue,36,2,3,2,11077.0,573,10504.0,0.973,8165,87,0.776,0.052,0.99464,0.00536
 99609,Existing Customer,32,M,1,High School,Married,$40K - $60K,Blue,19,2,3,1,12024.0,0,12024.0,0.823,14551,105,0.78,0.0,9.8983e-05,0.9999
-99610,Attrited Customer,48,M,5,Graduate,Single,$40K - $60K,Blue,38,2,3,3,4446.0,0,4446.0,0.963,8753,76,0.9490000000000001,0.0,0.9968100000000001,0.00319072
-99611,Existing Customer,54,M,3,Graduate,Married,$120K +,Blue,44,2,1,3,34516.0,862,33654.0,0.815,15034,111,0.762,0.025,9.612600000000001e-05,0.9999
+99610,Attrited Customer,48,M,5,Graduate,Single,$40K - $60K,Blue,38,2,3,3,4446.0,0,4446.0,0.963,8753,76,0.949,0.0,0.99681,0.00319072
+99611,Existing Customer,54,M,3,Graduate,Married,$120K +,Blue,44,2,1,3,34516.0,862,33654.0,0.815,15034,111,0.762,0.025,9.6126e-05,0.9999
 99612,Existing Customer,32,M,0,,Married,Less than $40K,Silver,24,2,2,3,11511.0,0,11511.0,0.867,14436,123,0.64,0.0,0.00016316,0.99984
 99613,Existing Customer,42,M,2,Graduate,Married,$80K - $120K,Silver,31,2,1,3,34516.0,1356,33160.0,0.71,12878,104,0.825,0.039,8.3703e-05,0.99992
-99614,Existing Customer,42,M,3,Uneducated,Married,$120K +,Blue,28,2,3,1,19192.0,1507,17685.0,0.594,15615,125,0.736,0.079,0.00011574,0.9998799999999999
+99614,Existing Customer,42,M,3,Uneducated,Married,$120K +,Blue,28,2,3,1,19192.0,1507,17685.0,0.594,15615,125,0.736,0.079,0.00011574,0.99988
 99615,Existing Customer,29,M,0,Post-Graduate,Married,Less than $40K,Blue,36,1,1,1,3076.0,0,3076.0,0.924,15514,123,0.892,0.0,3.3537e-05,0.99997
-99616,Existing Customer,43,M,3,Graduate,Married,$80K - $120K,Blue,32,2,1,2,4196.0,1331,2865.0,0.537,14545,116,0.841,0.317,5.7151e-05,0.9999399999999999
-99617,Existing Customer,45,M,3,Graduate,Single,$60K - $80K,Blue,38,1,3,3,3243.0,1580,1663.0,1.075,15710,122,0.743,0.48700000000000004,0.0003139,0.99969
-99618,Existing Customer,56,F,1,High School,Married,,Blue,49,1,2,1,17542.0,2517,15025.0,0.8,13939,138,0.792,0.14300000000000002,6.263300000000001e-05,0.9999399999999999
-99619,Existing Customer,46,M,4,High School,Married,$80K - $120K,Blue,36,2,2,1,32949.0,1190,31759.0,0.664,14892,113,0.638,0.036000000000000004,6.9982e-05,0.9999299999999999
-99620,Existing Customer,41,F,2,Doctorate,Married,,Silver,28,1,3,3,32250.0,1289,30961.0,0.703,15785,100,0.7859999999999999,0.04,0.00039552,0.9996
-99621,Existing Customer,50,F,2,Graduate,Married,,Gold,40,2,1,1,34516.0,1826,32690.0,0.718,14994,121,0.833,0.053,3.8265999999999996e-05,0.9999600000000001
-99622,Existing Customer,52,F,2,College,Divorced,$40K - $60K,Gold,43,2,2,3,23981.0,2114,21867.0,0.721,15281,100,0.7240000000000001,0.08800000000000001,0.00021442,0.99979
-99623,Existing Customer,52,F,2,Graduate,Married,$40K - $60K,Blue,43,1,2,3,4090.0,1649,2441.0,0.752,15497,92,0.6729999999999999,0.40299999999999997,0.00019143,0.9998100000000001
-99624,Existing Customer,32,F,0,High School,Single,,Blue,21,2,3,1,4251.0,2295,1956.0,0.628,15574,115,0.797,0.54,9.049299999999999e-05,0.9999100000000001
+99616,Existing Customer,43,M,3,Graduate,Married,$80K - $120K,Blue,32,2,1,2,4196.0,1331,2865.0,0.537,14545,116,0.841,0.317,5.7151e-05,0.99994
+99617,Existing Customer,45,M,3,Graduate,Single,$60K - $80K,Blue,38,1,3,3,3243.0,1580,1663.0,1.075,15710,122,0.743,0.487,0.0003139,0.99969
+99618,Existing Customer,56,F,1,High School,Married,,Blue,49,1,2,1,17542.0,2517,15025.0,0.8,13939,138,0.792,0.143,6.2633e-05,0.99994
+99619,Existing Customer,46,M,4,High School,Married,$80K - $120K,Blue,36,2,2,1,32949.0,1190,31759.0,0.664,14892,113,0.638,0.036,6.9982e-05,0.99993
+99620,Existing Customer,41,F,2,Doctorate,Married,,Silver,28,1,3,3,32250.0,1289,30961.0,0.703,15785,100,0.786,0.04,0.00039552,0.9996
+99621,Existing Customer,50,F,2,Graduate,Married,,Gold,40,2,1,1,34516.0,1826,32690.0,0.718,14994,121,0.833,0.053,3.8266e-05,0.99996
+99622,Existing Customer,52,F,2,College,Divorced,$40K - $60K,Gold,43,2,2,3,23981.0,2114,21867.0,0.721,15281,100,0.724,0.088,0.00021442,0.99979
+99623,Existing Customer,52,F,2,Graduate,Married,$40K - $60K,Blue,43,1,2,3,4090.0,1649,2441.0,0.752,15497,92,0.673,0.403,0.00019143,0.99981
+99624,Existing Customer,32,F,0,High School,Single,,Blue,21,2,3,1,4251.0,2295,1956.0,0.628,15574,115,0.797,0.54,9.0493e-05,0.99991
 99625,Existing Customer,52,F,1,High School,Single,Less than $40K,Blue,40,2,1,1,4119.0,2517,1602.0,0.754,15215,121,0.862,0.611,3.0307e-05,0.99997
 99626,Existing Customer,60,M,1,High School,Married,Less than $40K,Silver,55,2,2,3,13399.0,1456,11943.0,0.856,16493,122,0.649,0.109,0.00015784,0.99984
 99627,Existing Customer,44,F,0,,Married,Less than $40K,Blue,34,1,3,3,9070.0,1273,7797.0,0.637,15211,129,0.743,0.14,0.00028535,0.99971
-99628,Existing Customer,48,F,4,Uneducated,Married,,Blue,36,2,6,1,7469.0,1216,6253.0,0.7709999999999999,13614,104,0.6,0.163,9.2338e-05,0.9999100000000001
-99629,Attrited Customer,57,M,1,Post-Graduate,,$80K - $120K,Blue,36,4,3,3,23714.0,0,23714.0,0.981,8463,62,0.8240000000000001,0.0,0.99702,0.00298315
-99630,Existing Customer,52,F,2,High School,Divorced,Less than $40K,Blue,40,1,2,3,5240.0,2517,2723.0,0.78,14161,105,0.875,0.48,0.0001861,0.9998100000000001
-99631,Attrited Customer,34,M,3,Post-Graduate,Single,$40K - $60K,Blue,28,2,3,2,3744.0,0,3744.0,0.7959999999999999,8202,69,0.769,0.0,0.9954700000000001,0.00453174
-99632,Existing Customer,40,M,2,Uneducated,Single,$80K - $120K,Blue,36,2,2,1,15594.0,1690,13904.0,0.69,16101,127,0.608,0.10800000000000001,7.057600000000001e-05,0.9999299999999999
-99633,Existing Customer,45,M,4,High School,Single,$60K - $80K,Blue,35,1,1,3,8449.0,2092,6357.0,0.7090000000000001,17634,120,0.667,0.248,9.444700000000001e-05,0.9999100000000001
-99634,Attrited Customer,59,M,0,High School,Single,$80K - $120K,Gold,48,5,2,6,34516.0,0,34516.0,0.9690000000000001,8480,71,0.821,0.0,0.99895,0.00104747
-99635,Existing Customer,43,M,3,,,$80K - $120K,Blue,28,2,1,3,9959.0,734,9225.0,0.86,16732,116,0.812,0.07400000000000001,0.00010566,0.99989
+99628,Existing Customer,48,F,4,Uneducated,Married,,Blue,36,2,6,1,7469.0,1216,6253.0,0.771,13614,104,0.6,0.163,9.2338e-05,0.99991
+99629,Attrited Customer,57,M,1,Post-Graduate,,$80K - $120K,Blue,36,4,3,3,23714.0,0,23714.0,0.981,8463,62,0.824,0.0,0.99702,0.00298315
+99630,Existing Customer,52,F,2,High School,Divorced,Less than $40K,Blue,40,1,2,3,5240.0,2517,2723.0,0.78,14161,105,0.875,0.48,0.0001861,0.99981
+99631,Attrited Customer,34,M,3,Post-Graduate,Single,$40K - $60K,Blue,28,2,3,2,3744.0,0,3744.0,0.796,8202,69,0.769,0.0,0.99547,0.00453174
+99632,Existing Customer,40,M,2,Uneducated,Single,$80K - $120K,Blue,36,2,2,1,15594.0,1690,13904.0,0.69,16101,127,0.608,0.108,7.0576e-05,0.99993
+99633,Existing Customer,45,M,4,High School,Single,$60K - $80K,Blue,35,1,1,3,8449.0,2092,6357.0,0.709,17634,120,0.667,0.248,9.4447e-05,0.99991
+99634,Attrited Customer,59,M,0,High School,Single,$80K - $120K,Gold,48,5,2,6,34516.0,0,34516.0,0.969,8480,71,0.821,0.0,0.99895,0.00104747
+99635,Existing Customer,43,M,3,,,$80K - $120K,Blue,28,2,1,3,9959.0,734,9225.0,0.86,16732,116,0.812,0.074,0.00010566,0.99989
 99636,Existing Customer,30,M,2,College,Single,$60K - $80K,Blue,36,1,3,3,4192.0,1734,2458.0,0.753,13345,106,0.893,0.414,0.00029411,0.99971
-99637,Existing Customer,38,F,1,High School,Married,Less than $40K,Blue,31,2,6,3,3416.0,2517,899.0,0.925,14230,105,0.78,0.737,0.00021791,0.9997799999999999
-99638,Existing Customer,42,M,4,Doctorate,Single,$60K - $80K,Blue,31,2,2,2,3322.0,0,3322.0,0.758,13784,108,0.588,0.0,0.00017274,0.9998299999999999
-99639,Existing Customer,50,M,1,Uneducated,Single,$60K - $80K,Blue,30,1,3,2,14217.0,1816,12401.0,0.978,15554,99,0.6779999999999999,0.128,0.0001736,0.9998299999999999
-99640,Existing Customer,49,M,4,College,Single,$60K - $80K,Blue,35,1,2,2,17350.0,1817,15533.0,0.816,16132,118,0.873,0.105,0.00011605,0.9998799999999999
-99641,Existing Customer,58,M,4,High School,Married,$60K - $80K,Blue,53,1,3,0,13784.0,698,13086.0,0.75,13120,91,0.784,0.051,6.765e-05,0.9999299999999999
-99642,Existing Customer,54,F,1,Uneducated,Married,Less than $40K,Blue,42,2,2,3,3181.0,2087,1094.0,0.752,13392,92,0.736,0.6559999999999999,0.00018475,0.99982
-99643,Existing Customer,39,F,3,Graduate,,Less than $40K,Blue,26,2,2,1,5325.0,2488,2837.0,0.9259999999999999,13674,101,0.836,0.467,7.1226e-05,0.9999299999999999
-99644,Attrited Customer,48,F,1,Uneducated,Single,$40K - $60K,Gold,28,3,2,1,23981.0,1454,22527.0,0.925,9140,64,0.684,0.061,0.9870700000000001,0.01293
-99645,Existing Customer,36,M,2,Graduate,Married,Less than $40K,Blue,23,2,2,3,3920.0,0,3920.0,0.813,16500,102,0.7290000000000001,0.0,0.00019143,0.9998100000000001
-99646,Existing Customer,56,F,1,Graduate,Married,Less than $40K,Blue,36,2,1,2,5158.0,1148,4010.0,0.637,13113,128,0.882,0.223,5.1696999999999996e-05,0.99995
+99637,Existing Customer,38,F,1,High School,Married,Less than $40K,Blue,31,2,6,3,3416.0,2517,899.0,0.925,14230,105,0.78,0.737,0.00021791,0.99978
+99638,Existing Customer,42,M,4,Doctorate,Single,$60K - $80K,Blue,31,2,2,2,3322.0,0,3322.0,0.758,13784,108,0.588,0.0,0.00017274,0.99983
+99639,Existing Customer,50,M,1,Uneducated,Single,$60K - $80K,Blue,30,1,3,2,14217.0,1816,12401.0,0.978,15554,99,0.678,0.128,0.0001736,0.99983
+99640,Existing Customer,49,M,4,College,Single,$60K - $80K,Blue,35,1,2,2,17350.0,1817,15533.0,0.816,16132,118,0.873,0.105,0.00011605,0.99988
+99641,Existing Customer,58,M,4,High School,Married,$60K - $80K,Blue,53,1,3,0,13784.0,698,13086.0,0.75,13120,91,0.784,0.051,6.765e-05,0.99993
+99642,Existing Customer,54,F,1,Uneducated,Married,Less than $40K,Blue,42,2,2,3,3181.0,2087,1094.0,0.752,13392,92,0.736,0.656,0.00018475,0.99982
+99643,Existing Customer,39,F,3,Graduate,,Less than $40K,Blue,26,2,2,1,5325.0,2488,2837.0,0.926,13674,101,0.836,0.467,7.1226e-05,0.99993
+99644,Attrited Customer,48,F,1,Uneducated,Single,$40K - $60K,Gold,28,3,2,1,23981.0,1454,22527.0,0.925,9140,64,0.684,0.061,0.98707,0.01293
+99645,Existing Customer,36,M,2,Graduate,Married,Less than $40K,Blue,23,2,2,3,3920.0,0,3920.0,0.813,16500,102,0.729,0.0,0.00019143,0.99981
+99646,Existing Customer,56,F,1,Graduate,Married,Less than $40K,Blue,36,2,1,2,5158.0,1148,4010.0,0.637,13113,128,0.882,0.223,5.1697e-05,0.99995
 99647,Existing Customer,57,F,2,,Married,$40K - $60K,Blue,46,3,1,3,5073.0,1533,3540.0,0.654,13420,122,0.743,0.302,0.00010183,0.9999
-99648,Existing Customer,47,F,2,High School,Married,$40K - $60K,Blue,40,2,1,3,4074.0,1868,2206.0,0.688,15005,118,0.7609999999999999,0.45899999999999996,9.0056e-05,0.9999100000000001
-99649,Existing Customer,27,M,1,Graduate,Single,$40K - $60K,Blue,21,2,3,1,10284.0,787,9497.0,0.7390000000000001,13355,92,0.84,0.077,0.00010182,0.9999
-99650,Existing Customer,42,M,3,Uneducated,Married,$120K +,Platinum,23,3,4,3,34516.0,2070,32446.0,0.88,13781,102,0.545,0.06,0.00067743,0.9993200000000001
+99648,Existing Customer,47,F,2,High School,Married,$40K - $60K,Blue,40,2,1,3,4074.0,1868,2206.0,0.688,15005,118,0.761,0.459,9.0056e-05,0.99991
+99649,Existing Customer,27,M,1,Graduate,Single,$40K - $60K,Blue,21,2,3,1,10284.0,787,9497.0,0.739,13355,92,0.84,0.077,0.00010182,0.9999
+99650,Existing Customer,42,M,3,Uneducated,Married,$120K +,Platinum,23,3,4,3,34516.0,2070,32446.0,0.88,13781,102,0.545,0.06,0.00067743,0.99932
 99651,Attrited Customer,53,M,3,High School,Single,$80K - $120K,Silver,33,2,2,3,34516.0,0,34516.0,0.534,6361,74,1.114,0.0,0.9943,0.0057
 99652,Existing Customer,57,F,3,High School,Married,Less than $40K,Blue,36,3,3,1,3999.0,721,3278.0,0.847,15443,102,0.672,0.18,0.00010943,0.99989
-99653,Existing Customer,50,F,0,Post-Graduate,Divorced,Less than $40K,Blue,36,3,4,1,3468.0,2221,1247.0,0.7829999999999999,14222,122,0.627,0.64,0.00013237,0.99987
-99654,Existing Customer,50,M,4,Graduate,Married,$80K - $120K,Blue,39,3,1,2,11900.0,1796,10104.0,0.6509999999999999,14666,101,0.98,0.151,5.7762e-05,0.9999399999999999
-99655,Attrited Customer,51,F,1,High School,Single,,Blue,41,3,3,2,9701.0,0,9701.0,1.024,9404,62,0.8240000000000001,0.0,0.99395,0.00605
+99653,Existing Customer,50,F,0,Post-Graduate,Divorced,Less than $40K,Blue,36,3,4,1,3468.0,2221,1247.0,0.783,14222,122,0.627,0.64,0.00013237,0.99987
+99654,Existing Customer,50,M,4,Graduate,Married,$80K - $120K,Blue,39,3,1,2,11900.0,1796,10104.0,0.651,14666,101,0.98,0.151,5.7762e-05,0.99994
+99655,Attrited Customer,51,F,1,High School,Single,,Blue,41,3,3,2,9701.0,0,9701.0,1.024,9404,62,0.824,0.0,0.99395,0.00605
 99656,Existing Customer,61,M,0,Graduate,Single,$80K - $120K,Gold,50,3,3,3,34516.0,1357,33159.0,0.687,13722,124,0.746,0.039,0.00029908,0.9997
-99657,Attrited Customer,30,F,0,Uneducated,Married,Less than $40K,Blue,13,3,1,3,6075.0,0,6075.0,0.9229999999999999,9242,63,0.909,0.0,0.9879100000000001,0.01209
-99658,Existing Customer,60,M,0,Uneducated,Married,$40K - $60K,Blue,54,3,3,3,13035.0,1285,11750.0,0.7609999999999999,14585,97,0.98,0.099,0.00026692,0.9997299999999999
-99659,Attrited Customer,43,M,2,Post-Graduate,Single,$60K - $80K,Blue,36,2,3,3,17306.0,0,17306.0,0.4,6205,65,0.8059999999999999,0.0,0.9972,0.00280059
+99657,Attrited Customer,30,F,0,Uneducated,Married,Less than $40K,Blue,13,3,1,3,6075.0,0,6075.0,0.923,9242,63,0.909,0.0,0.98791,0.01209
+99658,Existing Customer,60,M,0,Uneducated,Married,$40K - $60K,Blue,54,3,3,3,13035.0,1285,11750.0,0.761,14585,97,0.98,0.099,0.00026692,0.99973
+99659,Attrited Customer,43,M,2,Post-Graduate,Single,$60K - $80K,Blue,36,2,3,3,17306.0,0,17306.0,0.4,6205,65,0.806,0.0,0.9972,0.00280059
 99660,Attrited Customer,41,F,4,Uneducated,Single,Less than $40K,Gold,36,3,3,3,15987.0,0,15987.0,0.598,7832,73,0.78,0.0,0.99735,0.0026529
 99661,Existing Customer,42,M,2,Graduate,Single,$60K - $80K,Silver,36,3,3,2,34516.0,0,34516.0,0.774,12920,132,0.737,0.0,0.00016253,0.99984
-99662,Existing Customer,36,M,2,High School,Married,$120K +,Blue,36,3,1,2,34516.0,939,33577.0,0.826,15552,107,0.754,0.027000000000000003,5.3541999999999997e-05,0.99995
+99662,Existing Customer,36,M,2,High School,Married,$120K +,Blue,36,3,1,2,34516.0,939,33577.0,0.826,15552,107,0.754,0.027,5.3542e-05,0.99995
 99663,Existing Customer,27,F,1,High School,Married,,Blue,15,2,1,2,7469.0,0,7469.0,0.688,16730,122,0.718,0.0,5.0256e-05,0.99995
-99664,Attrited Customer,59,M,0,College,Married,$80K - $120K,Blue,50,3,2,3,12918.0,2352,10566.0,1.008,9138,76,0.9,0.182,0.9937799999999999,0.006220000000000001
-99665,Attrited Customer,59,F,1,High School,Single,Less than $40K,Blue,50,1,0,3,4085.0,0,4085.0,0.787,7597,71,0.69,0.0,0.9690200000000001,0.03098
-99666,Existing Customer,55,M,1,Graduate,Married,$40K - $60K,Blue,36,2,1,2,3705.0,1355,2350.0,0.742,16089,119,0.725,0.366,5.1696999999999996e-05,0.99995
-99667,Existing Customer,56,F,1,High School,Married,Less than $40K,Blue,43,3,1,1,5319.0,921,4398.0,0.866,15048,110,0.618,0.17300000000000001,3.0307e-05,0.99997
-99668,Existing Customer,34,M,3,Graduate,Married,$40K - $60K,Blue,36,3,2,1,4549.0,990,3559.0,0.745,13804,123,0.732,0.218,7.1226e-05,0.9999299999999999
+99664,Attrited Customer,59,M,0,College,Married,$80K - $120K,Blue,50,3,2,3,12918.0,2352,10566.0,1.008,9138,76,0.9,0.182,0.99378,0.00622
+99665,Attrited Customer,59,F,1,High School,Single,Less than $40K,Blue,50,1,0,3,4085.0,0,4085.0,0.787,7597,71,0.69,0.0,0.96902,0.03098
+99666,Existing Customer,55,M,1,Graduate,Married,$40K - $60K,Blue,36,2,1,2,3705.0,1355,2350.0,0.742,16089,119,0.725,0.366,5.1697e-05,0.99995
+99667,Existing Customer,56,F,1,High School,Married,Less than $40K,Blue,43,3,1,1,5319.0,921,4398.0,0.866,15048,110,0.618,0.173,3.0307e-05,0.99997
+99668,Existing Customer,34,M,3,Graduate,Married,$40K - $60K,Blue,36,3,2,1,4549.0,990,3559.0,0.745,13804,123,0.732,0.218,7.1226e-05,0.99993
 99669,Existing Customer,49,M,2,Uneducated,Married,$80K - $120K,Blue,39,2,3,1,15894.0,1293,14601.0,0.693,14256,118,0.735,0.081,0.00011153,0.99989
 99670,Existing Customer,32,M,1,,Single,$40K - $60K,Silver,16,3,3,1,17894.0,2517,15377.0,0.731,15305,111,0.586,0.141,0.00010113,0.9999
-99671,Attrited Customer,49,F,3,,Single,Less than $40K,Blue,37,2,2,2,5855.0,0,5855.0,0.9620000000000001,9202,80,0.86,0.0,0.99236,0.007640000000000001
-99672,Existing Customer,60,F,1,Uneducated,Married,Less than $40K,Silver,54,2,2,3,13062.0,1731,11331.0,0.9359999999999999,13609,108,0.565,0.133,0.00016694,0.9998299999999999
-99673,Attrited Customer,51,F,3,Uneducated,Married,Less than $40K,Blue,33,3,3,3,7428.0,0,7428.0,0.873,8078,62,0.722,0.0,0.9969100000000001,0.00308778
-99674,Existing Customer,39,M,2,College,Married,Less than $40K,Blue,19,3,3,2,8848.0,961,7887.0,0.884,15352,117,0.6709999999999999,0.109,0.00017488,0.9998299999999999
-99675,Existing Customer,54,F,2,Graduate,Married,$40K - $60K,Blue,41,3,1,3,7362.0,1176,6186.0,0.735,17390,130,0.688,0.16,9.2637e-05,0.9999100000000001
-99676,Existing Customer,53,M,5,Graduate,Single,$120K +,Gold,36,2,4,1,34516.0,2088,32428.0,0.8220000000000001,15290,123,0.732,0.06,0.00015593,0.99984
-99677,Existing Customer,35,M,3,Post-Graduate,Married,$80K - $120K,Blue,28,3,1,2,4380.0,0,4380.0,0.7190000000000001,17258,121,0.7040000000000001,0.0,6.724899999999999e-05,0.9999299999999999
+99671,Attrited Customer,49,F,3,,Single,Less than $40K,Blue,37,2,2,2,5855.0,0,5855.0,0.962,9202,80,0.86,0.0,0.99236,0.00764
+99672,Existing Customer,60,F,1,Uneducated,Married,Less than $40K,Silver,54,2,2,3,13062.0,1731,11331.0,0.936,13609,108,0.565,0.133,0.00016694,0.99983
+99673,Attrited Customer,51,F,3,Uneducated,Married,Less than $40K,Blue,33,3,3,3,7428.0,0,7428.0,0.873,8078,62,0.722,0.0,0.99691,0.00308778
+99674,Existing Customer,39,M,2,College,Married,Less than $40K,Blue,19,3,3,2,8848.0,961,7887.0,0.884,15352,117,0.671,0.109,0.00017488,0.99983
+99675,Existing Customer,54,F,2,Graduate,Married,$40K - $60K,Blue,41,3,1,3,7362.0,1176,6186.0,0.735,17390,130,0.688,0.16,9.2637e-05,0.99991
+99676,Existing Customer,53,M,5,Graduate,Single,$120K +,Gold,36,2,4,1,34516.0,2088,32428.0,0.822,15290,123,0.732,0.06,0.00015593,0.99984
+99677,Existing Customer,35,M,3,Post-Graduate,Married,$80K - $120K,Blue,28,3,1,2,4380.0,0,4380.0,0.719,17258,121,0.704,0.0,6.7249e-05,0.99993
 99678,Existing Customer,47,M,2,Uneducated,Single,$60K - $80K,Blue,36,3,3,2,12510.0,1871,10639.0,0.748,14018,128,0.778,0.15,0.00018494,0.99982
-99679,Existing Customer,52,M,5,,Single,$60K - $80K,Blue,36,2,3,2,23712.0,2195,21517.0,0.754,16258,115,0.855,0.09300000000000001,0.00020412,0.9998
-99680,Existing Customer,57,F,2,Doctorate,Single,Less than $40K,Blue,44,2,2,3,9149.0,1254,7895.0,0.762,14401,100,0.754,0.13699999999999998,0.00027701,0.99972
-99681,Existing Customer,47,F,3,Uneducated,Single,,Silver,33,2,2,3,34516.0,1930,32586.0,0.93,16369,125,0.736,0.055999999999999994,0.00018455,0.99982
+99679,Existing Customer,52,M,5,,Single,$60K - $80K,Blue,36,2,3,2,23712.0,2195,21517.0,0.754,16258,115,0.855,0.093,0.00020412,0.9998
+99680,Existing Customer,57,F,2,Doctorate,Single,Less than $40K,Blue,44,2,2,3,9149.0,1254,7895.0,0.762,14401,100,0.754,0.137,0.00027701,0.99972
+99681,Existing Customer,47,F,3,Uneducated,Single,,Silver,33,2,2,3,34516.0,1930,32586.0,0.93,16369,125,0.736,0.056,0.00018455,0.99982
 99682,Existing Customer,54,F,1,High School,Married,Less than $40K,Blue,41,3,3,2,3784.0,2517,1267.0,0.648,15199,96,0.684,0.665,0.00016413,0.99984
 99683,Existing Customer,39,M,1,High School,Single,$80K - $120K,Blue,29,3,1,2,9680.0,2101,7579.0,0.626,15152,100,0.695,0.217,5.0256e-05,0.99995
-99684,Existing Customer,50,M,4,High School,Married,$120K +,Blue,41,2,2,2,34516.0,2353,32163.0,0.667,15214,129,0.675,0.068,0.00011604,0.9998799999999999
+99684,Existing Customer,50,M,4,High School,Married,$120K +,Blue,41,2,2,2,34516.0,2353,32163.0,0.667,15214,129,0.675,0.068,0.00011604,0.99988
 99685,Existing Customer,60,F,1,High School,Married,Less than $40K,Blue,47,2,3,1,3845.0,1460,2385.0,0.857,14432,106,0.828,0.38,9.8983e-05,0.9999
 99686,Existing Customer,41,M,2,Uneducated,Single,$40K - $60K,Blue,27,2,3,1,13409.0,1255,12154.0,0.742,15573,99,0.768,0.094,0.00011153,0.99989
-99687,Attrited Customer,50,M,2,Graduate,Single,$80K - $120K,Silver,40,3,4,6,34516.0,0,34516.0,0.8009999999999999,7661,79,1.079,0.0,0.9994200000000001,0.00058361
-99688,Existing Customer,51,M,0,,Married,$80K - $120K,Blue,36,3,2,3,8065.0,0,8065.0,0.7290000000000001,14807,115,0.769,0.0,0.00018057,0.99982
-99689,Existing Customer,56,M,3,Graduate,Married,$60K - $80K,Blue,40,3,3,2,20501.0,561,19940.0,0.779,15162,99,0.6779999999999999,0.027000000000000003,0.00018665,0.9998100000000001
+99687,Attrited Customer,50,M,2,Graduate,Single,$80K - $120K,Silver,40,3,4,6,34516.0,0,34516.0,0.801,7661,79,1.079,0.0,0.99942,0.00058361
+99688,Existing Customer,51,M,0,,Married,$80K - $120K,Blue,36,3,2,3,8065.0,0,8065.0,0.729,14807,115,0.769,0.0,0.00018057,0.99982
+99689,Existing Customer,56,M,3,Graduate,Married,$60K - $80K,Blue,40,3,3,2,20501.0,561,19940.0,0.779,15162,99,0.678,0.027,0.00018665,0.99981
 99690,Existing Customer,41,M,3,College,Single,$60K - $80K,Blue,36,3,3,1,23260.0,1476,21784.0,0.975,15140,105,0.81,0.063,0.00010944,0.99989
 99691,Attrited Customer,44,F,5,Post-Graduate,,Less than $40K,Blue,33,3,3,2,9073.0,2466,6607.0,0.446,6793,60,1.069,0.272,0.99545,0.00455475
-99692,Existing Customer,36,M,1,Graduate,Single,$60K - $80K,Blue,24,3,2,1,20101.0,1299,18802.0,0.858,14732,115,0.855,0.065,6.4428e-05,0.9999399999999999
+99692,Existing Customer,36,M,1,Graduate,Single,$60K - $80K,Blue,24,3,2,1,20101.0,1299,18802.0,0.858,14732,115,0.855,0.065,6.4428e-05,0.99994
 99693,Attrited Customer,31,M,0,Graduate,Married,Less than $40K,Blue,36,3,2,3,6911.0,2517,4394.0,0.934,8123,71,0.732,0.364,0.99395,0.00605
-99694,Existing Customer,49,F,1,Graduate,Married,Less than $40K,Blue,36,2,3,2,3423.0,2186,1237.0,0.6709999999999999,14037,120,0.875,0.639,0.00016883,0.9998299999999999
+99694,Existing Customer,49,F,1,Graduate,Married,Less than $40K,Blue,36,2,3,2,3423.0,2186,1237.0,0.671,14037,120,0.875,0.639,0.00016883,0.99983
 99695,Existing Customer,40,F,3,College,Single,Less than $40K,Silver,36,2,1,0,10729.0,0,10729.0,0.68,14364,108,0.636,0.0,1.8519e-05,0.99998
-99696,Existing Customer,49,F,4,High School,Single,,Silver,30,2,3,2,34516.0,1963,32553.0,0.758,13174,86,0.792,0.057,0.0001657,0.9998299999999999
+99696,Existing Customer,49,F,4,High School,Single,,Silver,30,2,3,2,34516.0,1963,32553.0,0.758,13174,86,0.792,0.057,0.0001657,0.99983
 99697,Attrited Customer,46,M,4,,Married,$80K - $120K,Blue,39,3,3,2,34516.0,289,34227.0,0.95,8964,76,1.054,0.008,0.9952,0.00479863
-99698,Existing Customer,54,M,1,,Single,$80K - $120K,Blue,49,2,3,3,28570.0,2027,26543.0,0.7490000000000001,15130,102,0.759,0.071,0.00031211,0.99969
-99699,Existing Customer,29,M,1,High School,Married,$60K - $80K,Blue,16,3,2,1,12495.0,2517,9978.0,0.8270000000000001,14524,106,0.6829999999999999,0.201,6.263300000000001e-05,0.9999399999999999
-99700,Attrited Customer,46,M,3,College,Married,$60K - $80K,Blue,39,3,3,2,13344.0,1907,11437.0,0.8320000000000001,8534,86,0.83,0.14300000000000002,0.9945200000000001,0.00548
+99698,Existing Customer,54,M,1,,Single,$80K - $120K,Blue,49,2,3,3,28570.0,2027,26543.0,0.749,15130,102,0.759,0.071,0.00031211,0.99969
+99699,Existing Customer,29,M,1,High School,Married,$60K - $80K,Blue,16,3,2,1,12495.0,2517,9978.0,0.827,14524,106,0.683,0.201,6.2633e-05,0.99994
+99700,Attrited Customer,46,M,3,College,Married,$60K - $80K,Blue,39,3,3,2,13344.0,1907,11437.0,0.832,8534,86,0.83,0.143,0.99452,0.00548
 99701,Attrited Customer,50,M,1,,Single,$120K +,Blue,37,4,3,2,32563.0,0,32563.0,1.013,9220,81,0.884,0.0,0.99464,0.00536
-99702,Existing Customer,49,F,3,Graduate,Single,,Blue,36,3,2,2,3375.0,0,3375.0,0.629,13992,103,0.807,0.0,0.00011811,0.9998799999999999
-99703,Existing Customer,50,M,2,College,Married,$60K - $80K,Blue,36,2,2,1,12299.0,1664,10635.0,0.879,15060,90,0.915,0.135,6.6734e-05,0.9999299999999999
-99704,Attrited Customer,60,M,1,High School,Single,Less than $40K,Blue,50,4,4,5,4613.0,0,4613.0,0.978,8970,78,1.294,0.0,0.9989899999999999,0.00101395
-99705,Existing Customer,55,F,2,Doctorate,Married,Less than $40K,Silver,36,3,2,1,10858.0,0,10858.0,0.787,14475,111,0.682,0.0,8.9751e-05,0.9999100000000001
-99706,Existing Customer,57,M,3,Post-Graduate,Single,$80K - $120K,Blue,50,3,1,1,34516.0,2293,32223.0,0.799,14287,114,0.754,0.066,4.0554e-05,0.9999600000000001
-99707,Existing Customer,47,M,3,High School,Married,$60K - $80K,Blue,41,2,3,3,4207.0,1556,2651.0,0.6579999999999999,15312,122,0.718,0.37,0.00030516,0.99969
-99708,Existing Customer,45,F,2,Graduate,Married,Less than $40K,Blue,36,2,3,1,3336.0,1889,1447.0,0.85,13989,105,0.5670000000000001,0.5660000000000001,0.00010848,0.99989
+99702,Existing Customer,49,F,3,Graduate,Single,,Blue,36,3,2,2,3375.0,0,3375.0,0.629,13992,103,0.807,0.0,0.00011811,0.99988
+99703,Existing Customer,50,M,2,College,Married,$60K - $80K,Blue,36,2,2,1,12299.0,1664,10635.0,0.879,15060,90,0.915,0.135,6.6734e-05,0.99993
+99704,Attrited Customer,60,M,1,High School,Single,Less than $40K,Blue,50,4,4,5,4613.0,0,4613.0,0.978,8970,78,1.294,0.0,0.99899,0.00101395
+99705,Existing Customer,55,F,2,Doctorate,Married,Less than $40K,Silver,36,3,2,1,10858.0,0,10858.0,0.787,14475,111,0.682,0.0,8.9751e-05,0.99991
+99706,Existing Customer,57,M,3,Post-Graduate,Single,$80K - $120K,Blue,50,3,1,1,34516.0,2293,32223.0,0.799,14287,114,0.754,0.066,4.0554e-05,0.99996
+99707,Existing Customer,47,M,3,High School,Married,$60K - $80K,Blue,41,2,3,3,4207.0,1556,2651.0,0.658,15312,122,0.718,0.37,0.00030516,0.99969
+99708,Existing Customer,45,F,2,Graduate,Married,Less than $40K,Blue,36,2,3,1,3336.0,1889,1447.0,0.85,13989,105,0.567,0.566,0.00010848,0.99989
 99709,Existing Customer,45,F,5,,,Less than $40K,Blue,37,2,2,2,5465.0,1967,3498.0,0.644,14192,115,0.667,0.36,0.00012916,0.99987
 99710,Existing Customer,55,F,1,College,Single,Less than $40K,Silver,36,3,1,3,12633.0,1661,10972.0,0.718,14378,98,0.69,0.131,7.6385e-05,0.99992
-99711,Existing Customer,39,M,1,College,Single,$80K - $120K,Blue,36,3,1,3,34516.0,1260,33256.0,0.877,14576,95,0.759,0.037000000000000005,8.453700000000001e-05,0.99992
+99711,Existing Customer,39,M,1,College,Single,$80K - $120K,Blue,36,3,1,3,34516.0,1260,33256.0,0.877,14576,95,0.759,0.037,8.4537e-05,0.99992
 99712,Attrited Customer,35,F,0,Doctorate,Married,Less than $40K,Blue,27,2,3,2,3876.0,0,3876.0,0.848,7712,73,0.825,0.0,0.99554,0.00445616
-99713,Existing Customer,40,F,4,Uneducated,Married,,Blue,29,2,3,3,3326.0,2181,1145.0,0.8270000000000001,13583,110,0.746,0.6559999999999999,0.0003262,0.9996700000000001
-99714,Existing Customer,49,M,4,Post-Graduate,Single,$120K +,Silver,38,3,3,1,34516.0,1562,32954.0,0.618,14212,100,0.667,0.045,0.00012095,0.9998799999999999
-99715,Attrited Customer,32,M,3,Graduate,Married,$40K - $60K,Blue,20,2,2,2,3264.0,0,3264.0,0.5489999999999999,6439,63,0.75,0.0,0.99161,0.00839
-99716,Existing Customer,46,M,1,Graduate,Married,$40K - $60K,Blue,27,2,2,2,6903.0,2091,4812.0,0.919,15751,107,0.9109999999999999,0.303,0.00010684,0.99989
-99717,Existing Customer,42,F,3,,Married,Less than $40K,Blue,31,2,3,2,2940.0,0,2940.0,0.9620000000000001,14792,120,0.875,0.0,0.00020516,0.99979
-99718,Existing Customer,51,M,1,Uneducated,Married,$60K - $80K,Blue,38,3,3,1,13731.0,1375,12356.0,0.878,14826,99,0.7070000000000001,0.1,0.00010469,0.9999
-99719,Attrited Customer,52,M,1,,Single,$40K - $60K,Blue,36,3,3,4,4826.0,0,4826.0,0.9540000000000001,8585,62,1.0,0.0,0.99813,0.00187387
-99720,Attrited Customer,43,M,5,Graduate,Married,$60K - $80K,Blue,25,1,2,3,4259.0,0,4259.0,0.934,7993,71,0.6509999999999999,0.0,0.99497,0.00503
+99713,Existing Customer,40,F,4,Uneducated,Married,,Blue,29,2,3,3,3326.0,2181,1145.0,0.827,13583,110,0.746,0.656,0.0003262,0.99967
+99714,Existing Customer,49,M,4,Post-Graduate,Single,$120K +,Silver,38,3,3,1,34516.0,1562,32954.0,0.618,14212,100,0.667,0.045,0.00012095,0.99988
+99715,Attrited Customer,32,M,3,Graduate,Married,$40K - $60K,Blue,20,2,2,2,3264.0,0,3264.0,0.549,6439,63,0.75,0.0,0.99161,0.00839
+99716,Existing Customer,46,M,1,Graduate,Married,$40K - $60K,Blue,27,2,2,2,6903.0,2091,4812.0,0.919,15751,107,0.911,0.303,0.00010684,0.99989
+99717,Existing Customer,42,F,3,,Married,Less than $40K,Blue,31,2,3,2,2940.0,0,2940.0,0.962,14792,120,0.875,0.0,0.00020516,0.99979
+99718,Existing Customer,51,M,1,Uneducated,Married,$60K - $80K,Blue,38,3,3,1,13731.0,1375,12356.0,0.878,14826,99,0.707,0.1,0.00010469,0.9999
+99719,Attrited Customer,52,M,1,,Single,$40K - $60K,Blue,36,3,3,4,4826.0,0,4826.0,0.954,8585,62,1.0,0.0,0.99813,0.00187387
+99720,Attrited Customer,43,M,5,Graduate,Married,$60K - $80K,Blue,25,1,2,3,4259.0,0,4259.0,0.934,7993,71,0.651,0.0,0.99497,0.00503
 99721,Existing Customer,38,M,1,Uneducated,,$40K - $60K,Blue,18,3,3,3,3523.0,1379,2144.0,0.71,15108,118,0.71,0.391,0.00029196,0.99971
-99722,Existing Customer,44,M,3,College,Married,$60K - $80K,Gold,34,3,1,3,34516.0,1543,32973.0,0.774,13967,101,0.7120000000000001,0.045,0.00010767,0.99989
+99722,Existing Customer,44,M,3,College,Married,$60K - $80K,Gold,34,3,1,3,34516.0,1543,32973.0,0.774,13967,101,0.712,0.045,0.00010767,0.99989
 99723,Existing Customer,47,F,4,High School,,,Blue,42,3,3,2,16998.0,1404,15594.0,0.785,13977,127,0.693,0.083,0.00018339,0.99982
-99724,Existing Customer,56,M,2,Graduate,Single,$120K +,Blue,45,2,2,3,11714.0,898,10816.0,0.726,13956,122,0.718,0.077,0.00019143,0.9998100000000001
-99725,Attrited Customer,32,M,0,College,Single,$60K - $80K,Blue,24,3,2,3,4097.0,0,4097.0,0.836,8376,64,0.684,0.0,0.9937799999999999,0.006220000000000001
-99726,Attrited Customer,41,F,3,High School,Married,Less than $40K,Blue,31,3,3,3,3952.0,0,3952.0,1.002,8241,82,0.9520000000000001,0.0,0.9967299999999999,0.00326528
+99724,Existing Customer,56,M,2,Graduate,Single,$120K +,Blue,45,2,2,3,11714.0,898,10816.0,0.726,13956,122,0.718,0.077,0.00019143,0.99981
+99725,Attrited Customer,32,M,0,College,Single,$60K - $80K,Blue,24,3,2,3,4097.0,0,4097.0,0.836,8376,64,0.684,0.0,0.99378,0.00622
+99726,Attrited Customer,41,F,3,High School,Married,Less than $40K,Blue,31,3,3,3,3952.0,0,3952.0,1.002,8241,82,0.952,0.0,0.99673,0.00326528
 99727,Attrited Customer,41,F,4,,Single,,Blue,25,2,2,3,29295.0,0,29295.0,1.411,9865,65,0.711,0.0,0.99549,0.00451007
-99728,Existing Customer,31,F,0,Post-Graduate,Single,,Blue,36,3,3,1,26423.0,0,26423.0,0.6709999999999999,13575,108,0.77,0.0,0.00010953,0.99989
-99729,Existing Customer,45,F,4,Uneducated,Married,Less than $40K,Blue,37,3,3,1,3196.0,1817,1379.0,0.731,13300,104,0.677,0.569,0.00011697,0.9998799999999999
-99730,Attrited Customer,50,F,0,Graduate,Married,Less than $40K,Blue,38,2,3,1,4935.0,1574,3361.0,1.01,8527,84,0.5,0.319,0.9893700000000001,0.01063
-99731,Existing Customer,31,M,0,Graduate,Single,$60K - $80K,Silver,24,2,2,2,34516.0,984,33532.0,0.9129999999999999,15347,109,0.787,0.028999999999999998,8.8254e-05,0.9999100000000001
-99732,Attrited Customer,47,M,2,Graduate,Married,$80K - $120K,Blue,36,3,3,2,12933.0,2239,10694.0,0.445,6564,56,0.514,0.17300000000000001,0.9944700000000001,0.005529999999999999
-99733,Existing Customer,42,M,4,Graduate,,$60K - $80K,Silver,30,3,1,3,29937.0,0,29937.0,0.746,14863,109,0.627,0.0,8.7785e-05,0.9999100000000001
-99734,Existing Customer,48,F,2,Graduate,Single,Less than $40K,Blue,38,2,1,2,8881.0,1901,6980.0,0.8079999999999999,15530,110,0.6920000000000001,0.214,5.5077e-05,0.9999399999999999
-99735,Existing Customer,52,M,3,,Single,$80K - $120K,Blue,42,3,3,3,27514.0,1834,25680.0,0.769,12841,100,0.7859999999999999,0.067,0.00034503,0.99965
-99736,Existing Customer,45,M,2,Uneducated,Married,$80K - $120K,Blue,37,3,1,1,32275.0,1845,30430.0,0.841,14917,88,0.7959999999999999,0.057,3.415e-05,0.99997
-99737,Existing Customer,48,F,3,Uneducated,Divorced,Less than $40K,Blue,44,3,2,1,4107.0,2517,1590.0,0.779,16027,112,0.723,0.613,7.3235e-05,0.9999299999999999
-99738,Existing Customer,53,F,2,High School,Married,,Blue,47,3,1,1,7469.0,1294,6175.0,0.8690000000000001,15212,124,0.746,0.17300000000000001,3.2288e-05,0.99997
-99739,Existing Customer,58,F,3,Graduate,Married,Less than $40K,Blue,36,2,2,2,5023.0,1857,3166.0,0.631,14111,98,0.69,0.37,0.00011811,0.9998799999999999
+99728,Existing Customer,31,F,0,Post-Graduate,Single,,Blue,36,3,3,1,26423.0,0,26423.0,0.671,13575,108,0.77,0.0,0.00010953,0.99989
+99729,Existing Customer,45,F,4,Uneducated,Married,Less than $40K,Blue,37,3,3,1,3196.0,1817,1379.0,0.731,13300,104,0.677,0.569,0.00011697,0.99988
+99730,Attrited Customer,50,F,0,Graduate,Married,Less than $40K,Blue,38,2,3,1,4935.0,1574,3361.0,1.01,8527,84,0.5,0.319,0.98937,0.01063
+99731,Existing Customer,31,M,0,Graduate,Single,$60K - $80K,Silver,24,2,2,2,34516.0,984,33532.0,0.913,15347,109,0.787,0.029,8.8254e-05,0.99991
+99732,Attrited Customer,47,M,2,Graduate,Married,$80K - $120K,Blue,36,3,3,2,12933.0,2239,10694.0,0.445,6564,56,0.514,0.173,0.99447,0.00553
+99733,Existing Customer,42,M,4,Graduate,,$60K - $80K,Silver,30,3,1,3,29937.0,0,29937.0,0.746,14863,109,0.627,0.0,8.7785e-05,0.99991
+99734,Existing Customer,48,F,2,Graduate,Single,Less than $40K,Blue,38,2,1,2,8881.0,1901,6980.0,0.808,15530,110,0.692,0.214,5.5077e-05,0.99994
+99735,Existing Customer,52,M,3,,Single,$80K - $120K,Blue,42,3,3,3,27514.0,1834,25680.0,0.769,12841,100,0.786,0.067,0.00034503,0.99965
+99736,Existing Customer,45,M,2,Uneducated,Married,$80K - $120K,Blue,37,3,1,1,32275.0,1845,30430.0,0.841,14917,88,0.796,0.057,3.415e-05,0.99997
+99737,Existing Customer,48,F,3,Uneducated,Divorced,Less than $40K,Blue,44,3,2,1,4107.0,2517,1590.0,0.779,16027,112,0.723,0.613,7.3235e-05,0.99993
+99738,Existing Customer,53,F,2,High School,Married,,Blue,47,3,1,1,7469.0,1294,6175.0,0.869,15212,124,0.746,0.173,3.2288e-05,0.99997
+99739,Existing Customer,58,F,3,Graduate,Married,Less than $40K,Blue,36,2,2,2,5023.0,1857,3166.0,0.631,14111,98,0.69,0.37,0.00011811,0.99988
 99740,Attrited Customer,36,F,2,,Single,Less than $40K,Blue,36,2,3,3,6071.0,0,6071.0,0.912,9338,59,0.903,0.0,0.997,0.00299743
-99741,Existing Customer,45,M,3,Doctorate,Single,$60K - $80K,Silver,34,3,3,1,27494.0,879,26615.0,0.6709999999999999,14375,112,0.672,0.032,0.00014718,0.99985
-99742,Existing Customer,41,F,1,High School,Divorced,Less than $40K,Blue,36,2,3,1,7106.0,2031,5075.0,0.746,16377,124,0.746,0.28600000000000003,9.8983e-05,0.9999
-99743,Existing Customer,43,M,5,Post-Graduate,Single,$60K - $80K,Blue,31,3,3,1,17230.0,1805,15425.0,0.7879999999999999,14781,130,0.857,0.105,0.00013178,0.99987
+99741,Existing Customer,45,M,3,Doctorate,Single,$60K - $80K,Silver,34,3,3,1,27494.0,879,26615.0,0.671,14375,112,0.672,0.032,0.00014718,0.99985
+99742,Existing Customer,41,F,1,High School,Divorced,Less than $40K,Blue,36,2,3,1,7106.0,2031,5075.0,0.746,16377,124,0.746,0.286,9.8983e-05,0.9999
+99743,Existing Customer,43,M,5,Post-Graduate,Single,$60K - $80K,Blue,31,3,3,1,17230.0,1805,15425.0,0.788,14781,130,0.857,0.105,0.00013178,0.99987
 99744,Existing Customer,49,M,4,Post-Graduate,Single,$80K - $120K,Blue,42,3,2,1,30885.0,2018,28867.0,0.904,17350,115,0.62,0.065,8.4706e-05,0.99992
-99745,Existing Customer,53,F,1,,,Less than $40K,Blue,43,2,2,2,3629.0,2517,1112.0,0.735,14205,102,0.759,0.6940000000000001,0.00011743,0.9998799999999999
+99745,Existing Customer,53,F,1,,,Less than $40K,Blue,43,2,2,2,3629.0,2517,1112.0,0.735,14205,102,0.759,0.694,0.00011743,0.99988
 99746,Attrited Customer,39,M,2,Uneducated,Married,$120K +,Silver,19,2,1,2,34516.0,796,33720.0,0.841,7721,75,0.667,0.023,0.98083,0.01917
-99747,Existing Customer,50,F,1,Graduate,Single,,Blue,36,3,2,2,17970.0,1390,16580.0,0.7240000000000001,13204,97,0.7959999999999999,0.077,0.00010684,0.99989
+99747,Existing Customer,50,F,1,Graduate,Single,,Blue,36,3,2,2,17970.0,1390,16580.0,0.724,13204,97,0.796,0.077,0.00010684,0.99989
 99748,Existing Customer,38,M,3,Graduate,Married,Less than $40K,Silver,27,3,2,3,10343.0,2070,8273.0,0.747,14805,115,0.769,0.2,0.00017949,0.99982
-99749,Attrited Customer,43,M,3,Uneducated,Single,$40K - $60K,Blue,36,3,3,3,9267.0,0,9267.0,0.866,7991,90,1.093,0.0,0.9969100000000001,0.00308778
-99750,Existing Customer,55,F,2,College,Married,$40K - $60K,Blue,45,2,3,3,2985.0,1651,1334.0,0.693,14187,103,0.873,0.5529999999999999,0.00029411,0.99971
-99751,Existing Customer,39,F,2,Uneducated,Married,Less than $40K,Silver,34,3,3,3,14386.0,2517,11869.0,0.735,13377,114,0.8690000000000001,0.175,0.00028105,0.99972
-99752,Existing Customer,38,M,1,High School,Single,$40K - $60K,Blue,19,2,3,3,3581.0,694,2887.0,0.6729999999999999,14637,109,0.787,0.19399999999999998,0.00027604,0.99972
-99753,Existing Customer,37,M,2,Graduate,Married,Less than $40K,Blue,28,2,2,3,3079.0,1267,1812.0,0.65,14540,104,0.552,0.41100000000000003,0.00019143,0.9998100000000001
+99749,Attrited Customer,43,M,3,Uneducated,Single,$40K - $60K,Blue,36,3,3,3,9267.0,0,9267.0,0.866,7991,90,1.093,0.0,0.99691,0.00308778
+99750,Existing Customer,55,F,2,College,Married,$40K - $60K,Blue,45,2,3,3,2985.0,1651,1334.0,0.693,14187,103,0.873,0.553,0.00029411,0.99971
+99751,Existing Customer,39,F,2,Uneducated,Married,Less than $40K,Silver,34,3,3,3,14386.0,2517,11869.0,0.735,13377,114,0.869,0.175,0.00028105,0.99972
+99752,Existing Customer,38,M,1,High School,Single,$40K - $60K,Blue,19,2,3,3,3581.0,694,2887.0,0.673,14637,109,0.787,0.194,0.00027604,0.99972
+99753,Existing Customer,37,M,2,Graduate,Married,Less than $40K,Blue,28,2,2,3,3079.0,1267,1812.0,0.65,14540,104,0.552,0.411,0.00019143,0.99981
 99754,Existing Customer,48,F,2,,Single,Less than $40K,Blue,37,3,3,2,3594.0,1996,1598.0,0.795,14881,109,0.703,0.555,0.00019771,0.9998
-99755,Existing Customer,34,M,1,Uneducated,Married,$60K - $80K,Blue,18,3,2,2,10488.0,1636,8852.0,0.6809999999999999,14719,116,0.6809999999999999,0.156,0.00010985,0.99989
-99756,Attrited Customer,50,M,3,College,Single,$80K - $120K,Silver,36,3,3,2,34516.0,2517,31999.0,0.735,7155,66,0.65,0.073,0.9939399999999999,0.00606
-99757,Attrited Customer,41,M,3,Doctorate,Single,$80K - $120K,Blue,29,2,2,3,24001.0,1629,22372.0,0.965,9102,75,0.9740000000000001,0.068,0.9965299999999999,0.00346592
-99758,Existing Customer,49,F,2,Post-Graduate,Married,Less than $40K,Blue,37,2,1,2,5500.0,0,5500.0,0.675,14357,110,0.618,0.0,6.4807e-05,0.9999399999999999
-99759,Existing Customer,37,M,1,Uneducated,Married,$120K +,Blue,17,1,1,3,34516.0,0,34516.0,0.7759999999999999,14127,116,0.731,0.0,8.9404e-05,0.9999100000000001
-99760,Existing Customer,46,M,2,Graduate,Single,$120K +,Blue,28,1,1,1,7790.0,1921,5869.0,0.789,14567,131,0.617,0.247,3.3214000000000004e-05,0.99997
-99761,Existing Customer,53,M,2,Graduate,Married,$80K - $120K,Blue,41,2,3,1,10301.0,2451,7850.0,0.9059999999999999,16359,111,0.657,0.23800000000000002,0.00010848,0.99989
-99762,Existing Customer,48,F,4,High School,Single,,Blue,36,2,3,1,23939.0,1419,22520.0,0.785,14812,101,0.804,0.059000000000000004,0.00011059999999999999,0.99989
-99763,Existing Customer,31,M,0,Graduate,Divorced,$80K - $120K,Blue,19,1,1,2,21615.0,570,21045.0,0.737,16464,103,0.7170000000000001,0.026000000000000002,4.7263000000000005e-05,0.99995
-99764,Existing Customer,40,F,3,Uneducated,Married,Less than $40K,Blue,33,1,1,1,8712.0,991,7721.0,0.615,14512,115,0.769,0.114,3.5437e-05,0.9999600000000001
+99755,Existing Customer,34,M,1,Uneducated,Married,$60K - $80K,Blue,18,3,2,2,10488.0,1636,8852.0,0.681,14719,116,0.681,0.156,0.00010985,0.99989
+99756,Attrited Customer,50,M,3,College,Single,$80K - $120K,Silver,36,3,3,2,34516.0,2517,31999.0,0.735,7155,66,0.65,0.073,0.99394,0.00606
+99757,Attrited Customer,41,M,3,Doctorate,Single,$80K - $120K,Blue,29,2,2,3,24001.0,1629,22372.0,0.965,9102,75,0.974,0.068,0.99653,0.00346592
+99758,Existing Customer,49,F,2,Post-Graduate,Married,Less than $40K,Blue,37,2,1,2,5500.0,0,5500.0,0.675,14357,110,0.618,0.0,6.4807e-05,0.99994
+99759,Existing Customer,37,M,1,Uneducated,Married,$120K +,Blue,17,1,1,3,34516.0,0,34516.0,0.776,14127,116,0.731,0.0,8.9404e-05,0.99991
+99760,Existing Customer,46,M,2,Graduate,Single,$120K +,Blue,28,1,1,1,7790.0,1921,5869.0,0.789,14567,131,0.617,0.247,3.3214e-05,0.99997
+99761,Existing Customer,53,M,2,Graduate,Married,$80K - $120K,Blue,41,2,3,1,10301.0,2451,7850.0,0.906,16359,111,0.657,0.238,0.00010848,0.99989
+99762,Existing Customer,48,F,4,High School,Single,,Blue,36,2,3,1,23939.0,1419,22520.0,0.785,14812,101,0.804,0.059,0.0001106,0.99989
+99763,Existing Customer,31,M,0,Graduate,Divorced,$80K - $120K,Blue,19,1,1,2,21615.0,570,21045.0,0.737,16464,103,0.717,0.026,4.7263e-05,0.99995
+99764,Existing Customer,40,F,3,Uneducated,Married,Less than $40K,Blue,33,1,1,1,8712.0,991,7721.0,0.615,14512,115,0.769,0.114,3.5437e-05,0.99996
 99765,Attrited Customer,37,F,2,Uneducated,,Less than $40K,Silver,29,5,2,6,12203.0,0,12203.0,0.9,8600,94,0.843,0.0,0.99892,0.00108359
-99766,Existing Customer,61,M,0,Graduate,Married,$60K - $80K,Blue,48,1,3,1,15483.0,2148,13335.0,0.738,14463,94,0.774,0.139,9.308700000000001e-05,0.9999100000000001
-99767,Existing Customer,45,M,0,Uneducated,Single,$80K - $120K,Blue,36,1,4,3,20356.0,2031,18325.0,0.752,15180,121,0.8059999999999999,0.1,0.00032257,0.9996799999999999
-99768,Existing Customer,32,F,1,High School,Single,Less than $40K,Blue,16,2,3,1,3548.0,2517,1031.0,0.818,15157,97,0.865,0.7090000000000001,9.8983e-05,0.9999
-99769,Existing Customer,31,M,0,Graduate,Single,$40K - $60K,Blue,36,2,3,3,4661.0,1835,2826.0,0.9990000000000001,14257,110,0.9640000000000001,0.39399999999999996,0.0002596,0.99974
-99770,Existing Customer,43,F,5,Graduate,Married,Less than $40K,Gold,38,2,2,1,15987.0,1372,14615.0,0.649,15058,109,0.912,0.086,8.164399999999999e-05,0.99992
-99771,Attrited Customer,57,M,2,Uneducated,,$80K - $120K,Blue,48,4,1,3,30543.0,264,30279.0,0.882,7784,63,0.703,0.009000000000000001,0.98961,0.01039
-99772,Attrited Customer,42,F,3,Graduate,Married,Less than $40K,Blue,35,2,4,3,5230.0,2517,2713.0,0.937,9495,61,0.605,0.48100000000000004,0.9973700000000001,0.0026282
-99773,Existing Customer,43,M,2,Graduate,Married,$80K - $120K,Blue,38,2,1,2,34516.0,0,34516.0,0.674,14160,124,0.7709999999999999,0.0,5.5077e-05,0.9999399999999999
-99774,Existing Customer,39,F,2,Graduate,Single,Less than $40K,Blue,34,1,3,3,3246.0,2517,729.0,0.722,13671,103,0.6890000000000001,0.775,0.00030251,0.9997
-99775,Existing Customer,46,F,3,Graduate,Married,$40K - $60K,Blue,38,2,3,3,10018.0,829,9189.0,0.8440000000000001,13819,114,0.81,0.083,0.0003139,0.99969
-99776,Existing Customer,43,F,2,,Single,Less than $40K,Silver,24,1,1,3,10272.0,1523,8749.0,0.8690000000000001,14321,113,0.794,0.14800000000000002,9.2006e-05,0.9999100000000001
-99777,Existing Customer,32,F,1,High School,Married,Less than $40K,Blue,36,1,1,2,4097.0,1293,2804.0,0.6709999999999999,15925,100,0.7859999999999999,0.316,5.0256e-05,0.99995
-99778,Existing Customer,49,F,1,Uneducated,Married,,Blue,36,2,3,2,19846.0,2162,17684.0,0.602,16908,122,0.6940000000000001,0.109,0.0001736,0.9998299999999999
-99779,Attrited Customer,32,M,0,Post-Graduate,Married,$60K - $80K,Blue,25,6,2,2,4469.0,2331,2138.0,1.006,8314,67,0.763,0.522,0.9913700000000001,0.00863
-99780,Existing Customer,49,M,4,Graduate,Single,$80K - $120K,Blue,43,1,2,2,20701.0,2517,18184.0,1.023,14374,113,0.823,0.122,0.00011937,0.9998799999999999
-99781,Existing Customer,54,M,3,Graduate,Married,$120K +,Blue,48,1,3,2,8426.0,0,8426.0,0.96,14378,103,0.7170000000000001,0.0,0.00018665,0.9998100000000001
-99782,Existing Customer,38,M,3,Uneducated,Married,$80K - $120K,Blue,29,2,2,2,16722.0,0,16722.0,0.7190000000000001,15110,113,0.823,0.0,0.00012144,0.9998799999999999
-99783,Existing Customer,60,M,0,High School,Single,$80K - $120K,Silver,36,1,2,3,34516.0,806,33710.0,0.755,13434,102,0.672,0.023,0.0001443,0.9998600000000001
-99784,Attrited Customer,47,M,3,Graduate,Single,$40K - $60K,Blue,34,4,3,3,4413.0,232,4181.0,0.799,7869,76,0.767,0.053,0.9968299999999999,0.00317458
-99785,Existing Customer,31,F,1,Post-Graduate,Married,Less than $40K,Blue,21,2,1,2,5342.0,2005,3337.0,0.682,14738,94,0.7090000000000001,0.375,6.083e-05,0.9999399999999999
-99786,Attrited Customer,52,M,1,,Married,$40K - $60K,Blue,36,4,3,3,8455.0,2517,5938.0,0.809,8124,73,1.028,0.298,0.9968100000000001,0.00319278
-99787,Existing Customer,49,M,3,Uneducated,Single,Less than $40K,Blue,44,2,3,2,7659.0,1698,5961.0,0.992,15860,105,0.75,0.222,0.00019191,0.9998100000000001
-99788,Attrited Customer,49,F,1,Graduate,Married,Less than $40K,Silver,36,2,3,3,11059.0,0,11059.0,0.99,9524,80,0.905,0.0,0.9961200000000001,0.0038814
-99789,Existing Customer,31,M,0,,Married,Less than $40K,Blue,25,2,3,0,4093.0,0,4093.0,0.6970000000000001,15495,112,0.778,0.0,6.2588e-05,0.9999399999999999
-99790,Attrited Customer,39,M,1,Graduate,Married,$80K - $120K,Blue,36,2,2,3,24239.0,0,24239.0,0.94,8549,73,0.78,0.0,0.9944700000000001,0.005529999999999999
-99791,Attrited Customer,44,M,3,High School,,$120K +,Blue,36,2,3,2,7793.0,2270,5523.0,0.945,8260,54,0.5,0.29100000000000004,0.9945200000000001,0.00548
-99792,Existing Customer,32,M,1,High School,Single,$80K - $120K,Blue,26,2,3,2,6407.0,1130,5277.0,0.7559999999999999,14471,93,0.603,0.17600000000000002,0.00016413,0.99984
+99766,Existing Customer,61,M,0,Graduate,Married,$60K - $80K,Blue,48,1,3,1,15483.0,2148,13335.0,0.738,14463,94,0.774,0.139,9.3087e-05,0.99991
+99767,Existing Customer,45,M,0,Uneducated,Single,$80K - $120K,Blue,36,1,4,3,20356.0,2031,18325.0,0.752,15180,121,0.806,0.1,0.00032257,0.99968
+99768,Existing Customer,32,F,1,High School,Single,Less than $40K,Blue,16,2,3,1,3548.0,2517,1031.0,0.818,15157,97,0.865,0.709,9.8983e-05,0.9999
+99769,Existing Customer,31,M,0,Graduate,Single,$40K - $60K,Blue,36,2,3,3,4661.0,1835,2826.0,0.999,14257,110,0.964,0.394,0.0002596,0.99974
+99770,Existing Customer,43,F,5,Graduate,Married,Less than $40K,Gold,38,2,2,1,15987.0,1372,14615.0,0.649,15058,109,0.912,0.086,8.1644e-05,0.99992
+99771,Attrited Customer,57,M,2,Uneducated,,$80K - $120K,Blue,48,4,1,3,30543.0,264,30279.0,0.882,7784,63,0.703,0.009,0.98961,0.01039
+99772,Attrited Customer,42,F,3,Graduate,Married,Less than $40K,Blue,35,2,4,3,5230.0,2517,2713.0,0.937,9495,61,0.605,0.481,0.99737,0.0026282
+99773,Existing Customer,43,M,2,Graduate,Married,$80K - $120K,Blue,38,2,1,2,34516.0,0,34516.0,0.674,14160,124,0.771,0.0,5.5077e-05,0.99994
+99774,Existing Customer,39,F,2,Graduate,Single,Less than $40K,Blue,34,1,3,3,3246.0,2517,729.0,0.722,13671,103,0.689,0.775,0.00030251,0.9997
+99775,Existing Customer,46,F,3,Graduate,Married,$40K - $60K,Blue,38,2,3,3,10018.0,829,9189.0,0.844,13819,114,0.81,0.083,0.0003139,0.99969
+99776,Existing Customer,43,F,2,,Single,Less than $40K,Silver,24,1,1,3,10272.0,1523,8749.0,0.869,14321,113,0.794,0.148,9.2006e-05,0.99991
+99777,Existing Customer,32,F,1,High School,Married,Less than $40K,Blue,36,1,1,2,4097.0,1293,2804.0,0.671,15925,100,0.786,0.316,5.0256e-05,0.99995
+99778,Existing Customer,49,F,1,Uneducated,Married,,Blue,36,2,3,2,19846.0,2162,17684.0,0.602,16908,122,0.694,0.109,0.0001736,0.99983
+99779,Attrited Customer,32,M,0,Post-Graduate,Married,$60K - $80K,Blue,25,6,2,2,4469.0,2331,2138.0,1.006,8314,67,0.763,0.522,0.99137,0.00863
+99780,Existing Customer,49,M,4,Graduate,Single,$80K - $120K,Blue,43,1,2,2,20701.0,2517,18184.0,1.023,14374,113,0.823,0.122,0.00011937,0.99988
+99781,Existing Customer,54,M,3,Graduate,Married,$120K +,Blue,48,1,3,2,8426.0,0,8426.0,0.96,14378,103,0.717,0.0,0.00018665,0.99981
+99782,Existing Customer,38,M,3,Uneducated,Married,$80K - $120K,Blue,29,2,2,2,16722.0,0,16722.0,0.719,15110,113,0.823,0.0,0.00012144,0.99988
+99783,Existing Customer,60,M,0,High School,Single,$80K - $120K,Silver,36,1,2,3,34516.0,806,33710.0,0.755,13434,102,0.672,0.023,0.0001443,0.99986
+99784,Attrited Customer,47,M,3,Graduate,Single,$40K - $60K,Blue,34,4,3,3,4413.0,232,4181.0,0.799,7869,76,0.767,0.053,0.99683,0.00317458
+99785,Existing Customer,31,F,1,Post-Graduate,Married,Less than $40K,Blue,21,2,1,2,5342.0,2005,3337.0,0.682,14738,94,0.709,0.375,6.083e-05,0.99994
+99786,Attrited Customer,52,M,1,,Married,$40K - $60K,Blue,36,4,3,3,8455.0,2517,5938.0,0.809,8124,73,1.028,0.298,0.99681,0.00319278
+99787,Existing Customer,49,M,3,Uneducated,Single,Less than $40K,Blue,44,2,3,2,7659.0,1698,5961.0,0.992,15860,105,0.75,0.222,0.00019191,0.99981
+99788,Attrited Customer,49,F,1,Graduate,Married,Less than $40K,Silver,36,2,3,3,11059.0,0,11059.0,0.99,9524,80,0.905,0.0,0.99612,0.0038814
+99789,Existing Customer,31,M,0,,Married,Less than $40K,Blue,25,2,3,0,4093.0,0,4093.0,0.697,15495,112,0.778,0.0,6.2588e-05,0.99994
+99790,Attrited Customer,39,M,1,Graduate,Married,$80K - $120K,Blue,36,2,2,3,24239.0,0,24239.0,0.94,8549,73,0.78,0.0,0.99447,0.00553
+99791,Attrited Customer,44,M,3,High School,,$120K +,Blue,36,2,3,2,7793.0,2270,5523.0,0.945,8260,54,0.5,0.291,0.99452,0.00548
+99792,Existing Customer,32,M,1,High School,Single,$80K - $120K,Blue,26,2,3,2,6407.0,1130,5277.0,0.756,14471,93,0.603,0.176,0.00016413,0.99984
 99793,Existing Customer,57,M,2,High School,Single,$60K - $80K,Blue,36,2,3,3,6024.0,1532,4492.0,0.867,15763,97,0.83,0.254,0.00029408,0.99971
-99794,Existing Customer,48,F,2,Graduate,Single,Less than $40K,Blue,36,2,2,3,3352.0,2122,1230.0,0.701,14802,106,0.797,0.633,0.00019143,0.9998100000000001
-99795,Existing Customer,44,M,1,,Married,$80K - $120K,Blue,33,2,3,1,32222.0,0,32222.0,0.8440000000000001,14220,95,0.61,0.0,0.00011192,0.99989
-99796,Existing Customer,31,F,0,College,Married,,Silver,24,2,3,1,34516.0,2032,32484.0,0.82,14544,104,0.705,0.059000000000000004,8.1774e-05,0.99992
-99797,Existing Customer,44,F,3,Graduate,,,Silver,36,2,3,3,34516.0,941,33575.0,0.659,12042,117,0.857,0.027000000000000003,0.00028364,0.99972
+99794,Existing Customer,48,F,2,Graduate,Single,Less than $40K,Blue,36,2,2,3,3352.0,2122,1230.0,0.701,14802,106,0.797,0.633,0.00019143,0.99981
+99795,Existing Customer,44,M,1,,Married,$80K - $120K,Blue,33,2,3,1,32222.0,0,32222.0,0.844,14220,95,0.61,0.0,0.00011192,0.99989
+99796,Existing Customer,31,F,0,College,Married,,Silver,24,2,3,1,34516.0,2032,32484.0,0.82,14544,104,0.705,0.059,8.1774e-05,0.99992
+99797,Existing Customer,44,F,3,Graduate,,,Silver,36,2,3,3,34516.0,941,33575.0,0.659,12042,117,0.857,0.027,0.00028364,0.99972
 99798,Existing Customer,49,M,4,College,Married,$80K - $120K,Blue,44,2,3,3,31091.0,966,30125.0,0.57,14565,108,0.742,0.031,0.00030845,0.99969
 99799,Attrited Customer,54,M,5,High School,Married,$80K - $120K,Blue,48,2,1,3,7464.0,0,7464.0,0.865,9071,74,1.0,0.0,0.98936,0.01064
 99800,Attrited Customer,29,M,0,Graduate,Single,$120K +,Blue,22,2,2,3,11722.0,0,11722.0,0.778,8302,78,0.902,0.0,0.99395,0.00605
 99801,Attrited Customer,41,M,4,High School,Married,Less than $40K,Blue,32,2,3,3,7769.0,0,7769.0,0.943,8109,74,0.762,0.0,0.99677,0.00323086
-99802,Existing Customer,46,M,4,High School,Divorced,$120K +,Blue,31,2,3,1,3569.0,1553,2016.0,0.7979999999999999,16695,116,0.6809999999999999,0.435,0.00011059999999999999,0.99989
-99803,Existing Customer,47,F,4,High School,Married,Less than $40K,Blue,36,1,3,1,3216.0,1480,1736.0,0.733,14178,123,0.809,0.46,0.00011059999999999999,0.99989
+99802,Existing Customer,46,M,4,High School,Divorced,$120K +,Blue,31,2,3,1,3569.0,1553,2016.0,0.798,16695,116,0.681,0.435,0.0001106,0.99989
+99803,Existing Customer,47,F,4,High School,Married,Less than $40K,Blue,36,1,3,1,3216.0,1480,1736.0,0.733,14178,123,0.809,0.46,0.0001106,0.99989
 99804,Existing Customer,30,M,1,,,Less than $40K,Blue,13,1,3,1,3789.0,1782,2007.0,0.85,15670,116,0.785,0.47,0.00011192,0.99989
-99805,Existing Customer,31,F,1,,Divorced,Less than $40K,Blue,13,2,2,3,3533.0,1206,2327.0,0.8590000000000001,16339,120,0.579,0.341,0.00019751,0.9998
-99806,Existing Customer,43,M,4,Uneducated,Married,$120K +,Silver,36,1,2,1,34516.0,1816,32700.0,0.995,15226,113,0.7120000000000001,0.053,6.6879e-05,0.9999299999999999
+99805,Existing Customer,31,F,1,,Divorced,Less than $40K,Blue,13,2,2,3,3533.0,1206,2327.0,0.859,16339,120,0.579,0.341,0.00019751,0.9998
+99806,Existing Customer,43,M,4,Uneducated,Married,$120K +,Silver,36,1,2,1,34516.0,1816,32700.0,0.995,15226,113,0.712,0.053,6.6879e-05,0.99993
 99807,Existing Customer,52,M,2,Uneducated,Single,$80K - $120K,Blue,34,2,2,3,27229.0,0,27229.0,0.795,13264,120,0.667,0.0,0.00019683,0.9998
-99808,Attrited Customer,52,M,2,Graduate,Divorced,$80K - $120K,Silver,44,4,3,2,34516.0,751,33765.0,0.35700000000000004,5806,40,0.429,0.022000000000000002,0.9938899999999999,0.00611
-99809,Attrited Customer,43,F,3,Doctorate,Single,Less than $40K,Blue,30,1,2,2,6261.0,463,5798.0,0.889,8132,64,0.6,0.07400000000000001,0.99418,0.0058200000000000005
-99810,Existing Customer,57,F,0,Uneducated,Married,Less than $40K,Blue,51,2,3,3,6996.0,2092,4904.0,0.794,15017,120,0.765,0.299,0.00026692,0.9997299999999999
-99811,Existing Customer,52,F,4,Graduate,Single,Less than $40K,Blue,36,2,3,3,4440.0,1149,3291.0,0.8420000000000001,14973,112,0.723,0.259,0.00031726,0.9996799999999999
-99812,Existing Customer,55,F,1,Uneducated,,Less than $40K,Blue,36,1,2,1,3150.0,2222,928.0,0.794,14750,96,0.655,0.705,6.6245e-05,0.9999299999999999
+99808,Attrited Customer,52,M,2,Graduate,Divorced,$80K - $120K,Silver,44,4,3,2,34516.0,751,33765.0,0.357,5806,40,0.429,0.022,0.99389,0.00611
+99809,Attrited Customer,43,F,3,Doctorate,Single,Less than $40K,Blue,30,1,2,2,6261.0,463,5798.0,0.889,8132,64,0.6,0.074,0.99418,0.00582
+99810,Existing Customer,57,F,0,Uneducated,Married,Less than $40K,Blue,51,2,3,3,6996.0,2092,4904.0,0.794,15017,120,0.765,0.299,0.00026692,0.99973
+99811,Existing Customer,52,F,4,Graduate,Single,Less than $40K,Blue,36,2,3,3,4440.0,1149,3291.0,0.842,14973,112,0.723,0.259,0.00031726,0.99968
+99812,Existing Customer,55,F,1,Uneducated,,Less than $40K,Blue,36,1,2,1,3150.0,2222,928.0,0.794,14750,96,0.655,0.705,6.6245e-05,0.99993
 99813,Existing Customer,57,F,2,Doctorate,Divorced,$40K - $60K,Blue,48,2,2,2,4288.0,1678,2610.0,0.643,15505,113,0.687,0.391,0.00016471,0.99984
-99814,Attrited Customer,54,M,3,Graduate,Married,$80K - $120K,Silver,36,2,3,1,34516.0,761,33755.0,0.838,8444,68,0.7440000000000001,0.022000000000000002,0.99026,0.00974
+99814,Attrited Customer,54,M,3,Graduate,Married,$80K - $120K,Silver,36,2,3,1,34516.0,761,33755.0,0.838,8444,68,0.744,0.022,0.99026,0.00974
 99815,Existing Customer,51,F,1,High School,Married,Less than $40K,Blue,38,1,1,2,5189.0,1171,4018.0,0.732,16563,94,0.741,0.226,5.0256e-05,0.99995
-99816,Attrited Customer,59,M,0,Uneducated,Single,$40K - $60K,Blue,52,1,2,2,14458.0,2017,12441.0,0.99,8696,72,0.895,0.14,0.9901399999999999,0.009859999999999999
-99817,Existing Customer,43,M,3,Uneducated,Married,$120K +,Blue,37,1,2,3,16909.0,1171,15738.0,0.767,15740,120,0.7390000000000001,0.069,0.00020424,0.9998
+99816,Attrited Customer,59,M,0,Uneducated,Single,$40K - $60K,Blue,52,1,2,2,14458.0,2017,12441.0,0.99,8696,72,0.895,0.14,0.99014,0.00986
+99817,Existing Customer,43,M,3,Uneducated,Married,$120K +,Blue,37,1,2,3,16909.0,1171,15738.0,0.767,15740,120,0.739,0.069,0.00020424,0.9998
 99818,Existing Customer,41,F,5,,Married,Less than $40K,Blue,22,2,1,3,6739.0,896,5843.0,0.765,15471,115,0.855,0.133,0.00010512,0.99989
-99819,Attrited Customer,45,M,5,College,Single,$40K - $60K,Blue,36,4,3,3,4982.0,0,4982.0,0.8859999999999999,8586,58,1.0,0.0,0.99672,0.00328158
-99820,Attrited Customer,31,M,1,Post-Graduate,Single,Less than $40K,Silver,36,6,3,5,12359.0,0,12359.0,0.843,7528,70,0.628,0.0,0.9988799999999999,0.00112034
-99821,Existing Customer,51,M,3,High School,Married,$80K - $120K,Blue,41,1,3,3,9959.0,2068,7891.0,0.741,13810,124,0.797,0.20800000000000002,0.00030516,0.99969
-99822,Existing Customer,53,M,1,High School,,$120K +,Blue,34,2,1,2,8507.0,1484,7023.0,0.7090000000000001,14949,114,0.727,0.174,5.0256e-05,0.99995
-99823,Existing Customer,48,M,1,College,Married,$60K - $80K,Blue,44,2,3,1,15355.0,1823,13532.0,0.809,15053,111,1.018,0.11900000000000001,9.8992e-05,0.9999
-99824,Existing Customer,59,F,2,,Single,,Blue,46,2,3,2,23731.0,1890,21841.0,0.677,13647,93,0.5760000000000001,0.08,0.00019771,0.9998
-99825,Attrited Customer,42,F,2,Graduate,Single,$40K - $60K,Silver,32,4,3,3,17909.0,0,17909.0,0.225,5977,58,0.48700000000000004,0.0,0.99636,0.00364408
-99826,Existing Customer,34,M,1,,Married,$40K - $60K,Blue,36,2,2,2,3995.0,2475,1520.0,0.8170000000000001,12575,99,0.8,0.62,0.00011743,0.9998799999999999
-99827,Attrited Customer,46,M,2,High School,Married,$60K - $80K,Gold,38,5,3,6,34516.0,2517,31999.0,0.956,9314,89,0.978,0.073,0.9994299999999999,0.00056902
-99828,Attrited Customer,51,M,5,Graduate,Divorced,$120K +,Blue,45,6,3,6,34516.0,0,34516.0,0.757,8173,91,1.022,0.0,0.9993799999999999,0.00061727
-99829,Attrited Customer,48,F,5,High School,Single,Less than $40K,Blue,40,1,4,3,8297.0,2517,5780.0,0.899,9819,74,0.682,0.303,0.9972799999999999,0.00271707
-99830,Existing Customer,52,M,1,Post-Graduate,,$80K - $120K,Blue,40,2,1,2,5520.0,2448,3072.0,0.862,14330,116,0.6809999999999999,0.44299999999999995,6.083e-05,0.9999399999999999
-99831,Existing Customer,58,F,0,Uneducated,,,Blue,36,1,2,3,3736.0,2209,1527.0,0.98,15886,118,0.662,0.591,0.00016891,0.9998299999999999
-99832,Attrited Customer,38,M,1,,Married,$40K - $60K,Blue,18,1,1,2,9664.0,1983,7681.0,0.873,7995,56,0.8059999999999999,0.205,0.9827100000000001,0.01729
-99833,Existing Customer,56,F,5,Doctorate,Single,Less than $40K,Blue,49,3,3,2,4132.0,1559,2573.0,0.8270000000000001,14781,108,0.688,0.377,0.00026871,0.9997299999999999
+99819,Attrited Customer,45,M,5,College,Single,$40K - $60K,Blue,36,4,3,3,4982.0,0,4982.0,0.886,8586,58,1.0,0.0,0.99672,0.00328158
+99820,Attrited Customer,31,M,1,Post-Graduate,Single,Less than $40K,Silver,36,6,3,5,12359.0,0,12359.0,0.843,7528,70,0.628,0.0,0.99888,0.00112034
+99821,Existing Customer,51,M,3,High School,Married,$80K - $120K,Blue,41,1,3,3,9959.0,2068,7891.0,0.741,13810,124,0.797,0.208,0.00030516,0.99969
+99822,Existing Customer,53,M,1,High School,,$120K +,Blue,34,2,1,2,8507.0,1484,7023.0,0.709,14949,114,0.727,0.174,5.0256e-05,0.99995
+99823,Existing Customer,48,M,1,College,Married,$60K - $80K,Blue,44,2,3,1,15355.0,1823,13532.0,0.809,15053,111,1.018,0.119,9.8992e-05,0.9999
+99824,Existing Customer,59,F,2,,Single,,Blue,46,2,3,2,23731.0,1890,21841.0,0.677,13647,93,0.576,0.08,0.00019771,0.9998
+99825,Attrited Customer,42,F,2,Graduate,Single,$40K - $60K,Silver,32,4,3,3,17909.0,0,17909.0,0.225,5977,58,0.487,0.0,0.99636,0.00364408
+99826,Existing Customer,34,M,1,,Married,$40K - $60K,Blue,36,2,2,2,3995.0,2475,1520.0,0.817,12575,99,0.8,0.62,0.00011743,0.99988
+99827,Attrited Customer,46,M,2,High School,Married,$60K - $80K,Gold,38,5,3,6,34516.0,2517,31999.0,0.956,9314,89,0.978,0.073,0.99943,0.00056902
+99828,Attrited Customer,51,M,5,Graduate,Divorced,$120K +,Blue,45,6,3,6,34516.0,0,34516.0,0.757,8173,91,1.022,0.0,0.99938,0.00061727
+99829,Attrited Customer,48,F,5,High School,Single,Less than $40K,Blue,40,1,4,3,8297.0,2517,5780.0,0.899,9819,74,0.682,0.303,0.99728,0.00271707
+99830,Existing Customer,52,M,1,Post-Graduate,,$80K - $120K,Blue,40,2,1,2,5520.0,2448,3072.0,0.862,14330,116,0.681,0.443,6.083e-05,0.99994
+99831,Existing Customer,58,F,0,Uneducated,,,Blue,36,1,2,3,3736.0,2209,1527.0,0.98,15886,118,0.662,0.591,0.00016891,0.99983
+99832,Attrited Customer,38,M,1,,Married,$40K - $60K,Blue,18,1,1,2,9664.0,1983,7681.0,0.873,7995,56,0.806,0.205,0.98271,0.01729
+99833,Existing Customer,56,F,5,Doctorate,Single,Less than $40K,Blue,49,3,3,2,4132.0,1559,2573.0,0.827,14781,108,0.688,0.377,0.00026871,0.99973
 99834,Existing Customer,38,M,1,Uneducated,,$120K +,Blue,21,4,2,3,28043.0,1786,26257.0,0.802,14521,109,0.847,0.064,0.00018475,0.99982
-99835,Existing Customer,41,M,3,Graduate,Married,$80K - $120K,Blue,31,3,2,2,9959.0,1946,8013.0,0.725,15594,114,0.6759999999999999,0.195,0.00011811,0.9998799999999999
-99836,Existing Customer,45,M,2,Graduate,Married,$120K +,Blue,41,4,3,1,16453.0,1660,14793.0,0.629,14762,108,0.742,0.10099999999999999,0.00010848,0.99989
-99837,Attrited Customer,43,F,3,Uneducated,,Less than $40K,Blue,24,1,2,2,8256.0,2416,5840.0,0.696,8104,64,0.73,0.293,0.9918299999999999,0.00817
-99838,Existing Customer,31,M,1,,Married,$40K - $60K,Blue,23,5,1,2,13427.0,1562,11865.0,0.537,13117,108,0.7140000000000001,0.11599999999999999,5.6825e-05,0.9999399999999999
+99835,Existing Customer,41,M,3,Graduate,Married,$80K - $120K,Blue,31,3,2,2,9959.0,1946,8013.0,0.725,15594,114,0.676,0.195,0.00011811,0.99988
+99836,Existing Customer,45,M,2,Graduate,Married,$120K +,Blue,41,4,3,1,16453.0,1660,14793.0,0.629,14762,108,0.742,0.101,0.00010848,0.99989
+99837,Attrited Customer,43,F,3,Uneducated,,Less than $40K,Blue,24,1,2,2,8256.0,2416,5840.0,0.696,8104,64,0.73,0.293,0.99183,0.00817
+99838,Existing Customer,31,M,1,,Married,$40K - $60K,Blue,23,5,1,2,13427.0,1562,11865.0,0.537,13117,108,0.714,0.116,5.6825e-05,0.99994
 99839,Existing Customer,47,M,2,College,Married,$40K - $60K,Blue,37,6,3,1,3263.0,1525,1738.0,0.542,14649,110,0.833,0.467,0.00010546,0.99989
-99840,Attrited Customer,34,M,0,Graduate,Divorced,$80K - $120K,Silver,24,1,2,3,34516.0,400,34116.0,0.20199999999999999,5112,49,0.256,0.012,0.99331,0.006690000000000001
-99841,Attrited Customer,40,M,4,,Married,$80K - $120K,Blue,31,1,3,6,23502.0,0,23502.0,0.8390000000000001,7957,60,0.875,0.0,0.99945,0.00055285
-99842,Existing Customer,35,M,2,Graduate,Married,$80K - $120K,Blue,21,6,2,1,7685.0,2517,5168.0,0.745,13604,116,0.731,0.32799999999999996,6.864e-05,0.9999299999999999
-99843,Attrited Customer,32,F,1,Graduate,Married,Less than $40K,Blue,23,1,2,3,4065.0,230,3835.0,0.779,7844,64,0.73,0.057,0.9944700000000001,0.005529999999999999
-99844,Existing Customer,41,M,4,Post-Graduate,Married,$40K - $60K,Blue,28,5,3,3,9815.0,0,9815.0,0.8590000000000001,15475,94,0.679,0.0,0.00037329,0.9996299999999999
-99845,Existing Customer,50,M,4,Post-Graduate,Married,$120K +,Blue,36,4,1,3,17374.0,2517,14857.0,0.743,15473,128,0.7070000000000001,0.145,0.00011432,0.99989
-99846,Existing Customer,39,F,2,Graduate,Single,$40K - $60K,Blue,28,3,1,1,7093.0,2517,4576.0,0.745,13937,120,0.846,0.355,3.3214000000000004e-05,0.99997
-99847,Existing Customer,33,M,3,College,Married,$80K - $120K,Silver,22,6,2,2,34516.0,917,33599.0,0.764,14202,114,0.7809999999999999,0.027000000000000003,0.00010375,0.9999
-99848,Existing Customer,48,F,2,,Married,Less than $40K,Blue,36,2,1,2,3329.0,0,3329.0,0.8140000000000001,14893,98,0.815,0.0,6.054e-05,0.9999399999999999
+99840,Attrited Customer,34,M,0,Graduate,Divorced,$80K - $120K,Silver,24,1,2,3,34516.0,400,34116.0,0.202,5112,49,0.256,0.012,0.99331,0.00669
+99841,Attrited Customer,40,M,4,,Married,$80K - $120K,Blue,31,1,3,6,23502.0,0,23502.0,0.839,7957,60,0.875,0.0,0.99945,0.00055285
+99842,Existing Customer,35,M,2,Graduate,Married,$80K - $120K,Blue,21,6,2,1,7685.0,2517,5168.0,0.745,13604,116,0.731,0.328,6.864e-05,0.99993
+99843,Attrited Customer,32,F,1,Graduate,Married,Less than $40K,Blue,23,1,2,3,4065.0,230,3835.0,0.779,7844,64,0.73,0.057,0.99447,0.00553
+99844,Existing Customer,41,M,4,Post-Graduate,Married,$40K - $60K,Blue,28,5,3,3,9815.0,0,9815.0,0.859,15475,94,0.679,0.0,0.00037329,0.99963
+99845,Existing Customer,50,M,4,Post-Graduate,Married,$120K +,Blue,36,4,1,3,17374.0,2517,14857.0,0.743,15473,128,0.707,0.145,0.00011432,0.99989
+99846,Existing Customer,39,F,2,Graduate,Single,$40K - $60K,Blue,28,3,1,1,7093.0,2517,4576.0,0.745,13937,120,0.846,0.355,3.3214e-05,0.99997
+99847,Existing Customer,33,M,3,College,Married,$80K - $120K,Silver,22,6,2,2,34516.0,917,33599.0,0.764,14202,114,0.781,0.027,0.00010375,0.9999
+99848,Existing Customer,48,F,2,,Married,Less than $40K,Blue,36,2,1,2,3329.0,0,3329.0,0.814,14893,98,0.815,0.0,6.054e-05,0.99994
 99849,Attrited Customer,37,M,3,Graduate,Single,$80K - $120K,Blue,17,1,1,2,4116.0,1473,2643.0,1.023,8667,70,0.892,0.358,0.9828,0.0172
-99850,Existing Customer,28,M,1,Post-Graduate,Single,,Blue,13,4,3,3,20030.0,1204,18826.0,0.9790000000000001,15862,127,0.693,0.06,0.00033411,0.9996700000000001
-99851,Existing Customer,49,F,1,Graduate,Divorced,Less than $40K,Blue,44,5,2,2,8687.0,1763,6924.0,0.7959999999999999,16824,123,0.708,0.203,0.00010684,0.99989
+99850,Existing Customer,28,M,1,Post-Graduate,Single,,Blue,13,4,3,3,20030.0,1204,18826.0,0.979,15862,127,0.693,0.06,0.00033411,0.99967
+99851,Existing Customer,49,F,1,Graduate,Divorced,Less than $40K,Blue,44,5,2,2,8687.0,1763,6924.0,0.796,16824,123,0.708,0.203,0.00010684,0.99989
 99852,Attrited Customer,39,M,3,High School,Single,$80K - $120K,Blue,13,2,1,3,8656.0,0,8656.0,0.893,8056,89,0.935,0.0,0.98941,0.01059
-99853,Existing Customer,45,F,3,High School,Married,Less than $40K,Blue,36,4,3,3,3544.0,1661,1883.0,0.831,15149,111,0.7340000000000001,0.469,0.00030516,0.99969
-99854,Attrited Customer,29,M,0,High School,Single,$40K - $60K,Blue,36,6,3,1,5988.0,660,5328.0,1.041,10211,68,1.0,0.11,0.9890700000000001,0.01093
+99853,Existing Customer,45,F,3,High School,Married,Less than $40K,Blue,36,4,3,3,3544.0,1661,1883.0,0.831,15149,111,0.734,0.469,0.00030516,0.99969
+99854,Attrited Customer,29,M,0,High School,Single,$40K - $60K,Blue,36,6,3,1,5988.0,660,5328.0,1.041,10211,68,1.0,0.11,0.98907,0.01093
 99855,Attrited Customer,54,F,2,Post-Graduate,Single,Less than $40K,Blue,43,2,3,2,4917.0,0,4917.0,0.972,9442,69,0.917,0.0,0.9953,0.00470167
 99856,Existing Customer,53,M,1,Graduate,Single,$80K - $120K,Blue,41,5,3,3,18591.0,994,17597.0,0.737,15063,108,0.662,0.053,0.00028395,0.99972
-99857,Existing Customer,39,M,2,Post-Graduate,Single,$40K - $60K,Blue,31,6,3,3,3297.0,1761,1536.0,0.879,15580,120,0.7390000000000001,0.534,0.00035594,0.99964
+99857,Existing Customer,39,M,2,Post-Graduate,Single,$40K - $60K,Blue,31,6,3,3,3297.0,1761,1536.0,0.879,15580,120,0.739,0.534,0.00035594,0.99964
 99858,Existing Customer,43,F,3,College,Single,Less than $40K,Blue,33,4,2,2,5702.0,2165,3537.0,0.79,14970,120,0.935,0.38,0.00011483,0.99989
-99859,Existing Customer,27,F,0,Uneducated,Single,Less than $40K,Silver,19,3,3,3,10982.0,2517,8465.0,0.84,13563,97,0.732,0.22899999999999998,0.00024118,0.99976
+99859,Existing Customer,27,F,0,Uneducated,Single,Less than $40K,Silver,19,3,3,3,10982.0,2517,8465.0,0.84,13563,97,0.732,0.229,0.00024118,0.99976
 99860,Existing Customer,43,M,3,Graduate,Single,$60K - $80K,Platinum,35,4,3,3,34516.0,1774,32742.0,0.667,13966,115,0.667,0.051,0.00054523,0.99945
-99861,Existing Customer,37,M,1,Graduate,Married,$60K - $80K,Blue,31,5,1,2,20144.0,1195,18949.0,0.67,14287,106,0.828,0.059000000000000004,5.1696999999999996e-05,0.99995
-99862,Existing Customer,47,F,4,Graduate,Married,,Blue,42,4,1,3,16349.0,1925,14424.0,0.833,16207,114,0.81,0.11800000000000001,9.7154e-05,0.9999
+99861,Existing Customer,37,M,1,Graduate,Married,$60K - $80K,Blue,31,5,1,2,20144.0,1195,18949.0,0.67,14287,106,0.828,0.059,5.1697e-05,0.99995
+99862,Existing Customer,47,F,4,Graduate,Married,,Blue,42,4,1,3,16349.0,1925,14424.0,0.833,16207,114,0.81,0.118,9.7154e-05,0.9999
 99863,Existing Customer,48,F,4,Doctorate,Divorced,Less than $40K,Silver,38,2,1,2,10610.0,0,10610.0,0.664,15050,108,0.742,0.0,7.5527e-05,0.99992
-99864,Existing Customer,43,M,4,College,Married,$40K - $60K,Blue,30,1,1,2,7386.0,656,6730.0,0.885,15691,126,0.68,0.08900000000000001,5.6158e-05,0.9999399999999999
+99864,Existing Customer,43,M,4,College,Married,$40K - $60K,Blue,30,1,1,2,7386.0,656,6730.0,0.885,15691,126,0.68,0.089,5.6158e-05,0.99994
 99865,Attrited Customer,41,F,4,High School,Single,Less than $40K,Blue,36,6,3,3,4720.0,0,4720.0,0.978,8798,67,0.675,0.0,0.99677,0.00323086
-99866,Existing Customer,49,M,3,Graduate,Married,$80K - $120K,Blue,40,4,1,3,3660.0,766,2894.0,0.535,14515,122,0.848,0.209,9.612600000000001e-05,0.9999
-99867,Existing Customer,46,M,3,,Single,$80K - $120K,Blue,36,5,1,3,12932.0,1893,11039.0,0.804,15372,97,0.7959999999999999,0.146,0.00010566,0.99989
+99866,Existing Customer,49,M,3,Graduate,Married,$80K - $120K,Blue,40,4,1,3,3660.0,766,2894.0,0.535,14515,122,0.848,0.209,9.6126e-05,0.9999
+99867,Existing Customer,46,M,3,,Single,$80K - $120K,Blue,36,5,1,3,12932.0,1893,11039.0,0.804,15372,97,0.796,0.146,0.00010566,0.99989
 99868,Existing Customer,60,F,1,,Single,Less than $40K,Blue,51,3,3,3,6089.0,1341,4748.0,0.757,14112,123,0.809,0.22,0.00031211,0.99969
-99869,Attrited Customer,53,M,2,,Single,$60K - $80K,Blue,43,2,2,3,5905.0,0,5905.0,0.797,8883,83,0.7290000000000001,0.0,0.9952700000000001,0.00472896
-99870,Existing Customer,28,F,0,Graduate,Married,,Blue,15,2,2,2,23103.0,897,22206.0,0.9129999999999999,14049,120,0.7140000000000001,0.039,9.7673e-05,0.9999
+99869,Attrited Customer,53,M,2,,Single,$60K - $80K,Blue,43,2,2,3,5905.0,0,5905.0,0.797,8883,83,0.729,0.0,0.99527,0.00472896
+99870,Existing Customer,28,F,0,Graduate,Married,,Blue,15,2,2,2,23103.0,897,22206.0,0.913,14049,120,0.714,0.039,9.7673e-05,0.9999
 99871,Existing Customer,52,F,5,High School,Single,Less than $40K,Silver,36,3,2,2,11280.0,1523,9757.0,0.765,16237,128,0.753,0.135,0.00010322,0.9999
-99872,Existing Customer,38,M,0,High School,Married,$60K - $80K,Blue,31,4,3,3,16565.0,1200,15365.0,0.68,16736,99,0.8,0.07200000000000001,0.00025237,0.99975
+99872,Existing Customer,38,M,0,High School,Married,$60K - $80K,Blue,31,4,3,3,16565.0,1200,15365.0,0.68,16736,99,0.8,0.072,0.00025237,0.99975
 99873,Existing Customer,50,M,3,Graduate,Married,$120K +,Blue,41,4,2,3,34516.0,2253,32263.0,1.032,16692,131,0.795,0.065,0.00019864,0.9998
-99874,Existing Customer,31,F,0,High School,Single,Less than $40K,Silver,21,3,1,3,14305.0,1288,13017.0,0.774,14769,119,0.63,0.09,6.9827e-05,0.9999299999999999
-99875,Existing Customer,35,M,3,Uneducated,Single,Less than $40K,Blue,21,5,2,1,6104.0,1595,4509.0,0.619,15240,102,0.7290000000000001,0.261,7.3235e-05,0.9999299999999999
-99876,Existing Customer,48,F,3,Uneducated,Single,$40K - $60K,Blue,39,6,3,2,4207.0,0,4207.0,0.9229999999999999,15124,108,0.7140000000000001,0.0,0.00019191,0.9998100000000001
-99877,Existing Customer,51,M,3,College,Married,$120K +,Blue,40,3,3,2,34516.0,1476,33040.0,0.763,14145,119,0.7759999999999999,0.043,0.00018146,0.99982
+99874,Existing Customer,31,F,0,High School,Single,Less than $40K,Silver,21,3,1,3,14305.0,1288,13017.0,0.774,14769,119,0.63,0.09,6.9827e-05,0.99993
+99875,Existing Customer,35,M,3,Uneducated,Single,Less than $40K,Blue,21,5,2,1,6104.0,1595,4509.0,0.619,15240,102,0.729,0.261,7.3235e-05,0.99993
+99876,Existing Customer,48,F,3,Uneducated,Single,$40K - $60K,Blue,39,6,3,2,4207.0,0,4207.0,0.923,15124,108,0.714,0.0,0.00019191,0.99981
+99877,Existing Customer,51,M,3,College,Married,$120K +,Blue,40,3,3,2,34516.0,1476,33040.0,0.763,14145,119,0.776,0.043,0.00018146,0.99982
 99878,Attrited Customer,52,M,3,Doctorate,Married,$120K +,Blue,45,1,3,3,34516.0,550,33966.0,0.674,7341,71,0.732,0.016,0.9978,0.00219584
-99879,Existing Customer,52,M,2,High School,Single,$60K - $80K,Gold,39,4,1,1,34516.0,1882,32634.0,0.743,14738,116,0.758,0.055,3.72e-05,0.9999600000000001
-99880,Attrited Customer,30,M,0,Graduate,Married,$40K - $60K,Blue,23,6,2,4,4063.0,0,4063.0,0.7759999999999999,7463,70,0.7070000000000001,0.0,0.99645,0.0035546999999999996
-99881,Existing Customer,36,M,2,High School,Single,$120K +,Blue,36,4,1,2,11791.0,1168,10623.0,0.662,14885,101,0.629,0.099,5.3541999999999997e-05,0.99995
+99879,Existing Customer,52,M,2,High School,Single,$60K - $80K,Gold,39,4,1,1,34516.0,1882,32634.0,0.743,14738,116,0.758,0.055,3.72e-05,0.99996
+99880,Attrited Customer,30,M,0,Graduate,Married,$40K - $60K,Blue,23,6,2,4,4063.0,0,4063.0,0.776,7463,70,0.707,0.0,0.99645,0.0035547
+99881,Existing Customer,36,M,2,High School,Single,$120K +,Blue,36,4,1,2,11791.0,1168,10623.0,0.662,14885,101,0.629,0.099,5.3542e-05,0.99995
 99882,Attrited Customer,29,M,1,High School,Single,$60K - $80K,Blue,17,6,1,3,17744.0,829,16915.0,0.851,9658,78,0.773,0.047,0.98831,0.01169
-99883,Existing Customer,58,M,4,Graduate,Married,$120K +,Silver,45,4,2,3,34516.0,0,34516.0,0.8490000000000001,15560,100,0.7240000000000001,0.0,0.00018141,0.99982
+99883,Existing Customer,58,M,4,Graduate,Married,$120K +,Silver,45,4,2,3,34516.0,0,34516.0,0.849,15560,100,0.724,0.0,0.00018141,0.99982
 99884,Existing Customer,55,M,1,Graduate,Single,$80K - $120K,Blue,46,3,1,1,21032.0,1409,19623.0,0.767,15584,105,0.81,0.067,3.1176e-05,0.99997
-99885,Existing Customer,61,M,2,Uneducated,Married,$60K - $80K,Blue,48,4,1,2,18571.0,0,18571.0,0.594,15802,118,0.6859999999999999,0.0,5.663e-05,0.9999399999999999
+99885,Existing Customer,61,M,2,Uneducated,Married,$60K - $80K,Blue,48,4,1,2,18571.0,0,18571.0,0.594,15802,118,0.686,0.0,5.663e-05,0.99994
 99886,Attrited Customer,51,F,4,Post-Graduate,Married,$40K - $60K,Silver,43,1,3,3,3735.0,0,3735.0,0.762,6826,61,0.848,0.0,0.99705,0.00295494
-99887,Existing Customer,53,F,4,High School,Divorced,$40K - $60K,Blue,43,3,1,2,10948.0,482,10466.0,0.742,16230,111,0.9470000000000001,0.044000000000000004,5.6153e-05,0.9999399999999999
-99888,Attrited Customer,44,M,4,Uneducated,Married,$60K - $80K,Silver,37,1,2,2,29076.0,0,29076.0,0.77,8765,84,1.2109999999999999,0.0,0.99106,0.00894
-99889,Existing Customer,47,M,4,Post-Graduate,Divorced,$60K - $80K,Blue,36,4,2,5,20237.0,1593,18644.0,0.8109999999999999,15041,102,1.0,0.079,0.00069714,0.9993
+99887,Existing Customer,53,F,4,High School,Divorced,$40K - $60K,Blue,43,3,1,2,10948.0,482,10466.0,0.742,16230,111,0.947,0.044,5.6153e-05,0.99994
+99888,Attrited Customer,44,M,4,Uneducated,Married,$60K - $80K,Silver,37,1,2,2,29076.0,0,29076.0,0.77,8765,84,1.211,0.0,0.99106,0.00894
+99889,Existing Customer,47,M,4,Post-Graduate,Divorced,$60K - $80K,Blue,36,4,2,5,20237.0,1593,18644.0,0.811,15041,102,1.0,0.079,0.00069714,0.9993
 99890,Existing Customer,51,F,3,Graduate,Single,,Platinum,42,3,1,4,34516.0,1913,32603.0,0.851,16712,123,0.708,0.055,0.00028487,0.99972
-99891,Attrited Customer,53,M,4,Graduate,Married,$120K +,Blue,38,5,2,3,34516.0,0,34516.0,0.8540000000000001,8417,72,0.7140000000000001,0.0,0.9950399999999999,0.00495524
+99891,Attrited Customer,53,M,4,Graduate,Married,$120K +,Blue,38,5,2,3,34516.0,0,34516.0,0.854,8417,72,0.714,0.0,0.99504,0.00495524
 99892,Attrited Customer,45,F,2,Graduate,Married,$40K - $60K,Blue,26,6,2,4,4307.0,0,4307.0,0.743,8697,62,0.59,0.0,0.99695,0.00305189
-99893,Existing Customer,38,M,4,,Single,$120K +,Blue,31,3,2,3,34516.0,0,34516.0,0.604,15611,127,0.693,0.0,0.00022068,0.9997799999999999
-99894,Existing Customer,42,F,2,Doctorate,Married,,Blue,30,4,3,5,14828.0,1513,13315.0,0.748,15572,113,0.614,0.102,0.0012912000000000002,0.99871
-99895,Existing Customer,29,M,1,Graduate,Divorced,Less than $40K,Blue,36,4,3,2,3839.0,1139,2700.0,0.632,14791,124,0.7709999999999999,0.297,0.00016883,0.9998299999999999
-99896,Existing Customer,37,F,3,Graduate,Divorced,Less than $40K,Blue,24,3,3,4,3727.0,995,2732.0,0.743,14786,101,0.6559999999999999,0.267,0.00053543,0.99946
-99897,Existing Customer,45,M,4,High School,Divorced,$80K - $120K,Blue,39,5,3,4,14290.0,1432,12858.0,0.815,14709,125,0.6890000000000001,0.1,0.00052608,0.9994700000000001
-99898,Existing Customer,34,F,2,Graduate,Single,$40K - $60K,Blue,23,4,2,2,7594.0,1442,6152.0,0.753,15026,99,0.6779999999999999,0.19,0.00011382,0.99989
-99899,Existing Customer,50,F,2,College,Married,Less than $40K,Blue,40,3,2,4,8416.0,1549,6867.0,0.643,13988,124,0.7709999999999999,0.184,0.00031749,0.9996799999999999
-99900,Attrited Customer,44,M,5,Doctorate,Single,$60K - $80K,Silver,36,2,3,4,34140.0,0,34140.0,0.877,8177,76,0.52,0.0,0.9985700000000001,0.00143279
-99901,Attrited Customer,42,F,4,Graduate,Single,$40K - $60K,Blue,30,6,3,3,13753.0,2517,11236.0,0.652,7464,66,0.6920000000000001,0.183,0.9968600000000001,0.00314112
+99893,Existing Customer,38,M,4,,Single,$120K +,Blue,31,3,2,3,34516.0,0,34516.0,0.604,15611,127,0.693,0.0,0.00022068,0.99978
+99894,Existing Customer,42,F,2,Doctorate,Married,,Blue,30,4,3,5,14828.0,1513,13315.0,0.748,15572,113,0.614,0.102,0.0012912,0.99871
+99895,Existing Customer,29,M,1,Graduate,Divorced,Less than $40K,Blue,36,4,3,2,3839.0,1139,2700.0,0.632,14791,124,0.771,0.297,0.00016883,0.99983
+99896,Existing Customer,37,F,3,Graduate,Divorced,Less than $40K,Blue,24,3,3,4,3727.0,995,2732.0,0.743,14786,101,0.656,0.267,0.00053543,0.99946
+99897,Existing Customer,45,M,4,High School,Divorced,$80K - $120K,Blue,39,5,3,4,14290.0,1432,12858.0,0.815,14709,125,0.689,0.1,0.00052608,0.99947
+99898,Existing Customer,34,F,2,Graduate,Single,$40K - $60K,Blue,23,4,2,2,7594.0,1442,6152.0,0.753,15026,99,0.678,0.19,0.00011382,0.99989
+99899,Existing Customer,50,F,2,College,Married,Less than $40K,Blue,40,3,2,4,8416.0,1549,6867.0,0.643,13988,124,0.771,0.184,0.00031749,0.99968
+99900,Attrited Customer,44,M,5,Doctorate,Single,$60K - $80K,Silver,36,2,3,4,34140.0,0,34140.0,0.877,8177,76,0.52,0.0,0.99857,0.00143279
+99901,Attrited Customer,42,F,4,Graduate,Single,$40K - $60K,Blue,30,6,3,3,13753.0,2517,11236.0,0.652,7464,66,0.692,0.183,0.99686,0.00314112
 99902,Existing Customer,44,M,4,College,Married,$80K - $120K,Blue,31,2,1,1,3472.0,1687,1785.0,0.645,13999,119,0.725,0.486,3.3866e-05,0.99997
-99903,Existing Customer,42,M,1,Graduate,Married,$40K - $60K,Silver,34,3,3,2,15315.0,1613,13702.0,0.8590000000000001,14728,100,0.754,0.105,0.00015255,0.99985
-99904,Existing Customer,54,M,1,Uneducated,Married,$120K +,Blue,40,4,1,2,12086.0,1264,10822.0,0.986,15559,91,0.7170000000000001,0.105,5.3155e-05,0.99995
-99905,Existing Customer,60,M,1,High School,Single,$60K - $80K,Silver,55,5,5,3,34516.0,1642,32874.0,0.7090000000000001,14954,95,0.696,0.048,0.00027858,0.99972
-99906,Existing Customer,47,F,5,Post-Graduate,Divorced,Less than $40K,Blue,30,4,1,2,5016.0,2286,2730.0,0.669,17038,122,0.649,0.456,6.6908e-05,0.9999299999999999
-99907,Existing Customer,42,M,3,High School,Married,$40K - $60K,Blue,30,3,3,4,4333.0,739,3594.0,0.69,15903,100,0.754,0.171,0.00052052,0.9994799999999999
-99908,Existing Customer,46,M,2,High School,Single,$60K - $80K,Blue,34,2,2,1,10325.0,0,10325.0,0.866,16856,122,0.718,0.0,6.6728e-05,0.9999299999999999
-99909,Attrited Customer,49,M,4,High School,Single,$60K - $80K,Blue,30,6,3,3,18418.0,0,18418.0,0.9179999999999999,9980,68,0.7440000000000001,0.0,0.99677,0.00323086
+99903,Existing Customer,42,M,1,Graduate,Married,$40K - $60K,Silver,34,3,3,2,15315.0,1613,13702.0,0.859,14728,100,0.754,0.105,0.00015255,0.99985
+99904,Existing Customer,54,M,1,Uneducated,Married,$120K +,Blue,40,4,1,2,12086.0,1264,10822.0,0.986,15559,91,0.717,0.105,5.3155e-05,0.99995
+99905,Existing Customer,60,M,1,High School,Single,$60K - $80K,Silver,55,5,5,3,34516.0,1642,32874.0,0.709,14954,95,0.696,0.048,0.00027858,0.99972
+99906,Existing Customer,47,F,5,Post-Graduate,Divorced,Less than $40K,Blue,30,4,1,2,5016.0,2286,2730.0,0.669,17038,122,0.649,0.456,6.6908e-05,0.99993
+99907,Existing Customer,42,M,3,High School,Married,$40K - $60K,Blue,30,3,3,4,4333.0,739,3594.0,0.69,15903,100,0.754,0.171,0.00052052,0.99948
+99908,Existing Customer,46,M,2,High School,Single,$60K - $80K,Blue,34,2,2,1,10325.0,0,10325.0,0.866,16856,122,0.718,0.0,6.6728e-05,0.99993
+99909,Attrited Customer,49,M,4,High School,Single,$60K - $80K,Blue,30,6,3,3,18418.0,0,18418.0,0.918,9980,68,0.744,0.0,0.99677,0.00323086
 99910,Existing Customer,43,F,3,College,Married,$40K - $60K,Blue,36,1,3,2,9633.0,0,9633.0,0.638,14829,90,0.8,0.0,0.00018146,0.99982
-99911,Existing Customer,47,M,2,High School,Married,$60K - $80K,Blue,32,3,5,2,3842.0,1563,2279.0,0.7809999999999999,14751,107,0.726,0.40700000000000003,0.0001953,0.9998
+99911,Existing Customer,47,M,2,High School,Married,$60K - $80K,Blue,32,3,5,2,3842.0,1563,2279.0,0.781,14751,107,0.726,0.407,0.0001953,0.9998
 99912,Existing Customer,45,M,3,College,,$80K - $120K,Blue,31,2,1,4,20958.0,1936,19022.0,0.772,14314,99,0.768,0.092,0.00015944,0.99984
-99913,Existing Customer,45,F,2,High School,Single,,Blue,34,4,3,2,3024.0,1835,1189.0,0.7929999999999999,14220,108,0.662,0.607,0.00017486,0.9998299999999999
-99914,Existing Customer,34,F,3,Uneducated,Single,$40K - $60K,Blue,20,1,2,3,8698.0,874,7824.0,0.708,15683,94,0.7090000000000001,0.1,0.00020424,0.9998
-99915,Attrited Customer,43,M,3,Uneducated,Married,$80K - $120K,Blue,31,6,3,4,6824.0,2517,4307.0,0.972,9045,67,0.595,0.369,0.9981899999999999,0.00181217
-99916,Existing Customer,50,M,1,High School,Single,$80K - $120K,Silver,36,4,5,3,34516.0,0,34516.0,0.732,16019,105,0.6940000000000001,0.0,0.00027858,0.99972
-99917,Existing Customer,44,M,4,Uneducated,Married,$80K - $120K,Silver,25,3,1,1,34516.0,1984,32532.0,0.7340000000000001,14335,116,0.758,0.057,3.2362e-05,0.99997
-99918,Existing Customer,38,F,2,Graduate,Single,Less than $40K,Blue,28,5,3,4,3311.0,1556,1755.0,0.652,14470,103,0.746,0.47,0.000516,0.9994799999999999
-99919,Existing Customer,54,M,1,,Single,$60K - $80K,Blue,48,4,5,4,4752.0,1230,3522.0,0.883,15678,103,0.7170000000000001,0.259,0.00059459,0.99941
+99913,Existing Customer,45,F,2,High School,Single,,Blue,34,4,3,2,3024.0,1835,1189.0,0.793,14220,108,0.662,0.607,0.00017486,0.99983
+99914,Existing Customer,34,F,3,Uneducated,Single,$40K - $60K,Blue,20,1,2,3,8698.0,874,7824.0,0.708,15683,94,0.709,0.1,0.00020424,0.9998
+99915,Attrited Customer,43,M,3,Uneducated,Married,$80K - $120K,Blue,31,6,3,4,6824.0,2517,4307.0,0.972,9045,67,0.595,0.369,0.99819,0.00181217
+99916,Existing Customer,50,M,1,High School,Single,$80K - $120K,Silver,36,4,5,3,34516.0,0,34516.0,0.732,16019,105,0.694,0.0,0.00027858,0.99972
+99917,Existing Customer,44,M,4,Uneducated,Married,$80K - $120K,Silver,25,3,1,1,34516.0,1984,32532.0,0.734,14335,116,0.758,0.057,3.2362e-05,0.99997
+99918,Existing Customer,38,F,2,Graduate,Single,Less than $40K,Blue,28,5,3,4,3311.0,1556,1755.0,0.652,14470,103,0.746,0.47,0.000516,0.99948
+99919,Existing Customer,54,M,1,,Single,$60K - $80K,Blue,48,4,5,4,4752.0,1230,3522.0,0.883,15678,103,0.717,0.259,0.00059459,0.99941
 99920,Attrited Customer,51,M,3,High School,Married,$80K - $120K,Blue,47,2,4,3,4041.0,0,4041.0,0.67,8219,84,0.909,0.0,0.9973,0.00270332
-99921,Attrited Customer,43,F,3,,Single,$40K - $60K,Silver,36,2,3,4,19713.0,531,19182.0,0.792,8301,70,0.591,0.027000000000000003,0.9981200000000001,0.00187593
-99922,Existing Customer,48,F,3,Post-Graduate,Married,$40K - $60K,Blue,37,4,1,2,6725.0,493,6232.0,0.72,13891,106,0.606,0.073,6.724899999999999e-05,0.9999299999999999
-99923,Existing Customer,31,M,1,Graduate,,Less than $40K,Gold,21,3,2,2,15261.0,1109,14152.0,0.655,15442,125,0.7609999999999999,0.073,0.00012309,0.9998799999999999
+99921,Attrited Customer,43,F,3,,Single,$40K - $60K,Silver,36,2,3,4,19713.0,531,19182.0,0.792,8301,70,0.591,0.027,0.99812,0.00187593
+99922,Existing Customer,48,F,3,Post-Graduate,Married,$40K - $60K,Blue,37,4,1,2,6725.0,493,6232.0,0.72,13891,106,0.606,0.073,6.7249e-05,0.99993
+99923,Existing Customer,31,M,1,Graduate,,Less than $40K,Gold,21,3,2,2,15261.0,1109,14152.0,0.655,15442,125,0.761,0.073,0.00012309,0.99988
 99924,Existing Customer,32,F,2,Graduate,Divorced,,Silver,27,2,3,1,33779.0,1526,32253.0,0.879,15200,126,0.8,0.045,9.8015e-05,0.9999
-99925,Existing Customer,42,F,3,,,,Blue,36,6,1,2,15648.0,0,15648.0,0.731,13784,88,0.9129999999999999,0.0,6.282e-05,0.9999399999999999
-99926,Existing Customer,28,M,1,,,$40K - $60K,Blue,15,5,2,4,9283.0,2288,6995.0,0.9279999999999999,13804,110,0.7190000000000001,0.24600000000000002,0.00033692,0.99966
-99927,Existing Customer,49,M,5,College,Married,$40K - $60K,Blue,40,4,3,4,3970.0,892,3078.0,0.772,13697,102,0.759,0.225,0.00051793,0.9994799999999999
-99928,Existing Customer,44,F,1,High School,Single,Less than $40K,Blue,36,3,3,3,6159.0,1640,4519.0,0.619,13517,106,0.6559999999999999,0.266,0.00027604,0.99972
-99929,Attrited Customer,31,F,1,Graduate,Single,Less than $40K,Blue,13,1,1,3,4829.0,0,4829.0,0.836,8286,65,0.857,0.0,0.9886299999999999,0.01137
-99930,Attrited Customer,59,M,1,Graduate,Single,$80K - $120K,Blue,54,2,5,4,15633.0,0,15633.0,0.9840000000000001,8660,58,0.758,0.0,0.99816,0.00184416
-99931,Existing Customer,47,M,2,Post-Graduate,Single,$120K +,Silver,35,3,3,4,34516.0,1652,32864.0,0.7559999999999999,14738,113,0.7659999999999999,0.048,0.0005486000000000001,0.99945
-99932,Existing Customer,51,M,4,High School,Single,$40K - $60K,Blue,36,2,2,4,10017.0,1850,8167.0,0.622,15635,116,0.6809999999999999,0.185,0.00033294,0.9996700000000001
-99933,Existing Customer,53,F,1,College,Single,Less than $40K,Blue,38,3,3,2,3895.0,1981,1914.0,0.8390000000000001,16023,119,0.725,0.509,0.00016415,0.99984
-99934,Existing Customer,51,M,3,,Single,$80K - $120K,Blue,36,4,1,2,5611.0,0,5611.0,0.6970000000000001,16557,120,0.622,0.0,6.282e-05,0.9999399999999999
-99935,Existing Customer,51,M,1,Graduate,Single,$40K - $60K,Gold,44,3,3,3,22722.0,1790,20932.0,0.813,15817,121,0.754,0.079,0.00032713,0.9996700000000001
-99936,Existing Customer,38,M,5,,Married,$80K - $120K,Blue,26,5,1,2,16033.0,766,15267.0,0.682,15260,115,0.855,0.048,6.250199999999999e-05,0.9999399999999999
+99925,Existing Customer,42,F,3,,,,Blue,36,6,1,2,15648.0,0,15648.0,0.731,13784,88,0.913,0.0,6.282e-05,0.99994
+99926,Existing Customer,28,M,1,,,$40K - $60K,Blue,15,5,2,4,9283.0,2288,6995.0,0.928,13804,110,0.719,0.246,0.00033692,0.99966
+99927,Existing Customer,49,M,5,College,Married,$40K - $60K,Blue,40,4,3,4,3970.0,892,3078.0,0.772,13697,102,0.759,0.225,0.00051793,0.99948
+99928,Existing Customer,44,F,1,High School,Single,Less than $40K,Blue,36,3,3,3,6159.0,1640,4519.0,0.619,13517,106,0.656,0.266,0.00027604,0.99972
+99929,Attrited Customer,31,F,1,Graduate,Single,Less than $40K,Blue,13,1,1,3,4829.0,0,4829.0,0.836,8286,65,0.857,0.0,0.98863,0.01137
+99930,Attrited Customer,59,M,1,Graduate,Single,$80K - $120K,Blue,54,2,5,4,15633.0,0,15633.0,0.984,8660,58,0.758,0.0,0.99816,0.00184416
+99931,Existing Customer,47,M,2,Post-Graduate,Single,$120K +,Silver,35,3,3,4,34516.0,1652,32864.0,0.756,14738,113,0.766,0.048,0.0005486,0.99945
+99932,Existing Customer,51,M,4,High School,Single,$40K - $60K,Blue,36,2,2,4,10017.0,1850,8167.0,0.622,15635,116,0.681,0.185,0.00033294,0.99967
+99933,Existing Customer,53,F,1,College,Single,Less than $40K,Blue,38,3,3,2,3895.0,1981,1914.0,0.839,16023,119,0.725,0.509,0.00016415,0.99984
+99934,Existing Customer,51,M,3,,Single,$80K - $120K,Blue,36,4,1,2,5611.0,0,5611.0,0.697,16557,120,0.622,0.0,6.282e-05,0.99994
+99935,Existing Customer,51,M,1,Graduate,Single,$40K - $60K,Gold,44,3,3,3,22722.0,1790,20932.0,0.813,15817,121,0.754,0.079,0.00032713,0.99967
+99936,Existing Customer,38,M,5,,Married,$80K - $120K,Blue,26,5,1,2,16033.0,766,15267.0,0.682,15260,115,0.855,0.048,6.2502e-05,0.99994
 99937,Existing Customer,40,M,4,High School,Single,$80K - $120K,Blue,29,3,3,2,12978.0,0,12978.0,0.628,14134,85,0.7,0.0,0.00018339,0.99982
 99938,Attrited Customer,57,F,1,Uneducated,Single,Less than $40K,Blue,46,2,3,3,9129.0,0,9129.0,0.733,7733,81,0.884,0.0,0.99659,0.00341249
-99939,Attrited Customer,45,F,3,,Single,Less than $40K,Blue,36,1,2,5,7500.0,0,7500.0,0.5760000000000001,8024,78,0.696,0.0,0.99845,0.00154849
-99940,Existing Customer,50,M,4,Graduate,Single,$80K - $120K,Blue,36,3,2,4,14804.0,1696,13108.0,0.9590000000000001,15237,111,0.7340000000000001,0.115,0.00034248,0.99966
-99941,Existing Customer,53,M,3,,Single,$80K - $120K,Blue,43,4,3,4,34516.0,1084,33432.0,0.6859999999999999,14319,124,0.6990000000000001,0.031,0.00058851,0.99941
-99942,Existing Customer,47,M,3,,Married,$80K - $120K,Blue,36,3,2,3,9683.0,1116,8567.0,0.721,15627,104,0.825,0.115,0.00021834,0.9997799999999999
-99943,Existing Customer,35,M,3,Graduate,Married,$60K - $80K,Blue,36,4,1,4,19671.0,924,18747.0,0.82,13908,124,0.6759999999999999,0.047,0.00016399,0.99984
-99944,Existing Customer,42,M,3,High School,Married,$80K - $120K,Silver,36,5,2,3,34516.0,1294,33222.0,0.679,13845,120,0.7909999999999999,0.037000000000000005,0.00017449,0.9998299999999999
-99945,Existing Customer,40,F,4,Uneducated,Married,Less than $40K,Blue,36,4,1,2,5056.0,1067,3989.0,0.7490000000000001,15926,117,0.519,0.21100000000000002,5.9391e-05,0.9999399999999999
-99946,Existing Customer,48,M,2,Graduate,Divorced,$60K - $80K,Silver,33,3,2,2,25217.0,1754,23463.0,0.7120000000000001,15054,110,0.833,0.07,0.00010284,0.9999
+99939,Attrited Customer,45,F,3,,Single,Less than $40K,Blue,36,1,2,5,7500.0,0,7500.0,0.576,8024,78,0.696,0.0,0.99845,0.00154849
+99940,Existing Customer,50,M,4,Graduate,Single,$80K - $120K,Blue,36,3,2,4,14804.0,1696,13108.0,0.959,15237,111,0.734,0.115,0.00034248,0.99966
+99941,Existing Customer,53,M,3,,Single,$80K - $120K,Blue,43,4,3,4,34516.0,1084,33432.0,0.686,14319,124,0.699,0.031,0.00058851,0.99941
+99942,Existing Customer,47,M,3,,Married,$80K - $120K,Blue,36,3,2,3,9683.0,1116,8567.0,0.721,15627,104,0.825,0.115,0.00021834,0.99978
+99943,Existing Customer,35,M,3,Graduate,Married,$60K - $80K,Blue,36,4,1,4,19671.0,924,18747.0,0.82,13908,124,0.676,0.047,0.00016399,0.99984
+99944,Existing Customer,42,M,3,High School,Married,$80K - $120K,Silver,36,5,2,3,34516.0,1294,33222.0,0.679,13845,120,0.791,0.037,0.00017449,0.99983
+99945,Existing Customer,40,F,4,Uneducated,Married,Less than $40K,Blue,36,4,1,2,5056.0,1067,3989.0,0.749,15926,117,0.519,0.211,5.9391e-05,0.99994
+99946,Existing Customer,48,M,2,Graduate,Divorced,$60K - $80K,Silver,33,3,2,2,25217.0,1754,23463.0,0.712,15054,110,0.833,0.07,0.00010284,0.9999
 99947,Existing Customer,27,M,0,Graduate,Single,Less than $40K,Blue,13,2,2,4,3585.0,2420,1165.0,0.812,15656,124,0.746,0.675,0.00028024,0.99972
 99948,Attrited Customer,31,F,1,Uneducated,Single,,Blue,36,2,3,3,21067.0,0,21067.0,0.995,9212,71,0.821,0.0,0.99659,0.00341249
-99949,Attrited Customer,40,M,2,,Single,$60K - $80K,Blue,20,4,2,4,4283.0,0,4283.0,0.878,8672,64,1.207,0.0,0.9972200000000001,0.00277723
-99950,Existing Customer,37,M,2,Graduate,Divorced,$80K - $120K,Blue,25,3,2,2,25187.0,2209,22978.0,0.799,16606,96,0.778,0.08800000000000001,0.00011382,0.99989
-99951,Existing Customer,60,F,0,Graduate,Single,,Gold,55,4,3,2,7469.0,2517,4952.0,0.6559999999999999,16328,124,0.7709999999999999,0.337,0.00017783,0.99982
-99952,Existing Customer,50,M,4,Graduate,Married,$60K - $80K,Blue,34,5,1,1,18142.0,0,18142.0,0.857,15427,95,0.792,0.0,3.4833000000000003e-05,0.99997
-99953,Attrited Customer,49,M,2,,Married,$80K - $120K,Blue,39,2,3,4,29865.0,2097,27768.0,0.902,8636,74,0.9470000000000001,0.07,0.99824,0.00175907
-99954,Existing Customer,52,M,3,Post-Graduate,Divorced,$60K - $80K,Blue,33,5,3,2,3388.0,2517,871.0,0.919,15313,91,0.784,0.743,0.00021962,0.9997799999999999
-99955,Existing Customer,49,M,2,High School,Single,$80K - $120K,Silver,40,4,3,2,34516.0,1313,33203.0,0.583,15154,99,0.833,0.038,0.00015800000000000002,0.99984
-99956,Existing Customer,49,F,4,,Single,Less than $40K,Blue,45,5,3,2,9431.0,1785,7646.0,0.603,14261,99,0.65,0.18899999999999997,0.00020735,0.99979
-99957,Existing Customer,42,F,1,College,Single,,Silver,31,6,2,3,30770.0,2228,28542.0,0.7120000000000001,15998,121,0.7040000000000001,0.07200000000000001,0.00015785,0.99984
-99958,Attrited Customer,29,M,1,Graduate,Married,$60K - $80K,Blue,17,5,1,4,6500.0,2517,3983.0,0.915,9451,79,0.6459999999999999,0.387,0.9933,0.0067
+99949,Attrited Customer,40,M,2,,Single,$60K - $80K,Blue,20,4,2,4,4283.0,0,4283.0,0.878,8672,64,1.207,0.0,0.99722,0.00277723
+99950,Existing Customer,37,M,2,Graduate,Divorced,$80K - $120K,Blue,25,3,2,2,25187.0,2209,22978.0,0.799,16606,96,0.778,0.088,0.00011382,0.99989
+99951,Existing Customer,60,F,0,Graduate,Single,,Gold,55,4,3,2,7469.0,2517,4952.0,0.656,16328,124,0.771,0.337,0.00017783,0.99982
+99952,Existing Customer,50,M,4,Graduate,Married,$60K - $80K,Blue,34,5,1,1,18142.0,0,18142.0,0.857,15427,95,0.792,0.0,3.4833e-05,0.99997
+99953,Attrited Customer,49,M,2,,Married,$80K - $120K,Blue,39,2,3,4,29865.0,2097,27768.0,0.902,8636,74,0.947,0.07,0.99824,0.00175907
+99954,Existing Customer,52,M,3,Post-Graduate,Divorced,$60K - $80K,Blue,33,5,3,2,3388.0,2517,871.0,0.919,15313,91,0.784,0.743,0.00021962,0.99978
+99955,Existing Customer,49,M,2,High School,Single,$80K - $120K,Silver,40,4,3,2,34516.0,1313,33203.0,0.583,15154,99,0.833,0.038,0.000158,0.99984
+99956,Existing Customer,49,F,4,,Single,Less than $40K,Blue,45,5,3,2,9431.0,1785,7646.0,0.603,14261,99,0.65,0.189,0.00020735,0.99979
+99957,Existing Customer,42,F,1,College,Single,,Silver,31,6,2,3,30770.0,2228,28542.0,0.712,15998,121,0.704,0.072,0.00015785,0.99984
+99958,Attrited Customer,29,M,1,Graduate,Married,$60K - $80K,Blue,17,5,1,4,6500.0,2517,3983.0,0.915,9451,79,0.646,0.387,0.9933,0.0067
 99959,Existing Customer,45,F,3,Uneducated,Divorced,$40K - $60K,Blue,36,3,2,4,4209.0,1300,2909.0,0.75,16078,105,0.615,0.309,0.00034841,0.99965
-99960,Existing Customer,32,M,1,Graduate,Divorced,$40K - $60K,Blue,19,2,3,5,3657.0,1135,2522.0,0.795,16236,94,0.8079999999999999,0.31,0.00083788,0.99916
-99961,Existing Customer,30,M,2,Uneducated,Single,$60K - $80K,Blue,13,3,2,3,4107.0,979,3128.0,0.647,14596,104,0.733,0.23800000000000002,0.00019683,0.9998
-99962,Existing Customer,57,F,1,Graduate,Married,Less than $40K,Blue,46,4,3,2,3638.0,0,3638.0,0.8370000000000001,16469,115,0.667,0.0,0.00016883,0.9998299999999999
-99963,Existing Customer,39,F,2,Graduate,Single,Less than $40K,Blue,31,5,3,3,8325.0,2048,6277.0,0.92,14571,91,0.655,0.24600000000000002,0.00030251,0.9997
-99964,Existing Customer,49,M,2,Doctorate,Married,$120K +,Blue,34,3,6,4,27124.0,2311,24813.0,0.73,15195,121,0.7290000000000001,0.085,0.00058941,0.99941
-99965,Existing Customer,38,F,0,High School,Single,Less than $40K,Silver,36,4,3,2,13747.0,1941,11806.0,0.748,16401,119,0.608,0.141,0.00013558,0.9998600000000001
-99966,Existing Customer,36,M,3,Graduate,Married,$60K - $80K,Silver,13,4,3,2,28174.0,1173,27001.0,0.779,16258,108,0.7140000000000001,0.042,0.00016865,0.9998299999999999
-99967,Existing Customer,31,M,1,College,Single,$40K - $60K,Blue,36,3,1,2,11109.0,2045,9064.0,0.625,13988,92,0.84,0.184,5.0261000000000005e-05,0.99995
+99960,Existing Customer,32,M,1,Graduate,Divorced,$40K - $60K,Blue,19,2,3,5,3657.0,1135,2522.0,0.795,16236,94,0.808,0.31,0.00083788,0.99916
+99961,Existing Customer,30,M,2,Uneducated,Single,$60K - $80K,Blue,13,3,2,3,4107.0,979,3128.0,0.647,14596,104,0.733,0.238,0.00019683,0.9998
+99962,Existing Customer,57,F,1,Graduate,Married,Less than $40K,Blue,46,4,3,2,3638.0,0,3638.0,0.837,16469,115,0.667,0.0,0.00016883,0.99983
+99963,Existing Customer,39,F,2,Graduate,Single,Less than $40K,Blue,31,5,3,3,8325.0,2048,6277.0,0.92,14571,91,0.655,0.246,0.00030251,0.9997
+99964,Existing Customer,49,M,2,Doctorate,Married,$120K +,Blue,34,3,6,4,27124.0,2311,24813.0,0.73,15195,121,0.729,0.085,0.00058941,0.99941
+99965,Existing Customer,38,F,0,High School,Single,Less than $40K,Silver,36,4,3,2,13747.0,1941,11806.0,0.748,16401,119,0.608,0.141,0.00013558,0.99986
+99966,Existing Customer,36,M,3,Graduate,Married,$60K - $80K,Silver,13,4,3,2,28174.0,1173,27001.0,0.779,16258,108,0.714,0.042,0.00016865,0.99983
+99967,Existing Customer,31,M,1,College,Single,$40K - $60K,Blue,36,3,1,2,11109.0,2045,9064.0,0.625,13988,92,0.84,0.184,5.0261e-05,0.99995
 99968,Attrited Customer,52,M,5,Uneducated,Married,$80K - $120K,Blue,44,2,3,4,9959.0,199,9760.0,1.003,8517,60,0.5,0.02,0.99818,0.00182139
-99969,Existing Customer,35,F,2,Graduate,Married,Less than $40K,Blue,28,6,1,3,4014.0,2266,1748.0,0.718,14257,94,0.958,0.565,9.2637e-05,0.9999100000000001
+99969,Existing Customer,35,F,2,Graduate,Married,Less than $40K,Blue,28,6,1,3,4014.0,2266,1748.0,0.718,14257,94,0.958,0.565,9.2637e-05,0.99991
 99970,Existing Customer,46,M,4,,Single,$60K - $80K,Blue,31,4,1,4,21226.0,1202,20024.0,0.755,14103,96,0.655,0.057,0.00018218,0.99982
-99971,Existing Customer,56,F,2,,Married,$40K - $60K,Blue,49,3,3,2,3681.0,0,3681.0,0.693,13222,112,0.9309999999999999,0.0,0.00019771,0.9998
-99972,Existing Customer,39,M,4,Post-Graduate,Single,$80K - $120K,Blue,32,5,3,2,26710.0,1681,25029.0,0.741,14043,117,0.746,0.063,0.00022196,0.9997799999999999
+99971,Existing Customer,56,F,2,,Married,$40K - $60K,Blue,49,3,3,2,3681.0,0,3681.0,0.693,13222,112,0.931,0.0,0.00019771,0.9998
+99972,Existing Customer,39,M,4,Post-Graduate,Single,$80K - $120K,Blue,32,5,3,2,26710.0,1681,25029.0,0.741,14043,117,0.746,0.063,0.00022196,0.99978
 99973,Existing Customer,32,F,1,Graduate,Married,Less than $40K,Blue,36,4,3,3,9550.0,2517,7033.0,0.713,13783,116,0.841,0.264,0.00028395,0.99972
 99974,Attrited Customer,33,M,2,,Married,$120K +,Blue,36,3,3,5,16127.0,0,16127.0,0.769,7729,82,1.0,0.0,0.99898,0.00101725
 99975,Attrited Customer,52,M,2,College,Single,$120K +,Blue,32,4,3,1,4935.0,0,4935.0,0.713,7886,64,0.882,0.0,0.99061,0.00939
 99976,Existing Customer,55,M,2,High School,Single,$80K - $120K,Blue,36,3,2,2,18022.0,0,18022.0,0.823,14485,106,0.738,0.0,0.00011065,0.99989
-99977,Existing Customer,50,M,4,High School,Married,$80K - $120K,Blue,43,2,2,5,16748.0,2413,14335.0,0.769,15338,121,0.635,0.14400000000000002,0.00057602,0.9994200000000001
-99978,Attrited Customer,44,M,1,Uneducated,Married,$40K - $60K,Blue,34,5,2,3,10973.0,0,10973.0,0.792,10583,75,0.7859999999999999,0.0,0.9946200000000001,0.005379999999999999
-99979,Existing Customer,32,F,2,High School,Single,Less than $40K,Silver,23,4,2,2,14143.0,1472,12671.0,0.777,13785,117,0.648,0.10400000000000001,9.9979e-05,0.9999
+99977,Existing Customer,50,M,4,High School,Married,$80K - $120K,Blue,43,2,2,5,16748.0,2413,14335.0,0.769,15338,121,0.635,0.144,0.00057602,0.99942
+99978,Attrited Customer,44,M,1,Uneducated,Married,$40K - $60K,Blue,34,5,2,3,10973.0,0,10973.0,0.792,10583,75,0.786,0.0,0.99462,0.00538
+99979,Existing Customer,32,F,2,High School,Single,Less than $40K,Silver,23,4,2,2,14143.0,1472,12671.0,0.777,13785,117,0.648,0.104,9.9979e-05,0.9999
 99980,Attrited Customer,51,M,3,Graduate,Single,$80K - $120K,Gold,36,4,3,3,34516.0,2201,32315.0,0.978,8614,63,0.75,0.064,0.99724,0.00275658
-99981,Attrited Customer,54,M,4,Graduate,Married,$120K +,Blue,36,2,3,5,7684.0,0,7684.0,0.61,7667,68,0.789,0.0,0.9989299999999999,0.00106612
-99982,Attrited Customer,45,M,5,Uneducated,Single,$120K +,Silver,36,4,2,1,34516.0,0,34516.0,0.732,8603,84,0.615,0.0,0.9850399999999999,0.01496
-99983,Attrited Customer,44,F,3,,Single,,Blue,34,2,3,3,26021.0,0,26021.0,1.04,8898,60,0.5379999999999999,0.0,0.99711,0.00288892
-99984,Existing Customer,44,M,2,Uneducated,Married,$40K - $60K,Blue,36,3,3,2,3843.0,1460,2383.0,0.8109999999999999,16461,105,0.909,0.38,0.00018494,0.99982
-99985,Existing Customer,40,M,3,Uneducated,Married,$80K - $120K,Blue,34,4,3,2,14840.0,2043,12797.0,0.778,16256,111,0.85,0.138,0.00019191,0.9998100000000001
-99986,Attrited Customer,39,M,4,Graduate,Married,$80K - $120K,Blue,31,1,3,3,3929.0,542,3387.0,0.8109999999999999,7773,64,0.73,0.138,0.9968600000000001,0.00314112
-99987,Existing Customer,48,M,3,Uneducated,Divorced,$40K - $60K,Blue,35,3,5,3,11427.0,2307,9120.0,0.848,15243,107,0.754,0.20199999999999999,0.00036048,0.99964
-99988,Existing Customer,48,F,5,,Divorced,,Blue,43,4,3,2,20974.0,2249,18725.0,0.5670000000000001,15903,121,0.5710000000000001,0.107,0.00020412,0.9998
+99981,Attrited Customer,54,M,4,Graduate,Married,$120K +,Blue,36,2,3,5,7684.0,0,7684.0,0.61,7667,68,0.789,0.0,0.99893,0.00106612
+99982,Attrited Customer,45,M,5,Uneducated,Single,$120K +,Silver,36,4,2,1,34516.0,0,34516.0,0.732,8603,84,0.615,0.0,0.98504,0.01496
+99983,Attrited Customer,44,F,3,,Single,,Blue,34,2,3,3,26021.0,0,26021.0,1.04,8898,60,0.538,0.0,0.99711,0.00288892
+99984,Existing Customer,44,M,2,Uneducated,Married,$40K - $60K,Blue,36,3,3,2,3843.0,1460,2383.0,0.811,16461,105,0.909,0.38,0.00018494,0.99982
+99985,Existing Customer,40,M,3,Uneducated,Married,$80K - $120K,Blue,34,4,3,2,14840.0,2043,12797.0,0.778,16256,111,0.85,0.138,0.00019191,0.99981
+99986,Attrited Customer,39,M,4,Graduate,Married,$80K - $120K,Blue,31,1,3,3,3929.0,542,3387.0,0.811,7773,64,0.73,0.138,0.99686,0.00314112
+99987,Existing Customer,48,M,3,Uneducated,Divorced,$40K - $60K,Blue,35,3,5,3,11427.0,2307,9120.0,0.848,15243,107,0.754,0.202,0.00036048,0.99964
+99988,Existing Customer,48,F,5,,Divorced,,Blue,43,4,3,2,20974.0,2249,18725.0,0.567,15903,121,0.571,0.107,0.00020412,0.9998
 99989,Existing Customer,43,M,4,Graduate,,$40K - $60K,Blue,38,5,1,3,3771.0,0,3771.0,0.675,14662,125,0.667,0.0,9.7154e-05,0.9999
 99990,Existing Customer,56,M,2,High School,,$120K +,Blue,52,6,2,2,23362.0,1453,21909.0,0.848,15399,116,0.841,0.062,0.00011065,0.99989
 99991,Attrited Customer,32,F,0,Graduate,Single,Less than $40K,Blue,36,5,3,3,8135.0,0,8135.0,0.841,8620,67,0.971,0.0,0.99616,0.0038363
 99992,Existing Customer,40,F,1,Uneducated,Single,Less than $40K,Silver,34,5,2,2,13669.0,1774,11895.0,0.653,15772,130,0.625,0.13,9.9255e-05,0.9999
-99993,Existing Customer,54,M,2,College,Married,$80K - $120K,Silver,39,4,1,4,34516.0,2305,32211.0,0.586,13756,106,0.71,0.067,0.00013883,0.9998600000000001
-99994,Existing Customer,36,M,1,Uneducated,Married,$60K - $80K,Blue,19,6,3,5,9764.0,0,9764.0,0.6890000000000001,15097,115,0.797,0.0,0.00086149,0.9991399999999999
-99995,Attrited Customer,48,M,3,High School,Married,$60K - $80K,Blue,36,1,2,5,8431.0,0,8431.0,0.222,5189,57,0.35700000000000004,0.0,0.99825,0.00175053
+99993,Existing Customer,54,M,2,College,Married,$80K - $120K,Silver,39,4,1,4,34516.0,2305,32211.0,0.586,13756,106,0.71,0.067,0.00013883,0.99986
+99994,Existing Customer,36,M,1,Uneducated,Married,$60K - $80K,Blue,19,6,3,5,9764.0,0,9764.0,0.689,15097,115,0.797,0.0,0.00086149,0.99914
+99995,Attrited Customer,48,M,3,High School,Married,$60K - $80K,Blue,36,1,2,5,8431.0,0,8431.0,0.222,5189,57,0.357,0.0,0.99825,0.00175053
 99996,Existing Customer,47,M,4,,Married,$60K - $80K,Blue,36,4,5,2,10585.0,1749,8836.0,0.655,18484,108,0.588,0.165,0.00023159,0.99977
 99997,Existing Customer,41,M,4,,Married,$120K +,Silver,36,3,1,4,34516.0,2205,32311.0,0.897,15033,98,0.922,0.064,0.00016461,0.99984
-99998,Existing Customer,57,F,1,Graduate,Married,Less than $40K,Blue,52,5,1,2,7882.0,1101,6781.0,0.682,14651,120,0.6,0.14,5.1696999999999996e-05,0.99995
+99998,Existing Customer,57,F,1,Graduate,Married,Less than $40K,Blue,52,5,1,2,7882.0,1101,6781.0,0.682,14651,120,0.6,0.14,5.1697e-05,0.99995
 99999,Existing Customer,39,F,3,Graduate,,,Silver,30,6,3,5,33905.0,2070,31835.0,0.685,15335,99,0.768,0.061,0.00083696,0.99916
-100000,Attrited Customer,51,F,1,Graduate,Married,,Silver,44,4,2,4,33004.0,2418,30586.0,0.9229999999999999,10156,72,0.946,0.073,0.9964,0.0035965000000000003
-100001,Existing Customer,40,M,2,Graduate,Single,$120K +,Blue,33,3,1,2,20891.0,1213,19678.0,0.7170000000000001,14641,117,0.773,0.057999999999999996,5.5077e-05,0.9999399999999999
-100002,Existing Customer,59,M,1,Doctorate,Single,$80K - $120K,Blue,49,4,2,2,22715.0,707,22008.0,0.848,15004,117,0.887,0.031,0.00015460000000000002,0.99985
-100003,Existing Customer,46,M,2,High School,Single,Less than $40K,Blue,36,5,1,0,3818.0,1142,2676.0,0.7090000000000001,14731,113,0.948,0.299,1.975e-05,0.99998
-100004,Attrited Customer,52,M,3,,Single,$80K - $120K,Blue,44,1,2,4,3526.0,2429,1097.0,0.7120000000000001,7775,63,0.909,0.6890000000000001,0.9973200000000001,0.00267667
-100005,Existing Customer,41,M,0,College,Married,$40K - $60K,Blue,29,3,2,2,6991.0,1384,5607.0,0.66,14994,104,0.733,0.198,9.496e-05,0.9999100000000001
+100000,Attrited Customer,51,F,1,Graduate,Married,,Silver,44,4,2,4,33004.0,2418,30586.0,0.923,10156,72,0.946,0.073,0.9964,0.0035965
+100001,Existing Customer,40,M,2,Graduate,Single,$120K +,Blue,33,3,1,2,20891.0,1213,19678.0,0.717,14641,117,0.773,0.058,5.5077e-05,0.99994
+100002,Existing Customer,59,M,1,Doctorate,Single,$80K - $120K,Blue,49,4,2,2,22715.0,707,22008.0,0.848,15004,117,0.887,0.031,0.0001546,0.99985
+100003,Existing Customer,46,M,2,High School,Single,Less than $40K,Blue,36,5,1,0,3818.0,1142,2676.0,0.709,14731,113,0.948,0.299,1.975e-05,0.99998
+100004,Attrited Customer,52,M,3,,Single,$80K - $120K,Blue,44,1,2,4,3526.0,2429,1097.0,0.712,7775,63,0.909,0.689,0.99732,0.00267667
+100005,Existing Customer,41,M,0,College,Married,$40K - $60K,Blue,29,3,2,2,6991.0,1384,5607.0,0.66,14994,104,0.733,0.198,9.496e-05,0.99991
 100006,Existing Customer,41,M,4,Post-Graduate,Married,$40K - $60K,Silver,36,3,3,2,16268.0,817,15451.0,0.64,13969,120,0.69,0.05,0.00020056,0.9998
-100007,Attrited Customer,38,M,4,Uneducated,Married,$80K - $120K,Blue,25,5,2,4,5768.0,0,5768.0,0.924,9867,78,0.902,0.0,0.9971700000000001,0.0028308000000000005
-100008,Existing Customer,57,M,2,Graduate,Married,$120K +,Silver,39,4,2,3,34516.0,1444,33072.0,0.568,16392,116,0.657,0.042,0.00017297,0.9998299999999999
-100009,Attrited Customer,41,F,3,Uneducated,Married,Less than $40K,Blue,30,1,2,3,9491.0,0,9491.0,1.056,9061,51,1.6840000000000002,0.0,0.99513,0.00487126
-100010,Existing Customer,45,F,5,Doctorate,Married,Less than $40K,Gold,39,6,3,2,15987.0,1096,14891.0,0.625,14209,103,0.7759999999999999,0.069,0.00030958,0.99969
-100011,Existing Customer,37,M,3,Post-Graduate,Married,$40K - $60K,Blue,28,4,1,2,3645.0,701,2944.0,0.654,15559,120,0.7390000000000001,0.192,6.724899999999999e-05,0.9999299999999999
-100012,Existing Customer,61,F,1,Graduate,Single,Less than $40K,Blue,36,3,2,2,3466.0,1444,2022.0,0.653,15075,124,0.6990000000000001,0.41700000000000004,0.00010684,0.99989
-100013,Existing Customer,49,F,2,,Single,Less than $40K,Blue,44,5,2,3,9797.0,998,8799.0,0.8859999999999999,15013,116,0.841,0.102,0.00021042,0.99979
-100014,Existing Customer,31,F,1,,Single,Less than $40K,Blue,18,3,1,3,3399.0,1800,1599.0,0.752,13148,121,0.8059999999999999,0.53,9.557700000000001e-05,0.9999
-100015,Existing Customer,40,M,5,High School,Married,$60K - $80K,Blue,33,3,1,2,4155.0,1315,2840.0,0.767,15851,128,0.855,0.316,5.5277e-05,0.9999399999999999
+100007,Attrited Customer,38,M,4,Uneducated,Married,$80K - $120K,Blue,25,5,2,4,5768.0,0,5768.0,0.924,9867,78,0.902,0.0,0.99717,0.0028308
+100008,Existing Customer,57,M,2,Graduate,Married,$120K +,Silver,39,4,2,3,34516.0,1444,33072.0,0.568,16392,116,0.657,0.042,0.00017297,0.99983
+100009,Attrited Customer,41,F,3,Uneducated,Married,Less than $40K,Blue,30,1,2,3,9491.0,0,9491.0,1.056,9061,51,1.684,0.0,0.99513,0.00487126
+100010,Existing Customer,45,F,5,Doctorate,Married,Less than $40K,Gold,39,6,3,2,15987.0,1096,14891.0,0.625,14209,103,0.776,0.069,0.00030958,0.99969
+100011,Existing Customer,37,M,3,Post-Graduate,Married,$40K - $60K,Blue,28,4,1,2,3645.0,701,2944.0,0.654,15559,120,0.739,0.192,6.7249e-05,0.99993
+100012,Existing Customer,61,F,1,Graduate,Single,Less than $40K,Blue,36,3,2,2,3466.0,1444,2022.0,0.653,15075,124,0.699,0.417,0.00010684,0.99989
+100013,Existing Customer,49,F,2,,Single,Less than $40K,Blue,44,5,2,3,9797.0,998,8799.0,0.886,15013,116,0.841,0.102,0.00021042,0.99979
+100014,Existing Customer,31,F,1,,Single,Less than $40K,Blue,18,3,1,3,3399.0,1800,1599.0,0.752,13148,121,0.806,0.53,9.5577e-05,0.9999
+100015,Existing Customer,40,M,5,High School,Married,$60K - $80K,Blue,33,3,1,2,4155.0,1315,2840.0,0.767,15851,128,0.855,0.316,5.5277e-05,0.99994
 100016,Attrited Customer,46,F,3,Doctorate,Single,Less than $40K,Gold,36,1,3,5,15164.0,532,14632.0,0.858,8356,68,0.478,0.035,0.99935,0.00064654
-100017,Attrited Customer,30,F,0,High School,Single,,Blue,22,1,2,4,13894.0,0,13894.0,0.845,9351,69,0.5329999999999999,0.0,0.99634,0.00365621
-100018,Existing Customer,50,M,3,High School,Single,$80K - $120K,Silver,41,2,2,1,34516.0,0,34516.0,0.627,15059,118,0.735,0.0,6.256399999999999e-05,0.9999399999999999
+100017,Attrited Customer,30,F,0,High School,Single,,Blue,22,1,2,4,13894.0,0,13894.0,0.845,9351,69,0.533,0.0,0.99634,0.00365621
+100018,Existing Customer,50,M,3,High School,Single,$80K - $120K,Silver,41,2,2,1,34516.0,0,34516.0,0.627,15059,118,0.735,0.0,6.2564e-05,0.99994
 100019,Existing Customer,56,M,0,Graduate,Single,$60K - $80K,Blue,44,1,3,2,6828.0,1859,4969.0,0.752,14713,104,0.677,0.272,0.00015435,0.99985
-100020,Attrited Customer,46,F,3,,Married,$40K - $60K,Blue,37,2,3,4,5542.0,0,5542.0,0.8079999999999999,8246,59,0.639,0.0,0.9983,0.00169532
+100020,Attrited Customer,46,F,3,,Married,$40K - $60K,Blue,37,2,3,4,5542.0,0,5542.0,0.808,8246,59,0.639,0.0,0.9983,0.00169532
 100021,Existing Customer,58,M,3,,Married,$120K +,Blue,52,3,3,3,15733.0,2101,13632.0,0.597,13986,97,0.764,0.134,0.00034503,0.99965
-100022,Existing Customer,38,M,3,College,Single,$60K - $80K,Silver,32,4,2,2,30082.0,1671,28411.0,0.7070000000000001,15240,126,0.8,0.055999999999999994,0.00010375,0.9999
-100023,Existing Customer,46,M,2,High School,Divorced,$120K +,Blue,34,3,2,4,3659.0,1381,2278.0,0.669,16252,112,0.623,0.377,0.00031746,0.9996799999999999
-100024,Attrited Customer,58,M,1,Graduate,Single,$80K - $120K,Blue,36,6,3,4,22718.0,0,22718.0,0.747,8100,77,0.833,0.0,0.9979399999999999,0.00205937
-100025,Existing Customer,43,M,3,Doctorate,Married,$80K - $120K,Blue,27,4,2,2,3676.0,673,3003.0,0.629,14651,105,0.78,0.183,0.00017091,0.9998299999999999
-100026,Existing Customer,53,M,0,Graduate,Single,$60K - $80K,Blue,35,3,1,3,17721.0,596,17125.0,0.6940000000000001,14409,83,0.8440000000000001,0.034,7.9494e-05,0.99992
-100027,Existing Customer,59,F,1,Graduate,Single,Less than $40K,Blue,39,5,3,2,4404.0,2272,2132.0,0.809,15709,93,0.722,0.516,0.00016883,0.9998299999999999
-100028,Attrited Customer,40,F,4,Uneducated,Divorced,Less than $40K,Blue,35,2,3,3,4423.0,2517,1906.0,0.84,8935,87,0.9329999999999999,0.569,0.9969399999999999,0.00305523
+100022,Existing Customer,38,M,3,College,Single,$60K - $80K,Silver,32,4,2,2,30082.0,1671,28411.0,0.707,15240,126,0.8,0.056,0.00010375,0.9999
+100023,Existing Customer,46,M,2,High School,Divorced,$120K +,Blue,34,3,2,4,3659.0,1381,2278.0,0.669,16252,112,0.623,0.377,0.00031746,0.99968
+100024,Attrited Customer,58,M,1,Graduate,Single,$80K - $120K,Blue,36,6,3,4,22718.0,0,22718.0,0.747,8100,77,0.833,0.0,0.99794,0.00205937
+100025,Existing Customer,43,M,3,Doctorate,Married,$80K - $120K,Blue,27,4,2,2,3676.0,673,3003.0,0.629,14651,105,0.78,0.183,0.00017091,0.99983
+100026,Existing Customer,53,M,0,Graduate,Single,$60K - $80K,Blue,35,3,1,3,17721.0,596,17125.0,0.694,14409,83,0.844,0.034,7.9494e-05,0.99992
+100027,Existing Customer,59,F,1,Graduate,Single,Less than $40K,Blue,39,5,3,2,4404.0,2272,2132.0,0.809,15709,93,0.722,0.516,0.00016883,0.99983
+100028,Attrited Customer,40,F,4,Uneducated,Divorced,Less than $40K,Blue,35,2,3,3,4423.0,2517,1906.0,0.84,8935,87,0.933,0.569,0.99694,0.00305523
 100029,Existing Customer,49,M,3,High School,Married,$60K - $80K,Gold,42,3,1,4,34516.0,0,34516.0,0.838,15095,102,0.759,0.0,0.00018367,0.99982
-100030,Existing Customer,30,F,0,College,Married,Less than $40K,Blue,19,4,2,3,4184.0,1254,2930.0,0.5489999999999999,14999,110,0.7190000000000001,0.3,0.00015971,0.99984
+100030,Existing Customer,30,F,0,College,Married,Less than $40K,Blue,19,4,2,3,4184.0,1254,2930.0,0.549,14999,110,0.719,0.3,0.00015971,0.99984
 100031,Existing Customer,51,M,1,Graduate,Married,$80K - $120K,Blue,32,3,2,3,34516.0,1549,32967.0,0.892,15151,104,0.677,0.045,0.00017969,0.99982
-100032,Existing Customer,47,F,5,Doctorate,Single,,Blue,36,4,1,4,26923.0,2461,24462.0,0.602,13643,94,0.9179999999999999,0.091,0.00023609999999999997,0.99976
-100033,Attrited Customer,33,M,4,College,Single,$40K - $60K,Silver,20,2,1,3,15977.0,0,15977.0,0.7020000000000001,7745,64,0.684,0.0,0.9884200000000001,0.01158
-100034,Existing Customer,59,M,0,High School,Single,$80K - $120K,Blue,47,5,3,3,26812.0,1491,25321.0,0.679,14838,110,0.642,0.055999999999999994,0.00025237,0.99975
+100032,Existing Customer,47,F,5,Doctorate,Single,,Blue,36,4,1,4,26923.0,2461,24462.0,0.602,13643,94,0.918,0.091,0.0002361,0.99976
+100033,Attrited Customer,33,M,4,College,Single,$40K - $60K,Silver,20,2,1,3,15977.0,0,15977.0,0.702,7745,64,0.684,0.0,0.98842,0.01158
+100034,Existing Customer,59,M,0,High School,Single,$80K - $120K,Blue,47,5,3,3,26812.0,1491,25321.0,0.679,14838,110,0.642,0.056,0.00025237,0.99975
 100035,Existing Customer,44,M,4,,Married,$60K - $80K,Blue,32,4,3,3,5175.0,0,5175.0,0.72,14304,99,0.768,0.0,0.00034872,0.99965
 100036,Existing Customer,30,F,1,High School,Single,Less than $40K,Blue,23,3,2,2,3955.0,2352,1603.0,0.779,16423,109,0.758,0.595,0.00010386,0.9999
-100037,Existing Customer,43,M,5,Graduate,Married,$120K +,Blue,36,6,2,4,22355.0,2179,20176.0,0.726,14268,99,0.8,0.09699999999999999,0.00033714,0.99966
-100038,Attrited Customer,56,M,3,Uneducated,Married,$80K - $120K,Blue,46,1,3,3,23240.0,1534,21706.0,0.971,9441,82,0.907,0.066,0.9969100000000001,0.00308778
-100039,Existing Customer,43,M,3,Graduate,Divorced,$60K - $80K,Blue,28,3,3,4,5479.0,1183,4296.0,0.596,14728,126,0.909,0.21600000000000003,0.00053543,0.99946
-100040,Attrited Customer,50,M,2,,Married,$120K +,Blue,36,6,2,2,16081.0,492,15589.0,0.204,6100,61,0.564,0.031,0.9920700000000001,0.00793
-100041,Existing Customer,32,F,1,Graduate,Married,Less than $40K,Blue,20,3,1,4,5497.0,1735,3762.0,0.664,16266,124,0.7709999999999999,0.316,0.00014834,0.99985
+100037,Existing Customer,43,M,5,Graduate,Married,$120K +,Blue,36,6,2,4,22355.0,2179,20176.0,0.726,14268,99,0.8,0.097,0.00033714,0.99966
+100038,Attrited Customer,56,M,3,Uneducated,Married,$80K - $120K,Blue,46,1,3,3,23240.0,1534,21706.0,0.971,9441,82,0.907,0.066,0.99691,0.00308778
+100039,Existing Customer,43,M,3,Graduate,Divorced,$60K - $80K,Blue,28,3,3,4,5479.0,1183,4296.0,0.596,14728,126,0.909,0.216,0.00053543,0.99946
+100040,Attrited Customer,50,M,2,,Married,$120K +,Blue,36,6,2,2,16081.0,492,15589.0,0.204,6100,61,0.564,0.031,0.99207,0.00793
+100041,Existing Customer,32,F,1,Graduate,Married,Less than $40K,Blue,20,3,1,4,5497.0,1735,3762.0,0.664,16266,124,0.771,0.316,0.00014834,0.99985
 100042,Existing Customer,39,M,1,Graduate,Married,Less than $40K,Silver,30,4,3,3,14135.0,630,13505.0,0.64,13703,99,0.768,0.045,0.00025657,0.99974
-100043,Existing Customer,38,M,2,High School,Single,$60K - $80K,Silver,36,5,3,2,31546.0,2057,29489.0,0.625,15311,108,0.7140000000000001,0.065,0.00015800000000000002,0.99984
-100044,Existing Customer,49,M,5,Uneducated,Married,$80K - $120K,Silver,30,3,3,2,34516.0,1768,32748.0,0.767,15134,124,0.722,0.051,0.00017252,0.9998299999999999
+100043,Existing Customer,38,M,2,High School,Single,$60K - $80K,Silver,36,5,3,2,31546.0,2057,29489.0,0.625,15311,108,0.714,0.065,0.000158,0.99984
+100044,Existing Customer,49,M,5,Uneducated,Married,$80K - $120K,Silver,30,3,3,2,34516.0,1768,32748.0,0.767,15134,124,0.722,0.051,0.00017252,0.99983
 100045,Attrited Customer,52,F,0,Doctorate,Married,Less than $40K,Blue,36,4,3,2,4353.0,1489,2864.0,0.945,9226,85,1.073,0.342,0.99554,0.00445616
-100046,Existing Customer,48,M,5,High School,Married,$80K - $120K,Silver,40,6,2,2,34516.0,1417,33099.0,0.6920000000000001,16579,109,0.879,0.040999999999999995,0.00010322,0.9999
-100047,Existing Customer,48,F,4,College,,,Blue,36,3,2,1,3310.0,0,3310.0,0.748,14542,89,0.8540000000000001,0.0,6.998800000000001e-05,0.9999299999999999
-100048,Attrited Customer,49,M,3,High School,Single,$40K - $60K,Blue,36,1,3,4,4601.0,0,4601.0,0.9620000000000001,9610,76,0.6890000000000001,0.0,0.99808,0.00191647
-100049,Existing Customer,46,M,2,High School,Married,$40K - $60K,Blue,40,3,3,0,3981.0,0,3981.0,0.626,14340,114,0.7809999999999999,0.0,6.4505e-05,0.9999399999999999
-100050,Attrited Customer,40,F,2,Graduate,Single,Less than $40K,Blue,30,5,3,6,4458.0,0,4458.0,0.935,9640,70,0.7070000000000001,0.0,0.99936,0.00063727
-100051,Existing Customer,48,M,3,Doctorate,Divorced,$80K - $120K,Blue,33,4,1,2,10292.0,0,10292.0,0.6559999999999999,15148,111,0.79,0.0,8.2704e-05,0.99992
+100046,Existing Customer,48,M,5,High School,Married,$80K - $120K,Silver,40,6,2,2,34516.0,1417,33099.0,0.692,16579,109,0.879,0.041,0.00010322,0.9999
+100047,Existing Customer,48,F,4,College,,,Blue,36,3,2,1,3310.0,0,3310.0,0.748,14542,89,0.854,0.0,6.9988e-05,0.99993
+100048,Attrited Customer,49,M,3,High School,Single,$40K - $60K,Blue,36,1,3,4,4601.0,0,4601.0,0.962,9610,76,0.689,0.0,0.99808,0.00191647
+100049,Existing Customer,46,M,2,High School,Married,$40K - $60K,Blue,40,3,3,0,3981.0,0,3981.0,0.626,14340,114,0.781,0.0,6.4505e-05,0.99994
+100050,Attrited Customer,40,F,2,Graduate,Single,Less than $40K,Blue,30,5,3,6,4458.0,0,4458.0,0.935,9640,70,0.707,0.0,0.99936,0.00063727
+100051,Existing Customer,48,M,3,Doctorate,Divorced,$80K - $120K,Blue,33,4,1,2,10292.0,0,10292.0,0.656,15148,111,0.79,0.0,8.2704e-05,0.99992
 100052,Attrited Customer,44,F,4,High School,,,Blue,34,4,3,4,15944.0,0,15944.0,0.919,9360,67,0.763,0.0,0.9981,0.00189625
 100053,Attrited Customer,30,F,1,Graduate,Married,,Blue,18,4,1,4,4377.0,2517,1860.0,0.941,8759,74,0.609,0.575,0.9933,0.0067
-100054,Attrited Customer,46,M,3,Graduate,Married,$60K - $80K,Blue,34,1,2,4,4930.0,159,4771.0,0.5920000000000001,7412,60,0.579,0.032,0.9970600000000001,0.00294141
-100055,Attrited Customer,49,F,0,,Married,Less than $40K,Blue,39,1,3,3,4982.0,2517,2465.0,0.903,9274,65,0.857,0.505,0.99651,0.0034913000000000006
-100056,Attrited Customer,50,M,2,High School,Single,$120K +,Blue,42,1,3,2,34162.0,1723,32439.0,0.429,7572,56,0.6970000000000001,0.05,0.99431,0.00569
-100057,Existing Customer,55,M,4,College,Married,$80K - $120K,Blue,40,4,2,5,4047.0,1482,2565.0,0.9590000000000001,16191,102,0.789,0.366,0.00057607,0.9994200000000001
-100058,Existing Customer,43,F,0,Graduate,Married,Less than $40K,Blue,37,3,1,4,6380.0,1160,5220.0,0.753,17119,124,0.797,0.182,0.00013562,0.9998600000000001
-100059,Existing Customer,42,F,1,Graduate,Single,Less than $40K,Blue,34,5,1,3,3534.0,1175,2359.0,0.737,13588,94,0.8079999999999999,0.332,8.6952e-05,0.9999100000000001
-100060,Existing Customer,36,F,1,Graduate,Single,Less than $40K,Blue,16,6,5,3,6091.0,1184,4907.0,0.7659999999999999,17437,113,0.7659999999999999,0.19399999999999998,0.00031714,0.9996799999999999
-100061,Existing Customer,42,M,3,Graduate,Married,$40K - $60K,Gold,36,3,2,5,23981.0,1399,22582.0,0.7120000000000001,14840,125,0.7609999999999999,0.057999999999999996,0.00067538,0.9993200000000001
-100062,Existing Customer,53,F,1,Graduate,Married,Less than $40K,Blue,32,4,2,3,7832.0,1784,6048.0,0.711,14614,106,0.6559999999999999,0.228,0.00017969,0.99982
-100063,Existing Customer,56,M,3,Graduate,Single,$120K +,Blue,44,3,1,2,34516.0,1307,33209.0,0.5579999999999999,13759,120,0.765,0.038,5.7151e-05,0.9999399999999999
-100064,Existing Customer,49,F,4,High School,Single,Less than $40K,Silver,40,5,3,5,13704.0,2127,11577.0,0.805,15872,116,0.6809999999999999,0.155,0.00082235,0.99918
-100065,Existing Customer,39,M,2,High School,Single,Less than $40K,Blue,32,4,1,4,4423.0,1643,2780.0,0.7240000000000001,15467,112,0.623,0.371,0.00015363,0.99985
-100066,Attrited Customer,56,M,4,Graduate,Divorced,$60K - $80K,Blue,36,6,3,3,6224.0,0,6224.0,0.92,8979,68,0.581,0.0,0.9968600000000001,0.00314112
+100054,Attrited Customer,46,M,3,Graduate,Married,$60K - $80K,Blue,34,1,2,4,4930.0,159,4771.0,0.592,7412,60,0.579,0.032,0.99706,0.00294141
+100055,Attrited Customer,49,F,0,,Married,Less than $40K,Blue,39,1,3,3,4982.0,2517,2465.0,0.903,9274,65,0.857,0.505,0.99651,0.0034913
+100056,Attrited Customer,50,M,2,High School,Single,$120K +,Blue,42,1,3,2,34162.0,1723,32439.0,0.429,7572,56,0.697,0.05,0.99431,0.00569
+100057,Existing Customer,55,M,4,College,Married,$80K - $120K,Blue,40,4,2,5,4047.0,1482,2565.0,0.959,16191,102,0.789,0.366,0.00057607,0.99942
+100058,Existing Customer,43,F,0,Graduate,Married,Less than $40K,Blue,37,3,1,4,6380.0,1160,5220.0,0.753,17119,124,0.797,0.182,0.00013562,0.99986
+100059,Existing Customer,42,F,1,Graduate,Single,Less than $40K,Blue,34,5,1,3,3534.0,1175,2359.0,0.737,13588,94,0.808,0.332,8.6952e-05,0.99991
+100060,Existing Customer,36,F,1,Graduate,Single,Less than $40K,Blue,16,6,5,3,6091.0,1184,4907.0,0.766,17437,113,0.766,0.194,0.00031714,0.99968
+100061,Existing Customer,42,M,3,Graduate,Married,$40K - $60K,Gold,36,3,2,5,23981.0,1399,22582.0,0.712,14840,125,0.761,0.058,0.00067538,0.99932
+100062,Existing Customer,53,F,1,Graduate,Married,Less than $40K,Blue,32,4,2,3,7832.0,1784,6048.0,0.711,14614,106,0.656,0.228,0.00017969,0.99982
+100063,Existing Customer,56,M,3,Graduate,Single,$120K +,Blue,44,3,1,2,34516.0,1307,33209.0,0.558,13759,120,0.765,0.038,5.7151e-05,0.99994
+100064,Existing Customer,49,F,4,High School,Single,Less than $40K,Silver,40,5,3,5,13704.0,2127,11577.0,0.805,15872,116,0.681,0.155,0.00082235,0.99918
+100065,Existing Customer,39,M,2,High School,Single,Less than $40K,Blue,32,4,1,4,4423.0,1643,2780.0,0.724,15467,112,0.623,0.371,0.00015363,0.99985
+100066,Attrited Customer,56,M,4,Graduate,Divorced,$60K - $80K,Blue,36,6,3,3,6224.0,0,6224.0,0.92,8979,68,0.581,0.0,0.99686,0.00314112
 100067,Existing Customer,41,F,3,Graduate,Single,Less than $40K,Blue,36,4,6,2,4133.0,1067,3066.0,0.632,16100,119,0.608,0.258,0.00014734,0.99985
-100068,Existing Customer,57,M,2,Uneducated,Single,$120K +,Blue,46,3,2,3,34516.0,1244,33272.0,0.606,15176,126,0.8,0.036000000000000004,0.00019683,0.9998
-100069,Existing Customer,56,M,3,Graduate,Married,$120K +,Blue,46,3,3,2,5270.0,779,4491.0,0.731,16179,105,0.6940000000000001,0.14800000000000002,0.00018665,0.9998100000000001
-100070,Existing Customer,48,M,4,Graduate,,$60K - $80K,Gold,32,5,1,3,34516.0,1285,33231.0,0.654,15279,122,0.649,0.037000000000000005,0.00011193,0.99989
-100071,Existing Customer,38,M,2,,Married,$120K +,Blue,36,6,2,3,3782.0,0,3782.0,0.7170000000000001,14977,117,0.721,0.0,0.00021042,0.99979
+100068,Existing Customer,57,M,2,Uneducated,Single,$120K +,Blue,46,3,2,3,34516.0,1244,33272.0,0.606,15176,126,0.8,0.036,0.00019683,0.9998
+100069,Existing Customer,56,M,3,Graduate,Married,$120K +,Blue,46,3,3,2,5270.0,779,4491.0,0.731,16179,105,0.694,0.148,0.00018665,0.99981
+100070,Existing Customer,48,M,4,Graduate,,$60K - $80K,Gold,32,5,1,3,34516.0,1285,33231.0,0.654,15279,122,0.649,0.037,0.00011193,0.99989
+100071,Existing Customer,38,M,2,,Married,$120K +,Blue,36,6,2,3,3782.0,0,3782.0,0.717,14977,117,0.721,0.0,0.00021042,0.99979
 100072,Attrited Customer,50,F,3,Doctorate,Single,,Blue,36,4,3,3,5173.0,0,5173.0,0.912,8757,68,0.789,0.0,0.9978,0.00219584
-100073,Existing Customer,56,M,2,,Married,$60K - $80K,Blue,49,3,3,3,4058.0,793,3265.0,0.758,15865,105,0.667,0.195,0.00033251,0.9996700000000001
+100073,Existing Customer,56,M,2,,Married,$60K - $80K,Blue,49,3,3,3,4058.0,793,3265.0,0.758,15865,105,0.667,0.195,0.00033251,0.99967
 100074,Existing Customer,32,M,0,College,Single,$60K - $80K,Blue,16,2,3,2,21551.0,0,21551.0,0.536,14950,94,0.843,0.0,0.00015007,0.99985
-100075,Existing Customer,60,M,1,High School,Married,$40K - $60K,Blue,47,3,1,3,9805.0,1007,8798.0,0.8,14641,95,0.9,0.10300000000000001,8.453e-05,0.99992
-100076,Existing Customer,38,F,2,Doctorate,Married,Less than $40K,Blue,33,4,3,3,7530.0,1336,6194.0,0.7490000000000001,14719,115,0.855,0.177,0.00043772,0.99956
+100075,Existing Customer,60,M,1,High School,Married,$40K - $60K,Blue,47,3,1,3,9805.0,1007,8798.0,0.8,14641,95,0.9,0.103,8.453e-05,0.99992
+100076,Existing Customer,38,F,2,Doctorate,Married,Less than $40K,Blue,33,4,3,3,7530.0,1336,6194.0,0.749,14719,115,0.855,0.177,0.00043772,0.99956
 100077,Existing Customer,45,M,5,Graduate,Married,$60K - $80K,Blue,38,5,1,4,8983.0,0,8983.0,0.713,15163,124,0.746,0.0,0.00016316,0.99984
-100078,Existing Customer,53,F,3,,Married,$40K - $60K,Blue,39,3,2,2,4855.0,1912,2943.0,0.606,14969,104,0.763,0.39399999999999996,0.00012982,0.99987
-100079,Attrited Customer,53,M,2,Graduate,Married,$40K - $60K,Blue,36,2,3,4,5735.0,0,5735.0,1.0090000000000001,9088,64,0.684,0.0,0.9980700000000001,0.00193323
-100080,Attrited Customer,48,M,4,College,Married,$80K - $120K,Blue,44,2,3,3,9524.0,1449,8075.0,0.5589999999999999,7527,58,0.657,0.152,0.99677,0.00323056
+100078,Existing Customer,53,F,3,,Married,$40K - $60K,Blue,39,3,2,2,4855.0,1912,2943.0,0.606,14969,104,0.763,0.394,0.00012982,0.99987
+100079,Attrited Customer,53,M,2,Graduate,Married,$40K - $60K,Blue,36,2,3,4,5735.0,0,5735.0,1.009,9088,64,0.684,0.0,0.99807,0.00193323
+100080,Attrited Customer,48,M,4,College,Married,$80K - $120K,Blue,44,2,3,3,9524.0,1449,8075.0,0.559,7527,58,0.657,0.152,0.99677,0.00323056
 100081,Existing Customer,55,M,2,Graduate,Married,Less than $40K,Gold,46,3,5,3,15987.0,0,15987.0,0.82,15853,117,0.56,0.0,0.00038925,0.99961
 100082,Attrited Customer,49,M,1,Uneducated,Single,$120K +,Blue,30,5,3,3,5181.0,0,5181.0,0.83,8943,68,1.0,0.0,0.99659,0.00341249
-100083,Attrited Customer,37,M,4,High School,Single,$60K - $80K,Silver,31,1,3,3,28831.0,2517,26314.0,0.77,8688,69,0.769,0.087,0.9964299999999999,0.00357448
+100083,Attrited Customer,37,M,4,High School,Single,$60K - $80K,Silver,31,1,3,3,28831.0,2517,26314.0,0.77,8688,69,0.769,0.087,0.99643,0.00357448
 100084,Attrited Customer,31,M,1,Post-Graduate,Single,$40K - $60K,Blue,24,4,2,4,4169.0,534,3635.0,0.836,8565,70,0.795,0.128,0.99724,0.002764
-100085,Existing Customer,46,F,3,Uneducated,Single,$40K - $60K,Blue,36,3,2,2,7020.0,1784,5236.0,0.815,16937,116,0.731,0.254,0.00012144,0.9998799999999999
-100086,Attrited Customer,33,F,1,Doctorate,Single,Less than $40K,Blue,15,1,1,3,3709.0,1180,2529.0,0.645,8130,74,0.897,0.318,0.9921200000000001,0.00788
-100087,Attrited Customer,30,M,0,Graduate,Single,Less than $40K,Silver,36,4,3,3,12833.0,0,12833.0,0.853,9619,75,0.7859999999999999,0.0,0.9957600000000001,0.00424404
-100088,Existing Customer,40,F,3,Uneducated,Single,Less than $40K,Blue,33,4,3,2,3804.0,1917,1887.0,0.7440000000000001,14321,102,0.759,0.504,0.00019191,0.9998100000000001
-100089,Existing Customer,50,M,2,Uneducated,Single,$120K +,Blue,40,5,3,4,21794.0,1368,20426.0,0.691,15111,116,0.706,0.063,0.00053055,0.9994700000000001
+100085,Existing Customer,46,F,3,Uneducated,Single,$40K - $60K,Blue,36,3,2,2,7020.0,1784,5236.0,0.815,16937,116,0.731,0.254,0.00012144,0.99988
+100086,Attrited Customer,33,F,1,Doctorate,Single,Less than $40K,Blue,15,1,1,3,3709.0,1180,2529.0,0.645,8130,74,0.897,0.318,0.99212,0.00788
+100087,Attrited Customer,30,M,0,Graduate,Single,Less than $40K,Silver,36,4,3,3,12833.0,0,12833.0,0.853,9619,75,0.786,0.0,0.99576,0.00424404
+100088,Existing Customer,40,F,3,Uneducated,Single,Less than $40K,Blue,33,4,3,2,3804.0,1917,1887.0,0.744,14321,102,0.759,0.504,0.00019191,0.99981
+100089,Existing Customer,50,M,2,Uneducated,Single,$120K +,Blue,40,5,3,4,21794.0,1368,20426.0,0.691,15111,116,0.706,0.063,0.00053055,0.99947
 100090,Existing Customer,43,M,4,Graduate,Married,$80K - $120K,Blue,35,3,2,3,3304.0,2517,787.0,0.741,14565,120,0.818,0.762,0.00020077,0.9998
-100091,Existing Customer,59,F,2,Uneducated,Married,Less than $40K,Blue,36,6,3,2,3850.0,0,3850.0,0.509,15107,117,0.9179999999999999,0.0,0.00018494,0.99982
-100092,Existing Customer,49,M,1,Graduate,Married,$40K - $60K,Blue,36,4,2,3,4158.0,1889,2269.0,0.872,15842,130,0.831,0.45399999999999996,0.00017969,0.99982
-100093,Existing Customer,44,F,2,High School,Single,Less than $40K,Blue,31,3,2,3,4182.0,2028,2154.0,0.6579999999999999,16920,114,0.606,0.485,0.0001861,0.9998100000000001
-100094,Existing Customer,29,M,2,College,Married,$40K - $60K,Blue,17,3,1,3,4626.0,1232,3394.0,0.731,14740,102,0.759,0.266,9.0064e-05,0.9999100000000001
-100095,Existing Customer,58,M,2,Post-Graduate,Married,$80K - $120K,Blue,39,4,2,3,3742.0,2517,1225.0,0.75,16401,121,0.8059999999999999,0.6729999999999999,0.00022525,0.99977
+100091,Existing Customer,59,F,2,Uneducated,Married,Less than $40K,Blue,36,6,3,2,3850.0,0,3850.0,0.509,15107,117,0.918,0.0,0.00018494,0.99982
+100092,Existing Customer,49,M,1,Graduate,Married,$40K - $60K,Blue,36,4,2,3,4158.0,1889,2269.0,0.872,15842,130,0.831,0.454,0.00017969,0.99982
+100093,Existing Customer,44,F,2,High School,Single,Less than $40K,Blue,31,3,2,3,4182.0,2028,2154.0,0.658,16920,114,0.606,0.485,0.0001861,0.99981
+100094,Existing Customer,29,M,2,College,Married,$40K - $60K,Blue,17,3,1,3,4626.0,1232,3394.0,0.731,14740,102,0.759,0.266,9.0064e-05,0.99991
+100095,Existing Customer,58,M,2,Post-Graduate,Married,$80K - $120K,Blue,39,4,2,3,3742.0,2517,1225.0,0.75,16401,121,0.806,0.673,0.00022525,0.99977
 100096,Attrited Customer,43,F,4,High School,,Less than $40K,Silver,31,6,2,2,13651.0,0,13651.0,1.046,9772,71,0.775,0.0,0.99055,0.00945
-100097,Attrited Customer,38,M,2,High School,Divorced,$60K - $80K,Silver,25,1,2,3,26794.0,821,25973.0,0.848,8788,58,0.9329999999999999,0.031,0.9940899999999999,0.00591
-100098,Existing Customer,53,M,2,Uneducated,,$80K - $120K,Blue,46,3,6,3,17190.0,1736,15454.0,0.698,15055,117,0.696,0.10099999999999999,0.00024554,0.99975
-100099,Attrited Customer,49,F,4,Uneducated,Married,$40K - $60K,Blue,36,5,2,3,4167.0,0,4167.0,0.581,7590,87,0.7759999999999999,0.0,0.99518,0.00481999
-100100,Existing Customer,44,F,3,Uneducated,Married,Less than $40K,Silver,36,3,3,2,12944.0,1200,11744.0,0.8390000000000001,16161,105,0.9440000000000001,0.09300000000000001,0.00017339999999999999,0.9998299999999999
-100101,Existing Customer,31,M,2,Graduate,Single,Less than $40K,Blue,14,4,3,3,6933.0,1870,5063.0,0.6559999999999999,15585,115,0.917,0.27,0.00030251,0.9997
+100097,Attrited Customer,38,M,2,High School,Divorced,$60K - $80K,Silver,25,1,2,3,26794.0,821,25973.0,0.848,8788,58,0.933,0.031,0.99409,0.00591
+100098,Existing Customer,53,M,2,Uneducated,,$80K - $120K,Blue,46,3,6,3,17190.0,1736,15454.0,0.698,15055,117,0.696,0.101,0.00024554,0.99975
+100099,Attrited Customer,49,F,4,Uneducated,Married,$40K - $60K,Blue,36,5,2,3,4167.0,0,4167.0,0.581,7590,87,0.776,0.0,0.99518,0.00481999
+100100,Existing Customer,44,F,3,Uneducated,Married,Less than $40K,Silver,36,3,3,2,12944.0,1200,11744.0,0.839,16161,105,0.944,0.093,0.0001734,0.99983
+100101,Existing Customer,31,M,2,Graduate,Single,Less than $40K,Blue,14,4,3,3,6933.0,1870,5063.0,0.656,15585,115,0.917,0.27,0.00030251,0.9997
 100102,Existing Customer,47,M,3,High School,,$80K - $120K,Silver,40,5,3,2,34516.0,1371,33145.0,0.691,15930,123,0.836,0.04,0.00016395,0.99984
 100103,Attrited Customer,37,M,3,,Single,$40K - $60K,Blue,29,6,2,3,13589.0,2517,11072.0,0.941,9456,79,1.026,0.185,0.99544,0.00455805
-100104,Existing Customer,44,M,4,Doctorate,Married,$80K - $120K,Blue,33,3,1,3,4552.0,1144,3408.0,0.7090000000000001,14418,104,0.677,0.251,0.00014059,0.9998600000000001
+100104,Existing Customer,44,M,4,Doctorate,Married,$80K - $120K,Blue,33,3,1,3,4552.0,1144,3408.0,0.709,14418,104,0.677,0.251,0.00014059,0.99986
 100105,Existing Customer,51,M,2,Graduate,Married,$60K - $80K,Blue,40,3,3,3,3750.0,1801,1949.0,0.889,17995,116,0.657,0.48,0.00030251,0.9997
-100106,Existing Customer,50,M,2,High School,Single,$60K - $80K,Blue,40,4,3,3,17655.0,1720,15935.0,0.706,16293,120,0.7390000000000001,0.09699999999999999,0.00029408,0.99971
-100107,Existing Customer,57,F,2,Uneducated,Single,Less than $40K,Blue,36,5,3,2,8224.0,1239,6985.0,0.7929999999999999,16319,124,0.653,0.151,0.00018494,0.99982
-100108,Existing Customer,43,M,3,Graduate,Married,$80K - $120K,Blue,36,6,2,3,3946.0,1275,2671.0,0.647,14822,96,0.8109999999999999,0.32299999999999995,0.00019864,0.9998
-100109,Existing Customer,41,F,4,Graduate,Divorced,$40K - $60K,Blue,36,4,1,0,5654.0,2470,3184.0,0.637,15123,111,0.8809999999999999,0.43700000000000006,2.1306999999999998e-05,0.99998
-100110,Existing Customer,40,M,3,High School,Divorced,$60K - $80K,Blue,36,3,1,2,16268.0,2517,13751.0,0.652,15925,124,0.8240000000000001,0.155,5.5558999999999994e-05,0.9999399999999999
-100111,Existing Customer,45,M,4,Graduate,Single,$60K - $80K,Silver,36,2,3,4,28564.0,2517,26047.0,0.711,14875,107,0.7829999999999999,0.08800000000000001,0.00048899,0.99951
-100112,Existing Customer,42,F,4,High School,Single,Less than $40K,Blue,30,3,1,3,6172.0,1212,4960.0,0.723,16622,99,0.65,0.196,9.444700000000001e-05,0.9999100000000001
-100113,Existing Customer,50,M,2,Graduate,Married,$40K - $60K,Blue,40,4,3,2,5435.0,1243,4192.0,0.7490000000000001,16202,117,0.6709999999999999,0.22899999999999998,0.00017987,0.99982
+100106,Existing Customer,50,M,2,High School,Single,$60K - $80K,Blue,40,4,3,3,17655.0,1720,15935.0,0.706,16293,120,0.739,0.097,0.00029408,0.99971
+100107,Existing Customer,57,F,2,Uneducated,Single,Less than $40K,Blue,36,5,3,2,8224.0,1239,6985.0,0.793,16319,124,0.653,0.151,0.00018494,0.99982
+100108,Existing Customer,43,M,3,Graduate,Married,$80K - $120K,Blue,36,6,2,3,3946.0,1275,2671.0,0.647,14822,96,0.811,0.323,0.00019864,0.9998
+100109,Existing Customer,41,F,4,Graduate,Divorced,$40K - $60K,Blue,36,4,1,0,5654.0,2470,3184.0,0.637,15123,111,0.881,0.437,2.1307e-05,0.99998
+100110,Existing Customer,40,M,3,High School,Divorced,$60K - $80K,Blue,36,3,1,2,16268.0,2517,13751.0,0.652,15925,124,0.824,0.155,5.5559e-05,0.99994
+100111,Existing Customer,45,M,4,Graduate,Single,$60K - $80K,Silver,36,2,3,4,28564.0,2517,26047.0,0.711,14875,107,0.783,0.088,0.00048899,0.99951
+100112,Existing Customer,42,F,4,High School,Single,Less than $40K,Blue,30,3,1,3,6172.0,1212,4960.0,0.723,16622,99,0.65,0.196,9.4447e-05,0.99991
+100113,Existing Customer,50,M,2,Graduate,Married,$40K - $60K,Blue,40,4,3,2,5435.0,1243,4192.0,0.749,16202,117,0.671,0.229,0.00017987,0.99982
 100114,Existing Customer,29,M,1,,Married,$40K - $60K,Silver,20,3,1,2,16496.0,1409,15087.0,0.677,16715,126,0.703,0.085,5.1345e-05,0.99995
-100115,Existing Customer,42,F,4,Uneducated,Married,,Blue,23,4,1,2,8348.0,0,8348.0,0.695,15905,111,0.708,0.0,5.9391e-05,0.9999399999999999
-100116,Existing Customer,46,F,4,Graduate,Married,Less than $40K,Blue,34,5,1,2,7562.0,1500,6062.0,0.632,14908,100,0.754,0.198,5.7762e-05,0.9999399999999999
-100117,Existing Customer,49,M,3,Uneducated,Married,$120K +,Gold,38,4,3,4,14938.0,0,14938.0,0.737,15277,131,0.7240000000000001,0.0,0.00063422,0.9993700000000001
-100118,Existing Customer,43,M,2,High School,Married,$80K - $120K,Silver,39,3,1,3,34516.0,1987,32529.0,0.6729999999999999,16177,122,0.848,0.057999999999999996,8.1371e-05,0.99992
-100119,Existing Customer,45,M,4,Graduate,Single,$40K - $60K,Blue,35,3,2,2,7935.0,888,7047.0,0.779,15380,122,0.6940000000000001,0.11199999999999999,0.00011937,0.9998799999999999
-100120,Existing Customer,45,M,2,Graduate,Single,$60K - $80K,Silver,33,4,2,2,34516.0,1529,32987.0,0.609,13940,105,0.81,0.044000000000000004,0.00010284,0.9999
-100121,Attrited Customer,52,F,5,,Married,Less than $40K,Blue,36,4,3,3,9611.0,0,9611.0,0.84,7636,64,0.8290000000000001,0.0,0.9971,0.00290361
+100115,Existing Customer,42,F,4,Uneducated,Married,,Blue,23,4,1,2,8348.0,0,8348.0,0.695,15905,111,0.708,0.0,5.9391e-05,0.99994
+100116,Existing Customer,46,F,4,Graduate,Married,Less than $40K,Blue,34,5,1,2,7562.0,1500,6062.0,0.632,14908,100,0.754,0.198,5.7762e-05,0.99994
+100117,Existing Customer,49,M,3,Uneducated,Married,$120K +,Gold,38,4,3,4,14938.0,0,14938.0,0.737,15277,131,0.724,0.0,0.00063422,0.99937
+100118,Existing Customer,43,M,2,High School,Married,$80K - $120K,Silver,39,3,1,3,34516.0,1987,32529.0,0.673,16177,122,0.848,0.058,8.1371e-05,0.99992
+100119,Existing Customer,45,M,4,Graduate,Single,$40K - $60K,Blue,35,3,2,2,7935.0,888,7047.0,0.779,15380,122,0.694,0.112,0.00011937,0.99988
+100120,Existing Customer,45,M,2,Graduate,Single,$60K - $80K,Silver,33,4,2,2,34516.0,1529,32987.0,0.609,13940,105,0.81,0.044,0.00010284,0.9999
+100121,Attrited Customer,52,F,5,,Married,Less than $40K,Blue,36,4,3,3,9611.0,0,9611.0,0.84,7636,64,0.829,0.0,0.9971,0.00290361
 100122,Existing Customer,36,F,3,,Married,$40K - $60K,Blue,22,5,3,3,12958.0,2273,10685.0,0.608,15681,96,0.627,0.175,0.00034503,0.99965
-100123,Existing Customer,52,M,1,High School,Single,$80K - $120K,Blue,41,4,1,4,4103.0,1972,2131.0,0.665,16344,118,0.7879999999999999,0.48100000000000004,0.00014421,0.9998600000000001
-100124,Attrited Customer,40,F,3,Graduate,Married,,Blue,25,1,2,3,6888.0,1878,5010.0,1.0590000000000002,9038,64,0.8290000000000001,0.273,0.9949899999999999,0.0050100000000000006
+100123,Existing Customer,52,M,1,High School,Single,$80K - $120K,Blue,41,4,1,4,4103.0,1972,2131.0,0.665,16344,118,0.788,0.481,0.00014421,0.99986
+100124,Attrited Customer,40,F,3,Graduate,Married,,Blue,25,1,2,3,6888.0,1878,5010.0,1.059,9038,64,0.829,0.273,0.99499,0.00501
 100125,Existing Customer,38,M,1,High School,Single,$60K - $80K,Blue,28,2,2,2,21906.0,0,21906.0,0.696,15349,119,0.7,0.0,0.00010386,0.9999
-100126,Existing Customer,59,M,1,,Single,$60K - $80K,Blue,48,3,1,2,7288.0,0,7288.0,0.64,14873,120,0.7140000000000001,0.0,5.6825e-05,0.9999399999999999
+100126,Existing Customer,59,M,1,,Single,$60K - $80K,Blue,48,3,1,2,7288.0,0,7288.0,0.64,14873,120,0.714,0.0,5.6825e-05,0.99994
 100127,Existing Customer,46,M,3,,Married,$80K - $120K,Blue,33,4,1,3,34516.0,1099,33417.0,0.816,15490,110,0.618,0.032,0.00010566,0.99989
 100128,Existing Customer,56,M,2,College,Single,$80K - $120K,Blue,46,3,3,5,12540.0,1696,10844.0,0.799,16518,115,0.716,0.135,0.00086785,0.99913
 100129,Existing Customer,31,M,0,High School,Single,$40K - $60K,Blue,25,3,2,3,4493.0,1388,3105.0,0.795,17744,104,0.763,0.309,0.0001597,0.99984
-100130,Attrited Customer,55,M,3,Graduate,Single,$120K +,Silver,36,4,3,4,34516.0,0,34516.0,1.0070000000000001,9931,70,0.75,0.0,0.9979399999999999,0.00206163
+100130,Attrited Customer,55,M,3,Graduate,Single,$120K +,Silver,36,4,3,4,34516.0,0,34516.0,1.007,9931,70,0.75,0.0,0.99794,0.00206163
 100131,Existing Customer,51,F,1,Graduate,Single,Less than $40K,Blue,41,4,2,3,8900.0,798,8102.0,0.647,16737,88,0.66,0.09,0.00017969,0.99982
 100132,Existing Customer,39,M,2,Graduate,,$60K - $80K,Silver,36,4,2,2,29808.0,0,29808.0,0.669,16098,128,0.684,0.0,0.00010284,0.9999
 100133,Existing Customer,42,M,2,Graduate,,$40K - $60K,Blue,30,3,2,5,3735.0,1723,2012.0,0.595,14501,92,0.84,0.461,0.00056498,0.99944
 100134,Existing Customer,33,F,1,Uneducated,Single,Less than $40K,Blue,36,5,3,3,8398.0,1875,6523.0,0.727,16706,123,0.757,0.223,0.00029196,0.99971
-100135,Attrited Customer,51,M,1,High School,Married,$80K - $120K,Blue,36,4,3,4,22754.0,0,22754.0,0.799,8531,77,0.7909999999999999,0.0,0.9978799999999999,0.00211827
-100136,Existing Customer,51,M,3,Graduate,Single,$60K - $80K,Silver,36,3,2,2,29663.0,1743,27920.0,0.667,14638,93,0.722,0.059000000000000004,0.00010672,0.99989
-100137,Attrited Customer,59,F,1,High School,Married,Less than $40K,Blue,50,1,4,3,5043.0,743,4300.0,0.805,10170,66,0.784,0.147,0.9970100000000001,0.00298772
-100138,Existing Customer,58,F,0,Graduate,Single,Less than $40K,Blue,48,2,2,5,4299.0,1334,2965.0,0.66,15068,123,0.685,0.31,0.00048486,0.9995200000000001
-100139,Attrited Customer,61,M,0,Graduate,Single,$60K - $80K,Blue,54,2,1,4,11859.0,1644,10215.0,0.866,8930,79,0.8370000000000001,0.139,0.9926799999999999,0.00732
-100140,Attrited Customer,47,M,4,Graduate,Divorced,$80K - $120K,Blue,39,4,3,4,17504.0,476,17028.0,0.892,10468,66,0.737,0.027000000000000003,0.99816,0.00184351
+100135,Attrited Customer,51,M,1,High School,Married,$80K - $120K,Blue,36,4,3,4,22754.0,0,22754.0,0.799,8531,77,0.791,0.0,0.99788,0.00211827
+100136,Existing Customer,51,M,3,Graduate,Single,$60K - $80K,Silver,36,3,2,2,29663.0,1743,27920.0,0.667,14638,93,0.722,0.059,0.00010672,0.99989
+100137,Attrited Customer,59,F,1,High School,Married,Less than $40K,Blue,50,1,4,3,5043.0,743,4300.0,0.805,10170,66,0.784,0.147,0.99701,0.00298772
+100138,Existing Customer,58,F,0,Graduate,Single,Less than $40K,Blue,48,2,2,5,4299.0,1334,2965.0,0.66,15068,123,0.685,0.31,0.00048486,0.99952
+100139,Attrited Customer,61,M,0,Graduate,Single,$60K - $80K,Blue,54,2,1,4,11859.0,1644,10215.0,0.866,8930,79,0.837,0.139,0.99268,0.00732
+100140,Attrited Customer,47,M,4,Graduate,Divorced,$80K - $120K,Blue,39,4,3,4,17504.0,476,17028.0,0.892,10468,66,0.737,0.027,0.99816,0.00184351
 100141,Existing Customer,47,M,5,High School,Single,Less than $40K,Blue,35,4,3,5,4165.0,0,4165.0,0.813,17093,111,0.82,0.0,0.00089586,0.9991
-100142,Existing Customer,56,M,1,Graduate,Single,$80K - $120K,Silver,49,5,2,2,34516.0,1091,33425.0,0.64,15274,108,0.7140000000000001,0.032,9.653299999999999e-05,0.9999
-100143,Existing Customer,49,M,1,Graduate,Single,$60K - $80K,Blue,40,6,3,3,6481.0,1569,4912.0,0.6920000000000001,15937,119,0.8029999999999999,0.242,0.00028395,0.99972
-100144,Attrited Customer,33,M,2,College,Married,$120K +,Gold,20,2,1,4,34516.0,0,34516.0,1.004,9338,73,0.622,0.0,0.9943799999999999,0.00562
-100145,Attrited Customer,27,M,0,High School,Divorced,$60K - $80K,Blue,36,2,3,2,13303.0,2517,10786.0,0.929,10219,85,0.809,0.18899999999999997,0.9933799999999999,0.00662
+100142,Existing Customer,56,M,1,Graduate,Single,$80K - $120K,Silver,49,5,2,2,34516.0,1091,33425.0,0.64,15274,108,0.714,0.032,9.6533e-05,0.9999
+100143,Existing Customer,49,M,1,Graduate,Single,$60K - $80K,Blue,40,6,3,3,6481.0,1569,4912.0,0.692,15937,119,0.803,0.242,0.00028395,0.99972
+100144,Attrited Customer,33,M,2,College,Married,$120K +,Gold,20,2,1,4,34516.0,0,34516.0,1.004,9338,73,0.622,0.0,0.99438,0.00562
+100145,Attrited Customer,27,M,0,High School,Divorced,$60K - $80K,Blue,36,2,3,2,13303.0,2517,10786.0,0.929,10219,85,0.809,0.189,0.99338,0.00662
 100146,Existing Customer,29,M,0,Graduate,Married,Less than $40K,Blue,15,3,1,5,4700.0,0,4700.0,0.617,14723,96,0.655,0.0,0.00023467,0.99977
-100147,Existing Customer,38,M,1,Uneducated,Single,$40K - $60K,Blue,36,2,3,2,5639.0,1558,4081.0,0.614,16628,109,0.946,0.276,0.0001736,0.9998299999999999
-100148,Existing Customer,46,M,5,College,Single,$80K - $120K,Blue,36,1,2,3,13187.0,2241,10946.0,0.6890000000000001,15354,112,0.9309999999999999,0.17,0.00019215,0.9998100000000001
-100149,Existing Customer,57,M,2,Graduate,Married,$80K - $120K,Blue,40,6,3,4,17925.0,1909,16016.0,0.7120000000000001,17498,111,0.82,0.106,0.000516,0.9994799999999999
+100147,Existing Customer,38,M,1,Uneducated,Single,$40K - $60K,Blue,36,2,3,2,5639.0,1558,4081.0,0.614,16628,109,0.946,0.276,0.0001736,0.99983
+100148,Existing Customer,46,M,5,College,Single,$80K - $120K,Blue,36,1,2,3,13187.0,2241,10946.0,0.689,15354,112,0.931,0.17,0.00019215,0.99981
+100149,Existing Customer,57,M,2,Graduate,Married,$80K - $120K,Blue,40,6,3,4,17925.0,1909,16016.0,0.712,17498,111,0.82,0.106,0.000516,0.99948
 100150,Attrited Customer,50,M,1,,,$80K - $120K,Blue,36,6,3,4,9959.0,952,9007.0,0.825,10310,63,1.1,0.096,0.99813,0.00187387
-100151,Attrited Customer,55,F,3,Uneducated,Single,,Blue,47,4,3,3,14657.0,2517,12140.0,0.166,6009,53,0.514,0.172,0.9969100000000001,0.00308778
-100152,Existing Customer,54,M,1,High School,Single,$60K - $80K,Blue,34,5,2,0,13940.0,2109,11831.0,0.66,15577,114,0.754,0.151,3.8311e-05,0.9999600000000001
-100153,Existing Customer,56,F,1,Graduate,Single,Less than $40K,Blue,50,4,1,4,3688.0,606,3082.0,0.57,14596,120,0.7909999999999999,0.16399999999999998,0.00014834,0.99985
-100154,Existing Customer,50,M,2,Graduate,Single,$40K - $60K,Blue,40,3,2,3,4003.0,1851,2152.0,0.703,15476,117,0.857,0.462,0.00019143,0.9998100000000001
-100155,Attrited Customer,41,M,2,,Divorced,$40K - $60K,Blue,25,4,2,3,4277.0,2186,2091.0,0.804,8764,69,0.6829999999999999,0.511,0.9952700000000001,0.00472896
-100156,Attrited Customer,44,F,1,High School,Married,Less than $40K,Blue,36,5,3,4,5409.0,0,5409.0,0.8190000000000001,10291,60,0.818,0.0,0.9978799999999999,0.00211827
+100151,Attrited Customer,55,F,3,Uneducated,Single,,Blue,47,4,3,3,14657.0,2517,12140.0,0.166,6009,53,0.514,0.172,0.99691,0.00308778
+100152,Existing Customer,54,M,1,High School,Single,$60K - $80K,Blue,34,5,2,0,13940.0,2109,11831.0,0.66,15577,114,0.754,0.151,3.8311e-05,0.99996
+100153,Existing Customer,56,F,1,Graduate,Single,Less than $40K,Blue,50,4,1,4,3688.0,606,3082.0,0.57,14596,120,0.791,0.164,0.00014834,0.99985
+100154,Existing Customer,50,M,2,Graduate,Single,$40K - $60K,Blue,40,3,2,3,4003.0,1851,2152.0,0.703,15476,117,0.857,0.462,0.00019143,0.99981
+100155,Attrited Customer,41,M,2,,Divorced,$40K - $60K,Blue,25,4,2,3,4277.0,2186,2091.0,0.804,8764,69,0.683,0.511,0.99527,0.00472896
+100156,Attrited Customer,44,F,1,High School,Married,Less than $40K,Blue,36,5,3,4,5409.0,0,5409.0,0.819,10291,60,0.818,0.0,0.99788,0.00211827
 100157,Attrited Customer,30,M,2,Graduate,,$40K - $60K,Blue,36,4,3,3,5281.0,0,5281.0,0.535,8395,62,0.722,0.0,0.99671,0.00329379
-100158,Attrited Customer,43,F,2,Graduate,Married,Less than $40K,Silver,25,6,2,4,10388.0,1961,8427.0,0.703,10294,61,0.649,0.18899999999999997,0.9966200000000001,0.00337654
+100158,Attrited Customer,43,F,2,Graduate,Married,Less than $40K,Silver,25,6,2,4,10388.0,1961,8427.0,0.703,10294,61,0.649,0.189,0.99662,0.00337654
diff --git a/data/Dirty Data.ipynb b/data/Dirty Data.ipynb
index de8964f..59a2ed0 100644
--- a/data/Dirty Data.ipynb	
+++ b/data/Dirty Data.ipynb	
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -12,7 +12,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -30,7 +30,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -39,13 +39,1287 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [],
    "source": [
     "dataset.to_csv('BankChurners_v2.csv', index=False)"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>CLIENTNUM</th>\n",
+       "      <th>Attrition_Flag</th>\n",
+       "      <th>Customer_Age</th>\n",
+       "      <th>Gender</th>\n",
+       "      <th>Dependent_count</th>\n",
+       "      <th>Education_Level</th>\n",
+       "      <th>Marital_Status</th>\n",
+       "      <th>Income_Category</th>\n",
+       "      <th>Card_Category</th>\n",
+       "      <th>Months_on_book</th>\n",
+       "      <th>...</th>\n",
+       "      <th>Credit_Limit</th>\n",
+       "      <th>Total_Revolving_Bal</th>\n",
+       "      <th>Avg_Open_To_Buy</th>\n",
+       "      <th>Total_Amt_Chng_Q4_Q1</th>\n",
+       "      <th>Total_Trans_Amt</th>\n",
+       "      <th>Total_Trans_Ct</th>\n",
+       "      <th>Total_Ct_Chng_Q4_Q1</th>\n",
+       "      <th>Avg_Utilization_Ratio</th>\n",
+       "      <th>Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1</th>\n",
+       "      <th>Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_2</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>90032</td>\n",
+       "      <td>Existing Customer</td>\n",
+       "      <td>45</td>\n",
+       "      <td>M</td>\n",
+       "      <td>3</td>\n",
+       "      <td>High School</td>\n",
+       "      <td>Married</td>\n",
+       "      <td>$60K - $80K</td>\n",
+       "      <td>Blue</td>\n",
+       "      <td>39</td>\n",
+       "      <td>...</td>\n",
+       "      <td>12691.0</td>\n",
+       "      <td>777</td>\n",
+       "      <td>11914.0</td>\n",
+       "      <td>1.335</td>\n",
+       "      <td>1144</td>\n",
+       "      <td>42</td>\n",
+       "      <td>1.625</td>\n",
+       "      <td>0.061</td>\n",
+       "      <td>0.000093</td>\n",
+       "      <td>0.99991</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>90033</td>\n",
+       "      <td>Existing Customer</td>\n",
+       "      <td>49</td>\n",
+       "      <td>F</td>\n",
+       "      <td>5</td>\n",
+       "      <td>Graduate</td>\n",
+       "      <td>Single</td>\n",
+       "      <td>Less than $40K</td>\n",
+       "      <td>Blue</td>\n",
+       "      <td>44</td>\n",
+       "      <td>...</td>\n",
+       "      <td>8256.0</td>\n",
+       "      <td>864</td>\n",
+       "      <td>7392.0</td>\n",
+       "      <td>1.541</td>\n",
+       "      <td>1291</td>\n",
+       "      <td>33</td>\n",
+       "      <td>3.714</td>\n",
+       "      <td>0.105</td>\n",
+       "      <td>0.000057</td>\n",
+       "      <td>0.99994</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>90034</td>\n",
+       "      <td>Existing Customer</td>\n",
+       "      <td>51</td>\n",
+       "      <td>M</td>\n",
+       "      <td>3</td>\n",
+       "      <td>Graduate</td>\n",
+       "      <td>Married</td>\n",
+       "      <td>$80K - $120K</td>\n",
+       "      <td>Blue</td>\n",
+       "      <td>36</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3418.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3418.0</td>\n",
+       "      <td>2.594</td>\n",
+       "      <td>1887</td>\n",
+       "      <td>20</td>\n",
+       "      <td>2.333</td>\n",
+       "      <td>0.000</td>\n",
+       "      <td>0.000021</td>\n",
+       "      <td>0.99998</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>90035</td>\n",
+       "      <td>Existing Customer</td>\n",
+       "      <td>40</td>\n",
+       "      <td>F</td>\n",
+       "      <td>4</td>\n",
+       "      <td>High School</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Less than $40K</td>\n",
+       "      <td>Blue</td>\n",
+       "      <td>34</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3313.0</td>\n",
+       "      <td>2517</td>\n",
+       "      <td>796.0</td>\n",
+       "      <td>1.405</td>\n",
+       "      <td>1171</td>\n",
+       "      <td>20</td>\n",
+       "      <td>2.333</td>\n",
+       "      <td>0.760</td>\n",
+       "      <td>0.000134</td>\n",
+       "      <td>0.99987</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>90036</td>\n",
+       "      <td>Existing Customer</td>\n",
+       "      <td>40</td>\n",
+       "      <td>M</td>\n",
+       "      <td>3</td>\n",
+       "      <td>Uneducated</td>\n",
+       "      <td>Married</td>\n",
+       "      <td>$60K - $80K</td>\n",
+       "      <td>Blue</td>\n",
+       "      <td>21</td>\n",
+       "      <td>...</td>\n",
+       "      <td>4716.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4716.0</td>\n",
+       "      <td>2.175</td>\n",
+       "      <td>816</td>\n",
+       "      <td>28</td>\n",
+       "      <td>2.500</td>\n",
+       "      <td>0.000</td>\n",
+       "      <td>0.000022</td>\n",
+       "      <td>0.99998</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 23 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   CLIENTNUM     Attrition_Flag  Customer_Age Gender  Dependent_count  \\\n",
+       "0      90032  Existing Customer            45      M                3   \n",
+       "1      90033  Existing Customer            49      F                5   \n",
+       "2      90034  Existing Customer            51      M                3   \n",
+       "3      90035  Existing Customer            40      F                4   \n",
+       "4      90036  Existing Customer            40      M                3   \n",
+       "\n",
+       "  Education_Level Marital_Status Income_Category Card_Category  \\\n",
+       "0     High School        Married     $60K - $80K          Blue   \n",
+       "1        Graduate         Single  Less than $40K          Blue   \n",
+       "2        Graduate        Married    $80K - $120K          Blue   \n",
+       "3     High School            NaN  Less than $40K          Blue   \n",
+       "4      Uneducated        Married     $60K - $80K          Blue   \n",
+       "\n",
+       "   Months_on_book  ...  Credit_Limit  Total_Revolving_Bal  Avg_Open_To_Buy  \\\n",
+       "0              39  ...       12691.0                  777          11914.0   \n",
+       "1              44  ...        8256.0                  864           7392.0   \n",
+       "2              36  ...        3418.0                    0           3418.0   \n",
+       "3              34  ...        3313.0                 2517            796.0   \n",
+       "4              21  ...        4716.0                    0           4716.0   \n",
+       "\n",
+       "   Total_Amt_Chng_Q4_Q1  Total_Trans_Amt  Total_Trans_Ct  Total_Ct_Chng_Q4_Q1  \\\n",
+       "0                 1.335             1144              42                1.625   \n",
+       "1                 1.541             1291              33                3.714   \n",
+       "2                 2.594             1887              20                2.333   \n",
+       "3                 1.405             1171              20                2.333   \n",
+       "4                 2.175              816              28                2.500   \n",
+       "\n",
+       "   Avg_Utilization_Ratio  \\\n",
+       "0                  0.061   \n",
+       "1                  0.105   \n",
+       "2                  0.000   \n",
+       "3                  0.760   \n",
+       "4                  0.000   \n",
+       "\n",
+       "   Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1  \\\n",
+       "0                                           0.000093                                                                                    \n",
+       "1                                           0.000057                                                                                    \n",
+       "2                                           0.000021                                                                                    \n",
+       "3                                           0.000134                                                                                    \n",
+       "4                                           0.000022                                                                                    \n",
+       "\n",
+       "   Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_2  \n",
+       "0                                            0.99991                                                                                   \n",
+       "1                                            0.99994                                                                                   \n",
+       "2                                            0.99998                                                                                   \n",
+       "3                                            0.99987                                                                                   \n",
+       "4                                            0.99998                                                                                   \n",
+       "\n",
+       "[5 rows x 23 columns]"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "dataset.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "dataset = dataset.dropna()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(7081, 23)"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "dataset.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
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+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
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+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>CLIENTNUM</th>\n",
+       "      <th>Attrition_Flag</th>\n",
+       "      <th>Customer_Age</th>\n",
+       "      <th>Gender</th>\n",
+       "      <th>Dependent_count</th>\n",
+       "      <th>Education_Level</th>\n",
+       "      <th>Marital_Status</th>\n",
+       "      <th>Income_Category</th>\n",
+       "      <th>Card_Category</th>\n",
+       "      <th>Months_on_book</th>\n",
+       "      <th>...</th>\n",
+       "      <th>Credit_Limit</th>\n",
+       "      <th>Total_Revolving_Bal</th>\n",
+       "      <th>Avg_Open_To_Buy</th>\n",
+       "      <th>Total_Amt_Chng_Q4_Q1</th>\n",
+       "      <th>Total_Trans_Amt</th>\n",
+       "      <th>Total_Trans_Ct</th>\n",
+       "      <th>Total_Ct_Chng_Q4_Q1</th>\n",
+       "      <th>Avg_Utilization_Ratio</th>\n",
+       "      <th>Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1</th>\n",
+       "      <th>Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_2</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>...</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>...</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>...</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>...</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>...</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10120</th>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>...</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10121</th>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>...</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10122</th>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>...</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10124</th>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>...</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10126</th>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>...</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>7081 rows × 23 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       CLIENTNUM  Attrition_Flag  Customer_Age  Gender  Dependent_count  \\\n",
+       "0          False           False         False   False            False   \n",
+       "1          False           False         False   False            False   \n",
+       "2          False           False         False   False            False   \n",
+       "4          False           False         False   False            False   \n",
+       "5          False           False         False   False            False   \n",
+       "...          ...             ...           ...     ...              ...   \n",
+       "10120      False           False         False   False            False   \n",
+       "10121      False           False         False   False            False   \n",
+       "10122      False           False         False   False            False   \n",
+       "10124      False           False         False   False            False   \n",
+       "10126      False           False         False   False            False   \n",
+       "\n",
+       "       Education_Level  Marital_Status  Income_Category  Card_Category  \\\n",
+       "0                False           False            False          False   \n",
+       "1                False           False            False          False   \n",
+       "2                False           False            False          False   \n",
+       "4                False           False            False          False   \n",
+       "5                False           False            False          False   \n",
+       "...                ...             ...              ...            ...   \n",
+       "10120            False           False            False          False   \n",
+       "10121            False           False            False          False   \n",
+       "10122            False           False            False          False   \n",
+       "10124            False           False            False          False   \n",
+       "10126            False           False            False          False   \n",
+       "\n",
+       "       Months_on_book  ...  Credit_Limit  Total_Revolving_Bal  \\\n",
+       "0               False  ...         False                False   \n",
+       "1               False  ...         False                False   \n",
+       "2               False  ...         False                False   \n",
+       "4               False  ...         False                False   \n",
+       "5               False  ...         False                False   \n",
+       "...               ...  ...           ...                  ...   \n",
+       "10120           False  ...         False                False   \n",
+       "10121           False  ...         False                False   \n",
+       "10122           False  ...         False                False   \n",
+       "10124           False  ...         False                False   \n",
+       "10126           False  ...         False                False   \n",
+       "\n",
+       "       Avg_Open_To_Buy  Total_Amt_Chng_Q4_Q1  Total_Trans_Amt  Total_Trans_Ct  \\\n",
+       "0                False                 False            False           False   \n",
+       "1                False                 False            False           False   \n",
+       "2                False                 False            False           False   \n",
+       "4                False                 False            False           False   \n",
+       "5                False                 False            False           False   \n",
+       "...                ...                   ...              ...             ...   \n",
+       "10120            False                 False            False           False   \n",
+       "10121            False                 False            False           False   \n",
+       "10122            False                 False            False           False   \n",
+       "10124            False                 False            False           False   \n",
+       "10126            False                 False            False           False   \n",
+       "\n",
+       "       Total_Ct_Chng_Q4_Q1  Avg_Utilization_Ratio  \\\n",
+       "0                    False                  False   \n",
+       "1                    False                  False   \n",
+       "2                    False                  False   \n",
+       "4                    False                  False   \n",
+       "5                    False                  False   \n",
+       "...                    ...                    ...   \n",
+       "10120                False                  False   \n",
+       "10121                False                  False   \n",
+       "10122                False                  False   \n",
+       "10124                False                  False   \n",
+       "10126                False                  False   \n",
+       "\n",
+       "       Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1  \\\n",
+       "0                                                  False                                                                                    \n",
+       "1                                                  False                                                                                    \n",
+       "2                                                  False                                                                                    \n",
+       "4                                                  False                                                                                    \n",
+       "5                                                  False                                                                                    \n",
+       "...                                                  ...                                                                                    \n",
+       "10120                                              False                                                                                    \n",
+       "10121                                              False                                                                                    \n",
+       "10122                                              False                                                                                    \n",
+       "10124                                              False                                                                                    \n",
+       "10126                                              False                                                                                    \n",
+       "\n",
+       "       Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_2  \n",
+       "0                                                  False                                                                                   \n",
+       "1                                                  False                                                                                   \n",
+       "2                                                  False                                                                                   \n",
+       "4                                                  False                                                                                   \n",
+       "5                                                  False                                                                                   \n",
+       "...                                                  ...                                                                                   \n",
+       "10120                                              False                                                                                   \n",
+       "10121                                              False                                                                                   \n",
+       "10122                                              False                                                                                   \n",
+       "10124                                              False                                                                                   \n",
+       "10126                                              False                                                                                   \n",
+       "\n",
+       "[7081 rows x 23 columns]"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "dataset.isnull()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "bins=[25,30,40,50,60,70,80]\n",
+    "labels = ['20s','30s','40s','50s','60s','70s']\n",
+    "dataset[\"new\"]=pd.cut(dataset['Customer_Age'],bins=bins,labels=labels,include_lowest=True,right=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>CLIENTNUM</th>\n",
+       "      <th>Attrition_Flag</th>\n",
+       "      <th>Customer_Age</th>\n",
+       "      <th>Gender</th>\n",
+       "      <th>Dependent_count</th>\n",
+       "      <th>Education_Level</th>\n",
+       "      <th>Marital_Status</th>\n",
+       "      <th>Income_Category</th>\n",
+       "      <th>Card_Category</th>\n",
+       "      <th>Months_on_book</th>\n",
+       "      <th>...</th>\n",
+       "      <th>Total_Revolving_Bal</th>\n",
+       "      <th>Avg_Open_To_Buy</th>\n",
+       "      <th>Total_Amt_Chng_Q4_Q1</th>\n",
+       "      <th>Total_Trans_Amt</th>\n",
+       "      <th>Total_Trans_Ct</th>\n",
+       "      <th>Total_Ct_Chng_Q4_Q1</th>\n",
+       "      <th>Avg_Utilization_Ratio</th>\n",
+       "      <th>Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1</th>\n",
+       "      <th>Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_2</th>\n",
+       "      <th>new</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>90032</td>\n",
+       "      <td>Existing Customer</td>\n",
+       "      <td>45</td>\n",
+       "      <td>M</td>\n",
+       "      <td>3</td>\n",
+       "      <td>High School</td>\n",
+       "      <td>Married</td>\n",
+       "      <td>$60K - $80K</td>\n",
+       "      <td>Blue</td>\n",
+       "      <td>39</td>\n",
+       "      <td>...</td>\n",
+       "      <td>777</td>\n",
+       "      <td>11914.0</td>\n",
+       "      <td>1.335</td>\n",
+       "      <td>1144</td>\n",
+       "      <td>42</td>\n",
+       "      <td>1.625</td>\n",
+       "      <td>0.061</td>\n",
+       "      <td>0.000093</td>\n",
+       "      <td>0.99991</td>\n",
+       "      <td>40s</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>90033</td>\n",
+       "      <td>Existing Customer</td>\n",
+       "      <td>49</td>\n",
+       "      <td>F</td>\n",
+       "      <td>5</td>\n",
+       "      <td>Graduate</td>\n",
+       "      <td>Single</td>\n",
+       "      <td>Less than $40K</td>\n",
+       "      <td>Blue</td>\n",
+       "      <td>44</td>\n",
+       "      <td>...</td>\n",
+       "      <td>864</td>\n",
+       "      <td>7392.0</td>\n",
+       "      <td>1.541</td>\n",
+       "      <td>1291</td>\n",
+       "      <td>33</td>\n",
+       "      <td>3.714</td>\n",
+       "      <td>0.105</td>\n",
+       "      <td>0.000057</td>\n",
+       "      <td>0.99994</td>\n",
+       "      <td>40s</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>90034</td>\n",
+       "      <td>Existing Customer</td>\n",
+       "      <td>51</td>\n",
+       "      <td>M</td>\n",
+       "      <td>3</td>\n",
+       "      <td>Graduate</td>\n",
+       "      <td>Married</td>\n",
+       "      <td>$80K - $120K</td>\n",
+       "      <td>Blue</td>\n",
+       "      <td>36</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3418.0</td>\n",
+       "      <td>2.594</td>\n",
+       "      <td>1887</td>\n",
+       "      <td>20</td>\n",
+       "      <td>2.333</td>\n",
+       "      <td>0.000</td>\n",
+       "      <td>0.000021</td>\n",
+       "      <td>0.99998</td>\n",
+       "      <td>50s</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>90036</td>\n",
+       "      <td>Existing Customer</td>\n",
+       "      <td>40</td>\n",
+       "      <td>M</td>\n",
+       "      <td>3</td>\n",
+       "      <td>Uneducated</td>\n",
+       "      <td>Married</td>\n",
+       "      <td>$60K - $80K</td>\n",
+       "      <td>Blue</td>\n",
+       "      <td>21</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4716.0</td>\n",
+       "      <td>2.175</td>\n",
+       "      <td>816</td>\n",
+       "      <td>28</td>\n",
+       "      <td>2.500</td>\n",
+       "      <td>0.000</td>\n",
+       "      <td>0.000022</td>\n",
+       "      <td>0.99998</td>\n",
+       "      <td>40s</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>90037</td>\n",
+       "      <td>Existing Customer</td>\n",
+       "      <td>44</td>\n",
+       "      <td>M</td>\n",
+       "      <td>2</td>\n",
+       "      <td>Graduate</td>\n",
+       "      <td>Married</td>\n",
+       "      <td>$40K - $60K</td>\n",
+       "      <td>Blue</td>\n",
+       "      <td>36</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1247</td>\n",
+       "      <td>2763.0</td>\n",
+       "      <td>1.376</td>\n",
+       "      <td>1088</td>\n",
+       "      <td>24</td>\n",
+       "      <td>0.846</td>\n",
+       "      <td>0.311</td>\n",
+       "      <td>0.000055</td>\n",
+       "      <td>0.99994</td>\n",
+       "      <td>40s</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 24 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   CLIENTNUM     Attrition_Flag  Customer_Age Gender  Dependent_count  \\\n",
+       "0      90032  Existing Customer            45      M                3   \n",
+       "1      90033  Existing Customer            49      F                5   \n",
+       "2      90034  Existing Customer            51      M                3   \n",
+       "4      90036  Existing Customer            40      M                3   \n",
+       "5      90037  Existing Customer            44      M                2   \n",
+       "\n",
+       "  Education_Level Marital_Status Income_Category Card_Category  \\\n",
+       "0     High School        Married     $60K - $80K          Blue   \n",
+       "1        Graduate         Single  Less than $40K          Blue   \n",
+       "2        Graduate        Married    $80K - $120K          Blue   \n",
+       "4      Uneducated        Married     $60K - $80K          Blue   \n",
+       "5        Graduate        Married     $40K - $60K          Blue   \n",
+       "\n",
+       "   Months_on_book  ...  Total_Revolving_Bal  Avg_Open_To_Buy  \\\n",
+       "0              39  ...                  777          11914.0   \n",
+       "1              44  ...                  864           7392.0   \n",
+       "2              36  ...                    0           3418.0   \n",
+       "4              21  ...                    0           4716.0   \n",
+       "5              36  ...                 1247           2763.0   \n",
+       "\n",
+       "   Total_Amt_Chng_Q4_Q1  Total_Trans_Amt  Total_Trans_Ct  Total_Ct_Chng_Q4_Q1  \\\n",
+       "0                 1.335             1144              42                1.625   \n",
+       "1                 1.541             1291              33                3.714   \n",
+       "2                 2.594             1887              20                2.333   \n",
+       "4                 2.175              816              28                2.500   \n",
+       "5                 1.376             1088              24                0.846   \n",
+       "\n",
+       "   Avg_Utilization_Ratio  \\\n",
+       "0                  0.061   \n",
+       "1                  0.105   \n",
+       "2                  0.000   \n",
+       "4                  0.000   \n",
+       "5                  0.311   \n",
+       "\n",
+       "   Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1  \\\n",
+       "0                                           0.000093                                                                                    \n",
+       "1                                           0.000057                                                                                    \n",
+       "2                                           0.000021                                                                                    \n",
+       "4                                           0.000022                                                                                    \n",
+       "5                                           0.000055                                                                                    \n",
+       "\n",
+       "   Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_2  \\\n",
+       "0                                            0.99991                                                                                    \n",
+       "1                                            0.99994                                                                                    \n",
+       "2                                            0.99998                                                                                    \n",
+       "4                                            0.99998                                                                                    \n",
+       "5                                            0.99994                                                                                    \n",
+       "\n",
+       "   new  \n",
+       "0  40s  \n",
+       "1  40s  \n",
+       "2  50s  \n",
+       "4  40s  \n",
+       "5  40s  \n",
+       "\n",
+       "[5 rows x 24 columns]"
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "dataset.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Attrition_Flag\n",
+       "Existing Customer    5968\n",
+       "Attrited Customer    1113\n",
+       "Name: count, dtype: int64"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "#EDA\n",
+    "\n",
+    "dataset[\"Attrition_Flag\"].value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>CLIENTNUM</th>\n",
+       "      <th>Customer_Age</th>\n",
+       "      <th>Dependent_count</th>\n",
+       "      <th>Months_on_book</th>\n",
+       "      <th>Total_Relationship_Count</th>\n",
+       "      <th>Months_Inactive_12_mon</th>\n",
+       "      <th>Contacts_Count_12_mon</th>\n",
+       "      <th>Credit_Limit</th>\n",
+       "      <th>Total_Revolving_Bal</th>\n",
+       "      <th>Avg_Open_To_Buy</th>\n",
+       "      <th>Total_Amt_Chng_Q4_Q1</th>\n",
+       "      <th>Total_Trans_Amt</th>\n",
+       "      <th>Total_Trans_Ct</th>\n",
+       "      <th>Total_Ct_Chng_Q4_Q1</th>\n",
+       "      <th>Avg_Utilization_Ratio</th>\n",
+       "      <th>Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1</th>\n",
+       "      <th>Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_2</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>7081.000000</td>\n",
+       "      <td>7081.000000</td>\n",
+       "      <td>7081.000000</td>\n",
+       "      <td>7081.000000</td>\n",
+       "      <td>7081.000000</td>\n",
+       "      <td>7081.000000</td>\n",
+       "      <td>7081.000000</td>\n",
+       "      <td>7081.000000</td>\n",
+       "      <td>7081.000000</td>\n",
+       "      <td>7081.000000</td>\n",
+       "      <td>7081.000000</td>\n",
+       "      <td>7081.000000</td>\n",
+       "      <td>7081.000000</td>\n",
+       "      <td>7081.000000</td>\n",
+       "      <td>7081.000000</td>\n",
+       "      <td>7081.000000</td>\n",
+       "      <td>7081.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>95002.298122</td>\n",
+       "      <td>46.347691</td>\n",
+       "      <td>2.337805</td>\n",
+       "      <td>35.981359</td>\n",
+       "      <td>3.819376</td>\n",
+       "      <td>2.342607</td>\n",
+       "      <td>2.454456</td>\n",
+       "      <td>8492.773831</td>\n",
+       "      <td>1167.501624</td>\n",
+       "      <td>7325.272207</td>\n",
+       "      <td>0.760584</td>\n",
+       "      <td>4394.299816</td>\n",
+       "      <td>64.503319</td>\n",
+       "      <td>0.711508</td>\n",
+       "      <td>0.282313</td>\n",
+       "      <td>0.156531</td>\n",
+       "      <td>0.843469</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>2967.582990</td>\n",
+       "      <td>8.041225</td>\n",
+       "      <td>1.291649</td>\n",
+       "      <td>8.002609</td>\n",
+       "      <td>1.544444</td>\n",
+       "      <td>0.995104</td>\n",
+       "      <td>1.104917</td>\n",
+       "      <td>9126.072520</td>\n",
+       "      <td>812.315606</td>\n",
+       "      <td>9131.217585</td>\n",
+       "      <td>0.223139</td>\n",
+       "      <td>3468.461606</td>\n",
+       "      <td>23.809330</td>\n",
+       "      <td>0.238693</td>\n",
+       "      <td>0.278731</td>\n",
+       "      <td>0.362068</td>\n",
+       "      <td>0.362068</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>90032.000000</td>\n",
+       "      <td>26.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>13.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1438.300000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>3.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>510.000000</td>\n",
+       "      <td>10.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000008</td>\n",
+       "      <td>0.000569</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>92391.000000</td>\n",
+       "      <td>41.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>31.000000</td>\n",
+       "      <td>3.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2498.000000</td>\n",
+       "      <td>463.000000</td>\n",
+       "      <td>1248.000000</td>\n",
+       "      <td>0.629000</td>\n",
+       "      <td>2089.000000</td>\n",
+       "      <td>44.000000</td>\n",
+       "      <td>0.583000</td>\n",
+       "      <td>0.026000</td>\n",
+       "      <td>0.000099</td>\n",
+       "      <td>0.999670</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>94933.000000</td>\n",
+       "      <td>46.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>36.000000</td>\n",
+       "      <td>4.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>4287.000000</td>\n",
+       "      <td>1282.000000</td>\n",
+       "      <td>3250.000000</td>\n",
+       "      <td>0.735000</td>\n",
+       "      <td>3831.000000</td>\n",
+       "      <td>67.000000</td>\n",
+       "      <td>0.700000</td>\n",
+       "      <td>0.186000</td>\n",
+       "      <td>0.000181</td>\n",
+       "      <td>0.999820</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>97583.000000</td>\n",
+       "      <td>52.000000</td>\n",
+       "      <td>3.000000</td>\n",
+       "      <td>40.000000</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>3.000000</td>\n",
+       "      <td>3.000000</td>\n",
+       "      <td>10729.000000</td>\n",
+       "      <td>1781.000000</td>\n",
+       "      <td>9491.000000</td>\n",
+       "      <td>0.858000</td>\n",
+       "      <td>4740.000000</td>\n",
+       "      <td>80.000000</td>\n",
+       "      <td>0.818000</td>\n",
+       "      <td>0.515000</td>\n",
+       "      <td>0.000329</td>\n",
+       "      <td>0.999900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>100158.000000</td>\n",
+       "      <td>73.000000</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>56.000000</td>\n",
+       "      <td>6.000000</td>\n",
+       "      <td>6.000000</td>\n",
+       "      <td>6.000000</td>\n",
+       "      <td>34516.000000</td>\n",
+       "      <td>2517.000000</td>\n",
+       "      <td>34516.000000</td>\n",
+       "      <td>3.397000</td>\n",
+       "      <td>17995.000000</td>\n",
+       "      <td>134.000000</td>\n",
+       "      <td>3.714000</td>\n",
+       "      <td>0.999000</td>\n",
+       "      <td>0.999430</td>\n",
+       "      <td>0.999990</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "           CLIENTNUM  Customer_Age  Dependent_count  Months_on_book  \\\n",
+       "count    7081.000000   7081.000000      7081.000000     7081.000000   \n",
+       "mean    95002.298122     46.347691         2.337805       35.981359   \n",
+       "std      2967.582990      8.041225         1.291649        8.002609   \n",
+       "min     90032.000000     26.000000         0.000000       13.000000   \n",
+       "25%     92391.000000     41.000000         1.000000       31.000000   \n",
+       "50%     94933.000000     46.000000         2.000000       36.000000   \n",
+       "75%     97583.000000     52.000000         3.000000       40.000000   \n",
+       "max    100158.000000     73.000000         5.000000       56.000000   \n",
+       "\n",
+       "       Total_Relationship_Count  Months_Inactive_12_mon  \\\n",
+       "count               7081.000000             7081.000000   \n",
+       "mean                   3.819376                2.342607   \n",
+       "std                    1.544444                0.995104   \n",
+       "min                    1.000000                0.000000   \n",
+       "25%                    3.000000                2.000000   \n",
+       "50%                    4.000000                2.000000   \n",
+       "75%                    5.000000                3.000000   \n",
+       "max                    6.000000                6.000000   \n",
+       "\n",
+       "       Contacts_Count_12_mon  Credit_Limit  Total_Revolving_Bal  \\\n",
+       "count            7081.000000   7081.000000          7081.000000   \n",
+       "mean                2.454456   8492.773831          1167.501624   \n",
+       "std                 1.104917   9126.072520           812.315606   \n",
+       "min                 0.000000   1438.300000             0.000000   \n",
+       "25%                 2.000000   2498.000000           463.000000   \n",
+       "50%                 2.000000   4287.000000          1282.000000   \n",
+       "75%                 3.000000  10729.000000          1781.000000   \n",
+       "max                 6.000000  34516.000000          2517.000000   \n",
+       "\n",
+       "       Avg_Open_To_Buy  Total_Amt_Chng_Q4_Q1  Total_Trans_Amt  Total_Trans_Ct  \\\n",
+       "count      7081.000000           7081.000000      7081.000000     7081.000000   \n",
+       "mean       7325.272207              0.760584      4394.299816       64.503319   \n",
+       "std        9131.217585              0.223139      3468.461606       23.809330   \n",
+       "min           3.000000              0.000000       510.000000       10.000000   \n",
+       "25%        1248.000000              0.629000      2089.000000       44.000000   \n",
+       "50%        3250.000000              0.735000      3831.000000       67.000000   \n",
+       "75%        9491.000000              0.858000      4740.000000       80.000000   \n",
+       "max       34516.000000              3.397000     17995.000000      134.000000   \n",
+       "\n",
+       "       Total_Ct_Chng_Q4_Q1  Avg_Utilization_Ratio  \\\n",
+       "count          7081.000000            7081.000000   \n",
+       "mean              0.711508               0.282313   \n",
+       "std               0.238693               0.278731   \n",
+       "min               0.000000               0.000000   \n",
+       "25%               0.583000               0.026000   \n",
+       "50%               0.700000               0.186000   \n",
+       "75%               0.818000               0.515000   \n",
+       "max               3.714000               0.999000   \n",
+       "\n",
+       "       Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1  \\\n",
+       "count                                        7081.000000                                                                                    \n",
+       "mean                                            0.156531                                                                                    \n",
+       "std                                             0.362068                                                                                    \n",
+       "min                                             0.000008                                                                                    \n",
+       "25%                                             0.000099                                                                                    \n",
+       "50%                                             0.000181                                                                                    \n",
+       "75%                                             0.000329                                                                                    \n",
+       "max                                             0.999430                                                                                    \n",
+       "\n",
+       "       Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_2  \n",
+       "count                                        7081.000000                                                                                   \n",
+       "mean                                            0.843469                                                                                   \n",
+       "std                                             0.362068                                                                                   \n",
+       "min                                             0.000569                                                                                   \n",
+       "25%                                             0.999670                                                                                   \n",
+       "50%                                             0.999820                                                                                   \n",
+       "75%                                             0.999900                                                                                   \n",
+       "max                                             0.999990                                                                                   "
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "#Summary statistics\n",
+    "\n",
+    "# median is much better when\n",
+    "# there are outliers\n",
+    "\n",
+    "dataset.describe()"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -70,7 +1344,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.8.5"
+   "version": "3.12.1"
   }
  },
  "nbformat": 4,