Customer Churn Analysis
Fatimah Nizam - 17218825, Ilani Dayana s2003292
1/1/2021
Information Regarding the Dataset
The dataset BankChurners.csv is obtained from: https://www.kaggle.com/sakshigoyal7/credit-card-customers?select=BankChurners.csv
The purpose of using the Dataset:
Customer Churn or known as customer attrition happens when a company loss clients or its customers. Bank, insurance and telecommunication companies use customer churn analysis to analyze which existing customers more likely have the potential to leave the companies’ services. To retain existing customers cost lesser than finding new ones. This analysis focuses on analyzing the behaviour of bank customers who are more likely to close their accounts according to the other customers’ historical data.
Problem Statement: 1. Is there any significant difference between the customer age and income category? 2. Is there any relationship exists between the exists betwwen the income category and education level? 3. Which classification algorithms performance in the Customer Churn Prediction has a better accuracy?
Objectives/Goal:
- To determine the correlation for income category on education level using chi-square.
- To determine is there are any significance difference between customer age and income category using ANOVA table.
- To conduct the Customer Churn Prediction by using regression and classification algorithms such as Classification Tree and Extreme Gradient Boosting.
1. Import Libraries
#install.packages('ggcorrplot')
#install.packages('caTools')
#install.packages('DMwR')
#install.packages('xgboost')
#install.packages('ROCR')
#install.packages('janitor')The purposes of the libraries are:
library(ggcorrplot) : Correlation Matrix
library(tidyverse) : Data cleaning
library(caret) : Data Cleaning
library(knitr) : Create table comparison
library(caTools) : Fast calculation of AUC, LogitBoost Classifier library(DMwR) : Data Mining
library(xgboost) : Extreme Gradient Boosting Algorithm
library(ROCR) : AUC Curve
library(ggcorrplot)## Loading required package: ggplot2library(tidyverse)## -- Attaching packages --------------------------------------- tidyverse 1.3.0 --## v tibble 3.0.4 v dplyr 1.0.2
## v tidyr 1.1.2 v stringr 1.4.0
## v readr 1.4.0 v forcats 0.5.0
## v purrr 0.3.4## -- Conflicts ------------------------------------------ tidyverse_conflicts() --
## x dplyr::filter() masks stats::filter()
## x dplyr::lag() masks stats::lag()library(caret)## Loading required package: lattice##
## Attaching package: 'caret'## The following object is masked from 'package:purrr':
##
## liftlibrary(knitr)
library(caTools)
library(DMwR)## Loading required package: grid## Registered S3 method overwritten by 'quantmod':
## method from
## as.zoo.data.frame zoolibrary(e1071)
library(xgboost)##
## Attaching package: 'xgboost'## The following object is masked from 'package:dplyr':
##
## slicelibrary(ROCR)library(tinytex)
library(janitor)##
## Attaching package: 'janitor'## The following objects are masked from 'package:stats':
##
## chisq.test, fisher.test2. Data Extraction
The data is extracted from a csv file called BankChurners.csv. The dimension, summary and the class of the data are obtained.
#set the working directory
setwd("C:/Users/lenovo/Documents/R/Practice/Project")
#Import the data
BankData <- read.csv(file = 'BankChurners.csv')
head(BankData)## CLIENTNUM Attrition_Flag Customer_Age Gender Dependent_count
## 1 768805383 Existing Customer 45 M 3
## 2 818770008 Existing Customer 49 F 5
## 3 713982108 Existing Customer 51 M 3
## 4 769911858 Existing Customer 40 F 4
## 5 709106358 Existing Customer 40 M 3
## 6 713061558 Existing Customer 44 M 2
## Education_Level Marital_Status Income_Category Card_Category Months_on_book
## 1 High School Married $60K - $80K Blue 39
## 2 Graduate Single Less than $40K Blue 44
## 3 Graduate Married $80K - $120K Blue 36
## 4 High School Unknown Less than $40K Blue 34
## 5 Uneducated Married $60K - $80K Blue 21
## 6 Graduate Married $40K - $60K Blue 36
## Total_Relationship_Count Months_Inactive_12_mon Contacts_Count_12_mon
## 1 5 1 3
## 2 6 1 2
## 3 4 1 0
## 4 3 4 1
## 5 5 1 0
## 6 3 1 2
## Credit_Limit Total_Revolving_Bal Avg_Open_To_Buy Total_Amt_Chng_Q4_Q1
## 1 12691 777 11914 1.335
## 2 8256 864 7392 1.541
## 3 3418 0 3418 2.594
## 4 3313 2517 796 1.405
## 5 4716 0 4716 2.175
## 6 4010 1247 2763 1.376
## Total_Trans_Amt Total_Trans_Ct Total_Ct_Chng_Q4_Q1 Avg_Utilization_Ratio
## 1 1144 42 1.625 0.061
## 2 1291 33 3.714 0.105
## 3 1887 20 2.333 0.000
## 4 1171 20 2.333 0.760
## 5 816 28 2.500 0.000
## 6 1088 24 0.846 0.311
## Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1
## 1 9.3448e-05
## 2 5.6861e-05
## 3 2.1081e-05
## 4 1.3366e-04
## 5 2.1676e-05
## 6 5.5077e-05
## Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_2
## 1 0.99991
## 2 0.99994
## 3 0.99998
## 4 0.99987
## 5 0.99998
## 6 0.99994#The data is converted to dataframe
class(BankData)## [1] "data.frame"str(BankData)## 'data.frame': 10127 obs. of 23 variables:
## $ CLIENTNUM : int 768805383 818770008 713982108 769911858 709106358 713061558 810347208 818906208 710930508 719661558 ...
## $ Attrition_Flag : chr "Existing Customer" "Existing Customer" "Existing Customer" "Existing Customer" ...
## $ Customer_Age : int 45 49 51 40 40 44 51 32 37 48 ...
## $ Gender : chr "M" "F" "M" "F" ...
## $ Dependent_count : int 3 5 3 4 3 2 4 0 3 2 ...
## $ Education_Level : chr "High School" "Graduate" "Graduate" "High School" ...
## $ Marital_Status : chr "Married" "Single" "Married" "Unknown" ...
## $ Income_Category : chr "$60K - $80K" "Less than $40K" "$80K - $120K" "Less than $40K" ...
## $ Card_Category : chr "Blue" "Blue" "Blue" "Blue" ...
## $ Months_on_book : int 39 44 36 34 21 36 46 27 36 36 ...
## $ Total_Relationship_Count : int 5 6 4 3 5 3 6 2 5 6 ...
## $ Months_Inactive_12_mon : int 1 1 1 4 1 1 1 2 2 3 ...
## $ Contacts_Count_12_mon : int 3 2 0 1 0 2 3 2 0 3 ...
## $ Credit_Limit : num 12691 8256 3418 3313 4716 ...
## $ Total_Revolving_Bal : int 777 864 0 2517 0 1247 2264 1396 2517 1677 ...
## $ Avg_Open_To_Buy : num 11914 7392 3418 796 4716 ...
## $ Total_Amt_Chng_Q4_Q1 : num 1.33 1.54 2.59 1.4 2.17 ...
## $ Total_Trans_Amt : int 1144 1291 1887 1171 816 1088 1330 1538 1350 1441 ...
## $ Total_Trans_Ct : int 42 33 20 20 28 24 31 36 24 32 ...
## $ Total_Ct_Chng_Q4_Q1 : num 1.62 3.71 2.33 2.33 2.5 ...
## $ Avg_Utilization_Ratio : num 0.061 0.105 0 0.76 0 0.311 0.066 0.048 0.113 0.144 ...
## $ Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1: num 9.34e-05 5.69e-05 2.11e-05 1.34e-04 2.17e-05 ...
## $ Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_2: num 1 1 1 1 1 ...summary(BankData)## CLIENTNUM Attrition_Flag Customer_Age Gender
## Min. :708082083 Length:10127 Min. :26.00 Length:10127
## 1st Qu.:713036770 Class :character 1st Qu.:41.00 Class :character
## Median :717926358 Mode :character Median :46.00 Mode :character
## Mean :739177606 Mean :46.33
## 3rd Qu.:773143533 3rd Qu.:52.00
## Max. :828343083 Max. :73.00
## Dependent_count Education_Level Marital_Status Income_Category
## Min. :0.000 Length:10127 Length:10127 Length:10127
## 1st Qu.:1.000 Class :character Class :character Class :character
## Median :2.000 Mode :character Mode :character Mode :character
## Mean :2.346
## 3rd Qu.:3.000
## Max. :5.000
## Card_Category Months_on_book Total_Relationship_Count
## Length:10127 Min. :13.00 Min. :1.000
## Class :character 1st Qu.:31.00 1st Qu.:3.000
## Mode :character Median :36.00 Median :4.000
## Mean :35.93 Mean :3.813
## 3rd Qu.:40.00 3rd Qu.:5.000
## Max. :56.00 Max. :6.000
## Months_Inactive_12_mon Contacts_Count_12_mon Credit_Limit
## Min. :0.000 Min. :0.000 Min. : 1438
## 1st Qu.:2.000 1st Qu.:2.000 1st Qu.: 2555
## Median :2.000 Median :2.000 Median : 4549
## Mean :2.341 Mean :2.455 Mean : 8632
## 3rd Qu.:3.000 3rd Qu.:3.000 3rd Qu.:11068
## Max. :6.000 Max. :6.000 Max. :34516
## Total_Revolving_Bal Avg_Open_To_Buy Total_Amt_Chng_Q4_Q1 Total_Trans_Amt
## Min. : 0 Min. : 3 Min. :0.0000 Min. : 510
## 1st Qu.: 359 1st Qu.: 1324 1st Qu.:0.6310 1st Qu.: 2156
## Median :1276 Median : 3474 Median :0.7360 Median : 3899
## Mean :1163 Mean : 7469 Mean :0.7599 Mean : 4404
## 3rd Qu.:1784 3rd Qu.: 9859 3rd Qu.:0.8590 3rd Qu.: 4741
## Max. :2517 Max. :34516 Max. :3.3970 Max. :18484
## Total_Trans_Ct Total_Ct_Chng_Q4_Q1 Avg_Utilization_Ratio
## Min. : 10.00 Min. :0.0000 Min. :0.0000
## 1st Qu.: 45.00 1st Qu.:0.5820 1st Qu.:0.0230
## Median : 67.00 Median :0.7020 Median :0.1760
## Mean : 64.86 Mean :0.7122 Mean :0.2749
## 3rd Qu.: 81.00 3rd Qu.:0.8180 3rd Qu.:0.5030
## Max. :139.00 Max. :3.7140 Max. :0.9990
## Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1
## Min. :0.0000077
## 1st Qu.:0.0000990
## Median :0.0001815
## Mean :0.1599975
## 3rd Qu.:0.0003373
## Max. :0.9995800
## Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_2
## Min. :0.00042
## 1st Qu.:0.99966
## Median :0.99982
## Mean :0.84000
## 3rd Qu.:0.99990
## Max. :0.99999dim(BankData)## [1] 10127 233. Data Wrangling
Remove the columns/features that are not used in the data analysis and convert the neccessary features to factors. Remove the NA or Null values.
#Remove the unwanted column and convert the necessary features into factors
BankData <- BankData %>%
dplyr::select(-CLIENTNUM, -Marital_Status, -Dependent_count, -Total_Relationship_Count, -Contacts_Count_12_mon , -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 , -Months_Inactive_12_mon, -Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_2) %>%
mutate(Attrition_Flag = as.factor(Attrition_Flag),
Gender = as.factor(Gender),
Education_Level = as.factor(Education_Level),
Card_Category = as.factor(Card_Category),
Income_Category = as.factor(Income_Category))
#Check NA
sapply(BankData, function(x) sum(is.na(x)))## Attrition_Flag Customer_Age Gender Education_Level Income_Category
## 0 0 0 0 0
## Card_Category Months_on_book Credit_Limit
## 0 0 0BankData## Attrition_Flag Customer_Age Gender Education_Level Income_Category
## 1 Existing Customer 45 M High School $60K - $80K
## 2 Existing Customer 49 F Graduate Less than $40K
## 3 Existing Customer 51 M Graduate $80K - $120K
## 4 Existing Customer 40 F High School Less than $40K
## 5 Existing Customer 40 M Uneducated $60K - $80K
## 6 Existing Customer 44 M Graduate $40K - $60K
## 7 Existing Customer 51 M Unknown $120K +
## 8 Existing Customer 32 M High School $60K - $80K
## 9 Existing Customer 37 M Uneducated $60K - $80K
## 10 Existing Customer 48 M Graduate $80K - $120K
## 11 Existing Customer 42 M Uneducated $120K +
## 12 Existing Customer 65 M Unknown $40K - $60K
## 13 Existing Customer 56 M College $80K - $120K
## 14 Existing Customer 35 M Graduate $60K - $80K
## 15 Existing Customer 57 F Graduate Less than $40K
## 16 Existing Customer 44 M Unknown $80K - $120K
## 17 Existing Customer 48 M Post-Graduate $80K - $120K
## 18 Existing Customer 41 M Unknown $80K - $120K
## 19 Existing Customer 61 M High School $40K - $60K
## 20 Existing Customer 45 F Graduate Unknown
## 21 Existing Customer 47 M Doctorate $60K - $80K
## 22 Attrited Customer 62 F Graduate Less than $40K
## 23 Existing Customer 41 M High School $40K - $60K
## 24 Existing Customer 47 F Unknown Less than $40K
## 25 Existing Customer 54 M Unknown $80K - $120K
## 26 Existing Customer 41 F Graduate Less than $40K
## 27 Existing Customer 59 M High School $40K - $60K
## 28 Existing Customer 63 M Unknown $60K - $80K
## 29 Existing Customer 44 F Uneducated Unknown
## 30 Existing Customer 47 M High School $40K - $60K
## 31 Existing Customer 53 M Unknown $80K - $120K
## 32 Existing Customer 53 M Uneducated $60K - $80K
## 33 Existing Customer 41 M Graduate $60K - $80K
## 34 Existing Customer 53 F College Less than $40K
## 35 Existing Customer 58 M Graduate $80K - $120K
## 36 Existing Customer 55 F College Less than $40K
## 37 Existing Customer 55 F Graduate Less than $40K
## 38 Existing Customer 42 F High School Less than $40K
## 39 Existing Customer 57 F Graduate $40K - $60K
## 40 Attrited Customer 66 F Doctorate Unknown
## 41 Existing Customer 45 M Graduate $80K - $120K
## 42 Existing Customer 51 M Unknown $40K - $60K
## 43 Existing Customer 50 F College $40K - $60K
## 44 Existing Customer 49 M High School $60K - $80K
## 45 Existing Customer 38 F Graduate Unknown
## 46 Existing Customer 49 M Uneducated $80K - $120K
## 47 Existing Customer 56 M Doctorate $60K - $80K
## 48 Existing Customer 59 M Doctorate $40K - $60K
## 49 Existing Customer 46 M High School $80K - $120K
## 50 Existing Customer 52 M College $80K - $120K
## 51 Existing Customer 52 F Unknown Less than $40K
## 52 Attrited Customer 54 F Graduate Less than $40K
## 53 Existing Customer 66 F High School Less than $40K
## 54 Existing Customer 49 M Unknown $120K +
## 55 Attrited Customer 56 M Graduate $120K +
## 56 Existing Customer 49 F Graduate Less than $40K
## 57 Existing Customer 49 F Graduate Less than $40K
## 58 Existing Customer 56 M Uneducated $40K - $60K
## 59 Existing Customer 44 F Graduate Unknown
## 60 Existing Customer 42 M High School $60K - $80K
## 61 Existing Customer 55 M Unknown $80K - $120K
## 62 Attrited Customer 48 M Graduate $60K - $80K
## 63 Existing Customer 39 M High School $60K - $80K
## 64 Existing Customer 44 M Post-Graduate $120K +
## 65 Existing Customer 53 M High School $120K +
## 66 Existing Customer 51 M Uneducated $80K - $120K
## 67 Existing Customer 57 M College $60K - $80K
## 68 Existing Customer 44 F Uneducated Less than $40K
## 69 Existing Customer 49 M Graduate $60K - $80K
## 70 Existing Customer 50 M Doctorate $80K - $120K
## 71 Existing Customer 51 M Graduate $120K +
## 72 Existing Customer 55 F Graduate Less than $40K
## 73 Existing Customer 54 M Graduate $60K - $80K
## 74 Existing Customer 42 M Uneducated $80K - $120K
## 75 Existing Customer 44 M College $60K - $80K
## 76 Existing Customer 53 M Graduate $80K - $120K
## 77 Existing Customer 44 F Graduate Less than $40K
## 78 Existing Customer 37 F Uneducated Less than $40K
## 79 Existing Customer 49 M Graduate $60K - $80K
## 80 Existing Customer 47 M Graduate $80K - $120K
## 81 Existing Customer 47 M Graduate $60K - $80K
## 82 Existing Customer 44 M Unknown $120K +
## 83 Attrited Customer 55 F Unknown $40K - $60K
## 84 Existing Customer 59 F Graduate Unknown
## 85 Existing Customer 53 M Graduate $80K - $120K
## 86 Existing Customer 52 M Graduate $60K - $80K
## 87 Existing Customer 53 M High School $120K +
## 88 Existing Customer 43 F Uneducated Less than $40K
## 89 Existing Customer 44 M High School $60K - $80K
## 90 Existing Customer 57 M Unknown $120K +
## 91 Existing Customer 51 F High School Less than $40K
## 92 Existing Customer 49 M High School $80K - $120K
## 93 Existing Customer 45 M Graduate $40K - $60K
## 94 Existing Customer 53 M Graduate $80K - $120K
## 95 Existing Customer 45 F Unknown Unknown
## 96 Existing Customer 64 M Graduate Less than $40K
## 97 Existing Customer 45 M Graduate $40K - $60K
## 98 Existing Customer 53 M Doctorate $40K - $60K
## 99 Existing Customer 56 M College $120K +
## 100 Attrited Customer 47 M Unknown $80K - $120K
## 101 Existing Customer 49 F College Unknown
## 102 Existing Customer 41 F Unknown Unknown
## 103 Existing Customer 53 M Graduate $120K +
## 104 Existing Customer 44 F Graduate Less than $40K
## 105 Existing Customer 44 M High School $60K - $80K
## 106 Existing Customer 43 F Post-Graduate Less than $40K
## 107 Existing Customer 53 M Post-Graduate $120K +
## 108 Existing Customer 44 M Uneducated $60K - $80K
## 109 Existing Customer 62 F Unknown Less than $40K
## 110 Existing Customer 54 M Unknown $120K +
## 111 Existing Customer 57 M Graduate $60K - $80K
## 112 Existing Customer 42 M Unknown $60K - $80K
## 113 Existing Customer 42 M High School $60K - $80K
## 114 Existing Customer 54 F Uneducated Less than $40K
## 115 Existing Customer 48 M Graduate $80K - $120K
## 116 Existing Customer 49 M Graduate $80K - $120K
## 117 Existing Customer 52 M High School $80K - $120K
## 118 Existing Customer 50 M High School $80K - $120K
## 119 Existing Customer 49 M Doctorate $60K - $80K
## 120 Existing Customer 53 F High School Less than $40K
## 121 Existing Customer 50 M Graduate $120K +
## 122 Existing Customer 55 F Doctorate Less than $40K
## 123 Existing Customer 53 M High School $80K - $120K
## 124 Existing Customer 47 F High School $40K - $60K
## 125 Existing Customer 55 M College $120K +
## 126 Existing Customer 47 M Graduate $60K - $80K
## 127 Existing Customer 58 M Graduate $120K +
## 128 Attrited Customer 53 M Graduate $80K - $120K
## 129 Existing Customer 52 M High School $40K - $60K
## 130 Existing Customer 50 F Uneducated Less than $40K
## 131 Existing Customer 42 F Graduate Less than $40K
## 132 Existing Customer 43 M Unknown $40K - $60K
## 133 Existing Customer 57 M Graduate $80K - $120K
## 134 Existing Customer 52 M Graduate $80K - $120K
## 135 Existing Customer 47 M Doctorate Less than $40K
## 136 Existing Customer 44 F Graduate $40K - $60K
## 137 Existing Customer 53 M High School $60K - $80K
## 138 Existing Customer 45 M College $60K - $80K
## 139 Existing Customer 63 F College Unknown
## 140 Existing Customer 39 F Post-Graduate Less than $40K
## 141 Attrited Customer 48 F High School Less than $40K
## 142 Existing Customer 51 M Unknown $120K +
## 143 Existing Customer 54 M Graduate $80K - $120K
## 144 Existing Customer 59 F Graduate Less than $40K
## 145 Attrited Customer 59 M College $60K - $80K
## 146 Attrited Customer 48 F Uneducated Less than $40K
## 147 Existing Customer 41 F Graduate Less than $40K
## 148 Existing Customer 55 M Graduate $120K +
## 149 Existing Customer 47 F Graduate Unknown
## 150 Existing Customer 41 M High School $80K - $120K
## 151 Existing Customer 40 M High School $80K - $120K
## 152 Existing Customer 68 M Graduate Unknown
## 153 Existing Customer 50 F Graduate $40K - $60K
## 154 Existing Customer 47 M Uneducated $60K - $80K
## 155 Existing Customer 53 F College Less than $40K
## 156 Existing Customer 42 F Unknown $40K - $60K
## 157 Existing Customer 48 F High School $40K - $60K
## 158 Existing Customer 49 M Doctorate $120K +
## 159 Existing Customer 44 F Uneducated Unknown
## 160 Existing Customer 43 F Graduate Less than $40K
## 161 Existing Customer 56 M High School $80K - $120K
## 162 Existing Customer 59 F College Unknown
## 163 Existing Customer 46 M Uneducated $60K - $80K
## 164 Existing Customer 47 F Unknown Less than $40K
## 165 Existing Customer 50 F Uneducated $40K - $60K
## 166 Existing Customer 51 F Uneducated Less than $40K
## 167 Existing Customer 47 F Uneducated Less than $40K
## 168 Existing Customer 58 F Uneducated Less than $40K
## 169 Attrited Customer 46 M Graduate $80K - $120K
## 170 Existing Customer 53 M High School $60K - $80K
## 171 Existing Customer 45 F Uneducated Unknown
## 172 Existing Customer 52 F High School Less than $40K
## 173 Attrited Customer 53 M Unknown $80K - $120K
## 174 Existing Customer 50 M High School $80K - $120K
## 175 Existing Customer 41 F High School $40K - $60K
## 176 Existing Customer 45 F Graduate $40K - $60K
## 177 Existing Customer 53 M Uneducated $80K - $120K
## 178 Existing Customer 67 F Graduate Less than $40K
## 179 Existing Customer 57 F Uneducated $40K - $60K
## 180 Existing Customer 59 F Uneducated $40K - $60K
## 181 Existing Customer 45 M Uneducated $40K - $60K
## 182 Existing Customer 51 M Graduate $80K - $120K
## 183 Existing Customer 59 F Uneducated Less than $40K
## 184 Existing Customer 53 M Graduate $60K - $80K
## 185 Existing Customer 47 M Graduate $60K - $80K
## 186 Existing Customer 49 F Uneducated Unknown
## 187 Existing Customer 49 M Post-Graduate $80K - $120K
## 188 Existing Customer 60 F College Less than $40K
## 189 Existing Customer 50 F High School Less than $40K
## 190 Existing Customer 41 F Post-Graduate Unknown
## 191 Existing Customer 57 M Graduate $80K - $120K
## 192 Existing Customer 43 M Graduate $80K - $120K
## 193 Existing Customer 57 F Graduate Less than $40K
## 194 Existing Customer 54 M Doctorate $120K +
## 195 Existing Customer 51 F Post-Graduate Less than $40K
## 196 Existing Customer 47 F High School Less than $40K
## 197 Existing Customer 41 M High School $120K +
## 198 Existing Customer 53 M Uneducated $80K - $120K
## 199 Attrited Customer 68 M High School Less than $40K
## 200 Existing Customer 59 M College $60K - $80K
## 201 Existing Customer 48 M Unknown $80K - $120K
## 202 Existing Customer 44 M Graduate $60K - $80K
## 203 Existing Customer 48 M College $80K - $120K
## 204 Existing Customer 47 M Graduate $60K - $80K
## 205 Existing Customer 47 M Graduate $60K - $80K
## 206 Existing Customer 43 F High School Less than $40K
## 207 Attrited Customer 55 F Graduate Less than $40K
## 208 Attrited Customer 59 M Post-Graduate $60K - $80K
## 209 Existing Customer 63 M Graduate $40K - $60K
## 210 Existing Customer 58 M College $120K +
## 211 Existing Customer 53 F High School Less than $40K
## 212 Existing Customer 59 M Unknown $80K - $120K
## 213 Existing Customer 52 M Graduate $120K +
## 214 Existing Customer 48 M High School $60K - $80K
## 215 Existing Customer 43 M High School $40K - $60K
## 216 Existing Customer 48 M College Less than $40K
## 217 Existing Customer 43 F Graduate Less than $40K
## 218 Existing Customer 44 M Unknown $60K - $80K
## 219 Existing Customer 41 M High School $80K - $120K
## 220 Existing Customer 44 F Uneducated Less than $40K
## 221 Existing Customer 50 M Unknown $40K - $60K
## 222 Existing Customer 60 F Uneducated Less than $40K
## 223 Existing Customer 44 M Graduate $80K - $120K
## 224 Existing Customer 48 F Graduate $40K - $60K
## 225 Existing Customer 44 F Graduate Less than $40K
## 226 Existing Customer 41 M High School $80K - $120K
## 227 Existing Customer 45 M College $60K - $80K
## 228 Existing Customer 47 F Uneducated Less than $40K
## 229 Existing Customer 51 F Graduate Less than $40K
## 230 Existing Customer 51 M Graduate $120K +
## 231 Attrited Customer 60 F Uneducated $40K - $60K
## 232 Existing Customer 57 M Unknown $80K - $120K
## 233 Existing Customer 41 M Graduate $120K +
## 234 Existing Customer 44 M Post-Graduate $80K - $120K
## 235 Existing Customer 43 M College $60K - $80K
## 236 Existing Customer 55 M College $60K - $80K
## 237 Attrited Customer 52 M Uneducated $80K - $120K
## 238 Existing Customer 44 M Graduate $80K - $120K
## 239 Existing Customer 41 M Uneducated $40K - $60K
## 240 Existing Customer 44 M Unknown $80K - $120K
## 241 Attrited Customer 53 F Unknown Less than $40K
## 242 Existing Customer 39 M High School $80K - $120K
## 243 Attrited Customer 49 M College $40K - $60K
## 244 Attrited Customer 45 F College Less than $40K
## 245 Existing Customer 54 M Graduate $80K - $120K
## 246 Existing Customer 49 M Uneducated $80K - $120K
## 247 Existing Customer 46 F Doctorate Unknown
## 248 Attrited Customer 46 M High School $120K +
## 249 Existing Customer 47 M Graduate $60K - $80K
## 250 Existing Customer 44 M Doctorate $60K - $80K
## 251 Existing Customer 50 M Post-Graduate $120K +
## 252 Existing Customer 73 M High School $40K - $60K
## 253 Existing Customer 56 M Unknown $40K - $60K
## 254 Attrited Customer 59 M High School $40K - $60K
## 255 Existing Customer 70 M High School Less than $40K
## 256 Existing Customer 55 F High School Less than $40K
## 257 Existing Customer 43 M Unknown $60K - $80K
## 258 Existing Customer 45 M Uneducated $120K +
## 259 Existing Customer 45 F Uneducated $40K - $60K
## 260 Existing Customer 40 M Graduate $40K - $60K
## 261 Existing Customer 36 M College $80K - $120K
## 262 Attrited Customer 59 F Post-Graduate $40K - $60K
## 263 Existing Customer 43 M Unknown $60K - $80K
## 264 Existing Customer 46 F Unknown Less than $40K
## 265 Existing Customer 41 M Uneducated $40K - $60K
## 266 Existing Customer 51 F Graduate Less than $40K
## 267 Existing Customer 51 F Unknown Less than $40K
## 268 Existing Customer 43 F Graduate Unknown
## 269 Attrited Customer 64 F High School $40K - $60K
## 270 Existing Customer 54 M Graduate $60K - $80K
## 271 Existing Customer 48 M Unknown $40K - $60K
## 272 Existing Customer 40 M Uneducated $60K - $80K
## 273 Existing Customer 57 M Uneducated $40K - $60K
## 274 Existing Customer 45 M Graduate $80K - $120K
## 275 Existing Customer 41 M High School $80K - $120K
## 276 Existing Customer 42 F Uneducated Less than $40K
## 277 Attrited Customer 45 M Graduate $60K - $80K
## 278 Existing Customer 42 F Uneducated Less than $40K
## 279 Existing Customer 47 M Uneducated $80K - $120K
## 280 Existing Customer 48 F High School $40K - $60K
## 281 Existing Customer 43 M Graduate $80K - $120K
## 282 Existing Customer 41 M High School $80K - $120K
## 283 Existing Customer 54 F Uneducated $40K - $60K
## 284 Attrited Customer 54 F High School Unknown
## 285 Existing Customer 61 M Graduate $40K - $60K
## 286 Existing Customer 61 M Uneducated $80K - $120K
## 287 Attrited Customer 48 M High School $120K +
## 288 Existing Customer 45 F Graduate Less than $40K
## 289 Attrited Customer 54 F Graduate Unknown
## 290 Existing Customer 54 F Doctorate Unknown
## 291 Existing Customer 44 M Graduate $60K - $80K
## 292 Existing Customer 50 F Doctorate Unknown
## 293 Existing Customer 55 M Doctorate $60K - $80K
## 294 Existing Customer 48 M Graduate $40K - $60K
## 295 Existing Customer 45 M College $60K - $80K
## 296 Existing Customer 60 M High School $40K - $60K
## 297 Existing Customer 55 M High School $40K - $60K
## 298 Existing Customer 62 F High School $40K - $60K
## 299 Existing Customer 38 F High School Less than $40K
## 300 Existing Customer 46 M High School $40K - $60K
## 301 Existing Customer 50 M High School $120K +
## 302 Existing Customer 45 M Uneducated $60K - $80K
## 303 Existing Customer 47 M Post-Graduate $60K - $80K
## 304 Existing Customer 48 M College $60K - $80K
## 305 Existing Customer 35 M Uneducated $60K - $80K
## 306 Existing Customer 51 M Graduate $120K +
## 307 Existing Customer 36 F High School Unknown
## 308 Existing Customer 47 M Graduate $80K - $120K
## 309 Existing Customer 52 M Graduate $120K +
## 310 Existing Customer 43 F Uneducated Less than $40K
## 311 Existing Customer 63 M High School $40K - $60K
## 312 Existing Customer 61 M Graduate $60K - $80K
## 313 Existing Customer 53 M Uneducated $60K - $80K
## 314 Existing Customer 53 F Graduate Less than $40K
## 315 Attrited Customer 57 M Graduate $120K +
## 316 Existing Customer 38 F Graduate Unknown
## 317 Existing Customer 53 M High School $60K - $80K
## 318 Existing Customer 63 F Unknown Less than $40K
## 319 Existing Customer 49 F High School Less than $40K
## 320 Existing Customer 45 M High School $80K - $120K
## 321 Existing Customer 67 M Graduate $40K - $60K
## 322 Existing Customer 48 M Graduate $80K - $120K
## 323 Existing Customer 51 F Uneducated Less than $40K
## 324 Existing Customer 52 M High School $80K - $120K
## 325 Existing Customer 55 F Uneducated Unknown
## 326 Existing Customer 34 M High School $60K - $80K
## 327 Existing Customer 56 M Uneducated $120K +
## 328 Existing Customer 44 F Post-Graduate Less than $40K
## 329 Existing Customer 47 M Post-Graduate $80K - $120K
## 330 Existing Customer 46 F Unknown Less than $40K
## 331 Existing Customer 43 F Graduate $40K - $60K
## 332 Existing Customer 50 F Graduate Less than $40K
## 333 Existing Customer 38 F Uneducated Less than $40K
## 334 Existing Customer 53 F Graduate Less than $40K
## 335 Existing Customer 43 M Graduate $120K +
## 336 Existing Customer 53 M High School $120K +
## 337 Existing Customer 56 F Graduate Less than $40K
## 338 Attrited Customer 54 M Unknown $40K - $60K
## 339 Existing Customer 57 F High School Less than $40K
## 340 Existing Customer 62 M High School Less than $40K
## 341 Existing Customer 46 F Graduate Less than $40K
## 342 Existing Customer 49 M Uneducated $60K - $80K
## 343 Existing Customer 52 M Graduate $80K - $120K
## 344 Attrited Customer 58 M Uneducated $40K - $60K
## 345 Existing Customer 54 M High School $80K - $120K
## 346 Existing Customer 49 M Graduate $120K +
## 347 Existing Customer 58 F High School Less than $40K
## 348 Existing Customer 52 M High School $60K - $80K
## 349 Existing Customer 41 M High School $60K - $80K
## 350 Existing Customer 62 F Uneducated Less than $40K
## 351 Existing Customer 54 M Graduate Less than $40K
## 352 Existing Customer 40 F High School Less than $40K
## 353 Existing Customer 43 M Graduate $80K - $120K
## 354 Existing Customer 53 F Graduate $40K - $60K
## 355 Existing Customer 55 M Uneducated $40K - $60K
## 356 Existing Customer 46 M Graduate $60K - $80K
## 357 Existing Customer 41 M Uneducated $60K - $80K
## 358 Existing Customer 49 M Uneducated $60K - $80K
## 359 Existing Customer 61 F Graduate Unknown
## 360 Existing Customer 46 M Uneducated $80K - $120K
## 361 Existing Customer 50 F Uneducated Less than $40K
## 362 Existing Customer 40 M Graduate $80K - $120K
## 363 Existing Customer 51 M High School $120K +
## 364 Existing Customer 50 F Graduate $40K - $60K
## 365 Existing Customer 47 F Graduate Less than $40K
## 366 Existing Customer 43 M Unknown $120K +
## 367 Existing Customer 36 F Graduate $40K - $60K
## 368 Existing Customer 47 F Graduate Less than $40K
## 369 Existing Customer 46 F Graduate Less than $40K
## 370 Existing Customer 46 M High School $120K +
## 371 Existing Customer 52 M Uneducated $60K - $80K
## 372 Existing Customer 43 M Unknown $40K - $60K
## 373 Existing Customer 40 F Graduate Less than $40K
## 374 Existing Customer 54 F High School Less than $40K
## 375 Existing Customer 55 F High School Less than $40K
## 376 Existing Customer 49 F Post-Graduate Unknown
## 377 Existing Customer 45 M High School $40K - $60K
## 378 Existing Customer 49 M Graduate $40K - $60K
## 379 Existing Customer 63 M Uneducated $80K - $120K
## 380 Existing Customer 40 F High School Less than $40K
## 381 Existing Customer 41 F Graduate Less than $40K
## 382 Existing Customer 37 M Graduate $80K - $120K
## 383 Existing Customer 58 M Uneducated $120K +
## 384 Existing Customer 55 M High School $60K - $80K
## 385 Existing Customer 53 F High School Less than $40K
## 386 Existing Customer 57 M Graduate $80K - $120K
## 387 Attrited Customer 43 M Post-Graduate $80K - $120K
## 388 Existing Customer 58 M Graduate $60K - $80K
## 389 Existing Customer 64 M Unknown Less than $40K
## 390 Existing Customer 54 F Graduate Less than $40K
## 391 Existing Customer 53 M Graduate $60K - $80K
## 392 Existing Customer 39 F College Less than $40K
## 393 Existing Customer 56 M High School $60K - $80K
## 394 Existing Customer 54 F Unknown Less than $40K
## 395 Existing Customer 59 F Post-Graduate $40K - $60K
## 396 Existing Customer 42 M Uneducated $40K - $60K
## 397 Existing Customer 42 M Graduate $60K - $80K
## 398 Existing Customer 43 M College $80K - $120K
## 399 Existing Customer 55 M High School $120K +
## 400 Existing Customer 52 M Uneducated $80K - $120K
## 401 Existing Customer 46 M Uneducated $40K - $60K
## 402 Attrited Customer 57 M Uneducated $120K +
## 403 Existing Customer 48 M College $80K - $120K
## 404 Existing Customer 45 M Unknown $120K +
## 405 Existing Customer 48 M High School $120K +
## 406 Existing Customer 47 M Graduate $40K - $60K
## 407 Attrited Customer 42 M College $60K - $80K
## 408 Existing Customer 41 M Graduate $60K - $80K
## 409 Existing Customer 51 M College $120K +
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## 411 Existing Customer 67 M Uneducated $40K - $60K
## 412 Existing Customer 39 M Graduate $60K - $80K
## 413 Existing Customer 54 M Post-Graduate $60K - $80K
## 414 Existing Customer 55 F Unknown Less than $40K
## 415 Existing Customer 47 M High School $40K - $60K
## 416 Existing Customer 49 M Post-Graduate $60K - $80K
## 417 Attrited Customer 42 F Graduate Less than $40K
## 418 Existing Customer 57 M Unknown $80K - $120K
## 419 Existing Customer 44 M Uneducated $60K - $80K
## 420 Existing Customer 56 M Unknown $60K - $80K
## 421 Attrited Customer 49 F Graduate Less than $40K
## 422 Existing Customer 45 M Graduate $80K - $120K
## 423 Existing Customer 63 M High School $60K - $80K
## 424 Existing Customer 44 M Graduate $80K - $120K
## 425 Existing Customer 44 F College Less than $40K
## 426 Existing Customer 40 M High School $40K - $60K
## 427 Attrited Customer 39 M Uneducated $60K - $80K
## 428 Existing Customer 42 M High School $80K - $120K
## 429 Existing Customer 54 M High School $120K +
## 430 Attrited Customer 58 F Unknown Less than $40K
## 431 Existing Customer 46 F Graduate Less than $40K
## 432 Existing Customer 47 F Unknown $40K - $60K
## 433 Existing Customer 67 F Unknown Unknown
## 434 Existing Customer 50 F College Less than $40K
## 435 Existing Customer 55 M High School $60K - $80K
## 436 Existing Customer 46 F Graduate $40K - $60K
## 437 Existing Customer 47 F Uneducated $40K - $60K
## 438 Existing Customer 36 F Unknown $40K - $60K
## 439 Existing Customer 40 M Doctorate $60K - $80K
## 440 Existing Customer 57 M Unknown $80K - $120K
## 441 Existing Customer 48 M Unknown $80K - $120K
## 442 Existing Customer 58 F Graduate Less than $40K
## 443 Existing Customer 48 M Graduate $40K - $60K
## 444 Existing Customer 48 M Graduate $80K - $120K
## 445 Existing Customer 53 F College $40K - $60K
## 446 Existing Customer 50 M Graduate $80K - $120K
## 447 Attrited Customer 52 F Graduate Less than $40K
## 448 Attrited Customer 53 F Uneducated Less than $40K
## 449 Existing Customer 56 F Graduate $40K - $60K
## 450 Existing Customer 44 M Unknown $80K - $120K
## 451 Existing Customer 49 M High School $80K - $120K
## 452 Attrited Customer 54 M Graduate $60K - $80K
## 453 Existing Customer 39 F Unknown $40K - $60K
## 454 Existing Customer 39 F Uneducated Unknown
## 455 Existing Customer 41 F High School Less than $40K
## 456 Attrited Customer 53 M Uneducated $80K - $120K
## 457 Existing Customer 47 M Uneducated $80K - $120K
## 458 Existing Customer 46 F Post-Graduate Less than $40K
## 459 Existing Customer 53 F High School Less than $40K
## 460 Existing Customer 60 M Graduate $80K - $120K
## 461 Existing Customer 59 F Graduate Less than $40K
## 462 Existing Customer 38 M Unknown $60K - $80K
## 463 Existing Customer 56 M Uneducated Less than $40K
## 464 Attrited Customer 35 M Post-Graduate $80K - $120K
## 465 Existing Customer 50 M Graduate $60K - $80K
## 466 Existing Customer 53 M Post-Graduate $80K - $120K
## 467 Existing Customer 63 M Graduate $60K - $80K
## 468 Attrited Customer 43 F Uneducated Less than $40K
## 469 Existing Customer 46 M Unknown $80K - $120K
## 470 Existing Customer 61 M Uneducated $60K - $80K
## 471 Existing Customer 37 F Post-Graduate Less than $40K
## 472 Existing Customer 42 F Doctorate Unknown
## 473 Existing Customer 41 M Uneducated $120K +
## 474 Attrited Customer 56 M College $120K +
## 475 Existing Customer 56 M Graduate $60K - $80K
## 476 Attrited Customer 52 F Post-Graduate Less than $40K
## 477 Existing Customer 40 F High School $40K - $60K
## 478 Existing Customer 63 M Graduate $40K - $60K
## 479 Existing Customer 58 M High School $40K - $60K
## 480 Existing Customer 58 M Unknown $60K - $80K
## 481 Existing Customer 46 M Uneducated $80K - $120K
## 482 Existing Customer 37 F Graduate $40K - $60K
## 483 Existing Customer 46 M Graduate $80K - $120K
## 484 Existing Customer 46 F Post-Graduate Less than $40K
## 485 Existing Customer 41 M Graduate $80K - $120K
## 486 Existing Customer 48 F High School $40K - $60K
## 487 Existing Customer 49 F Graduate $40K - $60K
## 488 Existing Customer 44 M Graduate $80K - $120K
## 489 Existing Customer 39 F College Less than $40K
## 490 Existing Customer 57 M College $40K - $60K
## 491 Existing Customer 48 M High School $80K - $120K
## 492 Existing Customer 47 M High School $80K - $120K
## 493 Existing Customer 56 F Uneducated Unknown
## 494 Existing Customer 54 F College Less than $40K
## 495 Existing Customer 54 M Graduate $60K - $80K
## 496 Existing Customer 52 M High School $80K - $120K
## 497 Existing Customer 43 M Unknown $120K +
## 498 Existing Customer 59 M College $40K - $60K
## 499 Existing Customer 44 M Unknown Unknown
## 500 Existing Customer 56 F College Less than $40K
## 501 Existing Customer 45 F Graduate Unknown
## 502 Existing Customer 55 M High School $80K - $120K
## 503 Existing Customer 48 F College $40K - $60K
## 504 Existing Customer 56 F College Less than $40K
## 505 Existing Customer 41 M Uneducated $60K - $80K
## 506 Existing Customer 65 F High School Less than $40K
## 507 Existing Customer 34 M Post-Graduate $80K - $120K
## 508 Existing Customer 56 M Post-Graduate $60K - $80K
## 509 Existing Customer 62 F High School Less than $40K
## 510 Attrited Customer 45 F Uneducated Unknown
## 511 Existing Customer 38 F Uneducated Less than $40K
## 512 Existing Customer 49 M Unknown $120K +
## 513 Existing Customer 58 M High School $60K - $80K
## 514 Existing Customer 41 F Graduate $40K - $60K
## 515 Existing Customer 33 M Graduate $60K - $80K
## 516 Existing Customer 47 F College Less than $40K
## 517 Existing Customer 56 F Graduate Less than $40K
## 518 Existing Customer 51 M Graduate $60K - $80K
## 519 Existing Customer 49 M Graduate $40K - $60K
## 520 Attrited Customer 50 M Unknown $120K +
## 521 Existing Customer 55 F Unknown $40K - $60K
## 522 Existing Customer 26 M Graduate Less than $40K
## 523 Attrited Customer 58 M College $80K - $120K
## 524 Existing Customer 46 M High School $80K - $120K
## 525 Existing Customer 48 M High School $120K +
## 526 Existing Customer 42 M Uneducated $60K - $80K
## 527 Existing Customer 37 M Graduate $80K - $120K
## 528 Existing Customer 63 F Unknown Less than $40K
## 529 Existing Customer 50 M High School $40K - $60K
## 530 Existing Customer 41 F High School $40K - $60K
## 531 Existing Customer 48 F Graduate Less than $40K
## 532 Existing Customer 46 M College $80K - $120K
## 533 Existing Customer 61 M High School $60K - $80K
## 534 Existing Customer 59 F Unknown Less than $40K
## 535 Attrited Customer 53 F Doctorate Unknown
## 536 Existing Customer 39 F Doctorate $40K - $60K
## 537 Existing Customer 51 M High School $120K +
## 538 Attrited Customer 45 M Graduate $60K - $80K
## 539 Existing Customer 48 M Unknown $60K - $80K
## 540 Existing Customer 47 M Graduate $60K - $80K
## 541 Existing Customer 41 M High School $40K - $60K
## 542 Existing Customer 48 M College $80K - $120K
## 543 Existing Customer 50 F Graduate Less than $40K
## 544 Existing Customer 56 F Post-Graduate Less than $40K
## 545 Existing Customer 39 F College Less than $40K
## 546 Existing Customer 47 M Graduate $80K - $120K
## 547 Existing Customer 44 M Graduate $120K +
## 548 Existing Customer 61 F Unknown Unknown
## 549 Attrited Customer 43 F Post-Graduate Less than $40K
## 550 Attrited Customer 59 M High School $60K - $80K
## 551 Existing Customer 42 F Uneducated Unknown
## 552 Existing Customer 40 M Unknown $40K - $60K
## 553 Existing Customer 65 M Unknown Less than $40K
## 554 Existing Customer 48 M College $60K - $80K
## 555 Existing Customer 44 M Graduate $40K - $60K
## 556 Existing Customer 36 F Unknown Unknown
## 557 Existing Customer 45 M Graduate $60K - $80K
## 558 Existing Customer 39 M Graduate $80K - $120K
## 559 Existing Customer 40 M College $80K - $120K
## 560 Attrited Customer 62 M High School $60K - $80K
## 561 Existing Customer 26 M Graduate $40K - $60K
## 562 Existing Customer 60 M Uneducated Less than $40K
## 563 Existing Customer 54 F Doctorate Less than $40K
## 564 Existing Customer 62 M Graduate $60K - $80K
## 565 Attrited Customer 57 M College $40K - $60K
## 566 Existing Customer 59 M Graduate $40K - $60K
## 567 Existing Customer 46 M Graduate $60K - $80K
## 568 Existing Customer 44 M High School $60K - $80K
## 569 Attrited Customer 48 M Unknown $80K - $120K
## 570 Existing Customer 43 M Uneducated $120K +
## 571 Existing Customer 57 M Uneducated $120K +
## 572 Existing Customer 46 M College $80K - $120K
## 573 Existing Customer 40 M High School $60K - $80K
## 574 Existing Customer 54 M Unknown $80K - $120K
## 575 Existing Customer 57 F Graduate $40K - $60K
## 576 Existing Customer 44 M Graduate $60K - $80K
## 577 Existing Customer 47 F Doctorate Less than $40K
## 578 Existing Customer 47 M Doctorate $60K - $80K
## 579 Existing Customer 50 F High School Less than $40K
## 580 Existing Customer 53 F College $40K - $60K
## 581 Attrited Customer 56 M College $60K - $80K
## 582 Attrited Customer 55 M High School $60K - $80K
## 583 Existing Customer 53 F High School Less than $40K
## 584 Attrited Customer 61 M Unknown $40K - $60K
## 585 Existing Customer 57 M High School $60K - $80K
## 586 Existing Customer 50 M Graduate $80K - $120K
## 587 Existing Customer 56 F Unknown Unknown
## 588 Existing Customer 52 M Graduate $120K +
## 589 Existing Customer 60 M Graduate Less than $40K
## 590 Existing Customer 49 M Uneducated $80K - $120K
## 591 Existing Customer 46 F Doctorate Less than $40K
## 592 Existing Customer 42 M Uneducated $80K - $120K
## 593 Existing Customer 45 M High School Less than $40K
## 594 Attrited Customer 45 F Uneducated Less than $40K
## 595 Attrited Customer 44 F Doctorate Less than $40K
## 596 Existing Customer 61 M Uneducated $80K - $120K
## 597 Attrited Customer 55 M Uneducated $60K - $80K
## 598 Existing Customer 44 M Unknown $60K - $80K
## 599 Attrited Customer 55 F Unknown Less than $40K
## 600 Existing Customer 57 M Unknown $120K +
## 601 Existing Customer 45 M Doctorate $80K - $120K
## 602 Existing Customer 57 F High School $40K - $60K
## 603 Existing Customer 31 M Uneducated $40K - $60K
## 604 Existing Customer 34 F Graduate Less than $40K
## 605 Attrited Customer 53 F Graduate Less than $40K
## 606 Existing Customer 35 F College Unknown
## 607 Existing Customer 44 F Graduate Less than $40K
## 608 Existing Customer 50 M Graduate $80K - $120K
## 609 Existing Customer 33 M Post-Graduate $80K - $120K
## 610 Existing Customer 50 M Graduate $60K - $80K
## 611 Existing Customer 51 M High School $80K - $120K
## 612 Existing Customer 56 F Unknown Less than $40K
## 613 Existing Customer 55 F Graduate Less than $40K
## 614 Existing Customer 26 M College Less than $40K
## 615 Existing Customer 42 F Graduate Less than $40K
## 616 Existing Customer 54 M College $80K - $120K
## 617 Existing Customer 44 F Graduate Unknown
## 618 Existing Customer 65 F Graduate $40K - $60K
## 619 Existing Customer 38 F High School Unknown
## 620 Existing Customer 58 M High School $60K - $80K
## 621 Existing Customer 39 F Post-Graduate $40K - $60K
## 622 Existing Customer 52 M High School $120K +
## 623 Existing Customer 45 F Graduate Less than $40K
## 624 Existing Customer 42 M Unknown $80K - $120K
## 625 Attrited Customer 42 M College $60K - $80K
## 626 Existing Customer 57 M Post-Graduate $120K +
## 627 Attrited Customer 55 M Doctorate $80K - $120K
## 628 Existing Customer 44 F College Less than $40K
## 629 Existing Customer 37 F Graduate Unknown
## 630 Existing Customer 50 F Unknown Less than $40K
## 631 Existing Customer 51 M Graduate $40K - $60K
## 632 Existing Customer 37 M Graduate $80K - $120K
## 633 Existing Customer 36 F Graduate Less than $40K
## 634 Existing Customer 51 F High School Less than $40K
## 635 Existing Customer 65 M Uneducated $40K - $60K
## 636 Existing Customer 43 M College $60K - $80K
## 637 Existing Customer 46 M Graduate $40K - $60K
## 638 Existing Customer 43 F Graduate Less than $40K
## 639 Existing Customer 56 M Graduate $80K - $120K
## 640 Existing Customer 43 M Unknown $60K - $80K
## 641 Attrited Customer 53 M Graduate $80K - $120K
## 642 Existing Customer 50 M High School $60K - $80K
## 643 Existing Customer 43 F Graduate $40K - $60K
## 644 Existing Customer 54 M High School $80K - $120K
## 645 Existing Customer 33 M Unknown $60K - $80K
## 646 Existing Customer 58 F Uneducated $40K - $60K
## 647 Existing Customer 41 M Graduate $80K - $120K
## 648 Existing Customer 48 M Post-Graduate $60K - $80K
## 649 Existing Customer 55 M High School $40K - $60K
## 650 Attrited Customer 54 F Graduate Less than $40K
## 651 Existing Customer 51 F Post-Graduate Unknown
## 652 Existing Customer 35 M Graduate $80K - $120K
## 653 Existing Customer 50 M Uneducated $80K - $120K
## 654 Attrited Customer 55 M High School $80K - $120K
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## 656 Existing Customer 34 M Uneducated $60K - $80K
## 657 Existing Customer 55 F Graduate $40K - $60K
## 658 Attrited Customer 48 F Unknown Less than $40K
## 659 Existing Customer 46 M Graduate $60K - $80K
## 660 Attrited Customer 61 F Graduate Less than $40K
## 661 Existing Customer 48 M Uneducated $60K - $80K
## 662 Existing Customer 51 F Graduate Less than $40K
## 663 Existing Customer 39 M Doctorate $60K - $80K
## 664 Existing Customer 43 M Graduate $120K +
## 665 Existing Customer 53 M Graduate $60K - $80K
## 666 Existing Customer 38 M High School $80K - $120K
## 667 Existing Customer 49 F High School Less than $40K
## 668 Existing Customer 37 F Unknown Less than $40K
## 669 Existing Customer 53 M Graduate $80K - $120K
## 670 Existing Customer 46 M Post-Graduate $40K - $60K
## 671 Existing Customer 44 F Uneducated Less than $40K
## 672 Existing Customer 50 F Unknown Less than $40K
## 673 Existing Customer 58 F Uneducated $40K - $60K
## 674 Existing Customer 55 M High School $120K +
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## 676 Existing Customer 57 M High School $80K - $120K
## 677 Existing Customer 57 M High School $40K - $60K
## 678 Attrited Customer 48 M High School $80K - $120K
## 679 Existing Customer 51 M Graduate $60K - $80K
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## 681 Existing Customer 45 F Doctorate Less than $40K
## 682 Existing Customer 41 M Post-Graduate $60K - $80K
## 683 Existing Customer 51 F Graduate Less than $40K
## 684 Existing Customer 46 F High School Less than $40K
## 685 Existing Customer 40 F College Less than $40K
## 686 Existing Customer 33 M Doctorate $60K - $80K
## 687 Existing Customer 53 M High School $80K - $120K
## 688 Existing Customer 63 M High School $40K - $60K
## 689 Existing Customer 61 M Uneducated $80K - $120K
## 690 Attrited Customer 56 M High School $60K - $80K
## 691 Existing Customer 53 M Graduate $60K - $80K
## 692 Attrited Customer 62 F Graduate Less than $40K
## 693 Existing Customer 50 F Unknown Unknown
## 694 Existing Customer 37 M Graduate $60K - $80K
## 695 Existing Customer 62 F Graduate Unknown
## 696 Existing Customer 49 M Uneducated $80K - $120K
## 697 Existing Customer 57 F High School Unknown
## 698 Existing Customer 55 M High School $80K - $120K
## 699 Existing Customer 50 M Graduate $80K - $120K
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## 702 Existing Customer 46 M Unknown $120K +
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## 705 Existing Customer 53 M Doctorate $60K - $80K
## 706 Existing Customer 56 F Graduate $40K - $60K
## 707 Existing Customer 56 F High School $40K - $60K
## 708 Existing Customer 41 M Uneducated $80K - $120K
## 709 Existing Customer 60 F Graduate $40K - $60K
## 710 Existing Customer 40 M Graduate $40K - $60K
## 711 Existing Customer 49 F Post-Graduate $40K - $60K
## 712 Existing Customer 46 M Graduate $40K - $60K
## 713 Existing Customer 36 F High School Less than $40K
## 714 Existing Customer 57 F Unknown Less than $40K
## 715 Existing Customer 38 M High School $80K - $120K
## 716 Existing Customer 50 M Graduate $80K - $120K
## 717 Existing Customer 62 M Graduate $60K - $80K
## 718 Attrited Customer 43 M Unknown $40K - $60K
## 719 Existing Customer 44 F Unknown Less than $40K
## 720 Existing Customer 39 M Uneducated $40K - $60K
## 721 Existing Customer 38 M College $80K - $120K
## 722 Existing Customer 44 F College Less than $40K
## 723 Existing Customer 43 M High School $80K - $120K
## 724 Existing Customer 54 M Post-Graduate $80K - $120K
## 725 Existing Customer 38 F Unknown Unknown
## 726 Existing Customer 55 M Unknown $60K - $80K
## 727 Existing Customer 42 M Unknown $120K +
## 728 Attrited Customer 56 M Unknown $60K - $80K
## 729 Attrited Customer 59 F Unknown Unknown
## 730 Existing Customer 46 M Uneducated $80K - $120K
## 731 Existing Customer 55 F Post-Graduate Less than $40K
## 732 Existing Customer 52 M Doctorate $120K +
## 733 Existing Customer 39 F Graduate Less than $40K
## 734 Existing Customer 42 F Graduate Less than $40K
## 735 Attrited Customer 43 F College Less than $40K
## 736 Existing Customer 47 F High School Unknown
## 737 Existing Customer 42 F Unknown Unknown
## 738 Existing Customer 39 M College $40K - $60K
## 739 Existing Customer 50 M Uneducated $60K - $80K
## 740 Existing Customer 57 M Post-Graduate $120K +
## 741 Existing Customer 41 M Unknown Less than $40K
## 742 Existing Customer 52 F High School $40K - $60K
## 743 Existing Customer 43 M High School $60K - $80K
## 744 Existing Customer 42 M High School $80K - $120K
## 745 Existing Customer 58 F Uneducated $40K - $60K
## 746 Existing Customer 42 M College $80K - $120K
## 747 Existing Customer 55 M Post-Graduate $80K - $120K
## 748 Existing Customer 38 M Unknown $80K - $120K
## 749 Existing Customer 40 F Graduate Less than $40K
## 750 Existing Customer 48 M Uneducated $80K - $120K
## 751 Existing Customer 32 F Unknown Less than $40K
## 752 Existing Customer 33 F High School Less than $40K
## 753 Attrited Customer 58 M Graduate $40K - $60K
## 754 Existing Customer 26 M Unknown $40K - $60K
## 755 Existing Customer 46 M Unknown $60K - $80K
## 756 Existing Customer 39 F Graduate Unknown
## 757 Existing Customer 36 F College $40K - $60K
## 758 Attrited Customer 43 M Uneducated $60K - $80K
## 759 Existing Customer 45 M Unknown $60K - $80K
## 760 Existing Customer 51 F College Unknown
## 761 Existing Customer 62 F Unknown $40K - $60K
## 762 Existing Customer 58 M Uneducated $80K - $120K
## 763 Existing Customer 42 M Graduate $60K - $80K
## 764 Existing Customer 49 M Doctorate $60K - $80K
## 765 Attrited Customer 53 F Uneducated Less than $40K
## 766 Existing Customer 45 F High School $40K - $60K
## 767 Existing Customer 29 M High School $80K - $120K
## 768 Existing Customer 60 M Doctorate $120K +
## 769 Existing Customer 50 M Post-Graduate $80K - $120K
## 770 Existing Customer 53 M Doctorate $120K +
## 771 Existing Customer 45 M Unknown $80K - $120K
## 772 Existing Customer 50 F Uneducated Less than $40K
## 773 Existing Customer 46 M Doctorate $80K - $120K
## 774 Existing Customer 61 M Post-Graduate Unknown
## 775 Existing Customer 46 M College $120K +
## 776 Attrited Customer 62 F High School Unknown
## 777 Existing Customer 43 F Graduate $40K - $60K
## 778 Existing Customer 54 M Graduate $120K +
## 779 Existing Customer 50 M Unknown $120K +
## 780 Existing Customer 35 M High School $40K - $60K
## 781 Existing Customer 35 M Doctorate $40K - $60K
## 782 Existing Customer 36 F High School Less than $40K
## 783 Existing Customer 42 M Unknown $80K - $120K
## 784 Existing Customer 39 F Unknown Less than $40K
## 785 Existing Customer 50 M Unknown $80K - $120K
## 786 Attrited Customer 43 M Doctorate $60K - $80K
## 787 Existing Customer 39 F High School $40K - $60K
## 788 Existing Customer 47 M Post-Graduate Less than $40K
## 789 Existing Customer 60 M Post-Graduate $80K - $120K
## 790 Existing Customer 30 M High School Less than $40K
## 791 Existing Customer 44 M Unknown $60K - $80K
## 792 Existing Customer 52 M Graduate $120K +
## 793 Existing Customer 45 F Unknown Less than $40K
## 794 Existing Customer 40 M Graduate $120K +
## 795 Existing Customer 36 F Post-Graduate Less than $40K
## 796 Existing Customer 65 F High School Unknown
## 797 Existing Customer 35 F Unknown Less than $40K
## 798 Existing Customer 54 F Unknown $40K - $60K
## 799 Existing Customer 53 M Unknown $80K - $120K
## 800 Existing Customer 62 F College Less than $40K
## 801 Existing Customer 40 M Unknown $120K +
## 802 Existing Customer 41 M High School $60K - $80K
## 803 Existing Customer 53 M Unknown $120K +
## 804 Existing Customer 30 M High School $60K - $80K
## 805 Existing Customer 46 M Uneducated $60K - $80K
## 806 Existing Customer 29 M Post-Graduate $40K - $60K
## 807 Existing Customer 37 F Uneducated Less than $40K
## 808 Existing Customer 51 F High School Less than $40K
## 809 Existing Customer 31 M Graduate $40K - $60K
## 810 Existing Customer 45 M Uneducated $80K - $120K
## 811 Attrited Customer 57 M Graduate $80K - $120K
## 812 Existing Customer 43 M Unknown $60K - $80K
## 813 Existing Customer 44 M Graduate $40K - $60K
## 814 Attrited Customer 53 M High School $120K +
## 815 Existing Customer 32 F Graduate Less than $40K
## 816 Existing Customer 53 M Graduate $80K - $120K
## 817 Attrited Customer 54 M High School $80K - $120K
## 818 Existing Customer 42 M Uneducated Less than $40K
## 819 Existing Customer 38 F College Less than $40K
## 820 Existing Customer 44 M Unknown $80K - $120K
## 821 Existing Customer 54 M Graduate $60K - $80K
## 822 Existing Customer 37 F High School $40K - $60K
## 823 Existing Customer 48 F Graduate $40K - $60K
## 824 Existing Customer 55 F Graduate Unknown
## 825 Existing Customer 43 F Graduate Unknown
## 826 Existing Customer 37 M High School $60K - $80K
## 827 Existing Customer 34 M High School $60K - $80K
## 828 Existing Customer 46 F Graduate Unknown
## 829 Existing Customer 32 M Unknown $40K - $60K
## 830 Existing Customer 53 M Unknown $40K - $60K
## 831 Existing Customer 46 M Graduate $80K - $120K
## 832 Existing Customer 38 M College Less than $40K
## 833 Existing Customer 31 F Graduate Less than $40K
## 834 Existing Customer 38 M Unknown $60K - $80K
## 835 Attrited Customer 46 F Graduate Less than $40K
## 836 Existing Customer 47 M High School $60K - $80K
## 837 Existing Customer 47 F Graduate Less than $40K
## 838 Existing Customer 56 M College $60K - $80K
## 839 Existing Customer 47 M Uneducated $60K - $80K
## 840 Existing Customer 47 M Graduate $80K - $120K
## 841 Existing Customer 64 F Graduate Less than $40K
## 842 Existing Customer 37 F Unknown Less than $40K
## 843 Existing Customer 42 M College $60K - $80K
## 844 Existing Customer 41 M College $80K - $120K
## 845 Existing Customer 65 F High School Less than $40K
## 846 Existing Customer 49 F Post-Graduate $40K - $60K
## 847 Attrited Customer 54 M High School $60K - $80K
## 848 Existing Customer 46 M Uneducated $120K +
## 849 Existing Customer 50 M Unknown $40K - $60K
## 850 Existing Customer 50 F Unknown Less than $40K
## 851 Existing Customer 48 F Doctorate Less than $40K
## 852 Existing Customer 62 F Unknown Unknown
## 853 Existing Customer 39 F College Less than $40K
## 854 Existing Customer 46 M Unknown $60K - $80K
## 855 Attrited Customer 41 M Uneducated $80K - $120K
## 856 Existing Customer 39 F Graduate Unknown
## 857 Existing Customer 46 M Unknown $80K - $120K
## 858 Existing Customer 39 F Uneducated Less than $40K
## 859 Existing Customer 44 M Uneducated Less than $40K
## 860 Existing Customer 57 F Unknown Less than $40K
## 861 Existing Customer 40 M Unknown $40K - $60K
## 862 Existing Customer 65 F High School Unknown
## 863 Existing Customer 26 F Graduate $40K - $60K
## 864 Existing Customer 47 M High School $60K - $80K
## 865 Existing Customer 47 M High School $60K - $80K
## 866 Attrited Customer 57 F High School $40K - $60K
## 867 Existing Customer 31 M Unknown Less than $40K
## 868 Existing Customer 54 M Graduate $60K - $80K
## 869 Existing Customer 43 F Post-Graduate Unknown
## 870 Existing Customer 39 M College $60K - $80K
## 871 Existing Customer 53 M Graduate $120K +
## 872 Existing Customer 44 M Unknown $60K - $80K
## 873 Existing Customer 59 M College Less than $40K
## 874 Existing Customer 53 F Graduate Unknown
## 875 Existing Customer 34 F Uneducated $40K - $60K
## 876 Existing Customer 47 M Doctorate $80K - $120K
## 877 Existing Customer 54 M College $120K +
## 878 Existing Customer 42 F Graduate Unknown
## 879 Existing Customer 53 F College Less than $40K
## 880 Existing Customer 50 M Graduate $80K - $120K
## 881 Attrited Customer 56 M College $80K - $120K
## 882 Attrited Customer 43 M High School $60K - $80K
## 883 Existing Customer 44 F High School Less than $40K
## 884 Existing Customer 34 F Graduate $40K - $60K
## 885 Existing Customer 61 M Graduate $80K - $120K
## 886 Existing Customer 54 F Unknown Less than $40K
## 887 Existing Customer 49 F High School Unknown
## 888 Attrited Customer 56 M High School $60K - $80K
## 889 Existing Customer 47 M Graduate $60K - $80K
## 890 Existing Customer 53 M Graduate $80K - $120K
## 891 Existing Customer 30 F Graduate Unknown
## 892 Existing Customer 39 F High School $40K - $60K
## 893 Existing Customer 44 M Graduate $80K - $120K
## 894 Existing Customer 54 F Uneducated Unknown
## 895 Existing Customer 46 M Graduate $60K - $80K
## 896 Existing Customer 43 M Unknown $40K - $60K
## 897 Existing Customer 35 M High School $80K - $120K
## 898 Existing Customer 39 F College Less than $40K
## 899 Existing Customer 61 F Graduate Less than $40K
## 900 Existing Customer 40 F Graduate Less than $40K
## 901 Existing Customer 53 M College $120K +
## 902 Existing Customer 55 M Unknown $120K +
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## 904 Existing Customer 35 M Uneducated Less than $40K
## 905 Existing Customer 61 M Unknown $40K - $60K
## 906 Attrited Customer 51 M Uneducated $120K +
## 907 Existing Customer 42 M High School $40K - $60K
## 908 Existing Customer 46 M Unknown $80K - $120K
## 909 Existing Customer 46 F High School Less than $40K
## 910 Existing Customer 46 M Uneducated $40K - $60K
## 911 Existing Customer 26 M Graduate Unknown
## 912 Existing Customer 46 M High School $60K - $80K
## 913 Existing Customer 62 M Graduate $60K - $80K
## 914 Existing Customer 55 M Uneducated $60K - $80K
## 915 Existing Customer 55 M College $80K - $120K
## 916 Existing Customer 32 M High School $40K - $60K
## 917 Existing Customer 37 F Uneducated Less than $40K
## 918 Existing Customer 33 F High School Unknown
## 919 Existing Customer 42 M College $80K - $120K
## 920 Existing Customer 33 M Post-Graduate $80K - $120K
## 921 Existing Customer 60 F High School Unknown
## 922 Attrited Customer 65 M High School Less than $40K
## 923 Attrited Customer 57 M Graduate $80K - $120K
## 924 Existing Customer 59 F Unknown Less than $40K
## 925 Existing Customer 45 F Graduate Less than $40K
## 926 Existing Customer 62 M Uneducated $60K - $80K
## 927 Existing Customer 51 M College $120K +
## 928 Existing Customer 57 M Graduate $80K - $120K
## 929 Existing Customer 38 F High School Unknown
## 930 Existing Customer 32 F Graduate Less than $40K
## 931 Existing Customer 43 F Graduate Less than $40K
## 932 Existing Customer 51 F Unknown Less than $40K
## 933 Existing Customer 50 M Unknown $80K - $120K
## 934 Existing Customer 64 F Uneducated Unknown
## 935 Existing Customer 53 F Doctorate Less than $40K
## 936 Attrited Customer 42 M Uneducated $60K - $80K
## 937 Existing Customer 53 M Graduate $80K - $120K
## 938 Existing Customer 52 F High School Unknown
## 939 Existing Customer 60 F High School Less than $40K
## 940 Existing Customer 30 M Graduate $80K - $120K
## 941 Existing Customer 43 F Uneducated Less than $40K
## 942 Existing Customer 60 M Uneducated $60K - $80K
## 943 Existing Customer 46 M High School $40K - $60K
## 944 Existing Customer 65 F High School $40K - $60K
## 945 Existing Customer 44 F College $40K - $60K
## 946 Existing Customer 56 F College Less than $40K
## 947 Existing Customer 45 F High School Unknown
## 948 Existing Customer 37 M Graduate $40K - $60K
## 949 Existing Customer 48 M High School $80K - $120K
## 950 Existing Customer 37 F College $40K - $60K
## 951 Existing Customer 39 M Uneducated $60K - $80K
## 952 Existing Customer 41 M Graduate $120K +
## 953 Existing Customer 55 F High School Less than $40K
## 954 Existing Customer 34 M Graduate $80K - $120K
## 955 Existing Customer 52 M Unknown $80K - $120K
## 956 Existing Customer 54 F Post-Graduate Less than $40K
## 957 Existing Customer 40 M Post-Graduate $80K - $120K
## 958 Existing Customer 52 M High School $120K +
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## 960 Existing Customer 61 M Post-Graduate $40K - $60K
## 961 Existing Customer 57 F High School Less than $40K
## 962 Existing Customer 51 M Unknown $120K +
## 963 Existing Customer 60 M Unknown Less than $40K
## 964 Existing Customer 48 F College Less than $40K
## 965 Existing Customer 34 M High School $40K - $60K
## 966 Existing Customer 49 M High School $60K - $80K
## 967 Existing Customer 53 M High School $120K +
## 968 Existing Customer 34 M Uneducated $80K - $120K
## 969 Existing Customer 54 M Graduate $60K - $80K
## 970 Existing Customer 40 M Graduate $120K +
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## 972 Attrited Customer 41 F High School Less than $40K
## 973 Existing Customer 46 M Graduate Less than $40K
## 974 Existing Customer 46 M Graduate $60K - $80K
## 975 Existing Customer 30 M Graduate $60K - $80K
## 976 Existing Customer 59 M Post-Graduate $40K - $60K
## 977 Existing Customer 50 M Doctorate $80K - $120K
## 978 Existing Customer 49 M Unknown $60K - $80K
## 979 Attrited Customer 45 M High School $60K - $80K
## 980 Existing Customer 53 F High School Less than $40K
## 981 Existing Customer 42 F Doctorate $40K - $60K
## 982 Existing Customer 46 M High School $40K - $60K
## 983 Existing Customer 33 M Graduate $60K - $80K
## 984 Existing Customer 46 F Graduate Less than $40K
## 985 Existing Customer 61 M High School $60K - $80K
## 986 Existing Customer 42 M Uneducated $40K - $60K
## 987 Existing Customer 47 F Graduate Less than $40K
## 988 Existing Customer 47 F Graduate Less than $40K
## 989 Existing Customer 53 F Graduate $40K - $60K
## 990 Existing Customer 46 F Graduate Less than $40K
## 991 Existing Customer 26 M College Less than $40K
## 992 Existing Customer 45 M Graduate $60K - $80K
## 993 Existing Customer 36 M High School $40K - $60K
## 994 Existing Customer 42 M High School $60K - $80K
## 995 Existing Customer 52 M Graduate $80K - $120K
## 996 Existing Customer 37 M Graduate $120K +
## 997 Existing Customer 53 M Uneducated $40K - $60K
## 998 Existing Customer 65 F Post-Graduate $40K - $60K
## 999 Existing Customer 47 M Uneducated $80K - $120K
## 1000 Existing Customer 38 M Uneducated $60K - $80K
## 1001 Existing Customer 52 M High School $60K - $80K
## 1002 Existing Customer 36 M High School $80K - $120K
## 1003 Existing Customer 43 M College $60K - $80K
## 1004 Attrited Customer 38 F Unknown Less than $40K
## 1005 Existing Customer 65 F Graduate Less than $40K
## 1006 Attrited Customer 51 F Doctorate Less than $40K
## 1007 Attrited Customer 40 M Graduate $80K - $120K
## 1008 Existing Customer 39 M College $80K - $120K
## 1009 Existing Customer 39 F Graduate Unknown
## 1010 Existing Customer 60 M Uneducated $60K - $80K
## 1011 Existing Customer 43 F Uneducated $40K - $60K
## 1012 Existing Customer 31 M Uneducated Less than $40K
## 1013 Existing Customer 55 M Graduate $120K +
## 1014 Existing Customer 65 F College Less than $40K
## 1015 Existing Customer 54 F High School Less than $40K
## 1016 Existing Customer 40 F High School Unknown
## 1017 Existing Customer 38 F High School Less than $40K
## 1018 Existing Customer 36 M Post-Graduate $60K - $80K
## 1019 Existing Customer 43 M High School $60K - $80K
## 1020 Existing Customer 41 M Graduate $120K +
## 1021 Existing Customer 50 M High School $120K +
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## 1023 Existing Customer 39 M Unknown $120K +
## 1024 Existing Customer 55 F Post-Graduate $40K - $60K
## 1025 Existing Customer 44 M Graduate Less than $40K
## 1026 Attrited Customer 42 M Graduate $80K - $120K
## 1027 Existing Customer 54 M Graduate $120K +
## 1028 Existing Customer 57 M Uneducated $120K +
## 1029 Existing Customer 53 F Uneducated $40K - $60K
## 1030 Existing Customer 41 F Uneducated Less than $40K
## 1031 Existing Customer 39 M Graduate $120K +
## 1032 Existing Customer 45 M Graduate $40K - $60K
## 1033 Existing Customer 46 M Graduate $80K - $120K
## 1034 Existing Customer 54 M High School $80K - $120K
## 1035 Existing Customer 40 F Graduate Unknown
## 1036 Existing Customer 48 M Graduate $80K - $120K
## 1037 Attrited Customer 56 F High School $40K - $60K
## 1038 Existing Customer 33 F Post-Graduate $40K - $60K
## 1039 Existing Customer 44 F Graduate Less than $40K
## 1040 Existing Customer 62 F Post-Graduate Less than $40K
## 1041 Existing Customer 33 F Graduate Unknown
## 1042 Existing Customer 36 F High School Less than $40K
## 1043 Existing Customer 46 M Graduate $80K - $120K
## 1044 Attrited Customer 61 F Graduate Less than $40K
## 1045 Attrited Customer 41 F Unknown Unknown
## 1046 Existing Customer 42 M Graduate $40K - $60K
## 1047 Attrited Customer 35 M Graduate $80K - $120K
## 1048 Existing Customer 65 F High School $40K - $60K
## 1049 Attrited Customer 36 M Post-Graduate $120K +
## 1050 Existing Customer 42 F Graduate Less than $40K
## 1051 Existing Customer 51 M Uneducated $80K - $120K
## 1052 Existing Customer 54 F Uneducated Less than $40K
## 1053 Existing Customer 40 F College $40K - $60K
## 1054 Existing Customer 40 M Graduate $80K - $120K
## 1055 Existing Customer 57 F College Less than $40K
## 1056 Existing Customer 57 M Graduate $80K - $120K
## 1057 Existing Customer 53 M Uneducated $40K - $60K
## 1058 Existing Customer 40 M Graduate $80K - $120K
## 1059 Existing Customer 28 M Graduate Less than $40K
## 1060 Existing Customer 38 F High School Less than $40K
## 1061 Existing Customer 37 F Graduate Less than $40K
## 1062 Existing Customer 65 F High School Unknown
## 1063 Attrited Customer 58 F High School Unknown
## 1064 Existing Customer 41 M High School $60K - $80K
## 1065 Existing Customer 54 M Graduate $80K - $120K
## 1066 Existing Customer 39 F Graduate Unknown
## 1067 Existing Customer 26 M Graduate Less than $40K
## 1068 Existing Customer 60 M Unknown $60K - $80K
## 1069 Existing Customer 35 F High School Unknown
## 1070 Existing Customer 46 M Graduate $80K - $120K
## 1071 Existing Customer 47 M Unknown $60K - $80K
## 1072 Existing Customer 53 F High School Unknown
## 1073 Existing Customer 55 M Graduate $80K - $120K
## 1074 Existing Customer 50 F Post-Graduate Less than $40K
## 1075 Attrited Customer 38 F High School $40K - $60K
## 1076 Existing Customer 39 F Graduate Less than $40K
## 1077 Existing Customer 39 F Unknown Less than $40K
## 1078 Existing Customer 39 M High School $60K - $80K
## 1079 Existing Customer 49 F Graduate Less than $40K
## 1080 Existing Customer 45 F Graduate Less than $40K
## 1081 Existing Customer 55 M Graduate $80K - $120K
## 1082 Existing Customer 44 M Graduate $120K +
## 1083 Existing Customer 49 F Post-Graduate $40K - $60K
## 1084 Existing Customer 41 M Uneducated $80K - $120K
## 1085 Existing Customer 49 F Unknown $40K - $60K
## 1086 Existing Customer 45 F Graduate Unknown
## 1087 Existing Customer 44 M Unknown $120K +
## 1088 Existing Customer 65 M Graduate Unknown
## 1089 Attrited Customer 35 M College $80K - $120K
## 1090 Existing Customer 26 M High School Unknown
## 1091 Existing Customer 38 M High School $80K - $120K
## 1092 Existing Customer 65 M Unknown $40K - $60K
## 1093 Existing Customer 58 M College $120K +
## 1094 Existing Customer 47 F Post-Graduate $40K - $60K
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## 1096 Existing Customer 54 F Doctorate $40K - $60K
## 1097 Existing Customer 35 F Graduate Less than $40K
## 1098 Existing Customer 47 M Graduate $120K +
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## 1100 Existing Customer 48 M High School $80K - $120K
## 1101 Existing Customer 36 M Doctorate $60K - $80K
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## 1104 Existing Customer 36 F Graduate Less than $40K
## 1105 Existing Customer 64 M Doctorate $40K - $60K
## 1106 Existing Customer 34 F Graduate Less than $40K
## 1107 Existing Customer 49 M Graduate $80K - $120K
## 1108 Existing Customer 37 M High School $60K - $80K
## 1109 Existing Customer 65 M High School $40K - $60K
## 1110 Existing Customer 53 M Post-Graduate $80K - $120K
## 1111 Existing Customer 32 M High School $40K - $60K
## 1112 Existing Customer 44 M Unknown $80K - $120K
## 1113 Existing Customer 65 M Graduate Less than $40K
## 1114 Existing Customer 60 M Graduate $40K - $60K
## 1115 Existing Customer 27 F Graduate Less than $40K
## 1116 Existing Customer 52 M Post-Graduate $60K - $80K
## 1117 Existing Customer 42 M High School $80K - $120K
## 1118 Existing Customer 29 M Graduate $40K - $60K
## 1119 Existing Customer 29 M High School $40K - $60K
## 1120 Existing Customer 38 M High School $40K - $60K
## 1121 Attrited Customer 36 M Graduate $40K - $60K
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## 1125 Existing Customer 26 M High School $40K - $60K
## 1126 Existing Customer 43 F Unknown $40K - $60K
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## 1128 Existing Customer 49 M Unknown $60K - $80K
## 1129 Existing Customer 50 M Graduate $80K - $120K
## 1130 Existing Customer 34 M Graduate $80K - $120K
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## 1132 Existing Customer 49 M High School $80K - $120K
## 1133 Existing Customer 53 M High School $80K - $120K
## 1134 Existing Customer 48 M Doctorate $120K +
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## 1136 Existing Customer 38 M High School $80K - $120K
## 1137 Existing Customer 43 M Uneducated $80K - $120K
## 1138 Attrited Customer 51 F Graduate Less than $40K
## 1139 Existing Customer 58 M Graduate $120K +
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## 1141 Existing Customer 51 M High School $60K - $80K
## 1142 Attrited Customer 62 F High School $40K - $60K
## 1143 Existing Customer 38 M Unknown Less than $40K
## 1144 Existing Customer 33 M Uneducated $120K +
## 1145 Existing Customer 54 M High School $80K - $120K
## 1146 Existing Customer 37 F Graduate $40K - $60K
## 1147 Existing Customer 30 M Unknown $60K - $80K
## 1148 Existing Customer 61 M High School $80K - $120K
## 1149 Existing Customer 49 M Unknown $60K - $80K
## 1150 Existing Customer 56 M Doctorate $60K - $80K
## 1151 Existing Customer 51 F Post-Graduate Less than $40K
## 1152 Existing Customer 44 F Graduate Less than $40K
## 1153 Existing Customer 64 F Uneducated $40K - $60K
## 1154 Existing Customer 46 F High School Unknown
## 1155 Existing Customer 39 F Post-Graduate Less than $40K
## 1156 Existing Customer 38 F Uneducated Less than $40K
## 1157 Existing Customer 53 M Uneducated $120K +
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## 1159 Existing Customer 26 M College $60K - $80K
## 1160 Existing Customer 32 M High School $40K - $60K
## 1161 Existing Customer 36 M Uneducated $40K - $60K
## 1162 Attrited Customer 48 M College $80K - $120K
## 1163 Existing Customer 55 M Unknown $80K - $120K
## 1164 Existing Customer 52 M Graduate $80K - $120K
## 1165 Existing Customer 52 F High School Less than $40K
## 1166 Existing Customer 58 F Doctorate $40K - $60K
## 1167 Existing Customer 38 F Graduate Less than $40K
## 1168 Existing Customer 60 M Graduate Less than $40K
## 1169 Attrited Customer 55 M Unknown $60K - $80K
## 1170 Existing Customer 43 F College Less than $40K
## 1171 Existing Customer 35 M Post-Graduate $80K - $120K
## 1172 Existing Customer 38 F Graduate Less than $40K
## 1173 Existing Customer 48 M Graduate $60K - $80K
## 1174 Existing Customer 38 F Unknown Less than $40K
## 1175 Existing Customer 43 M College $40K - $60K
## 1176 Existing Customer 36 F Post-Graduate Less than $40K
## 1177 Existing Customer 34 M College $80K - $120K
## 1178 Existing Customer 39 F Unknown Unknown
## 1179 Existing Customer 43 F College Less than $40K
## 1180 Existing Customer 48 F Uneducated $40K - $60K
## 1181 Existing Customer 44 M Graduate $40K - $60K
## 1182 Existing Customer 38 M Graduate $60K - $80K
## 1183 Existing Customer 62 M High School $40K - $60K
## 1184 Existing Customer 30 M Unknown $80K - $120K
## 1185 Existing Customer 39 M Unknown $80K - $120K
## 1186 Existing Customer 53 F High School Less than $40K
## 1187 Existing Customer 64 F High School $40K - $60K
## 1188 Existing Customer 51 F Graduate Unknown
## 1189 Existing Customer 32 M Graduate Unknown
## 1190 Existing Customer 52 M College $80K - $120K
## 1191 Existing Customer 43 M High School $80K - $120K
## 1192 Existing Customer 40 M Graduate $60K - $80K
## 1193 Existing Customer 54 M High School $60K - $80K
## 1194 Existing Customer 34 F High School Less than $40K
## 1195 Existing Customer 33 F High School Less than $40K
## 1196 Existing Customer 36 M Graduate $80K - $120K
## 1197 Existing Customer 65 M Graduate Less than $40K
## 1198 Existing Customer 43 M High School $40K - $60K
## 1199 Existing Customer 53 M Graduate $120K +
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## 1201 Attrited Customer 39 F High School Less than $40K
## 1202 Existing Customer 57 F Unknown Less than $40K
## 1203 Attrited Customer 51 F Uneducated Unknown
## 1204 Existing Customer 48 M Graduate $60K - $80K
## 1205 Existing Customer 51 M High School $60K - $80K
## 1206 Existing Customer 26 F Unknown Less than $40K
## 1207 Existing Customer 38 F Graduate Less than $40K
## 1208 Existing Customer 35 M Graduate $60K - $80K
## 1209 Existing Customer 46 F Doctorate Less than $40K
## 1210 Existing Customer 48 M College $80K - $120K
## 1211 Existing Customer 49 F Uneducated Less than $40K
## 1212 Existing Customer 35 M High School $40K - $60K
## 1213 Existing Customer 65 F Unknown $40K - $60K
## 1214 Existing Customer 53 M Unknown $60K - $80K
## 1215 Existing Customer 54 F Uneducated Less than $40K
## 1216 Existing Customer 64 F Graduate Unknown
## 1217 Existing Customer 39 F Graduate Unknown
## 1218 Existing Customer 50 M High School $80K - $120K
## 1219 Existing Customer 54 F Graduate Less than $40K
## 1220 Existing Customer 38 F Graduate Unknown
## 1221 Existing Customer 39 M High School $80K - $120K
## 1222 Existing Customer 53 M Unknown $40K - $60K
## 1223 Existing Customer 53 M High School $120K +
## 1224 Existing Customer 32 M College $80K - $120K
## 1225 Existing Customer 57 F Uneducated Less than $40K
## 1226 Existing Customer 65 F High School Less than $40K
## 1227 Existing Customer 57 M Uneducated $80K - $120K
## 1228 Existing Customer 65 F College Less than $40K
## 1229 Existing Customer 65 M High School Less than $40K
## 1230 Existing Customer 55 M College $80K - $120K
## 1231 Existing Customer 54 M College $80K - $120K
## 1232 Existing Customer 44 M High School $120K +
## 1233 Existing Customer 58 M Uneducated $80K - $120K
## 1234 Existing Customer 53 F College $40K - $60K
## 1235 Existing Customer 33 F High School Less than $40K
## 1236 Existing Customer 47 F Graduate Less than $40K
## 1237 Existing Customer 51 M Unknown $80K - $120K
## 1238 Existing Customer 38 F Graduate Less than $40K
## 1239 Existing Customer 57 M Doctorate $80K - $120K
## 1240 Existing Customer 36 M Uneducated $40K - $60K
## 1241 Existing Customer 35 M Uneducated $80K - $120K
## 1242 Existing Customer 55 F Unknown Unknown
## 1243 Existing Customer 57 F Doctorate Unknown
## 1244 Existing Customer 56 M Doctorate $60K - $80K
## 1245 Existing Customer 38 F High School Less than $40K
## 1246 Existing Customer 54 F Graduate Less than $40K
## 1247 Existing Customer 48 M Unknown $80K - $120K
## 1248 Attrited Customer 53 M Graduate $80K - $120K
## 1249 Existing Customer 30 F Graduate Less than $40K
## 1250 Existing Customer 47 M Uneducated $80K - $120K
## 1251 Existing Customer 60 F College Less than $40K
## 1252 Attrited Customer 54 M College $120K +
## 1253 Existing Customer 37 F Uneducated Less than $40K
## 1254 Existing Customer 32 F Post-Graduate Less than $40K
## 1255 Existing Customer 44 F Uneducated Less than $40K
## 1256 Existing Customer 53 F College $40K - $60K
## 1257 Existing Customer 43 M High School $80K - $120K
## 1258 Attrited Customer 49 F Graduate Less than $40K
## 1259 Existing Customer 38 F Unknown Unknown
## 1260 Existing Customer 56 F College $40K - $60K
## 1261 Existing Customer 26 F Graduate $40K - $60K
## 1262 Existing Customer 58 M High School $60K - $80K
## 1263 Existing Customer 33 M Unknown $60K - $80K
## 1264 Existing Customer 35 M High School $80K - $120K
## 1265 Existing Customer 37 M High School $60K - $80K
## 1266 Existing Customer 27 F Graduate Unknown
## 1267 Existing Customer 43 M High School $80K - $120K
## 1268 Existing Customer 49 M Graduate $60K - $80K
## 1269 Attrited Customer 49 M Uneducated $80K - $120K
## 1270 Existing Customer 39 F Graduate Less than $40K
## 1271 Existing Customer 41 F Uneducated Less than $40K
## 1272 Existing Customer 32 F High School Less than $40K
## 1273 Existing Customer 58 F Uneducated Less than $40K
## 1274 Existing Customer 56 M Post-Graduate $60K - $80K
## 1275 Existing Customer 37 M Graduate Less than $40K
## 1276 Existing Customer 39 M High School $120K +
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## 1278 Existing Customer 31 F Unknown Unknown
## 1279 Attrited Customer 46 F High School Unknown
## 1280 Existing Customer 36 M College $120K +
## 1281 Existing Customer 39 M Unknown $80K - $120K
## 1282 Existing Customer 53 F College Less than $40K
## 1283 Existing Customer 38 F Uneducated Less than $40K
## 1284 Existing Customer 37 M Graduate Less than $40K
## 1285 Existing Customer 47 F Graduate Less than $40K
## 1286 Existing Customer 56 M College $80K - $120K
## 1287 Existing Customer 55 F High School Less than $40K
## 1288 Existing Customer 31 F Uneducated Less than $40K
## 1289 Existing Customer 62 F Graduate Unknown
## 1290 Existing Customer 34 M High School $120K +
## 1291 Existing Customer 33 M High School $60K - $80K
## 1292 Existing Customer 38 F Uneducated Less than $40K
## 1293 Existing Customer 65 M Graduate $40K - $60K
## 1294 Existing Customer 57 M High School $80K - $120K
## 1295 Attrited Customer 58 F High School Less than $40K
## 1296 Existing Customer 60 M Unknown $40K - $60K
## 1297 Existing Customer 39 M Unknown $40K - $60K
## 1298 Existing Customer 39 F High School Unknown
## 1299 Existing Customer 39 F High School Less than $40K
## 1300 Existing Customer 60 M Uneducated Less than $40K
## 1301 Existing Customer 37 F High School Less than $40K
## 1302 Existing Customer 41 F Graduate Unknown
## 1303 Existing Customer 56 M Uneducated $120K +
## 1304 Existing Customer 60 M High School $60K - $80K
## 1305 Existing Customer 56 F High School Less than $40K
## 1306 Existing Customer 62 M College $40K - $60K
## 1307 Existing Customer 41 F Uneducated Less than $40K
## 1308 Existing Customer 44 F Unknown Less than $40K
## 1309 Existing Customer 59 M Graduate $40K - $60K
## 1310 Existing Customer 55 F College Unknown
## 1311 Existing Customer 26 M High School $60K - $80K
## 1312 Attrited Customer 40 M Graduate $80K - $120K
## 1313 Existing Customer 44 F Unknown Less than $40K
## 1314 Existing Customer 37 M Uneducated Unknown
## 1315 Existing Customer 37 M High School $60K - $80K
## 1316 Existing Customer 65 F Graduate Less than $40K
## 1317 Existing Customer 46 M College $60K - $80K
## 1318 Existing Customer 53 M High School $120K +
## 1319 Existing Customer 56 F Uneducated Less than $40K
## 1320 Existing Customer 48 M Graduate $40K - $60K
## 1321 Existing Customer 34 M High School $120K +
## 1322 Existing Customer 65 M Graduate Less than $40K
## 1323 Existing Customer 55 M Post-Graduate $80K - $120K
## 1324 Existing Customer 32 M Unknown $40K - $60K
## 1325 Existing Customer 58 F Graduate Unknown
## 1326 Existing Customer 54 M High School $120K +
## 1327 Existing Customer 52 M High School $60K - $80K
## 1328 Existing Customer 36 M Uneducated $60K - $80K
## 1329 Attrited Customer 56 M Graduate $60K - $80K
## 1330 Existing Customer 33 M Graduate $60K - $80K
## 1331 Existing Customer 61 M Graduate $80K - $120K
## 1332 Existing Customer 61 M Graduate $60K - $80K
## 1333 Existing Customer 43 M Uneducated $40K - $60K
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## 1335 Existing Customer 36 M Graduate $60K - $80K
## 1336 Existing Customer 34 M Uneducated $40K - $60K
## 1337 Existing Customer 53 F Graduate Less than $40K
## 1338 Existing Customer 43 F Unknown $40K - $60K
## 1339 Existing Customer 61 F High School Less than $40K
## 1340 Existing Customer 55 M High School $80K - $120K
## 1341 Existing Customer 51 F Graduate Unknown
## 1342 Existing Customer 38 M Graduate $80K - $120K
## 1343 Existing Customer 52 M Uneducated $80K - $120K
## 1344 Existing Customer 36 F High School Less than $40K
## 1345 Attrited Customer 45 F High School $40K - $60K
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## 1347 Existing Customer 27 M Graduate $120K +
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## 1349 Existing Customer 43 F Graduate Less than $40K
## 1350 Existing Customer 52 M Graduate $80K - $120K
## 1351 Attrited Customer 31 F Unknown Unknown
## 1352 Attrited Customer 40 M Uneducated $80K - $120K
## 1353 Existing Customer 39 M Graduate $80K - $120K
## 1354 Existing Customer 45 M Graduate $60K - $80K
## 1355 Existing Customer 37 F Graduate Less than $40K
## 1356 Existing Customer 49 F Graduate Less than $40K
## 1357 Attrited Customer 56 M Graduate $120K +
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## 1359 Existing Customer 37 F High School $40K - $60K
## 1360 Existing Customer 42 M High School $40K - $60K
## 1361 Existing Customer 36 M Graduate $60K - $80K
## 1362 Existing Customer 59 M Graduate $40K - $60K
## 1363 Existing Customer 40 F Graduate Unknown
## 1364 Existing Customer 43 M High School $40K - $60K
## 1365 Existing Customer 29 M Graduate $40K - $60K
## 1366 Existing Customer 42 F Graduate $40K - $60K
## 1367 Existing Customer 63 F High School Unknown
## 1368 Existing Customer 36 F Post-Graduate Less than $40K
## 1369 Existing Customer 53 M High School $80K - $120K
## 1370 Existing Customer 36 F Uneducated Less than $40K
## 1371 Existing Customer 36 M Unknown $60K - $80K
## 1372 Existing Customer 26 M College Less than $40K
## 1373 Existing Customer 45 F Unknown Less than $40K
## 1374 Existing Customer 55 F Graduate Less than $40K
## 1375 Existing Customer 61 F Unknown Unknown
## 1376 Existing Customer 26 M Uneducated Less than $40K
## 1377 Existing Customer 40 M Graduate $60K - $80K
## 1378 Existing Customer 38 M Graduate $40K - $60K
## 1379 Existing Customer 32 F College Unknown
## 1380 Existing Customer 53 M Unknown $60K - $80K
## 1381 Existing Customer 52 F Graduate $40K - $60K
## 1382 Existing Customer 29 M Graduate $80K - $120K
## 1383 Existing Customer 38 M Graduate $60K - $80K
## 1384 Existing Customer 27 M Unknown $40K - $60K
## 1385 Existing Customer 46 F High School Less than $40K
## 1386 Existing Customer 57 M Uneducated $60K - $80K
## 1387 Existing Customer 42 M High School $80K - $120K
## 1388 Existing Customer 62 F Post-Graduate $40K - $60K
## 1389 Existing Customer 37 F Graduate $40K - $60K
## 1390 Existing Customer 57 F Unknown $40K - $60K
## 1391 Existing Customer 35 M High School $40K - $60K
## 1392 Existing Customer 55 F Unknown Less than $40K
## 1393 Existing Customer 56 F Graduate Unknown
## 1394 Existing Customer 39 M Graduate $60K - $80K
## 1395 Existing Customer 64 M College Less than $40K
## 1396 Existing Customer 37 F Graduate Less than $40K
## 1397 Existing Customer 34 M College $60K - $80K
## 1398 Existing Customer 46 M Uneducated $60K - $80K
## 1399 Existing Customer 65 F High School $40K - $60K
## 1400 Existing Customer 36 M Graduate $60K - $80K
## 1401 Existing Customer 35 F College $40K - $60K
## 1402 Existing Customer 49 M Unknown $80K - $120K
## 1403 Existing Customer 46 F Uneducated Unknown
## 1404 Existing Customer 26 M Post-Graduate $40K - $60K
## 1405 Existing Customer 52 M Graduate $60K - $80K
## 1406 Existing Customer 38 F Graduate Unknown
## 1407 Existing Customer 37 M High School $40K - $60K
## 1408 Existing Customer 33 F Graduate Less than $40K
## 1409 Existing Customer 59 M Uneducated $60K - $80K
## 1410 Existing Customer 34 M High School $40K - $60K
## 1411 Existing Customer 39 F Post-Graduate Unknown
## 1412 Existing Customer 59 M Graduate $60K - $80K
## 1413 Existing Customer 50 M Graduate $60K - $80K
## 1414 Existing Customer 26 F Unknown $40K - $60K
## 1415 Existing Customer 32 M High School $60K - $80K
## 1416 Attrited Customer 51 F College $40K - $60K
## 1417 Existing Customer 41 M Doctorate $80K - $120K
## 1418 Existing Customer 39 F Graduate $40K - $60K
## 1419 Existing Customer 49 F Uneducated Less than $40K
## 1420 Existing Customer 30 M Unknown $120K +
## 1421 Existing Customer 40 F High School Less than $40K
## 1422 Existing Customer 36 F Uneducated Less than $40K
## 1423 Existing Customer 56 M College $120K +
## 1424 Existing Customer 37 M Doctorate $80K - $120K
## 1425 Existing Customer 51 F Unknown Less than $40K
## 1426 Existing Customer 36 F Uneducated Less than $40K
## 1427 Existing Customer 62 M Graduate $80K - $120K
## 1428 Existing Customer 31 F Uneducated Less than $40K
## 1429 Existing Customer 42 M High School $120K +
## 1430 Existing Customer 38 M High School $60K - $80K
## 1431 Attrited Customer 45 M Graduate $60K - $80K
## 1432 Existing Customer 50 F Graduate Less than $40K
## 1433 Existing Customer 58 M Graduate $80K - $120K
## 1434 Existing Customer 35 M High School $80K - $120K
## 1435 Existing Customer 58 M High School $120K +
## 1436 Existing Customer 42 M Graduate $60K - $80K
## 1437 Existing Customer 32 F College Less than $40K
## 1438 Existing Customer 35 M Graduate $120K +
## 1439 Existing Customer 51 M Uneducated $80K - $120K
## 1440 Existing Customer 63 M Graduate Less than $40K
## 1441 Existing Customer 42 M Unknown $120K +
## 1442 Existing Customer 36 F Uneducated Unknown
## 1443 Existing Customer 42 M Graduate $40K - $60K
## 1444 Attrited Customer 37 F Graduate Unknown
## 1445 Existing Customer 38 M Graduate $80K - $120K
## 1446 Existing Customer 29 M High School $40K - $60K
## 1447 Existing Customer 54 M Uneducated $40K - $60K
## 1448 Existing Customer 33 M Graduate $40K - $60K
## 1449 Existing Customer 63 F Uneducated Unknown
## 1450 Existing Customer 49 M Post-Graduate $60K - $80K
## 1451 Existing Customer 44 F Graduate Less than $40K
## 1452 Existing Customer 33 F College Unknown
## 1453 Existing Customer 57 M Uneducated $80K - $120K
## 1454 Existing Customer 52 F Uneducated Less than $40K
## 1455 Existing Customer 52 F Graduate Less than $40K
## 1456 Existing Customer 39 F Doctorate Unknown
## 1457 Existing Customer 50 F Unknown Unknown
## 1458 Existing Customer 43 M College $60K - $80K
## 1459 Existing Customer 36 M Post-Graduate $60K - $80K
## 1460 Existing Customer 55 M Graduate $120K +
## 1461 Existing Customer 30 F Graduate Less than $40K
## 1462 Existing Customer 36 M Unknown $120K +
## 1463 Existing Customer 26 F High School Less than $40K
## 1464 Existing Customer 48 M High School $40K - $60K
## 1465 Existing Customer 53 F Graduate $40K - $60K
## 1466 Attrited Customer 42 F High School Unknown
## 1467 Attrited Customer 53 M Graduate $120K +
## 1468 Existing Customer 58 F Uneducated Less than $40K
## 1469 Existing Customer 32 M Graduate $80K - $120K
## 1470 Existing Customer 48 M Uneducated $60K - $80K
## 1471 Existing Customer 48 M High School $40K - $60K
## 1472 Existing Customer 54 M College $120K +
## 1473 Existing Customer 59 M High School Less than $40K
## 1474 Existing Customer 35 M Graduate $60K - $80K
## 1475 Existing Customer 37 M Post-Graduate $40K - $60K
## 1476 Existing Customer 36 M High School $120K +
## 1477 Existing Customer 26 M Uneducated $40K - $60K
## 1478 Attrited Customer 35 F Graduate Less than $40K
## 1479 Attrited Customer 40 M Post-Graduate $60K - $80K
## 1480 Existing Customer 55 F Unknown Unknown
## 1481 Existing Customer 39 M Unknown $80K - $120K
## 1482 Existing Customer 39 F Graduate Less than $40K
## 1483 Existing Customer 46 F Unknown $40K - $60K
## 1484 Existing Customer 49 M High School $60K - $80K
## 1485 Existing Customer 32 M Post-Graduate $60K - $80K
## 1486 Existing Customer 35 M Post-Graduate $80K - $120K
## 1487 Existing Customer 39 M Graduate $40K - $60K
## 1488 Existing Customer 53 F Graduate Less than $40K
## 1489 Existing Customer 26 F Graduate $40K - $60K
## 1490 Existing Customer 32 M High School $60K - $80K
## 1491 Existing Customer 54 M College $120K +
## 1492 Existing Customer 36 F High School Less than $40K
## 1493 Existing Customer 45 F High School Less than $40K
## 1494 Existing Customer 49 M Graduate $80K - $120K
## 1495 Existing Customer 44 M Doctorate $120K +
## 1496 Existing Customer 32 M High School Unknown
## 1497 Existing Customer 64 F Doctorate Less than $40K
## 1498 Existing Customer 37 F Unknown Less than $40K
## 1499 Existing Customer 31 M Post-Graduate $60K - $80K
## 1500 Existing Customer 49 F Uneducated $40K - $60K
## 1501 Existing Customer 32 F High School Less than $40K
## 1502 Existing Customer 53 M High School $120K +
## 1503 Existing Customer 62 F Graduate Unknown
## 1504 Existing Customer 26 F Unknown Unknown
## 1505 Existing Customer 49 F Graduate Unknown
## 1506 Existing Customer 30 F Graduate Less than $40K
## 1507 Existing Customer 34 M Uneducated $120K +
## 1508 Existing Customer 41 M Post-Graduate $40K - $60K
## 1509 Existing Customer 27 F Unknown Less than $40K
## 1510 Existing Customer 33 F Uneducated $40K - $60K
## 1511 Existing Customer 56 M High School $120K +
## 1512 Existing Customer 36 M High School $80K - $120K
## 1513 Existing Customer 35 M Graduate $60K - $80K
## 1514 Existing Customer 27 M Graduate $40K - $60K
## 1515 Existing Customer 46 M High School $60K - $80K
## 1516 Existing Customer 48 M Graduate $60K - $80K
## 1517 Existing Customer 54 M Unknown $80K - $120K
## 1518 Existing Customer 38 M Graduate $60K - $80K
## 1519 Existing Customer 36 M Post-Graduate $80K - $120K
## 1520 Existing Customer 56 M High School $80K - $120K
## 1521 Existing Customer 32 M Doctorate $60K - $80K
## 1522 Existing Customer 36 M Doctorate $60K - $80K
## 1523 Existing Customer 35 F High School Less than $40K
## 1524 Existing Customer 26 M College Unknown
## 1525 Existing Customer 32 M High School $60K - $80K
## 1526 Existing Customer 56 F High School $40K - $60K
## 1527 Existing Customer 54 M Unknown $80K - $120K
## 1528 Existing Customer 54 M Unknown $80K - $120K
## 1529 Existing Customer 37 F Uneducated Less than $40K
## 1530 Existing Customer 38 F Graduate Less than $40K
## 1531 Existing Customer 35 M College $60K - $80K
## 1532 Existing Customer 39 M Unknown $60K - $80K
## 1533 Existing Customer 48 M Doctorate $80K - $120K
## 1534 Existing Customer 29 M Graduate $40K - $60K
## 1535 Existing Customer 33 M Graduate $80K - $120K
## 1536 Existing Customer 39 F High School $40K - $60K
## 1537 Existing Customer 35 F Graduate Unknown
## 1538 Existing Customer 43 F Unknown Less than $40K
## 1539 Existing Customer 27 F High School Less than $40K
## 1540 Existing Customer 52 F Graduate Unknown
## 1541 Existing Customer 31 M Graduate $40K - $60K
## 1542 Existing Customer 45 M Graduate $60K - $80K
## 1543 Existing Customer 35 M High School $60K - $80K
## 1544 Existing Customer 55 M College $120K +
## 1545 Existing Customer 61 M Uneducated $40K - $60K
## 1546 Existing Customer 37 F Graduate Less than $40K
## 1547 Existing Customer 38 M Unknown $80K - $120K
## 1548 Existing Customer 54 F Unknown Less than $40K
## 1549 Existing Customer 40 M Unknown $80K - $120K
## 1550 Existing Customer 47 M College $120K +
## 1551 Existing Customer 55 F Graduate $40K - $60K
## 1552 Existing Customer 37 M Post-Graduate $80K - $120K
## 1553 Existing Customer 36 F College Less than $40K
## 1554 Existing Customer 53 F Uneducated Unknown
## 1555 Existing Customer 26 M High School $60K - $80K
## 1556 Existing Customer 45 F Graduate Less than $40K
## 1557 Existing Customer 36 F Unknown Less than $40K
## 1558 Existing Customer 60 M Post-Graduate $60K - $80K
## 1559 Attrited Customer 30 M Post-Graduate Less than $40K
## 1560 Existing Customer 39 M High School $60K - $80K
## 1561 Existing Customer 33 F Unknown Unknown
## 1562 Existing Customer 48 F College Less than $40K
## 1563 Existing Customer 39 M Graduate $60K - $80K
## 1564 Existing Customer 38 M Graduate $80K - $120K
## 1565 Existing Customer 47 M High School $120K +
## 1566 Existing Customer 26 M Graduate Less than $40K
## 1567 Existing Customer 49 M College $120K +
## 1568 Existing Customer 38 M High School $80K - $120K
## 1569 Existing Customer 30 M Graduate Less than $40K
## 1570 Existing Customer 53 M High School $120K +
## 1571 Existing Customer 49 M Unknown $60K - $80K
## 1572 Existing Customer 35 M Uneducated $60K - $80K
## 1573 Existing Customer 40 M Uneducated $40K - $60K
## 1574 Existing Customer 30 M High School $60K - $80K
## 1575 Existing Customer 42 F College $40K - $60K
## 1576 Existing Customer 62 F Graduate Less than $40K
## 1577 Attrited Customer 50 F Post-Graduate $40K - $60K
## 1578 Existing Customer 56 M College $120K +
## 1579 Existing Customer 45 M Graduate $80K - $120K
## 1580 Existing Customer 35 F Uneducated Less than $40K
## 1581 Existing Customer 57 F Graduate Less than $40K
## 1582 Existing Customer 33 F High School Unknown
## 1583 Attrited Customer 43 F Graduate Less than $40K
## 1584 Existing Customer 53 M Graduate $80K - $120K
## 1585 Existing Customer 50 M College $60K - $80K
## 1586 Existing Customer 30 M High School $120K +
## 1587 Existing Customer 37 F Graduate Less than $40K
## 1588 Existing Customer 37 M Doctorate $40K - $60K
## 1589 Existing Customer 45 M Graduate $80K - $120K
## 1590 Attrited Customer 58 M Unknown $40K - $60K
## 1591 Existing Customer 63 F College $40K - $60K
## 1592 Existing Customer 43 M Graduate $60K - $80K
## 1593 Existing Customer 26 F Unknown Unknown
## 1594 Existing Customer 37 F Unknown Less than $40K
## 1595 Existing Customer 53 M Graduate $60K - $80K
## 1596 Existing Customer 55 M Unknown $120K +
## 1597 Existing Customer 36 M High School $60K - $80K
## 1598 Existing Customer 51 M High School $120K +
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## 1600 Existing Customer 35 F High School Unknown
## 1601 Existing Customer 34 F Graduate Less than $40K
## 1602 Existing Customer 57 M Doctorate $60K - $80K
## 1603 Attrited Customer 54 F College Unknown
## 1604 Existing Customer 29 M Uneducated $60K - $80K
## 1605 Existing Customer 37 F Post-Graduate Less than $40K
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## 1607 Existing Customer 36 M College $40K - $60K
## 1608 Existing Customer 49 M Unknown $40K - $60K
## 1609 Existing Customer 64 F Unknown $40K - $60K
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## 1611 Existing Customer 52 M Graduate $120K +
## 1612 Existing Customer 35 F Uneducated Less than $40K
## 1613 Attrited Customer 37 F Graduate Less than $40K
## 1614 Existing Customer 50 M Uneducated $60K - $80K
## 1615 Existing Customer 65 F Graduate Less than $40K
## 1616 Existing Customer 53 F Unknown Less than $40K
## 1617 Existing Customer 53 M Unknown $120K +
## 1618 Existing Customer 40 M Graduate $80K - $120K
## 1619 Existing Customer 39 M High School $60K - $80K
## 1620 Existing Customer 53 F High School Unknown
## 1621 Existing Customer 36 M Uneducated $60K - $80K
## 1622 Existing Customer 35 F Graduate $40K - $60K
## 1623 Existing Customer 37 F High School Less than $40K
## 1624 Existing Customer 36 F Unknown Less than $40K
## 1625 Existing Customer 39 M College $80K - $120K
## 1626 Existing Customer 65 M College Less than $40K
## 1627 Existing Customer 45 F Unknown Less than $40K
## 1628 Existing Customer 38 F Graduate Less than $40K
## 1629 Attrited Customer 36 F Graduate Less than $40K
## 1630 Existing Customer 40 F Graduate Less than $40K
## 1631 Existing Customer 35 F College $40K - $60K
## 1632 Existing Customer 54 M Post-Graduate $120K +
## 1633 Existing Customer 40 M Graduate $80K - $120K
## 1634 Existing Customer 59 M Uneducated $40K - $60K
## 1635 Attrited Customer 26 F High School $40K - $60K
## 1636 Existing Customer 46 M High School $60K - $80K
## 1637 Existing Customer 29 F Graduate Unknown
## 1638 Existing Customer 38 M Graduate $40K - $60K
## 1639 Existing Customer 31 M Graduate $60K - $80K
## 1640 Existing Customer 35 M High School $60K - $80K
## 1641 Existing Customer 56 M Uneducated $80K - $120K
## 1642 Existing Customer 34 M College $80K - $120K
## 1643 Existing Customer 42 M Doctorate $80K - $120K
## 1644 Existing Customer 29 M College $60K - $80K
## 1645 Existing Customer 32 M Graduate $40K - $60K
## 1646 Existing Customer 37 F High School Less than $40K
## 1647 Existing Customer 36 F Unknown Less than $40K
## 1648 Existing Customer 37 M Unknown $60K - $80K
## 1649 Existing Customer 38 M Graduate $80K - $120K
## 1650 Attrited Customer 52 M High School $60K - $80K
## 1651 Existing Customer 62 F Graduate Less than $40K
## 1652 Existing Customer 35 F Graduate Unknown
## 1653 Existing Customer 36 M Graduate $60K - $80K
## 1654 Existing Customer 54 M College $80K - $120K
## 1655 Existing Customer 27 M High School $60K - $80K
## 1656 Attrited Customer 26 M High School $40K - $60K
## 1657 Existing Customer 56 F Graduate Less than $40K
## 1658 Existing Customer 60 F Graduate $40K - $60K
## 1659 Existing Customer 54 M Graduate $60K - $80K
## 1660 Existing Customer 48 M Unknown $80K - $120K
## 1661 Existing Customer 33 M College $80K - $120K
## 1662 Existing Customer 64 F Unknown Less than $40K
## 1663 Existing Customer 35 M Graduate $60K - $80K
## 1664 Existing Customer 54 F Unknown Less than $40K
## 1665 Existing Customer 29 F College Less than $40K
## 1666 Attrited Customer 33 M Graduate $120K +
## 1667 Existing Customer 34 M Graduate $40K - $60K
## 1668 Existing Customer 48 M Graduate $60K - $80K
## 1669 Existing Customer 38 M High School $80K - $120K
## 1670 Existing Customer 42 M High School $60K - $80K
## 1671 Existing Customer 55 M Graduate $40K - $60K
## 1672 Existing Customer 62 M High School $40K - $60K
## 1673 Existing Customer 33 F Unknown Less than $40K
## 1674 Existing Customer 38 M Unknown $80K - $120K
## 1675 Existing Customer 39 M Uneducated $40K - $60K
## 1676 Existing Customer 56 M College $80K - $120K
## 1677 Existing Customer 36 M Graduate Less than $40K
## 1678 Existing Customer 29 M College $80K - $120K
## 1679 Existing Customer 57 M High School $120K +
## 1680 Existing Customer 55 F Post-Graduate Unknown
## 1681 Existing Customer 51 F Graduate $40K - $60K
## 1682 Existing Customer 57 F College Unknown
## 1683 Existing Customer 56 F Graduate Less than $40K
## 1684 Existing Customer 26 M College $40K - $60K
## 1685 Existing Customer 36 F Uneducated Unknown
## 1686 Existing Customer 53 F Graduate $40K - $60K
## 1687 Existing Customer 41 M Graduate $40K - $60K
## 1688 Existing Customer 26 F Post-Graduate Less than $40K
## 1689 Existing Customer 51 F College Less than $40K
## 1690 Existing Customer 34 M Graduate $60K - $80K
## 1691 Existing Customer 65 F Unknown $40K - $60K
## 1692 Existing Customer 52 M High School $80K - $120K
## 1693 Existing Customer 54 F Graduate Less than $40K
## 1694 Attrited Customer 37 M College $80K - $120K
## 1695 Existing Customer 40 F Graduate Unknown
## 1696 Existing Customer 55 M Doctorate $80K - $120K
## 1697 Existing Customer 45 M High School $80K - $120K
## 1698 Existing Customer 37 F High School Less than $40K
## 1699 Existing Customer 30 M Graduate $60K - $80K
## 1700 Existing Customer 55 F Unknown Less than $40K
## 1701 Existing Customer 36 M Graduate $80K - $120K
## 1702 Existing Customer 39 M Graduate $40K - $60K
## 1703 Existing Customer 34 M Graduate Less than $40K
## 1704 Existing Customer 47 M High School $60K - $80K
## 1705 Existing Customer 42 M High School $80K - $120K
## 1706 Existing Customer 61 M Graduate $40K - $60K
## 1707 Existing Customer 31 M College $40K - $60K
## 1708 Attrited Customer 40 M College $80K - $120K
## 1709 Existing Customer 42 F Graduate Less than $40K
## 1710 Existing Customer 54 F Graduate Less than $40K
## 1711 Existing Customer 52 F Unknown Less than $40K
## 1712 Existing Customer 31 F Graduate Less than $40K
## 1713 Existing Customer 43 M Unknown $40K - $60K
## 1714 Existing Customer 49 M Unknown $120K +
## 1715 Existing Customer 45 F Graduate $40K - $60K
## 1716 Existing Customer 38 M Graduate $80K - $120K
## 1717 Existing Customer 57 M Uneducated $40K - $60K
## 1718 Existing Customer 63 F Graduate $40K - $60K
## 1719 Existing Customer 42 F Post-Graduate Less than $40K
## 1720 Existing Customer 61 F Doctorate $40K - $60K
## 1721 Existing Customer 37 M Unknown $40K - $60K
## 1722 Attrited Customer 61 M Graduate $120K +
## 1723 Existing Customer 35 M College $60K - $80K
## 1724 Existing Customer 57 M Graduate $80K - $120K
## 1725 Existing Customer 64 M Unknown Less than $40K
## 1726 Existing Customer 39 F Doctorate Unknown
## 1727 Existing Customer 28 F Unknown Unknown
## 1728 Existing Customer 53 M Graduate $80K - $120K
## 1729 Existing Customer 39 M Unknown $60K - $80K
## 1730 Existing Customer 35 F Graduate Less than $40K
## 1731 Existing Customer 47 F High School $40K - $60K
## 1732 Existing Customer 47 M Unknown $80K - $120K
## 1733 Existing Customer 38 M Graduate $80K - $120K
## 1734 Existing Customer 26 F High School Less than $40K
## 1735 Existing Customer 37 F Graduate Unknown
## 1736 Existing Customer 57 M Graduate Less than $40K
## 1737 Existing Customer 38 F Unknown Less than $40K
## 1738 Existing Customer 39 M Graduate $120K +
## 1739 Existing Customer 35 M Uneducated $60K - $80K
## 1740 Existing Customer 38 M Graduate $80K - $120K
## 1741 Existing Customer 56 M Unknown $60K - $80K
## 1742 Existing Customer 36 M Uneducated $40K - $60K
## 1743 Attrited Customer 39 M College $80K - $120K
## 1744 Existing Customer 58 F Uneducated Unknown
## 1745 Existing Customer 28 M High School Less than $40K
## 1746 Existing Customer 65 F Graduate Less than $40K
## 1747 Existing Customer 26 F Uneducated Less than $40K
## 1748 Existing Customer 28 M Graduate Less than $40K
## 1749 Existing Customer 30 F Uneducated Unknown
## 1750 Existing Customer 31 F Uneducated Less than $40K
## 1751 Existing Customer 57 M Post-Graduate $60K - $80K
## 1752 Existing Customer 43 M High School $40K - $60K
## 1753 Attrited Customer 26 F Uneducated Less than $40K
## 1754 Existing Customer 39 F High School $40K - $60K
## 1755 Existing Customer 35 M Unknown $60K - $80K
## 1756 Existing Customer 52 F Uneducated $40K - $60K
## 1757 Existing Customer 33 M Graduate $80K - $120K
## 1758 Existing Customer 53 M High School $60K - $80K
## 1759 Existing Customer 30 F Unknown Less than $40K
## 1760 Existing Customer 59 M Unknown Less than $40K
## 1761 Existing Customer 65 F Graduate Less than $40K
## 1762 Existing Customer 33 F Uneducated Less than $40K
## 1763 Existing Customer 52 F High School Unknown
## 1764 Existing Customer 26 F College Unknown
## 1765 Existing Customer 52 M High School $60K - $80K
## 1766 Existing Customer 37 F Graduate Less than $40K
## 1767 Existing Customer 56 M Graduate $120K +
## 1768 Existing Customer 35 M Uneducated $120K +
## 1769 Existing Customer 58 F Graduate Less than $40K
## 1770 Existing Customer 34 F Unknown $40K - $60K
## 1771 Existing Customer 37 M Uneducated $80K - $120K
## 1772 Existing Customer 53 M Uneducated $40K - $60K
## 1773 Existing Customer 38 M Uneducated $40K - $60K
## 1774 Existing Customer 38 M Uneducated $80K - $120K
## 1775 Existing Customer 28 F Unknown Less than $40K
## 1776 Existing Customer 39 F High School Unknown
## 1777 Existing Customer 43 F Uneducated Less than $40K
## 1778 Existing Customer 36 M College $80K - $120K
## 1779 Existing Customer 38 F Uneducated Less than $40K
## 1780 Existing Customer 37 M Graduate $40K - $60K
## 1781 Existing Customer 37 M College $60K - $80K
## 1782 Existing Customer 29 F Uneducated Less than $40K
## 1783 Existing Customer 51 M High School $60K - $80K
## 1784 Existing Customer 54 M College $60K - $80K
## 1785 Existing Customer 35 M High School $80K - $120K
## 1786 Existing Customer 38 F College $40K - $60K
## 1787 Existing Customer 33 F High School Less than $40K
## 1788 Existing Customer 45 F Uneducated Less than $40K
## 1789 Existing Customer 61 M Graduate $40K - $60K
## 1790 Existing Customer 33 F Uneducated Less than $40K
## 1791 Existing Customer 55 M High School $60K - $80K
## 1792 Existing Customer 34 F Graduate Less than $40K
## 1793 Existing Customer 58 M High School $40K - $60K
## 1794 Existing Customer 38 F Graduate Less than $40K
## 1795 Attrited Customer 59 M College $120K +
## 1796 Existing Customer 57 M Unknown $80K - $120K
## 1797 Existing Customer 55 M High School $60K - $80K
## 1798 Existing Customer 63 M Graduate $60K - $80K
## 1799 Existing Customer 60 M High School Less than $40K
## 1800 Existing Customer 53 F Uneducated Less than $40K
## 1801 Existing Customer 35 M High School $60K - $80K
## 1802 Existing Customer 53 M Unknown $120K +
## 1803 Existing Customer 58 M Graduate Less than $40K
## 1804 Existing Customer 33 F Post-Graduate Unknown
## 1805 Existing Customer 53 M Graduate $80K - $120K
## 1806 Existing Customer 59 M Doctorate $60K - $80K
## 1807 Existing Customer 37 M High School $120K +
## 1808 Existing Customer 50 F High School Less than $40K
## 1809 Existing Customer 35 F Uneducated Less than $40K
## 1810 Existing Customer 28 M Post-Graduate $40K - $60K
## 1811 Existing Customer 37 M Uneducated $80K - $120K
## 1812 Existing Customer 39 M Graduate $40K - $60K
## 1813 Existing Customer 31 M Post-Graduate $40K - $60K
## 1814 Existing Customer 37 M Graduate $60K - $80K
## 1815 Existing Customer 39 M Graduate Less than $40K
## 1816 Existing Customer 38 M Graduate $80K - $120K
## 1817 Existing Customer 35 M Graduate $40K - $60K
## 1818 Existing Customer 30 M Graduate Less than $40K
## 1819 Attrited Customer 48 F Post-Graduate Less than $40K
## 1820 Existing Customer 33 F Uneducated Less than $40K
## 1821 Existing Customer 47 M Unknown $40K - $60K
## 1822 Existing Customer 37 F High School Less than $40K
## 1823 Existing Customer 38 M Unknown $60K - $80K
## 1824 Existing Customer 39 M College $40K - $60K
## 1825 Existing Customer 34 M Unknown $60K - $80K
## 1826 Existing Customer 65 M Graduate Less than $40K
## 1827 Existing Customer 43 M Graduate $60K - $80K
## 1828 Attrited Customer 38 M Uneducated $80K - $120K
## 1829 Existing Customer 48 M Post-Graduate $40K - $60K
## 1830 Existing Customer 38 M Graduate $60K - $80K
## 1831 Attrited Customer 65 F Graduate Less than $40K
## 1832 Existing Customer 36 F Unknown Less than $40K
## 1833 Existing Customer 35 M Graduate $40K - $60K
## 1834 Existing Customer 58 F Graduate Less than $40K
## 1835 Existing Customer 54 F High School Unknown
## 1836 Existing Customer 53 M Graduate $80K - $120K
## 1837 Existing Customer 38 M Post-Graduate $60K - $80K
## 1838 Existing Customer 31 M Unknown $40K - $60K
## 1839 Existing Customer 34 M Graduate $120K +
## 1840 Existing Customer 38 M Unknown $60K - $80K
## 1841 Attrited Customer 39 M High School $60K - $80K
## 1842 Existing Customer 37 M Graduate $80K - $120K
## 1843 Existing Customer 51 F High School Less than $40K
## 1844 Existing Customer 53 F Uneducated Less than $40K
## 1845 Existing Customer 53 M Graduate $80K - $120K
## 1846 Existing Customer 65 M Graduate Less than $40K
## 1847 Existing Customer 33 F High School Less than $40K
## 1848 Existing Customer 37 M Doctorate $60K - $80K
## 1849 Existing Customer 47 M Graduate $40K - $60K
## 1850 Existing Customer 59 F High School Less than $40K
## 1851 Existing Customer 59 F Post-Graduate Less than $40K
## 1852 Existing Customer 34 F Post-Graduate Unknown
## 1853 Existing Customer 26 M Uneducated Less than $40K
## 1854 Existing Customer 45 M College $120K +
## 1855 Existing Customer 54 F Graduate Unknown
## 1856 Existing Customer 52 M Post-Graduate $80K - $120K
## 1857 Existing Customer 47 M High School $40K - $60K
## 1858 Existing Customer 57 F Unknown Less than $40K
## 1859 Existing Customer 34 M Graduate $60K - $80K
## 1860 Existing Customer 36 M College $80K - $120K
## 1861 Attrited Customer 36 F Uneducated $40K - $60K
## 1862 Existing Customer 57 F Uneducated $40K - $60K
## 1863 Existing Customer 29 M Post-Graduate Less than $40K
## 1864 Existing Customer 37 M Graduate $80K - $120K
## 1865 Attrited Customer 46 F Graduate Less than $40K
## 1866 Existing Customer 55 M High School $80K - $120K
## 1867 Existing Customer 56 M Graduate $80K - $120K
## 1868 Attrited Customer 32 M High School $120K +
## 1869 Existing Customer 39 M Uneducated $120K +
## 1870 Existing Customer 63 F Graduate Less than $40K
## 1871 Existing Customer 49 F Unknown Less than $40K
## 1872 Existing Customer 38 M High School $60K - $80K
## 1873 Existing Customer 60 M Uneducated Less than $40K
## 1874 Existing Customer 38 M Uneducated $60K - $80K
## 1875 Existing Customer 63 M High School $80K - $120K
## 1876 Existing Customer 43 F College Less than $40K
## 1877 Existing Customer 39 F Graduate Less than $40K
## 1878 Existing Customer 35 F High School Unknown
## 1879 Attrited Customer 45 M College $80K - $120K
## 1880 Existing Customer 35 F Graduate $40K - $60K
## 1881 Attrited Customer 48 F Graduate $40K - $60K
## 1882 Existing Customer 26 M High School $40K - $60K
## 1883 Existing Customer 36 M College $120K +
## 1884 Existing Customer 37 M College $80K - $120K
## 1885 Existing Customer 39 M Unknown $60K - $80K
## 1886 Existing Customer 49 M High School $80K - $120K
## 1887 Existing Customer 56 M Uneducated $60K - $80K
## 1888 Existing Customer 45 M College $60K - $80K
## 1889 Existing Customer 34 M High School Unknown
## 1890 Existing Customer 29 M Unknown $80K - $120K
## 1891 Existing Customer 28 M High School Less than $40K
## 1892 Existing Customer 65 F Post-Graduate Less than $40K
## 1893 Existing Customer 26 F College Less than $40K
## 1894 Existing Customer 57 F Uneducated Less than $40K
## 1895 Existing Customer 47 M Graduate $120K +
## 1896 Existing Customer 54 F Graduate Less than $40K
## 1897 Existing Customer 48 M Unknown $120K +
## 1898 Existing Customer 36 F High School Unknown
## 1899 Existing Customer 43 M Graduate $80K - $120K
## 1900 Existing Customer 54 F Graduate Less than $40K
## 1901 Existing Customer 37 M College $60K - $80K
## 1902 Existing Customer 33 M Graduate $80K - $120K
## 1903 Existing Customer 38 M College $40K - $60K
## 1904 Existing Customer 36 M Graduate $80K - $120K
## 1905 Existing Customer 40 F Graduate Unknown
## 1906 Attrited Customer 37 M Graduate $120K +
## 1907 Existing Customer 26 F High School Unknown
## 1908 Existing Customer 45 M High School $60K - $80K
## 1909 Existing Customer 26 M High School Less than $40K
## 1910 Existing Customer 42 M Graduate $40K - $60K
## 1911 Existing Customer 33 M College $80K - $120K
## 1912 Existing Customer 57 F High School $40K - $60K
## 1913 Existing Customer 55 M Graduate $60K - $80K
## 1914 Existing Customer 40 M Uneducated $80K - $120K
## 1915 Existing Customer 32 M High School Less than $40K
## 1916 Existing Customer 62 F High School Less than $40K
## 1917 Existing Customer 26 M Graduate $60K - $80K
## 1918 Attrited Customer 37 M High School Less than $40K
## 1919 Existing Customer 57 M Doctorate $80K - $120K
## 1920 Existing Customer 47 F High School Unknown
## 1921 Existing Customer 47 M Graduate $80K - $120K
## 1922 Existing Customer 48 F Graduate Unknown
## 1923 Existing Customer 49 F Uneducated Less than $40K
## 1924 Existing Customer 35 M Graduate $80K - $120K
## 1925 Existing Customer 57 M Unknown $60K - $80K
## 1926 Existing Customer 62 F Graduate Unknown
## 1927 Existing Customer 55 F College Less than $40K
## 1928 Existing Customer 36 M Graduate $60K - $80K
## 1929 Existing Customer 54 M High School $80K - $120K
## 1930 Existing Customer 30 F Graduate Less than $40K
## 1931 Existing Customer 46 M Graduate $40K - $60K
## 1932 Existing Customer 43 M Graduate $80K - $120K
## 1933 Existing Customer 34 M Graduate $120K +
## 1934 Existing Customer 55 M Graduate $80K - $120K
## 1935 Existing Customer 36 F Unknown Less than $40K
## 1936 Existing Customer 44 M Graduate $80K - $120K
## 1937 Existing Customer 39 M Unknown $60K - $80K
## 1938 Existing Customer 34 M Graduate $80K - $120K
## 1939 Existing Customer 40 M Graduate $60K - $80K
## 1940 Existing Customer 42 M College $60K - $80K
## 1941 Existing Customer 36 M Graduate $40K - $60K
## 1942 Existing Customer 26 F High School Less than $40K
## 1943 Existing Customer 42 M High School $40K - $60K
## 1944 Existing Customer 55 M Graduate $40K - $60K
## 1945 Existing Customer 45 M Unknown $80K - $120K
## 1946 Existing Customer 61 M High School $60K - $80K
## 1947 Existing Customer 41 M College $120K +
## 1948 Existing Customer 35 F Graduate Less than $40K
## 1949 Existing Customer 34 M Graduate $120K +
## 1950 Existing Customer 37 M High School $80K - $120K
## 1951 Attrited Customer 46 M Uneducated $60K - $80K
## 1952 Existing Customer 26 M College $40K - $60K
## 1953 Existing Customer 54 F High School Less than $40K
## 1954 Attrited Customer 47 F Graduate Less than $40K
## 1955 Existing Customer 56 F Graduate Less than $40K
## 1956 Existing Customer 42 F Unknown Less than $40K
## 1957 Existing Customer 30 M Unknown $40K - $60K
## 1958 Existing Customer 32 M Unknown Less than $40K
## 1959 Existing Customer 40 M High School $80K - $120K
## 1960 Existing Customer 33 F Graduate Less than $40K
## 1961 Existing Customer 64 M Graduate Less than $40K
## 1962 Existing Customer 33 M High School $80K - $120K
## 1963 Existing Customer 52 M Post-Graduate $80K - $120K
## 1964 Existing Customer 59 F Uneducated Less than $40K
## 1965 Existing Customer 41 F Uneducated Unknown
## 1966 Existing Customer 38 M Unknown $40K - $60K
## 1967 Existing Customer 29 M Graduate Less than $40K
## 1968 Existing Customer 43 F Doctorate Unknown
## 1969 Attrited Customer 40 M High School $80K - $120K
## 1970 Existing Customer 37 F Graduate Less than $40K
## 1971 Existing Customer 32 M High School Less than $40K
## 1972 Existing Customer 36 M Graduate $60K - $80K
## 1973 Attrited Customer 58 M High School $40K - $60K
## 1974 Existing Customer 53 M High School $80K - $120K
## 1975 Existing Customer 37 F Unknown Unknown
## 1976 Existing Customer 47 M Unknown $40K - $60K
## 1977 Existing Customer 36 M Uneducated $120K +
## 1978 Existing Customer 26 F Uneducated $40K - $60K
## 1979 Existing Customer 38 F Graduate $40K - $60K
## 1980 Existing Customer 32 F High School $40K - $60K
## 1981 Existing Customer 37 F Graduate Less than $40K
## 1982 Existing Customer 26 M Unknown Less than $40K
## 1983 Existing Customer 55 F Graduate $40K - $60K
## 1984 Existing Customer 35 M Unknown $80K - $120K
## 1985 Existing Customer 58 M High School $60K - $80K
## 1986 Existing Customer 32 M Graduate Unknown
## 1987 Existing Customer 47 M High School $80K - $120K
## 1988 Existing Customer 32 M Graduate Less than $40K
## 1989 Existing Customer 56 M High School $60K - $80K
## 1990 Existing Customer 34 F Doctorate Less than $40K
## 1991 Existing Customer 65 M Unknown Unknown
## 1992 Existing Customer 55 M Uneducated $120K +
## 1993 Existing Customer 43 M High School $80K - $120K
## 1994 Existing Customer 31 M College Less than $40K
## 1995 Existing Customer 54 F College Less than $40K
## 1996 Existing Customer 52 M Graduate $80K - $120K
## 1997 Existing Customer 48 M College $40K - $60K
## 1998 Existing Customer 54 F High School Less than $40K
## 1999 Existing Customer 33 M Uneducated $60K - $80K
## 2000 Attrited Customer 26 F Post-Graduate Less than $40K
## 2001 Existing Customer 30 F Uneducated Less than $40K
## 2002 Existing Customer 49 F Graduate Less than $40K
## 2003 Existing Customer 36 F Unknown $40K - $60K
## 2004 Existing Customer 56 M Unknown $80K - $120K
## 2005 Existing Customer 53 M Uneducated $80K - $120K
## 2006 Attrited Customer 39 M Uneducated $120K +
## 2007 Existing Customer 34 M College $60K - $80K
## 2008 Existing Customer 53 M College $80K - $120K
## 2009 Existing Customer 32 M Graduate $40K - $60K
## 2010 Existing Customer 39 M Graduate $80K - $120K
## 2011 Existing Customer 57 M High School $120K +
## 2012 Existing Customer 48 F Graduate Unknown
## 2013 Existing Customer 37 M Unknown $60K - $80K
## 2014 Existing Customer 36 M Graduate $80K - $120K
## 2015 Existing Customer 39 M College $40K - $60K
## 2016 Existing Customer 31 M Graduate Less than $40K
## 2017 Existing Customer 31 M Graduate $40K - $60K
## 2018 Existing Customer 36 M Graduate $60K - $80K
## 2019 Existing Customer 47 F Graduate Less than $40K
## 2020 Attrited Customer 37 M College $60K - $80K
## 2021 Existing Customer 38 M Unknown $60K - $80K
## 2022 Existing Customer 39 M Graduate $80K - $120K
## 2023 Existing Customer 39 M Unknown $80K - $120K
## 2024 Existing Customer 37 M Graduate $40K - $60K
## 2025 Existing Customer 58 M Graduate $80K - $120K
## 2026 Existing Customer 58 F Graduate Less than $40K
## 2027 Existing Customer 37 M Graduate $40K - $60K
## 2028 Existing Customer 54 M Graduate $80K - $120K
## 2029 Existing Customer 45 F Uneducated Less than $40K
## 2030 Existing Customer 36 F Graduate Unknown
## 2031 Existing Customer 53 M Graduate $40K - $60K
## 2032 Existing Customer 34 F College Less than $40K
## 2033 Attrited Customer 35 M Graduate $80K - $120K
## 2034 Existing Customer 32 M Graduate $40K - $60K
## 2035 Existing Customer 38 M Uneducated Less than $40K
## 2036 Existing Customer 37 M Uneducated $80K - $120K
## 2037 Existing Customer 37 F High School Unknown
## 2038 Existing Customer 47 F Graduate Less than $40K
## 2039 Existing Customer 52 F Doctorate Unknown
## 2040 Existing Customer 54 M High School $60K - $80K
## 2041 Existing Customer 53 M College $80K - $120K
## 2042 Existing Customer 33 F College Less than $40K
## 2043 Existing Customer 49 M Graduate $60K - $80K
## 2044 Attrited Customer 37 M Doctorate $120K +
## 2045 Existing Customer 31 M Uneducated $40K - $60K
## 2046 Existing Customer 43 M Graduate $120K +
## 2047 Existing Customer 39 M Uneducated $80K - $120K
## 2048 Existing Customer 38 M High School $40K - $60K
## 2049 Existing Customer 62 F Uneducated Less than $40K
## 2050 Existing Customer 58 F Unknown $40K - $60K
## 2051 Existing Customer 39 F High School Unknown
## 2052 Existing Customer 30 M College $40K - $60K
## 2053 Existing Customer 46 M Doctorate $80K - $120K
## 2054 Existing Customer 39 M College $60K - $80K
## 2055 Existing Customer 53 F College $40K - $60K
## 2056 Existing Customer 34 M Uneducated $120K +
## 2057 Existing Customer 54 F Graduate Less than $40K
## 2058 Existing Customer 54 M High School $80K - $120K
## 2059 Existing Customer 39 M Uneducated $60K - $80K
## 2060 Existing Customer 36 F Graduate Less than $40K
## 2061 Existing Customer 38 M High School $40K - $60K
## 2062 Existing Customer 45 M Unknown $60K - $80K
## 2063 Existing Customer 28 F Graduate Less than $40K
## 2064 Existing Customer 37 F High School Unknown
## 2065 Existing Customer 57 M Graduate $40K - $60K
## 2066 Existing Customer 48 F Graduate Less than $40K
## 2067 Existing Customer 33 M Unknown $40K - $60K
## 2068 Existing Customer 38 M Uneducated $60K - $80K
## 2069 Existing Customer 36 M Unknown $60K - $80K
## 2070 Existing Customer 37 M High School $60K - $80K
## 2071 Existing Customer 36 M Unknown $80K - $120K
## 2072 Existing Customer 54 F Uneducated $40K - $60K
## 2073 Existing Customer 52 M Graduate $60K - $80K
## 2074 Existing Customer 53 F Graduate Less than $40K
## 2075 Existing Customer 27 F High School Less than $40K
## 2076 Existing Customer 32 F High School Less than $40K
## 2077 Existing Customer 57 M Graduate $120K +
## 2078 Attrited Customer 58 M Uneducated $120K +
## 2079 Existing Customer 54 F High School Less than $40K
## 2080 Existing Customer 45 M Graduate $60K - $80K
## 2081 Existing Customer 36 F Post-Graduate Less than $40K
## 2082 Existing Customer 39 F Graduate $40K - $60K
## 2083 Existing Customer 39 F Graduate $40K - $60K
## 2084 Existing Customer 34 M High School $80K - $120K
## 2085 Existing Customer 54 F Uneducated $40K - $60K
## 2086 Existing Customer 54 M High School $80K - $120K
## 2087 Existing Customer 36 M Graduate $60K - $80K
## 2088 Existing Customer 37 M High School $120K +
## 2089 Existing Customer 27 M Uneducated $40K - $60K
## 2090 Existing Customer 55 F Graduate Less than $40K
## 2091 Existing Customer 26 M Unknown Unknown
## 2092 Existing Customer 56 M Graduate $60K - $80K
## 2093 Existing Customer 58 F Graduate Less than $40K
## 2094 Existing Customer 42 F Graduate Unknown
## 2095 Existing Customer 30 M College Unknown
## 2096 Existing Customer 38 M High School $60K - $80K
## 2097 Existing Customer 47 F Uneducated Unknown
## 2098 Existing Customer 33 F Graduate $40K - $60K
## 2099 Attrited Customer 54 F Post-Graduate Less than $40K
## 2100 Existing Customer 65 F Graduate Unknown
## 2101 Existing Customer 33 M High School $60K - $80K
## 2102 Existing Customer 44 F Doctorate Less than $40K
## 2103 Existing Customer 57 F Unknown $40K - $60K
## 2104 Existing Customer 34 M Uneducated $80K - $120K
## 2105 Existing Customer 63 F Uneducated $40K - $60K
## 2106 Existing Customer 37 F High School Less than $40K
## 2107 Existing Customer 39 M Post-Graduate $60K - $80K
## 2108 Existing Customer 39 M High School $80K - $120K
## 2109 Existing Customer 55 M Graduate $60K - $80K
## 2110 Attrited Customer 37 M Graduate $120K +
## 2111 Existing Customer 57 M Doctorate $80K - $120K
## 2112 Existing Customer 45 F Graduate Less than $40K
## 2113 Existing Customer 53 M Graduate $80K - $120K
## 2114 Existing Customer 37 M Graduate $60K - $80K
## 2115 Existing Customer 60 F Uneducated Less than $40K
## 2116 Existing Customer 29 F Uneducated Less than $40K
## 2117 Existing Customer 56 F Uneducated Less than $40K
## 2118 Existing Customer 37 M Graduate $80K - $120K
## 2119 Existing Customer 43 M High School $60K - $80K
## 2120 Existing Customer 58 M Graduate $80K - $120K
## 2121 Existing Customer 29 F Post-Graduate Less than $40K
## 2122 Existing Customer 38 M High School $120K +
## 2123 Attrited Customer 65 M Unknown Less than $40K
## 2124 Existing Customer 62 F Graduate Less than $40K
## 2125 Existing Customer 53 M Graduate $80K - $120K
## 2126 Existing Customer 26 F Graduate $40K - $60K
## 2127 Attrited Customer 46 F High School Less than $40K
## 2128 Existing Customer 51 F College $40K - $60K
## 2129 Existing Customer 39 M Uneducated Less than $40K
## 2130 Existing Customer 51 F High School Unknown
## 2131 Existing Customer 59 M High School $40K - $60K
## 2132 Existing Customer 56 M Unknown $40K - $60K
## 2133 Existing Customer 56 F Graduate Unknown
## 2134 Existing Customer 31 M Graduate $40K - $60K
## 2135 Existing Customer 37 M High School $40K - $60K
## 2136 Existing Customer 36 M High School $40K - $60K
## 2137 Existing Customer 26 F Unknown Unknown
## 2138 Existing Customer 61 F Graduate Less than $40K
## 2139 Existing Customer 26 M High School Less than $40K
## 2140 Existing Customer 35 M College $80K - $120K
## 2141 Existing Customer 53 M College $120K +
## 2142 Existing Customer 59 M High School Less than $40K
## 2143 Existing Customer 37 M Graduate $80K - $120K
## 2144 Existing Customer 38 M High School $60K - $80K
## 2145 Existing Customer 56 F Doctorate Unknown
## 2146 Existing Customer 37 M Uneducated $60K - $80K
## 2147 Existing Customer 33 M Graduate $120K +
## 2148 Existing Customer 38 M College $80K - $120K
## 2149 Existing Customer 56 M Uneducated $120K +
## 2150 Existing Customer 59 M High School $80K - $120K
## 2151 Existing Customer 30 M Post-Graduate Less than $40K
## 2152 Existing Customer 56 M High School $40K - $60K
## 2153 Existing Customer 33 M Unknown $120K +
## 2154 Existing Customer 31 M Graduate $60K - $80K
## 2155 Existing Customer 26 M College $40K - $60K
## 2156 Existing Customer 29 M Graduate Less than $40K
## 2157 Existing Customer 53 F Uneducated Less than $40K
## 2158 Existing Customer 35 F High School Less than $40K
## 2159 Existing Customer 35 M Uneducated $120K +
## 2160 Existing Customer 56 F High School Less than $40K
## 2161 Existing Customer 35 F Uneducated Unknown
## 2162 Existing Customer 35 M Uneducated $40K - $60K
## 2163 Attrited Customer 32 M High School $60K - $80K
## 2164 Existing Customer 49 M College Less than $40K
## 2165 Existing Customer 36 M Graduate $120K +
## 2166 Existing Customer 37 M Unknown $60K - $80K
## 2167 Existing Customer 58 M High School $60K - $80K
## 2168 Existing Customer 35 F High School Less than $40K
## 2169 Existing Customer 39 F Graduate $40K - $60K
## 2170 Existing Customer 65 F Uneducated Less than $40K
## 2171 Existing Customer 65 M High School Less than $40K
## 2172 Existing Customer 51 M Unknown $120K +
## 2173 Existing Customer 56 F Uneducated $40K - $60K
## 2174 Existing Customer 58 M High School $80K - $120K
## 2175 Attrited Customer 39 M Uneducated Less than $40K
## 2176 Existing Customer 51 F College Less than $40K
## 2177 Existing Customer 58 M Uneducated $40K - $60K
## 2178 Existing Customer 34 F Graduate Less than $40K
## 2179 Existing Customer 39 M Unknown $80K - $120K
## 2180 Existing Customer 54 F College Unknown
## 2181 Existing Customer 26 F High School Unknown
## 2182 Existing Customer 53 M Graduate $80K - $120K
## 2183 Existing Customer 32 M College $80K - $120K
## 2184 Existing Customer 49 M High School $60K - $80K
## 2185 Existing Customer 39 F Uneducated Less than $40K
## 2186 Attrited Customer 32 M Graduate $40K - $60K
## 2187 Attrited Customer 30 M College Less than $40K
## 2188 Existing Customer 37 M Uneducated $80K - $120K
## 2189 Existing Customer 38 M Uneducated $40K - $60K
## 2190 Existing Customer 46 M Uneducated $120K +
## 2191 Existing Customer 36 M Uneducated $60K - $80K
## 2192 Existing Customer 33 M Post-Graduate $80K - $120K
## 2193 Existing Customer 58 F Post-Graduate Less than $40K
## 2194 Existing Customer 46 M Doctorate $120K +
## 2195 Existing Customer 39 M Unknown $80K - $120K
## 2196 Existing Customer 54 F Doctorate Less than $40K
## 2197 Existing Customer 50 M High School $120K +
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## 2199 Existing Customer 53 M Graduate $60K - $80K
## 2200 Existing Customer 36 F Graduate Less than $40K
## 2201 Existing Customer 38 M Unknown $120K +
## 2202 Attrited Customer 55 F College Unknown
## 2203 Existing Customer 45 M College $120K +
## 2204 Existing Customer 36 M High School $80K - $120K
## 2205 Existing Customer 45 M Graduate $40K - $60K
## 2206 Existing Customer 38 M Graduate $40K - $60K
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## 2208 Existing Customer 48 M College Less than $40K
## 2209 Existing Customer 51 M Uneducated $120K +
## 2210 Existing Customer 37 F College Unknown
## 2211 Existing Customer 33 F Doctorate Unknown
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## 2213 Existing Customer 40 F College Less than $40K
## 2214 Existing Customer 43 M High School $80K - $120K
## 2215 Existing Customer 63 M Graduate $40K - $60K
## 2216 Existing Customer 35 F Unknown Less than $40K
## 2217 Existing Customer 31 F High School Less than $40K
## 2218 Existing Customer 36 M Uneducated $80K - $120K
## 2219 Existing Customer 34 M High School $60K - $80K
## 2220 Existing Customer 29 M Unknown $60K - $80K
## 2221 Existing Customer 55 M Doctorate $60K - $80K
## 2222 Attrited Customer 46 M Graduate $40K - $60K
## 2223 Existing Customer 45 M College $60K - $80K
## 2224 Attrited Customer 52 F Doctorate Less than $40K
## 2225 Existing Customer 40 F High School Less than $40K
## 2226 Existing Customer 46 F Uneducated Less than $40K
## 2227 Existing Customer 54 F Graduate Less than $40K
## 2228 Existing Customer 36 M Graduate Less than $40K
## 2229 Attrited Customer 44 M Graduate $40K - $60K
## 2230 Existing Customer 37 F Uneducated Less than $40K
## 2231 Existing Customer 35 M Graduate $80K - $120K
## 2232 Existing Customer 64 F Unknown Unknown
## 2233 Existing Customer 52 F Uneducated Unknown
## 2234 Existing Customer 37 F High School $40K - $60K
## 2235 Existing Customer 45 F Uneducated Unknown
## 2236 Existing Customer 28 M Unknown $40K - $60K
## 2237 Existing Customer 65 F Graduate Less than $40K
## 2238 Existing Customer 55 M Graduate $120K +
## 2239 Existing Customer 55 M Graduate $80K - $120K
## 2240 Existing Customer 41 M Uneducated $40K - $60K
## 2241 Existing Customer 57 F High School Less than $40K
## 2242 Existing Customer 37 M High School $60K - $80K
## 2243 Existing Customer 29 M College Unknown
## 2244 Existing Customer 62 F College $40K - $60K
## 2245 Existing Customer 42 M College $60K - $80K
## 2246 Existing Customer 47 F Graduate Less than $40K
## 2247 Existing Customer 44 F Graduate Less than $40K
## 2248 Existing Customer 34 F High School Less than $40K
## 2249 Existing Customer 37 M Graduate Unknown
## 2250 Existing Customer 33 F Graduate Unknown
## 2251 Existing Customer 40 M Uneducated $80K - $120K
## 2252 Existing Customer 51 M Doctorate $40K - $60K
## 2253 Existing Customer 65 M High School $40K - $60K
## 2254 Existing Customer 46 M Graduate $80K - $120K
## 2255 Existing Customer 27 M Graduate $40K - $60K
## 2256 Existing Customer 37 F High School Less than $40K
## 2257 Existing Customer 34 F Doctorate Unknown
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## 2259 Existing Customer 35 F Uneducated Less than $40K
## 2260 Existing Customer 55 F Post-Graduate Less than $40K
## 2261 Existing Customer 60 F Doctorate Less than $40K
## 2262 Existing Customer 56 M Graduate $60K - $80K
## 2263 Existing Customer 52 M High School $80K - $120K
## 2264 Existing Customer 45 F Uneducated $40K - $60K
## 2265 Existing Customer 56 M Graduate $120K +
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## 2267 Existing Customer 30 M Unknown Less than $40K
## 2268 Existing Customer 34 M High School $80K - $120K
## 2269 Existing Customer 39 M Uneducated $60K - $80K
## 2270 Existing Customer 36 M Graduate $120K +
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## 2273 Existing Customer 50 F Uneducated Unknown
## 2274 Existing Customer 39 F Uneducated Less than $40K
## 2275 Existing Customer 61 F Graduate Less than $40K
## 2276 Existing Customer 65 F Unknown Unknown
## 2277 Existing Customer 45 F High School Less than $40K
## 2278 Existing Customer 34 M Uneducated $120K +
## 2279 Existing Customer 37 M Graduate $40K - $60K
## 2280 Existing Customer 44 F Graduate Less than $40K
## 2281 Existing Customer 56 M Uneducated $80K - $120K
## 2282 Existing Customer 36 M Unknown $40K - $60K
## 2283 Existing Customer 65 F Graduate Less than $40K
## 2284 Existing Customer 26 M Graduate Less than $40K
## 2285 Attrited Customer 26 F High School Unknown
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## 2287 Existing Customer 51 M College $120K +
## 2288 Existing Customer 57 M College $60K - $80K
## 2289 Existing Customer 30 M Graduate $80K - $120K
## 2290 Existing Customer 35 M Post-Graduate $80K - $120K
## 2291 Existing Customer 32 M Graduate $40K - $60K
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## 2293 Attrited Customer 32 M Uneducated Less than $40K
## 2294 Existing Customer 53 M High School $80K - $120K
## 2295 Existing Customer 55 M College $60K - $80K
## 2296 Existing Customer 26 F Unknown Less than $40K
## 2297 Attrited Customer 35 F Graduate Less than $40K
## 2298 Existing Customer 31 F Graduate Less than $40K
## 2299 Existing Customer 53 M Unknown $60K - $80K
## 2300 Existing Customer 45 M Graduate $40K - $60K
## 2301 Existing Customer 39 M Unknown $80K - $120K
## 2302 Existing Customer 61 F High School Less than $40K
## 2303 Existing Customer 31 F Uneducated Less than $40K
## 2304 Existing Customer 37 M Graduate $60K - $80K
## 2305 Existing Customer 41 M Post-Graduate $60K - $80K
## 2306 Existing Customer 58 M Graduate $120K +
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## 2309 Existing Customer 35 M Unknown $60K - $80K
## 2310 Existing Customer 39 M Unknown $40K - $60K
## 2311 Existing Customer 55 M Doctorate $120K +
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## 2313 Existing Customer 55 F Uneducated Less than $40K
## 2314 Existing Customer 52 F Graduate Less than $40K
## 2315 Existing Customer 57 M Graduate $120K +
## 2316 Existing Customer 40 F High School Less than $40K
## 2317 Existing Customer 47 M High School $80K - $120K
## 2318 Existing Customer 42 F Uneducated Less than $40K
## 2319 Existing Customer 39 M Graduate $80K - $120K
## 2320 Existing Customer 39 M Graduate $60K - $80K
## 2321 Existing Customer 36 M Graduate $120K +
## 2322 Existing Customer 36 M Uneducated $60K - $80K
## 2323 Existing Customer 29 M Graduate Less than $40K
## 2324 Existing Customer 56 F Uneducated Unknown
## 2325 Existing Customer 37 F Graduate Less than $40K
## 2326 Existing Customer 61 M Post-Graduate Less than $40K
## 2327 Existing Customer 36 M High School $60K - $80K
## 2328 Existing Customer 51 F Graduate $40K - $60K
## 2329 Attrited Customer 46 M Graduate $60K - $80K
## 2330 Existing Customer 31 F High School Less than $40K
## 2331 Existing Customer 33 M Doctorate $40K - $60K
## 2332 Existing Customer 50 F High School Less than $40K
## 2333 Attrited Customer 57 F High School Unknown
## 2334 Existing Customer 65 M Doctorate Unknown
## 2335 Existing Customer 48 M High School $40K - $60K
## 2336 Existing Customer 57 F Unknown Unknown
## 2337 Existing Customer 63 F Unknown $40K - $60K
## 2338 Existing Customer 50 F Graduate $40K - $60K
## 2339 Existing Customer 39 M Graduate $80K - $120K
## 2340 Existing Customer 39 M College $60K - $80K
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## 2342 Existing Customer 52 M Unknown $120K +
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## 2344 Existing Customer 50 F Uneducated Unknown
## 2345 Existing Customer 59 M Unknown $60K - $80K
## 2346 Existing Customer 38 M Graduate $40K - $60K
## 2347 Existing Customer 65 F High School $40K - $60K
## 2348 Existing Customer 57 M Unknown $120K +
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## 2350 Existing Customer 38 F Graduate $40K - $60K
## 2351 Existing Customer 41 M College $80K - $120K
## 2352 Existing Customer 55 F Graduate Less than $40K
## 2353 Existing Customer 28 M Post-Graduate Unknown
## 2354 Existing Customer 31 M Unknown $80K - $120K
## 2355 Existing Customer 39 F Unknown Less than $40K
## 2356 Existing Customer 44 F Graduate Unknown
## 2357 Existing Customer 55 M College $80K - $120K
## 2358 Existing Customer 57 M College $80K - $120K
## 2359 Existing Customer 28 M High School Unknown
## 2360 Existing Customer 35 F Graduate Less than $40K
## 2361 Existing Customer 46 F College Less than $40K
## 2362 Existing Customer 65 F Uneducated Unknown
## 2363 Existing Customer 50 F Uneducated Unknown
## 2364 Existing Customer 31 M Uneducated $40K - $60K
## 2365 Existing Customer 49 M Unknown $80K - $120K
## 2366 Existing Customer 50 F College Less than $40K
## 2367 Existing Customer 44 F High School Less than $40K
## 2368 Existing Customer 63 F High School Less than $40K
## 2369 Existing Customer 41 M Graduate $80K - $120K
## 2370 Existing Customer 56 M Unknown $80K - $120K
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## 2372 Existing Customer 48 F College Less than $40K
## 2373 Existing Customer 35 M High School $120K +
## 2374 Existing Customer 30 F Post-Graduate Less than $40K
## 2375 Existing Customer 37 M High School $80K - $120K
## 2376 Existing Customer 53 F Graduate Less than $40K
## 2377 Existing Customer 37 M Graduate $60K - $80K
## 2378 Existing Customer 65 F Uneducated Unknown
## 2379 Existing Customer 48 M Doctorate Less than $40K
## 2380 Existing Customer 37 M Graduate $40K - $60K
## 2381 Existing Customer 35 M High School $60K - $80K
## 2382 Existing Customer 35 F Graduate Less than $40K
## 2383 Existing Customer 49 F High School $40K - $60K
## 2384 Existing Customer 26 F High School Unknown
## 2385 Existing Customer 58 M Unknown $60K - $80K
## 2386 Existing Customer 29 F Uneducated Unknown
## 2387 Existing Customer 58 F Unknown Less than $40K
## 2388 Existing Customer 33 M College $80K - $120K
## 2389 Existing Customer 36 M Graduate $40K - $60K
## 2390 Existing Customer 47 F Doctorate Less than $40K
## 2391 Existing Customer 41 M Graduate Less than $40K
## 2392 Existing Customer 46 M Graduate $60K - $80K
## 2393 Existing Customer 58 M Graduate $60K - $80K
## 2394 Existing Customer 53 F Doctorate Less than $40K
## 2395 Existing Customer 54 F Unknown Less than $40K
## 2396 Existing Customer 39 F Uneducated Unknown
## 2397 Existing Customer 49 M Graduate $80K - $120K
## 2398 Existing Customer 35 F High School Less than $40K
## 2399 Existing Customer 47 M College $120K +
## 2400 Existing Customer 38 M Graduate $60K - $80K
## 2401 Existing Customer 56 M Graduate $80K - $120K
## 2402 Existing Customer 56 M High School $120K +
## 2403 Existing Customer 38 M High School $60K - $80K
## 2404 Attrited Customer 46 M College $80K - $120K
## 2405 Existing Customer 37 M High School $40K - $60K
## 2406 Existing Customer 63 F Unknown Less than $40K
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## 2408 Existing Customer 38 M College $80K - $120K
## 2409 Existing Customer 45 F Doctorate Unknown
## 2410 Existing Customer 26 M College $40K - $60K
## 2411 Existing Customer 58 F Graduate Less than $40K
## 2412 Attrited Customer 48 M Uneducated $120K +
## 2413 Existing Customer 26 F Unknown $40K - $60K
## 2414 Existing Customer 48 F Graduate Less than $40K
## 2415 Attrited Customer 33 M Graduate $80K - $120K
## 2416 Existing Customer 62 F Doctorate $40K - $60K
## 2417 Attrited Customer 55 M Uneducated $80K - $120K
## 2418 Existing Customer 40 F Graduate Less than $40K
## 2419 Existing Customer 46 M High School $40K - $60K
## 2420 Existing Customer 58 M High School $40K - $60K
## 2421 Existing Customer 47 M Graduate $60K - $80K
## 2422 Existing Customer 50 M Unknown $60K - $80K
## 2423 Existing Customer 53 M Graduate $120K +
## 2424 Existing Customer 45 M Graduate $60K - $80K
## 2425 Existing Customer 48 M Uneducated $40K - $60K
## 2426 Existing Customer 43 M Post-Graduate $60K - $80K
## 2427 Existing Customer 60 M Uneducated $60K - $80K
## 2428 Existing Customer 56 M High School $120K +
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## 2430 Existing Customer 57 F High School Less than $40K
## 2431 Existing Customer 52 F Uneducated $40K - $60K
## 2432 Existing Customer 56 F Unknown Unknown
## 2433 Attrited Customer 43 M Graduate $80K - $120K
## 2434 Existing Customer 38 M Graduate $60K - $80K
## 2435 Existing Customer 53 M College $40K - $60K
## 2436 Existing Customer 52 F Graduate Unknown
## 2437 Existing Customer 58 M College $80K - $120K
## 2438 Existing Customer 34 F College Less than $40K
## 2439 Existing Customer 36 M High School $40K - $60K
## 2440 Existing Customer 55 F Graduate $40K - $60K
## 2441 Existing Customer 54 M Uneducated $80K - $120K
## 2442 Existing Customer 36 M College $40K - $60K
## 2443 Existing Customer 35 F Graduate Unknown
## 2444 Existing Customer 53 M Graduate $120K +
## 2445 Existing Customer 48 F Graduate Less than $40K
## 2446 Existing Customer 37 M Uneducated $40K - $60K
## 2447 Existing Customer 45 M Uneducated $80K - $120K
## 2448 Existing Customer 54 F High School Less than $40K
## 2449 Existing Customer 38 M High School $60K - $80K
## 2450 Existing Customer 35 F College Less than $40K
## 2451 Existing Customer 36 F Uneducated Less than $40K
## 2452 Existing Customer 33 M Post-Graduate $120K +
## 2453 Existing Customer 28 M High School Less than $40K
## 2454 Existing Customer 36 F Uneducated $40K - $60K
## 2455 Existing Customer 34 F College Less than $40K
## 2456 Existing Customer 55 M Doctorate $60K - $80K
## 2457 Existing Customer 61 F Post-Graduate Less than $40K
## 2458 Existing Customer 44 F Graduate Less than $40K
## 2459 Existing Customer 54 M Graduate $80K - $120K
## 2460 Existing Customer 39 M High School $80K - $120K
## 2461 Existing Customer 51 M Unknown $60K - $80K
## 2462 Existing Customer 47 M Unknown $80K - $120K
## 2463 Existing Customer 37 F High School $40K - $60K
## 2464 Existing Customer 47 F Graduate $40K - $60K
## 2465 Existing Customer 56 M Uneducated $120K +
## 2466 Existing Customer 53 M Graduate $80K - $120K
## 2467 Existing Customer 62 M Graduate $40K - $60K
## 2468 Existing Customer 58 F Graduate Less than $40K
## 2469 Existing Customer 57 M High School $80K - $120K
## 2470 Existing Customer 54 F Doctorate Unknown
## 2471 Existing Customer 33 F College $40K - $60K
## 2472 Existing Customer 54 F Graduate Less than $40K
## 2473 Existing Customer 30 M Graduate $60K - $80K
## 2474 Existing Customer 36 F High School Less than $40K
## 2475 Existing Customer 60 M Graduate $60K - $80K
## 2476 Existing Customer 46 F High School Less than $40K
## 2477 Existing Customer 55 M Graduate $80K - $120K
## 2478 Existing Customer 55 M High School $80K - $120K
## 2479 Existing Customer 31 M Uneducated Less than $40K
## 2480 Existing Customer 55 F Uneducated Less than $40K
## 2481 Existing Customer 36 M Post-Graduate $40K - $60K
## 2482 Existing Customer 34 F Unknown Less than $40K
## 2483 Existing Customer 33 F Graduate Less than $40K
## 2484 Existing Customer 30 M Post-Graduate $40K - $60K
## 2485 Existing Customer 54 F Graduate $40K - $60K
## 2486 Existing Customer 53 M Uneducated $80K - $120K
## 2487 Existing Customer 59 M Graduate $80K - $120K
## 2488 Existing Customer 41 M College $120K +
## 2489 Existing Customer 45 M Uneducated $40K - $60K
## 2490 Existing Customer 50 F Graduate Less than $40K
## 2491 Existing Customer 57 M Uneducated $60K - $80K
## 2492 Existing Customer 63 M Doctorate $40K - $60K
## 2493 Existing Customer 35 F Unknown Unknown
## 2494 Existing Customer 35 M Graduate $60K - $80K
## 2495 Existing Customer 53 M High School $120K +
## 2496 Existing Customer 33 F College Less than $40K
## 2497 Existing Customer 38 M Uneducated $80K - $120K
## 2498 Existing Customer 31 M High School Less than $40K
## 2499 Existing Customer 37 M Graduate $60K - $80K
## 2500 Existing Customer 36 M Uneducated $80K - $120K
## 2501 Attrited Customer 39 F Graduate Unknown
## 2502 Existing Customer 58 F Post-Graduate Less than $40K
## 2503 Existing Customer 39 F Graduate Less than $40K
## 2504 Existing Customer 61 M Unknown $60K - $80K
## 2505 Existing Customer 34 M Unknown $40K - $60K
## 2506 Existing Customer 55 M Graduate $80K - $120K
## 2507 Existing Customer 50 M Uneducated Less than $40K
## 2508 Existing Customer 33 M High School $40K - $60K
## 2509 Existing Customer 48 F High School Unknown
## 2510 Existing Customer 63 M High School $80K - $120K
## 2511 Attrited Customer 54 M High School $40K - $60K
## 2512 Attrited Customer 41 M Graduate $60K - $80K
## 2513 Existing Customer 51 M Doctorate $80K - $120K
## 2514 Existing Customer 54 F Graduate Unknown
## 2515 Existing Customer 47 M Unknown $40K - $60K
## 2516 Existing Customer 52 F Post-Graduate Less than $40K
## 2517 Existing Customer 34 M Post-Graduate $80K - $120K
## 2518 Existing Customer 64 M High School Less than $40K
## 2519 Existing Customer 62 F Uneducated $40K - $60K
## 2520 Existing Customer 38 M Graduate $80K - $120K
## 2521 Existing Customer 52 F Graduate Less than $40K
## 2522 Existing Customer 35 F Doctorate $40K - $60K
## 2523 Existing Customer 35 M Graduate $120K +
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## 2525 Existing Customer 35 F Unknown Less than $40K
## 2526 Existing Customer 35 M Doctorate $60K - $80K
## 2527 Existing Customer 36 F Graduate Unknown
## 2528 Existing Customer 33 F Graduate $40K - $60K
## 2529 Existing Customer 53 M Graduate $60K - $80K
## 2530 Existing Customer 37 F Uneducated Less than $40K
## 2531 Existing Customer 35 M Graduate $120K +
## 2532 Existing Customer 59 M Graduate $40K - $60K
## 2533 Existing Customer 47 M Unknown $80K - $120K
## 2534 Existing Customer 48 F High School $40K - $60K
## 2535 Existing Customer 58 M Uneducated $80K - $120K
## 2536 Existing Customer 55 F Unknown Less than $40K
## 2537 Existing Customer 37 M Graduate $40K - $60K
## 2538 Existing Customer 57 M Graduate $80K - $120K
## 2539 Existing Customer 60 M High School Unknown
## 2540 Existing Customer 50 M College $60K - $80K
## 2541 Existing Customer 56 M High School $60K - $80K
## 2542 Existing Customer 48 M Graduate $60K - $80K
## 2543 Existing Customer 40 M Graduate $60K - $80K
## 2544 Attrited Customer 48 M Graduate $80K - $120K
## 2545 Existing Customer 50 F Uneducated Less than $40K
## 2546 Existing Customer 61 F Uneducated Less than $40K
## 2547 Existing Customer 36 M High School $80K - $120K
## 2548 Existing Customer 46 M High School $120K +
## 2549 Existing Customer 28 M Uneducated Unknown
## 2550 Existing Customer 49 M Unknown $80K - $120K
## 2551 Existing Customer 44 F High School $40K - $60K
## 2552 Existing Customer 57 M High School $80K - $120K
## 2553 Existing Customer 37 M Uneducated $80K - $120K
## 2554 Existing Customer 57 M Uneducated $80K - $120K
## 2555 Attrited Customer 33 M Unknown $60K - $80K
## 2556 Existing Customer 46 M High School $60K - $80K
## 2557 Attrited Customer 45 F High School Unknown
## 2558 Existing Customer 53 M Unknown $80K - $120K
## 2559 Existing Customer 52 M Unknown $60K - $80K
## 2560 Existing Customer 34 M Unknown $60K - $80K
## 2561 Existing Customer 55 M Graduate $80K - $120K
## 2562 Existing Customer 53 M High School $120K +
## 2563 Existing Customer 37 M Unknown $60K - $80K
## 2564 Existing Customer 58 F Unknown $40K - $60K
## 2565 Existing Customer 33 M High School $120K +
## 2566 Existing Customer 39 M Graduate $120K +
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## 2569 Existing Customer 26 F Uneducated Unknown
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## 2571 Existing Customer 37 M Graduate $80K - $120K
## 2572 Existing Customer 43 F Graduate Less than $40K
## 2573 Existing Customer 56 M Uneducated $80K - $120K
## 2574 Existing Customer 52 M College $80K - $120K
## 2575 Existing Customer 34 M Uneducated $120K +
## 2576 Existing Customer 47 M Unknown $80K - $120K
## 2577 Existing Customer 26 M Graduate Less than $40K
## 2578 Existing Customer 54 M High School $120K +
## 2579 Existing Customer 35 F Uneducated Less than $40K
## 2580 Existing Customer 52 M Unknown $80K - $120K
## 2581 Existing Customer 41 M Graduate $60K - $80K
## 2582 Existing Customer 36 F Uneducated Less than $40K
## 2583 Existing Customer 53 F Graduate Less than $40K
## 2584 Existing Customer 42 M Unknown $120K +
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## 2586 Existing Customer 53 M Post-Graduate $80K - $120K
## 2587 Existing Customer 36 M High School $80K - $120K
## 2588 Existing Customer 42 M Graduate $60K - $80K
## 2589 Existing Customer 27 F College Less than $40K
## 2590 Existing Customer 58 M Graduate $60K - $80K
## 2591 Existing Customer 59 M Uneducated $40K - $60K
## 2592 Existing Customer 63 F Graduate Less than $40K
## 2593 Existing Customer 57 M Uneducated $80K - $120K
## 2594 Existing Customer 56 F High School Unknown
## 2595 Existing Customer 42 F Unknown Less than $40K
## 2596 Existing Customer 29 F High School Less than $40K
## 2597 Existing Customer 44 M Unknown $60K - $80K
## 2598 Existing Customer 33 M College $40K - $60K
## 2599 Existing Customer 35 M Graduate $80K - $120K
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## 2601 Existing Customer 46 M Graduate $80K - $120K
## 2602 Existing Customer 27 M Unknown $40K - $60K
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## 2605 Existing Customer 50 M Graduate $120K +
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## 2608 Existing Customer 34 F Graduate Less than $40K
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## 2610 Existing Customer 58 M Graduate $120K +
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## 2612 Existing Customer 48 F Uneducated Less than $40K
## 2613 Existing Customer 45 M College $40K - $60K
## 2614 Existing Customer 59 M Uneducated Less than $40K
## 2615 Existing Customer 53 F Post-Graduate $40K - $60K
## 2616 Existing Customer 47 M Uneducated $80K - $120K
## 2617 Existing Customer 43 F Unknown Unknown
## 2618 Existing Customer 33 F Post-Graduate Less than $40K
## 2619 Existing Customer 49 F Post-Graduate Unknown
## 2620 Attrited Customer 54 F Graduate Less than $40K
## 2621 Existing Customer 65 M High School Less than $40K
## 2622 Existing Customer 49 F Graduate $40K - $60K
## 2623 Existing Customer 47 M Unknown $80K - $120K
## 2624 Existing Customer 51 M High School $80K - $120K
## 2625 Existing Customer 36 M High School $80K - $120K
## 2626 Existing Customer 36 M Graduate $60K - $80K
## 2627 Existing Customer 46 M Graduate $40K - $60K
## 2628 Existing Customer 62 F Unknown Less than $40K
## 2629 Existing Customer 30 F College Less than $40K
## 2630 Existing Customer 46 M Graduate $120K +
## 2631 Existing Customer 41 M Uneducated $80K - $120K
## 2632 Existing Customer 50 M Uneducated $40K - $60K
## 2633 Existing Customer 53 M Unknown $80K - $120K
## 2634 Existing Customer 55 M Uneducated $120K +
## 2635 Existing Customer 49 F High School Less than $40K
## 2636 Existing Customer 56 M Graduate $60K - $80K
## 2637 Existing Customer 63 M Graduate $40K - $60K
## 2638 Existing Customer 41 M High School $80K - $120K
## 2639 Existing Customer 34 M Unknown $40K - $60K
## 2640 Existing Customer 35 M Unknown $120K +
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## 2642 Existing Customer 38 F Graduate Less than $40K
## 2643 Existing Customer 52 M Graduate $80K - $120K
## 2644 Existing Customer 54 M Uneducated Less than $40K
## 2645 Existing Customer 58 F High School $40K - $60K
## 2646 Existing Customer 26 M College Less than $40K
## 2647 Existing Customer 27 F Post-Graduate Less than $40K
## 2648 Existing Customer 33 M Unknown $80K - $120K
## 2649 Existing Customer 32 M Uneducated $60K - $80K
## 2650 Existing Customer 58 F College Less than $40K
## 2651 Existing Customer 45 F Uneducated Less than $40K
## 2652 Existing Customer 48 F High School Less than $40K
## 2653 Existing Customer 38 M Post-Graduate $60K - $80K
## 2654 Existing Customer 54 M High School $80K - $120K
## 2655 Existing Customer 40 F Graduate Less than $40K
## 2656 Existing Customer 35 F Uneducated Less than $40K
## 2657 Existing Customer 31 M College $80K - $120K
## 2658 Existing Customer 40 F College $40K - $60K
## 2659 Existing Customer 52 M Graduate $80K - $120K
## 2660 Existing Customer 57 F High School Less than $40K
## 2661 Existing Customer 48 M Graduate $80K - $120K
## 2662 Existing Customer 49 M High School $80K - $120K
## 2663 Existing Customer 40 M High School $40K - $60K
## 2664 Existing Customer 45 M Graduate $40K - $60K
## 2665 Existing Customer 41 M Unknown $80K - $120K
## 2666 Existing Customer 36 M Graduate $80K - $120K
## 2667 Existing Customer 37 F Graduate Less than $40K
## 2668 Existing Customer 44 F College $40K - $60K
## 2669 Existing Customer 52 M College $120K +
## 2670 Existing Customer 42 F High School Less than $40K
## 2671 Existing Customer 62 F Graduate Less than $40K
## 2672 Attrited Customer 49 M Post-Graduate $80K - $120K
## 2673 Existing Customer 30 F Graduate Less than $40K
## 2674 Existing Customer 50 M Uneducated $60K - $80K
## 2675 Existing Customer 32 M High School $60K - $80K
## 2676 Existing Customer 32 F Graduate Less than $40K
## 2677 Existing Customer 49 M Post-Graduate $60K - $80K
## 2678 Existing Customer 37 M Doctorate $120K +
## 2679 Existing Customer 42 F College Unknown
## 2680 Existing Customer 36 M Unknown $80K - $120K
## 2681 Attrited Customer 52 F Unknown Less than $40K
## 2682 Existing Customer 48 M Uneducated $60K - $80K
## 2683 Existing Customer 29 M Unknown $60K - $80K
## 2684 Existing Customer 33 F Post-Graduate $40K - $60K
## 2685 Existing Customer 36 M College $60K - $80K
## 2686 Existing Customer 36 F High School Less than $40K
## 2687 Existing Customer 56 F High School $40K - $60K
## 2688 Existing Customer 28 M High School Less than $40K
## 2689 Existing Customer 31 F Uneducated Less than $40K
## 2690 Existing Customer 44 F Uneducated Less than $40K
## 2691 Existing Customer 51 F High School Unknown
## 2692 Existing Customer 55 M Graduate $40K - $60K
## 2693 Existing Customer 34 F Doctorate Less than $40K
## 2694 Existing Customer 61 F Graduate $40K - $60K
## 2695 Existing Customer 37 M Uneducated $60K - $80K
## 2696 Existing Customer 46 M Graduate $40K - $60K
## 2697 Existing Customer 47 F Uneducated Less than $40K
## 2698 Existing Customer 54 M Graduate $40K - $60K
## 2699 Existing Customer 50 F Unknown Less than $40K
## 2700 Existing Customer 36 F High School Less than $40K
## 2701 Existing Customer 37 M Graduate $60K - $80K
## 2702 Existing Customer 47 M College $40K - $60K
## 2703 Existing Customer 54 M Unknown $80K - $120K
## 2704 Existing Customer 64 F High School Less than $40K
## 2705 Existing Customer 48 M Graduate $80K - $120K
## 2706 Existing Customer 35 M Uneducated $60K - $80K
## 2707 Existing Customer 49 M Unknown $80K - $120K
## 2708 Existing Customer 42 M Unknown $60K - $80K
## 2709 Existing Customer 49 M Uneducated $80K - $120K
## 2710 Existing Customer 53 F Graduate Less than $40K
## 2711 Existing Customer 56 M High School $80K - $120K
## 2712 Existing Customer 41 M College $60K - $80K
## 2713 Existing Customer 37 M High School $60K - $80K
## 2714 Existing Customer 30 M High School Less than $40K
## 2715 Existing Customer 45 M Post-Graduate $80K - $120K
## 2716 Existing Customer 54 M High School $60K - $80K
## 2717 Existing Customer 46 M Graduate $60K - $80K
## 2718 Existing Customer 36 F College Less than $40K
## 2719 Existing Customer 48 M Doctorate $120K +
## 2720 Existing Customer 59 F Doctorate Less than $40K
## 2721 Existing Customer 60 M Uneducated $80K - $120K
## 2722 Existing Customer 44 M Graduate $60K - $80K
## 2723 Existing Customer 65 M College Less than $40K
## 2724 Existing Customer 46 F Graduate $40K - $60K
## 2725 Existing Customer 48 M Graduate $80K - $120K
## 2726 Existing Customer 53 M High School $120K +
## 2727 Existing Customer 53 F Uneducated Unknown
## 2728 Existing Customer 41 M High School $80K - $120K
## 2729 Existing Customer 37 F High School $40K - $60K
## 2730 Existing Customer 29 F High School Less than $40K
## 2731 Existing Customer 49 F Doctorate Less than $40K
## 2732 Existing Customer 47 M Doctorate Less than $40K
## 2733 Existing Customer 53 F Unknown Less than $40K
## 2734 Existing Customer 33 M Graduate $60K - $80K
## 2735 Existing Customer 34 M Graduate $60K - $80K
## 2736 Existing Customer 28 F Graduate Unknown
## 2737 Existing Customer 36 F Graduate $40K - $60K
## 2738 Existing Customer 30 F Graduate Less than $40K
## 2739 Existing Customer 34 M High School $40K - $60K
## 2740 Attrited Customer 38 F College $40K - $60K
## 2741 Existing Customer 39 F Post-Graduate Less than $40K
## 2742 Existing Customer 32 F Graduate Unknown
## 2743 Existing Customer 36 M Doctorate $40K - $60K
## 2744 Existing Customer 37 F High School Unknown
## 2745 Existing Customer 45 M Uneducated $60K - $80K
## 2746 Existing Customer 38 F Uneducated Less than $40K
## 2747 Existing Customer 31 M Graduate $40K - $60K
## 2748 Existing Customer 65 M High School Less than $40K
## 2749 Existing Customer 63 F Graduate Less than $40K
## 2750 Existing Customer 65 M Graduate Less than $40K
## 2751 Existing Customer 43 F College Unknown
## 2752 Existing Customer 51 M Graduate $40K - $60K
## 2753 Existing Customer 37 M Graduate $60K - $80K
## 2754 Existing Customer 55 F Graduate Unknown
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## 2756 Existing Customer 34 F High School $40K - $60K
## 2757 Existing Customer 32 F College Less than $40K
## 2758 Existing Customer 49 F Uneducated Less than $40K
## 2759 Existing Customer 39 M Unknown $80K - $120K
## 2760 Existing Customer 27 M Post-Graduate Unknown
## 2761 Existing Customer 30 M Uneducated Unknown
## 2762 Existing Customer 39 M High School $80K - $120K
## 2763 Existing Customer 42 M Doctorate $80K - $120K
## 2764 Existing Customer 55 M College $80K - $120K
## 2765 Existing Customer 57 F Graduate $40K - $60K
## 2766 Existing Customer 53 M Graduate $120K +
## 2767 Existing Customer 51 M Graduate $80K - $120K
## 2768 Existing Customer 47 M Graduate Less than $40K
## 2769 Existing Customer 26 F High School $40K - $60K
## 2770 Existing Customer 37 M High School $40K - $60K
## 2771 Existing Customer 45 F Uneducated $40K - $60K
## 2772 Existing Customer 55 M Uneducated $60K - $80K
## 2773 Existing Customer 37 M Graduate $120K +
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## 2775 Existing Customer 36 F High School Less than $40K
## 2776 Existing Customer 39 M High School $60K - $80K
## 2777 Existing Customer 47 M Uneducated $60K - $80K
## 2778 Existing Customer 56 F Graduate Less than $40K
## 2779 Existing Customer 56 F Uneducated Unknown
## 2780 Existing Customer 38 M Unknown Less than $40K
## 2781 Existing Customer 49 M Graduate $120K +
## 2782 Existing Customer 36 F Uneducated Less than $40K
## 2783 Existing Customer 51 F High School Less than $40K
## 2784 Existing Customer 26 F College $40K - $60K
## 2785 Existing Customer 34 M Graduate $80K - $120K
## 2786 Attrited Customer 56 M High School $40K - $60K
## 2787 Existing Customer 43 M Graduate $120K +
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## 2789 Existing Customer 42 F High School Less than $40K
## 2790 Existing Customer 38 M College $80K - $120K
## 2791 Existing Customer 55 M Post-Graduate $60K - $80K
## 2792 Existing Customer 28 F College Unknown
## 2793 Existing Customer 62 M Uneducated $40K - $60K
## 2794 Attrited Customer 52 M Doctorate $120K +
## 2795 Existing Customer 44 M Unknown $120K +
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## 2797 Existing Customer 48 M Doctorate $60K - $80K
## 2798 Existing Customer 43 M Uneducated $80K - $120K
## 2799 Existing Customer 49 F Post-Graduate Less than $40K
## 2800 Existing Customer 43 M High School $80K - $120K
## 2801 Existing Customer 41 F Uneducated $40K - $60K
## 2802 Existing Customer 43 M Graduate $80K - $120K
## 2803 Existing Customer 51 F Graduate Less than $40K
## 2804 Existing Customer 37 M Doctorate $80K - $120K
## 2805 Existing Customer 37 M College $40K - $60K
## 2806 Existing Customer 49 M High School $80K - $120K
## 2807 Existing Customer 36 M Uneducated $80K - $120K
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## 2809 Existing Customer 64 M Unknown Less than $40K
## 2810 Existing Customer 36 F College Unknown
## 2811 Existing Customer 45 M High School $120K +
## 2812 Existing Customer 41 M Graduate $80K - $120K
## 2813 Existing Customer 47 M Graduate $80K - $120K
## 2814 Existing Customer 39 M Post-Graduate $80K - $120K
## 2815 Existing Customer 51 M Uneducated $120K +
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## 2817 Existing Customer 57 M Graduate $120K +
## 2818 Existing Customer 36 M Doctorate $120K +
## 2819 Existing Customer 35 M Unknown $120K +
## 2820 Existing Customer 38 F Unknown Less than $40K
## 2821 Existing Customer 39 F Graduate $40K - $60K
## 2822 Existing Customer 65 F Graduate $40K - $60K
## 2823 Existing Customer 51 F Uneducated Less than $40K
## 2824 Existing Customer 50 F High School Less than $40K
## 2825 Existing Customer 38 M Graduate $60K - $80K
## 2826 Existing Customer 36 F Unknown Less than $40K
## 2827 Attrited Customer 41 M Uneducated $40K - $60K
## 2828 Existing Customer 40 F Graduate Less than $40K
## 2829 Existing Customer 40 F Doctorate Unknown
## 2830 Existing Customer 26 M Unknown Less than $40K
## 2831 Existing Customer 46 F Uneducated Less than $40K
## 2832 Existing Customer 49 F Graduate Less than $40K
## 2833 Existing Customer 38 M Unknown $80K - $120K
## 2834 Existing Customer 49 M Graduate $80K - $120K
## 2835 Existing Customer 38 M Graduate $80K - $120K
## 2836 Existing Customer 36 M Unknown Less than $40K
## 2837 Existing Customer 34 F Unknown Less than $40K
## 2838 Existing Customer 52 M Graduate $80K - $120K
## 2839 Existing Customer 40 M Graduate $80K - $120K
## 2840 Existing Customer 36 M Uneducated $80K - $120K
## 2841 Existing Customer 53 M High School Less than $40K
## 2842 Existing Customer 40 F Unknown Less than $40K
## 2843 Existing Customer 54 M Graduate $40K - $60K
## 2844 Existing Customer 34 M College $60K - $80K
## 2845 Existing Customer 62 F Unknown Less than $40K
## 2846 Existing Customer 39 F College Unknown
## 2847 Existing Customer 50 M Graduate $120K +
## 2848 Existing Customer 36 M Uneducated $120K +
## 2849 Existing Customer 56 F Graduate Less than $40K
## 2850 Attrited Customer 44 F Graduate $40K - $60K
## 2851 Existing Customer 45 M College Less than $40K
## 2852 Existing Customer 36 M Graduate $120K +
## 2853 Existing Customer 44 F Uneducated Less than $40K
## 2854 Attrited Customer 52 M Graduate $80K - $120K
## 2855 Existing Customer 50 F Graduate Less than $40K
## 2856 Existing Customer 53 F Graduate Less than $40K
## 2857 Existing Customer 36 F Unknown Less than $40K
## 2858 Existing Customer 27 F College Less than $40K
## 2859 Existing Customer 31 F College Unknown
## 2860 Existing Customer 36 M Unknown $60K - $80K
## 2861 Existing Customer 41 M High School $60K - $80K
## 2862 Existing Customer 28 M Uneducated $60K - $80K
## 2863 Existing Customer 59 M High School $40K - $60K
## 2864 Existing Customer 43 M Uneducated $80K - $120K
## 2865 Existing Customer 41 M Unknown $60K - $80K
## 2866 Existing Customer 46 M Graduate $60K - $80K
## 2867 Existing Customer 51 M Unknown $80K - $120K
## 2868 Existing Customer 44 M High School Less than $40K
## 2869 Existing Customer 40 M Graduate $60K - $80K
## 2870 Existing Customer 32 M High School $40K - $60K
## 2871 Attrited Customer 48 M Uneducated $40K - $60K
## 2872 Existing Customer 58 M Unknown $60K - $80K
## 2873 Existing Customer 37 F High School Less than $40K
## 2874 Attrited Customer 51 M Unknown $80K - $120K
## 2875 Existing Customer 43 F Unknown Less than $40K
## 2876 Existing Customer 41 M Uneducated $80K - $120K
## 2877 Existing Customer 51 M Graduate $40K - $60K
## 2878 Existing Customer 52 M Doctorate $80K - $120K
## 2879 Existing Customer 61 M High School $60K - $80K
## 2880 Existing Customer 49 M Post-Graduate $120K +
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## 2883 Existing Customer 63 F High School Less than $40K
## 2884 Existing Customer 36 F Post-Graduate Less than $40K
## 2885 Existing Customer 33 F Graduate Less than $40K
## 2886 Existing Customer 33 M Graduate $80K - $120K
## 2887 Existing Customer 65 M High School Unknown
## 2888 Existing Customer 61 M Graduate $60K - $80K
## 2889 Existing Customer 44 M Graduate $80K - $120K
## 2890 Existing Customer 38 M Doctorate $80K - $120K
## 2891 Existing Customer 41 M Uneducated $80K - $120K
## 2892 Existing Customer 44 F Uneducated Less than $40K
## 2893 Attrited Customer 41 M Unknown $60K - $80K
## 2894 Existing Customer 45 F Unknown Less than $40K
## 2895 Existing Customer 37 M Post-Graduate $80K - $120K
## 2896 Existing Customer 51 M Unknown $80K - $120K
## 2897 Existing Customer 65 M Uneducated Less than $40K
## 2898 Existing Customer 37 F Graduate $40K - $60K
## 2899 Existing Customer 54 M Unknown $60K - $80K
## 2900 Existing Customer 46 M Graduate $80K - $120K
## 2901 Existing Customer 41 M Unknown $80K - $120K
## 2902 Existing Customer 49 M Unknown $40K - $60K
## 2903 Existing Customer 51 M Graduate $80K - $120K
## 2904 Existing Customer 50 F High School Less than $40K
## 2905 Existing Customer 48 F High School Unknown
## 2906 Existing Customer 53 M Graduate $80K - $120K
## 2907 Existing Customer 54 M Post-Graduate $60K - $80K
## 2908 Existing Customer 46 F Unknown $40K - $60K
## 2909 Existing Customer 47 F High School Less than $40K
## 2910 Existing Customer 52 F Graduate Less than $40K
## 2911 Existing Customer 43 F Graduate Less than $40K
## 2912 Existing Customer 41 M Uneducated $80K - $120K
## 2913 Existing Customer 34 M Post-Graduate $60K - $80K
## 2914 Existing Customer 33 F College Less than $40K
## 2915 Existing Customer 49 M High School $60K - $80K
## 2916 Existing Customer 44 M Doctorate $120K +
## 2917 Existing Customer 36 M Uneducated $80K - $120K
## 2918 Existing Customer 37 M High School $80K - $120K
## 2919 Existing Customer 46 M Unknown $120K +
## 2920 Existing Customer 65 M Uneducated Less than $40K
## 2921 Existing Customer 52 M College $80K - $120K
## 2922 Existing Customer 50 M Uneducated $120K +
## 2923 Existing Customer 59 M Uneducated Less than $40K
## 2924 Existing Customer 37 F Unknown Unknown
## 2925 Attrited Customer 40 M Graduate $60K - $80K
## 2926 Existing Customer 40 F High School Less than $40K
## 2927 Existing Customer 59 M Doctorate $60K - $80K
## 2928 Existing Customer 52 F College $40K - $60K
## 2929 Existing Customer 43 F Unknown Unknown
## 2930 Existing Customer 48 M Graduate $60K - $80K
## 2931 Existing Customer 45 F Graduate Less than $40K
## 2932 Existing Customer 30 F Graduate Less than $40K
## 2933 Existing Customer 41 F High School $40K - $60K
## 2934 Existing Customer 51 M Unknown $80K - $120K
## 2935 Existing Customer 46 M Graduate $120K +
## 2936 Existing Customer 50 M Unknown $120K +
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## 2938 Existing Customer 48 M High School $60K - $80K
## 2939 Existing Customer 39 F Unknown Less than $40K
## 2940 Existing Customer 50 F Unknown Less than $40K
## 2941 Existing Customer 47 M Unknown $80K - $120K
## 2942 Existing Customer 53 M High School $80K - $120K
## 2943 Existing Customer 45 M Graduate $40K - $60K
## 2944 Existing Customer 46 M Graduate $120K +
## 2945 Existing Customer 34 M Graduate $80K - $120K
## 2946 Existing Customer 39 M Uneducated Less than $40K
## 2947 Existing Customer 62 M Unknown $40K - $60K
## 2948 Existing Customer 53 F Uneducated Less than $40K
## 2949 Existing Customer 51 M Graduate $60K - $80K
## 2950 Existing Customer 34 F High School Unknown
## 2951 Existing Customer 44 F Doctorate $40K - $60K
## 2952 Existing Customer 49 M High School $120K +
## 2953 Existing Customer 26 M Graduate Unknown
## 2954 Attrited Customer 56 F College Less than $40K
## 2955 Existing Customer 52 M High School $120K +
## 2956 Attrited Customer 65 F High School Unknown
## 2957 Existing Customer 65 F Unknown Less than $40K
## 2958 Existing Customer 35 M College $60K - $80K
## 2959 Existing Customer 48 M Graduate $80K - $120K
## 2960 Existing Customer 53 F Graduate $40K - $60K
## 2961 Existing Customer 38 M Uneducated $60K - $80K
## 2962 Existing Customer 50 F College Less than $40K
## 2963 Existing Customer 46 M Uneducated Less than $40K
## 2964 Existing Customer 48 M Graduate $80K - $120K
## 2965 Existing Customer 36 M Graduate $60K - $80K
## 2966 Existing Customer 41 F Post-Graduate Less than $40K
## 2967 Existing Customer 60 M Unknown $60K - $80K
## 2968 Attrited Customer 49 F Unknown Unknown
## 2969 Existing Customer 45 F High School Unknown
## 2970 Existing Customer 36 M College $60K - $80K
## 2971 Existing Customer 49 M Graduate Less than $40K
## 2972 Existing Customer 43 M High School $120K +
## 2973 Existing Customer 58 M High School $60K - $80K
## 2974 Existing Customer 46 M High School $80K - $120K
## 2975 Existing Customer 50 M Graduate $80K - $120K
## 2976 Existing Customer 43 M Graduate $60K - $80K
## 2977 Existing Customer 57 F College $40K - $60K
## 2978 Existing Customer 30 M Unknown Less than $40K
## 2979 Existing Customer 48 F Unknown Less than $40K
## 2980 Existing Customer 51 M Doctorate $120K +
## 2981 Existing Customer 46 M Unknown $60K - $80K
## 2982 Existing Customer 46 M College $80K - $120K
## 2983 Existing Customer 45 M Unknown $40K - $60K
## 2984 Existing Customer 52 M College $80K - $120K
## 2985 Existing Customer 48 M Graduate $80K - $120K
## 2986 Existing Customer 47 M Unknown $80K - $120K
## 2987 Attrited Customer 49 M High School $80K - $120K
## 2988 Existing Customer 43 M Unknown $80K - $120K
## 2989 Existing Customer 47 F Uneducated $40K - $60K
## 2990 Existing Customer 55 M Unknown $80K - $120K
## 2991 Existing Customer 41 F Post-Graduate Less than $40K
## 2992 Existing Customer 44 M High School $80K - $120K
## 2993 Existing Customer 35 F Uneducated Less than $40K
## 2994 Existing Customer 40 F Unknown Unknown
## 2995 Existing Customer 32 F High School Less than $40K
## 2996 Existing Customer 50 M Unknown $60K - $80K
## 2997 Attrited Customer 38 M College $60K - $80K
## 2998 Existing Customer 39 M High School $120K +
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## 3000 Existing Customer 52 F College Less than $40K
## 3001 Existing Customer 49 M Graduate $60K - $80K
## 3002 Existing Customer 46 F Graduate Less than $40K
## 3003 Existing Customer 38 F Doctorate Less than $40K
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## 3005 Existing Customer 48 M High School $80K - $120K
## 3006 Existing Customer 45 F Graduate Less than $40K
## 3007 Existing Customer 47 M Unknown $60K - $80K
## 3008 Existing Customer 43 M Doctorate $40K - $60K
## 3009 Existing Customer 41 F Graduate $40K - $60K
## 3010 Existing Customer 53 M Unknown $60K - $80K
## 3011 Existing Customer 50 M Post-Graduate $120K +
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## 3013 Existing Customer 63 F Uneducated $40K - $60K
## 3014 Existing Customer 53 F High School Less than $40K
## 3015 Existing Customer 35 F High School Less than $40K
## 3016 Existing Customer 51 M College $80K - $120K
## 3017 Attrited Customer 51 F Graduate Less than $40K
## 3018 Existing Customer 44 M Unknown $80K - $120K
## 3019 Existing Customer 38 M Graduate $60K - $80K
## 3020 Existing Customer 40 F Graduate Unknown
## 3021 Existing Customer 48 M Graduate $80K - $120K
## 3022 Existing Customer 42 F High School Less than $40K
## 3023 Existing Customer 50 M Graduate $120K +
## 3024 Existing Customer 54 F Graduate Less than $40K
## 3025 Existing Customer 38 M High School $60K - $80K
## 3026 Attrited Customer 55 M Post-Graduate $80K - $120K
## 3027 Attrited Customer 46 M High School $60K - $80K
## 3028 Existing Customer 49 F Doctorate Unknown
## 3029 Existing Customer 38 M Unknown $80K - $120K
## 3030 Existing Customer 50 M Uneducated $60K - $80K
## 3031 Existing Customer 40 F Graduate Less than $40K
## 3032 Existing Customer 32 M High School $60K - $80K
## 3033 Existing Customer 49 M Graduate $60K - $80K
## 3034 Existing Customer 53 M Post-Graduate $80K - $120K
## 3035 Existing Customer 57 M Graduate $80K - $120K
## 3036 Existing Customer 64 F Graduate Less than $40K
## 3037 Existing Customer 34 M Unknown $80K - $120K
## 3038 Existing Customer 43 M Uneducated $120K +
## 3039 Existing Customer 42 F Doctorate Less than $40K
## 3040 Existing Customer 48 M Uneducated $120K +
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## 3043 Existing Customer 44 M Graduate $40K - $60K
## 3044 Existing Customer 63 F Graduate Less than $40K
## 3045 Existing Customer 43 M Graduate $60K - $80K
## 3046 Existing Customer 33 M High School $40K - $60K
## 3047 Existing Customer 55 M Graduate $80K - $120K
## 3048 Existing Customer 50 M Graduate $80K - $120K
## 3049 Existing Customer 49 F Unknown Less than $40K
## 3050 Attrited Customer 48 M Post-Graduate $120K +
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## 3052 Existing Customer 35 F Uneducated Less than $40K
## 3053 Existing Customer 31 F Graduate Less than $40K
## 3054 Existing Customer 50 M Uneducated $80K - $120K
## 3055 Existing Customer 38 M Graduate $80K - $120K
## 3056 Existing Customer 39 M Graduate $60K - $80K
## 3057 Existing Customer 52 F High School Less than $40K
## 3058 Existing Customer 49 F Graduate $40K - $60K
## 3059 Existing Customer 49 M Uneducated $40K - $60K
## 3060 Existing Customer 44 M High School $60K - $80K
## 3061 Existing Customer 36 M Graduate $120K +
## 3062 Existing Customer 44 M Unknown $80K - $120K
## 3063 Existing Customer 44 M Graduate $60K - $80K
## 3064 Existing Customer 35 M Uneducated $60K - $80K
## 3065 Attrited Customer 45 M Graduate $80K - $120K
## 3066 Existing Customer 56 M College $80K - $120K
## 3067 Existing Customer 37 F Graduate Less than $40K
## 3068 Existing Customer 48 F Uneducated Less than $40K
## 3069 Existing Customer 43 F Graduate Unknown
## 3070 Existing Customer 45 M Unknown $80K - $120K
## 3071 Existing Customer 54 M Graduate $80K - $120K
## 3072 Existing Customer 46 M Post-Graduate $60K - $80K
## 3073 Existing Customer 44 F Doctorate Unknown
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## 3075 Existing Customer 38 M Graduate $60K - $80K
## 3076 Existing Customer 55 F Post-Graduate Less than $40K
## 3077 Existing Customer 50 M Unknown $120K +
## 3078 Attrited Customer 42 F Graduate Less than $40K
## 3079 Existing Customer 49 F Uneducated Less than $40K
## 3080 Existing Customer 31 F Graduate Less than $40K
## 3081 Existing Customer 51 M Unknown $80K - $120K
## 3082 Existing Customer 47 F High School Less than $40K
## 3083 Existing Customer 30 F Graduate Less than $40K
## 3084 Existing Customer 46 M Unknown $120K +
## 3085 Existing Customer 45 F High School Less than $40K
## 3086 Existing Customer 53 F College Unknown
## 3087 Attrited Customer 62 M Unknown $40K - $60K
## 3088 Existing Customer 65 F Unknown Unknown
## 3089 Existing Customer 44 F Unknown Unknown
## 3090 Existing Customer 51 M Post-Graduate $40K - $60K
## 3091 Existing Customer 28 F Uneducated Less than $40K
## 3092 Existing Customer 49 M Unknown Less than $40K
## 3093 Existing Customer 44 F High School Less than $40K
## 3094 Existing Customer 55 M College $120K +
## 3095 Attrited Customer 49 M Graduate $60K - $80K
## 3096 Existing Customer 34 F High School Less than $40K
## 3097 Existing Customer 50 M Unknown $80K - $120K
## 3098 Existing Customer 42 M Graduate $80K - $120K
## 3099 Existing Customer 53 F Uneducated $40K - $60K
## 3100 Existing Customer 53 M High School $60K - $80K
## 3101 Existing Customer 32 M High School $40K - $60K
## 3102 Existing Customer 48 M Unknown $60K - $80K
## 3103 Existing Customer 35 M Graduate $60K - $80K
## 3104 Existing Customer 45 M Graduate $80K - $120K
## 3105 Existing Customer 45 M College $80K - $120K
## 3106 Existing Customer 53 F Unknown $40K - $60K
## 3107 Existing Customer 42 M Unknown $80K - $120K
## 3108 Existing Customer 43 F Graduate Less than $40K
## 3109 Existing Customer 55 F Unknown Less than $40K
## 3110 Existing Customer 38 M Graduate $60K - $80K
## 3111 Existing Customer 39 F Uneducated Less than $40K
## 3112 Existing Customer 51 F College Unknown
## 3113 Existing Customer 44 M High School $80K - $120K
## 3114 Existing Customer 42 M Unknown $120K +
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## 3116 Existing Customer 39 M Graduate $60K - $80K
## 3117 Existing Customer 52 M High School $120K +
## 3118 Existing Customer 57 F High School Less than $40K
## 3119 Existing Customer 36 M High School $120K +
## 3120 Existing Customer 42 F College Less than $40K
## 3121 Existing Customer 52 M Graduate $40K - $60K
## 3122 Existing Customer 40 F Graduate Less than $40K
## 3123 Existing Customer 40 F College Less than $40K
## 3124 Attrited Customer 38 M Unknown $120K +
## 3125 Existing Customer 44 M High School $60K - $80K
## 3126 Existing Customer 43 M Graduate $120K +
## 3127 Existing Customer 45 M Graduate $60K - $80K
## 3128 Existing Customer 34 F Graduate Unknown
## 3129 Existing Customer 49 M Unknown $120K +
## 3130 Existing Customer 53 F College Unknown
## 3131 Attrited Customer 38 M College $60K - $80K
## 3132 Existing Customer 36 M Graduate $80K - $120K
## 3133 Existing Customer 48 M Unknown $40K - $60K
## 3134 Existing Customer 53 F Uneducated $40K - $60K
## 3135 Attrited Customer 49 F Uneducated $40K - $60K
## 3136 Existing Customer 37 M High School $120K +
## 3137 Existing Customer 44 M Graduate $80K - $120K
## 3138 Existing Customer 42 F Unknown Unknown
## 3139 Existing Customer 48 M Unknown $40K - $60K
## 3140 Existing Customer 60 F Graduate Unknown
## 3141 Existing Customer 49 F High School Unknown
## 3142 Existing Customer 37 M High School $60K - $80K
## 3143 Existing Customer 57 F Post-Graduate $40K - $60K
## 3144 Existing Customer 59 F College Less than $40K
## 3145 Existing Customer 46 F Uneducated Unknown
## 3146 Existing Customer 39 F Graduate Less than $40K
## 3147 Existing Customer 40 M Unknown $120K +
## 3148 Existing Customer 49 M Unknown $60K - $80K
## 3149 Attrited Customer 53 M Unknown $120K +
## 3150 Existing Customer 59 F Graduate $40K - $60K
## 3151 Attrited Customer 63 M High School $60K - $80K
## 3152 Existing Customer 36 M High School $80K - $120K
## 3153 Existing Customer 64 M Graduate Less than $40K
## 3154 Existing Customer 39 M Graduate $80K - $120K
## 3155 Existing Customer 50 F High School Less than $40K
## 3156 Existing Customer 38 F Uneducated Unknown
## 3157 Existing Customer 45 M Uneducated $60K - $80K
## 3158 Attrited Customer 47 M Graduate $40K - $60K
## 3159 Existing Customer 54 F High School Unknown
## 3160 Existing Customer 40 F Graduate Less than $40K
## 3161 Existing Customer 52 M High School $60K - $80K
## 3162 Existing Customer 63 M Graduate Unknown
## 3163 Existing Customer 48 F Graduate Unknown
## 3164 Existing Customer 46 M College $60K - $80K
## 3165 Attrited Customer 52 M High School $80K - $120K
## 3166 Existing Customer 45 M Graduate $60K - $80K
## 3167 Existing Customer 48 M Unknown $80K - $120K
## 3168 Existing Customer 59 M Graduate $60K - $80K
## 3169 Attrited Customer 47 M Uneducated $120K +
## 3170 Existing Customer 55 F College Less than $40K
## 3171 Existing Customer 53 M Unknown $80K - $120K
## 3172 Attrited Customer 41 F Unknown $40K - $60K
## 3173 Existing Customer 40 M Graduate $40K - $60K
## 3174 Existing Customer 52 F High School Less than $40K
## 3175 Existing Customer 59 M Graduate Less than $40K
## 3176 Existing Customer 36 F Uneducated Unknown
## 3177 Existing Customer 59 M Graduate $60K - $80K
## 3178 Existing Customer 41 M High School $60K - $80K
## 3179 Existing Customer 38 M Post-Graduate $80K - $120K
## 3180 Existing Customer 44 F High School $40K - $60K
## 3181 Attrited Customer 42 F Uneducated Less than $40K
## 3182 Existing Customer 48 F Graduate Less than $40K
## 3183 Existing Customer 57 F Unknown Less than $40K
## 3184 Existing Customer 34 M Uneducated $120K +
## 3185 Existing Customer 50 F Uneducated Less than $40K
## 3186 Existing Customer 41 M Uneducated $80K - $120K
## 3187 Existing Customer 50 M Graduate $40K - $60K
## 3188 Existing Customer 49 M High School $120K +
## 3189 Attrited Customer 47 M Unknown $120K +
## 3190 Existing Customer 45 F Graduate Less than $40K
## 3191 Existing Customer 47 M High School $60K - $80K
## 3192 Existing Customer 43 M Graduate $80K - $120K
## 3193 Existing Customer 39 M Uneducated $40K - $60K
## 3194 Existing Customer 36 M Uneducated $120K +
## 3195 Attrited Customer 44 M Unknown $60K - $80K
## 3196 Existing Customer 47 M Unknown $60K - $80K
## 3197 Existing Customer 41 F High School Less than $40K
## 3198 Attrited Customer 42 M Graduate $40K - $60K
## 3199 Existing Customer 48 M Doctorate $80K - $120K
## 3200 Attrited Customer 46 M Graduate $80K - $120K
## 3201 Existing Customer 46 F Uneducated Unknown
## 3202 Existing Customer 46 F Graduate $40K - $60K
## 3203 Existing Customer 52 M Uneducated $120K +
## 3204 Existing Customer 56 M Uneducated $60K - $80K
## 3205 Attrited Customer 38 F Unknown Less than $40K
## 3206 Existing Customer 41 M High School $80K - $120K
## 3207 Existing Customer 51 M Graduate $40K - $60K
## 3208 Existing Customer 26 F Unknown Unknown
## 3209 Existing Customer 51 M Graduate $60K - $80K
## 3210 Existing Customer 41 M Graduate $60K - $80K
## 3211 Existing Customer 57 M Graduate $60K - $80K
## 3212 Existing Customer 44 M Graduate $120K +
## 3213 Existing Customer 52 M Uneducated $120K +
## 3214 Existing Customer 49 M High School $60K - $80K
## 3215 Existing Customer 52 M Unknown $60K - $80K
## 3216 Existing Customer 44 F Unknown Unknown
## 3217 Existing Customer 63 M High School $60K - $80K
## 3218 Existing Customer 44 M College $60K - $80K
## 3219 Attrited Customer 53 M Uneducated $60K - $80K
## 3220 Existing Customer 47 F Unknown $40K - $60K
## 3221 Existing Customer 49 M Graduate $60K - $80K
## 3222 Existing Customer 35 M High School $80K - $120K
## 3223 Existing Customer 45 M College $40K - $60K
## 3224 Existing Customer 45 M Unknown $40K - $60K
## 3225 Existing Customer 36 M College $60K - $80K
## 3226 Existing Customer 42 M Post-Graduate $40K - $60K
## 3227 Existing Customer 46 M Graduate $120K +
## 3228 Attrited Customer 49 M Uneducated $40K - $60K
## 3229 Existing Customer 50 M High School $40K - $60K
## 3230 Existing Customer 57 F Doctorate Less than $40K
## 3231 Existing Customer 46 F Graduate Unknown
## 3232 Existing Customer 55 M High School $120K +
## 3233 Existing Customer 38 M College $40K - $60K
## 3234 Existing Customer 35 F Graduate Less than $40K
## 3235 Attrited Customer 48 M Doctorate $60K - $80K
## 3236 Existing Customer 57 M Graduate $40K - $60K
## 3237 Existing Customer 55 M Unknown $60K - $80K
## 3238 Existing Customer 47 M Graduate $80K - $120K
## 3239 Existing Customer 37 M College $40K - $60K
## 3240 Existing Customer 48 F Uneducated Less than $40K
## 3241 Existing Customer 49 F High School Unknown
## 3242 Existing Customer 49 M Post-Graduate $60K - $80K
## 3243 Existing Customer 48 F Graduate Less than $40K
## 3244 Existing Customer 52 M Graduate $40K - $60K
## 3245 Existing Customer 44 F Uneducated $40K - $60K
## 3246 Existing Customer 41 M Unknown $80K - $120K
## 3247 Existing Customer 51 F Unknown Less than $40K
## 3248 Existing Customer 45 F Post-Graduate Less than $40K
## 3249 Existing Customer 49 F Unknown Less than $40K
## 3250 Existing Customer 47 M Unknown $120K +
## 3251 Existing Customer 44 M Graduate $40K - $60K
## 3252 Existing Customer 42 M Doctorate $80K - $120K
## 3253 Existing Customer 62 M Unknown $80K - $120K
## 3254 Existing Customer 32 M Unknown $120K +
## 3255 Existing Customer 43 M Graduate $80K - $120K
## 3256 Existing Customer 62 M Graduate $60K - $80K
## 3257 Existing Customer 46 M Graduate $40K - $60K
## 3258 Existing Customer 62 F Unknown Less than $40K
## 3259 Existing Customer 42 M Graduate $80K - $120K
## 3260 Existing Customer 39 M College $80K - $120K
## 3261 Existing Customer 59 M Graduate $40K - $60K
## 3262 Existing Customer 43 M Doctorate $80K - $120K
## 3263 Existing Customer 52 M Unknown $120K +
## 3264 Existing Customer 59 F High School Unknown
## 3265 Existing Customer 60 M Unknown $60K - $80K
## 3266 Existing Customer 48 F Uneducated Less than $40K
## 3267 Existing Customer 40 F College Unknown
## 3268 Existing Customer 55 M College $80K - $120K
## 3269 Existing Customer 48 M High School $80K - $120K
## 3270 Existing Customer 36 M Doctorate $40K - $60K
## 3271 Existing Customer 49 M High School $60K - $80K
## 3272 Existing Customer 40 M High School $80K - $120K
## 3273 Attrited Customer 54 F Doctorate Less than $40K
## 3274 Existing Customer 40 M Uneducated $120K +
## 3275 Existing Customer 63 M College $80K - $120K
## 3276 Attrited Customer 44 F Uneducated Less than $40K
## 3277 Existing Customer 44 M High School $80K - $120K
## 3278 Existing Customer 45 F Unknown Less than $40K
## 3279 Existing Customer 36 F College Less than $40K
## 3280 Existing Customer 45 F Graduate $40K - $60K
## 3281 Existing Customer 38 M Unknown $80K - $120K
## 3282 Existing Customer 44 F Uneducated Less than $40K
## 3283 Existing Customer 35 M Doctorate $40K - $60K
## 3284 Existing Customer 55 M Graduate $120K +
## 3285 Attrited Customer 61 F Graduate $40K - $60K
## 3286 Attrited Customer 43 F Graduate Less than $40K
## 3287 Existing Customer 40 F Unknown Less than $40K
## 3288 Existing Customer 51 F High School $40K - $60K
## 3289 Existing Customer 48 F Unknown Unknown
## 3290 Attrited Customer 64 M Graduate Less than $40K
## 3291 Existing Customer 49 M Graduate $80K - $120K
## 3292 Existing Customer 54 F Graduate Less than $40K
## 3293 Existing Customer 46 M High School $60K - $80K
## 3294 Existing Customer 34 F Unknown Less than $40K
## 3295 Existing Customer 46 M Graduate $80K - $120K
## 3296 Existing Customer 48 M Uneducated $40K - $60K
## 3297 Existing Customer 45 M High School $60K - $80K
## 3298 Existing Customer 65 F Uneducated Less than $40K
## 3299 Existing Customer 45 M Graduate $40K - $60K
## 3300 Existing Customer 40 F Unknown Less than $40K
## 3301 Existing Customer 50 F High School Less than $40K
## 3302 Existing Customer 40 M Post-Graduate $60K - $80K
## 3303 Existing Customer 38 M High School $120K +
## 3304 Existing Customer 36 M Graduate Less than $40K
## 3305 Existing Customer 54 F High School $40K - $60K
## 3306 Existing Customer 50 M High School $60K - $80K
## 3307 Attrited Customer 50 M High School $80K - $120K
## 3308 Existing Customer 41 M High School $80K - $120K
## 3309 Existing Customer 46 M Graduate $60K - $80K
## 3310 Existing Customer 44 F High School Unknown
## 3311 Attrited Customer 50 M Graduate $120K +
## 3312 Existing Customer 45 M Graduate $80K - $120K
## 3313 Existing Customer 40 F College Less than $40K
## 3314 Existing Customer 46 F Uneducated Less than $40K
## 3315 Existing Customer 48 M Unknown $60K - $80K
## 3316 Existing Customer 47 M High School $40K - $60K
## 3317 Existing Customer 42 M Graduate $80K - $120K
## 3318 Existing Customer 43 F Graduate Unknown
## 3319 Existing Customer 49 F Graduate Unknown
## 3320 Existing Customer 46 F Graduate Unknown
## 3321 Attrited Customer 41 F Unknown Unknown
## 3322 Attrited Customer 45 M Graduate $40K - $60K
## 3323 Existing Customer 40 M Graduate $80K - $120K
## 3324 Existing Customer 40 M Graduate $80K - $120K
## 3325 Existing Customer 49 M Graduate $40K - $60K
## 3326 Existing Customer 51 M Uneducated $120K +
## 3327 Existing Customer 43 F Graduate Unknown
## 3328 Existing Customer 45 M Graduate $80K - $120K
## 3329 Attrited Customer 38 M College $80K - $120K
## 3330 Existing Customer 40 F Uneducated Unknown
## 3331 Existing Customer 49 M College $40K - $60K
## 3332 Existing Customer 45 F Graduate Less than $40K
## 3333 Attrited Customer 63 F Graduate Less than $40K
## 3334 Existing Customer 43 M Graduate $40K - $60K
## 3335 Existing Customer 50 M High School $40K - $60K
## 3336 Existing Customer 47 F High School Less than $40K
## 3337 Existing Customer 63 M Graduate $60K - $80K
## 3338 Existing Customer 30 F Post-Graduate Less than $40K
## 3339 Existing Customer 41 M Doctorate $60K - $80K
## 3340 Existing Customer 38 M Graduate Less than $40K
## 3341 Existing Customer 44 F High School Less than $40K
## 3342 Existing Customer 50 M Uneducated $80K - $120K
## 3343 Existing Customer 50 M Unknown $80K - $120K
## 3344 Existing Customer 46 F College Less than $40K
## 3345 Existing Customer 51 M Unknown $60K - $80K
## 3346 Existing Customer 53 F Graduate Less than $40K
## 3347 Existing Customer 40 M Unknown $60K - $80K
## 3348 Existing Customer 49 F Unknown $40K - $60K
## 3349 Existing Customer 54 M Post-Graduate $120K +
## 3350 Existing Customer 50 M College $80K - $120K
## 3351 Existing Customer 45 M Unknown Less than $40K
## 3352 Existing Customer 46 F High School Unknown
## 3353 Existing Customer 51 F Graduate Less than $40K
## 3354 Existing Customer 63 F High School Less than $40K
## 3355 Attrited Customer 54 F Graduate $40K - $60K
## 3356 Existing Customer 51 M Uneducated $60K - $80K
## 3357 Existing Customer 60 M Graduate $60K - $80K
## 3358 Existing Customer 30 M Unknown $40K - $60K
## 3359 Existing Customer 44 M Uneducated $60K - $80K
## 3360 Existing Customer 33 M Graduate $60K - $80K
## 3361 Existing Customer 40 F Uneducated $40K - $60K
## 3362 Existing Customer 52 M College $60K - $80K
## 3363 Attrited Customer 39 M Graduate $60K - $80K
## 3364 Attrited Customer 51 F Unknown $40K - $60K
## 3365 Existing Customer 51 F Graduate Unknown
## 3366 Existing Customer 46 M College $60K - $80K
## 3367 Attrited Customer 44 M Graduate $40K - $60K
## 3368 Attrited Customer 62 F Doctorate Less than $40K
## 3369 Existing Customer 53 M Uneducated $80K - $120K
## 3370 Existing Customer 47 F Graduate $40K - $60K
## 3371 Attrited Customer 45 M Graduate $80K - $120K
## 3372 Existing Customer 42 M Graduate $60K - $80K
## 3373 Existing Customer 47 F Graduate $40K - $60K
## 3374 Existing Customer 41 F Graduate Less than $40K
## 3375 Existing Customer 46 M Unknown $60K - $80K
## 3376 Existing Customer 36 M Unknown $40K - $60K
## 3377 Attrited Customer 47 F Doctorate $40K - $60K
## 3378 Existing Customer 56 F High School Less than $40K
## 3379 Existing Customer 54 M Graduate $80K - $120K
## 3380 Existing Customer 42 F Graduate $40K - $60K
## 3381 Existing Customer 39 F Graduate Less than $40K
## 3382 Existing Customer 45 M Graduate Less than $40K
## 3383 Attrited Customer 52 M Graduate $120K +
## 3384 Existing Customer 46 M Unknown $60K - $80K
## 3385 Existing Customer 48 M High School $80K - $120K
## 3386 Existing Customer 46 M High School $60K - $80K
## 3387 Existing Customer 42 M Unknown $40K - $60K
## 3388 Existing Customer 45 F Unknown Less than $40K
## 3389 Existing Customer 50 F Graduate Less than $40K
## 3390 Existing Customer 50 F Uneducated Less than $40K
## 3391 Existing Customer 39 F Post-Graduate $40K - $60K
## 3392 Existing Customer 45 F Doctorate Unknown
## 3393 Attrited Customer 52 M Unknown $120K +
## 3394 Existing Customer 42 M Unknown $120K +
## 3395 Existing Customer 49 F Graduate Unknown
## 3396 Existing Customer 51 M College $120K +
## 3397 Existing Customer 48 M High School $60K - $80K
## 3398 Existing Customer 52 F High School Unknown
## 3399 Attrited Customer 43 M High School $60K - $80K
## 3400 Existing Customer 49 M Doctorate $80K - $120K
## 3401 Existing Customer 37 M Uneducated Less than $40K
## 3402 Existing Customer 48 F Unknown Less than $40K
## 3403 Existing Customer 40 M Graduate $80K - $120K
## 3404 Existing Customer 49 M Unknown $40K - $60K
## 3405 Existing Customer 46 M Graduate $80K - $120K
## 3406 Existing Customer 50 F Graduate Less than $40K
## 3407 Existing Customer 50 M High School $80K - $120K
## 3408 Existing Customer 44 F Uneducated Unknown
## 3409 Existing Customer 47 M Unknown $60K - $80K
## 3410 Existing Customer 48 F Graduate $40K - $60K
## 3411 Existing Customer 49 F High School Less than $40K
## 3412 Existing Customer 51 F Unknown Less than $40K
## 3413 Existing Customer 59 F Uneducated Less than $40K
## 3414 Existing Customer 45 M Graduate $40K - $60K
## 3415 Existing Customer 50 F Graduate Unknown
## 3416 Existing Customer 46 F Graduate Less than $40K
## 3417 Existing Customer 47 M Unknown $80K - $120K
## 3418 Existing Customer 46 M College $60K - $80K
## 3419 Attrited Customer 60 F High School $40K - $60K
## 3420 Existing Customer 38 F Unknown $40K - $60K
## 3421 Existing Customer 51 F Graduate Less than $40K
## 3422 Existing Customer 47 F Uneducated Less than $40K
## 3423 Existing Customer 47 M High School $40K - $60K
## 3424 Existing Customer 49 F Unknown Less than $40K
## 3425 Attrited Customer 39 F Graduate Less than $40K
## 3426 Existing Customer 44 F Unknown Less than $40K
## 3427 Existing Customer 40 M Graduate $40K - $60K
## 3428 Existing Customer 56 M High School $80K - $120K
## 3429 Existing Customer 45 F Uneducated Less than $40K
## 3430 Existing Customer 37 M Doctorate $80K - $120K
## 3431 Existing Customer 42 M Graduate $60K - $80K
## 3432 Existing Customer 43 F Unknown Less than $40K
## 3433 Existing Customer 59 F Uneducated Less than $40K
## 3434 Existing Customer 42 M High School $80K - $120K
## 3435 Existing Customer 46 M High School $120K +
## 3436 Existing Customer 28 M High School Less than $40K
## 3437 Attrited Customer 47 F Graduate $40K - $60K
## 3438 Attrited Customer 54 M Graduate $80K - $120K
## 3439 Existing Customer 55 F College Less than $40K
## 3440 Existing Customer 62 M Uneducated $60K - $80K
## 3441 Existing Customer 49 F Uneducated Less than $40K
## 3442 Attrited Customer 48 M Graduate $60K - $80K
## 3443 Existing Customer 43 F Graduate Less than $40K
## 3444 Existing Customer 51 M Doctorate $80K - $120K
## 3445 Existing Customer 48 M High School $60K - $80K
## 3446 Existing Customer 47 F Doctorate $40K - $60K
## 3447 Existing Customer 50 M Graduate $80K - $120K
## 3448 Existing Customer 56 M Uneducated $40K - $60K
## 3449 Existing Customer 43 M Unknown $40K - $60K
## 3450 Attrited Customer 47 F Graduate Less than $40K
## 3451 Existing Customer 49 F Unknown Less than $40K
## 3452 Existing Customer 48 F High School Less than $40K
## 3453 Attrited Customer 40 M Graduate $60K - $80K
## 3454 Existing Customer 41 M Graduate $80K - $120K
## 3455 Existing Customer 43 F High School Less than $40K
## 3456 Existing Customer 42 M Graduate $60K - $80K
## 3457 Existing Customer 39 M Graduate $120K +
## 3458 Attrited Customer 50 F Doctorate $40K - $60K
## 3459 Existing Customer 50 M Uneducated $80K - $120K
## 3460 Existing Customer 50 M College $120K +
## 3461 Existing Customer 51 F Unknown Less than $40K
## 3462 Existing Customer 47 M Doctorate Less than $40K
## 3463 Existing Customer 41 M Unknown $80K - $120K
## 3464 Existing Customer 49 M Unknown $60K - $80K
## 3465 Existing Customer 42 F High School Less than $40K
## 3466 Existing Customer 42 M Graduate $60K - $80K
## 3467 Existing Customer 45 M Graduate $80K - $120K
## 3468 Existing Customer 50 M Doctorate $60K - $80K
## 3469 Existing Customer 53 M Graduate $120K +
## 3470 Existing Customer 51 M Unknown $80K - $120K
## 3471 Existing Customer 50 F Unknown Unknown
## 3472 Existing Customer 64 M Graduate Less than $40K
## 3473 Attrited Customer 45 M College $80K - $120K
## 3474 Existing Customer 52 F High School Less than $40K
## 3475 Attrited Customer 47 M High School $80K - $120K
## 3476 Attrited Customer 38 M Graduate $120K +
## 3477 Existing Customer 45 F Graduate Less than $40K
## 3478 Existing Customer 43 F Graduate Unknown
## 3479 Existing Customer 57 M High School $80K - $120K
## 3480 Existing Customer 47 F Graduate Unknown
## 3481 Existing Customer 42 F Graduate Less than $40K
## 3482 Existing Customer 52 F Uneducated Less than $40K
## 3483 Existing Customer 48 F Post-Graduate Less than $40K
## 3484 Existing Customer 44 M Post-Graduate $40K - $60K
## 3485 Existing Customer 40 F High School Less than $40K
## 3486 Existing Customer 50 F Doctorate Unknown
## 3487 Existing Customer 41 M Unknown $80K - $120K
## 3488 Existing Customer 42 F College Less than $40K
## 3489 Existing Customer 43 M Uneducated $60K - $80K
## 3490 Existing Customer 44 M Graduate $60K - $80K
## 3491 Existing Customer 61 F Graduate Less than $40K
## 3492 Existing Customer 51 M Graduate $80K - $120K
## 3493 Attrited Customer 40 M High School $60K - $80K
## 3494 Existing Customer 46 M Doctorate $60K - $80K
## 3495 Existing Customer 50 M Uneducated $120K +
## 3496 Existing Customer 48 M Unknown $60K - $80K
## 3497 Existing Customer 50 M Graduate $120K +
## 3498 Existing Customer 44 M Unknown $60K - $80K
## 3499 Existing Customer 42 F Unknown Less than $40K
## 3500 Existing Customer 46 M Uneducated $60K - $80K
## 3501 Existing Customer 52 M High School $120K +
## 3502 Attrited Customer 42 M Graduate Less than $40K
## 3503 Existing Customer 47 M High School $80K - $120K
## 3504 Existing Customer 39 M High School $60K - $80K
## 3505 Existing Customer 53 F Uneducated Less than $40K
## 3506 Existing Customer 52 M High School $40K - $60K
## 3507 Existing Customer 39 M Graduate $80K - $120K
## 3508 Existing Customer 63 M Graduate Less than $40K
## 3509 Existing Customer 53 M College $60K - $80K
## 3510 Existing Customer 54 F Unknown $40K - $60K
## 3511 Existing Customer 45 F Uneducated $40K - $60K
## 3512 Existing Customer 45 F Uneducated Unknown
## 3513 Existing Customer 52 F Uneducated Unknown
## 3514 Existing Customer 64 F Graduate Less than $40K
## 3515 Existing Customer 47 F Unknown Less than $40K
## 3516 Existing Customer 45 F College $40K - $60K
## 3517 Existing Customer 41 M Graduate $40K - $60K
## 3518 Existing Customer 56 F College Unknown
## 3519 Existing Customer 52 F Graduate Less than $40K
## 3520 Existing Customer 39 M Uneducated $80K - $120K
## 3521 Existing Customer 61 M Uneducated $120K +
## 3522 Existing Customer 57 M Graduate $60K - $80K
## 3523 Existing Customer 46 F College Less than $40K
## 3524 Existing Customer 38 M Unknown $40K - $60K
## 3525 Existing Customer 44 F Uneducated Unknown
## 3526 Existing Customer 40 M Graduate $40K - $60K
## 3527 Existing Customer 57 F High School Less than $40K
## 3528 Attrited Customer 52 M High School $120K +
## 3529 Existing Customer 50 F Unknown Unknown
## 3530 Existing Customer 51 M Graduate $40K - $60K
## 3531 Existing Customer 42 M High School $60K - $80K
## 3532 Existing Customer 51 F Unknown Less than $40K
## 3533 Existing Customer 45 M Graduate $80K - $120K
## 3534 Attrited Customer 44 M Uneducated $40K - $60K
## 3535 Existing Customer 45 M Graduate $60K - $80K
## 3536 Existing Customer 55 M College $120K +
## 3537 Existing Customer 63 M High School Less than $40K
## 3538 Existing Customer 33 F Graduate Less than $40K
## 3539 Existing Customer 46 M Graduate $80K - $120K
## 3540 Existing Customer 41 F Graduate Less than $40K
## 3541 Existing Customer 58 F Graduate $40K - $60K
## 3542 Existing Customer 51 M Doctorate $120K +
## 3543 Existing Customer 35 M Unknown $40K - $60K
## 3544 Existing Customer 42 F Graduate Less than $40K
## 3545 Existing Customer 45 M Post-Graduate $80K - $120K
## 3546 Existing Customer 51 M High School $40K - $60K
## 3547 Existing Customer 63 F College Unknown
## 3548 Existing Customer 45 F Graduate Less than $40K
## 3549 Existing Customer 36 M College $120K +
## 3550 Existing Customer 39 F Graduate Less than $40K
## 3551 Existing Customer 52 F High School Less than $40K
## 3552 Existing Customer 52 F Graduate Less than $40K
## 3553 Existing Customer 50 M Graduate $80K - $120K
## 3554 Existing Customer 60 F Graduate Unknown
## 3555 Existing Customer 43 M Post-Graduate $60K - $80K
## 3556 Attrited Customer 49 M High School $40K - $60K
## 3557 Existing Customer 44 M Uneducated $80K - $120K
## 3558 Existing Customer 54 F College $40K - $60K
## 3559 Existing Customer 50 M Unknown $120K +
## 3560 Existing Customer 44 M High School $60K - $80K
## 3561 Existing Customer 52 M Unknown $80K - $120K
## 3562 Attrited Customer 47 F Graduate Unknown
## 3563 Existing Customer 49 F High School Less than $40K
## 3564 Existing Customer 45 M Graduate $40K - $60K
## 3565 Existing Customer 35 F Graduate $40K - $60K
## 3566 Existing Customer 65 M Graduate Unknown
## 3567 Existing Customer 47 F Unknown $40K - $60K
## 3568 Existing Customer 56 F Graduate Less than $40K
## 3569 Existing Customer 49 M Graduate $80K - $120K
## 3570 Existing Customer 58 M College $80K - $120K
## 3571 Existing Customer 52 M Graduate $80K - $120K
## 3572 Existing Customer 45 F Graduate Less than $40K
## 3573 Existing Customer 50 M High School $60K - $80K
## 3574 Existing Customer 62 F Doctorate $40K - $60K
## 3575 Existing Customer 44 F High School Less than $40K
## 3576 Attrited Customer 61 F Graduate Less than $40K
## 3577 Existing Customer 47 F Doctorate Less than $40K
## 3578 Existing Customer 52 F High School Unknown
## 3579 Existing Customer 46 M High School $40K - $60K
## 3580 Existing Customer 40 F Graduate Less than $40K
## 3581 Existing Customer 47 F Uneducated $40K - $60K
## 3582 Existing Customer 52 F Uneducated Less than $40K
## 3583 Existing Customer 46 M High School $60K - $80K
## 3584 Existing Customer 49 M Post-Graduate $60K - $80K
## 3585 Attrited Customer 44 F Unknown Less than $40K
## 3586 Existing Customer 50 F Uneducated Less than $40K
## 3587 Existing Customer 40 M Graduate $80K - $120K
## 3588 Attrited Customer 45 F Unknown Less than $40K
## 3589 Attrited Customer 41 F Graduate $40K - $60K
## 3590 Attrited Customer 63 M Graduate $60K - $80K
## 3591 Existing Customer 32 M College $80K - $120K
## 3592 Existing Customer 55 M Graduate $80K - $120K
## 3593 Existing Customer 51 F Post-Graduate Less than $40K
## 3594 Existing Customer 52 M Doctorate $60K - $80K
## 3595 Attrited Customer 47 M Uneducated Unknown
## 3596 Existing Customer 39 M Doctorate $60K - $80K
## 3597 Attrited Customer 45 M Graduate $60K - $80K
## 3598 Attrited Customer 43 F High School Less than $40K
## 3599 Attrited Customer 47 M High School $80K - $120K
## 3600 Existing Customer 51 F High School $40K - $60K
## 3601 Existing Customer 50 M Unknown $120K +
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## 3603 Existing Customer 44 M College $40K - $60K
## 3604 Existing Customer 62 F Uneducated Less than $40K
## 3605 Existing Customer 41 F Graduate $40K - $60K
## 3606 Existing Customer 39 M Post-Graduate $60K - $80K
## 3607 Existing Customer 40 M Uneducated $120K +
## 3608 Existing Customer 46 M High School $120K +
## 3609 Existing Customer 51 F Unknown Less than $40K
## 3610 Existing Customer 64 M Uneducated Unknown
## 3611 Existing Customer 40 M Unknown $60K - $80K
## 3612 Existing Customer 50 M Graduate $40K - $60K
## 3613 Existing Customer 44 F Unknown $40K - $60K
## 3614 Existing Customer 32 M College Less than $40K
## 3615 Existing Customer 43 M High School $80K - $120K
## 3616 Existing Customer 47 F High School Less than $40K
## 3617 Existing Customer 43 F Graduate Less than $40K
## 3618 Attrited Customer 46 M Doctorate $120K +
## 3619 Existing Customer 47 F Graduate Less than $40K
## 3620 Existing Customer 48 M Graduate Less than $40K
## 3621 Existing Customer 44 F College $40K - $60K
## 3622 Existing Customer 40 M High School $80K - $120K
## 3623 Existing Customer 46 M Unknown $80K - $120K
## 3624 Existing Customer 50 F Unknown Unknown
## 3625 Existing Customer 46 F Post-Graduate Less than $40K
## 3626 Existing Customer 43 F College Less than $40K
## 3627 Existing Customer 42 F Graduate Less than $40K
## 3628 Existing Customer 43 F Graduate Less than $40K
## 3629 Existing Customer 51 M Unknown $60K - $80K
## 3630 Attrited Customer 40 M High School $60K - $80K
## 3631 Existing Customer 40 F Doctorate $40K - $60K
## 3632 Attrited Customer 45 M Unknown $60K - $80K
## 3633 Existing Customer 47 M Graduate $80K - $120K
## 3634 Existing Customer 26 F High School Unknown
## 3635 Existing Customer 50 F Graduate Less than $40K
## 3636 Existing Customer 37 F College Less than $40K
## 3637 Existing Customer 51 M Doctorate $80K - $120K
## 3638 Existing Customer 49 F Graduate $40K - $60K
## 3639 Attrited Customer 62 F Unknown Less than $40K
## 3640 Existing Customer 37 M Uneducated $80K - $120K
## 3641 Existing Customer 54 M Graduate $60K - $80K
## 3642 Existing Customer 44 M Graduate $120K +
## 3643 Existing Customer 43 M Uneducated $60K - $80K
## 3644 Existing Customer 44 F High School Unknown
## 3645 Existing Customer 49 F Graduate Less than $40K
## 3646 Existing Customer 48 M Post-Graduate $40K - $60K
## 3647 Existing Customer 51 M Uneducated $80K - $120K
## 3648 Existing Customer 41 F High School Less than $40K
## 3649 Existing Customer 41 F High School Less than $40K
## 3650 Existing Customer 59 M College $40K - $60K
## 3651 Existing Customer 37 F Uneducated Less than $40K
## 3652 Attrited Customer 50 F College Unknown
## 3653 Existing Customer 47 M Uneducated $40K - $60K
## 3654 Attrited Customer 55 F Graduate $40K - $60K
## 3655 Existing Customer 40 M Graduate $60K - $80K
## 3656 Attrited Customer 48 M Unknown $80K - $120K
## 3657 Existing Customer 45 M High School $80K - $120K
## 3658 Existing Customer 29 F Post-Graduate Unknown
## 3659 Existing Customer 44 M High School $80K - $120K
## 3660 Existing Customer 41 M Doctorate $80K - $120K
## 3661 Attrited Customer 53 F Unknown Less than $40K
## 3662 Existing Customer 55 M Unknown $120K +
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## 3664 Existing Customer 39 M High School $80K - $120K
## 3665 Existing Customer 41 F Unknown Less than $40K
## 3666 Attrited Customer 44 M High School $80K - $120K
## 3667 Existing Customer 50 M Uneducated $40K - $60K
## 3668 Attrited Customer 45 F Unknown Less than $40K
## 3669 Existing Customer 52 M Graduate $120K +
## 3670 Existing Customer 50 M Uneducated $60K - $80K
## 3671 Existing Customer 52 M Unknown $80K - $120K
## 3672 Existing Customer 43 F High School $40K - $60K
## 3673 Attrited Customer 38 F High School Unknown
## 3674 Existing Customer 51 M Graduate $80K - $120K
## 3675 Existing Customer 59 M High School $60K - $80K
## 3676 Existing Customer 52 F Unknown $40K - $60K
## 3677 Existing Customer 49 F Uneducated Unknown
## 3678 Existing Customer 47 F Uneducated Less than $40K
## 3679 Existing Customer 43 M Unknown $120K +
## 3680 Existing Customer 47 M Uneducated $80K - $120K
## 3681 Existing Customer 47 F Uneducated Less than $40K
## 3682 Existing Customer 42 F Unknown Less than $40K
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## 3684 Existing Customer 61 M Post-Graduate $60K - $80K
## 3685 Existing Customer 42 M High School $80K - $120K
## 3686 Existing Customer 52 M High School $120K +
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## 3688 Existing Customer 50 M Uneducated $80K - $120K
## 3689 Existing Customer 40 M High School $60K - $80K
## 3690 Existing Customer 45 M Uneducated $60K - $80K
## 3691 Existing Customer 45 M Uneducated $60K - $80K
## 3692 Existing Customer 43 M Graduate $80K - $120K
## 3693 Attrited Customer 41 F Post-Graduate Less than $40K
## 3694 Attrited Customer 38 F Graduate Unknown
## 3695 Attrited Customer 38 F Graduate Less than $40K
## 3696 Existing Customer 41 M Uneducated $80K - $120K
## 3697 Existing Customer 64 F Graduate Unknown
## 3698 Existing Customer 46 F Graduate Less than $40K
## 3699 Existing Customer 61 M Post-Graduate $40K - $60K
## 3700 Existing Customer 46 F Graduate Unknown
## 3701 Existing Customer 32 F High School Unknown
## 3702 Existing Customer 43 M Unknown $80K - $120K
## 3703 Existing Customer 34 F High School Less than $40K
## 3704 Existing Customer 54 F College Less than $40K
## 3705 Existing Customer 45 F College Less than $40K
## 3706 Existing Customer 49 F Uneducated Less than $40K
## 3707 Attrited Customer 42 M Doctorate $60K - $80K
## 3708 Existing Customer 49 F Unknown Less than $40K
## 3709 Existing Customer 38 M Uneducated $60K - $80K
## 3710 Existing Customer 51 F High School Less than $40K
## 3711 Attrited Customer 38 M Graduate $60K - $80K
## 3712 Existing Customer 47 M High School $80K - $120K
## 3713 Existing Customer 51 M High School $60K - $80K
## 3714 Existing Customer 40 M High School $80K - $120K
## 3715 Existing Customer 44 M Unknown $80K - $120K
## 3716 Existing Customer 40 M Graduate $40K - $60K
## 3717 Existing Customer 60 M Uneducated $80K - $120K
## 3718 Existing Customer 49 M High School $60K - $80K
## 3719 Attrited Customer 54 F Post-Graduate Less than $40K
## 3720 Existing Customer 50 F High School Less than $40K
## 3721 Existing Customer 51 M Graduate $60K - $80K
## 3722 Existing Customer 44 F Unknown Unknown
## 3723 Existing Customer 48 F Graduate Less than $40K
## 3724 Existing Customer 53 M Unknown $60K - $80K
## 3725 Existing Customer 42 F College Unknown
## 3726 Existing Customer 44 F Uneducated Less than $40K
## 3727 Attrited Customer 45 F Uneducated Less than $40K
## 3728 Existing Customer 52 F Post-Graduate Less than $40K
## 3729 Existing Customer 48 F Graduate $40K - $60K
## 3730 Existing Customer 57 M High School $80K - $120K
## 3731 Existing Customer 47 F Post-Graduate Unknown
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## 3734 Existing Customer 65 M High School $40K - $60K
## 3735 Existing Customer 43 M Graduate $40K - $60K
## 3736 Existing Customer 40 M Graduate $120K +
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## 3738 Existing Customer 39 M Uneducated $40K - $60K
## 3739 Existing Customer 39 M Graduate $60K - $80K
## 3740 Attrited Customer 45 F Post-Graduate Less than $40K
## 3741 Existing Customer 48 M High School $60K - $80K
## 3742 Existing Customer 38 M Graduate $60K - $80K
## 3743 Existing Customer 51 M Uneducated $120K +
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## 3745 Existing Customer 48 F Graduate Less than $40K
## 3746 Existing Customer 47 M Graduate $80K - $120K
## 3747 Existing Customer 45 F Post-Graduate Less than $40K
## 3748 Existing Customer 65 F Uneducated Less than $40K
## 3749 Existing Customer 49 M Uneducated Less than $40K
## 3750 Existing Customer 61 F High School Unknown
## 3751 Existing Customer 51 M Unknown $120K +
## 3752 Existing Customer 48 M Graduate $80K - $120K
## 3753 Existing Customer 44 F Post-Graduate Less than $40K
## 3754 Existing Customer 45 M Graduate $120K +
## 3755 Existing Customer 49 F Graduate Less than $40K
## 3756 Existing Customer 38 F Graduate Unknown
## 3757 Existing Customer 42 F Doctorate Less than $40K
## 3758 Existing Customer 44 M Uneducated $80K - $120K
## 3759 Existing Customer 46 F Graduate Less than $40K
## 3760 Existing Customer 40 F Graduate Unknown
## 3761 Existing Customer 50 F Graduate Unknown
## 3762 Existing Customer 46 M Uneducated Less than $40K
## 3763 Existing Customer 35 M High School $40K - $60K
## 3764 Existing Customer 49 M Graduate $60K - $80K
## 3765 Attrited Customer 62 F High School $40K - $60K
## 3766 Existing Customer 45 F Uneducated $40K - $60K
## 3767 Attrited Customer 45 M Unknown $60K - $80K
## 3768 Existing Customer 56 M Graduate Less than $40K
## 3769 Existing Customer 58 F High School Less than $40K
## 3770 Existing Customer 51 F Unknown Less than $40K
## 3771 Attrited Customer 38 M Unknown $60K - $80K
## 3772 Existing Customer 39 M High School $60K - $80K
## 3773 Attrited Customer 43 M Graduate $120K +
## 3774 Existing Customer 44 F Graduate Less than $40K
## 3775 Existing Customer 40 F Graduate Less than $40K
## 3776 Existing Customer 49 M Uneducated $80K - $120K
## 3777 Attrited Customer 64 F College Less than $40K
## 3778 Existing Customer 49 F Uneducated Unknown
## 3779 Existing Customer 47 F Doctorate $40K - $60K
## 3780 Attrited Customer 44 F Graduate Unknown
## 3781 Existing Customer 64 M Graduate Less than $40K
## 3782 Existing Customer 48 F Uneducated Less than $40K
## 3783 Existing Customer 52 F Graduate Less than $40K
## 3784 Existing Customer 57 F Unknown Less than $40K
## 3785 Existing Customer 65 M Graduate Less than $40K
## 3786 Existing Customer 52 M Graduate $60K - $80K
## 3787 Existing Customer 42 M Uneducated $80K - $120K
## 3788 Existing Customer 37 M High School $40K - $60K
## 3789 Attrited Customer 53 F Graduate Less than $40K
## 3790 Existing Customer 46 F High School Unknown
## 3791 Existing Customer 55 F Doctorate Unknown
## 3792 Existing Customer 51 F Graduate Less than $40K
## 3793 Existing Customer 35 F Uneducated Less than $40K
## 3794 Existing Customer 41 M Doctorate $60K - $80K
## 3795 Existing Customer 41 M Graduate $60K - $80K
## 3796 Attrited Customer 43 F Graduate Less than $40K
## 3797 Existing Customer 45 M Unknown $40K - $60K
## 3798 Existing Customer 44 F Graduate Less than $40K
## 3799 Attrited Customer 63 F Unknown Less than $40K
## 3800 Existing Customer 46 M Post-Graduate $60K - $80K
## 3801 Attrited Customer 51 F Doctorate Less than $40K
## 3802 Attrited Customer 44 F Uneducated Unknown
## 3803 Existing Customer 58 M Unknown $40K - $60K
## 3804 Existing Customer 38 F College Less than $40K
## 3805 Existing Customer 50 M Graduate $60K - $80K
## 3806 Existing Customer 46 F Graduate Less than $40K
## 3807 Attrited Customer 47 M Graduate $120K +
## 3808 Existing Customer 51 M Uneducated $120K +
## 3809 Attrited Customer 49 M Unknown $80K - $120K
## 3810 Existing Customer 47 F Unknown Less than $40K
## 3811 Attrited Customer 49 M High School $60K - $80K
## 3812 Attrited Customer 49 F Graduate Unknown
## 3813 Existing Customer 54 F Uneducated Less than $40K
## 3814 Attrited Customer 57 M Uneducated $60K - $80K
## 3815 Existing Customer 47 M Uneducated $60K - $80K
## 3816 Existing Customer 49 F Unknown $40K - $60K
## 3817 Existing Customer 37 M High School $60K - $80K
## 3818 Existing Customer 45 F Unknown Less than $40K
## 3819 Existing Customer 50 M Doctorate $80K - $120K
## 3820 Existing Customer 45 F High School Less than $40K
## 3821 Attrited Customer 42 F Post-Graduate $40K - $60K
## 3822 Existing Customer 45 M High School $80K - $120K
## 3823 Existing Customer 41 M Graduate $60K - $80K
## 3824 Existing Customer 44 F Uneducated Less than $40K
## 3825 Existing Customer 41 M College $80K - $120K
## 3826 Existing Customer 53 F Graduate Less than $40K
## 3827 Existing Customer 43 F Uneducated Less than $40K
## 3828 Existing Customer 64 F Uneducated Less than $40K
## 3829 Existing Customer 46 M Uneducated $40K - $60K
## 3830 Existing Customer 37 F High School Less than $40K
## 3831 Existing Customer 46 F Graduate Less than $40K
## 3832 Existing Customer 48 M Graduate $80K - $120K
## 3833 Existing Customer 48 M High School $40K - $60K
## 3834 Existing Customer 38 F Doctorate Less than $40K
## 3835 Existing Customer 44 M Graduate $120K +
## 3836 Attrited Customer 55 M College $80K - $120K
## 3837 Existing Customer 50 M Uneducated $40K - $60K
## 3838 Attrited Customer 43 M Uneducated $80K - $120K
## 3839 Existing Customer 55 M Doctorate $60K - $80K
## 3840 Attrited Customer 47 M High School $80K - $120K
## 3841 Existing Customer 42 M Uneducated $80K - $120K
## 3842 Existing Customer 41 M Uneducated $60K - $80K
## 3843 Existing Customer 56 F High School Less than $40K
## 3844 Existing Customer 50 F Uneducated $40K - $60K
## 3845 Existing Customer 41 M Post-Graduate $40K - $60K
## 3846 Existing Customer 48 F Graduate Unknown
## 3847 Existing Customer 49 F Uneducated Less than $40K
## 3848 Existing Customer 41 M High School $120K +
## 3849 Existing Customer 37 F High School Less than $40K
## 3850 Existing Customer 44 F Graduate Less than $40K
## 3851 Existing Customer 44 F College Less than $40K
## 3852 Attrited Customer 48 M Unknown $80K - $120K
## 3853 Existing Customer 65 F Graduate Unknown
## 3854 Existing Customer 54 M Uneducated $80K - $120K
## 3855 Existing Customer 48 F High School Less than $40K
## 3856 Existing Customer 41 M Graduate $80K - $120K
## 3857 Existing Customer 43 F Post-Graduate Less than $40K
## 3858 Existing Customer 46 F Uneducated Less than $40K
## 3859 Existing Customer 47 F Unknown Less than $40K
## 3860 Attrited Customer 42 F High School $40K - $60K
## 3861 Existing Customer 42 M High School $80K - $120K
## 3862 Existing Customer 47 M Post-Graduate Less than $40K
## 3863 Existing Customer 50 F Graduate Unknown
## 3864 Existing Customer 43 F Graduate Less than $40K
## 3865 Existing Customer 49 M College $60K - $80K
## 3866 Existing Customer 43 F Graduate Less than $40K
## 3867 Existing Customer 52 M Uneducated $80K - $120K
## 3868 Existing Customer 40 M Unknown $80K - $120K
## 3869 Existing Customer 46 M Uneducated $60K - $80K
## 3870 Existing Customer 47 F Graduate Unknown
## 3871 Existing Customer 60 M High School $40K - $60K
## 3872 Existing Customer 38 F Post-Graduate Less than $40K
## 3873 Existing Customer 51 M Doctorate $40K - $60K
## 3874 Existing Customer 62 F Graduate $40K - $60K
## 3875 Existing Customer 52 F Unknown Unknown
## 3876 Existing Customer 41 M High School Less than $40K
## 3877 Existing Customer 48 M Post-Graduate $120K +
## 3878 Existing Customer 43 M Graduate $80K - $120K
## 3879 Existing Customer 51 F College Less than $40K
## 3880 Existing Customer 42 F College Less than $40K
## 3881 Existing Customer 54 F Graduate Less than $40K
## 3882 Existing Customer 52 F Uneducated Less than $40K
## 3883 Existing Customer 48 F Doctorate Less than $40K
## 3884 Existing Customer 40 M Graduate Less than $40K
## 3885 Existing Customer 65 M High School $40K - $60K
## 3886 Existing Customer 47 M Graduate $60K - $80K
## 3887 Existing Customer 64 F Graduate $40K - $60K
## 3888 Existing Customer 50 F Unknown $40K - $60K
## 3889 Existing Customer 57 F Unknown Unknown
## 3890 Attrited Customer 58 M Uneducated $80K - $120K
## 3891 Existing Customer 39 F Graduate $40K - $60K
## 3892 Attrited Customer 54 F High School Unknown
## 3893 Existing Customer 58 M High School $120K +
## 3894 Attrited Customer 41 F High School Unknown
## 3895 Existing Customer 51 F High School $40K - $60K
## 3896 Existing Customer 52 M Uneducated $80K - $120K
## 3897 Existing Customer 58 M Unknown $60K - $80K
## 3898 Existing Customer 42 M Graduate $80K - $120K
## 3899 Existing Customer 62 F High School $40K - $60K
## 3900 Existing Customer 45 M Uneducated $80K - $120K
## 3901 Existing Customer 53 M Uneducated $120K +
## 3902 Existing Customer 53 F Unknown $40K - $60K
## 3903 Existing Customer 50 M Uneducated $120K +
## 3904 Existing Customer 44 F Post-Graduate Less than $40K
## 3905 Attrited Customer 40 M High School $80K - $120K
## 3906 Attrited Customer 55 F Graduate Less than $40K
## 3907 Existing Customer 50 F Uneducated Less than $40K
## 3908 Existing Customer 38 F High School $40K - $60K
## 3909 Existing Customer 45 M Graduate $60K - $80K
## 3910 Attrited Customer 40 F Unknown Less than $40K
## 3911 Existing Customer 55 F College $40K - $60K
## 3912 Existing Customer 49 F Uneducated Less than $40K
## 3913 Existing Customer 43 F High School $40K - $60K
## 3914 Existing Customer 47 F Unknown Less than $40K
## 3915 Existing Customer 43 F Unknown Less than $40K
## 3916 Attrited Customer 48 F College Less than $40K
## 3917 Existing Customer 51 M Graduate $60K - $80K
## 3918 Existing Customer 47 M Uneducated $60K - $80K
## 3919 Existing Customer 51 F High School $40K - $60K
## 3920 Existing Customer 49 F College Less than $40K
## 3921 Existing Customer 53 F Graduate Less than $40K
## 3922 Existing Customer 55 M Uneducated $80K - $120K
## 3923 Attrited Customer 46 F Post-Graduate $40K - $60K
## 3924 Existing Customer 50 F High School Less than $40K
## 3925 Existing Customer 65 M Graduate Unknown
## 3926 Existing Customer 51 F Uneducated Less than $40K
## 3927 Existing Customer 46 M High School $80K - $120K
## 3928 Existing Customer 42 M Graduate $60K - $80K
## 3929 Existing Customer 49 F High School Unknown
## 3930 Existing Customer 40 M Unknown $80K - $120K
## 3931 Existing Customer 45 F High School Less than $40K
## 3932 Existing Customer 65 M Graduate Less than $40K
## 3933 Existing Customer 46 M Graduate $80K - $120K
## 3934 Existing Customer 47 F Uneducated Unknown
## 3935 Existing Customer 44 M Post-Graduate $120K +
## 3936 Attrited Customer 58 F Uneducated Unknown
## 3937 Attrited Customer 50 M Graduate $60K - $80K
## 3938 Existing Customer 54 F High School Less than $40K
## 3939 Existing Customer 40 M Uneducated $80K - $120K
## 3940 Existing Customer 49 F Unknown Less than $40K
## 3941 Attrited Customer 39 F Unknown $40K - $60K
## 3942 Existing Customer 51 F College Less than $40K
## 3943 Existing Customer 64 F Uneducated Less than $40K
## 3944 Existing Customer 43 F High School Less than $40K
## 3945 Existing Customer 38 F Graduate Unknown
## 3946 Existing Customer 44 M Unknown $60K - $80K
## 3947 Existing Customer 46 M Graduate $80K - $120K
## 3948 Existing Customer 44 M High School $80K - $120K
## 3949 Existing Customer 44 M Doctorate $80K - $120K
## 3950 Existing Customer 63 M Unknown $60K - $80K
## 3951 Attrited Customer 40 M Post-Graduate $60K - $80K
## 3952 Existing Customer 46 F Unknown Less than $40K
## 3953 Attrited Customer 47 F Unknown Less than $40K
## 3954 Existing Customer 43 M High School $60K - $80K
## 3955 Attrited Customer 58 M Graduate $120K +
## 3956 Existing Customer 47 M College $60K - $80K
## 3957 Attrited Customer 49 M Graduate $120K +
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## 3959 Existing Customer 55 F High School Less than $40K
## 3960 Attrited Customer 45 F Graduate Unknown
## 3961 Existing Customer 60 F Post-Graduate $40K - $60K
## 3962 Existing Customer 48 F Graduate Less than $40K
## 3963 Existing Customer 50 M High School $40K - $60K
## 3964 Attrited Customer 41 F Uneducated Less than $40K
## 3965 Existing Customer 51 F Uneducated Less than $40K
## 3966 Existing Customer 47 M Graduate $60K - $80K
## 3967 Existing Customer 47 M Uneducated $60K - $80K
## 3968 Existing Customer 41 F Graduate $40K - $60K
## 3969 Existing Customer 55 F Graduate Unknown
## 3970 Existing Customer 38 M Graduate $40K - $60K
## 3971 Existing Customer 41 F Graduate Less than $40K
## 3972 Existing Customer 40 M College $80K - $120K
## 3973 Existing Customer 43 F Graduate Less than $40K
## 3974 Existing Customer 36 F College Less than $40K
## 3975 Existing Customer 48 F Post-Graduate Less than $40K
## 3976 Existing Customer 41 F Graduate $40K - $60K
## 3977 Existing Customer 47 F Graduate $40K - $60K
## 3978 Existing Customer 44 M High School $80K - $120K
## 3979 Existing Customer 50 F Unknown Less than $40K
## 3980 Existing Customer 46 F Graduate Less than $40K
## 3981 Existing Customer 47 F High School Unknown
## 3982 Existing Customer 53 M Graduate $80K - $120K
## 3983 Existing Customer 44 M College $80K - $120K
## 3984 Attrited Customer 46 M Doctorate $80K - $120K
## 3985 Existing Customer 39 M Graduate $120K +
## 3986 Existing Customer 51 M Graduate $60K - $80K
## 3987 Existing Customer 45 F High School Unknown
## 3988 Existing Customer 49 F Graduate Less than $40K
## 3989 Attrited Customer 47 M Uneducated $120K +
## 3990 Existing Customer 53 F Graduate Unknown
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## 3992 Existing Customer 41 M Post-Graduate $120K +
## 3993 Existing Customer 52 F Graduate Less than $40K
## 3994 Existing Customer 48 F Graduate Unknown
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## 3996 Existing Customer 50 M College $60K - $80K
## 3997 Existing Customer 51 M High School $60K - $80K
## 3998 Existing Customer 43 M Graduate $60K - $80K
## 3999 Attrited Customer 44 F Unknown Less than $40K
## 4000 Existing Customer 45 F Graduate Unknown
## 4001 Existing Customer 40 M Graduate $60K - $80K
## 4002 Existing Customer 48 M Post-Graduate $40K - $60K
## 4003 Existing Customer 45 M Unknown $120K +
## 4004 Existing Customer 44 F Graduate Less than $40K
## 4005 Existing Customer 42 M Uneducated $60K - $80K
## 4006 Attrited Customer 54 F Graduate Less than $40K
## 4007 Existing Customer 29 F Unknown Less than $40K
## 4008 Existing Customer 40 F College Unknown
## 4009 Existing Customer 58 F High School Less than $40K
## 4010 Existing Customer 50 F Doctorate Unknown
## 4011 Existing Customer 48 M College $40K - $60K
## 4012 Existing Customer 51 F High School Less than $40K
## 4013 Existing Customer 43 F College Less than $40K
## 4014 Existing Customer 58 F Uneducated Less than $40K
## 4015 Existing Customer 46 M Graduate $80K - $120K
## 4016 Existing Customer 52 F Post-Graduate Unknown
## 4017 Existing Customer 44 F Uneducated Less than $40K
## 4018 Attrited Customer 45 M Uneducated Less than $40K
## 4019 Existing Customer 48 F Graduate $40K - $60K
## 4020 Existing Customer 39 F Graduate Less than $40K
## 4021 Existing Customer 56 F Graduate Less than $40K
## 4022 Attrited Customer 54 M Graduate $60K - $80K
## 4023 Existing Customer 47 M High School $60K - $80K
## 4024 Existing Customer 44 F Uneducated Less than $40K
## 4025 Existing Customer 52 M Uneducated $80K - $120K
## 4026 Existing Customer 42 M High School $60K - $80K
## 4027 Existing Customer 55 F High School Less than $40K
## 4028 Attrited Customer 49 M High School $80K - $120K
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## 4030 Existing Customer 42 M Graduate $80K - $120K
## 4031 Attrited Customer 38 F Graduate Less than $40K
## 4032 Existing Customer 46 M High School $40K - $60K
## 4033 Existing Customer 42 F Doctorate Less than $40K
## 4034 Existing Customer 65 M Doctorate Less than $40K
## 4035 Attrited Customer 48 M High School $120K +
## 4036 Existing Customer 55 F College Unknown
## 4037 Attrited Customer 45 M Unknown $120K +
## 4038 Attrited Customer 53 F Graduate Less than $40K
## 4039 Existing Customer 57 M Graduate $60K - $80K
## 4040 Existing Customer 50 M High School $60K - $80K
## 4041 Existing Customer 41 M Graduate $80K - $120K
## 4042 Existing Customer 46 F College Less than $40K
## 4043 Existing Customer 49 M High School $60K - $80K
## 4044 Existing Customer 31 F Graduate Unknown
## 4045 Existing Customer 54 M Post-Graduate $120K +
## 4046 Attrited Customer 51 F College Less than $40K
## 4047 Existing Customer 52 M Uneducated $60K - $80K
## 4048 Existing Customer 43 M Graduate Less than $40K
## 4049 Existing Customer 44 M High School $80K - $120K
## 4050 Existing Customer 44 M High School $40K - $60K
## 4051 Attrited Customer 51 M High School $60K - $80K
## 4052 Existing Customer 51 F Uneducated Less than $40K
## 4053 Existing Customer 55 F Graduate Less than $40K
## 4054 Existing Customer 42 M High School $40K - $60K
## 4055 Existing Customer 53 M Uneducated $60K - $80K
## 4056 Existing Customer 43 M Graduate $80K - $120K
## 4057 Existing Customer 51 M Graduate $60K - $80K
## 4058 Existing Customer 56 M High School $80K - $120K
## 4059 Existing Customer 44 F Unknown Less than $40K
## 4060 Existing Customer 55 F Graduate Less than $40K
## 4061 Existing Customer 41 F Graduate $40K - $60K
## 4062 Existing Customer 48 F Unknown Less than $40K
## 4063 Existing Customer 45 M Graduate $60K - $80K
## 4064 Attrited Customer 65 F College Less than $40K
## 4065 Attrited Customer 46 M College $80K - $120K
## 4066 Existing Customer 52 M Graduate $60K - $80K
## 4067 Existing Customer 65 F College Unknown
## 4068 Existing Customer 49 M College $80K - $120K
## 4069 Attrited Customer 50 F Graduate $40K - $60K
## 4070 Existing Customer 52 F Unknown Less than $40K
## 4071 Existing Customer 42 F Unknown Unknown
## 4072 Existing Customer 50 F High School Less than $40K
## 4073 Existing Customer 27 F Graduate Less than $40K
## 4074 Attrited Customer 37 F Graduate Less than $40K
## 4075 Existing Customer 42 F Post-Graduate Less than $40K
## 4076 Existing Customer 43 F Unknown Less than $40K
## 4077 Existing Customer 37 F Uneducated Less than $40K
## 4078 Existing Customer 49 F High School Less than $40K
## 4079 Existing Customer 42 M Uneducated $40K - $60K
## 4080 Existing Customer 48 F High School $40K - $60K
## 4081 Existing Customer 52 F Graduate $40K - $60K
## 4082 Existing Customer 45 M Unknown $60K - $80K
## 4083 Existing Customer 49 M High School $80K - $120K
## 4084 Attrited Customer 38 M College $40K - $60K
## 4085 Existing Customer 50 F High School $40K - $60K
## 4086 Attrited Customer 65 F Uneducated Less than $40K
## 4087 Existing Customer 50 M College $40K - $60K
## 4088 Attrited Customer 46 M College $80K - $120K
## 4089 Existing Customer 43 M High School $60K - $80K
## 4090 Existing Customer 42 M Graduate $120K +
## 4091 Existing Customer 45 F High School $40K - $60K
## 4092 Existing Customer 55 F Graduate Less than $40K
## 4093 Existing Customer 50 F Post-Graduate Unknown
## 4094 Existing Customer 50 M Graduate $60K - $80K
## 4095 Existing Customer 54 F Uneducated $40K - $60K
## 4096 Existing Customer 45 F Graduate Unknown
## 4097 Existing Customer 45 F High School $40K - $60K
## 4098 Existing Customer 39 F Graduate Less than $40K
## 4099 Existing Customer 45 F High School Less than $40K
## 4100 Existing Customer 52 F College $40K - $60K
## 4101 Existing Customer 33 F Graduate Less than $40K
## 4102 Existing Customer 40 M Graduate $40K - $60K
## 4103 Existing Customer 61 M Uneducated $40K - $60K
## 4104 Attrited Customer 48 M High School $40K - $60K
## 4105 Existing Customer 50 M Graduate $60K - $80K
## 4106 Existing Customer 35 F Unknown Less than $40K
## 4107 Existing Customer 50 F Graduate $40K - $60K
## 4108 Existing Customer 53 M Graduate $80K - $120K
## 4109 Existing Customer 49 M Unknown $80K - $120K
## 4110 Existing Customer 45 M Graduate $60K - $80K
## 4111 Existing Customer 52 F College Less than $40K
## 4112 Existing Customer 40 M Unknown $120K +
## 4113 Existing Customer 45 F Doctorate Less than $40K
## 4114 Existing Customer 50 F Post-Graduate Less than $40K
## 4115 Existing Customer 51 F Unknown Less than $40K
## 4116 Existing Customer 60 F Graduate Unknown
## 4117 Attrited Customer 50 F Uneducated $40K - $60K
## 4118 Attrited Customer 46 F Uneducated Less than $40K
## 4119 Attrited Customer 50 F Unknown Unknown
## 4120 Existing Customer 52 M Uneducated $80K - $120K
## 4121 Existing Customer 54 M Graduate $80K - $120K
## 4122 Existing Customer 53 M College $80K - $120K
## 4123 Existing Customer 53 M Graduate $120K +
## 4124 Existing Customer 40 M Uneducated $120K +
## 4125 Existing Customer 50 F Graduate Unknown
## 4126 Existing Customer 45 M College $120K +
## 4127 Existing Customer 40 F Graduate $40K - $60K
## 4128 Existing Customer 36 M Uneducated $40K - $60K
## 4129 Existing Customer 62 M High School Unknown
## 4130 Existing Customer 35 F Graduate $40K - $60K
## 4131 Existing Customer 47 F High School Less than $40K
## 4132 Existing Customer 40 M Unknown Less than $40K
## 4133 Existing Customer 45 F College Less than $40K
## 4134 Attrited Customer 48 M High School $80K - $120K
## 4135 Existing Customer 59 M Graduate $120K +
## 4136 Existing Customer 44 M College $60K - $80K
## 4137 Existing Customer 38 M Post-Graduate $80K - $120K
## 4138 Existing Customer 43 M Graduate $60K - $80K
## 4139 Existing Customer 31 F Graduate Unknown
## 4140 Existing Customer 50 F Doctorate Less than $40K
## 4141 Existing Customer 45 F High School Unknown
## 4142 Existing Customer 45 M High School $60K - $80K
## 4143 Attrited Customer 47 M High School $80K - $120K
## 4144 Existing Customer 49 M Graduate $80K - $120K
## 4145 Attrited Customer 43 F Uneducated Less than $40K
## 4146 Existing Customer 43 M Graduate $60K - $80K
## 4147 Existing Customer 48 M Doctorate $80K - $120K
## 4148 Attrited Customer 59 M Uneducated $40K - $60K
## 4149 Existing Customer 47 F Unknown Less than $40K
## 4150 Existing Customer 48 M Unknown $80K - $120K
## 4151 Attrited Customer 53 F Graduate $40K - $60K
## 4152 Attrited Customer 53 F Graduate $40K - $60K
## 4153 Existing Customer 40 F Unknown Less than $40K
## 4154 Attrited Customer 42 F Doctorate Less than $40K
## 4155 Existing Customer 50 M High School $60K - $80K
## 4156 Existing Customer 45 F Graduate Less than $40K
## 4157 Existing Customer 49 M High School $60K - $80K
## 4158 Existing Customer 55 F College Less than $40K
## 4159 Existing Customer 46 F Uneducated Less than $40K
## 4160 Existing Customer 40 F Unknown Less than $40K
## 4161 Attrited Customer 49 F Doctorate Less than $40K
## 4162 Existing Customer 48 M High School $40K - $60K
## 4163 Existing Customer 50 M Uneducated $60K - $80K
## 4164 Attrited Customer 50 F Post-Graduate $40K - $60K
## 4165 Existing Customer 45 M College $80K - $120K
## 4166 Existing Customer 57 M High School $80K - $120K
## 4167 Existing Customer 44 M Unknown $60K - $80K
## 4168 Existing Customer 50 F Graduate Less than $40K
## 4169 Existing Customer 42 M High School $40K - $60K
## 4170 Existing Customer 37 M College $80K - $120K
## 4171 Existing Customer 54 M Uneducated $60K - $80K
## 4172 Existing Customer 43 M Graduate $80K - $120K
## 4173 Existing Customer 52 M Graduate $80K - $120K
## 4174 Existing Customer 46 M College $60K - $80K
## 4175 Existing Customer 43 F Unknown $40K - $60K
## 4176 Existing Customer 46 M High School Less than $40K
## 4177 Existing Customer 45 M Unknown $40K - $60K
## 4178 Attrited Customer 50 F College Unknown
## 4179 Existing Customer 55 F Uneducated $40K - $60K
## 4180 Existing Customer 51 M Unknown $60K - $80K
## 4181 Existing Customer 48 M Doctorate $60K - $80K
## 4182 Existing Customer 44 M Unknown $60K - $80K
## 4183 Existing Customer 50 F High School Less than $40K
## 4184 Existing Customer 46 M High School $80K - $120K
## 4185 Attrited Customer 52 M Uneducated $120K +
## 4186 Attrited Customer 49 M Graduate $120K +
## 4187 Existing Customer 55 F Graduate Less than $40K
## 4188 Existing Customer 49 M Graduate $60K - $80K
## 4189 Existing Customer 40 M Doctorate Unknown
## 4190 Attrited Customer 45 F High School Unknown
## 4191 Existing Customer 44 F Doctorate Less than $40K
## 4192 Existing Customer 41 F Uneducated Less than $40K
## 4193 Attrited Customer 47 F College Less than $40K
## 4194 Existing Customer 38 M Graduate $80K - $120K
## 4195 Attrited Customer 52 M Graduate $60K - $80K
## 4196 Attrited Customer 48 F Unknown Less than $40K
## 4197 Attrited Customer 41 F High School Less than $40K
## 4198 Existing Customer 53 M Uneducated $60K - $80K
## 4199 Attrited Customer 47 M Unknown $80K - $120K
## 4200 Existing Customer 40 M Graduate $60K - $80K
## 4201 Existing Customer 61 M High School $40K - $60K
## 4202 Existing Customer 45 F Post-Graduate Unknown
## 4203 Attrited Customer 56 F Graduate $40K - $60K
## 4204 Existing Customer 57 F Graduate Less than $40K
## 4205 Existing Customer 48 M Graduate $40K - $60K
## 4206 Existing Customer 60 M Graduate $80K - $120K
## 4207 Existing Customer 49 F High School Unknown
## 4208 Attrited Customer 50 F Graduate Unknown
## 4209 Existing Customer 65 M Doctorate $40K - $60K
## 4210 Existing Customer 57 M Unknown $120K +
## 4211 Existing Customer 51 F High School Less than $40K
## 4212 Existing Customer 40 F Graduate Less than $40K
## 4213 Existing Customer 55 M College $120K +
## 4214 Existing Customer 52 M Uneducated $120K +
## 4215 Existing Customer 44 F Graduate Less than $40K
## 4216 Existing Customer 49 F Uneducated Unknown
## 4217 Existing Customer 49 F College Less than $40K
## 4218 Attrited Customer 42 M Graduate $60K - $80K
## 4219 Existing Customer 56 F Graduate Less than $40K
## 4220 Existing Customer 60 F Uneducated Less than $40K
## 4221 Existing Customer 50 M High School $120K +
## 4222 Existing Customer 42 M Graduate $80K - $120K
## 4223 Existing Customer 65 F Unknown Unknown
## 4224 Existing Customer 41 F College Unknown
## 4225 Attrited Customer 57 F Uneducated Less than $40K
## 4226 Existing Customer 48 M Graduate $120K +
## 4227 Existing Customer 47 M College $80K - $120K
## 4228 Existing Customer 62 F Graduate Less than $40K
## 4229 Existing Customer 46 M High School $80K - $120K
## 4230 Existing Customer 56 F Uneducated Unknown
## 4231 Existing Customer 41 M High School $60K - $80K
## 4232 Existing Customer 43 F Graduate $40K - $60K
## 4233 Existing Customer 43 M Unknown $120K +
## 4234 Attrited Customer 54 M Graduate $40K - $60K
## 4235 Existing Customer 45 F Graduate Less than $40K
## 4236 Existing Customer 49 M Uneducated $60K - $80K
## 4237 Existing Customer 52 F Unknown Unknown
## 4238 Attrited Customer 46 M Graduate $80K - $120K
## 4239 Existing Customer 45 F Graduate Less than $40K
## 4240 Existing Customer 43 F High School Unknown
## 4241 Existing Customer 49 M High School $80K - $120K
## 4242 Existing Customer 33 F Graduate Less than $40K
## 4243 Existing Customer 52 M Graduate $80K - $120K
## 4244 Existing Customer 40 F Uneducated Less than $40K
## 4245 Existing Customer 51 M Unknown $60K - $80K
## 4246 Existing Customer 44 F Post-Graduate Less than $40K
## 4247 Attrited Customer 62 F High School Less than $40K
## 4248 Existing Customer 45 F Unknown Less than $40K
## 4249 Existing Customer 55 F Uneducated Less than $40K
## 4250 Attrited Customer 55 M Graduate $40K - $60K
## 4251 Existing Customer 48 M Unknown $120K +
## 4252 Existing Customer 38 F Uneducated Less than $40K
## 4253 Existing Customer 52 F Graduate Less than $40K
## 4254 Existing Customer 50 F High School Unknown
## 4255 Existing Customer 58 F Unknown Unknown
## 4256 Attrited Customer 42 F Unknown $40K - $60K
## 4257 Existing Customer 52 M High School $120K +
## 4258 Existing Customer 55 F College Less than $40K
## 4259 Existing Customer 48 M College $60K - $80K
## 4260 Existing Customer 41 M Unknown $80K - $120K
## 4261 Existing Customer 48 F Uneducated $40K - $60K
## 4262 Existing Customer 50 F Graduate Less than $40K
## 4263 Attrited Customer 53 F High School $40K - $60K
## 4264 Existing Customer 46 M Post-Graduate $120K +
## 4265 Existing Customer 50 F Graduate Less than $40K
## 4266 Existing Customer 47 M Uneducated $80K - $120K
## 4267 Existing Customer 65 F Unknown Less than $40K
## 4268 Attrited Customer 47 F Graduate Less than $40K
## 4269 Existing Customer 52 M Uneducated $80K - $120K
## 4270 Existing Customer 52 F Graduate Unknown
## 4271 Attrited Customer 44 F Graduate Less than $40K
## 4272 Existing Customer 35 F High School Less than $40K
## 4273 Attrited Customer 50 M College $80K - $120K
## 4274 Attrited Customer 52 F High School $40K - $60K
## 4275 Attrited Customer 41 M Unknown $80K - $120K
## 4276 Existing Customer 62 F High School Unknown
## 4277 Existing Customer 49 M Unknown $60K - $80K
## 4278 Existing Customer 43 M High School $80K - $120K
## 4279 Existing Customer 44 M Unknown $80K - $120K
## 4280 Existing Customer 43 F Doctorate Unknown
## 4281 Existing Customer 54 M Uneducated $120K +
## 4282 Existing Customer 55 F Graduate Less than $40K
## 4283 Attrited Customer 49 M Uneducated $60K - $80K
## 4284 Existing Customer 45 F Graduate Unknown
## 4285 Existing Customer 56 F Post-Graduate Less than $40K
## 4286 Existing Customer 49 F Uneducated Less than $40K
## 4287 Attrited Customer 53 M High School $120K +
## 4288 Existing Customer 49 M High School $80K - $120K
## 4289 Existing Customer 46 M High School $40K - $60K
## 4290 Existing Customer 49 M Uneducated $120K +
## 4291 Existing Customer 36 F High School Less than $40K
## 4292 Existing Customer 57 M Graduate $80K - $120K
## 4293 Existing Customer 52 F Unknown $40K - $60K
## 4294 Existing Customer 52 M Graduate $80K - $120K
## 4295 Existing Customer 45 M Uneducated Less than $40K
## 4296 Existing Customer 54 M High School $120K +
## 4297 Existing Customer 49 M High School $80K - $120K
## 4298 Existing Customer 43 M Graduate $60K - $80K
## 4299 Attrited Customer 50 M Uneducated $60K - $80K
## 4300 Existing Customer 46 M High School $120K +
## 4301 Existing Customer 45 F High School Less than $40K
## 4302 Existing Customer 43 F Unknown Unknown
## 4303 Attrited Customer 50 F High School Unknown
## 4304 Existing Customer 33 M Graduate $60K - $80K
## 4305 Existing Customer 65 F Unknown Less than $40K
## 4306 Existing Customer 56 F Graduate Less than $40K
## 4307 Existing Customer 40 F Unknown Less than $40K
## 4308 Existing Customer 40 M High School $60K - $80K
## 4309 Existing Customer 49 F College Less than $40K
## 4310 Existing Customer 29 F Graduate Unknown
## 4311 Existing Customer 45 F Doctorate Less than $40K
## 4312 Existing Customer 51 M High School $80K - $120K
## 4313 Existing Customer 45 M Unknown $120K +
## 4314 Existing Customer 40 F Graduate Less than $40K
## 4315 Existing Customer 37 M Unknown $40K - $60K
## 4316 Existing Customer 42 M College $40K - $60K
## 4317 Existing Customer 45 F High School Less than $40K
## 4318 Existing Customer 47 F Graduate Less than $40K
## 4319 Existing Customer 47 M College $40K - $60K
## 4320 Existing Customer 49 F Unknown Less than $40K
## 4321 Existing Customer 43 M Graduate $120K +
## 4322 Existing Customer 43 M Post-Graduate $60K - $80K
## 4323 Existing Customer 48 M Graduate Less than $40K
## 4324 Existing Customer 53 M Uneducated $60K - $80K
## 4325 Existing Customer 56 M Graduate $80K - $120K
## 4326 Attrited Customer 64 M Graduate Less than $40K
## 4327 Existing Customer 38 F Doctorate Unknown
## 4328 Existing Customer 51 F Graduate Unknown
## 4329 Existing Customer 42 F Unknown Less than $40K
## 4330 Existing Customer 44 F Graduate Unknown
## 4331 Existing Customer 50 M Uneducated $120K +
## 4332 Existing Customer 62 M Graduate $80K - $120K
## 4333 Existing Customer 49 F Unknown Less than $40K
## 4334 Existing Customer 41 M Graduate $60K - $80K
## 4335 Existing Customer 43 M Unknown $120K +
## 4336 Attrited Customer 43 M Graduate $80K - $120K
## 4337 Existing Customer 45 F Graduate Unknown
## 4338 Existing Customer 48 M High School $60K - $80K
## 4339 Existing Customer 64 F Graduate $40K - $60K
## 4340 Attrited Customer 46 F Doctorate Unknown
## 4341 Existing Customer 53 F High School Less than $40K
## 4342 Attrited Customer 38 F Graduate Less than $40K
## 4343 Existing Customer 51 M Unknown $80K - $120K
## 4344 Attrited Customer 47 F Graduate Unknown
## 4345 Attrited Customer 51 F Post-Graduate Less than $40K
## 4346 Existing Customer 56 F Unknown Less than $40K
## 4347 Existing Customer 33 F Graduate Unknown
## 4348 Existing Customer 52 M High School $80K - $120K
## 4349 Existing Customer 46 F Unknown Unknown
## 4350 Existing Customer 46 F Uneducated Unknown
## 4351 Existing Customer 40 F High School $40K - $60K
## 4352 Existing Customer 49 M High School $80K - $120K
## 4353 Existing Customer 40 F Post-Graduate Less than $40K
## 4354 Existing Customer 43 M College $40K - $60K
## 4355 Existing Customer 48 M Graduate $80K - $120K
## 4356 Existing Customer 50 M Graduate $120K +
## 4357 Existing Customer 48 M High School $80K - $120K
## 4358 Existing Customer 46 F Graduate Unknown
## 4359 Attrited Customer 46 M Graduate $60K - $80K
## 4360 Existing Customer 51 F Graduate $40K - $60K
## 4361 Existing Customer 52 F Post-Graduate Unknown
## 4362 Existing Customer 46 F High School Less than $40K
## 4363 Attrited Customer 42 M Unknown $40K - $60K
## 4364 Existing Customer 42 F Graduate Less than $40K
## 4365 Existing Customer 49 F Graduate Unknown
## 4366 Existing Customer 44 F Uneducated Less than $40K
## 4367 Attrited Customer 55 F Uneducated Less than $40K
## 4368 Attrited Customer 54 F College Less than $40K
## 4369 Existing Customer 46 M Uneducated $60K - $80K
## 4370 Existing Customer 45 F Graduate Less than $40K
## 4371 Existing Customer 37 M High School $80K - $120K
## 4372 Existing Customer 52 M Graduate $60K - $80K
## 4373 Attrited Customer 45 F Graduate Less than $40K
## 4374 Existing Customer 47 M Graduate $120K +
## 4375 Existing Customer 42 F College Unknown
## 4376 Existing Customer 59 F Graduate $40K - $60K
## 4377 Existing Customer 46 F Graduate Less than $40K
## 4378 Existing Customer 41 F Unknown Less than $40K
## 4379 Existing Customer 57 M Graduate $120K +
## 4380 Existing Customer 35 M Graduate $80K - $120K
## 4381 Existing Customer 53 M Unknown $40K - $60K
## 4382 Existing Customer 37 M Graduate $80K - $120K
## 4383 Attrited Customer 43 M Graduate $120K +
## 4384 Existing Customer 43 M Graduate $60K - $80K
## 4385 Existing Customer 55 M Uneducated $60K - $80K
## 4386 Existing Customer 52 F Graduate Less than $40K
## 4387 Existing Customer 46 M High School $40K - $60K
## 4388 Attrited Customer 40 F Uneducated Unknown
## 4389 Attrited Customer 53 F College $40K - $60K
## 4390 Existing Customer 49 M Uneducated $80K - $120K
## 4391 Existing Customer 44 M Graduate $80K - $120K
## 4392 Existing Customer 46 M Graduate $40K - $60K
## 4393 Existing Customer 43 F High School Less than $40K
## 4394 Attrited Customer 28 F Graduate Less than $40K
## 4395 Existing Customer 49 F Uneducated $40K - $60K
## 4396 Existing Customer 48 F Graduate Unknown
## 4397 Existing Customer 42 F High School Less than $40K
## 4398 Existing Customer 43 F Graduate Less than $40K
## 4399 Existing Customer 51 M Post-Graduate $120K +
## 4400 Existing Customer 48 M Post-Graduate $60K - $80K
## 4401 Existing Customer 37 F High School Unknown
## 4402 Existing Customer 40 F Uneducated Less than $40K
## 4403 Attrited Customer 51 F Uneducated Less than $40K
## 4404 Existing Customer 44 M Graduate $60K - $80K
## 4405 Existing Customer 58 F Uneducated Less than $40K
## 4406 Existing Customer 47 F Graduate Less than $40K
## 4407 Attrited Customer 48 M Uneducated $80K - $120K
## 4408 Existing Customer 46 M Graduate $60K - $80K
## 4409 Existing Customer 33 F High School $40K - $60K
## 4410 Existing Customer 47 F High School Less than $40K
## 4411 Existing Customer 55 F High School Less than $40K
## 4412 Existing Customer 48 M Uneducated $80K - $120K
## 4413 Existing Customer 41 M Uneducated $60K - $80K
## 4414 Existing Customer 39 M Doctorate $60K - $80K
## 4415 Attrited Customer 45 F Unknown Less than $40K
## 4416 Existing Customer 46 M Uneducated $40K - $60K
## 4417 Existing Customer 49 F Graduate Less than $40K
## 4418 Attrited Customer 46 M Doctorate $80K - $120K
## 4419 Existing Customer 46 F Graduate Less than $40K
## 4420 Existing Customer 48 M High School Less than $40K
## 4421 Attrited Customer 52 M Graduate $120K +
## 4422 Existing Customer 37 F Graduate $40K - $60K
## 4423 Existing Customer 42 M High School Less than $40K
## 4424 Existing Customer 48 F Graduate Less than $40K
## 4425 Attrited Customer 52 F Doctorate $40K - $60K
## 4426 Existing Customer 45 F Unknown Unknown
## 4427 Existing Customer 40 M High School $120K +
## 4428 Existing Customer 39 F Uneducated $40K - $60K
## 4429 Existing Customer 42 M Graduate $40K - $60K
## 4430 Attrited Customer 41 F High School $40K - $60K
## 4431 Existing Customer 53 F Graduate Less than $40K
## 4432 Existing Customer 49 F High School $40K - $60K
## 4433 Existing Customer 44 M Unknown $60K - $80K
## 4434 Existing Customer 52 M Uneducated $60K - $80K
## 4435 Existing Customer 29 F High School Less than $40K
## 4436 Attrited Customer 48 F High School Less than $40K
## 4437 Existing Customer 36 F Uneducated Unknown
## 4438 Existing Customer 45 M High School $60K - $80K
## 4439 Attrited Customer 41 M Graduate $80K - $120K
## 4440 Existing Customer 45 M Graduate $80K - $120K
## 4441 Existing Customer 40 F Graduate $40K - $60K
## 4442 Attrited Customer 48 F Graduate Less than $40K
## 4443 Existing Customer 43 F Uneducated Less than $40K
## 4444 Attrited Customer 38 F Uneducated $40K - $60K
## 4445 Existing Customer 59 F Unknown Less than $40K
## 4446 Attrited Customer 49 F College Less than $40K
## 4447 Existing Customer 39 F College Less than $40K
## 4448 Attrited Customer 50 F Uneducated Unknown
## 4449 Existing Customer 38 F High School Less than $40K
## 4450 Existing Customer 52 M High School $60K - $80K
## 4451 Existing Customer 42 F Graduate Less than $40K
## 4452 Attrited Customer 50 F High School Less than $40K
## 4453 Existing Customer 33 M Unknown Unknown
## 4454 Existing Customer 52 F Graduate $40K - $60K
## 4455 Existing Customer 45 M High School $40K - $60K
## 4456 Existing Customer 37 M High School $40K - $60K
## 4457 Existing Customer 42 M Uneducated $60K - $80K
## 4458 Existing Customer 43 F Uneducated Less than $40K
## 4459 Existing Customer 40 M Graduate $80K - $120K
## 4460 Existing Customer 43 F Uneducated Unknown
## 4461 Existing Customer 54 M Doctorate $60K - $80K
## 4462 Existing Customer 42 F Uneducated Less than $40K
## 4463 Existing Customer 39 F Graduate $40K - $60K
## 4464 Existing Customer 45 F Unknown $40K - $60K
## 4465 Existing Customer 54 F College Less than $40K
## 4466 Existing Customer 47 F Post-Graduate $40K - $60K
## 4467 Existing Customer 54 M Uneducated $60K - $80K
## 4468 Attrited Customer 49 F Doctorate Less than $40K
## 4469 Existing Customer 44 M Unknown $40K - $60K
## 4470 Existing Customer 46 F College Less than $40K
## 4471 Existing Customer 38 F High School Less than $40K
## 4472 Existing Customer 43 F Graduate Less than $40K
## 4473 Existing Customer 62 M Graduate $60K - $80K
## 4474 Existing Customer 59 F Graduate Less than $40K
## 4475 Attrited Customer 45 F Graduate Less than $40K
## 4476 Existing Customer 53 F College Unknown
## 4477 Existing Customer 43 M Graduate $60K - $80K
## 4478 Existing Customer 44 F Uneducated Unknown
## 4479 Existing Customer 50 F Uneducated Less than $40K
## 4480 Existing Customer 31 F High School Less than $40K
## 4481 Existing Customer 50 F High School $40K - $60K
## 4482 Existing Customer 38 F Graduate Less than $40K
## 4483 Existing Customer 58 M College $80K - $120K
## 4484 Attrited Customer 49 M Uneducated $60K - $80K
## 4485 Existing Customer 37 M Uneducated $80K - $120K
## 4486 Existing Customer 47 F Graduate Less than $40K
## 4487 Attrited Customer 47 M Graduate $40K - $60K
## 4488 Attrited Customer 46 F High School Unknown
## 4489 Existing Customer 35 F Unknown Less than $40K
## 4490 Attrited Customer 43 M College $120K +
## 4491 Existing Customer 32 F Uneducated Less than $40K
## 4492 Existing Customer 63 F College Less than $40K
## 4493 Existing Customer 61 F Graduate Less than $40K
## 4494 Attrited Customer 54 F Graduate Unknown
## 4495 Existing Customer 48 M High School $60K - $80K
## 4496 Existing Customer 49 M High School $120K +
## 4497 Attrited Customer 49 M Graduate $80K - $120K
## 4498 Existing Customer 35 F Graduate Less than $40K
## 4499 Existing Customer 39 F Unknown Unknown
## 4500 Existing Customer 48 F Post-Graduate Unknown
## 4501 Existing Customer 53 F Doctorate Less than $40K
## 4502 Existing Customer 51 M Uneducated $80K - $120K
## 4503 Existing Customer 65 F Uneducated Less than $40K
## 4504 Existing Customer 49 F Graduate Unknown
## 4505 Existing Customer 44 M Unknown $60K - $80K
## 4506 Attrited Customer 62 F High School Less than $40K
## 4507 Existing Customer 43 F Uneducated Less than $40K
## 4508 Existing Customer 51 M College $80K - $120K
## 4509 Existing Customer 43 F High School Less than $40K
## 4510 Existing Customer 34 F Graduate Unknown
## 4511 Attrited Customer 49 M Post-Graduate $80K - $120K
## 4512 Attrited Customer 63 M Graduate Unknown
## 4513 Existing Customer 39 F Graduate Less than $40K
## 4514 Attrited Customer 37 M Uneducated $40K - $60K
## 4515 Existing Customer 40 F Graduate Less than $40K
## 4516 Existing Customer 46 F Unknown $40K - $60K
## 4517 Existing Customer 46 M Uneducated $80K - $120K
## 4518 Existing Customer 40 F Uneducated Unknown
## 4519 Existing Customer 52 M High School $80K - $120K
## 4520 Existing Customer 58 F College Less than $40K
## 4521 Existing Customer 49 F Uneducated Less than $40K
## 4522 Attrited Customer 51 M High School $60K - $80K
## 4523 Existing Customer 55 F Unknown Less than $40K
## 4524 Attrited Customer 57 F Graduate Less than $40K
## 4525 Existing Customer 56 F High School Less than $40K
## 4526 Attrited Customer 59 F High School Unknown
## 4527 Existing Customer 42 M Post-Graduate $60K - $80K
## 4528 Attrited Customer 48 M Doctorate $40K - $60K
## 4529 Existing Customer 45 M Doctorate $80K - $120K
## 4530 Existing Customer 47 M Graduate $60K - $80K
## 4531 Existing Customer 62 M Unknown Less than $40K
## 4532 Existing Customer 44 F Uneducated Less than $40K
## 4533 Existing Customer 55 M Graduate $80K - $120K
## 4534 Existing Customer 43 M Graduate $80K - $120K
## 4535 Existing Customer 35 F Doctorate $40K - $60K
## 4536 Existing Customer 49 M High School $40K - $60K
## 4537 Attrited Customer 44 M Graduate $80K - $120K
## 4538 Attrited Customer 48 F Graduate Unknown
## 4539 Existing Customer 42 M High School $120K +
## 4540 Existing Customer 43 M Unknown $40K - $60K
## 4541 Attrited Customer 39 F Graduate Less than $40K
## 4542 Attrited Customer 42 M Unknown $60K - $80K
## 4543 Existing Customer 44 M Graduate $60K - $80K
## 4544 Existing Customer 56 F Graduate Less than $40K
## 4545 Existing Customer 46 M College $80K - $120K
## 4546 Existing Customer 50 M College $60K - $80K
## 4547 Existing Customer 43 M College $60K - $80K
## 4548 Existing Customer 45 F Uneducated Less than $40K
## 4549 Existing Customer 58 M Unknown $60K - $80K
## 4550 Existing Customer 39 F Graduate Less than $40K
## 4551 Existing Customer 44 F Unknown Less than $40K
## 4552 Existing Customer 45 M High School Less than $40K
## 4553 Existing Customer 55 F Graduate Less than $40K
## 4554 Existing Customer 49 F College Less than $40K
## 4555 Existing Customer 46 F Graduate Less than $40K
## 4556 Existing Customer 43 M Unknown $120K +
## 4557 Existing Customer 42 F Graduate Less than $40K
## 4558 Existing Customer 45 M Graduate $80K - $120K
## 4559 Existing Customer 48 F Unknown Less than $40K
## 4560 Existing Customer 47 F Unknown Unknown
## 4561 Existing Customer 44 F Unknown Less than $40K
## 4562 Attrited Customer 59 F Graduate Less than $40K
## 4563 Attrited Customer 49 F Graduate Less than $40K
## 4564 Existing Customer 47 F Graduate Less than $40K
## 4565 Existing Customer 58 F High School Less than $40K
## 4566 Existing Customer 48 F College Less than $40K
## 4567 Existing Customer 46 M College $80K - $120K
## 4568 Attrited Customer 51 F Graduate Less than $40K
## 4569 Existing Customer 51 M Post-Graduate $80K - $120K
## 4570 Attrited Customer 56 M Graduate $80K - $120K
## 4571 Existing Customer 50 F High School Less than $40K
## 4572 Existing Customer 47 M Unknown $80K - $120K
## 4573 Existing Customer 53 F College Less than $40K
## 4574 Existing Customer 46 F Graduate $40K - $60K
## 4575 Existing Customer 39 F Uneducated Less than $40K
## 4576 Existing Customer 50 F Graduate Less than $40K
## 4577 Existing Customer 55 M Graduate $80K - $120K
## 4578 Attrited Customer 50 M College $80K - $120K
## 4579 Existing Customer 45 M High School $60K - $80K
## 4580 Existing Customer 42 M College $80K - $120K
## 4581 Existing Customer 50 F High School Less than $40K
## 4582 Attrited Customer 50 F Graduate Less than $40K
## 4583 Existing Customer 51 F Uneducated Less than $40K
## 4584 Existing Customer 48 F Post-Graduate Less than $40K
## 4585 Attrited Customer 37 F Unknown Unknown
## 4586 Attrited Customer 43 M High School $120K +
## 4587 Existing Customer 37 F High School Less than $40K
## 4588 Existing Customer 45 M High School $80K - $120K
## 4589 Existing Customer 44 F High School Less than $40K
## 4590 Existing Customer 60 F Uneducated $40K - $60K
## 4591 Existing Customer 58 F Post-Graduate Less than $40K
## 4592 Existing Customer 42 M Graduate $40K - $60K
## 4593 Existing Customer 61 M High School $40K - $60K
## 4594 Attrited Customer 56 M High School $60K - $80K
## 4595 Existing Customer 44 M Graduate $60K - $80K
## 4596 Attrited Customer 39 M Unknown $40K - $60K
## 4597 Existing Customer 43 F Unknown Less than $40K
## 4598 Existing Customer 39 M Graduate $60K - $80K
## 4599 Existing Customer 50 F Unknown Less than $40K
## 4600 Existing Customer 44 M College $60K - $80K
## 4601 Existing Customer 30 F Uneducated Unknown
## 4602 Existing Customer 47 F Graduate Unknown
## 4603 Existing Customer 47 M Graduate $80K - $120K
## 4604 Attrited Customer 49 F Post-Graduate Less than $40K
## 4605 Existing Customer 42 F Graduate $40K - $60K
## 4606 Existing Customer 57 F Unknown Less than $40K
## 4607 Attrited Customer 43 F Unknown Less than $40K
## 4608 Existing Customer 44 F High School $40K - $60K
## 4609 Existing Customer 45 F Uneducated Less than $40K
## 4610 Existing Customer 51 M High School $60K - $80K
## 4611 Existing Customer 57 F High School Less than $40K
## 4612 Existing Customer 60 F Uneducated Unknown
## 4613 Existing Customer 64 F Graduate Less than $40K
## 4614 Existing Customer 37 M Graduate $80K - $120K
## 4615 Existing Customer 49 F Unknown $40K - $60K
## 4616 Attrited Customer 53 F Graduate Less than $40K
## 4617 Existing Customer 46 F Graduate Unknown
## 4618 Existing Customer 50 F High School Less than $40K
## 4619 Existing Customer 56 F Unknown Less than $40K
## 4620 Existing Customer 45 F Graduate Less than $40K
## 4621 Existing Customer 43 M High School $80K - $120K
## 4622 Existing Customer 52 M Unknown $80K - $120K
## 4623 Existing Customer 47 F Unknown Less than $40K
## 4624 Existing Customer 50 F High School Less than $40K
## 4625 Attrited Customer 42 M College $40K - $60K
## 4626 Existing Customer 49 M Graduate $80K - $120K
## 4627 Existing Customer 50 F Graduate $40K - $60K
## 4628 Existing Customer 49 F College $40K - $60K
## 4629 Existing Customer 43 M Graduate $80K - $120K
## 4630 Existing Customer 60 M College Less than $40K
## 4631 Existing Customer 49 M Graduate $40K - $60K
## 4632 Attrited Customer 42 F College $40K - $60K
## 4633 Existing Customer 42 M College $80K - $120K
## 4634 Existing Customer 43 M Graduate $120K +
## 4635 Existing Customer 42 F Doctorate Less than $40K
## 4636 Existing Customer 43 M Uneducated $60K - $80K
## 4637 Existing Customer 47 M High School $60K - $80K
## 4638 Existing Customer 56 M Uneducated $80K - $120K
## 4639 Existing Customer 56 M Doctorate $80K - $120K
## 4640 Existing Customer 43 F High School Less than $40K
## 4641 Attrited Customer 38 M Unknown $60K - $80K
## 4642 Existing Customer 47 F Graduate Unknown
## 4643 Attrited Customer 57 F Unknown Less than $40K
## 4644 Existing Customer 44 M Graduate $60K - $80K
## 4645 Existing Customer 42 F High School Less than $40K
## 4646 Existing Customer 49 F High School Less than $40K
## 4647 Existing Customer 48 M High School $80K - $120K
## 4648 Existing Customer 44 M Doctorate $120K +
## 4649 Attrited Customer 42 M Unknown $60K - $80K
## 4650 Attrited Customer 48 M Unknown $80K - $120K
## 4651 Attrited Customer 42 F Doctorate Less than $40K
## 4652 Existing Customer 43 M Unknown $80K - $120K
## 4653 Existing Customer 50 F Uneducated Less than $40K
## 4654 Existing Customer 35 F High School Less than $40K
## 4655 Attrited Customer 47 M High School $60K - $80K
## 4656 Attrited Customer 41 M Post-Graduate $80K - $120K
## 4657 Existing Customer 43 M College $120K +
## 4658 Existing Customer 64 F High School Unknown
## 4659 Existing Customer 42 F Graduate Less than $40K
## 4660 Existing Customer 49 M Doctorate $40K - $60K
## 4661 Existing Customer 46 M Uneducated $120K +
## 4662 Attrited Customer 51 F Graduate Less than $40K
## 4663 Existing Customer 47 M Graduate $60K - $80K
## 4664 Existing Customer 38 F Unknown $40K - $60K
## 4665 Existing Customer 52 M Unknown $120K +
## 4666 Existing Customer 47 M High School $60K - $80K
## 4667 Attrited Customer 40 F Post-Graduate $40K - $60K
## 4668 Existing Customer 43 F Graduate Less than $40K
## 4669 Attrited Customer 48 F Graduate Less than $40K
## 4670 Existing Customer 47 M Unknown Less than $40K
## 4671 Existing Customer 54 F Graduate Less than $40K
## 4672 Existing Customer 41 F Graduate Less than $40K
## 4673 Existing Customer 40 F College $40K - $60K
## 4674 Existing Customer 33 M Doctorate $120K +
## 4675 Existing Customer 47 F High School Less than $40K
## 4676 Existing Customer 46 M College $60K - $80K
## 4677 Attrited Customer 44 F Doctorate Less than $40K
## 4678 Attrited Customer 51 M Graduate $80K - $120K
## 4679 Existing Customer 48 F Graduate Less than $40K
## 4680 Existing Customer 51 F High School Less than $40K
## 4681 Attrited Customer 48 F Graduate Less than $40K
## 4682 Existing Customer 48 F Uneducated Unknown
## 4683 Existing Customer 50 F College Unknown
## 4684 Existing Customer 35 M High School $40K - $60K
## 4685 Existing Customer 35 F Graduate Less than $40K
## 4686 Existing Customer 51 F Graduate Less than $40K
## 4687 Existing Customer 50 M Unknown $60K - $80K
## 4688 Existing Customer 50 F High School Less than $40K
## 4689 Attrited Customer 54 F Unknown Less than $40K
## 4690 Existing Customer 45 F Unknown Less than $40K
## 4691 Existing Customer 31 F Post-Graduate Less than $40K
## 4692 Existing Customer 42 M Graduate $60K - $80K
## 4693 Existing Customer 45 F Post-Graduate Unknown
## 4694 Attrited Customer 45 F Graduate Less than $40K
## 4695 Existing Customer 45 F High School $40K - $60K
## 4696 Existing Customer 53 M Uneducated $120K +
## 4697 Attrited Customer 51 M High School $80K - $120K
## 4698 Existing Customer 38 F Uneducated $40K - $60K
## 4699 Existing Customer 55 F Graduate Less than $40K
## 4700 Attrited Customer 47 F Graduate Less than $40K
## 4701 Existing Customer 38 M Graduate $80K - $120K
## 4702 Attrited Customer 52 M Uneducated $120K +
## 4703 Existing Customer 43 F Unknown Less than $40K
## 4704 Existing Customer 54 M Unknown $120K +
## 4705 Existing Customer 42 F High School Less than $40K
## 4706 Attrited Customer 35 F College Less than $40K
## 4707 Existing Customer 62 F High School Unknown
## 4708 Existing Customer 48 F College Less than $40K
## 4709 Existing Customer 41 M High School $120K +
## 4710 Existing Customer 49 F Graduate $40K - $60K
## 4711 Existing Customer 54 M Graduate $80K - $120K
## 4712 Attrited Customer 53 F College Less than $40K
## 4713 Existing Customer 51 M Graduate $60K - $80K
## 4714 Existing Customer 59 F Graduate Less than $40K
## 4715 Existing Customer 39 F Uneducated Unknown
## 4716 Existing Customer 65 F College $40K - $60K
## 4717 Existing Customer 47 M High School $40K - $60K
## 4718 Existing Customer 42 M High School Less than $40K
## 4719 Attrited Customer 45 M Unknown $80K - $120K
## 4720 Existing Customer 57 F Unknown Less than $40K
## 4721 Existing Customer 51 F Uneducated Less than $40K
## 4722 Existing Customer 50 F Graduate Less than $40K
## 4723 Existing Customer 47 M Unknown $80K - $120K
## 4724 Existing Customer 57 F Graduate $40K - $60K
## 4725 Existing Customer 48 M Post-Graduate $60K - $80K
## 4726 Existing Customer 47 F Doctorate Less than $40K
## 4727 Existing Customer 42 F Unknown Unknown
## 4728 Existing Customer 45 F Doctorate Unknown
## 4729 Existing Customer 52 M Unknown $60K - $80K
## 4730 Existing Customer 37 M High School $60K - $80K
## 4731 Attrited Customer 60 F Unknown $40K - $60K
## 4732 Attrited Customer 63 M Graduate $60K - $80K
## 4733 Existing Customer 62 F High School Less than $40K
## 4734 Attrited Customer 47 F Unknown Less than $40K
## 4735 Existing Customer 50 F Graduate Less than $40K
## 4736 Attrited Customer 39 F Graduate Less than $40K
## 4737 Existing Customer 40 F Uneducated Less than $40K
## 4738 Existing Customer 39 M College $120K +
## 4739 Existing Customer 42 F Unknown Less than $40K
## 4740 Existing Customer 65 M Graduate $40K - $60K
## 4741 Attrited Customer 32 F Graduate Less than $40K
## 4742 Existing Customer 47 F Post-Graduate $40K - $60K
## 4743 Existing Customer 49 F Unknown Less than $40K
## 4744 Attrited Customer 48 M Graduate $60K - $80K
## 4745 Existing Customer 45 M College $80K - $120K
## 4746 Existing Customer 62 M Graduate $120K +
## 4747 Existing Customer 45 F High School Less than $40K
## 4748 Attrited Customer 49 F Unknown Unknown
## 4749 Attrited Customer 41 F Graduate $40K - $60K
## 4750 Existing Customer 50 M High School $120K +
## 4751 Existing Customer 46 M Uneducated $60K - $80K
## 4752 Existing Customer 42 F Uneducated Less than $40K
## 4753 Existing Customer 41 F Uneducated Less than $40K
## 4754 Existing Customer 65 M Uneducated Less than $40K
## 4755 Attrited Customer 55 M Uneducated $60K - $80K
## 4756 Existing Customer 36 F Uneducated Unknown
## 4757 Existing Customer 46 F Graduate Less than $40K
## 4758 Existing Customer 58 F Doctorate Less than $40K
## 4759 Existing Customer 42 F Uneducated Less than $40K
## 4760 Existing Customer 38 F Graduate $40K - $60K
## 4761 Existing Customer 29 F Uneducated Less than $40K
## 4762 Existing Customer 46 F Unknown Unknown
## 4763 Attrited Customer 55 F Graduate Less than $40K
## 4764 Existing Customer 57 F High School Less than $40K
## 4765 Existing Customer 45 F Graduate Less than $40K
## 4766 Existing Customer 47 F Doctorate Less than $40K
## 4767 Existing Customer 43 F High School Less than $40K
## 4768 Existing Customer 52 F Unknown Unknown
## 4769 Existing Customer 64 F High School Less than $40K
## 4770 Existing Customer 52 F Graduate Less than $40K
## 4771 Existing Customer 61 M High School $60K - $80K
## 4772 Existing Customer 40 F Uneducated Less than $40K
## 4773 Attrited Customer 50 M Unknown $40K - $60K
## 4774 Existing Customer 45 F Graduate Less than $40K
## 4775 Attrited Customer 36 F Unknown Less than $40K
## 4776 Existing Customer 51 F High School Unknown
## 4777 Existing Customer 43 F Graduate Less than $40K
## 4778 Existing Customer 51 F Unknown Less than $40K
## 4779 Existing Customer 47 M Unknown $80K - $120K
## 4780 Existing Customer 39 F High School $40K - $60K
## 4781 Existing Customer 40 M High School $40K - $60K
## 4782 Existing Customer 38 F High School Unknown
## 4783 Attrited Customer 51 F Graduate $40K - $60K
## 4784 Existing Customer 44 M Unknown $60K - $80K
## 4785 Existing Customer 38 M Graduate $120K +
## 4786 Existing Customer 47 M Unknown $120K +
## 4787 Existing Customer 32 F Unknown Unknown
## 4788 Existing Customer 53 M Post-Graduate $80K - $120K
## 4789 Attrited Customer 40 F Uneducated Less than $40K
## 4790 Existing Customer 45 M Graduate $60K - $80K
## 4791 Existing Customer 41 M Graduate $40K - $60K
## 4792 Attrited Customer 53 F College Unknown
## 4793 Existing Customer 44 F College Less than $40K
## 4794 Existing Customer 39 F Graduate $40K - $60K
## 4795 Existing Customer 50 F Uneducated Less than $40K
## 4796 Attrited Customer 39 M Unknown $60K - $80K
## 4797 Attrited Customer 44 F Graduate Less than $40K
## 4798 Existing Customer 56 F Post-Graduate Less than $40K
## 4799 Existing Customer 63 M Uneducated $40K - $60K
## 4800 Existing Customer 50 M Unknown $120K +
## 4801 Existing Customer 40 F Graduate Less than $40K
## 4802 Existing Customer 48 M Unknown $60K - $80K
## 4803 Attrited Customer 53 F Uneducated $40K - $60K
## 4804 Existing Customer 44 F Uneducated Less than $40K
## 4805 Existing Customer 56 F Graduate Unknown
## 4806 Attrited Customer 40 F Uneducated Unknown
## 4807 Existing Customer 41 M Graduate $120K +
## 4808 Existing Customer 40 F Unknown Less than $40K
## 4809 Existing Customer 45 F High School Less than $40K
## 4810 Existing Customer 40 F Post-Graduate Less than $40K
## 4811 Existing Customer 52 M Uneducated $120K +
## 4812 Attrited Customer 59 F Unknown Unknown
## 4813 Existing Customer 49 F High School Less than $40K
## 4814 Existing Customer 47 M Graduate $80K - $120K
## 4815 Existing Customer 42 F Graduate Less than $40K
## 4816 Attrited Customer 41 F Graduate Less than $40K
## 4817 Existing Customer 43 M High School $120K +
## 4818 Existing Customer 40 F Graduate Less than $40K
## 4819 Existing Customer 45 F High School Less than $40K
## 4820 Existing Customer 43 M High School $120K +
## 4821 Existing Customer 48 F Graduate Unknown
## 4822 Attrited Customer 46 F Uneducated $40K - $60K
## 4823 Existing Customer 41 F Doctorate Less than $40K
## 4824 Existing Customer 38 F Post-Graduate Less than $40K
## 4825 Attrited Customer 45 F Unknown $40K - $60K
## 4826 Existing Customer 44 F Graduate Unknown
## 4827 Existing Customer 35 F Uneducated Less than $40K
## 4828 Existing Customer 49 F Graduate Less than $40K
## 4829 Existing Customer 47 F Graduate Less than $40K
## 4830 Existing Customer 48 M High School $80K - $120K
## 4831 Attrited Customer 50 F Graduate Less than $40K
## 4832 Existing Customer 44 M Uneducated $60K - $80K
## 4833 Existing Customer 37 M Graduate $40K - $60K
## 4834 Existing Customer 47 F High School Unknown
## 4835 Existing Customer 35 F Graduate Unknown
## 4836 Existing Customer 51 M Graduate $120K +
## 4837 Existing Customer 36 F Graduate $40K - $60K
## 4838 Existing Customer 33 F Unknown $40K - $60K
## 4839 Attrited Customer 32 F Uneducated Unknown
## 4840 Attrited Customer 59 F Doctorate Less than $40K
## 4841 Existing Customer 51 F Unknown $40K - $60K
## 4842 Existing Customer 50 F High School Less than $40K
## 4843 Existing Customer 39 F Post-Graduate $40K - $60K
## 4844 Existing Customer 49 F Unknown Less than $40K
## 4845 Attrited Customer 43 M College $80K - $120K
## 4846 Existing Customer 41 F Graduate Less than $40K
## 4847 Existing Customer 51 M Unknown $80K - $120K
## 4848 Existing Customer 54 F College $40K - $60K
## 4849 Existing Customer 40 F Unknown Unknown
## 4850 Existing Customer 55 F Graduate Less than $40K
## 4851 Attrited Customer 49 F Graduate Less than $40K
## 4852 Attrited Customer 41 F Graduate $40K - $60K
## 4853 Existing Customer 48 M Unknown $60K - $80K
## 4854 Existing Customer 44 F Unknown Less than $40K
## 4855 Existing Customer 51 F High School Less than $40K
## 4856 Existing Customer 43 M Unknown $60K - $80K
## 4857 Attrited Customer 52 M Uneducated $80K - $120K
## 4858 Existing Customer 45 F Unknown Unknown
## 4859 Existing Customer 48 F Graduate Unknown
## 4860 Existing Customer 50 M Uneducated $60K - $80K
## 4861 Existing Customer 43 M Graduate $60K - $80K
## 4862 Existing Customer 34 F Graduate $40K - $60K
## 4863 Existing Customer 48 F Unknown $40K - $60K
## 4864 Attrited Customer 49 F Graduate Less than $40K
## 4865 Existing Customer 54 M Graduate $80K - $120K
## 4866 Existing Customer 44 F Graduate Less than $40K
## 4867 Attrited Customer 46 F College Less than $40K
## 4868 Existing Customer 53 M Uneducated $120K +
## 4869 Existing Customer 39 M Graduate $60K - $80K
## 4870 Attrited Customer 49 F Doctorate Less than $40K
## 4871 Existing Customer 52 F College Less than $40K
## 4872 Existing Customer 51 F College Unknown
## 4873 Attrited Customer 40 M High School $80K - $120K
## 4874 Existing Customer 49 F College Less than $40K
## 4875 Existing Customer 46 M Graduate $60K - $80K
## 4876 Existing Customer 59 M Uneducated $60K - $80K
## 4877 Existing Customer 38 F Unknown $40K - $60K
## 4878 Existing Customer 45 F Graduate Less than $40K
## 4879 Attrited Customer 44 F Graduate Less than $40K
## 4880 Existing Customer 64 M College Less than $40K
## 4881 Existing Customer 49 F Graduate $40K - $60K
## 4882 Existing Customer 51 F Graduate Less than $40K
## 4883 Existing Customer 41 F Graduate Less than $40K
## 4884 Existing Customer 41 M High School $80K - $120K
## 4885 Existing Customer 39 M Uneducated $80K - $120K
## 4886 Existing Customer 41 M Graduate Less than $40K
## 4887 Attrited Customer 65 M Graduate Unknown
## 4888 Attrited Customer 44 F Graduate Less than $40K
## 4889 Attrited Customer 43 M Graduate $80K - $120K
## 4890 Attrited Customer 54 F Unknown Less than $40K
## 4891 Existing Customer 61 M Doctorate $60K - $80K
## 4892 Existing Customer 47 M Unknown $60K - $80K
## 4893 Existing Customer 38 M Graduate $80K - $120K
## 4894 Existing Customer 51 F Graduate Unknown
## 4895 Existing Customer 44 M Unknown $60K - $80K
## 4896 Existing Customer 48 F High School Less than $40K
## 4897 Existing Customer 53 M College $60K - $80K
## 4898 Existing Customer 50 M High School $80K - $120K
## 4899 Attrited Customer 30 F Graduate Less than $40K
## 4900 Existing Customer 41 M Uneducated $80K - $120K
## 4901 Attrited Customer 55 F High School Less than $40K
## 4902 Attrited Customer 43 F Post-Graduate Less than $40K
## 4903 Existing Customer 48 M Graduate $60K - $80K
## 4904 Existing Customer 41 F Post-Graduate $40K - $60K
## 4905 Existing Customer 47 F High School Less than $40K
## 4906 Existing Customer 55 F Unknown Less than $40K
## 4907 Existing Customer 47 F College Less than $40K
## 4908 Existing Customer 51 M Graduate $80K - $120K
## 4909 Existing Customer 44 F High School Unknown
## 4910 Existing Customer 49 F Unknown Unknown
## 4911 Existing Customer 53 F College Less than $40K
## 4912 Existing Customer 47 F High School Less than $40K
## 4913 Existing Customer 51 M Graduate $120K +
## 4914 Existing Customer 53 F Unknown Less than $40K
## 4915 Existing Customer 49 M College $60K - $80K
## 4916 Existing Customer 35 F Uneducated Less than $40K
## 4917 Attrited Customer 40 F Graduate Less than $40K
## 4918 Existing Customer 44 M College $60K - $80K
## 4919 Attrited Customer 53 F Graduate Unknown
## 4920 Existing Customer 42 F Unknown Less than $40K
## 4921 Existing Customer 51 F Unknown Less than $40K
## 4922 Attrited Customer 46 M Uneducated $60K - $80K
## 4923 Existing Customer 40 M High School $80K - $120K
## 4924 Existing Customer 47 M Unknown $40K - $60K
## 4925 Existing Customer 51 F Uneducated Unknown
## 4926 Existing Customer 41 F High School Unknown
## 4927 Attrited Customer 41 M Unknown $80K - $120K
## 4928 Existing Customer 43 M High School $40K - $60K
## 4929 Existing Customer 64 F Graduate Less than $40K
## 4930 Existing Customer 42 F Uneducated Less than $40K
## 4931 Attrited Customer 50 F High School Less than $40K
## 4932 Existing Customer 52 F Uneducated Less than $40K
## 4933 Existing Customer 46 F Graduate $40K - $60K
## 4934 Existing Customer 39 M College $80K - $120K
## 4935 Existing Customer 44 M Graduate $80K - $120K
## 4936 Existing Customer 57 F College $40K - $60K
## 4937 Existing Customer 53 F Uneducated Less than $40K
## 4938 Existing Customer 43 F Uneducated Less than $40K
## 4939 Existing Customer 45 F Unknown $40K - $60K
## 4940 Existing Customer 48 F College Less than $40K
## 4941 Existing Customer 41 F High School Unknown
## 4942 Attrited Customer 47 M Graduate $80K - $120K
## 4943 Existing Customer 50 F College Less than $40K
## 4944 Existing Customer 46 M Unknown $60K - $80K
## 4945 Existing Customer 51 F Graduate Unknown
## 4946 Existing Customer 43 M Unknown $60K - $80K
## 4947 Attrited Customer 47 F College Less than $40K
## 4948 Existing Customer 47 M College $60K - $80K
## 4949 Attrited Customer 47 F High School Unknown
## 4950 Attrited Customer 47 M Doctorate $60K - $80K
## 4951 Existing Customer 44 M Uneducated $80K - $120K
## 4952 Attrited Customer 51 F Unknown Less than $40K
## 4953 Attrited Customer 44 M Unknown $60K - $80K
## 4954 Existing Customer 41 F Uneducated Less than $40K
## 4955 Existing Customer 47 F Uneducated Less than $40K
## 4956 Existing Customer 47 M Uneducated $40K - $60K
## 4957 Attrited Customer 41 M Graduate $60K - $80K
## 4958 Attrited Customer 54 F Doctorate Less than $40K
## 4959 Existing Customer 44 M Graduate $80K - $120K
## 4960 Existing Customer 44 F Doctorate Unknown
## 4961 Existing Customer 44 M High School Less than $40K
## 4962 Existing Customer 43 F Unknown Less than $40K
## 4963 Existing Customer 49 M Uneducated $60K - $80K
## 4964 Existing Customer 47 F Post-Graduate $40K - $60K
## 4965 Existing Customer 44 F High School Less than $40K
## 4966 Attrited Customer 42 M Uneducated $40K - $60K
## 4967 Attrited Customer 42 M High School $60K - $80K
## 4968 Existing Customer 40 F Uneducated $40K - $60K
## 4969 Existing Customer 47 F Graduate Less than $40K
## 4970 Existing Customer 44 M Uneducated $40K - $60K
## 4971 Existing Customer 60 F Uneducated Less than $40K
## 4972 Existing Customer 41 F High School $40K - $60K
## 4973 Existing Customer 46 F Unknown Less than $40K
## 4974 Existing Customer 42 F Uneducated Less than $40K
## 4975 Existing Customer 54 F High School $40K - $60K
## 4976 Attrited Customer 45 F College Less than $40K
## 4977 Existing Customer 49 M High School $60K - $80K
## 4978 Existing Customer 42 F Post-Graduate Less than $40K
## 4979 Existing Customer 53 M Graduate $80K - $120K
## 4980 Attrited Customer 48 F Doctorate Unknown
## 4981 Existing Customer 45 F Graduate Less than $40K
## 4982 Existing Customer 41 F Uneducated Less than $40K
## 4983 Attrited Customer 51 M Uneducated $80K - $120K
## 4984 Attrited Customer 45 M College $60K - $80K
## 4985 Existing Customer 52 F Graduate Less than $40K
## 4986 Existing Customer 44 F High School Less than $40K
## 4987 Existing Customer 47 F Uneducated $40K - $60K
## 4988 Existing Customer 44 F Unknown Unknown
## 4989 Attrited Customer 50 M High School $120K +
## 4990 Existing Customer 49 M Unknown $80K - $120K
## 4991 Existing Customer 37 M Unknown $60K - $80K
## 4992 Existing Customer 43 M Graduate $120K +
## 4993 Attrited Customer 37 F Unknown Less than $40K
## 4994 Existing Customer 58 F Graduate $40K - $60K
## 4995 Existing Customer 46 F Graduate Less than $40K
## 4996 Existing Customer 59 F Uneducated Unknown
## 4997 Attrited Customer 49 F Uneducated Unknown
## 4998 Attrited Customer 42 F Unknown Less than $40K
## 4999 Existing Customer 54 F Doctorate Less than $40K
## 5000 Attrited Customer 31 F Post-Graduate Less than $40K
## 5001 Existing Customer 40 F Graduate Less than $40K
## 5002 Existing Customer 32 F Post-Graduate $40K - $60K
## 5003 Attrited Customer 45 F High School $40K - $60K
## 5004 Attrited Customer 49 M Unknown $120K +
## 5005 Existing Customer 53 F High School Less than $40K
## 5006 Existing Customer 34 F Uneducated $40K - $60K
## 5007 Existing Customer 49 F Graduate Less than $40K
## 5008 Existing Customer 60 F College $40K - $60K
## 5009 Existing Customer 40 M College $80K - $120K
## 5010 Attrited Customer 59 M High School $60K - $80K
## 5011 Existing Customer 44 F Unknown Less than $40K
## 5012 Existing Customer 49 F High School $40K - $60K
## 5013 Existing Customer 44 M Graduate $80K - $120K
## 5014 Existing Customer 47 M Graduate $60K - $80K
## 5015 Existing Customer 52 F Post-Graduate Less than $40K
## 5016 Existing Customer 47 F High School Less than $40K
## 5017 Attrited Customer 57 F Uneducated Unknown
## 5018 Existing Customer 41 M High School $60K - $80K
## 5019 Attrited Customer 33 F Post-Graduate Unknown
## 5020 Attrited Customer 55 M Graduate $120K +
## 5021 Existing Customer 50 M Unknown $120K +
## 5022 Existing Customer 47 M Doctorate $60K - $80K
## 5023 Existing Customer 56 M Uneducated $60K - $80K
## 5024 Existing Customer 41 M Unknown $60K - $80K
## 5025 Existing Customer 46 F High School Unknown
## 5026 Attrited Customer 43 F Graduate Less than $40K
## 5027 Existing Customer 39 M High School $60K - $80K
## 5028 Existing Customer 42 F High School Unknown
## 5029 Existing Customer 45 F Graduate Less than $40K
## 5030 Existing Customer 54 F Graduate Less than $40K
## 5031 Existing Customer 59 M High School $120K +
## 5032 Existing Customer 45 F Post-Graduate Less than $40K
## 5033 Existing Customer 43 F Unknown Less than $40K
## 5034 Existing Customer 41 M Doctorate Less than $40K
## 5035 Attrited Customer 49 F Uneducated Less than $40K
## 5036 Existing Customer 48 F Uneducated $40K - $60K
## 5037 Attrited Customer 42 M Unknown $60K - $80K
## 5038 Existing Customer 39 M High School $40K - $60K
## 5039 Existing Customer 42 F Unknown $40K - $60K
## 5040 Existing Customer 48 M Uneducated $40K - $60K
## 5041 Existing Customer 39 M Uneducated $40K - $60K
## 5042 Existing Customer 48 F College Unknown
## 5043 Attrited Customer 47 F Unknown Less than $40K
## 5044 Attrited Customer 59 F Uneducated Less than $40K
## 5045 Attrited Customer 33 F Uneducated $40K - $60K
## 5046 Existing Customer 48 F Graduate Less than $40K
## 5047 Existing Customer 49 M Uneducated $60K - $80K
## 5048 Existing Customer 43 F Doctorate Less than $40K
## 5049 Existing Customer 42 F Graduate $40K - $60K
## 5050 Existing Customer 63 M Doctorate Less than $40K
## 5051 Existing Customer 42 F Graduate Less than $40K
## 5052 Existing Customer 45 M Doctorate $120K +
## 5053 Existing Customer 58 F Doctorate Less than $40K
## 5054 Existing Customer 39 F High School Less than $40K
## 5055 Existing Customer 53 F Graduate Less than $40K
## 5056 Attrited Customer 38 M Uneducated $120K +
## 5057 Existing Customer 65 M High School Less than $40K
## 5058 Attrited Customer 38 F Unknown Less than $40K
## 5059 Existing Customer 55 F Graduate Unknown
## 5060 Existing Customer 60 F Unknown $40K - $60K
## 5061 Existing Customer 60 M Doctorate $40K - $60K
## 5062 Existing Customer 45 F Uneducated Less than $40K
## 5063 Existing Customer 42 F Uneducated Less than $40K
## 5064 Existing Customer 51 F Graduate Unknown
## 5065 Attrited Customer 56 F College Less than $40K
## 5066 Existing Customer 49 F Doctorate Less than $40K
## 5067 Attrited Customer 44 F Uneducated Less than $40K
## 5068 Attrited Customer 48 F College Unknown
## 5069 Existing Customer 48 M Unknown $120K +
## 5070 Existing Customer 46 F Graduate Unknown
## 5071 Existing Customer 37 F Graduate Less than $40K
## 5072 Existing Customer 41 F Unknown Less than $40K
## 5073 Existing Customer 44 M High School $120K +
## 5074 Existing Customer 48 F Uneducated Less than $40K
## 5075 Existing Customer 47 M College $80K - $120K
## 5076 Existing Customer 46 M High School $40K - $60K
## 5077 Existing Customer 62 M Graduate $80K - $120K
## 5078 Existing Customer 46 F Doctorate Less than $40K
## 5079 Attrited Customer 43 F Uneducated Less than $40K
## 5080 Existing Customer 44 F College $40K - $60K
## 5081 Existing Customer 50 M High School $60K - $80K
## 5082 Existing Customer 49 M College $120K +
## 5083 Existing Customer 48 M Unknown $40K - $60K
## 5084 Existing Customer 62 M Uneducated $40K - $60K
## 5085 Attrited Customer 54 M Uneducated $40K - $60K
## 5086 Attrited Customer 56 F Doctorate Less than $40K
## 5087 Attrited Customer 46 F Graduate Unknown
## 5088 Existing Customer 57 M High School $80K - $120K
## 5089 Existing Customer 48 F College Less than $40K
## 5090 Existing Customer 39 F Graduate Less than $40K
## 5091 Existing Customer 45 F High School Unknown
## 5092 Attrited Customer 53 F Graduate Less than $40K
## 5093 Existing Customer 26 M Unknown $120K +
## 5094 Existing Customer 40 M Graduate $80K - $120K
## 5095 Existing Customer 43 M College $80K - $120K
## 5096 Existing Customer 33 F High School Unknown
## 5097 Existing Customer 45 M Uneducated $60K - $80K
## 5098 Existing Customer 49 F High School Less than $40K
## 5099 Existing Customer 38 F Doctorate Less than $40K
## 5100 Existing Customer 43 M Uneducated $120K +
## 5101 Existing Customer 42 F Uneducated Less than $40K
## 5102 Existing Customer 42 F Uneducated Less than $40K
## 5103 Attrited Customer 39 F Doctorate Less than $40K
## 5104 Existing Customer 48 M Uneducated $40K - $60K
## 5105 Existing Customer 56 F Doctorate $40K - $60K
## 5106 Attrited Customer 39 F Uneducated Less than $40K
## 5107 Existing Customer 39 M Graduate $40K - $60K
## 5108 Attrited Customer 48 F Graduate $40K - $60K
## 5109 Existing Customer 52 F College $40K - $60K
## 5110 Existing Customer 44 F High School Less than $40K
## 5111 Existing Customer 44 M Unknown $60K - $80K
## 5112 Existing Customer 41 F College $40K - $60K
## 5113 Existing Customer 44 M Unknown $80K - $120K
## 5114 Existing Customer 42 M High School $80K - $120K
## 5115 Existing Customer 49 M High School $60K - $80K
## 5116 Attrited Customer 38 F High School Less than $40K
## 5117 Attrited Customer 57 M Graduate $60K - $80K
## 5118 Attrited Customer 33 M Uneducated $40K - $60K
## 5119 Existing Customer 45 F Graduate Less than $40K
## 5120 Existing Customer 61 F Graduate $40K - $60K
## 5121 Existing Customer 41 F Doctorate Less than $40K
## 5122 Existing Customer 40 F High School $40K - $60K
## 5123 Existing Customer 51 F Graduate $40K - $60K
## 5124 Existing Customer 34 F College Less than $40K
## 5125 Existing Customer 42 M Uneducated $60K - $80K
## 5126 Existing Customer 38 F High School $40K - $60K
## 5127 Existing Customer 41 F Uneducated Less than $40K
## 5128 Existing Customer 53 F Graduate Less than $40K
## 5129 Existing Customer 45 F Graduate $40K - $60K
## 5130 Existing Customer 43 F Unknown Less than $40K
## 5131 Existing Customer 41 F Graduate Less than $40K
## 5132 Existing Customer 50 M College $80K - $120K
## 5133 Existing Customer 51 F Uneducated $40K - $60K
## 5134 Existing Customer 47 M Graduate $80K - $120K
## 5135 Existing Customer 41 F Graduate Less than $40K
## 5136 Attrited Customer 55 F High School $40K - $60K
## 5137 Existing Customer 53 F Post-Graduate Less than $40K
## 5138 Attrited Customer 46 F High School Less than $40K
## 5139 Attrited Customer 53 M Post-Graduate $60K - $80K
## 5140 Attrited Customer 48 F Graduate Less than $40K
## 5141 Existing Customer 46 F Uneducated $40K - $60K
## 5142 Existing Customer 46 F High School Less than $40K
## 5143 Attrited Customer 47 F Unknown Less than $40K
## 5144 Existing Customer 49 F High School $40K - $60K
## 5145 Existing Customer 47 F Uneducated Less than $40K
## 5146 Existing Customer 42 M Uneducated $80K - $120K
## 5147 Existing Customer 54 F Uneducated Less than $40K
## 5148 Existing Customer 41 M Graduate $80K - $120K
## 5149 Attrited Customer 39 F College $40K - $60K
## 5150 Attrited Customer 54 F College Less than $40K
## 5151 Existing Customer 42 F High School $40K - $60K
## 5152 Existing Customer 52 F High School Less than $40K
## 5153 Existing Customer 60 F Uneducated Less than $40K
## 5154 Existing Customer 40 M Uneducated $80K - $120K
## 5155 Existing Customer 48 F Uneducated Less than $40K
## 5156 Attrited Customer 51 F Unknown Less than $40K
## 5157 Existing Customer 48 M Graduate $80K - $120K
## 5158 Existing Customer 46 F Unknown Less than $40K
## 5159 Existing Customer 50 F Graduate Unknown
## 5160 Existing Customer 54 F Doctorate $40K - $60K
## 5161 Attrited Customer 37 F Graduate Less than $40K
## 5162 Attrited Customer 43 F Unknown Less than $40K
## 5163 Existing Customer 54 F College Unknown
## 5164 Existing Customer 60 F Graduate Less than $40K
## 5165 Existing Customer 51 M Graduate $60K - $80K
## 5166 Attrited Customer 39 F High School Unknown
## 5167 Existing Customer 47 M High School $80K - $120K
## 5168 Existing Customer 51 F Unknown Less than $40K
## 5169 Attrited Customer 30 F Uneducated Less than $40K
## 5170 Existing Customer 34 F Graduate Unknown
## 5171 Existing Customer 60 F Graduate Less than $40K
## 5172 Existing Customer 49 F Uneducated Less than $40K
## 5173 Existing Customer 51 M Unknown $60K - $80K
## 5174 Existing Customer 50 M High School $80K - $120K
## 5175 Existing Customer 32 F Post-Graduate Less than $40K
## 5176 Attrited Customer 50 F Post-Graduate Unknown
## 5177 Existing Customer 40 M Graduate $80K - $120K
## 5178 Attrited Customer 34 F Graduate Less than $40K
## 5179 Existing Customer 50 M Unknown $120K +
## 5180 Existing Customer 45 M College $60K - $80K
## 5181 Existing Customer 45 F High School Unknown
## 5182 Existing Customer 45 F College Less than $40K
## 5183 Attrited Customer 43 F Uneducated Less than $40K
## 5184 Existing Customer 65 M Unknown $40K - $60K
## 5185 Existing Customer 47 F Graduate Less than $40K
## 5186 Attrited Customer 42 F Uneducated Less than $40K
## 5187 Existing Customer 51 F Graduate Less than $40K
## 5188 Existing Customer 44 M High School $80K - $120K
## 5189 Existing Customer 43 M Post-Graduate $120K +
## 5190 Attrited Customer 44 F Graduate Less than $40K
## 5191 Attrited Customer 50 F Post-Graduate $40K - $60K
## 5192 Attrited Customer 53 F High School Unknown
## 5193 Existing Customer 42 F Graduate Less than $40K
## 5194 Existing Customer 55 F Unknown Less than $40K
## 5195 Existing Customer 59 M High School $60K - $80K
## 5196 Existing Customer 58 F Unknown $40K - $60K
## 5197 Existing Customer 60 F College Less than $40K
## 5198 Existing Customer 49 F Uneducated Unknown
## 5199 Existing Customer 42 F Graduate Unknown
## 5200 Existing Customer 44 F Graduate Less than $40K
## 5201 Existing Customer 56 M High School $80K - $120K
## 5202 Existing Customer 52 M Unknown $80K - $120K
## 5203 Existing Customer 54 M Unknown $80K - $120K
## 5204 Existing Customer 55 M Graduate $60K - $80K
## 5205 Existing Customer 57 M Unknown $60K - $80K
## 5206 Existing Customer 43 F Unknown Less than $40K
## 5207 Existing Customer 47 F Graduate Less than $40K
## 5208 Existing Customer 56 F Uneducated Less than $40K
## 5209 Existing Customer 44 F Graduate Less than $40K
## 5210 Existing Customer 54 F Doctorate Less than $40K
## 5211 Existing Customer 37 M Graduate $80K - $120K
## 5212 Existing Customer 49 F Graduate Less than $40K
## 5213 Attrited Customer 51 F Unknown Less than $40K
## 5214 Existing Customer 47 F Unknown $40K - $60K
## 5215 Existing Customer 45 F Unknown Unknown
## 5216 Attrited Customer 38 F High School $40K - $60K
## 5217 Attrited Customer 48 M Unknown $40K - $60K
## 5218 Existing Customer 49 F Graduate Less than $40K
## 5219 Existing Customer 41 M Graduate $80K - $120K
## 5220 Existing Customer 54 F Uneducated Less than $40K
## 5221 Existing Customer 39 M Uneducated $80K - $120K
## 5222 Existing Customer 38 M High School $80K - $120K
## 5223 Existing Customer 64 M College $40K - $60K
## 5224 Existing Customer 55 M Doctorate $80K - $120K
## 5225 Existing Customer 50 M Uneducated $120K +
## 5226 Attrited Customer 55 F Doctorate Unknown
## 5227 Existing Customer 44 F Graduate Unknown
## 5228 Existing Customer 55 M High School $120K +
## 5229 Existing Customer 58 M Graduate Unknown
## 5230 Existing Customer 51 F Uneducated Less than $40K
## 5231 Existing Customer 58 M Uneducated $80K - $120K
## 5232 Attrited Customer 47 F Graduate Less than $40K
## 5233 Existing Customer 53 F Post-Graduate $40K - $60K
## 5234 Existing Customer 42 F Uneducated Unknown
## 5235 Existing Customer 45 M Graduate Less than $40K
## 5236 Existing Customer 60 F Graduate Less than $40K
## 5237 Attrited Customer 42 F College Less than $40K
## 5238 Existing Customer 55 F Uneducated Less than $40K
## 5239 Existing Customer 51 F High School Less than $40K
## 5240 Attrited Customer 51 F Graduate Less than $40K
## 5241 Attrited Customer 65 M Unknown Less than $40K
## 5242 Existing Customer 50 M Graduate $80K - $120K
## 5243 Existing Customer 49 F Uneducated Less than $40K
## 5244 Existing Customer 38 F Graduate Less than $40K
## 5245 Existing Customer 54 F Doctorate Less than $40K
## 5246 Existing Customer 54 F High School Less than $40K
## 5247 Existing Customer 54 F Unknown $40K - $60K
## 5248 Attrited Customer 49 F Graduate Unknown
## 5249 Existing Customer 43 F Graduate Less than $40K
## 5250 Existing Customer 43 M Graduate $80K - $120K
## 5251 Existing Customer 57 F Uneducated Less than $40K
## 5252 Attrited Customer 46 F Unknown Less than $40K
## 5253 Existing Customer 43 F High School Unknown
## 5254 Attrited Customer 53 F Unknown Less than $40K
## 5255 Existing Customer 43 F Post-Graduate $40K - $60K
## 5256 Existing Customer 49 M Uneducated $60K - $80K
## 5257 Existing Customer 51 M Uneducated $120K +
## 5258 Existing Customer 46 F High School Less than $40K
## 5259 Existing Customer 56 F High School Less than $40K
## 5260 Existing Customer 46 F Graduate $40K - $60K
## 5261 Existing Customer 54 F Unknown Less than $40K
## 5262 Existing Customer 51 M High School $80K - $120K
## 5263 Existing Customer 33 F Graduate Less than $40K
## 5264 Attrited Customer 41 M High School $40K - $60K
## 5265 Existing Customer 55 M Graduate $60K - $80K
## 5266 Attrited Customer 55 M Uneducated $120K +
## 5267 Existing Customer 41 F Graduate Less than $40K
## 5268 Attrited Customer 50 F Uneducated Less than $40K
## 5269 Attrited Customer 36 F Graduate Less than $40K
## 5270 Existing Customer 39 F High School Less than $40K
## 5271 Existing Customer 38 F Uneducated Less than $40K
## 5272 Existing Customer 46 F Graduate Less than $40K
## 5273 Attrited Customer 40 F High School Less than $40K
## 5274 Existing Customer 58 M Uneducated $60K - $80K
## 5275 Attrited Customer 43 F Uneducated Less than $40K
## 5276 Attrited Customer 56 F Uneducated Less than $40K
## 5277 Existing Customer 58 M College $80K - $120K
## 5278 Attrited Customer 29 F Uneducated Less than $40K
## 5279 Attrited Customer 48 F Doctorate $40K - $60K
## 5280 Existing Customer 61 F Uneducated $40K - $60K
## 5281 Existing Customer 51 M College $80K - $120K
## 5282 Existing Customer 44 F College Unknown
## 5283 Existing Customer 35 F Uneducated Unknown
## 5284 Attrited Customer 48 F Uneducated Less than $40K
## 5285 Existing Customer 26 M Graduate Less than $40K
## 5286 Existing Customer 39 F Graduate Less than $40K
## 5287 Existing Customer 38 M College $80K - $120K
## 5288 Attrited Customer 51 F Doctorate Less than $40K
## 5289 Existing Customer 37 F Uneducated Less than $40K
## 5290 Existing Customer 53 F Doctorate Unknown
## 5291 Existing Customer 53 F High School Less than $40K
## 5292 Existing Customer 39 F Uneducated Less than $40K
## 5293 Existing Customer 56 F High School $40K - $60K
## 5294 Existing Customer 52 F Unknown Less than $40K
## 5295 Existing Customer 51 F Graduate Unknown
## 5296 Existing Customer 43 F Unknown Less than $40K
## 5297 Existing Customer 51 F High School Less than $40K
## 5298 Existing Customer 53 F Graduate Less than $40K
## 5299 Existing Customer 54 F High School Less than $40K
## 5300 Existing Customer 36 F High School $40K - $60K
## 5301 Attrited Customer 53 F High School Less than $40K
## 5302 Attrited Customer 39 F Uneducated Unknown
## 5303 Existing Customer 46 M Graduate $80K - $120K
## 5304 Existing Customer 56 M Graduate $80K - $120K
## 5305 Existing Customer 40 F Graduate Unknown
## 5306 Existing Customer 42 F High School $40K - $60K
## 5307 Existing Customer 43 F Graduate Less than $40K
## 5308 Existing Customer 43 M Post-Graduate $60K - $80K
## 5309 Existing Customer 47 F Graduate Less than $40K
## 5310 Existing Customer 49 F Graduate Unknown
## 5311 Existing Customer 48 F Uneducated Less than $40K
## 5312 Existing Customer 47 F Graduate Less than $40K
## 5313 Attrited Customer 48 M Post-Graduate $40K - $60K
## 5314 Attrited Customer 36 F High School $40K - $60K
## 5315 Existing Customer 47 F Unknown Unknown
## 5316 Existing Customer 49 F Uneducated Less than $40K
## 5317 Existing Customer 51 F High School Less than $40K
## 5318 Existing Customer 54 F Unknown Less than $40K
## 5319 Existing Customer 43 F Graduate Less than $40K
## 5320 Existing Customer 49 F Graduate $40K - $60K
## 5321 Existing Customer 40 F Unknown Less than $40K
## 5322 Existing Customer 40 M Unknown $60K - $80K
## 5323 Existing Customer 48 M Unknown $40K - $60K
## 5324 Attrited Customer 60 M Uneducated Less than $40K
## 5325 Attrited Customer 50 F Doctorate Unknown
## 5326 Existing Customer 46 F High School Less than $40K
## 5327 Existing Customer 35 F Uneducated Unknown
## 5328 Existing Customer 65 M Unknown $40K - $60K
## 5329 Existing Customer 52 M Graduate $60K - $80K
## 5330 Existing Customer 44 M Graduate Unknown
## 5331 Existing Customer 35 F College Less than $40K
## 5332 Existing Customer 45 M Graduate $80K - $120K
## 5333 Existing Customer 56 F Unknown Less than $40K
## 5334 Existing Customer 50 F High School $40K - $60K
## 5335 Attrited Customer 52 F Graduate Unknown
## 5336 Existing Customer 37 F High School Unknown
## 5337 Existing Customer 44 M College $60K - $80K
## 5338 Existing Customer 35 F Graduate Less than $40K
## 5339 Existing Customer 42 M Uneducated $120K +
## 5340 Existing Customer 48 F College $40K - $60K
## 5341 Existing Customer 47 F Doctorate Less than $40K
## 5342 Attrited Customer 43 F Unknown Less than $40K
## 5343 Existing Customer 39 F Uneducated Less than $40K
## 5344 Attrited Customer 39 M High School $40K - $60K
## 5345 Existing Customer 48 F High School Less than $40K
## 5346 Existing Customer 42 F Unknown Less than $40K
## 5347 Existing Customer 34 F Graduate Unknown
## 5348 Existing Customer 47 F Post-Graduate Unknown
## 5349 Existing Customer 43 F College $40K - $60K
## 5350 Existing Customer 50 F Graduate Less than $40K
## 5351 Attrited Customer 55 F Unknown Unknown
## 5352 Existing Customer 50 F Post-Graduate $40K - $60K
## 5353 Attrited Customer 44 F Graduate Less than $40K
## 5354 Existing Customer 54 F Uneducated Less than $40K
## 5355 Existing Customer 40 F College Less than $40K
## 5356 Existing Customer 40 M Graduate $60K - $80K
## 5357 Existing Customer 41 F High School Unknown
## 5358 Existing Customer 52 F Uneducated Less than $40K
## 5359 Existing Customer 41 F Graduate Less than $40K
## 5360 Attrited Customer 47 F Unknown Less than $40K
## 5361 Existing Customer 53 F College $40K - $60K
## 5362 Existing Customer 48 F Uneducated $40K - $60K
## 5363 Existing Customer 62 M Graduate $80K - $120K
## 5364 Attrited Customer 59 M Uneducated $40K - $60K
## 5365 Existing Customer 41 M High School $80K - $120K
## 5366 Existing Customer 50 M Unknown $40K - $60K
## 5367 Existing Customer 38 F Graduate Less than $40K
## 5368 Existing Customer 50 M Doctorate $80K - $120K
## 5369 Existing Customer 40 F Graduate Less than $40K
## 5370 Existing Customer 39 F Uneducated Less than $40K
## 5371 Existing Customer 40 F High School Less than $40K
## 5372 Attrited Customer 41 M Graduate $60K - $80K
## 5373 Attrited Customer 35 F Graduate Less than $40K
## 5374 Existing Customer 48 F Uneducated $40K - $60K
## 5375 Existing Customer 49 M Unknown $80K - $120K
## 5376 Existing Customer 55 M Doctorate $60K - $80K
## 5377 Existing Customer 58 M Unknown $80K - $120K
## 5378 Existing Customer 43 F High School $40K - $60K
## 5379 Existing Customer 35 F Graduate Less than $40K
## 5380 Existing Customer 40 F Graduate Less than $40K
## 5381 Attrited Customer 55 F Graduate Less than $40K
## 5382 Attrited Customer 43 F Unknown Less than $40K
## 5383 Existing Customer 46 F High School Less than $40K
## 5384 Existing Customer 48 F High School $40K - $60K
## 5385 Attrited Customer 32 F Graduate Less than $40K
## 5386 Existing Customer 61 F Graduate Unknown
## 5387 Existing Customer 53 F Uneducated Less than $40K
## 5388 Existing Customer 42 F Uneducated Less than $40K
## 5389 Attrited Customer 45 M High School $120K +
## 5390 Existing Customer 56 F Uneducated $40K - $60K
## 5391 Existing Customer 42 F Graduate Less than $40K
## 5392 Attrited Customer 40 F Uneducated Less than $40K
## 5393 Existing Customer 57 M Graduate $80K - $120K
## 5394 Existing Customer 40 M High School $40K - $60K
## 5395 Existing Customer 48 M Unknown $80K - $120K
## 5396 Existing Customer 42 F Graduate $40K - $60K
## 5397 Existing Customer 49 F Doctorate $40K - $60K
## 5398 Attrited Customer 44 F Unknown $40K - $60K
## 5399 Attrited Customer 43 M Doctorate $60K - $80K
## 5400 Existing Customer 48 F Uneducated Unknown
## 5401 Existing Customer 43 F Graduate Less than $40K
## 5402 Existing Customer 45 F Graduate Less than $40K
## 5403 Existing Customer 40 F High School Less than $40K
## 5404 Existing Customer 53 M Uneducated $80K - $120K
## 5405 Existing Customer 38 F Unknown Less than $40K
## 5406 Existing Customer 39 F High School Less than $40K
## 5407 Existing Customer 39 M High School $60K - $80K
## 5408 Existing Customer 59 F Graduate Unknown
## 5409 Existing Customer 40 M Post-Graduate $120K +
## 5410 Existing Customer 54 F Graduate Unknown
## 5411 Existing Customer 46 F Graduate Less than $40K
## 5412 Existing Customer 44 F College Less than $40K
## 5413 Existing Customer 44 F Uneducated Less than $40K
## 5414 Attrited Customer 44 F Graduate $40K - $60K
## 5415 Existing Customer 50 F Uneducated Unknown
## 5416 Attrited Customer 39 F Graduate Less than $40K
## 5417 Existing Customer 37 F High School Less than $40K
## 5418 Existing Customer 49 F Unknown Less than $40K
## 5419 Attrited Customer 36 F Graduate $40K - $60K
## 5420 Existing Customer 53 F Uneducated $40K - $60K
## 5421 Existing Customer 52 M Uneducated $60K - $80K
## 5422 Attrited Customer 53 F Unknown Less than $40K
## 5423 Existing Customer 37 M Doctorate $60K - $80K
## 5424 Existing Customer 52 F Unknown $40K - $60K
## 5425 Existing Customer 49 F Unknown $40K - $60K
## 5426 Existing Customer 39 F Unknown Less than $40K
## 5427 Existing Customer 39 F Uneducated $40K - $60K
## 5428 Existing Customer 42 F Unknown Less than $40K
## 5429 Existing Customer 40 F Uneducated Less than $40K
## 5430 Existing Customer 41 F Doctorate Less than $40K
## 5431 Existing Customer 46 F Uneducated $40K - $60K
## 5432 Existing Customer 45 F High School Less than $40K
## 5433 Existing Customer 38 F Graduate Unknown
## 5434 Existing Customer 53 F Unknown Less than $40K
## 5435 Existing Customer 37 F Graduate Unknown
## 5436 Existing Customer 52 M College $120K +
## 5437 Existing Customer 39 F College Unknown
## 5438 Attrited Customer 49 M Post-Graduate $80K - $120K
## 5439 Existing Customer 50 M Uneducated $120K +
## 5440 Existing Customer 51 F Graduate Unknown
## 5441 Existing Customer 54 F High School Less than $40K
## 5442 Existing Customer 44 F Doctorate Less than $40K
## 5443 Existing Customer 50 M High School $60K - $80K
## 5444 Attrited Customer 49 F Graduate $40K - $60K
## 5445 Attrited Customer 59 M Post-Graduate $80K - $120K
## 5446 Attrited Customer 37 F High School $40K - $60K
## 5447 Existing Customer 47 F Unknown Less than $40K
## 5448 Existing Customer 52 F High School Less than $40K
## 5449 Existing Customer 55 F Uneducated $40K - $60K
## 5450 Existing Customer 41 F College Unknown
## 5451 Attrited Customer 40 F High School Unknown
## 5452 Existing Customer 41 F Graduate Less than $40K
## 5453 Existing Customer 48 F Unknown Less than $40K
## 5454 Existing Customer 38 F High School Less than $40K
## 5455 Existing Customer 52 F Graduate Unknown
## 5456 Existing Customer 37 F Graduate $40K - $60K
## 5457 Existing Customer 45 M Unknown $80K - $120K
## 5458 Existing Customer 41 M Graduate $40K - $60K
## 5459 Attrited Customer 49 F Unknown Less than $40K
## 5460 Existing Customer 49 M College $60K - $80K
## 5461 Attrited Customer 43 M Graduate $60K - $80K
## 5462 Existing Customer 47 F College Less than $40K
## 5463 Existing Customer 26 F Unknown Unknown
## 5464 Existing Customer 51 M College $40K - $60K
## 5465 Existing Customer 33 F Graduate Less than $40K
## 5466 Existing Customer 52 M Post-Graduate $80K - $120K
## 5467 Existing Customer 51 M Post-Graduate $120K +
## 5468 Existing Customer 49 F High School Less than $40K
## 5469 Existing Customer 30 F High School Less than $40K
## 5470 Existing Customer 65 F Unknown Less than $40K
## 5471 Existing Customer 43 F Unknown $40K - $60K
## 5472 Existing Customer 42 F College Less than $40K
## 5473 Existing Customer 57 M High School $40K - $60K
## 5474 Existing Customer 62 F Unknown $40K - $60K
## 5475 Existing Customer 48 M College $80K - $120K
## 5476 Existing Customer 61 F High School Less than $40K
## 5477 Existing Customer 43 F High School Less than $40K
## 5478 Existing Customer 60 F Doctorate Less than $40K
## 5479 Existing Customer 45 M Graduate $80K - $120K
## 5480 Existing Customer 41 F High School Less than $40K
## 5481 Existing Customer 60 F College Less than $40K
## 5482 Attrited Customer 40 F High School $40K - $60K
## 5483 Existing Customer 63 F Unknown Less than $40K
## 5484 Existing Customer 42 F Unknown $40K - $60K
## 5485 Existing Customer 48 M Post-Graduate $60K - $80K
## 5486 Existing Customer 44 M Graduate $40K - $60K
## 5487 Existing Customer 51 F Doctorate Unknown
## 5488 Existing Customer 42 M High School $80K - $120K
## 5489 Existing Customer 46 F Uneducated Less than $40K
## 5490 Existing Customer 42 F Graduate Unknown
## 5491 Existing Customer 44 F Graduate Less than $40K
## 5492 Attrited Customer 43 F College Less than $40K
## 5493 Existing Customer 43 M Unknown $60K - $80K
## 5494 Existing Customer 50 F Graduate Less than $40K
## 5495 Existing Customer 51 M High School $80K - $120K
## 5496 Existing Customer 52 F Uneducated Unknown
## 5497 Existing Customer 51 F College Less than $40K
## 5498 Existing Customer 60 F High School Less than $40K
## 5499 Attrited Customer 38 F Unknown Unknown
## 5500 Existing Customer 43 F High School $40K - $60K
## 5501 Existing Customer 45 F Unknown Unknown
## 5502 Existing Customer 48 F Doctorate $40K - $60K
## 5503 Existing Customer 43 M Unknown $80K - $120K
## 5504 Attrited Customer 46 M Post-Graduate $60K - $80K
## 5505 Existing Customer 50 M College $40K - $60K
## 5506 Existing Customer 34 F Uneducated Unknown
## 5507 Existing Customer 56 M High School $60K - $80K
## 5508 Attrited Customer 53 F Doctorate Less than $40K
## 5509 Existing Customer 47 F High School $40K - $60K
## 5510 Existing Customer 49 M Uneducated $80K - $120K
## 5511 Existing Customer 47 F Graduate Less than $40K
## 5512 Existing Customer 35 F High School Unknown
## 5513 Existing Customer 42 F Post-Graduate Less than $40K
## 5514 Attrited Customer 52 F Graduate Less than $40K
## 5515 Existing Customer 49 M Graduate $120K +
## 5516 Existing Customer 41 M Uneducated $80K - $120K
## 5517 Existing Customer 42 F Unknown Less than $40K
## 5518 Existing Customer 52 M Graduate $60K - $80K
## 5519 Existing Customer 52 F Graduate Less than $40K
## 5520 Existing Customer 52 F High School $40K - $60K
## 5521 Attrited Customer 44 F Graduate Less than $40K
## 5522 Existing Customer 48 F College $40K - $60K
## 5523 Existing Customer 51 M Uneducated $60K - $80K
## 5524 Attrited Customer 53 F High School Less than $40K
## 5525 Existing Customer 46 F Graduate Less than $40K
## 5526 Existing Customer 44 M Graduate $40K - $60K
## 5527 Existing Customer 49 F Graduate $40K - $60K
## 5528 Attrited Customer 48 F Graduate Less than $40K
## 5529 Existing Customer 48 M College $60K - $80K
## 5530 Existing Customer 38 F Graduate Unknown
## 5531 Attrited Customer 34 F Post-Graduate Less than $40K
## 5532 Existing Customer 46 F Unknown Less than $40K
## 5533 Existing Customer 45 M Graduate $60K - $80K
## 5534 Existing Customer 33 F Graduate Less than $40K
## 5535 Existing Customer 43 F High School $40K - $60K
## 5536 Existing Customer 61 F Unknown Less than $40K
## 5537 Existing Customer 47 F High School $40K - $60K
## 5538 Attrited Customer 41 F College Unknown
## 5539 Existing Customer 45 F Uneducated Less than $40K
## 5540 Existing Customer 50 M College $40K - $60K
## 5541 Attrited Customer 57 M Graduate $120K +
## 5542 Attrited Customer 45 F College Unknown
## 5543 Attrited Customer 50 F Graduate Less than $40K
## 5544 Existing Customer 51 F Doctorate Less than $40K
## 5545 Existing Customer 53 F Uneducated Less than $40K
## 5546 Existing Customer 55 F Graduate Less than $40K
## 5547 Existing Customer 40 F High School Unknown
## 5548 Attrited Customer 52 F College Less than $40K
## 5549 Existing Customer 48 M Unknown $60K - $80K
## 5550 Attrited Customer 44 F Unknown Unknown
## 5551 Existing Customer 60 F Graduate Unknown
## 5552 Existing Customer 65 F Unknown Less than $40K
## 5553 Existing Customer 46 F High School Less than $40K
## 5554 Attrited Customer 62 M High School $60K - $80K
## 5555 Existing Customer 47 F College Less than $40K
## 5556 Existing Customer 50 M Post-Graduate $40K - $60K
## 5557 Existing Customer 43 M Doctorate $60K - $80K
## 5558 Existing Customer 45 F Unknown Less than $40K
## 5559 Existing Customer 46 M College $120K +
## 5560 Attrited Customer 38 F Doctorate Less than $40K
## 5561 Existing Customer 49 M College Less than $40K
## 5562 Existing Customer 47 M College $60K - $80K
## 5563 Attrited Customer 47 F Unknown Less than $40K
## 5564 Existing Customer 55 F Uneducated Less than $40K
## 5565 Existing Customer 62 M Graduate $60K - $80K
## 5566 Existing Customer 55 M Uneducated $60K - $80K
## 5567 Attrited Customer 33 M Unknown $60K - $80K
## 5568 Existing Customer 41 F Uneducated $40K - $60K
## 5569 Existing Customer 54 F Unknown Less than $40K
## 5570 Existing Customer 55 M Post-Graduate $120K +
## 5571 Existing Customer 43 F Unknown $40K - $60K
## 5572 Attrited Customer 52 M Graduate $80K - $120K
## 5573 Existing Customer 47 F Unknown Less than $40K
## 5574 Existing Customer 52 F Unknown Less than $40K
## 5575 Existing Customer 45 F High School $40K - $60K
## 5576 Existing Customer 50 F Unknown Unknown
## 5577 Existing Customer 44 M Graduate $40K - $60K
## 5578 Existing Customer 42 F Unknown Less than $40K
## 5579 Existing Customer 53 F Post-Graduate Unknown
## 5580 Existing Customer 51 M College $80K - $120K
## 5581 Existing Customer 52 M College $120K +
## 5582 Existing Customer 52 F High School Less than $40K
## 5583 Existing Customer 50 F Unknown $40K - $60K
## 5584 Existing Customer 38 M College $60K - $80K
## 5585 Existing Customer 50 F High School $40K - $60K
## 5586 Existing Customer 51 F Doctorate Unknown
## 5587 Existing Customer 48 M Graduate $60K - $80K
## 5588 Existing Customer 47 M Unknown $60K - $80K
## 5589 Attrited Customer 51 F Doctorate Unknown
## 5590 Existing Customer 36 F Uneducated Unknown
## 5591 Existing Customer 45 F Post-Graduate Unknown
## 5592 Existing Customer 53 F Graduate Less than $40K
## 5593 Attrited Customer 54 F Uneducated Unknown
## 5594 Existing Customer 53 F Graduate Less than $40K
## 5595 Existing Customer 47 F Doctorate Less than $40K
## 5596 Existing Customer 51 F Graduate Unknown
## 5597 Existing Customer 40 F College Less than $40K
## 5598 Existing Customer 43 M Post-Graduate $60K - $80K
## 5599 Existing Customer 50 F Graduate Less than $40K
## 5600 Attrited Customer 53 F Doctorate Unknown
## 5601 Existing Customer 59 F High School Less than $40K
## 5602 Existing Customer 49 F Unknown Unknown
## 5603 Attrited Customer 47 F Graduate $40K - $60K
## 5604 Existing Customer 56 M Graduate $60K - $80K
## 5605 Existing Customer 48 F Unknown Unknown
## 5606 Attrited Customer 55 M High School $80K - $120K
## 5607 Existing Customer 34 F Graduate $40K - $60K
## 5608 Existing Customer 58 F High School Unknown
## 5609 Existing Customer 39 F College $40K - $60K
## 5610 Existing Customer 47 F Graduate Less than $40K
## 5611 Existing Customer 47 F Uneducated Less than $40K
## 5612 Existing Customer 37 F High School $40K - $60K
## 5613 Existing Customer 41 F Uneducated $40K - $60K
## 5614 Existing Customer 50 F Graduate Less than $40K
## 5615 Attrited Customer 46 F College Unknown
## 5616 Existing Customer 53 F Uneducated Unknown
## 5617 Attrited Customer 53 F Doctorate Less than $40K
## 5618 Attrited Customer 59 F Unknown Unknown
## 5619 Attrited Customer 63 M Doctorate Unknown
## 5620 Attrited Customer 41 F Doctorate Less than $40K
## 5621 Attrited Customer 51 F Graduate Less than $40K
## 5622 Existing Customer 38 F Graduate Less than $40K
## 5623 Existing Customer 40 F Doctorate Less than $40K
## 5624 Existing Customer 51 F Doctorate Less than $40K
## 5625 Existing Customer 41 M Graduate $80K - $120K
## 5626 Attrited Customer 58 F High School Less than $40K
## 5627 Attrited Customer 33 F Graduate Less than $40K
## 5628 Existing Customer 38 F Graduate Less than $40K
## 5629 Existing Customer 42 F Post-Graduate Less than $40K
## 5630 Existing Customer 44 F High School Less than $40K
## 5631 Existing Customer 44 F Graduate Less than $40K
## 5632 Existing Customer 47 F College Unknown
## 5633 Attrited Customer 41 M Uneducated $80K - $120K
## 5634 Attrited Customer 47 M Uneducated $120K +
## 5635 Existing Customer 48 M Graduate $80K - $120K
## 5636 Existing Customer 54 M Unknown $60K - $80K
## 5637 Existing Customer 59 F Graduate Less than $40K
## 5638 Attrited Customer 33 F Uneducated $40K - $60K
## 5639 Existing Customer 44 F College Less than $40K
## 5640 Existing Customer 43 F Graduate $40K - $60K
## 5641 Existing Customer 42 M Unknown $80K - $120K
## 5642 Attrited Customer 41 F Graduate $40K - $60K
## 5643 Existing Customer 55 F High School $40K - $60K
## 5644 Existing Customer 50 M Post-Graduate $80K - $120K
## 5645 Existing Customer 53 F Graduate Unknown
## 5646 Existing Customer 33 M High School $80K - $120K
## 5647 Existing Customer 51 M Unknown $80K - $120K
## 5648 Existing Customer 58 F High School Unknown
## 5649 Attrited Customer 45 M High School $80K - $120K
## 5650 Existing Customer 56 F Graduate Less than $40K
## 5651 Attrited Customer 44 F High School Less than $40K
## 5652 Existing Customer 48 F Graduate Less than $40K
## 5653 Attrited Customer 53 M High School $80K - $120K
## 5654 Existing Customer 55 F High School Less than $40K
## 5655 Existing Customer 49 M College $60K - $80K
## 5656 Existing Customer 64 M Graduate Less than $40K
## 5657 Attrited Customer 47 M Uneducated $60K - $80K
## 5658 Existing Customer 56 F Uneducated Unknown
## 5659 Existing Customer 60 F College Less than $40K
## 5660 Attrited Customer 59 F Graduate Less than $40K
## 5661 Attrited Customer 50 M Graduate $80K - $120K
## 5662 Attrited Customer 59 F Graduate Unknown
## 5663 Attrited Customer 52 M Unknown $80K - $120K
## 5664 Existing Customer 48 F Doctorate Unknown
## 5665 Attrited Customer 46 F College Less than $40K
## 5666 Existing Customer 49 F High School Less than $40K
## 5667 Existing Customer 44 F College Unknown
## 5668 Existing Customer 40 M High School $80K - $120K
## 5669 Attrited Customer 44 M Doctorate $120K +
## 5670 Existing Customer 39 M Graduate $120K +
## 5671 Existing Customer 43 M Uneducated $80K - $120K
## 5672 Attrited Customer 37 F High School Unknown
## 5673 Attrited Customer 35 M Doctorate $80K - $120K
## 5674 Attrited Customer 31 F Unknown Less than $40K
## 5675 Existing Customer 53 F Graduate Less than $40K
## 5676 Existing Customer 49 F Graduate Less than $40K
## 5677 Existing Customer 49 F Graduate Less than $40K
## 5678 Attrited Customer 41 F Graduate Less than $40K
## 5679 Existing Customer 43 M High School $60K - $80K
## 5680 Existing Customer 44 F Unknown Less than $40K
## 5681 Existing Customer 48 F Graduate Less than $40K
## 5682 Attrited Customer 41 M Graduate $40K - $60K
## 5683 Attrited Customer 40 M High School $40K - $60K
## 5684 Existing Customer 44 F Uneducated Unknown
## 5685 Existing Customer 44 M Unknown $40K - $60K
## 5686 Existing Customer 48 M College Less than $40K
## 5687 Attrited Customer 40 M Unknown $60K - $80K
## 5688 Existing Customer 34 F College Less than $40K
## 5689 Existing Customer 44 F Unknown Unknown
## 5690 Existing Customer 44 F Uneducated Less than $40K
## 5691 Existing Customer 41 F Graduate Less than $40K
## 5692 Existing Customer 34 F College Less than $40K
## 5693 Attrited Customer 41 F Graduate Less than $40K
## 5694 Existing Customer 37 F Graduate Less than $40K
## 5695 Attrited Customer 55 M Unknown $120K +
## 5696 Existing Customer 49 F Graduate Unknown
## 5697 Existing Customer 40 F Graduate Unknown
## 5698 Existing Customer 36 F College Less than $40K
## 5699 Existing Customer 53 F High School Less than $40K
## 5700 Existing Customer 46 F Graduate $40K - $60K
## 5701 Existing Customer 55 F Graduate Unknown
## 5702 Existing Customer 47 M Graduate $80K - $120K
## 5703 Existing Customer 52 F Graduate Less than $40K
## 5704 Existing Customer 44 F Doctorate Less than $40K
## 5705 Existing Customer 51 F High School $40K - $60K
## 5706 Existing Customer 34 F Unknown Less than $40K
## 5707 Existing Customer 46 F High School $40K - $60K
## 5708 Existing Customer 37 F Graduate $40K - $60K
## 5709 Existing Customer 47 M Unknown $120K +
## 5710 Existing Customer 36 F Unknown Less than $40K
## 5711 Existing Customer 47 M Uneducated $60K - $80K
## 5712 Attrited Customer 57 F Uneducated Less than $40K
## 5713 Existing Customer 46 F High School Less than $40K
## 5714 Existing Customer 57 F Graduate Less than $40K
## 5715 Attrited Customer 45 F Graduate Unknown
## 5716 Existing Customer 50 M Graduate $120K +
## 5717 Existing Customer 53 F Graduate Less than $40K
## 5718 Existing Customer 43 F Graduate $40K - $60K
## 5719 Existing Customer 36 M Post-Graduate Less than $40K
## 5720 Existing Customer 56 F College Less than $40K
## 5721 Existing Customer 46 M College $40K - $60K
## 5722 Attrited Customer 53 F Graduate Less than $40K
## 5723 Existing Customer 55 M Unknown $60K - $80K
## 5724 Existing Customer 52 F Graduate $40K - $60K
## 5725 Attrited Customer 53 F High School $40K - $60K
## 5726 Existing Customer 40 F High School Less than $40K
## 5727 Existing Customer 42 M Graduate $60K - $80K
## 5728 Attrited Customer 43 F Graduate Unknown
## 5729 Existing Customer 40 F Uneducated Less than $40K
## 5730 Existing Customer 49 F Post-Graduate Less than $40K
## 5731 Existing Customer 47 M Unknown $120K +
## 5732 Attrited Customer 42 F Graduate Less than $40K
## 5733 Existing Customer 45 F High School Unknown
## 5734 Existing Customer 60 M Graduate $40K - $60K
## 5735 Attrited Customer 44 F Graduate $40K - $60K
## 5736 Existing Customer 46 M High School $80K - $120K
## 5737 Existing Customer 45 F Uneducated Less than $40K
## 5738 Existing Customer 42 M Graduate $60K - $80K
## 5739 Attrited Customer 49 M College $120K +
## 5740 Existing Customer 58 F Unknown Less than $40K
## 5741 Existing Customer 53 M High School $120K +
## 5742 Existing Customer 44 M Uneducated $40K - $60K
## 5743 Existing Customer 61 F College Unknown
## 5744 Existing Customer 49 F Unknown Less than $40K
## 5745 Existing Customer 37 F High School Less than $40K
## 5746 Existing Customer 43 F High School Less than $40K
## 5747 Existing Customer 38 F High School Unknown
## 5748 Existing Customer 44 M High School $60K - $80K
## 5749 Existing Customer 60 M High School $40K - $60K
## 5750 Existing Customer 59 F Post-Graduate $40K - $60K
## 5751 Existing Customer 37 F High School $40K - $60K
## 5752 Existing Customer 48 F Unknown $40K - $60K
## 5753 Existing Customer 60 F Unknown Unknown
## 5754 Attrited Customer 48 F Graduate Less than $40K
## 5755 Existing Customer 39 F Uneducated Unknown
## 5756 Existing Customer 52 F High School Less than $40K
## 5757 Existing Customer 42 F High School Less than $40K
## 5758 Attrited Customer 60 F Uneducated Unknown
## 5759 Existing Customer 52 M Graduate $40K - $60K
## 5760 Existing Customer 44 F High School $40K - $60K
## 5761 Existing Customer 36 F Uneducated Less than $40K
## 5762 Existing Customer 49 F Graduate $40K - $60K
## 5763 Existing Customer 42 F High School Less than $40K
## 5764 Attrited Customer 48 M Graduate $80K - $120K
## 5765 Existing Customer 36 F College Unknown
## 5766 Attrited Customer 45 F Uneducated Less than $40K
## 5767 Attrited Customer 40 M Graduate $40K - $60K
## 5768 Existing Customer 48 F Post-Graduate Less than $40K
## 5769 Existing Customer 54 F Unknown Unknown
## 5770 Existing Customer 32 F Post-Graduate $40K - $60K
## 5771 Existing Customer 34 F Uneducated Less than $40K
## 5772 Existing Customer 46 F College Less than $40K
## 5773 Attrited Customer 47 M Uneducated $40K - $60K
## 5774 Existing Customer 48 F Graduate $40K - $60K
## 5775 Existing Customer 52 M Doctorate $40K - $60K
## 5776 Existing Customer 45 M Uneducated $120K +
## 5777 Existing Customer 46 F Unknown Less than $40K
## 5778 Existing Customer 36 F Graduate Less than $40K
## 5779 Existing Customer 42 F High School Less than $40K
## 5780 Existing Customer 39 F Graduate Less than $40K
## 5781 Existing Customer 43 F Uneducated Less than $40K
## 5782 Attrited Customer 48 F Doctorate Less than $40K
## 5783 Existing Customer 56 M High School $80K - $120K
## 5784 Existing Customer 45 F Graduate Less than $40K
## 5785 Existing Customer 65 F High School Less than $40K
## 5786 Existing Customer 54 F High School Unknown
## 5787 Existing Customer 42 F Graduate Unknown
## 5788 Existing Customer 53 F Graduate $40K - $60K
## 5789 Existing Customer 63 M Unknown $40K - $60K
## 5790 Existing Customer 49 F Graduate Less than $40K
## 5791 Existing Customer 42 F Uneducated Less than $40K
## 5792 Existing Customer 43 F Uneducated Less than $40K
## 5793 Existing Customer 49 F High School Less than $40K
## 5794 Existing Customer 44 M High School $60K - $80K
## 5795 Existing Customer 48 M Graduate $40K - $60K
## 5796 Existing Customer 44 F High School Unknown
## 5797 Existing Customer 55 F Unknown Less than $40K
## 5798 Existing Customer 46 M High School $60K - $80K
## 5799 Existing Customer 49 F High School $40K - $60K
## 5800 Existing Customer 35 F Doctorate Less than $40K
## 5801 Attrited Customer 50 M Uneducated $120K +
## 5802 Attrited Customer 55 F Unknown Less than $40K
## 5803 Existing Customer 47 M Graduate $120K +
## 5804 Existing Customer 60 F Uneducated Less than $40K
## 5805 Existing Customer 45 M High School $80K - $120K
## 5806 Existing Customer 51 F High School Less than $40K
## 5807 Existing Customer 41 M High School Less than $40K
## 5808 Existing Customer 54 F Unknown Less than $40K
## 5809 Existing Customer 28 F Graduate Less than $40K
## 5810 Existing Customer 50 F College Less than $40K
## 5811 Existing Customer 44 F Graduate Less than $40K
## 5812 Attrited Customer 46 F Graduate Unknown
## 5813 Existing Customer 47 M Unknown $60K - $80K
## 5814 Existing Customer 48 M Uneducated $60K - $80K
## 5815 Attrited Customer 58 F High School Unknown
## 5816 Existing Customer 65 F High School $40K - $60K
## 5817 Existing Customer 56 F Graduate Less than $40K
## 5818 Attrited Customer 48 F Graduate $40K - $60K
## 5819 Existing Customer 43 M Graduate $40K - $60K
## 5820 Existing Customer 41 M Graduate $60K - $80K
## 5821 Existing Customer 35 F Doctorate Less than $40K
## 5822 Existing Customer 48 F High School Less than $40K
## 5823 Existing Customer 50 F Unknown Less than $40K
## 5824 Attrited Customer 51 F High School Less than $40K
## 5825 Existing Customer 45 F High School $40K - $60K
## 5826 Existing Customer 47 F Unknown Less than $40K
## 5827 Existing Customer 35 F Uneducated Less than $40K
## 5828 Existing Customer 58 F Graduate $40K - $60K
## 5829 Existing Customer 48 F Graduate Less than $40K
## 5830 Attrited Customer 57 M Graduate $120K +
## 5831 Existing Customer 53 F High School Less than $40K
## 5832 Existing Customer 46 F College Unknown
## 5833 Existing Customer 39 M Graduate $60K - $80K
## 5834 Existing Customer 57 F Uneducated Less than $40K
## 5835 Existing Customer 57 F College Less than $40K
## 5836 Existing Customer 56 F Uneducated Unknown
## 5837 Attrited Customer 55 F Unknown $40K - $60K
## 5838 Existing Customer 41 F College Less than $40K
## 5839 Attrited Customer 45 F Doctorate Less than $40K
## 5840 Existing Customer 52 M Graduate $60K - $80K
## 5841 Existing Customer 40 F Graduate Less than $40K
## 5842 Existing Customer 45 F Graduate $40K - $60K
## 5843 Existing Customer 43 M Graduate $60K - $80K
## 5844 Existing Customer 59 F Unknown Less than $40K
## 5845 Existing Customer 56 F Graduate Less than $40K
## 5846 Existing Customer 44 F Post-Graduate Less than $40K
## 5847 Existing Customer 54 F Unknown Less than $40K
## 5848 Existing Customer 49 F High School Less than $40K
## 5849 Existing Customer 39 F High School Less than $40K
## 5850 Existing Customer 49 F College $40K - $60K
## 5851 Existing Customer 44 F Graduate $40K - $60K
## 5852 Attrited Customer 42 F Graduate Less than $40K
## 5853 Attrited Customer 45 F Doctorate Less than $40K
## 5854 Existing Customer 38 F Post-Graduate Less than $40K
## 5855 Existing Customer 46 F College Unknown
## 5856 Attrited Customer 58 F Uneducated Less than $40K
## 5857 Existing Customer 57 F Graduate Less than $40K
## 5858 Attrited Customer 50 M Graduate $120K +
## 5859 Existing Customer 53 M High School $80K - $120K
## 5860 Existing Customer 52 F Graduate Less than $40K
## 5861 Existing Customer 43 F Post-Graduate Less than $40K
## 5862 Existing Customer 40 F Graduate Less than $40K
## 5863 Existing Customer 49 F Unknown Less than $40K
## 5864 Existing Customer 41 M Unknown $60K - $80K
## 5865 Existing Customer 51 M Uneducated $80K - $120K
## 5866 Existing Customer 31 F Post-Graduate Unknown
## 5867 Existing Customer 49 F Graduate $40K - $60K
## 5868 Existing Customer 40 M Uneducated $80K - $120K
## 5869 Existing Customer 45 F Graduate Unknown
## 5870 Existing Customer 56 F Graduate Less than $40K
## 5871 Existing Customer 49 M High School $80K - $120K
## 5872 Existing Customer 36 F Graduate $40K - $60K
## 5873 Existing Customer 46 F High School Less than $40K
## 5874 Existing Customer 54 F Unknown Less than $40K
## 5875 Attrited Customer 42 F Doctorate Less than $40K
## 5876 Existing Customer 46 F Graduate Unknown
## 5877 Existing Customer 45 F Uneducated Less than $40K
## 5878 Existing Customer 37 M Uneducated $120K +
## 5879 Attrited Customer 55 F Graduate Less than $40K
## 5880 Existing Customer 49 F High School Less than $40K
## 5881 Existing Customer 41 M High School $60K - $80K
## 5882 Existing Customer 47 F Post-Graduate $40K - $60K
## 5883 Attrited Customer 42 M High School $60K - $80K
## 5884 Existing Customer 31 F Graduate Less than $40K
## 5885 Existing Customer 50 M Post-Graduate $80K - $120K
## 5886 Attrited Customer 41 F Unknown Less than $40K
## 5887 Attrited Customer 47 F Graduate Less than $40K
## 5888 Existing Customer 40 M Post-Graduate $40K - $60K
## 5889 Existing Customer 47 F High School Less than $40K
## 5890 Attrited Customer 46 F Graduate Unknown
## 5891 Attrited Customer 51 F Graduate Unknown
## 5892 Existing Customer 53 F College Less than $40K
## 5893 Attrited Customer 50 M Post-Graduate $60K - $80K
## 5894 Attrited Customer 59 F High School $40K - $60K
## 5895 Existing Customer 43 F Graduate Less than $40K
## 5896 Existing Customer 59 F High School Less than $40K
## 5897 Existing Customer 51 F Graduate Less than $40K
## 5898 Existing Customer 57 F College Unknown
## 5899 Attrited Customer 47 F Uneducated Unknown
## 5900 Existing Customer 35 F Graduate Less than $40K
## 5901 Existing Customer 55 F College Less than $40K
## 5902 Existing Customer 41 F College Less than $40K
## 5903 Existing Customer 51 F Graduate Less than $40K
## 5904 Existing Customer 48 F Uneducated Unknown
## 5905 Existing Customer 51 F Graduate Less than $40K
## 5906 Existing Customer 43 F High School Less than $40K
## 5907 Existing Customer 39 F Graduate Less than $40K
## 5908 Attrited Customer 52 F High School Less than $40K
## 5909 Existing Customer 47 F Uneducated Less than $40K
## 5910 Existing Customer 44 M High School $60K - $80K
## 5911 Existing Customer 42 F College Unknown
## 5912 Existing Customer 51 F Unknown Less than $40K
## 5913 Existing Customer 56 M Graduate $60K - $80K
## 5914 Existing Customer 44 M College $40K - $60K
## 5915 Existing Customer 47 F High School Less than $40K
## 5916 Attrited Customer 51 F Uneducated Less than $40K
## 5917 Existing Customer 47 M High School $80K - $120K
## 5918 Existing Customer 44 F College Unknown
## 5919 Existing Customer 48 M Unknown $60K - $80K
## 5920 Attrited Customer 45 F Graduate Less than $40K
## 5921 Existing Customer 40 M Unknown $80K - $120K
## 5922 Existing Customer 56 F Uneducated $40K - $60K
## 5923 Attrited Customer 48 F Unknown Less than $40K
## 5924 Existing Customer 50 F Unknown Less than $40K
## 5925 Existing Customer 37 F Uneducated Unknown
## 5926 Attrited Customer 55 F Graduate Less than $40K
## 5927 Existing Customer 38 M Unknown $80K - $120K
## 5928 Existing Customer 49 F High School $40K - $60K
## 5929 Existing Customer 47 M Doctorate $120K +
## 5930 Existing Customer 42 F Unknown Less than $40K
## 5931 Existing Customer 52 F College Less than $40K
## 5932 Attrited Customer 47 F High School Less than $40K
## 5933 Existing Customer 52 F Unknown $40K - $60K
## 5934 Attrited Customer 50 F Graduate Less than $40K
## 5935 Existing Customer 52 M Graduate $80K - $120K
## 5936 Existing Customer 50 F College Unknown
## 5937 Existing Customer 46 M College $80K - $120K
## 5938 Existing Customer 40 M High School $120K +
## 5939 Attrited Customer 42 F High School Less than $40K
## 5940 Existing Customer 29 F Graduate Less than $40K
## 5941 Existing Customer 50 M High School $80K - $120K
## 5942 Attrited Customer 43 F Graduate Less than $40K
## 5943 Existing Customer 40 M Uneducated $120K +
## 5944 Attrited Customer 45 F Graduate Unknown
## 5945 Existing Customer 35 F Doctorate Less than $40K
## 5946 Existing Customer 55 F College Less than $40K
## 5947 Existing Customer 49 F Unknown $40K - $60K
## 5948 Existing Customer 53 F High School $40K - $60K
## 5949 Existing Customer 46 M High School $40K - $60K
## 5950 Existing Customer 50 F High School Less than $40K
## 5951 Existing Customer 53 F Graduate $40K - $60K
## 5952 Existing Customer 58 F Graduate Less than $40K
## 5953 Existing Customer 47 F High School Less than $40K
## 5954 Attrited Customer 50 F High School Less than $40K
## 5955 Existing Customer 56 F Uneducated Less than $40K
## 5956 Existing Customer 48 M Graduate $40K - $60K
## 5957 Existing Customer 55 F High School Less than $40K
## 5958 Existing Customer 38 M Graduate Less than $40K
## 5959 Attrited Customer 46 F High School $40K - $60K
## 5960 Existing Customer 52 F Graduate Less than $40K
## 5961 Existing Customer 49 F Post-Graduate Unknown
## 5962 Existing Customer 48 M Uneducated $80K - $120K
## 5963 Existing Customer 36 F Doctorate Unknown
## 5964 Attrited Customer 36 M College $120K +
## 5965 Existing Customer 38 F High School Less than $40K
## 5966 Existing Customer 44 M Uneducated $120K +
## 5967 Attrited Customer 52 F Doctorate Unknown
## 5968 Existing Customer 55 F College Unknown
## 5969 Existing Customer 37 F Unknown Less than $40K
## 5970 Existing Customer 51 F Graduate $40K - $60K
## 5971 Existing Customer 41 F Doctorate Less than $40K
## 5972 Existing Customer 51 M High School $60K - $80K
## 5973 Existing Customer 40 M Graduate $60K - $80K
## 5974 Existing Customer 65 F Doctorate Less than $40K
## 5975 Existing Customer 46 M College $80K - $120K
## 5976 Existing Customer 45 M Graduate $60K - $80K
## 5977 Existing Customer 49 M Graduate $80K - $120K
## 5978 Existing Customer 49 M Unknown $60K - $80K
## 5979 Existing Customer 41 F High School $40K - $60K
## 5980 Attrited Customer 41 M Graduate $80K - $120K
## 5981 Existing Customer 41 M Graduate $60K - $80K
## 5982 Existing Customer 51 F College Less than $40K
## 5983 Existing Customer 46 F Graduate Less than $40K
## 5984 Attrited Customer 37 F Unknown Less than $40K
## 5985 Existing Customer 39 M Uneducated $40K - $60K
## 5986 Existing Customer 46 M Uneducated $60K - $80K
## 5987 Attrited Customer 43 F High School $40K - $60K
## 5988 Existing Customer 63 M Graduate $80K - $120K
## 5989 Existing Customer 50 M Graduate $120K +
## 5990 Existing Customer 37 M Uneducated $40K - $60K
## 5991 Existing Customer 33 F Doctorate Less than $40K
## 5992 Existing Customer 44 M Post-Graduate $60K - $80K
## 5993 Existing Customer 44 M Uneducated $80K - $120K
## 5994 Attrited Customer 47 M High School $60K - $80K
## 5995 Existing Customer 45 F Graduate Unknown
## 5996 Existing Customer 39 F Graduate Unknown
## 5997 Existing Customer 47 F Graduate Less than $40K
## 5998 Existing Customer 52 F Unknown Less than $40K
## 5999 Attrited Customer 47 F Uneducated Unknown
## 6000 Existing Customer 49 F Graduate Less than $40K
## 6001 Existing Customer 59 F College Less than $40K
## 6002 Existing Customer 39 M High School $120K +
## 6003 Attrited Customer 35 F High School $40K - $60K
## 6004 Existing Customer 39 F Graduate Less than $40K
## 6005 Existing Customer 41 M Unknown $80K - $120K
## 6006 Existing Customer 46 F Unknown $40K - $60K
## 6007 Existing Customer 34 M Graduate $60K - $80K
## 6008 Existing Customer 49 F Uneducated Less than $40K
## 6009 Attrited Customer 55 F Graduate Unknown
## 6010 Existing Customer 56 F Graduate Less than $40K
## 6011 Existing Customer 52 F High School Unknown
## 6012 Attrited Customer 46 M Uneducated $40K - $60K
## 6013 Existing Customer 51 F Graduate Unknown
## 6014 Attrited Customer 45 M Uneducated $80K - $120K
## 6015 Existing Customer 37 F Graduate Less than $40K
## 6016 Existing Customer 48 F High School $40K - $60K
## 6017 Existing Customer 52 M College $60K - $80K
## 6018 Existing Customer 44 F High School Less than $40K
## 6019 Attrited Customer 55 F Graduate Less than $40K
## 6020 Existing Customer 45 F Graduate Less than $40K
## 6021 Existing Customer 43 F Uneducated Unknown
## 6022 Attrited Customer 52 F High School Less than $40K
## 6023 Existing Customer 61 M Graduate Unknown
## 6024 Existing Customer 51 F Doctorate Unknown
## 6025 Existing Customer 34 F Graduate Unknown
## 6026 Attrited Customer 33 F Graduate Less than $40K
## 6027 Existing Customer 38 F Unknown $40K - $60K
## 6028 Existing Customer 56 F College Unknown
## 6029 Existing Customer 45 F Graduate Unknown
## 6030 Existing Customer 44 M Uneducated $60K - $80K
## 6031 Existing Customer 52 F Unknown Less than $40K
## 6032 Existing Customer 30 F High School Unknown
## 6033 Attrited Customer 56 M High School $120K +
## 6034 Existing Customer 46 M Uneducated $80K - $120K
## 6035 Existing Customer 34 M High School $80K - $120K
## 6036 Existing Customer 43 F Graduate Unknown
## 6037 Attrited Customer 37 M Unknown $40K - $60K
## 6038 Existing Customer 37 F Unknown Less than $40K
## 6039 Existing Customer 49 F Unknown Less than $40K
## 6040 Existing Customer 40 M Uneducated $80K - $120K
## 6041 Attrited Customer 37 F Unknown Less than $40K
## 6042 Existing Customer 46 F High School Less than $40K
## 6043 Existing Customer 53 M Unknown $120K +
## 6044 Existing Customer 56 F High School Unknown
## 6045 Existing Customer 65 M College Less than $40K
## 6046 Existing Customer 50 F Doctorate Less than $40K
## 6047 Existing Customer 50 M Unknown $60K - $80K
## 6048 Existing Customer 61 F Post-Graduate $40K - $60K
## 6049 Existing Customer 35 F Graduate $40K - $60K
## 6050 Attrited Customer 65 F Graduate Less than $40K
## 6051 Existing Customer 45 F Graduate $40K - $60K
## 6052 Existing Customer 50 F Post-Graduate Unknown
## 6053 Existing Customer 43 F Uneducated Less than $40K
## 6054 Attrited Customer 48 F Unknown Less than $40K
## 6055 Existing Customer 41 F Graduate Less than $40K
## 6056 Existing Customer 42 M Graduate $60K - $80K
## 6057 Existing Customer 52 F High School Less than $40K
## 6058 Existing Customer 45 F Uneducated Less than $40K
## 6059 Existing Customer 37 M High School $40K - $60K
## 6060 Existing Customer 48 M Post-Graduate $40K - $60K
## 6061 Existing Customer 59 F Graduate Less than $40K
## 6062 Existing Customer 57 F High School Less than $40K
## 6063 Attrited Customer 57 M Graduate $120K +
## 6064 Existing Customer 40 F Post-Graduate Unknown
## 6065 Attrited Customer 52 F College Less than $40K
## 6066 Attrited Customer 43 F Uneducated Less than $40K
## 6067 Attrited Customer 36 F High School Less than $40K
## 6068 Existing Customer 49 M Doctorate $60K - $80K
## 6069 Existing Customer 43 M High School $60K - $80K
## 6070 Existing Customer 39 F Unknown Less than $40K
## 6071 Existing Customer 44 M High School $40K - $60K
## 6072 Existing Customer 57 F Uneducated Less than $40K
## 6073 Existing Customer 55 M Post-Graduate $60K - $80K
## 6074 Existing Customer 37 F Post-Graduate Less than $40K
## 6075 Existing Customer 54 F High School $40K - $60K
## 6076 Existing Customer 34 M Uneducated $60K - $80K
## 6077 Existing Customer 50 M Graduate $80K - $120K
## 6078 Existing Customer 50 F Unknown Less than $40K
## 6079 Existing Customer 50 F High School Less than $40K
## 6080 Existing Customer 49 M Doctorate $60K - $80K
## 6081 Existing Customer 41 F Graduate Unknown
## 6082 Existing Customer 52 M High School $120K +
## 6083 Attrited Customer 54 F High School $40K - $60K
## 6084 Attrited Customer 54 F Post-Graduate Less than $40K
## 6085 Existing Customer 50 F High School Less than $40K
## 6086 Attrited Customer 37 F Graduate $40K - $60K
## 6087 Existing Customer 50 F Graduate Unknown
## 6088 Existing Customer 46 M Graduate $80K - $120K
## 6089 Attrited Customer 47 M Uneducated $60K - $80K
## 6090 Existing Customer 51 F Uneducated $40K - $60K
## 6091 Existing Customer 42 M Doctorate $60K - $80K
## 6092 Existing Customer 28 F Unknown Unknown
## 6093 Existing Customer 58 M High School $60K - $80K
## 6094 Existing Customer 44 F Unknown Less than $40K
## 6095 Existing Customer 40 F Unknown Less than $40K
## 6096 Existing Customer 51 F High School Less than $40K
## 6097 Existing Customer 56 M Graduate $80K - $120K
## 6098 Existing Customer 51 F Graduate Less than $40K
## 6099 Existing Customer 43 M College $80K - $120K
## 6100 Existing Customer 56 F Post-Graduate Less than $40K
## 6101 Existing Customer 48 M College $80K - $120K
## 6102 Existing Customer 56 M Graduate $40K - $60K
## 6103 Existing Customer 48 F Unknown Less than $40K
## 6104 Attrited Customer 41 F College $40K - $60K
## 6105 Existing Customer 50 M Unknown $60K - $80K
## 6106 Existing Customer 44 F College Less than $40K
## 6107 Existing Customer 54 M Post-Graduate $80K - $120K
## 6108 Existing Customer 48 F Graduate Less than $40K
## 6109 Existing Customer 34 M High School $40K - $60K
## 6110 Existing Customer 59 F Graduate Less than $40K
## 6111 Existing Customer 41 F College $40K - $60K
## 6112 Attrited Customer 39 F Graduate Less than $40K
## 6113 Attrited Customer 50 F Graduate Less than $40K
## 6114 Attrited Customer 35 F Unknown Unknown
## 6115 Existing Customer 34 F Unknown Less than $40K
## 6116 Existing Customer 46 F High School Unknown
## 6117 Existing Customer 49 F Graduate $40K - $60K
## 6118 Existing Customer 49 M High School $80K - $120K
## 6119 Existing Customer 42 F Graduate Less than $40K
## 6120 Existing Customer 65 F College Less than $40K
## 6121 Existing Customer 43 F Graduate Less than $40K
## 6122 Existing Customer 38 F College Unknown
## 6123 Existing Customer 52 F Graduate Less than $40K
## 6124 Existing Customer 39 F High School $40K - $60K
## 6125 Existing Customer 48 F High School $40K - $60K
## 6126 Attrited Customer 46 M Uneducated $80K - $120K
## 6127 Existing Customer 44 M College $80K - $120K
## 6128 Existing Customer 53 F Graduate $40K - $60K
## 6129 Existing Customer 44 F High School Less than $40K
## 6130 Existing Customer 41 F High School Less than $40K
## 6131 Existing Customer 47 F Post-Graduate Less than $40K
## 6132 Attrited Customer 54 F Uneducated Less than $40K
## 6133 Existing Customer 40 M High School $80K - $120K
## 6134 Existing Customer 42 F Graduate Less than $40K
## 6135 Existing Customer 39 F College $40K - $60K
## 6136 Existing Customer 41 F College Less than $40K
## 6137 Existing Customer 57 F Post-Graduate Less than $40K
## 6138 Existing Customer 60 F High School Less than $40K
## 6139 Existing Customer 51 M Graduate $80K - $120K
## 6140 Existing Customer 33 F High School Unknown
## 6141 Attrited Customer 46 M Unknown $80K - $120K
## 6142 Existing Customer 63 M College $60K - $80K
## 6143 Existing Customer 49 F High School $40K - $60K
## 6144 Attrited Customer 41 F College $40K - $60K
## 6145 Existing Customer 51 M High School $80K - $120K
## 6146 Existing Customer 46 F College $40K - $60K
## 6147 Existing Customer 41 F Unknown Less than $40K
## 6148 Existing Customer 46 F High School Unknown
## 6149 Existing Customer 34 F Uneducated Less than $40K
## 6150 Existing Customer 45 F Unknown Less than $40K
## 6151 Existing Customer 27 F Graduate Unknown
## 6152 Attrited Customer 54 F Doctorate Less than $40K
## 6153 Existing Customer 41 M High School $80K - $120K
## 6154 Existing Customer 48 F Graduate Less than $40K
## 6155 Existing Customer 45 F Graduate Less than $40K
## 6156 Attrited Customer 39 F Graduate Less than $40K
## 6157 Existing Customer 46 F Doctorate Less than $40K
## 6158 Existing Customer 47 F Unknown Less than $40K
## 6159 Existing Customer 45 F Graduate Less than $40K
## 6160 Attrited Customer 49 M Uneducated $80K - $120K
## 6161 Existing Customer 40 F Graduate Less than $40K
## 6162 Existing Customer 45 M Post-Graduate $60K - $80K
## 6163 Existing Customer 34 F High School Less than $40K
## 6164 Existing Customer 44 M Graduate $80K - $120K
## 6165 Existing Customer 42 M Graduate $60K - $80K
## 6166 Existing Customer 47 F High School Unknown
## 6167 Existing Customer 42 M Graduate $80K - $120K
## 6168 Existing Customer 51 F Uneducated Unknown
## 6169 Existing Customer 52 M College $80K - $120K
## 6170 Existing Customer 44 M College $60K - $80K
## 6171 Existing Customer 47 F College Less than $40K
## 6172 Existing Customer 48 F Unknown Less than $40K
## 6173 Existing Customer 50 F Uneducated Unknown
## 6174 Existing Customer 51 F High School Less than $40K
## 6175 Existing Customer 47 F College Less than $40K
## 6176 Existing Customer 47 F High School Less than $40K
## 6177 Existing Customer 50 F Unknown $40K - $60K
## 6178 Existing Customer 39 F Unknown Less than $40K
## 6179 Existing Customer 48 F High School Unknown
## 6180 Attrited Customer 45 F Unknown Less than $40K
## 6181 Existing Customer 49 M Post-Graduate $40K - $60K
## 6182 Existing Customer 35 F Graduate Less than $40K
## 6183 Existing Customer 34 F Graduate $40K - $60K
## 6184 Existing Customer 59 F College Less than $40K
## 6185 Existing Customer 52 M High School $80K - $120K
## 6186 Existing Customer 58 M Doctorate Less than $40K
## 6187 Existing Customer 51 F Unknown Less than $40K
## 6188 Existing Customer 59 F Graduate Less than $40K
## 6189 Existing Customer 50 F Doctorate $40K - $60K
## 6190 Existing Customer 49 F Graduate Less than $40K
## 6191 Attrited Customer 61 F High School Less than $40K
## 6192 Existing Customer 47 M Uneducated $40K - $60K
## 6193 Existing Customer 52 F Post-Graduate $40K - $60K
## 6194 Existing Customer 38 M Uneducated Less than $40K
## 6195 Existing Customer 34 F Graduate Unknown
## 6196 Attrited Customer 57 F Doctorate Less than $40K
## 6197 Existing Customer 47 F Graduate Unknown
## 6198 Existing Customer 55 F Graduate Less than $40K
## 6199 Existing Customer 55 M Unknown $80K - $120K
## 6200 Existing Customer 57 F High School Less than $40K
## 6201 Existing Customer 43 F Graduate Unknown
## 6202 Existing Customer 65 F High School Less than $40K
## 6203 Existing Customer 55 F Uneducated Less than $40K
## 6204 Existing Customer 54 F Graduate Unknown
## 6205 Attrited Customer 44 F College Less than $40K
## 6206 Existing Customer 55 F Graduate Less than $40K
## 6207 Existing Customer 39 F College Less than $40K
## 6208 Existing Customer 37 F College Less than $40K
## 6209 Existing Customer 55 F Graduate Less than $40K
## 6210 Existing Customer 46 F Doctorate Less than $40K
## 6211 Existing Customer 44 M Unknown $80K - $120K
## 6212 Attrited Customer 57 F Graduate Less than $40K
## 6213 Existing Customer 54 F Post-Graduate Unknown
## 6214 Attrited Customer 38 F High School Less than $40K
## 6215 Existing Customer 48 F Unknown Less than $40K
## 6216 Attrited Customer 34 F High School Less than $40K
## 6217 Existing Customer 44 F College Less than $40K
## 6218 Existing Customer 39 M Uneducated $60K - $80K
## 6219 Attrited Customer 40 F Graduate Less than $40K
## 6220 Existing Customer 41 F Uneducated Unknown
## 6221 Existing Customer 43 F High School $40K - $60K
## 6222 Existing Customer 50 F Graduate Less than $40K
## 6223 Attrited Customer 54 F High School Less than $40K
## 6224 Existing Customer 47 F Post-Graduate $40K - $60K
## 6225 Existing Customer 51 M Graduate $60K - $80K
## 6226 Attrited Customer 49 F Doctorate Unknown
## 6227 Existing Customer 43 M College $60K - $80K
## 6228 Existing Customer 36 F Unknown Less than $40K
## 6229 Existing Customer 47 F Unknown Less than $40K
## 6230 Existing Customer 45 F Graduate Less than $40K
## 6231 Existing Customer 49 M Unknown $60K - $80K
## 6232 Existing Customer 48 F Unknown Less than $40K
## 6233 Attrited Customer 52 M Doctorate $80K - $120K
## 6234 Existing Customer 46 M Doctorate $80K - $120K
## 6235 Attrited Customer 45 F Unknown Less than $40K
## 6236 Attrited Customer 49 F Uneducated $40K - $60K
## 6237 Existing Customer 43 F Post-Graduate Less than $40K
## 6238 Attrited Customer 40 F Graduate Less than $40K
## 6239 Existing Customer 48 F Unknown $40K - $60K
## 6240 Existing Customer 53 F Unknown Less than $40K
## 6241 Existing Customer 54 F Graduate Unknown
## 6242 Existing Customer 48 M Post-Graduate $60K - $80K
## 6243 Existing Customer 39 F Graduate Less than $40K
## 6244 Existing Customer 45 F Graduate Less than $40K
## 6245 Attrited Customer 45 F College Less than $40K
## 6246 Existing Customer 56 M Uneducated $60K - $80K
## 6247 Attrited Customer 27 F Unknown Less than $40K
## 6248 Existing Customer 47 F High School Less than $40K
## 6249 Existing Customer 48 M Graduate $60K - $80K
## 6250 Attrited Customer 30 F Graduate Less than $40K
## 6251 Existing Customer 52 F College Less than $40K
## 6252 Existing Customer 35 F College Less than $40K
## 6253 Attrited Customer 38 F Graduate Less than $40K
## 6254 Existing Customer 44 F Graduate Less than $40K
## 6255 Existing Customer 53 F High School $40K - $60K
## 6256 Existing Customer 43 F College Unknown
## 6257 Existing Customer 46 F Unknown Less than $40K
## 6258 Existing Customer 40 F Unknown $40K - $60K
## 6259 Existing Customer 43 F Graduate $40K - $60K
## 6260 Existing Customer 56 F Graduate Less than $40K
## 6261 Existing Customer 48 F High School $40K - $60K
## 6262 Existing Customer 31 F Uneducated Unknown
## 6263 Existing Customer 41 M Doctorate $40K - $60K
## 6264 Existing Customer 47 F Uneducated Less than $40K
## 6265 Existing Customer 43 F High School Less than $40K
## 6266 Attrited Customer 50 F High School Less than $40K
## 6267 Existing Customer 39 F Unknown $40K - $60K
## 6268 Existing Customer 51 M Unknown $120K +
## 6269 Existing Customer 40 M High School Less than $40K
## 6270 Existing Customer 50 F Graduate Less than $40K
## 6271 Existing Customer 41 F College $40K - $60K
## 6272 Attrited Customer 37 F Doctorate $40K - $60K
## 6273 Existing Customer 56 F Doctorate $40K - $60K
## 6274 Existing Customer 47 M High School $60K - $80K
## 6275 Existing Customer 44 F Post-Graduate Less than $40K
## 6276 Existing Customer 38 M Graduate $80K - $120K
## 6277 Existing Customer 45 F Graduate Less than $40K
## 6278 Existing Customer 47 F College Less than $40K
## 6279 Existing Customer 39 F High School Less than $40K
## 6280 Existing Customer 48 F Graduate Less than $40K
## 6281 Existing Customer 53 F Graduate Less than $40K
## 6282 Existing Customer 51 F Graduate $40K - $60K
## 6283 Attrited Customer 41 F High School Less than $40K
## 6284 Existing Customer 38 F Uneducated Less than $40K
## 6285 Attrited Customer 36 F Post-Graduate Less than $40K
## 6286 Existing Customer 46 F Post-Graduate Less than $40K
## 6287 Existing Customer 58 F High School $40K - $60K
## 6288 Existing Customer 44 F High School Less than $40K
## 6289 Existing Customer 41 M Unknown $80K - $120K
## 6290 Existing Customer 42 F Post-Graduate Less than $40K
## 6291 Existing Customer 42 M Uneducated $80K - $120K
## 6292 Existing Customer 45 F Uneducated Less than $40K
## 6293 Attrited Customer 44 F Uneducated Unknown
## 6294 Existing Customer 41 F Graduate Unknown
## 6295 Attrited Customer 35 M Unknown Less than $40K
## 6296 Attrited Customer 48 F Doctorate Less than $40K
## 6297 Existing Customer 43 F Post-Graduate $40K - $60K
## 6298 Existing Customer 36 F Doctorate Less than $40K
## 6299 Attrited Customer 44 M Doctorate $40K - $60K
## 6300 Existing Customer 43 F College Less than $40K
## 6301 Existing Customer 52 F College Less than $40K
## 6302 Attrited Customer 61 F High School Less than $40K
## 6303 Existing Customer 50 F Unknown Less than $40K
## 6304 Existing Customer 43 M High School $60K - $80K
## 6305 Attrited Customer 48 F High School Less than $40K
## 6306 Existing Customer 35 F Unknown Less than $40K
## 6307 Existing Customer 39 M Unknown $80K - $120K
## 6308 Existing Customer 59 F Post-Graduate Less than $40K
## 6309 Existing Customer 58 F High School Less than $40K
## 6310 Existing Customer 51 M High School $80K - $120K
## 6311 Existing Customer 64 M Graduate Less than $40K
## 6312 Attrited Customer 50 M High School $120K +
## 6313 Attrited Customer 46 F Unknown Less than $40K
## 6314 Existing Customer 49 M Graduate $80K - $120K
## 6315 Existing Customer 53 F Uneducated Less than $40K
## 6316 Existing Customer 54 M Graduate $60K - $80K
## 6317 Existing Customer 42 F High School Less than $40K
## 6318 Existing Customer 43 F Graduate Less than $40K
## 6319 Existing Customer 46 M Graduate $80K - $120K
## 6320 Existing Customer 38 F Graduate Less than $40K
## 6321 Existing Customer 47 F Graduate $40K - $60K
## 6322 Existing Customer 37 M Uneducated $60K - $80K
## 6323 Existing Customer 47 M Post-Graduate $40K - $60K
## 6324 Attrited Customer 43 M Uneducated $60K - $80K
## 6325 Existing Customer 56 F High School Less than $40K
## 6326 Attrited Customer 43 M Graduate $60K - $80K
## 6327 Attrited Customer 45 F Graduate Unknown
## 6328 Existing Customer 47 F Uneducated Less than $40K
## 6329 Existing Customer 43 F Graduate Unknown
## 6330 Attrited Customer 44 M Graduate $60K - $80K
## 6331 Existing Customer 52 F Graduate $40K - $60K
## 6332 Existing Customer 52 F Graduate Less than $40K
## 6333 Existing Customer 43 F High School Unknown
## 6334 Existing Customer 49 M Unknown $40K - $60K
## 6335 Attrited Customer 40 M Graduate $40K - $60K
## 6336 Attrited Customer 50 F Unknown Less than $40K
## 6337 Existing Customer 43 M High School $60K - $80K
## 6338 Existing Customer 53 M Graduate $80K - $120K
## 6339 Existing Customer 42 F High School Unknown
## 6340 Existing Customer 55 F Graduate Less than $40K
## 6341 Attrited Customer 40 M Uneducated $60K - $80K
## 6342 Existing Customer 41 M High School $60K - $80K
## 6343 Existing Customer 47 F Post-Graduate Less than $40K
## 6344 Existing Customer 46 M High School $60K - $80K
## 6345 Existing Customer 50 F Graduate Unknown
## 6346 Attrited Customer 33 M Uneducated $80K - $120K
## 6347 Existing Customer 45 F High School Less than $40K
## 6348 Attrited Customer 53 M High School $40K - $60K
## 6349 Existing Customer 36 M Graduate $80K - $120K
## 6350 Existing Customer 55 F Unknown Less than $40K
## 6351 Existing Customer 42 F Post-Graduate Less than $40K
## 6352 Existing Customer 51 F Uneducated Less than $40K
## 6353 Existing Customer 44 F Graduate Less than $40K
## 6354 Existing Customer 47 M Post-Graduate $60K - $80K
## 6355 Existing Customer 46 F Unknown Less than $40K
## 6356 Existing Customer 57 F Graduate Less than $40K
## 6357 Attrited Customer 43 F Post-Graduate Less than $40K
## 6358 Existing Customer 61 F Graduate Unknown
## 6359 Existing Customer 51 M Graduate $120K +
## 6360 Existing Customer 44 F Post-Graduate Less than $40K
## 6361 Existing Customer 46 F Graduate Less than $40K
## 6362 Existing Customer 52 F Graduate $40K - $60K
## 6363 Attrited Customer 45 M Graduate $60K - $80K
## 6364 Existing Customer 35 F Graduate Unknown
## 6365 Existing Customer 59 F Post-Graduate Less than $40K
## 6366 Attrited Customer 46 F Doctorate Less than $40K
## 6367 Existing Customer 43 M Graduate $60K - $80K
## 6368 Attrited Customer 35 M Doctorate $80K - $120K
## 6369 Existing Customer 44 M High School $80K - $120K
## 6370 Existing Customer 57 F Graduate Less than $40K
## 6371 Existing Customer 50 M Unknown $60K - $80K
## 6372 Existing Customer 55 M Uneducated $60K - $80K
## 6373 Existing Customer 48 M High School $60K - $80K
## 6374 Attrited Customer 59 F High School $40K - $60K
## 6375 Existing Customer 36 F College Unknown
## 6376 Attrited Customer 43 M Graduate $80K - $120K
## 6377 Existing Customer 55 F College Less than $40K
## 6378 Existing Customer 42 M Graduate $40K - $60K
## 6379 Existing Customer 48 F High School $40K - $60K
## 6380 Existing Customer 60 F Unknown $40K - $60K
## 6381 Attrited Customer 50 M Uneducated $80K - $120K
## 6382 Existing Customer 42 F High School Unknown
## 6383 Existing Customer 44 F High School Unknown
## 6384 Existing Customer 33 F Uneducated Less than $40K
## 6385 Attrited Customer 48 F Graduate $40K - $60K
## 6386 Existing Customer 48 M Uneducated $60K - $80K
## 6387 Existing Customer 39 F Post-Graduate Less than $40K
## 6388 Existing Customer 32 F Unknown Less than $40K
## 6389 Attrited Customer 41 M High School $120K +
## 6390 Existing Customer 37 F Uneducated Less than $40K
## 6391 Existing Customer 59 F Unknown Less than $40K
## 6392 Existing Customer 48 F Graduate Unknown
## 6393 Existing Customer 54 M Graduate $40K - $60K
## 6394 Existing Customer 41 F Graduate $40K - $60K
## 6395 Existing Customer 59 F Unknown Less than $40K
## 6396 Existing Customer 48 M Graduate $80K - $120K
## 6397 Attrited Customer 55 F College $40K - $60K
## 6398 Attrited Customer 49 F Uneducated Less than $40K
## 6399 Existing Customer 51 F Post-Graduate Less than $40K
## 6400 Attrited Customer 34 F High School Unknown
## 6401 Existing Customer 55 F High School Unknown
## 6402 Existing Customer 35 F Graduate $40K - $60K
## 6403 Attrited Customer 46 F Post-Graduate Less than $40K
## 6404 Existing Customer 50 F Graduate $40K - $60K
## 6405 Existing Customer 43 M College $80K - $120K
## 6406 Attrited Customer 48 F Uneducated Less than $40K
## 6407 Existing Customer 44 M Unknown $80K - $120K
## 6408 Existing Customer 65 F Unknown Less than $40K
## 6409 Existing Customer 53 M College $80K - $120K
## 6410 Existing Customer 49 M Doctorate $40K - $60K
## 6411 Existing Customer 45 F High School Less than $40K
## 6412 Attrited Customer 44 F High School Unknown
## 6413 Existing Customer 56 F Uneducated Unknown
## 6414 Existing Customer 43 F High School Unknown
## 6415 Existing Customer 49 F Post-Graduate $40K - $60K
## 6416 Existing Customer 44 M Graduate $60K - $80K
## 6417 Existing Customer 52 F Graduate $40K - $60K
## 6418 Existing Customer 37 F Graduate $40K - $60K
## 6419 Attrited Customer 47 F College Less than $40K
## 6420 Attrited Customer 40 F Uneducated Less than $40K
## 6421 Attrited Customer 48 F Unknown Less than $40K
## 6422 Existing Customer 42 F Graduate Less than $40K
## 6423 Existing Customer 42 F High School Less than $40K
## 6424 Existing Customer 59 M Graduate Less than $40K
## 6425 Existing Customer 47 F Graduate Less than $40K
## 6426 Existing Customer 56 F Uneducated Less than $40K
## 6427 Existing Customer 46 F High School $40K - $60K
## 6428 Existing Customer 26 F Graduate Less than $40K
## 6429 Existing Customer 42 F Graduate Less than $40K
## 6430 Existing Customer 47 M Graduate $120K +
## 6431 Existing Customer 48 F Graduate Less than $40K
## 6432 Existing Customer 44 M Uneducated $80K - $120K
## 6433 Existing Customer 56 F High School Less than $40K
## 6434 Existing Customer 43 F Graduate Less than $40K
## 6435 Attrited Customer 40 M Uneducated $80K - $120K
## 6436 Existing Customer 38 F Graduate Less than $40K
## 6437 Existing Customer 40 F Graduate Less than $40K
## 6438 Existing Customer 48 F Graduate $40K - $60K
## 6439 Existing Customer 46 M High School $80K - $120K
## 6440 Existing Customer 43 M High School $80K - $120K
## 6441 Attrited Customer 52 M High School $120K +
## 6442 Existing Customer 49 F Uneducated Unknown
## 6443 Existing Customer 49 F Graduate Unknown
## 6444 Existing Customer 42 M College $60K - $80K
## 6445 Attrited Customer 46 F Graduate Less than $40K
## 6446 Existing Customer 46 F Unknown Less than $40K
## 6447 Attrited Customer 49 F Unknown $40K - $60K
## 6448 Existing Customer 42 M Graduate $40K - $60K
## 6449 Existing Customer 47 F Unknown Less than $40K
## 6450 Existing Customer 45 F College $40K - $60K
## 6451 Existing Customer 33 M High School $80K - $120K
## 6452 Existing Customer 50 M Graduate $60K - $80K
## 6453 Existing Customer 60 F Unknown Less than $40K
## 6454 Existing Customer 45 M Unknown $60K - $80K
## 6455 Attrited Customer 53 F Graduate Less than $40K
## 6456 Existing Customer 48 M Graduate $80K - $120K
## 6457 Existing Customer 53 F Unknown Less than $40K
## 6458 Existing Customer 53 F College Unknown
## 6459 Existing Customer 33 F High School Unknown
## 6460 Attrited Customer 44 F High School Less than $40K
## 6461 Existing Customer 52 M Uneducated $40K - $60K
## 6462 Existing Customer 40 F Graduate Less than $40K
## 6463 Existing Customer 41 M High School $60K - $80K
## 6464 Existing Customer 43 M Post-Graduate $60K - $80K
## 6465 Attrited Customer 46 F Graduate $40K - $60K
## 6466 Attrited Customer 43 F Graduate $40K - $60K
## 6467 Existing Customer 40 F High School Less than $40K
## 6468 Existing Customer 39 F Doctorate $40K - $60K
## 6469 Attrited Customer 54 F Graduate Unknown
## 6470 Attrited Customer 47 F Doctorate Less than $40K
## 6471 Existing Customer 35 F High School Less than $40K
## 6472 Existing Customer 46 F Graduate Less than $40K
## 6473 Existing Customer 41 F High School Less than $40K
## 6474 Existing Customer 48 F Graduate $40K - $60K
## 6475 Existing Customer 37 M Uneducated $40K - $60K
## 6476 Existing Customer 55 F Unknown Less than $40K
## 6477 Attrited Customer 42 F Graduate $40K - $60K
## 6478 Existing Customer 47 F High School Unknown
## 6479 Attrited Customer 42 F College $40K - $60K
## 6480 Existing Customer 36 F Graduate $40K - $60K
## 6481 Attrited Customer 33 F College Unknown
## 6482 Existing Customer 47 M High School $40K - $60K
## 6483 Attrited Customer 41 F Unknown Less than $40K
## 6484 Existing Customer 41 F High School Less than $40K
## 6485 Attrited Customer 60 F High School Less than $40K
## 6486 Existing Customer 48 M Unknown $80K - $120K
## 6487 Existing Customer 43 M Unknown $40K - $60K
## 6488 Existing Customer 54 F High School Less than $40K
## 6489 Existing Customer 60 F Unknown Less than $40K
## 6490 Existing Customer 44 M Post-Graduate $80K - $120K
## 6491 Existing Customer 49 F Uneducated Less than $40K
## 6492 Attrited Customer 64 F Graduate Less than $40K
## 6493 Attrited Customer 54 F Post-Graduate Less than $40K
## 6494 Existing Customer 50 F Doctorate Less than $40K
## 6495 Existing Customer 40 M Uneducated $120K +
## 6496 Existing Customer 49 F College $40K - $60K
## 6497 Existing Customer 49 F Unknown Less than $40K
## 6498 Existing Customer 51 M Uneducated $80K - $120K
## 6499 Existing Customer 43 F Graduate Less than $40K
## 6500 Existing Customer 59 M Graduate $60K - $80K
## 6501 Existing Customer 42 M Uneducated Less than $40K
## 6502 Attrited Customer 47 M Graduate Less than $40K
## 6503 Attrited Customer 53 M Uneducated $120K +
## 6504 Existing Customer 49 F Graduate Less than $40K
## 6505 Existing Customer 45 M Post-Graduate $40K - $60K
## 6506 Existing Customer 48 M Doctorate $60K - $80K
## 6507 Attrited Customer 48 M High School $60K - $80K
## 6508 Existing Customer 57 F High School Less than $40K
## 6509 Existing Customer 56 F High School Less than $40K
## 6510 Existing Customer 46 M Post-Graduate $60K - $80K
## 6511 Existing Customer 42 M High School $60K - $80K
## 6512 Existing Customer 49 F Uneducated Less than $40K
## 6513 Existing Customer 48 M Post-Graduate $60K - $80K
## 6514 Existing Customer 55 F Post-Graduate $40K - $60K
## 6515 Existing Customer 63 F Uneducated Unknown
## 6516 Attrited Customer 44 M High School $60K - $80K
## 6517 Existing Customer 38 F High School Less than $40K
## 6518 Existing Customer 45 F Doctorate $40K - $60K
## 6519 Existing Customer 54 F High School Less than $40K
## 6520 Existing Customer 59 F Unknown Less than $40K
## 6521 Existing Customer 52 F College Unknown
## 6522 Attrited Customer 38 F College Less than $40K
## 6523 Attrited Customer 42 F Graduate Less than $40K
## 6524 Existing Customer 43 F Graduate Less than $40K
## 6525 Attrited Customer 44 F Unknown Less than $40K
## 6526 Existing Customer 52 M Graduate $80K - $120K
## 6527 Existing Customer 52 F Uneducated $40K - $60K
## 6528 Existing Customer 42 F College Less than $40K
## 6529 Existing Customer 53 F Graduate $40K - $60K
## 6530 Attrited Customer 52 M High School $120K +
## 6531 Existing Customer 34 F Graduate $40K - $60K
## 6532 Existing Customer 51 M Graduate $80K - $120K
## 6533 Existing Customer 43 F Unknown Less than $40K
## 6534 Existing Customer 48 F High School Less than $40K
## 6535 Attrited Customer 41 F High School Less than $40K
## 6536 Attrited Customer 59 F Unknown Less than $40K
## 6537 Existing Customer 62 M Graduate Less than $40K
## 6538 Existing Customer 37 M Unknown $80K - $120K
## 6539 Existing Customer 46 M Graduate $60K - $80K
## 6540 Existing Customer 50 F High School Less than $40K
## 6541 Existing Customer 40 F Unknown Less than $40K
## 6542 Attrited Customer 59 F Graduate Unknown
## 6543 Existing Customer 62 M Graduate $40K - $60K
## 6544 Attrited Customer 38 F Graduate $40K - $60K
## 6545 Attrited Customer 44 F College Less than $40K
## 6546 Existing Customer 59 F Graduate $40K - $60K
## 6547 Attrited Customer 48 F High School Less than $40K
## 6548 Attrited Customer 50 M Unknown $60K - $80K
## 6549 Existing Customer 46 F High School Less than $40K
## 6550 Existing Customer 43 M Unknown $40K - $60K
## 6551 Existing Customer 50 F High School Less than $40K
## 6552 Attrited Customer 44 M Graduate $60K - $80K
## 6553 Existing Customer 42 F Unknown Less than $40K
## 6554 Existing Customer 50 M Graduate $120K +
## 6555 Existing Customer 45 F High School Less than $40K
## 6556 Existing Customer 52 F Graduate $40K - $60K
## 6557 Existing Customer 49 M Uneducated $60K - $80K
## 6558 Existing Customer 60 F High School Less than $40K
## 6559 Existing Customer 38 F Graduate Less than $40K
## 6560 Attrited Customer 44 F Unknown $40K - $60K
## 6561 Existing Customer 47 M Graduate $40K - $60K
## 6562 Attrited Customer 57 F Uneducated Less than $40K
## 6563 Existing Customer 41 F Uneducated Unknown
## 6564 Existing Customer 35 F Unknown $40K - $60K
## 6565 Attrited Customer 39 M Graduate $80K - $120K
## 6566 Existing Customer 54 F College Less than $40K
## 6567 Existing Customer 43 F Graduate $40K - $60K
## 6568 Existing Customer 32 F Post-Graduate Less than $40K
## 6569 Existing Customer 58 F College Less than $40K
## 6570 Attrited Customer 33 M College $80K - $120K
## 6571 Existing Customer 56 M High School $120K +
## 6572 Attrited Customer 46 F Unknown Less than $40K
## 6573 Existing Customer 61 M Graduate $60K - $80K
## 6574 Existing Customer 50 M College $80K - $120K
## 6575 Existing Customer 44 M Uneducated $40K - $60K
## 6576 Existing Customer 46 M Uneducated $80K - $120K
## 6577 Attrited Customer 44 F Unknown Less than $40K
## 6578 Attrited Customer 44 F College Less than $40K
## 6579 Attrited Customer 46 F Graduate Less than $40K
## 6580 Existing Customer 42 M Uneducated $60K - $80K
## 6581 Attrited Customer 54 F Post-Graduate Less than $40K
## 6582 Existing Customer 39 F Graduate Less than $40K
## 6583 Attrited Customer 47 F Unknown Less than $40K
## 6584 Attrited Customer 46 F Unknown $40K - $60K
## 6585 Existing Customer 42 F Unknown Less than $40K
## 6586 Existing Customer 41 F Unknown Less than $40K
## 6587 Existing Customer 45 F High School Less than $40K
## 6588 Existing Customer 61 F Graduate $40K - $60K
## 6589 Existing Customer 46 F Unknown Less than $40K
## 6590 Existing Customer 32 F Unknown Less than $40K
## 6591 Existing Customer 55 F Unknown Less than $40K
## 6592 Attrited Customer 59 M High School $80K - $120K
## 6593 Existing Customer 49 M Unknown $80K - $120K
## 6594 Existing Customer 46 M Doctorate $120K +
## 6595 Existing Customer 60 F College Less than $40K
## 6596 Existing Customer 40 M Graduate $120K +
## 6597 Existing Customer 39 F Graduate Less than $40K
## 6598 Existing Customer 57 F Post-Graduate Less than $40K
## 6599 Attrited Customer 48 M Post-Graduate $120K +
## 6600 Existing Customer 55 F High School Less than $40K
## 6601 Existing Customer 44 F Uneducated Less than $40K
## 6602 Existing Customer 43 F Post-Graduate Less than $40K
## 6603 Attrited Customer 51 F Graduate Less than $40K
## 6604 Attrited Customer 41 M Doctorate $120K +
## 6605 Attrited Customer 52 M High School $60K - $80K
## 6606 Existing Customer 47 F Doctorate Less than $40K
## 6607 Attrited Customer 47 F Unknown $40K - $60K
## 6608 Existing Customer 54 F Uneducated Less than $40K
## 6609 Existing Customer 34 F High School Less than $40K
## 6610 Existing Customer 44 F College Less than $40K
## 6611 Existing Customer 46 F Graduate $40K - $60K
## 6612 Existing Customer 36 F Uneducated Unknown
## 6613 Existing Customer 30 F High School Less than $40K
## 6614 Existing Customer 39 F High School Unknown
## 6615 Existing Customer 45 M Unknown $40K - $60K
## 6616 Existing Customer 42 M Unknown $60K - $80K
## 6617 Existing Customer 32 F Graduate Unknown
## 6618 Attrited Customer 56 F Graduate Less than $40K
## 6619 Existing Customer 53 F Unknown Less than $40K
## 6620 Existing Customer 52 F Graduate $40K - $60K
## 6621 Existing Customer 45 M High School $80K - $120K
## 6622 Existing Customer 49 M High School $60K - $80K
## 6623 Attrited Customer 44 F Unknown Unknown
## 6624 Existing Customer 42 F College $40K - $60K
## 6625 Existing Customer 58 F Uneducated $40K - $60K
## 6626 Attrited Customer 60 M Unknown $60K - $80K
## 6627 Existing Customer 51 F Unknown Less than $40K
## 6628 Existing Customer 44 F Graduate Less than $40K
## 6629 Existing Customer 43 F Uneducated $40K - $60K
## 6630 Existing Customer 27 F Graduate Less than $40K
## 6631 Existing Customer 46 F Graduate Unknown
## 6632 Existing Customer 48 F High School Unknown
## 6633 Existing Customer 47 F Graduate Less than $40K
## 6634 Existing Customer 45 F Graduate Less than $40K
## 6635 Existing Customer 46 M Graduate $40K - $60K
## 6636 Existing Customer 55 M Graduate $120K +
## 6637 Existing Customer 51 F Doctorate $40K - $60K
## 6638 Existing Customer 42 F Graduate Less than $40K
## 6639 Existing Customer 40 M Unknown $120K +
## 6640 Existing Customer 65 M Doctorate Less than $40K
## 6641 Attrited Customer 49 F Graduate Less than $40K
## 6642 Existing Customer 51 M College $120K +
## 6643 Existing Customer 56 F Uneducated Unknown
## 6644 Existing Customer 41 F Unknown Less than $40K
## 6645 Attrited Customer 47 F High School Less than $40K
## 6646 Existing Customer 37 M Post-Graduate $80K - $120K
## 6647 Existing Customer 48 F High School Less than $40K
## 6648 Existing Customer 46 F Graduate Unknown
## 6649 Existing Customer 55 M Graduate $120K +
## 6650 Existing Customer 36 M Unknown Less than $40K
## 6651 Attrited Customer 44 F Graduate Less than $40K
## 6652 Existing Customer 47 F Post-Graduate $40K - $60K
## 6653 Existing Customer 46 M Uneducated $80K - $120K
## 6654 Existing Customer 43 F Graduate Unknown
## 6655 Existing Customer 46 M High School $80K - $120K
## 6656 Existing Customer 57 F High School Unknown
## 6657 Existing Customer 62 M Uneducated $60K - $80K
## 6658 Attrited Customer 47 M Graduate $40K - $60K
## 6659 Existing Customer 39 F High School Less than $40K
## 6660 Existing Customer 53 M High School $40K - $60K
## 6661 Attrited Customer 49 F High School Less than $40K
## 6662 Existing Customer 46 F Graduate $40K - $60K
## 6663 Existing Customer 39 M Post-Graduate $40K - $60K
## 6664 Attrited Customer 58 F High School Less than $40K
## 6665 Attrited Customer 43 F Uneducated $40K - $60K
## 6666 Existing Customer 39 F Graduate Unknown
## 6667 Existing Customer 44 F Unknown Less than $40K
## 6668 Attrited Customer 42 M Graduate $40K - $60K
## 6669 Existing Customer 65 M Graduate $40K - $60K
## 6670 Existing Customer 55 F Doctorate Less than $40K
## 6671 Existing Customer 31 F Unknown Unknown
## 6672 Attrited Customer 48 F Unknown Unknown
## 6673 Existing Customer 46 F Graduate Unknown
## 6674 Attrited Customer 41 F Graduate Less than $40K
## 6675 Existing Customer 36 F Uneducated Unknown
## 6676 Existing Customer 37 M Graduate $80K - $120K
## 6677 Existing Customer 43 M Graduate Less than $40K
## 6678 Existing Customer 46 M Graduate $60K - $80K
## 6679 Existing Customer 39 M Uneducated $80K - $120K
## 6680 Existing Customer 49 F Uneducated Less than $40K
## 6681 Existing Customer 39 F Graduate Less than $40K
## 6682 Existing Customer 52 F Graduate Unknown
## 6683 Existing Customer 41 M College $60K - $80K
## 6684 Existing Customer 46 F Graduate Unknown
## 6685 Attrited Customer 57 M Uneducated $60K - $80K
## 6686 Existing Customer 49 M Unknown Less than $40K
## 6687 Existing Customer 46 F Post-Graduate Unknown
## 6688 Existing Customer 38 F Post-Graduate Less than $40K
## 6689 Existing Customer 49 F High School Unknown
## 6690 Existing Customer 55 M Post-Graduate $80K - $120K
## 6691 Existing Customer 52 F Graduate Unknown
## 6692 Existing Customer 42 F Doctorate $40K - $60K
## 6693 Existing Customer 52 F High School Less than $40K
## 6694 Existing Customer 53 F Graduate $40K - $60K
## 6695 Existing Customer 45 F High School $40K - $60K
## 6696 Existing Customer 50 F Post-Graduate $40K - $60K
## 6697 Existing Customer 42 F High School Less than $40K
## 6698 Existing Customer 48 F Unknown Less than $40K
## 6699 Existing Customer 52 F Uneducated Less than $40K
## 6700 Existing Customer 57 F Doctorate Less than $40K
## 6701 Attrited Customer 56 F High School Unknown
## 6702 Existing Customer 48 M Graduate $80K - $120K
## 6703 Existing Customer 52 F Uneducated Less than $40K
## 6704 Existing Customer 56 M Uneducated $80K - $120K
## 6705 Existing Customer 43 F High School $40K - $60K
## 6706 Existing Customer 62 M Uneducated $60K - $80K
## 6707 Existing Customer 51 M Uneducated $80K - $120K
## 6708 Existing Customer 45 F Graduate Less than $40K
## 6709 Attrited Customer 39 F High School Unknown
## 6710 Existing Customer 45 M Graduate $120K +
## 6711 Existing Customer 56 F Uneducated $40K - $60K
## 6712 Existing Customer 57 F Uneducated Unknown
## 6713 Existing Customer 60 F Uneducated $40K - $60K
## 6714 Existing Customer 50 F Uneducated Unknown
## 6715 Existing Customer 44 F College Unknown
## 6716 Attrited Customer 49 M Graduate $60K - $80K
## 6717 Existing Customer 50 F Graduate Less than $40K
## 6718 Attrited Customer 36 M Graduate Less than $40K
## 6719 Existing Customer 57 F Post-Graduate $40K - $60K
## 6720 Attrited Customer 35 F Graduate Unknown
## 6721 Attrited Customer 46 M Post-Graduate $40K - $60K
## 6722 Existing Customer 29 F Unknown Unknown
## 6723 Existing Customer 40 F High School Less than $40K
## 6724 Existing Customer 50 F Uneducated Less than $40K
## 6725 Existing Customer 62 F Unknown $40K - $60K
## 6726 Existing Customer 49 F Uneducated Unknown
## 6727 Existing Customer 50 F Graduate Less than $40K
## 6728 Existing Customer 49 F Doctorate $40K - $60K
## 6729 Existing Customer 56 F Graduate Less than $40K
## 6730 Existing Customer 47 M Graduate $40K - $60K
## 6731 Existing Customer 56 F Unknown $40K - $60K
## 6732 Attrited Customer 41 F Graduate Less than $40K
## 6733 Existing Customer 63 M Unknown $60K - $80K
## 6734 Existing Customer 51 F Graduate Unknown
## 6735 Existing Customer 43 F High School Unknown
## 6736 Existing Customer 49 F High School Less than $40K
## 6737 Existing Customer 51 F Graduate $40K - $60K
## 6738 Existing Customer 44 M High School $60K - $80K
## 6739 Existing Customer 46 M Graduate $60K - $80K
## 6740 Attrited Customer 56 F Graduate $40K - $60K
## 6741 Existing Customer 41 F Uneducated Less than $40K
## 6742 Existing Customer 49 F Graduate Less than $40K
## 6743 Existing Customer 53 F College Less than $40K
## 6744 Attrited Customer 44 F Uneducated Less than $40K
## 6745 Existing Customer 45 M Unknown $40K - $60K
## 6746 Existing Customer 46 F Graduate Less than $40K
## 6747 Existing Customer 58 M Unknown $120K +
## 6748 Existing Customer 41 M Post-Graduate $40K - $60K
## 6749 Existing Customer 49 F Post-Graduate $40K - $60K
## 6750 Existing Customer 54 F Uneducated Unknown
## 6751 Existing Customer 52 F Graduate Less than $40K
## 6752 Existing Customer 47 F High School Less than $40K
## 6753 Existing Customer 40 F High School Less than $40K
## 6754 Existing Customer 53 F Graduate Unknown
## 6755 Existing Customer 46 F High School Less than $40K
## 6756 Existing Customer 53 F High School Less than $40K
## 6757 Existing Customer 28 F Unknown Less than $40K
## 6758 Existing Customer 43 F College Less than $40K
## 6759 Existing Customer 51 F Uneducated Less than $40K
## 6760 Existing Customer 58 F Uneducated Less than $40K
## 6761 Existing Customer 50 F College $40K - $60K
## 6762 Attrited Customer 42 F Unknown $40K - $60K
## 6763 Existing Customer 45 F Post-Graduate $40K - $60K
## 6764 Existing Customer 48 F Graduate $40K - $60K
## 6765 Attrited Customer 54 F Unknown Less than $40K
## 6766 Existing Customer 47 F High School Less than $40K
## 6767 Existing Customer 39 F Graduate Less than $40K
## 6768 Existing Customer 62 F Unknown Less than $40K
## 6769 Existing Customer 45 F Graduate $40K - $60K
## 6770 Existing Customer 56 F Graduate Less than $40K
## 6771 Attrited Customer 52 M Unknown $80K - $120K
## 6772 Existing Customer 46 F Uneducated Unknown
## 6773 Existing Customer 51 F Unknown Less than $40K
## 6774 Existing Customer 52 M Graduate $40K - $60K
## 6775 Existing Customer 44 F Graduate $40K - $60K
## 6776 Existing Customer 41 F Uneducated Less than $40K
## 6777 Existing Customer 52 F Graduate Less than $40K
## 6778 Attrited Customer 41 F Post-Graduate Less than $40K
## 6779 Attrited Customer 37 F Graduate $40K - $60K
## 6780 Existing Customer 60 F Graduate Less than $40K
## 6781 Existing Customer 47 F Uneducated $40K - $60K
## 6782 Existing Customer 42 F College Unknown
## 6783 Existing Customer 42 M Uneducated $80K - $120K
## 6784 Attrited Customer 50 F Unknown Less than $40K
## 6785 Existing Customer 49 F Uneducated Unknown
## 6786 Attrited Customer 36 F High School Unknown
## 6787 Existing Customer 43 M Unknown Less than $40K
## 6788 Existing Customer 57 M Unknown $80K - $120K
## 6789 Existing Customer 45 M College $80K - $120K
## 6790 Existing Customer 41 F Graduate Less than $40K
## 6791 Attrited Customer 39 F Graduate Less than $40K
## 6792 Existing Customer 44 F Graduate Less than $40K
## 6793 Existing Customer 43 F High School Less than $40K
## 6794 Existing Customer 56 M Graduate $40K - $60K
## 6795 Existing Customer 41 F Uneducated $40K - $60K
## 6796 Existing Customer 49 F Unknown Less than $40K
## 6797 Existing Customer 43 M Graduate $60K - $80K
## 6798 Existing Customer 39 F Graduate Less than $40K
## 6799 Existing Customer 46 M Unknown $60K - $80K
## 6800 Existing Customer 49 M Unknown $80K - $120K
## 6801 Existing Customer 44 M College $60K - $80K
## 6802 Attrited Customer 43 F Uneducated Less than $40K
## 6803 Existing Customer 56 F Unknown Less than $40K
## 6804 Existing Customer 56 F Graduate $40K - $60K
## 6805 Existing Customer 57 F High School Less than $40K
## 6806 Existing Customer 51 F Graduate Less than $40K
## 6807 Existing Customer 60 F High School $40K - $60K
## 6808 Existing Customer 43 F Graduate Less than $40K
## 6809 Existing Customer 37 F College $40K - $60K
## 6810 Existing Customer 46 F Graduate $40K - $60K
## 6811 Attrited Customer 50 F High School Less than $40K
## 6812 Attrited Customer 38 F High School Less than $40K
## 6813 Existing Customer 44 F Graduate $40K - $60K
## 6814 Existing Customer 52 F Uneducated Unknown
## 6815 Existing Customer 37 F High School Less than $40K
## 6816 Existing Customer 45 F Unknown Less than $40K
## 6817 Existing Customer 40 F Post-Graduate $40K - $60K
## 6818 Existing Customer 51 M Graduate $80K - $120K
## 6819 Existing Customer 57 F Graduate Less than $40K
## 6820 Existing Customer 40 M Uneducated $80K - $120K
## 6821 Existing Customer 61 F Graduate Less than $40K
## 6822 Existing Customer 57 F High School Less than $40K
## 6823 Attrited Customer 40 M Graduate $80K - $120K
## 6824 Existing Customer 50 F Graduate Less than $40K
## 6825 Existing Customer 42 F Uneducated Unknown
## 6826 Existing Customer 43 F Graduate $40K - $60K
## 6827 Attrited Customer 46 M Doctorate $80K - $120K
## 6828 Existing Customer 42 F College Less than $40K
## 6829 Existing Customer 41 F College Less than $40K
## 6830 Existing Customer 50 F High School Less than $40K
## 6831 Existing Customer 42 F Graduate Less than $40K
## 6832 Existing Customer 43 M Post-Graduate $40K - $60K
## 6833 Existing Customer 58 F Uneducated Less than $40K
## 6834 Existing Customer 52 F Graduate Unknown
## 6835 Existing Customer 40 F High School Less than $40K
## 6836 Existing Customer 41 F Graduate $40K - $60K
## 6837 Existing Customer 59 F Graduate Less than $40K
## 6838 Existing Customer 45 F Unknown Unknown
## 6839 Existing Customer 52 F High School Less than $40K
## 6840 Attrited Customer 36 F Graduate Less than $40K
## 6841 Existing Customer 43 F Graduate Less than $40K
## 6842 Existing Customer 49 F Post-Graduate Unknown
## 6843 Existing Customer 51 F College Less than $40K
## 6844 Existing Customer 52 M College $60K - $80K
## 6845 Existing Customer 45 F Graduate $40K - $60K
## 6846 Existing Customer 40 M College $80K - $120K
## 6847 Existing Customer 49 F Graduate Less than $40K
## 6848 Existing Customer 47 F High School $40K - $60K
## 6849 Attrited Customer 40 F College $40K - $60K
## 6850 Existing Customer 42 F Unknown Unknown
## 6851 Existing Customer 43 F Uneducated Less than $40K
## 6852 Existing Customer 52 F College $40K - $60K
## 6853 Existing Customer 63 M Graduate Less than $40K
## 6854 Existing Customer 40 F Graduate Less than $40K
## 6855 Existing Customer 60 F High School Less than $40K
## 6856 Existing Customer 36 F High School Unknown
## 6857 Existing Customer 56 F Graduate Less than $40K
## 6858 Existing Customer 45 F Graduate $40K - $60K
## 6859 Existing Customer 51 F Graduate Less than $40K
## 6860 Attrited Customer 48 F Uneducated Unknown
## 6861 Existing Customer 49 F Doctorate Unknown
## 6862 Attrited Customer 50 M Doctorate $120K +
## 6863 Attrited Customer 43 M College $40K - $60K
## 6864 Existing Customer 41 F High School $40K - $60K
## 6865 Attrited Customer 48 M Unknown $80K - $120K
## 6866 Existing Customer 55 F Unknown Unknown
## 6867 Existing Customer 41 M High School $40K - $60K
## 6868 Existing Customer 43 F Unknown Less than $40K
## 6869 Attrited Customer 47 F Post-Graduate Unknown
## 6870 Existing Customer 42 F Doctorate $40K - $60K
## 6871 Attrited Customer 54 M College $120K +
## 6872 Attrited Customer 43 F Uneducated Less than $40K
## 6873 Existing Customer 52 F Graduate Less than $40K
## 6874 Existing Customer 40 F Graduate Less than $40K
## 6875 Existing Customer 37 F Unknown Less than $40K
## 6876 Existing Customer 53 M Graduate $40K - $60K
## 6877 Existing Customer 56 F Graduate Less than $40K
## 6878 Existing Customer 53 F Graduate $40K - $60K
## 6879 Existing Customer 38 F Uneducated $40K - $60K
## 6880 Existing Customer 40 F Unknown Less than $40K
## 6881 Existing Customer 36 F Graduate Less than $40K
## 6882 Existing Customer 41 F High School Less than $40K
## 6883 Existing Customer 28 F College Unknown
## 6884 Existing Customer 41 F Post-Graduate Less than $40K
## 6885 Existing Customer 42 F Graduate Less than $40K
## 6886 Existing Customer 39 F Graduate $40K - $60K
## 6887 Existing Customer 49 F Uneducated Less than $40K
## 6888 Existing Customer 40 F College Less than $40K
## 6889 Existing Customer 50 M College $80K - $120K
## 6890 Existing Customer 44 F Uneducated Less than $40K
## 6891 Existing Customer 62 M Graduate Less than $40K
## 6892 Attrited Customer 55 F College Less than $40K
## 6893 Existing Customer 54 M Graduate $80K - $120K
## 6894 Attrited Customer 34 M Uneducated $60K - $80K
## 6895 Existing Customer 41 M Graduate $60K - $80K
## 6896 Attrited Customer 38 M Graduate $60K - $80K
## 6897 Existing Customer 57 F Graduate Less than $40K
## 6898 Existing Customer 39 F Graduate $40K - $60K
## 6899 Existing Customer 38 F Graduate Less than $40K
## 6900 Existing Customer 64 M Graduate Less than $40K
## 6901 Attrited Customer 54 M High School $80K - $120K
## 6902 Existing Customer 60 F Graduate $40K - $60K
## 6903 Existing Customer 46 M Graduate $60K - $80K
## 6904 Existing Customer 36 F Uneducated Less than $40K
## 6905 Existing Customer 47 F Graduate $40K - $60K
## 6906 Existing Customer 44 F Graduate Unknown
## 6907 Existing Customer 58 F High School $40K - $60K
## 6908 Attrited Customer 62 M Post-Graduate $60K - $80K
## 6909 Existing Customer 53 F High School Less than $40K
## 6910 Existing Customer 51 F Uneducated Less than $40K
## 6911 Existing Customer 41 M High School $80K - $120K
## 6912 Existing Customer 54 F Graduate Less than $40K
## 6913 Existing Customer 46 F Unknown $40K - $60K
## 6914 Attrited Customer 50 F Unknown $40K - $60K
## 6915 Attrited Customer 49 F Post-Graduate Less than $40K
## 6916 Existing Customer 39 F High School Less than $40K
## 6917 Existing Customer 45 F College $40K - $60K
## 6918 Existing Customer 48 F College Less than $40K
## 6919 Existing Customer 31 F Post-Graduate Unknown
## 6920 Existing Customer 57 F Unknown $40K - $60K
## 6921 Existing Customer 43 F College $40K - $60K
## 6922 Existing Customer 41 F High School Unknown
## 6923 Existing Customer 48 M Unknown $40K - $60K
## 6924 Existing Customer 52 F Graduate Unknown
## 6925 Attrited Customer 43 F Uneducated Less than $40K
## 6926 Existing Customer 27 F Post-Graduate Less than $40K
## 6927 Existing Customer 39 M Graduate $40K - $60K
## 6928 Attrited Customer 55 F Unknown Less than $40K
## 6929 Attrited Customer 54 M Uneducated $60K - $80K
## 6930 Existing Customer 40 F Uneducated Less than $40K
## 6931 Existing Customer 51 M College $80K - $120K
## 6932 Existing Customer 53 M Graduate $60K - $80K
## 6933 Existing Customer 47 F Uneducated Less than $40K
## 6934 Existing Customer 42 M High School $80K - $120K
## 6935 Existing Customer 38 F High School Less than $40K
## 6936 Attrited Customer 49 M Doctorate $40K - $60K
## 6937 Existing Customer 51 F High School Less than $40K
## 6938 Existing Customer 54 F Unknown Less than $40K
## 6939 Existing Customer 40 M Graduate $60K - $80K
## 6940 Existing Customer 47 F Uneducated Less than $40K
## 6941 Existing Customer 45 M Uneducated $40K - $60K
## 6942 Existing Customer 47 M Uneducated $60K - $80K
## 6943 Attrited Customer 57 M Uneducated $80K - $120K
## 6944 Existing Customer 50 F Graduate Less than $40K
## 6945 Attrited Customer 34 F Graduate Less than $40K
## 6946 Attrited Customer 43 M Unknown $120K +
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## 6951 Existing Customer 47 F Uneducated Less than $40K
## 6952 Existing Customer 51 M Graduate $120K +
## 6953 Attrited Customer 34 F Uneducated Less than $40K
## 6954 Existing Customer 42 F Unknown Less than $40K
## 6955 Existing Customer 58 F Unknown Less than $40K
## 6956 Existing Customer 38 F Graduate Less than $40K
## 6957 Existing Customer 57 M Uneducated $80K - $120K
## 6958 Attrited Customer 44 F High School $40K - $60K
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## 6961 Existing Customer 41 F High School Less than $40K
## 6962 Existing Customer 33 F Graduate Less than $40K
## 6963 Existing Customer 48 F Unknown Less than $40K
## 6964 Existing Customer 60 M Graduate $40K - $60K
## 6965 Existing Customer 59 F Unknown Unknown
## 6966 Existing Customer 56 F Graduate Less than $40K
## 6967 Existing Customer 41 F Graduate $40K - $60K
## 6968 Existing Customer 36 M Unknown $60K - $80K
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## 6972 Existing Customer 47 M Unknown $120K +
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## 6977 Existing Customer 40 F Graduate Unknown
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## 6979 Attrited Customer 38 M College $60K - $80K
## 6980 Attrited Customer 55 F Unknown Less than $40K
## 6981 Existing Customer 37 F Unknown Less than $40K
## 6982 Existing Customer 57 F Post-Graduate $40K - $60K
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## 6984 Existing Customer 54 F College Less than $40K
## 6985 Existing Customer 39 F Doctorate Less than $40K
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## 6988 Existing Customer 45 F Uneducated Less than $40K
## 6989 Existing Customer 36 F College Less than $40K
## 6990 Existing Customer 50 F Graduate Less than $40K
## 6991 Existing Customer 42 F Graduate Less than $40K
## 6992 Existing Customer 59 M High School $60K - $80K
## 6993 Attrited Customer 43 F Graduate $40K - $60K
## 6994 Existing Customer 33 M High School $40K - $60K
## 6995 Existing Customer 38 F High School Less than $40K
## 6996 Attrited Customer 46 M College $40K - $60K
## 6997 Existing Customer 44 F Graduate Less than $40K
## 6998 Existing Customer 59 M Unknown $40K - $60K
## 6999 Attrited Customer 49 F Uneducated $40K - $60K
## 7000 Existing Customer 50 F Uneducated Less than $40K
## 7001 Existing Customer 41 F College Unknown
## 7002 Existing Customer 51 F Uneducated Less than $40K
## 7003 Existing Customer 36 F Graduate Less than $40K
## 7004 Existing Customer 36 F College Less than $40K
## 7005 Existing Customer 37 F High School Less than $40K
## 7006 Existing Customer 39 F Graduate $40K - $60K
## 7007 Existing Customer 40 F Unknown Less than $40K
## 7008 Existing Customer 45 M High School $120K +
## 7009 Existing Customer 46 F High School Less than $40K
## 7010 Attrited Customer 38 F High School Less than $40K
## 7011 Existing Customer 44 M Post-Graduate $80K - $120K
## 7012 Existing Customer 42 F Graduate $40K - $60K
## 7013 Existing Customer 49 F High School Less than $40K
## 7014 Existing Customer 55 F Graduate Less than $40K
## 7015 Attrited Customer 56 F Post-Graduate Less than $40K
## 7016 Existing Customer 39 F Graduate Less than $40K
## 7017 Existing Customer 48 F Post-Graduate Unknown
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## 7019 Attrited Customer 58 F Unknown Unknown
## 7020 Existing Customer 36 F Unknown Less than $40K
## 7021 Attrited Customer 55 F Uneducated Less than $40K
## 7022 Attrited Customer 41 F Unknown Less than $40K
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## 7024 Existing Customer 43 M College $80K - $120K
## 7025 Existing Customer 35 F Graduate $40K - $60K
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## 7029 Attrited Customer 45 M Graduate $80K - $120K
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## 7032 Attrited Customer 52 F Uneducated Less than $40K
## 7033 Existing Customer 45 M Graduate $60K - $80K
## 7034 Existing Customer 50 M Doctorate $80K - $120K
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## 7036 Existing Customer 55 F Uneducated $40K - $60K
## 7037 Existing Customer 51 M High School Less than $40K
## 7038 Attrited Customer 44 F College Less than $40K
## 7039 Attrited Customer 39 M Post-Graduate $120K +
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## 7041 Existing Customer 46 M Graduate $120K +
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## 7043 Existing Customer 50 F Unknown Less than $40K
## 7044 Existing Customer 51 F High School Less than $40K
## 7045 Existing Customer 41 F High School Unknown
## 7046 Existing Customer 59 M Unknown $60K - $80K
## 7047 Existing Customer 47 F Uneducated Less than $40K
## 7048 Attrited Customer 61 M Graduate $60K - $80K
## 7049 Existing Customer 50 F High School Unknown
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## 7051 Existing Customer 31 F Graduate Less than $40K
## 7052 Attrited Customer 51 M Graduate $80K - $120K
## 7053 Existing Customer 60 M Graduate $60K - $80K
## 7054 Existing Customer 59 F High School Unknown
## 7055 Existing Customer 60 M Unknown $40K - $60K
## 7056 Existing Customer 50 M Unknown $120K +
## 7057 Existing Customer 42 F Graduate Less than $40K
## 7058 Existing Customer 54 F Post-Graduate Less than $40K
## 7059 Existing Customer 42 F High School Less than $40K
## 7060 Attrited Customer 48 F Uneducated Less than $40K
## 7061 Existing Customer 50 M Graduate $80K - $120K
## 7062 Existing Customer 48 M Unknown $60K - $80K
## 7063 Existing Customer 52 F Graduate $40K - $60K
## 7064 Attrited Customer 46 F Graduate $40K - $60K
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## 7067 Existing Customer 50 M High School $80K - $120K
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## 7069 Existing Customer 48 F High School Less than $40K
## 7070 Existing Customer 46 M Graduate $40K - $60K
## 7071 Attrited Customer 40 M Graduate $120K +
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## 7073 Existing Customer 54 F Graduate $40K - $60K
## 7074 Attrited Customer 54 F High School Unknown
## 7075 Attrited Customer 54 F Graduate Less than $40K
## 7076 Existing Customer 37 F Doctorate Less than $40K
## 7077 Existing Customer 38 F High School $40K - $60K
## 7078 Existing Customer 42 F High School $40K - $60K
## 7079 Existing Customer 42 F College Less than $40K
## 7080 Existing Customer 45 F College Less than $40K
## 7081 Attrited Customer 54 F Graduate Less than $40K
## 7082 Attrited Customer 43 M High School $80K - $120K
## 7083 Attrited Customer 45 F Graduate $40K - $60K
## 7084 Existing Customer 49 F College Less than $40K
## 7085 Existing Customer 41 M Graduate $120K +
## 7086 Existing Customer 44 F Graduate Unknown
## 7087 Existing Customer 46 F Uneducated Unknown
## 7088 Existing Customer 39 F Graduate Less than $40K
## 7089 Existing Customer 46 M Graduate $80K - $120K
## 7090 Existing Customer 58 M Post-Graduate $80K - $120K
## 7091 Existing Customer 47 F Graduate Less than $40K
## 7092 Attrited Customer 56 F High School Less than $40K
## 7093 Existing Customer 54 M Uneducated $80K - $120K
## 7094 Existing Customer 51 F High School Less than $40K
## 7095 Existing Customer 58 F High School Unknown
## 7096 Existing Customer 36 F Uneducated $40K - $60K
## 7097 Existing Customer 52 F Unknown Less than $40K
## 7098 Existing Customer 45 F Graduate $40K - $60K
## 7099 Existing Customer 51 M Doctorate $60K - $80K
## 7100 Existing Customer 54 F College Less than $40K
## 7101 Existing Customer 50 F Post-Graduate Unknown
## 7102 Existing Customer 37 F Graduate Less than $40K
## 7103 Existing Customer 42 F Unknown Less than $40K
## 7104 Existing Customer 47 F High School Less than $40K
## 7105 Existing Customer 45 F Graduate $40K - $60K
## 7106 Existing Customer 40 M High School $40K - $60K
## 7107 Existing Customer 48 M Unknown $80K - $120K
## 7108 Existing Customer 42 F Unknown $40K - $60K
## 7109 Existing Customer 47 M College $60K - $80K
## 7110 Existing Customer 54 F College Less than $40K
## 7111 Existing Customer 38 M Graduate $40K - $60K
## 7112 Attrited Customer 43 M College $60K - $80K
## 7113 Existing Customer 43 F High School Less than $40K
## 7114 Attrited Customer 37 F High School Unknown
## 7115 Existing Customer 41 F High School $40K - $60K
## 7116 Existing Customer 45 F Unknown Less than $40K
## 7117 Existing Customer 49 F Unknown Less than $40K
## 7118 Existing Customer 54 F Graduate Less than $40K
## 7119 Attrited Customer 45 M High School Less than $40K
## 7120 Existing Customer 52 M Unknown $80K - $120K
## 7121 Existing Customer 40 F High School $40K - $60K
## 7122 Existing Customer 54 F College Less than $40K
## 7123 Existing Customer 52 F Post-Graduate Less than $40K
## 7124 Existing Customer 58 F High School Less than $40K
## 7125 Existing Customer 51 F Graduate Less than $40K
## 7126 Existing Customer 40 M Graduate $120K +
## 7127 Attrited Customer 49 F Unknown Less than $40K
## 7128 Existing Customer 39 F High School Unknown
## 7129 Attrited Customer 54 F Doctorate Less than $40K
## 7130 Existing Customer 42 M High School $80K - $120K
## 7131 Existing Customer 40 F Unknown Less than $40K
## 7132 Existing Customer 41 F Unknown $40K - $60K
## 7133 Existing Customer 50 F Uneducated Less than $40K
## 7134 Attrited Customer 47 M Doctorate $80K - $120K
## 7135 Existing Customer 46 M High School $60K - $80K
## 7136 Attrited Customer 52 F Graduate Less than $40K
## 7137 Existing Customer 53 F Unknown Unknown
## 7138 Existing Customer 56 F Unknown Less than $40K
## 7139 Existing Customer 57 F Graduate $40K - $60K
## 7140 Existing Customer 56 F Uneducated $40K - $60K
## 7141 Existing Customer 34 F Uneducated Less than $40K
## 7142 Existing Customer 46 M High School $80K - $120K
## 7143 Existing Customer 47 F High School $40K - $60K
## 7144 Attrited Customer 40 F Unknown $40K - $60K
## 7145 Existing Customer 53 M High School $60K - $80K
## 7146 Existing Customer 55 M Graduate $80K - $120K
## 7147 Existing Customer 51 F Graduate $40K - $60K
## 7148 Existing Customer 52 F Unknown Less than $40K
## 7149 Existing Customer 40 M Uneducated $80K - $120K
## 7150 Existing Customer 45 F Unknown Less than $40K
## 7151 Attrited Customer 46 F Graduate Less than $40K
## 7152 Existing Customer 38 F Graduate Less than $40K
## 7153 Existing Customer 46 F Unknown Less than $40K
## 7154 Existing Customer 47 F High School Less than $40K
## 7155 Existing Customer 44 F Uneducated $40K - $60K
## 7156 Attrited Customer 36 M Graduate $80K - $120K
## 7157 Existing Customer 40 M Graduate $60K - $80K
## 7158 Existing Customer 49 F Graduate Less than $40K
## 7159 Existing Customer 56 F College Unknown
## 7160 Existing Customer 45 F Graduate Less than $40K
## 7161 Attrited Customer 38 F High School Less than $40K
## 7162 Existing Customer 43 F Uneducated Less than $40K
## 7163 Existing Customer 48 M Graduate $40K - $60K
## 7164 Existing Customer 39 F Unknown Less than $40K
## 7165 Existing Customer 62 F Unknown Less than $40K
## 7166 Attrited Customer 47 F Graduate Unknown
## 7167 Existing Customer 57 F High School Unknown
## 7168 Existing Customer 48 F Unknown Unknown
## 7169 Existing Customer 48 F Uneducated $40K - $60K
## 7170 Existing Customer 34 F Graduate Less than $40K
## 7171 Existing Customer 46 F College Less than $40K
## 7172 Existing Customer 49 F Post-Graduate Less than $40K
## 7173 Attrited Customer 48 F College Less than $40K
## 7174 Existing Customer 42 F Graduate $40K - $60K
## 7175 Existing Customer 47 M Graduate $60K - $80K
## 7176 Attrited Customer 45 M Graduate $80K - $120K
## 7177 Existing Customer 41 M High School $40K - $60K
## 7178 Existing Customer 45 F High School $40K - $60K
## 7179 Existing Customer 57 M Uneducated $80K - $120K
## 7180 Existing Customer 49 F Uneducated Less than $40K
## 7181 Existing Customer 50 F Uneducated Less than $40K
## 7182 Existing Customer 51 F Graduate Less than $40K
## 7183 Existing Customer 44 F Uneducated Unknown
## 7184 Existing Customer 40 F Uneducated Unknown
## 7185 Existing Customer 37 F Graduate Less than $40K
## 7186 Existing Customer 46 M Unknown $80K - $120K
## 7187 Existing Customer 39 F Graduate Less than $40K
## 7188 Attrited Customer 38 F Unknown $40K - $60K
## 7189 Existing Customer 45 F Unknown Less than $40K
## 7190 Attrited Customer 37 F Post-Graduate Less than $40K
## 7191 Existing Customer 43 F Uneducated $40K - $60K
## 7192 Existing Customer 48 F Graduate Less than $40K
## 7193 Existing Customer 51 F Uneducated Less than $40K
## 7194 Attrited Customer 44 F Doctorate Unknown
## 7195 Existing Customer 39 M Graduate $80K - $120K
## 7196 Existing Customer 47 M College $80K - $120K
## 7197 Attrited Customer 51 F Graduate $40K - $60K
## 7198 Existing Customer 54 M High School $60K - $80K
## 7199 Existing Customer 53 F Unknown $40K - $60K
## 7200 Existing Customer 48 M High School $60K - $80K
## 7201 Existing Customer 35 M College Less than $40K
## 7202 Existing Customer 46 F Unknown $40K - $60K
## 7203 Existing Customer 49 F Unknown $40K - $60K
## 7204 Attrited Customer 42 F Uneducated Less than $40K
## 7205 Existing Customer 43 F Uneducated Less than $40K
## 7206 Existing Customer 52 M Unknown $80K - $120K
## 7207 Existing Customer 50 M College $120K +
## 7208 Attrited Customer 54 M High School $80K - $120K
## 7209 Existing Customer 55 F Uneducated Unknown
## 7210 Existing Customer 52 F Graduate Less than $40K
## 7211 Existing Customer 40 F High School Less than $40K
## 7212 Existing Customer 60 F Unknown Less than $40K
## 7213 Existing Customer 45 F Post-Graduate Less than $40K
## 7214 Existing Customer 44 F College Unknown
## 7215 Existing Customer 44 F Graduate $40K - $60K
## 7216 Existing Customer 57 F Doctorate Unknown
## 7217 Attrited Customer 34 F Graduate Unknown
## 7218 Existing Customer 52 M Unknown Less than $40K
## 7219 Attrited Customer 42 F High School $40K - $60K
## 7220 Existing Customer 42 F Unknown Less than $40K
## 7221 Existing Customer 51 F Doctorate Less than $40K
## 7222 Existing Customer 47 M High School $60K - $80K
## 7223 Existing Customer 48 F Graduate Less than $40K
## 7224 Attrited Customer 39 F Uneducated $40K - $60K
## 7225 Existing Customer 56 F Unknown Less than $40K
## 7226 Existing Customer 48 F Graduate Less than $40K
## 7227 Attrited Customer 46 F Post-Graduate Unknown
## 7228 Existing Customer 46 F Graduate Less than $40K
## 7229 Existing Customer 40 F Unknown Less than $40K
## 7230 Existing Customer 44 F Graduate Unknown
## 7231 Existing Customer 45 F High School Unknown
## 7232 Existing Customer 44 M Graduate $60K - $80K
## 7233 Attrited Customer 49 M Graduate $80K - $120K
## 7234 Existing Customer 45 M Unknown $80K - $120K
## 7235 Existing Customer 44 F High School Unknown
## 7236 Existing Customer 58 M High School $80K - $120K
## 7237 Existing Customer 38 F Graduate $40K - $60K
## 7238 Existing Customer 48 M Graduate $80K - $120K
## 7239 Existing Customer 43 F College Less than $40K
## 7240 Existing Customer 36 F Unknown Unknown
## 7241 Existing Customer 59 M Graduate $60K - $80K
## 7242 Attrited Customer 40 M Post-Graduate $80K - $120K
## 7243 Existing Customer 36 F Uneducated Less than $40K
## 7244 Existing Customer 40 M Unknown $60K - $80K
## 7245 Attrited Customer 36 M Unknown $80K - $120K
## 7246 Existing Customer 60 F Graduate $40K - $60K
## 7247 Existing Customer 47 M Doctorate $40K - $60K
## 7248 Existing Customer 37 F Graduate Unknown
## 7249 Existing Customer 51 F Doctorate Less than $40K
## 7250 Existing Customer 42 F Doctorate Less than $40K
## 7251 Existing Customer 42 F Uneducated Unknown
## 7252 Existing Customer 45 F Uneducated Unknown
## 7253 Existing Customer 52 F Graduate Less than $40K
## 7254 Attrited Customer 57 F Graduate Less than $40K
## 7255 Existing Customer 46 M Graduate Less than $40K
## 7256 Attrited Customer 35 F Unknown $40K - $60K
## 7257 Existing Customer 54 F Unknown Less than $40K
## 7258 Existing Customer 47 F College Less than $40K
## 7259 Existing Customer 26 F High School Less than $40K
## 7260 Existing Customer 56 F Graduate Unknown
## 7261 Existing Customer 47 M Unknown $60K - $80K
## 7262 Existing Customer 37 F Unknown Less than $40K
## 7263 Attrited Customer 44 F Graduate Less than $40K
## 7264 Existing Customer 53 M College $120K +
## 7265 Attrited Customer 33 M Graduate $60K - $80K
## 7266 Existing Customer 46 F Uneducated Less than $40K
## 7267 Attrited Customer 44 F Unknown Less than $40K
## 7268 Attrited Customer 48 F High School $40K - $60K
## 7269 Existing Customer 45 M Doctorate $120K +
## 7270 Existing Customer 48 F Graduate Unknown
## 7271 Existing Customer 53 M High School $60K - $80K
## 7272 Existing Customer 44 M Graduate $60K - $80K
## 7273 Existing Customer 43 M Uneducated $40K - $60K
## 7274 Attrited Customer 50 F Graduate Less than $40K
## 7275 Existing Customer 47 F Unknown Less than $40K
## 7276 Existing Customer 50 F Uneducated Unknown
## 7277 Attrited Customer 40 F Doctorate Less than $40K
## 7278 Attrited Customer 37 F High School Less than $40K
## 7279 Existing Customer 47 F Uneducated Less than $40K
## 7280 Existing Customer 40 F Uneducated Less than $40K
## 7281 Attrited Customer 43 F Uneducated Less than $40K
## 7282 Existing Customer 56 F College $40K - $60K
## 7283 Existing Customer 43 F High School Less than $40K
## 7284 Existing Customer 50 F Uneducated Less than $40K
## 7285 Attrited Customer 50 F Unknown Unknown
## 7286 Existing Customer 55 M High School $120K +
## 7287 Existing Customer 27 F Uneducated Less than $40K
## 7288 Attrited Customer 44 F College Less than $40K
## 7289 Existing Customer 49 F Uneducated Unknown
## 7290 Existing Customer 51 F Post-Graduate $40K - $60K
## 7291 Attrited Customer 43 F Uneducated Less than $40K
## 7292 Attrited Customer 54 F High School Less than $40K
## 7293 Existing Customer 44 M Graduate $40K - $60K
## 7294 Existing Customer 56 F Unknown Less than $40K
## 7295 Existing Customer 53 M Unknown Less than $40K
## 7296 Existing Customer 45 F High School $40K - $60K
## 7297 Attrited Customer 49 F High School Less than $40K
## 7298 Existing Customer 38 F Doctorate Less than $40K
## 7299 Attrited Customer 54 M College $120K +
## 7300 Existing Customer 45 M Graduate $120K +
## 7301 Attrited Customer 53 M Unknown $80K - $120K
## 7302 Existing Customer 48 F Graduate Unknown
## 7303 Existing Customer 36 F Uneducated Less than $40K
## 7304 Existing Customer 40 M Unknown $80K - $120K
## 7305 Existing Customer 53 F Unknown $40K - $60K
## 7306 Existing Customer 40 F High School Less than $40K
## 7307 Existing Customer 41 F High School $40K - $60K
## 7308 Attrited Customer 37 F Graduate Less than $40K
## 7309 Existing Customer 43 F Graduate Less than $40K
## 7310 Existing Customer 52 F Uneducated Less than $40K
## 7311 Existing Customer 48 F Unknown Unknown
## 7312 Existing Customer 60 F College Less than $40K
## 7313 Existing Customer 39 F College Less than $40K
## 7314 Existing Customer 37 M Unknown $40K - $60K
## 7315 Existing Customer 40 F Uneducated Less than $40K
## 7316 Existing Customer 34 F College Less than $40K
## 7317 Existing Customer 48 F Uneducated Less than $40K
## 7318 Attrited Customer 56 F Uneducated Less than $40K
## 7319 Existing Customer 44 F Doctorate $40K - $60K
## 7320 Existing Customer 47 F High School Less than $40K
## 7321 Existing Customer 45 F Uneducated Less than $40K
## 7322 Existing Customer 47 F Graduate Unknown
## 7323 Existing Customer 35 F Graduate $40K - $60K
## 7324 Existing Customer 42 F College Less than $40K
## 7325 Attrited Customer 47 M Uneducated $40K - $60K
## 7326 Existing Customer 47 F Uneducated Unknown
## 7327 Existing Customer 47 M College $40K - $60K
## 7328 Existing Customer 50 F Uneducated $40K - $60K
## 7329 Existing Customer 51 F High School $40K - $60K
## 7330 Existing Customer 45 F College Less than $40K
## 7331 Attrited Customer 47 F Unknown Less than $40K
## 7332 Attrited Customer 42 M High School $60K - $80K
## 7333 Existing Customer 52 M Unknown $80K - $120K
## 7334 Attrited Customer 45 F College $40K - $60K
## 7335 Existing Customer 48 M Graduate $40K - $60K
## 7336 Existing Customer 52 F Graduate $40K - $60K
## 7337 Attrited Customer 58 F Post-Graduate Less than $40K
## 7338 Existing Customer 43 F High School Less than $40K
## 7339 Existing Customer 39 F College $40K - $60K
## 7340 Existing Customer 53 M College $60K - $80K
## 7341 Existing Customer 52 F Graduate Unknown
## 7342 Existing Customer 40 M Graduate $40K - $60K
## 7343 Existing Customer 62 F Graduate Less than $40K
## 7344 Existing Customer 52 F Unknown $40K - $60K
## 7345 Attrited Customer 59 F Graduate Less than $40K
## 7346 Existing Customer 49 F Unknown Less than $40K
## 7347 Existing Customer 53 F Graduate Less than $40K
## 7348 Existing Customer 48 F Post-Graduate Less than $40K
## 7349 Existing Customer 59 F Unknown $40K - $60K
## 7350 Existing Customer 50 M Unknown $120K +
## 7351 Attrited Customer 54 F Graduate $40K - $60K
## 7352 Existing Customer 41 M Graduate $60K - $80K
## 7353 Existing Customer 57 F Graduate Less than $40K
## 7354 Existing Customer 50 F High School Less than $40K
## 7355 Existing Customer 43 M Unknown $60K - $80K
## 7356 Existing Customer 47 F High School Unknown
## 7357 Existing Customer 55 M High School $60K - $80K
## 7358 Existing Customer 50 F Graduate Less than $40K
## 7359 Existing Customer 46 F Unknown Unknown
## 7360 Existing Customer 47 M Graduate $60K - $80K
## 7361 Existing Customer 53 F Graduate Less than $40K
## 7362 Existing Customer 48 F High School Unknown
## 7363 Existing Customer 60 F Graduate Less than $40K
## 7364 Existing Customer 42 M Post-Graduate $80K - $120K
## 7365 Existing Customer 52 F Graduate $40K - $60K
## 7366 Existing Customer 44 F High School Less than $40K
## 7367 Existing Customer 38 M High School $60K - $80K
## 7368 Existing Customer 51 M High School $80K - $120K
## 7369 Existing Customer 50 F Graduate Less than $40K
## 7370 Existing Customer 41 F High School Unknown
## 7371 Existing Customer 61 F College Unknown
## 7372 Existing Customer 53 F Graduate Less than $40K
## 7373 Attrited Customer 47 F Graduate Less than $40K
## 7374 Existing Customer 41 M Graduate $60K - $80K
## 7375 Existing Customer 54 F Doctorate Less than $40K
## 7376 Existing Customer 53 F Uneducated Less than $40K
## 7377 Attrited Customer 43 F High School Less than $40K
## 7378 Attrited Customer 42 F Graduate Less than $40K
## 7379 Existing Customer 32 F Uneducated Unknown
## 7380 Existing Customer 45 F Graduate Less than $40K
## 7381 Attrited Customer 39 F Uneducated $40K - $60K
## 7382 Existing Customer 48 M High School $60K - $80K
## 7383 Existing Customer 56 F Unknown Less than $40K
## 7384 Existing Customer 48 F Graduate Unknown
## 7385 Attrited Customer 42 F Graduate Less than $40K
## 7386 Existing Customer 46 F Graduate Less than $40K
## 7387 Existing Customer 46 F College Less than $40K
## 7388 Attrited Customer 59 M High School Less than $40K
## 7389 Existing Customer 60 M Graduate $120K +
## 7390 Existing Customer 54 F Graduate Unknown
## 7391 Attrited Customer 50 M Unknown $60K - $80K
## 7392 Attrited Customer 41 F Uneducated $40K - $60K
## 7393 Existing Customer 49 F Graduate Less than $40K
## 7394 Existing Customer 47 F College Less than $40K
## 7395 Existing Customer 42 M Graduate $40K - $60K
## 7396 Attrited Customer 35 F College Less than $40K
## 7397 Existing Customer 47 F Unknown Unknown
## 7398 Existing Customer 47 M Unknown $80K - $120K
## 7399 Existing Customer 44 F Graduate Less than $40K
## 7400 Existing Customer 32 F High School Unknown
## 7401 Existing Customer 50 M Post-Graduate $80K - $120K
## 7402 Existing Customer 46 F Graduate Less than $40K
## 7403 Attrited Customer 52 F Graduate Less than $40K
## 7404 Existing Customer 38 M Unknown $60K - $80K
## 7405 Existing Customer 44 F High School Less than $40K
## 7406 Existing Customer 43 F Graduate Less than $40K
## 7407 Existing Customer 52 F Graduate Less than $40K
## 7408 Existing Customer 47 M Graduate $60K - $80K
## 7409 Existing Customer 50 F Graduate Less than $40K
## 7410 Attrited Customer 44 F Graduate Less than $40K
## 7411 Attrited Customer 49 F Graduate Less than $40K
## 7412 Existing Customer 46 M High School $120K +
## 7413 Attrited Customer 36 F Uneducated Less than $40K
## 7414 Attrited Customer 50 M Post-Graduate $60K - $80K
## 7415 Existing Customer 41 F High School Less than $40K
## 7416 Attrited Customer 50 F Doctorate Less than $40K
## 7417 Existing Customer 46 F College Less than $40K
## 7418 Existing Customer 46 F Graduate Less than $40K
## 7419 Attrited Customer 46 F Graduate Unknown
## 7420 Attrited Customer 51 F High School Less than $40K
## 7421 Existing Customer 51 F Graduate $40K - $60K
## 7422 Attrited Customer 61 M Uneducated $80K - $120K
## 7423 Existing Customer 38 F College Unknown
## 7424 Existing Customer 44 F Graduate $40K - $60K
## 7425 Existing Customer 45 F Graduate $40K - $60K
## 7426 Existing Customer 48 F College Less than $40K
## 7427 Existing Customer 37 F High School Less than $40K
## 7428 Existing Customer 63 F Unknown Less than $40K
## 7429 Existing Customer 46 F College $40K - $60K
## 7430 Existing Customer 50 F Uneducated $40K - $60K
## 7431 Existing Customer 51 M College $120K +
## 7432 Existing Customer 43 F Uneducated Unknown
## 7433 Existing Customer 47 F High School Unknown
## 7434 Existing Customer 49 F Graduate Unknown
## 7435 Existing Customer 42 F College Less than $40K
## 7436 Existing Customer 35 F High School Less than $40K
## 7437 Existing Customer 38 F Graduate Unknown
## 7438 Existing Customer 37 F College $40K - $60K
## 7439 Existing Customer 42 F Graduate Less than $40K
## 7440 Existing Customer 50 F High School Unknown
## 7441 Existing Customer 42 F Unknown Less than $40K
## 7442 Existing Customer 43 F College $40K - $60K
## 7443 Attrited Customer 44 M Graduate $80K - $120K
## 7444 Existing Customer 44 F College Less than $40K
## 7445 Existing Customer 48 F Doctorate Unknown
## 7446 Existing Customer 41 F Graduate $40K - $60K
## 7447 Existing Customer 47 F Uneducated $40K - $60K
## 7448 Existing Customer 42 F Uneducated Unknown
## 7449 Existing Customer 54 F Graduate Unknown
## 7450 Existing Customer 47 F High School Unknown
## 7451 Existing Customer 43 F Graduate $40K - $60K
## 7452 Existing Customer 44 F Graduate Unknown
## 7453 Existing Customer 44 F High School Unknown
## 7454 Existing Customer 45 F Doctorate Less than $40K
## 7455 Existing Customer 40 F Graduate Less than $40K
## 7456 Existing Customer 50 F College $40K - $60K
## 7457 Existing Customer 46 M High School $60K - $80K
## 7458 Existing Customer 37 F College Less than $40K
## 7459 Existing Customer 60 F Doctorate Unknown
## 7460 Attrited Customer 39 F Unknown $40K - $60K
## 7461 Existing Customer 50 F Graduate Unknown
## 7462 Attrited Customer 34 F Graduate Less than $40K
## 7463 Existing Customer 43 M Graduate $40K - $60K
## 7464 Existing Customer 40 F Graduate Less than $40K
## 7465 Existing Customer 30 F College Unknown
## 7466 Existing Customer 38 F Uneducated Unknown
## 7467 Attrited Customer 40 M Doctorate $40K - $60K
## 7468 Existing Customer 53 F Uneducated Less than $40K
## 7469 Existing Customer 44 F Graduate Less than $40K
## 7470 Existing Customer 52 F Uneducated Less than $40K
## 7471 Existing Customer 42 F Graduate Less than $40K
## 7472 Attrited Customer 42 F Graduate $40K - $60K
## 7473 Existing Customer 53 F Graduate Unknown
## 7474 Existing Customer 45 M High School $60K - $80K
## 7475 Existing Customer 34 M Graduate $40K - $60K
## 7476 Existing Customer 56 F Graduate Less than $40K
## 7477 Existing Customer 34 F Graduate Less than $40K
## 7478 Existing Customer 35 F College Unknown
## 7479 Attrited Customer 43 M College $80K - $120K
## 7480 Existing Customer 50 M Graduate $120K +
## 7481 Existing Customer 40 F College Less than $40K
## 7482 Existing Customer 49 F Unknown Less than $40K
## 7483 Existing Customer 52 F Unknown $40K - $60K
## 7484 Attrited Customer 40 M High School $60K - $80K
## 7485 Attrited Customer 56 F College Less than $40K
## 7486 Existing Customer 49 F High School Less than $40K
## 7487 Existing Customer 50 M Graduate $60K - $80K
## 7488 Existing Customer 39 M Graduate $60K - $80K
## 7489 Existing Customer 33 F Doctorate Unknown
## 7490 Attrited Customer 52 F Graduate Less than $40K
## 7491 Existing Customer 42 F High School Less than $40K
## 7492 Attrited Customer 49 M Graduate $80K - $120K
## 7493 Existing Customer 44 F Uneducated $40K - $60K
## 7494 Attrited Customer 39 F College $40K - $60K
## 7495 Existing Customer 45 F Post-Graduate Less than $40K
## 7496 Existing Customer 47 M Graduate $60K - $80K
## 7497 Existing Customer 62 M Unknown Unknown
## 7498 Attrited Customer 46 M College $60K - $80K
## 7499 Existing Customer 52 F High School Unknown
## 7500 Attrited Customer 48 F High School Less than $40K
## 7501 Existing Customer 49 F Unknown Less than $40K
## 7502 Existing Customer 42 F Uneducated Unknown
## 7503 Existing Customer 49 F Unknown $40K - $60K
## 7504 Existing Customer 51 M Unknown $80K - $120K
## 7505 Existing Customer 53 F Graduate Less than $40K
## 7506 Existing Customer 49 F Graduate $40K - $60K
## 7507 Existing Customer 55 F College Less than $40K
## 7508 Existing Customer 46 F Uneducated $40K - $60K
## 7509 Existing Customer 34 F High School $40K - $60K
## 7510 Existing Customer 44 M High School $40K - $60K
## 7511 Existing Customer 39 M Graduate $80K - $120K
## 7512 Existing Customer 47 F Post-Graduate $40K - $60K
## 7513 Existing Customer 49 F Uneducated Less than $40K
## 7514 Existing Customer 46 F Graduate Unknown
## 7515 Existing Customer 42 M High School $80K - $120K
## 7516 Existing Customer 31 F High School Less than $40K
## 7517 Existing Customer 48 F Post-Graduate Unknown
## 7518 Existing Customer 52 F Doctorate Less than $40K
## 7519 Existing Customer 39 F Graduate $40K - $60K
## 7520 Existing Customer 43 F Unknown Less than $40K
## 7521 Existing Customer 57 F College Less than $40K
## 7522 Existing Customer 46 M College $60K - $80K
## 7523 Existing Customer 45 F Uneducated Less than $40K
## 7524 Existing Customer 45 F Graduate $40K - $60K
## 7525 Attrited Customer 41 F Uneducated Unknown
## 7526 Existing Customer 46 F High School Less than $40K
## 7527 Existing Customer 51 F Unknown Less than $40K
## 7528 Existing Customer 48 F Graduate Unknown
## 7529 Attrited Customer 37 M High School $120K +
## 7530 Attrited Customer 41 F College Less than $40K
## 7531 Existing Customer 47 M Uneducated $80K - $120K
## 7532 Existing Customer 35 F Unknown Less than $40K
## 7533 Existing Customer 43 M Unknown $60K - $80K
## 7534 Existing Customer 57 F High School $40K - $60K
## 7535 Existing Customer 30 F Graduate Less than $40K
## 7536 Existing Customer 47 M Graduate $40K - $60K
## 7537 Existing Customer 34 M Uneducated $60K - $80K
## 7538 Existing Customer 41 F High School Unknown
## 7539 Existing Customer 36 M College $80K - $120K
## 7540 Existing Customer 47 F Graduate Less than $40K
## 7541 Existing Customer 53 F Graduate Less than $40K
## 7542 Existing Customer 52 F Graduate Less than $40K
## 7543 Existing Customer 49 M College $80K - $120K
## 7544 Existing Customer 52 F High School Less than $40K
## 7545 Attrited Customer 48 F Unknown Unknown
## 7546 Existing Customer 46 F Graduate Unknown
## 7547 Existing Customer 26 F Graduate Less than $40K
## 7548 Existing Customer 40 F High School Unknown
## 7549 Existing Customer 39 F Graduate Less than $40K
## 7550 Existing Customer 40 F Uneducated $40K - $60K
## 7551 Attrited Customer 51 M Unknown $80K - $120K
## 7552 Existing Customer 43 F Graduate Less than $40K
## 7553 Existing Customer 46 F Uneducated $40K - $60K
## 7554 Existing Customer 46 M High School $120K +
## 7555 Existing Customer 58 M High School $60K - $80K
## 7556 Existing Customer 46 M Graduate $60K - $80K
## 7557 Existing Customer 50 M Graduate $80K - $120K
## 7558 Attrited Customer 37 F College Unknown
## 7559 Existing Customer 55 F College $40K - $60K
## 7560 Existing Customer 52 F College Unknown
## 7561 Existing Customer 48 F High School Less than $40K
## 7562 Existing Customer 46 M Graduate $60K - $80K
## 7563 Existing Customer 49 F Uneducated Less than $40K
## 7564 Existing Customer 55 M Uneducated $120K +
## 7565 Existing Customer 52 F Unknown $40K - $60K
## 7566 Existing Customer 44 F Graduate Unknown
## 7567 Existing Customer 42 M Graduate $60K - $80K
## 7568 Existing Customer 41 F High School Less than $40K
## 7569 Existing Customer 48 F Graduate Less than $40K
## 7570 Attrited Customer 42 F Uneducated Unknown
## 7571 Existing Customer 43 F High School Less than $40K
## 7572 Existing Customer 42 M Graduate $60K - $80K
## 7573 Existing Customer 49 M College $80K - $120K
## 7574 Existing Customer 50 F Graduate Less than $40K
## 7575 Existing Customer 43 M Unknown $60K - $80K
## 7576 Existing Customer 54 M High School $120K +
## 7577 Existing Customer 48 F Graduate Less than $40K
## 7578 Existing Customer 57 F Graduate Less than $40K
## 7579 Existing Customer 54 M College $60K - $80K
## 7580 Existing Customer 56 M Graduate $120K +
## 7581 Existing Customer 48 M Graduate $120K +
## 7582 Existing Customer 49 F College Less than $40K
## 7583 Existing Customer 46 F Graduate Less than $40K
## 7584 Existing Customer 58 F College Less than $40K
## 7585 Existing Customer 59 F Doctorate Less than $40K
## 7586 Existing Customer 37 F Unknown $40K - $60K
## 7587 Attrited Customer 38 F High School Less than $40K
## 7588 Existing Customer 47 F Uneducated Unknown
## 7589 Existing Customer 41 M Post-Graduate $80K - $120K
## 7590 Existing Customer 48 F Graduate Less than $40K
## 7591 Existing Customer 36 F Unknown Unknown
## 7592 Existing Customer 40 M High School $80K - $120K
## 7593 Existing Customer 38 M Uneducated $80K - $120K
## 7594 Existing Customer 43 F Graduate Unknown
## 7595 Attrited Customer 61 F High School Unknown
## 7596 Existing Customer 48 F Graduate $40K - $60K
## 7597 Existing Customer 43 F Unknown Less than $40K
## 7598 Existing Customer 38 M College $80K - $120K
## 7599 Existing Customer 52 F High School Less than $40K
## 7600 Existing Customer 44 M Unknown $120K +
## 7601 Existing Customer 40 F Uneducated Unknown
## 7602 Existing Customer 48 F Post-Graduate $40K - $60K
## 7603 Existing Customer 46 M Graduate $80K - $120K
## 7604 Existing Customer 44 F Graduate Unknown
## 7605 Attrited Customer 42 F College Less than $40K
## 7606 Attrited Customer 34 F Unknown Less than $40K
## 7607 Attrited Customer 39 M Uneducated $60K - $80K
## 7608 Existing Customer 57 F Doctorate Unknown
## 7609 Existing Customer 40 F Post-Graduate Unknown
## 7610 Existing Customer 36 M Graduate $80K - $120K
## 7611 Existing Customer 43 F Graduate Less than $40K
## 7612 Existing Customer 38 F High School Less than $40K
## 7613 Existing Customer 36 F College Unknown
## 7614 Attrited Customer 40 F Graduate Less than $40K
## 7615 Existing Customer 51 F High School Unknown
## 7616 Existing Customer 41 F Unknown Less than $40K
## 7617 Existing Customer 43 F Graduate Unknown
## 7618 Existing Customer 43 F Graduate Less than $40K
## 7619 Attrited Customer 53 F College Less than $40K
## 7620 Existing Customer 55 F Graduate $40K - $60K
## 7621 Existing Customer 38 F Unknown Less than $40K
## 7622 Existing Customer 42 F Graduate Less than $40K
## 7623 Existing Customer 34 F Graduate Less than $40K
## 7624 Existing Customer 40 F High School Less than $40K
## 7625 Attrited Customer 40 F Doctorate $40K - $60K
## 7626 Existing Customer 35 F High School Less than $40K
## 7627 Existing Customer 51 F Graduate Less than $40K
## 7628 Existing Customer 53 M Graduate $80K - $120K
## 7629 Existing Customer 43 F Graduate Less than $40K
## 7630 Existing Customer 46 F High School $40K - $60K
## 7631 Existing Customer 37 M High School $120K +
## 7632 Existing Customer 47 F College Unknown
## 7633 Existing Customer 45 F High School Less than $40K
## 7634 Existing Customer 50 F Doctorate Unknown
## 7635 Existing Customer 46 F Graduate Unknown
## 7636 Existing Customer 50 M Unknown $120K +
## 7637 Existing Customer 49 F Graduate $40K - $60K
## 7638 Existing Customer 54 F Doctorate Less than $40K
## 7639 Existing Customer 47 F Graduate Less than $40K
## 7640 Existing Customer 46 M College $120K +
## 7641 Existing Customer 47 F Post-Graduate Unknown
## 7642 Existing Customer 46 F Post-Graduate Less than $40K
## 7643 Existing Customer 42 F Graduate Less than $40K
## 7644 Existing Customer 44 F College $40K - $60K
## 7645 Existing Customer 53 F Unknown Unknown
## 7646 Existing Customer 46 F Graduate Less than $40K
## 7647 Attrited Customer 48 F Unknown Less than $40K
## 7648 Existing Customer 51 M High School $60K - $80K
## 7649 Existing Customer 57 M High School $60K - $80K
## 7650 Attrited Customer 59 F Uneducated Less than $40K
## 7651 Existing Customer 35 F Unknown Less than $40K
## 7652 Existing Customer 45 F Graduate Less than $40K
## 7653 Attrited Customer 42 F Graduate Less than $40K
## 7654 Existing Customer 40 M College $40K - $60K
## 7655 Existing Customer 40 F Uneducated Less than $40K
## 7656 Existing Customer 47 F Unknown Less than $40K
## 7657 Attrited Customer 43 F High School $40K - $60K
## 7658 Existing Customer 44 F High School Less than $40K
## 7659 Existing Customer 48 F Doctorate Unknown
## 7660 Existing Customer 53 F Unknown Less than $40K
## 7661 Attrited Customer 34 F College Less than $40K
## 7662 Existing Customer 52 F Uneducated Unknown
## 7663 Attrited Customer 45 M Uneducated $80K - $120K
## 7664 Attrited Customer 42 F Uneducated Less than $40K
## 7665 Attrited Customer 48 F Unknown Less than $40K
## 7666 Existing Customer 34 F Uneducated Less than $40K
## 7667 Attrited Customer 40 F Unknown $40K - $60K
## 7668 Attrited Customer 42 M High School $60K - $80K
## 7669 Existing Customer 55 F High School Less than $40K
## 7670 Existing Customer 44 F Uneducated Less than $40K
## 7671 Attrited Customer 45 M Graduate Less than $40K
## 7672 Existing Customer 57 F College Less than $40K
## 7673 Attrited Customer 44 F High School Less than $40K
## 7674 Existing Customer 40 F High School Less than $40K
## 7675 Existing Customer 42 F Post-Graduate Less than $40K
## 7676 Existing Customer 55 F Graduate $40K - $60K
## 7677 Attrited Customer 45 F Uneducated Less than $40K
## 7678 Existing Customer 40 M Graduate $120K +
## 7679 Existing Customer 52 F Uneducated Less than $40K
## 7680 Existing Customer 46 F High School Less than $40K
## 7681 Existing Customer 56 F Graduate Unknown
## 7682 Existing Customer 49 F High School Less than $40K
## 7683 Existing Customer 53 F Uneducated Less than $40K
## 7684 Attrited Customer 31 F Graduate Unknown
## 7685 Existing Customer 55 M Uneducated $120K +
## 7686 Existing Customer 44 F Unknown Unknown
## 7687 Attrited Customer 56 F Graduate Unknown
## 7688 Existing Customer 54 F College Unknown
## 7689 Existing Customer 53 F Graduate Less than $40K
## 7690 Existing Customer 46 F Uneducated Unknown
## 7691 Existing Customer 38 F Graduate Unknown
## 7692 Existing Customer 56 F Graduate $40K - $60K
## 7693 Existing Customer 53 F Uneducated Less than $40K
## 7694 Existing Customer 41 M Unknown $60K - $80K
## 7695 Existing Customer 43 F High School Less than $40K
## 7696 Attrited Customer 41 F Unknown $40K - $60K
## 7697 Existing Customer 62 F High School Less than $40K
## 7698 Existing Customer 42 F College $40K - $60K
## 7699 Existing Customer 56 F High School Unknown
## 7700 Attrited Customer 45 F Unknown Less than $40K
## 7701 Existing Customer 33 F Doctorate $40K - $60K
## 7702 Existing Customer 57 F Graduate Less than $40K
## 7703 Existing Customer 49 F College Less than $40K
## 7704 Existing Customer 46 F College Less than $40K
## 7705 Attrited Customer 38 F Graduate Unknown
## 7706 Attrited Customer 50 F Uneducated Unknown
## 7707 Existing Customer 51 F Unknown Less than $40K
## 7708 Existing Customer 52 M High School $60K - $80K
## 7709 Existing Customer 45 F College Unknown
## 7710 Existing Customer 56 F Post-Graduate Less than $40K
## 7711 Existing Customer 56 F Uneducated Less than $40K
## 7712 Attrited Customer 41 M Graduate $80K - $120K
## 7713 Existing Customer 51 F Graduate Less than $40K
## 7714 Existing Customer 43 F Unknown Less than $40K
## 7715 Existing Customer 42 F Uneducated Unknown
## 7716 Existing Customer 48 F College Less than $40K
## 7717 Attrited Customer 53 M Uneducated $80K - $120K
## 7718 Attrited Customer 44 F High School Unknown
## 7719 Existing Customer 59 F Graduate Less than $40K
## 7720 Existing Customer 45 F Graduate Less than $40K
## 7721 Existing Customer 45 F Graduate $40K - $60K
## 7722 Existing Customer 51 M Uneducated $120K +
## 7723 Existing Customer 49 F Graduate Unknown
## 7724 Existing Customer 43 F High School Unknown
## 7725 Existing Customer 38 M Unknown $80K - $120K
## 7726 Existing Customer 45 F High School Unknown
## 7727 Existing Customer 54 M High School $80K - $120K
## 7728 Attrited Customer 44 F Uneducated Unknown
## 7729 Existing Customer 57 F High School Unknown
## 7730 Existing Customer 51 M Graduate $120K +
## 7731 Existing Customer 48 M High School $40K - $60K
## 7732 Existing Customer 48 F Doctorate Less than $40K
## 7733 Existing Customer 53 F Graduate $40K - $60K
## 7734 Existing Customer 55 F College $40K - $60K
## 7735 Existing Customer 52 F Uneducated Unknown
## 7736 Existing Customer 34 F Graduate $40K - $60K
## 7737 Existing Customer 43 M High School $60K - $80K
## 7738 Attrited Customer 44 F High School Less than $40K
## 7739 Attrited Customer 54 F Graduate Less than $40K
## 7740 Existing Customer 49 F College Unknown
## 7741 Existing Customer 49 M Graduate $80K - $120K
## 7742 Existing Customer 41 M Uneducated $60K - $80K
## 7743 Existing Customer 43 F Graduate Unknown
## 7744 Existing Customer 40 F Uneducated Less than $40K
## 7745 Existing Customer 54 M Unknown $80K - $120K
## 7746 Existing Customer 50 F Uneducated $40K - $60K
## 7747 Existing Customer 56 F High School Less than $40K
## 7748 Existing Customer 39 F Uneducated Less than $40K
## 7749 Attrited Customer 33 F Graduate Less than $40K
## 7750 Existing Customer 43 F Uneducated Less than $40K
## 7751 Existing Customer 47 F Uneducated $40K - $60K
## 7752 Existing Customer 42 F College Less than $40K
## 7753 Existing Customer 45 M Doctorate $80K - $120K
## 7754 Existing Customer 48 F High School $40K - $60K
## 7755 Existing Customer 53 F Graduate Unknown
## 7756 Attrited Customer 52 F High School Less than $40K
## 7757 Existing Customer 42 F Unknown Less than $40K
## 7758 Existing Customer 53 F Unknown Less than $40K
## 7759 Existing Customer 50 F Graduate Less than $40K
## 7760 Existing Customer 37 F Graduate $40K - $60K
## 7761 Existing Customer 39 F Graduate Less than $40K
## 7762 Attrited Customer 52 F Post-Graduate Less than $40K
## 7763 Existing Customer 38 F Graduate Less than $40K
## 7764 Attrited Customer 51 F Graduate $40K - $60K
## 7765 Existing Customer 38 F Post-Graduate $40K - $60K
## 7766 Existing Customer 42 M College $60K - $80K
## 7767 Attrited Customer 35 F High School Less than $40K
## 7768 Existing Customer 57 M Graduate $80K - $120K
## 7769 Attrited Customer 42 M Uneducated $120K +
## 7770 Existing Customer 57 M Graduate $120K +
## 7771 Attrited Customer 37 M Uneducated Unknown
## 7772 Existing Customer 57 F High School Less than $40K
## 7773 Existing Customer 43 F College Less than $40K
## 7774 Existing Customer 63 M Uneducated Less than $40K
## 7775 Attrited Customer 43 M High School $120K +
## 7776 Existing Customer 48 M Post-Graduate $40K - $60K
## 7777 Existing Customer 46 F College Less than $40K
## 7778 Existing Customer 40 F College Unknown
## 7779 Existing Customer 52 M Graduate $60K - $80K
## 7780 Existing Customer 53 M College $60K - $80K
## 7781 Existing Customer 57 F Uneducated Less than $40K
## 7782 Existing Customer 50 F Uneducated Less than $40K
## 7783 Attrited Customer 46 F Uneducated $40K - $60K
## 7784 Attrited Customer 36 F College Less than $40K
## 7785 Existing Customer 49 F Uneducated Less than $40K
## 7786 Existing Customer 38 F College Less than $40K
## 7787 Attrited Customer 40 F Uneducated Less than $40K
## 7788 Existing Customer 44 F Post-Graduate Less than $40K
## 7789 Existing Customer 59 F Unknown Less than $40K
## 7790 Existing Customer 53 F High School Less than $40K
## 7791 Existing Customer 54 M Graduate $80K - $120K
## 7792 Existing Customer 51 M High School $80K - $120K
## 7793 Existing Customer 45 F High School Less than $40K
## 7794 Attrited Customer 52 F High School Less than $40K
## 7795 Existing Customer 42 F Unknown Less than $40K
## 7796 Existing Customer 48 M High School $80K - $120K
## 7797 Existing Customer 40 F High School Less than $40K
## 7798 Existing Customer 55 M Doctorate Less than $40K
## 7799 Existing Customer 45 M Unknown $40K - $60K
## 7800 Existing Customer 40 M College $80K - $120K
## 7801 Existing Customer 33 F High School Less than $40K
## 7802 Existing Customer 57 F Uneducated Unknown
## 7803 Existing Customer 51 M Unknown $80K - $120K
## 7804 Attrited Customer 58 F Unknown Less than $40K
## 7805 Existing Customer 53 F Graduate Less than $40K
## 7806 Existing Customer 46 M High School $80K - $120K
## 7807 Attrited Customer 57 F High School Unknown
## 7808 Existing Customer 52 F College Unknown
## 7809 Existing Customer 40 M High School $40K - $60K
## 7810 Existing Customer 37 F High School Unknown
## 7811 Attrited Customer 47 F Graduate Less than $40K
## 7812 Attrited Customer 38 F Graduate Less than $40K
## 7813 Existing Customer 42 F Graduate Less than $40K
## 7814 Existing Customer 38 F Graduate Less than $40K
## 7815 Existing Customer 47 F Post-Graduate Less than $40K
## 7816 Existing Customer 45 M High School $80K - $120K
## 7817 Existing Customer 44 F Graduate $40K - $60K
## 7818 Existing Customer 47 M Graduate $80K - $120K
## 7819 Existing Customer 48 M Unknown $60K - $80K
## 7820 Existing Customer 42 F College $40K - $60K
## 7821 Existing Customer 42 F Graduate $40K - $60K
## 7822 Existing Customer 44 M High School $60K - $80K
## 7823 Existing Customer 46 F Graduate Less than $40K
## 7824 Existing Customer 39 M High School $60K - $80K
## 7825 Existing Customer 57 F Doctorate $40K - $60K
## 7826 Attrited Customer 54 F Graduate Unknown
## 7827 Existing Customer 50 F Graduate Less than $40K
## 7828 Existing Customer 56 F Unknown Less than $40K
## 7829 Existing Customer 54 F Uneducated $40K - $60K
## 7830 Existing Customer 50 F Uneducated Less than $40K
## 7831 Existing Customer 56 F Unknown $40K - $60K
## 7832 Existing Customer 61 F Graduate Unknown
## 7833 Existing Customer 38 F High School $40K - $60K
## 7834 Existing Customer 55 F Uneducated Less than $40K
## 7835 Existing Customer 38 M Graduate $80K - $120K
## 7836 Attrited Customer 38 F Graduate $40K - $60K
## 7837 Attrited Customer 47 F Doctorate Unknown
## 7838 Existing Customer 55 M Graduate $80K - $120K
## 7839 Existing Customer 50 M High School $80K - $120K
## 7840 Existing Customer 48 F Uneducated Less than $40K
## 7841 Existing Customer 33 F Graduate Less than $40K
## 7842 Existing Customer 44 M Graduate $120K +
## 7843 Existing Customer 52 M Uneducated $120K +
## 7844 Existing Customer 46 F Unknown Less than $40K
## 7845 Existing Customer 41 M Graduate $60K - $80K
## 7846 Existing Customer 50 F High School Less than $40K
## 7847 Attrited Customer 39 M High School $120K +
## 7848 Existing Customer 42 F College Less than $40K
## 7849 Existing Customer 33 F Doctorate Less than $40K
## 7850 Attrited Customer 44 F College Less than $40K
## 7851 Existing Customer 42 F Graduate $40K - $60K
## 7852 Existing Customer 52 F Unknown Less than $40K
## 7853 Existing Customer 59 F Post-Graduate Less than $40K
## 7854 Existing Customer 45 F Unknown $40K - $60K
## 7855 Existing Customer 61 M Graduate Unknown
## 7856 Attrited Customer 43 F High School Less than $40K
## 7857 Attrited Customer 59 M College $120K +
## 7858 Attrited Customer 46 M Graduate $40K - $60K
## 7859 Attrited Customer 40 F Graduate Less than $40K
## 7860 Existing Customer 63 F Uneducated Less than $40K
## 7861 Existing Customer 45 F Graduate Unknown
## 7862 Existing Customer 49 F Graduate Less than $40K
## 7863 Existing Customer 42 M High School $60K - $80K
## 7864 Existing Customer 46 F Unknown Less than $40K
## 7865 Attrited Customer 42 F High School $40K - $60K
## 7866 Existing Customer 53 M Uneducated $120K +
## 7867 Existing Customer 60 F College Less than $40K
## 7868 Existing Customer 55 F College Less than $40K
## 7869 Existing Customer 50 F Post-Graduate Less than $40K
## 7870 Existing Customer 34 F Post-Graduate Less than $40K
## 7871 Attrited Customer 54 F Unknown $40K - $60K
## 7872 Existing Customer 42 F Graduate Unknown
## 7873 Existing Customer 48 F High School Less than $40K
## 7874 Existing Customer 46 M High School $120K +
## 7875 Existing Customer 47 F Uneducated Less than $40K
## 7876 Existing Customer 42 F Graduate $40K - $60K
## 7877 Existing Customer 52 F High School Unknown
## 7878 Existing Customer 45 M Post-Graduate $60K - $80K
## 7879 Existing Customer 44 F Graduate Less than $40K
## 7880 Attrited Customer 54 F Unknown Less than $40K
## 7881 Existing Customer 42 M Uneducated $60K - $80K
## 7882 Existing Customer 54 F Graduate Less than $40K
## 7883 Existing Customer 38 F High School $40K - $60K
## 7884 Existing Customer 51 M Graduate $80K - $120K
## 7885 Existing Customer 41 F High School Less than $40K
## 7886 Existing Customer 52 F Graduate Less than $40K
## 7887 Existing Customer 42 F Unknown Less than $40K
## 7888 Existing Customer 46 F Graduate Unknown
## 7889 Existing Customer 46 F Unknown Less than $40K
## 7890 Existing Customer 55 F High School $40K - $60K
## 7891 Existing Customer 29 F Unknown Less than $40K
## 7892 Existing Customer 62 F Graduate Unknown
## 7893 Existing Customer 47 F College Less than $40K
## 7894 Attrited Customer 47 F Graduate Less than $40K
## 7895 Attrited Customer 35 F Graduate Less than $40K
## 7896 Attrited Customer 42 F Uneducated Unknown
## 7897 Existing Customer 48 F Uneducated Unknown
## 7898 Attrited Customer 40 F Doctorate Less than $40K
## 7899 Existing Customer 46 F Graduate Unknown
## 7900 Existing Customer 41 F Graduate $40K - $60K
## 7901 Attrited Customer 35 F Unknown Unknown
## 7902 Attrited Customer 52 M High School $80K - $120K
## 7903 Attrited Customer 56 F Unknown $40K - $60K
## 7904 Attrited Customer 48 F Graduate Unknown
## 7905 Existing Customer 41 F Graduate Less than $40K
## 7906 Existing Customer 38 M Graduate $40K - $60K
## 7907 Attrited Customer 48 F Graduate Less than $40K
## 7908 Existing Customer 38 F Uneducated Unknown
## 7909 Existing Customer 53 M Post-Graduate $80K - $120K
## 7910 Existing Customer 45 F Doctorate Less than $40K
## 7911 Existing Customer 57 F College Less than $40K
## 7912 Existing Customer 54 F High School Less than $40K
## 7913 Existing Customer 45 F Graduate Less than $40K
## 7914 Existing Customer 38 F Graduate $40K - $60K
## 7915 Attrited Customer 45 F Doctorate Less than $40K
## 7916 Attrited Customer 32 F Unknown Less than $40K
## 7917 Existing Customer 46 F Graduate $40K - $60K
## 7918 Existing Customer 41 M College $80K - $120K
## 7919 Existing Customer 51 F Unknown Unknown
## 7920 Existing Customer 60 F Unknown Less than $40K
## 7921 Existing Customer 31 F College Less than $40K
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## 7924 Existing Customer 53 F Unknown Less than $40K
## 7925 Existing Customer 33 F Graduate Less than $40K
## 7926 Existing Customer 46 F High School Less than $40K
## 7927 Existing Customer 43 F Graduate Unknown
## 7928 Existing Customer 42 F High School Unknown
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## 7930 Existing Customer 46 M Graduate $120K +
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## 7933 Attrited Customer 39 M College $80K - $120K
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## 7941 Existing Customer 49 F Graduate Less than $40K
## 7942 Existing Customer 35 F Graduate Less than $40K
## 7943 Existing Customer 52 F Uneducated Less than $40K
## 7944 Attrited Customer 27 F High School Less than $40K
## 7945 Existing Customer 41 F Uneducated Less than $40K
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## 7948 Existing Customer 47 F Unknown Less than $40K
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## 7952 Existing Customer 51 F High School Less than $40K
## 7953 Existing Customer 53 F High School $40K - $60K
## 7954 Attrited Customer 46 F Graduate Less than $40K
## 7955 Existing Customer 43 F Graduate $40K - $60K
## 7956 Attrited Customer 54 F Unknown Unknown
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## 7958 Existing Customer 51 F Doctorate Unknown
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## 7960 Existing Customer 54 M Unknown $120K +
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## 7962 Existing Customer 50 F College Less than $40K
## 7963 Attrited Customer 44 F Unknown Less than $40K
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## 7965 Existing Customer 45 F Unknown Less than $40K
## 7966 Existing Customer 56 F College Less than $40K
## 7967 Attrited Customer 36 F Post-Graduate Less than $40K
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## 7969 Existing Customer 50 F Unknown Less than $40K
## 7970 Existing Customer 54 F High School Less than $40K
## 7971 Attrited Customer 39 F High School Less than $40K
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## 7992 Existing Customer 58 M High School $80K - $120K
## 7993 Existing Customer 42 F Graduate Less than $40K
## 7994 Existing Customer 48 F Uneducated $40K - $60K
## 7995 Existing Customer 38 F Unknown Less than $40K
## 7996 Attrited Customer 52 F Graduate Less than $40K
## 7997 Attrited Customer 42 F Graduate Less than $40K
## 7998 Attrited Customer 43 F College Less than $40K
## 7999 Attrited Customer 37 F Post-Graduate $40K - $60K
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## 8001 Existing Customer 59 F Uneducated Unknown
## 8002 Existing Customer 53 F College Less than $40K
## 8003 Existing Customer 41 M Unknown $80K - $120K
## 8004 Existing Customer 55 F Graduate Less than $40K
## 8005 Existing Customer 56 M College $80K - $120K
## 8006 Existing Customer 52 F Uneducated Less than $40K
## 8007 Existing Customer 58 F Unknown $40K - $60K
## 8008 Existing Customer 49 M Unknown $40K - $60K
## 8009 Attrited Customer 53 F Graduate Less than $40K
## 8010 Existing Customer 56 M High School $80K - $120K
## 8011 Existing Customer 60 F Doctorate Unknown
## 8012 Attrited Customer 46 F Uneducated Unknown
## 8013 Attrited Customer 49 F Uneducated Less than $40K
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## 8015 Existing Customer 45 F College Less than $40K
## 8016 Existing Customer 34 F College Unknown
## 8017 Attrited Customer 36 F Uneducated Less than $40K
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## 8019 Attrited Customer 43 F College Unknown
## 8020 Existing Customer 54 F Graduate Less than $40K
## 8021 Existing Customer 37 F High School Unknown
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## 8024 Existing Customer 43 F Graduate Less than $40K
## 8025 Existing Customer 49 M High School $120K +
## 8026 Attrited Customer 47 F Uneducated Unknown
## 8027 Attrited Customer 53 F High School Less than $40K
## 8028 Existing Customer 52 M Uneducated $120K +
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## 8030 Existing Customer 50 F Graduate Less than $40K
## 8031 Existing Customer 44 F Unknown $40K - $60K
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## 8038 Existing Customer 48 F High School Less than $40K
## 8039 Existing Customer 61 F Graduate Less than $40K
## 8040 Existing Customer 39 F Graduate Unknown
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## 8042 Attrited Customer 46 F Graduate Less than $40K
## 8043 Existing Customer 42 F College $40K - $60K
## 8044 Existing Customer 48 F Uneducated Less than $40K
## 8045 Attrited Customer 34 F Graduate Less than $40K
## 8046 Existing Customer 42 F Graduate Less than $40K
## 8047 Existing Customer 54 F High School $40K - $60K
## 8048 Existing Customer 41 F Graduate Less than $40K
## 8049 Existing Customer 50 F Graduate Unknown
## 8050 Existing Customer 57 F Uneducated Unknown
## 8051 Attrited Customer 48 F Doctorate Unknown
## 8052 Attrited Customer 51 F Graduate Less than $40K
## 8053 Existing Customer 35 F Unknown Less than $40K
## 8054 Existing Customer 45 F Unknown Less than $40K
## 8055 Existing Customer 46 F Unknown $40K - $60K
## 8056 Existing Customer 56 M Graduate $120K +
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## 8058 Existing Customer 58 F Graduate $40K - $60K
## 8059 Existing Customer 58 F Unknown Less than $40K
## 8060 Existing Customer 59 F College Less than $40K
## 8061 Existing Customer 51 F High School Unknown
## 8062 Existing Customer 56 F Uneducated Less than $40K
## 8063 Existing Customer 50 M Unknown $60K - $80K
## 8064 Attrited Customer 44 F High School Unknown
## 8065 Existing Customer 42 F High School Less than $40K
## 8066 Attrited Customer 56 M Graduate $80K - $120K
## 8067 Existing Customer 49 F Unknown Less than $40K
## 8068 Attrited Customer 47 F Graduate Less than $40K
## 8069 Existing Customer 42 M Graduate $60K - $80K
## 8070 Existing Customer 50 M Uneducated $120K +
## 8071 Existing Customer 27 F College Less than $40K
## 8072 Existing Customer 38 M High School $40K - $60K
## 8073 Existing Customer 52 F Post-Graduate $40K - $60K
## 8074 Existing Customer 59 M High School Less than $40K
## 8075 Existing Customer 33 M High School $40K - $60K
## 8076 Attrited Customer 51 F High School Unknown
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## 8078 Existing Customer 48 F Doctorate Less than $40K
## 8079 Existing Customer 53 M Graduate $80K - $120K
## 8080 Existing Customer 41 F Graduate Less than $40K
## 8081 Existing Customer 50 F Uneducated Less than $40K
## 8082 Existing Customer 34 F Graduate $40K - $60K
## 8083 Existing Customer 59 F Graduate $40K - $60K
## 8084 Attrited Customer 57 F High School Less than $40K
## 8085 Attrited Customer 56 F Unknown Less than $40K
## 8086 Attrited Customer 49 F Uneducated Less than $40K
## 8087 Existing Customer 44 F High School Less than $40K
## 8088 Existing Customer 60 F Doctorate Unknown
## 8089 Attrited Customer 47 F Graduate Less than $40K
## 8090 Existing Customer 60 F Unknown Less than $40K
## 8091 Existing Customer 52 F High School Less than $40K
## 8092 Attrited Customer 49 F Uneducated $40K - $60K
## 8093 Existing Customer 54 M High School $80K - $120K
## 8094 Existing Customer 41 M College $80K - $120K
## 8095 Existing Customer 45 F High School Less than $40K
## 8096 Existing Customer 42 M Graduate $80K - $120K
## 8097 Existing Customer 53 F College Less than $40K
## 8098 Existing Customer 53 F Graduate Unknown
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## 8100 Existing Customer 38 F College Less than $40K
## 8101 Existing Customer 26 F Graduate Less than $40K
## 8102 Existing Customer 46 M Graduate $80K - $120K
## 8103 Existing Customer 57 F Graduate $40K - $60K
## 8104 Existing Customer 32 F Unknown Less than $40K
## 8105 Existing Customer 43 F Graduate Less than $40K
## 8106 Existing Customer 48 F High School Less than $40K
## 8107 Existing Customer 52 F High School Less than $40K
## 8108 Existing Customer 38 F College Unknown
## 8109 Existing Customer 48 F High School Less than $40K
## 8110 Attrited Customer 41 F Doctorate $40K - $60K
## 8111 Attrited Customer 54 F Graduate $40K - $60K
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## 8113 Existing Customer 36 F Graduate Less than $40K
## 8114 Existing Customer 41 M Unknown $120K +
## 8115 Existing Customer 45 F Unknown Less than $40K
## 8116 Attrited Customer 46 F Unknown $40K - $60K
## 8117 Existing Customer 51 F High School Less than $40K
## 8118 Existing Customer 44 F Graduate Less than $40K
## 8119 Existing Customer 38 F College Less than $40K
## 8120 Existing Customer 50 F High School Less than $40K
## 8121 Attrited Customer 46 F Doctorate Less than $40K
## 8122 Existing Customer 52 F Uneducated Less than $40K
## 8123 Attrited Customer 40 M High School Less than $40K
## 8124 Attrited Customer 38 F High School Less than $40K
## 8125 Existing Customer 44 F Doctorate Less than $40K
## 8126 Attrited Customer 54 M Unknown $80K - $120K
## 8127 Existing Customer 34 F Unknown Less than $40K
## 8128 Existing Customer 46 F College $40K - $60K
## 8129 Existing Customer 50 F Graduate Less than $40K
## 8130 Existing Customer 38 M High School $60K - $80K
## 8131 Existing Customer 44 F High School $40K - $60K
## 8132 Attrited Customer 51 F College $40K - $60K
## 8133 Existing Customer 40 M College $40K - $60K
## 8134 Existing Customer 51 F Unknown Less than $40K
## 8135 Existing Customer 51 F Unknown $40K - $60K
## 8136 Existing Customer 56 F Graduate Unknown
## 8137 Existing Customer 39 F Unknown Unknown
## 8138 Existing Customer 47 F Doctorate Unknown
## 8139 Existing Customer 31 F High School Less than $40K
## 8140 Existing Customer 48 M Doctorate $60K - $80K
## 8141 Existing Customer 51 F Unknown Less than $40K
## 8142 Existing Customer 47 M High School $40K - $60K
## 8143 Existing Customer 35 F High School Unknown
## 8144 Existing Customer 46 F High School Unknown
## 8145 Attrited Customer 48 M College $80K - $120K
## 8146 Existing Customer 51 F High School Less than $40K
## 8147 Attrited Customer 41 M Doctorate $120K +
## 8148 Existing Customer 57 F Uneducated Unknown
## 8149 Attrited Customer 58 F Unknown $40K - $60K
## 8150 Attrited Customer 43 M Graduate $60K - $80K
## 8151 Existing Customer 48 F Uneducated Less than $40K
## 8152 Existing Customer 49 M College $40K - $60K
## 8153 Attrited Customer 47 M High School $80K - $120K
## 8154 Existing Customer 43 M High School $80K - $120K
## 8155 Existing Customer 55 M Graduate $120K +
## 8156 Existing Customer 49 M Graduate $120K +
## 8157 Existing Customer 43 M High School $60K - $80K
## 8158 Existing Customer 48 F College Less than $40K
## 8159 Existing Customer 57 F High School Less than $40K
## 8160 Existing Customer 56 F Graduate Unknown
## 8161 Existing Customer 50 M Uneducated $60K - $80K
## 8162 Attrited Customer 44 F Graduate Less than $40K
## 8163 Existing Customer 43 F Graduate Less than $40K
## 8164 Existing Customer 58 F College Less than $40K
## 8165 Existing Customer 53 F High School Less than $40K
## 8166 Existing Customer 48 F Graduate Less than $40K
## 8167 Existing Customer 50 M Unknown $120K +
## 8168 Attrited Customer 59 F Graduate Less than $40K
## 8169 Existing Customer 42 F Graduate Less than $40K
## 8170 Existing Customer 45 F Graduate Less than $40K
## 8171 Existing Customer 33 F Unknown $40K - $60K
## 8172 Existing Customer 39 F Graduate Less than $40K
## 8173 Existing Customer 40 F Unknown Unknown
## 8174 Existing Customer 47 F Unknown Unknown
## 8175 Existing Customer 38 M Unknown $80K - $120K
## 8176 Existing Customer 45 F Doctorate $40K - $60K
## 8177 Existing Customer 48 F Uneducated $40K - $60K
## 8178 Attrited Customer 45 M College $60K - $80K
## 8179 Existing Customer 56 F Post-Graduate $40K - $60K
## 8180 Existing Customer 50 F Graduate Less than $40K
## 8181 Existing Customer 53 F Graduate Less than $40K
## 8182 Attrited Customer 40 M Unknown $60K - $80K
## 8183 Existing Customer 49 M High School Unknown
## 8184 Existing Customer 26 M Unknown Less than $40K
## 8185 Existing Customer 48 F Unknown Less than $40K
## 8186 Existing Customer 51 M High School $60K - $80K
## 8187 Attrited Customer 44 F High School Less than $40K
## 8188 Existing Customer 56 F High School Less than $40K
## 8189 Existing Customer 46 F Graduate Less than $40K
## 8190 Existing Customer 54 F High School Less than $40K
## 8191 Existing Customer 48 F High School Unknown
## 8192 Existing Customer 59 F High School Unknown
## 8193 Existing Customer 50 F High School Less than $40K
## 8194 Existing Customer 52 M Graduate $80K - $120K
## 8195 Existing Customer 56 F College Less than $40K
## 8196 Existing Customer 42 M Uneducated $40K - $60K
## 8197 Existing Customer 43 M Uneducated $60K - $80K
## 8198 Existing Customer 59 F College Less than $40K
## 8199 Existing Customer 39 F High School Less than $40K
## 8200 Attrited Customer 53 F Graduate Unknown
## 8201 Attrited Customer 53 F Graduate Less than $40K
## 8202 Attrited Customer 35 F Graduate Less than $40K
## 8203 Attrited Customer 36 F Graduate Less than $40K
## 8204 Existing Customer 51 F Unknown Less than $40K
## 8205 Attrited Customer 50 F High School Less than $40K
## 8206 Existing Customer 42 F College Unknown
## 8207 Existing Customer 54 F High School Less than $40K
## 8208 Existing Customer 43 F Graduate Less than $40K
## 8209 Attrited Customer 46 F High School Less than $40K
## 8210 Existing Customer 40 F Graduate $40K - $60K
## 8211 Existing Customer 44 F Unknown $40K - $60K
## 8212 Existing Customer 43 F Graduate Less than $40K
## 8213 Existing Customer 56 M Unknown $60K - $80K
## 8214 Existing Customer 49 F Graduate Less than $40K
## 8215 Existing Customer 60 F Unknown $40K - $60K
## 8216 Existing Customer 49 F High School Less than $40K
## 8217 Existing Customer 47 F Uneducated Less than $40K
## 8218 Existing Customer 56 M Unknown $60K - $80K
## 8219 Existing Customer 44 F College Unknown
## 8220 Existing Customer 42 F High School Less than $40K
## 8221 Attrited Customer 54 F High School Less than $40K
## 8222 Existing Customer 36 F Uneducated Less than $40K
## 8223 Existing Customer 56 M Graduate $40K - $60K
## 8224 Existing Customer 52 F Graduate Less than $40K
## 8225 Existing Customer 59 M Graduate $120K +
## 8226 Existing Customer 44 F High School $40K - $60K
## 8227 Existing Customer 55 F Post-Graduate Unknown
## 8228 Attrited Customer 39 F Unknown $40K - $60K
## 8229 Existing Customer 57 F Graduate Less than $40K
## 8230 Existing Customer 48 F High School Less than $40K
## 8231 Existing Customer 47 M High School $60K - $80K
## 8232 Existing Customer 50 F Unknown Less than $40K
## 8233 Existing Customer 52 M College $60K - $80K
## 8234 Existing Customer 46 F High School $40K - $60K
## 8235 Existing Customer 34 F Post-Graduate Less than $40K
## 8236 Existing Customer 45 F Doctorate Less than $40K
## 8237 Attrited Customer 39 F Uneducated Unknown
## 8238 Existing Customer 49 M Doctorate $40K - $60K
## 8239 Existing Customer 43 M Graduate $40K - $60K
## 8240 Existing Customer 41 F College Less than $40K
## 8241 Existing Customer 53 F High School $40K - $60K
## 8242 Existing Customer 42 F Graduate Less than $40K
## 8243 Existing Customer 43 F High School Less than $40K
## 8244 Existing Customer 45 M College $40K - $60K
## 8245 Existing Customer 44 F Uneducated Less than $40K
## 8246 Existing Customer 44 F High School Less than $40K
## 8247 Existing Customer 51 F Graduate Less than $40K
## 8248 Existing Customer 38 F High School Less than $40K
## 8249 Existing Customer 43 M High School $80K - $120K
## 8250 Existing Customer 48 M Graduate $60K - $80K
## 8251 Existing Customer 53 M Graduate $120K +
## 8252 Existing Customer 39 F Unknown $40K - $60K
## 8253 Existing Customer 47 F Unknown Unknown
## 8254 Existing Customer 42 M College $60K - $80K
## 8255 Existing Customer 50 M Uneducated $120K +
## 8256 Existing Customer 46 F High School Less than $40K
## 8257 Existing Customer 33 F Uneducated Less than $40K
## 8258 Existing Customer 37 M Doctorate $120K +
## 8259 Existing Customer 43 M High School $60K - $80K
## 8260 Attrited Customer 56 F Graduate Less than $40K
## 8261 Existing Customer 42 M Uneducated $60K - $80K
## 8262 Existing Customer 56 F Graduate Unknown
## 8263 Existing Customer 44 F Uneducated Less than $40K
## 8264 Existing Customer 40 M Unknown $60K - $80K
## 8265 Existing Customer 43 F Graduate $40K - $60K
## 8266 Existing Customer 45 M Unknown $80K - $120K
## 8267 Existing Customer 47 F Unknown Less than $40K
## 8268 Attrited Customer 38 F High School Less than $40K
## 8269 Attrited Customer 49 F Graduate Less than $40K
## 8270 Existing Customer 62 F College Less than $40K
## 8271 Existing Customer 45 M Doctorate $80K - $120K
## 8272 Existing Customer 40 M College $60K - $80K
## 8273 Existing Customer 51 M Doctorate $60K - $80K
## 8274 Existing Customer 41 M High School $60K - $80K
## 8275 Existing Customer 49 F Post-Graduate Less than $40K
## 8276 Existing Customer 61 M High School $60K - $80K
## 8277 Existing Customer 33 F College Less than $40K
## 8278 Existing Customer 45 F Uneducated Unknown
## 8279 Existing Customer 35 F Doctorate Less than $40K
## 8280 Existing Customer 41 F High School Less than $40K
## 8281 Existing Customer 48 F High School Unknown
## 8282 Existing Customer 49 M High School $60K - $80K
## 8283 Existing Customer 52 F Graduate Less than $40K
## 8284 Existing Customer 51 F Unknown $40K - $60K
## 8285 Existing Customer 45 F College Less than $40K
## 8286 Existing Customer 42 F Graduate Less than $40K
## 8287 Existing Customer 41 M Graduate $120K +
## 8288 Existing Customer 30 F Unknown Less than $40K
## 8289 Existing Customer 54 F High School Less than $40K
## 8290 Existing Customer 60 F Graduate Less than $40K
## 8291 Existing Customer 52 F Unknown Less than $40K
## 8292 Existing Customer 37 F College $40K - $60K
## 8293 Existing Customer 44 M Graduate $60K - $80K
## 8294 Existing Customer 52 M Graduate $60K - $80K
## 8295 Attrited Customer 46 F Uneducated Unknown
## 8296 Existing Customer 45 F Uneducated Unknown
## 8297 Existing Customer 43 M High School $60K - $80K
## 8298 Attrited Customer 40 F High School Less than $40K
## 8299 Existing Customer 39 F Doctorate Less than $40K
## 8300 Existing Customer 44 F High School Less than $40K
## 8301 Existing Customer 49 F Uneducated Unknown
## 8302 Existing Customer 41 M High School Less than $40K
## 8303 Existing Customer 50 M Graduate $60K - $80K
## 8304 Existing Customer 54 F College Less than $40K
## 8305 Existing Customer 39 F High School Unknown
## 8306 Existing Customer 52 F Unknown $40K - $60K
## 8307 Existing Customer 51 F Graduate $40K - $60K
## 8308 Existing Customer 46 F Unknown Less than $40K
## 8309 Existing Customer 48 M College $120K +
## 8310 Existing Customer 50 M Graduate $120K +
## 8311 Existing Customer 52 F Unknown Unknown
## 8312 Existing Customer 54 F High School Unknown
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## 8314 Existing Customer 47 F Post-Graduate $40K - $60K
## 8315 Existing Customer 53 F High School Less than $40K
## 8316 Attrited Customer 45 M Uneducated $120K +
## 8317 Existing Customer 35 F Uneducated Unknown
## 8318 Existing Customer 48 F Unknown $40K - $60K
## 8319 Existing Customer 44 M Uneducated $60K - $80K
## 8320 Attrited Customer 41 F Doctorate Unknown
## 8321 Existing Customer 42 F Uneducated Unknown
## 8322 Existing Customer 51 F Unknown Unknown
## 8323 Existing Customer 45 F High School $40K - $60K
## 8324 Existing Customer 50 F Graduate Less than $40K
## 8325 Existing Customer 54 F Graduate Less than $40K
## 8326 Existing Customer 47 F Unknown Unknown
## 8327 Existing Customer 52 F Graduate Less than $40K
## 8328 Attrited Customer 49 F Graduate Less than $40K
## 8329 Existing Customer 47 F Uneducated $40K - $60K
## 8330 Existing Customer 54 F Unknown $40K - $60K
## 8331 Existing Customer 52 F High School Less than $40K
## 8332 Existing Customer 46 F High School Less than $40K
## 8333 Attrited Customer 39 F Unknown Less than $40K
## 8334 Existing Customer 55 F Uneducated Less than $40K
## 8335 Attrited Customer 44 F Graduate $40K - $60K
## 8336 Existing Customer 43 F Uneducated Less than $40K
## 8337 Existing Customer 42 M Uneducated $60K - $80K
## 8338 Attrited Customer 50 F Uneducated Less than $40K
## 8339 Existing Customer 38 F High School $40K - $60K
## 8340 Attrited Customer 41 M Unknown $60K - $80K
## 8341 Existing Customer 51 M College $40K - $60K
## 8342 Existing Customer 44 F Graduate Less than $40K
## 8343 Attrited Customer 46 M Uneducated $60K - $80K
## 8344 Existing Customer 38 F College Less than $40K
## 8345 Existing Customer 46 M Graduate $60K - $80K
## 8346 Existing Customer 54 M College $40K - $60K
## 8347 Existing Customer 42 M Unknown $60K - $80K
## 8348 Existing Customer 30 F Graduate Less than $40K
## 8349 Existing Customer 49 F Uneducated Less than $40K
## 8350 Existing Customer 54 F Uneducated $40K - $60K
## 8351 Attrited Customer 41 M Unknown $80K - $120K
## 8352 Existing Customer 51 M Graduate $120K +
## 8353 Existing Customer 37 F College Less than $40K
## 8354 Existing Customer 44 F High School Less than $40K
## 8355 Existing Customer 46 F Unknown Unknown
## 8356 Existing Customer 45 M High School $60K - $80K
## 8357 Existing Customer 55 F Graduate $40K - $60K
## 8358 Attrited Customer 55 F High School $40K - $60K
## 8359 Existing Customer 50 M Graduate $120K +
## 8360 Attrited Customer 36 F Unknown Less than $40K
## 8361 Attrited Customer 45 M Doctorate $60K - $80K
## 8362 Existing Customer 45 F Unknown $40K - $60K
## 8363 Existing Customer 41 F Unknown $40K - $60K
## 8364 Existing Customer 44 M Uneducated $60K - $80K
## 8365 Existing Customer 47 F Graduate Less than $40K
## 8366 Existing Customer 38 F High School $40K - $60K
## 8367 Existing Customer 49 F Graduate $40K - $60K
## 8368 Existing Customer 39 F Graduate $40K - $60K
## 8369 Existing Customer 50 F High School $40K - $60K
## 8370 Existing Customer 50 F High School $40K - $60K
## 8371 Existing Customer 47 F Unknown Less than $40K
## 8372 Existing Customer 54 F Graduate Less than $40K
## 8373 Existing Customer 46 F College Less than $40K
## 8374 Existing Customer 43 F Unknown Unknown
## 8375 Existing Customer 42 F High School Unknown
## 8376 Existing Customer 49 M High School $80K - $120K
## 8377 Existing Customer 45 F Uneducated $40K - $60K
## 8378 Existing Customer 49 F Graduate Unknown
## 8379 Attrited Customer 41 F High School Less than $40K
## 8380 Attrited Customer 45 F Graduate Less than $40K
## 8381 Existing Customer 44 F Graduate Less than $40K
## 8382 Existing Customer 58 F Graduate Less than $40K
## 8383 Existing Customer 42 M College $60K - $80K
## 8384 Existing Customer 51 F High School Less than $40K
## 8385 Existing Customer 55 F Graduate Unknown
## 8386 Existing Customer 37 F Uneducated $40K - $60K
## 8387 Existing Customer 60 F Graduate Unknown
## 8388 Existing Customer 42 F Graduate $40K - $60K
## 8389 Existing Customer 50 F Unknown Less than $40K
## 8390 Attrited Customer 52 F High School Unknown
## 8391 Existing Customer 42 M Post-Graduate $80K - $120K
## 8392 Existing Customer 48 F Unknown Less than $40K
## 8393 Existing Customer 48 F High School Less than $40K
## 8394 Existing Customer 44 F Graduate Less than $40K
## 8395 Existing Customer 44 F College $40K - $60K
## 8396 Existing Customer 45 F Uneducated Less than $40K
## 8397 Existing Customer 57 M Graduate $80K - $120K
## 8398 Existing Customer 50 F Graduate Less than $40K
## 8399 Attrited Customer 46 F Graduate Less than $40K
## 8400 Existing Customer 40 F Graduate Unknown
## 8401 Existing Customer 51 F College Less than $40K
## 8402 Existing Customer 34 F High School $40K - $60K
## 8403 Existing Customer 48 F Graduate Unknown
## 8404 Existing Customer 57 F Graduate Less than $40K
## 8405 Existing Customer 48 F Graduate Unknown
## 8406 Existing Customer 47 F Graduate Less than $40K
## 8407 Existing Customer 48 F Graduate Less than $40K
## 8408 Existing Customer 41 F Graduate Less than $40K
## 8409 Existing Customer 47 F Uneducated Unknown
## 8410 Existing Customer 37 F Unknown Less than $40K
## 8411 Existing Customer 45 F Graduate Unknown
## 8412 Existing Customer 26 F Uneducated Unknown
## 8413 Existing Customer 58 F Unknown Less than $40K
## 8414 Existing Customer 46 F College Unknown
## 8415 Existing Customer 49 F College Less than $40K
## 8416 Existing Customer 41 M Graduate $60K - $80K
## 8417 Existing Customer 46 F College Unknown
## 8418 Existing Customer 42 M Graduate $40K - $60K
## 8419 Existing Customer 57 F High School Less than $40K
## 8420 Existing Customer 48 F Unknown Unknown
## 8421 Existing Customer 58 F Doctorate Less than $40K
## 8422 Existing Customer 46 F College Less than $40K
## 8423 Existing Customer 53 M Unknown $80K - $120K
## 8424 Existing Customer 58 F Graduate Unknown
## 8425 Existing Customer 54 F High School Less than $40K
## 8426 Attrited Customer 42 F High School $40K - $60K
## 8427 Existing Customer 43 F Graduate Less than $40K
## 8428 Existing Customer 35 F High School Less than $40K
## 8429 Existing Customer 46 F Unknown Less than $40K
## 8430 Existing Customer 42 F College Less than $40K
## 8431 Existing Customer 53 M Graduate $120K +
## 8432 Attrited Customer 52 M Graduate $60K - $80K
## 8433 Existing Customer 48 M Uneducated $40K - $60K
## 8434 Attrited Customer 31 F Uneducated Less than $40K
## 8435 Existing Customer 50 M Post-Graduate $60K - $80K
## 8436 Existing Customer 54 F Unknown Less than $40K
## 8437 Existing Customer 35 F Doctorate Unknown
## 8438 Existing Customer 41 F Unknown Less than $40K
## 8439 Existing Customer 46 M Graduate $120K +
## 8440 Existing Customer 41 M Unknown Less than $40K
## 8441 Existing Customer 49 F Graduate Less than $40K
## 8442 Existing Customer 47 F Unknown Unknown
## 8443 Attrited Customer 55 F College Unknown
## 8444 Existing Customer 32 F Unknown Less than $40K
## 8445 Existing Customer 50 F Graduate Less than $40K
## 8446 Attrited Customer 45 F High School Unknown
## 8447 Existing Customer 45 F Graduate Less than $40K
## 8448 Existing Customer 40 F Unknown $40K - $60K
## 8449 Existing Customer 45 F High School Less than $40K
## 8450 Existing Customer 45 F High School Less than $40K
## 8451 Attrited Customer 32 F Unknown Less than $40K
## 8452 Existing Customer 59 F Graduate $40K - $60K
## 8453 Existing Customer 48 F Graduate Less than $40K
## 8454 Existing Customer 57 F Graduate $40K - $60K
## 8455 Existing Customer 42 F Uneducated Less than $40K
## 8456 Existing Customer 55 F High School $40K - $60K
## 8457 Existing Customer 43 F Uneducated Less than $40K
## 8458 Existing Customer 37 F Graduate Less than $40K
## 8459 Existing Customer 48 F Uneducated Unknown
## 8460 Existing Customer 34 M Graduate Less than $40K
## 8461 Existing Customer 50 F Graduate Less than $40K
## 8462 Existing Customer 36 F Doctorate Less than $40K
## 8463 Existing Customer 44 F Graduate Less than $40K
## 8464 Existing Customer 47 M Graduate $80K - $120K
## 8465 Attrited Customer 56 F High School Less than $40K
## 8466 Existing Customer 45 F Graduate Less than $40K
## 8467 Existing Customer 35 F Unknown Unknown
## 8468 Attrited Customer 51 F Graduate Unknown
## 8469 Existing Customer 38 F Uneducated Less than $40K
## 8470 Existing Customer 42 F Unknown Less than $40K
## 8471 Attrited Customer 59 F Graduate Unknown
## 8472 Existing Customer 45 M College $60K - $80K
## 8473 Attrited Customer 34 M High School $80K - $120K
## 8474 Existing Customer 44 F Doctorate Unknown
## 8475 Existing Customer 54 F High School $40K - $60K
## 8476 Existing Customer 46 M Unknown $80K - $120K
## 8477 Existing Customer 53 F College Less than $40K
## 8478 Existing Customer 54 M College $120K +
## 8479 Existing Customer 47 M Graduate $60K - $80K
## 8480 Existing Customer 43 F Graduate $40K - $60K
## 8481 Existing Customer 41 F College $40K - $60K
## 8482 Existing Customer 48 F College Unknown
## 8483 Existing Customer 50 F Uneducated Less than $40K
## 8484 Existing Customer 42 F Uneducated Less than $40K
## 8485 Existing Customer 44 M Unknown $40K - $60K
## 8486 Existing Customer 45 M Unknown Less than $40K
## 8487 Attrited Customer 39 F Graduate Unknown
## 8488 Existing Customer 46 M Uneducated $60K - $80K
## 8489 Existing Customer 39 M Doctorate $60K - $80K
## 8490 Existing Customer 40 F Uneducated Less than $40K
## 8491 Existing Customer 43 M Doctorate $40K - $60K
## 8492 Existing Customer 49 F Graduate $40K - $60K
## 8493 Attrited Customer 46 F Uneducated Unknown
## 8494 Existing Customer 52 F Unknown Unknown
## 8495 Existing Customer 48 F Unknown Less than $40K
## 8496 Existing Customer 44 M College $80K - $120K
## 8497 Attrited Customer 57 F Unknown Less than $40K
## 8498 Existing Customer 40 F Unknown $40K - $60K
## 8499 Existing Customer 54 F Uneducated Less than $40K
## 8500 Existing Customer 47 F Uneducated $40K - $60K
## 8501 Existing Customer 26 F Unknown Less than $40K
## 8502 Existing Customer 33 F Graduate $40K - $60K
## 8503 Existing Customer 38 M High School $80K - $120K
## 8504 Attrited Customer 59 F Unknown $40K - $60K
## 8505 Existing Customer 35 F Graduate Unknown
## 8506 Attrited Customer 45 F College Less than $40K
## 8507 Existing Customer 61 M Uneducated $40K - $60K
## 8508 Attrited Customer 55 F Unknown Less than $40K
## 8509 Existing Customer 58 F Graduate $40K - $60K
## 8510 Existing Customer 41 F Graduate Less than $40K
## 8511 Existing Customer 42 M Uneducated $40K - $60K
## 8512 Existing Customer 45 F Uneducated Less than $40K
## 8513 Existing Customer 45 F Post-Graduate Less than $40K
## 8514 Attrited Customer 51 F High School Less than $40K
## 8515 Existing Customer 40 F High School Less than $40K
## 8516 Existing Customer 57 F College Less than $40K
## 8517 Existing Customer 50 F Post-Graduate Unknown
## 8518 Existing Customer 53 M Unknown $60K - $80K
## 8519 Existing Customer 45 F Graduate Less than $40K
## 8520 Existing Customer 42 F College $40K - $60K
## 8521 Attrited Customer 49 F Graduate Less than $40K
## 8522 Existing Customer 55 F Unknown $40K - $60K
## 8523 Existing Customer 48 F Graduate Less than $40K
## 8524 Existing Customer 44 F Post-Graduate Less than $40K
## 8525 Attrited Customer 63 M Graduate $60K - $80K
## 8526 Existing Customer 48 F Unknown Less than $40K
## 8527 Attrited Customer 41 F Graduate Less than $40K
## 8528 Existing Customer 45 F Uneducated Less than $40K
## 8529 Existing Customer 54 F Doctorate Less than $40K
## 8530 Existing Customer 48 F Graduate Less than $40K
## 8531 Existing Customer 40 F Uneducated Less than $40K
## 8532 Existing Customer 47 F Graduate $40K - $60K
## 8533 Attrited Customer 45 F Unknown Unknown
## 8534 Existing Customer 39 F Uneducated Less than $40K
## 8535 Existing Customer 53 F High School Less than $40K
## 8536 Existing Customer 53 F Uneducated $40K - $60K
## 8537 Existing Customer 29 F Uneducated Less than $40K
## 8538 Existing Customer 44 F High School Less than $40K
## 8539 Attrited Customer 46 M High School $40K - $60K
## 8540 Existing Customer 40 M Graduate Less than $40K
## 8541 Existing Customer 40 F Uneducated Less than $40K
## 8542 Existing Customer 42 F Uneducated $40K - $60K
## 8543 Existing Customer 38 F Uneducated Less than $40K
## 8544 Attrited Customer 54 F College Unknown
## 8545 Existing Customer 49 M High School $80K - $120K
## 8546 Attrited Customer 52 F Uneducated $40K - $60K
## 8547 Existing Customer 38 F College Less than $40K
## 8548 Existing Customer 44 F Graduate Unknown
## 8549 Existing Customer 44 F Uneducated Less than $40K
## 8550 Existing Customer 52 F High School Unknown
## 8551 Attrited Customer 56 F High School Less than $40K
## 8552 Attrited Customer 47 F High School Less than $40K
## 8553 Existing Customer 52 F Unknown Less than $40K
## 8554 Existing Customer 50 F High School Less than $40K
## 8555 Attrited Customer 44 F Graduate Less than $40K
## 8556 Existing Customer 39 M Graduate $60K - $80K
## 8557 Existing Customer 53 M College $40K - $60K
## 8558 Existing Customer 42 M High School $60K - $80K
## 8559 Attrited Customer 48 M Graduate $40K - $60K
## 8560 Existing Customer 47 M Post-Graduate $80K - $120K
## 8561 Existing Customer 51 M Graduate $80K - $120K
## 8562 Existing Customer 56 F Graduate $40K - $60K
## 8563 Existing Customer 33 F College $40K - $60K
## 8564 Existing Customer 36 M Graduate $40K - $60K
## 8565 Attrited Customer 57 M Unknown $120K +
## 8566 Existing Customer 39 F Graduate Less than $40K
## 8567 Attrited Customer 59 M Uneducated $60K - $80K
## 8568 Attrited Customer 41 F High School Less than $40K
## 8569 Attrited Customer 29 F College Less than $40K
## 8570 Existing Customer 39 F High School $40K - $60K
## 8571 Existing Customer 47 F Unknown $40K - $60K
## 8572 Existing Customer 49 M High School $60K - $80K
## 8573 Existing Customer 43 F Graduate Less than $40K
## 8574 Attrited Customer 46 F Unknown Less than $40K
## 8575 Attrited Customer 60 M High School $80K - $120K
## 8576 Existing Customer 48 M Graduate $80K - $120K
## 8577 Attrited Customer 50 M Post-Graduate $60K - $80K
## 8578 Existing Customer 47 M Uneducated $60K - $80K
## 8579 Existing Customer 56 F Post-Graduate $40K - $60K
## 8580 Existing Customer 43 M Graduate $80K - $120K
## 8581 Existing Customer 51 F College Less than $40K
## 8582 Existing Customer 42 M High School $80K - $120K
## 8583 Existing Customer 49 F Graduate Less than $40K
## 8584 Existing Customer 47 F Uneducated Less than $40K
## 8585 Existing Customer 44 M Post-Graduate $80K - $120K
## 8586 Existing Customer 44 M High School $120K +
## 8587 Existing Customer 53 M Graduate $120K +
## 8588 Existing Customer 41 M Graduate $40K - $60K
## 8589 Existing Customer 49 M Unknown $120K +
## 8590 Existing Customer 49 M High School $60K - $80K
## 8591 Existing Customer 42 F College Less than $40K
## 8592 Existing Customer 50 M High School $80K - $120K
## 8593 Existing Customer 51 M Post-Graduate $40K - $60K
## 8594 Existing Customer 52 F Uneducated Less than $40K
## 8595 Existing Customer 48 M Graduate $60K - $80K
## 8596 Existing Customer 44 M Uneducated $80K - $120K
## 8597 Existing Customer 40 F High School $40K - $60K
## 8598 Existing Customer 42 M Graduate $80K - $120K
## 8599 Existing Customer 43 F Unknown Unknown
## 8600 Existing Customer 42 M Graduate Less than $40K
## 8601 Existing Customer 42 F High School Less than $40K
## 8602 Existing Customer 51 F Unknown Less than $40K
## 8603 Existing Customer 61 F High School Less than $40K
## 8604 Existing Customer 59 M Uneducated $40K - $60K
## 8605 Existing Customer 46 F Uneducated Less than $40K
## 8606 Existing Customer 51 M Post-Graduate $80K - $120K
## 8607 Existing Customer 48 F Post-Graduate Less than $40K
## 8608 Existing Customer 44 F High School $40K - $60K
## 8609 Existing Customer 56 M Unknown $40K - $60K
## 8610 Existing Customer 42 F Post-Graduate Less than $40K
## 8611 Existing Customer 40 M College $60K - $80K
## 8612 Existing Customer 61 F College Less than $40K
## 8613 Existing Customer 45 M Uneducated $80K - $120K
## 8614 Attrited Customer 49 M Graduate $80K - $120K
## 8615 Existing Customer 47 M Uneducated $60K - $80K
## 8616 Existing Customer 45 F High School Less than $40K
## 8617 Existing Customer 43 M College $60K - $80K
## 8618 Existing Customer 42 M Graduate $60K - $80K
## 8619 Existing Customer 42 M High School $80K - $120K
## 8620 Existing Customer 43 F College Unknown
## 8621 Existing Customer 40 M High School $60K - $80K
## 8622 Existing Customer 50 F College Unknown
## 8623 Existing Customer 53 F Graduate $40K - $60K
## 8624 Attrited Customer 49 M Graduate $40K - $60K
## 8625 Existing Customer 44 M Uneducated $80K - $120K
## 8626 Existing Customer 49 M Unknown $80K - $120K
## 8627 Existing Customer 42 F Graduate Unknown
## 8628 Existing Customer 43 F High School Less than $40K
## 8629 Existing Customer 51 F Unknown Less than $40K
## 8630 Existing Customer 40 F Uneducated Less than $40K
## 8631 Existing Customer 57 F Post-Graduate Less than $40K
## 8632 Existing Customer 51 M Doctorate $120K +
## 8633 Existing Customer 49 M Doctorate $80K - $120K
## 8634 Existing Customer 61 M Graduate Less than $40K
## 8635 Existing Customer 62 M Graduate $60K - $80K
## 8636 Existing Customer 39 M Unknown $80K - $120K
## 8637 Existing Customer 52 M Graduate $60K - $80K
## 8638 Existing Customer 38 F High School Unknown
## 8639 Existing Customer 50 F High School Less than $40K
## 8640 Existing Customer 43 M Unknown $120K +
## 8641 Existing Customer 53 F College Less than $40K
## 8642 Existing Customer 42 M High School $60K - $80K
## 8643 Existing Customer 43 F High School Unknown
## 8644 Existing Customer 43 F Graduate Less than $40K
## 8645 Existing Customer 57 M Post-Graduate $60K - $80K
## 8646 Existing Customer 50 F Uneducated Less than $40K
## 8647 Existing Customer 48 M High School $120K +
## 8648 Existing Customer 41 M Graduate $120K +
## 8649 Existing Customer 44 M High School $60K - $80K
## 8650 Existing Customer 44 F College $40K - $60K
## 8651 Existing Customer 43 F College Less than $40K
## 8652 Existing Customer 51 M Graduate $80K - $120K
## 8653 Existing Customer 47 M Post-Graduate $80K - $120K
## 8654 Existing Customer 47 F Doctorate $40K - $60K
## 8655 Existing Customer 38 M High School $120K +
## 8656 Existing Customer 46 M High School $40K - $60K
## 8657 Existing Customer 41 F Uneducated $40K - $60K
## 8658 Existing Customer 47 M Graduate $80K - $120K
## 8659 Existing Customer 41 M Graduate $80K - $120K
## 8660 Existing Customer 49 F Uneducated $40K - $60K
## 8661 Existing Customer 44 M Graduate $80K - $120K
## 8662 Attrited Customer 48 F Post-Graduate Less than $40K
## 8663 Existing Customer 44 M Graduate $60K - $80K
## 8664 Existing Customer 50 F Doctorate Unknown
## 8665 Attrited Customer 59 F High School Less than $40K
## 8666 Attrited Customer 49 F High School Unknown
## 8667 Existing Customer 42 M Uneducated $80K - $120K
## 8668 Existing Customer 52 M Graduate $60K - $80K
## 8669 Existing Customer 46 M Graduate $40K - $60K
## 8670 Existing Customer 41 M College $40K - $60K
## 8671 Existing Customer 39 F Doctorate Less than $40K
## 8672 Existing Customer 46 F Graduate Less than $40K
## 8673 Existing Customer 45 F Graduate Less than $40K
## 8674 Existing Customer 53 M High School $60K - $80K
## 8675 Existing Customer 42 M Unknown $80K - $120K
## 8676 Existing Customer 44 F Graduate Less than $40K
## 8677 Attrited Customer 47 F High School Unknown
## 8678 Existing Customer 46 M Uneducated $60K - $80K
## 8679 Existing Customer 38 F Graduate Less than $40K
## 8680 Existing Customer 46 F Graduate Less than $40K
## 8681 Existing Customer 39 M Unknown $120K +
## 8682 Existing Customer 47 M College $60K - $80K
## 8683 Existing Customer 46 M Doctorate $60K - $80K
## 8684 Existing Customer 45 M Graduate $40K - $60K
## 8685 Existing Customer 50 F High School $40K - $60K
## 8686 Existing Customer 43 F High School Less than $40K
## 8687 Existing Customer 48 M College $40K - $60K
## 8688 Existing Customer 50 F Graduate Less than $40K
## 8689 Existing Customer 40 F Graduate $40K - $60K
## 8690 Existing Customer 46 M College $40K - $60K
## 8691 Existing Customer 45 M College $60K - $80K
## 8692 Existing Customer 53 M High School Less than $40K
## 8693 Existing Customer 49 F Graduate Less than $40K
## 8694 Existing Customer 52 F Post-Graduate Less than $40K
## 8695 Existing Customer 47 M Graduate $80K - $120K
## 8696 Existing Customer 47 M Uneducated $80K - $120K
## 8697 Existing Customer 43 M High School $60K - $80K
## 8698 Existing Customer 49 M College $80K - $120K
## 8699 Existing Customer 40 F College $40K - $60K
## 8700 Existing Customer 53 F Graduate Less than $40K
## 8701 Attrited Customer 51 F Unknown $40K - $60K
## 8702 Existing Customer 46 M High School $40K - $60K
## 8703 Existing Customer 41 M High School $80K - $120K
## 8704 Existing Customer 42 F Unknown Less than $40K
## 8705 Existing Customer 50 M High School $120K +
## 8706 Existing Customer 51 M Uneducated $80K - $120K
## 8707 Existing Customer 44 M High School $120K +
## 8708 Existing Customer 49 M Uneducated $60K - $80K
## 8709 Existing Customer 51 F Unknown $40K - $60K
## 8710 Existing Customer 53 F Graduate $40K - $60K
## 8711 Existing Customer 49 F Unknown Less than $40K
## 8712 Existing Customer 59 M Graduate Unknown
## 8713 Existing Customer 47 F Doctorate $40K - $60K
## 8714 Existing Customer 50 M Uneducated $80K - $120K
## 8715 Existing Customer 44 M Graduate $120K +
## 8716 Existing Customer 48 M Graduate $60K - $80K
## 8717 Attrited Customer 47 M College $60K - $80K
## 8718 Existing Customer 43 M Uneducated $60K - $80K
## 8719 Existing Customer 40 M High School $80K - $120K
## 8720 Existing Customer 41 M Graduate $80K - $120K
## 8721 Existing Customer 46 F High School Less than $40K
## 8722 Existing Customer 47 M High School Unknown
## 8723 Existing Customer 44 M Graduate $60K - $80K
## 8724 Existing Customer 52 F Graduate Less than $40K
## 8725 Existing Customer 39 M Uneducated $80K - $120K
## 8726 Existing Customer 53 F High School Less than $40K
## 8727 Existing Customer 49 M Unknown $80K - $120K
## 8728 Existing Customer 52 F Post-Graduate Less than $40K
## 8729 Existing Customer 46 M High School $40K - $60K
## 8730 Existing Customer 44 F Graduate $40K - $60K
## 8731 Existing Customer 52 F High School $40K - $60K
## 8732 Existing Customer 52 M Graduate $80K - $120K
## 8733 Existing Customer 50 F Graduate Less than $40K
## 8734 Existing Customer 55 M High School $80K - $120K
## 8735 Existing Customer 45 M Unknown $60K - $80K
## 8736 Attrited Customer 44 M Doctorate $80K - $120K
## 8737 Attrited Customer 46 F Graduate Less than $40K
## 8738 Existing Customer 49 M Uneducated $120K +
## 8739 Existing Customer 53 F College Unknown
## 8740 Existing Customer 60 F Doctorate Unknown
## 8741 Existing Customer 47 M Post-Graduate Unknown
## 8742 Existing Customer 54 F Graduate $40K - $60K
## 8743 Existing Customer 39 M Post-Graduate $80K - $120K
## 8744 Existing Customer 46 F Uneducated Less than $40K
## 8745 Existing Customer 43 F College Less than $40K
## 8746 Existing Customer 53 M High School $120K +
## 8747 Existing Customer 44 M Graduate $60K - $80K
## 8748 Existing Customer 48 M High School $40K - $60K
## 8749 Existing Customer 41 M Uneducated $80K - $120K
## 8750 Attrited Customer 45 F Post-Graduate Less than $40K
## 8751 Existing Customer 41 F Unknown $40K - $60K
## 8752 Existing Customer 51 M College $80K - $120K
## 8753 Attrited Customer 44 M Post-Graduate $80K - $120K
## 8754 Existing Customer 39 M Uneducated $60K - $80K
## 8755 Existing Customer 40 M Doctorate Less than $40K
## 8756 Existing Customer 41 M Graduate $120K +
## 8757 Attrited Customer 46 F Unknown Unknown
## 8758 Attrited Customer 50 M High School $120K +
## 8759 Existing Customer 50 M Uneducated Less than $40K
## 8760 Attrited Customer 48 M Unknown $60K - $80K
## 8761 Existing Customer 49 M Graduate $80K - $120K
## 8762 Existing Customer 49 M Graduate $120K +
## 8763 Existing Customer 41 M Graduate $80K - $120K
## 8764 Existing Customer 36 F Uneducated $40K - $60K
## 8765 Existing Customer 52 F High School $40K - $60K
## 8766 Existing Customer 42 M Graduate $60K - $80K
## 8767 Existing Customer 49 F College Less than $40K
## 8768 Attrited Customer 41 M Graduate $60K - $80K
## 8769 Existing Customer 50 M Unknown $120K +
## 8770 Attrited Customer 53 F Graduate $40K - $60K
## 8771 Existing Customer 49 M Uneducated $80K - $120K
## 8772 Attrited Customer 46 M Unknown $80K - $120K
## 8773 Existing Customer 51 F High School Less than $40K
## 8774 Existing Customer 51 M Uneducated $60K - $80K
## 8775 Existing Customer 51 F High School Less than $40K
## 8776 Existing Customer 54 F College Less than $40K
## 8777 Existing Customer 46 M Doctorate $120K +
## 8778 Attrited Customer 43 M Post-Graduate $40K - $60K
## 8779 Existing Customer 48 F Post-Graduate Unknown
## 8780 Existing Customer 43 F Unknown Less than $40K
## 8781 Attrited Customer 41 M High School $120K +
## 8782 Existing Customer 49 M Uneducated $80K - $120K
## 8783 Existing Customer 51 F High School Unknown
## 8784 Existing Customer 47 F Uneducated $40K - $60K
## 8785 Attrited Customer 53 F High School Less than $40K
## 8786 Existing Customer 55 F Graduate Unknown
## 8787 Existing Customer 51 M Graduate $120K +
## 8788 Existing Customer 40 F Unknown Less than $40K
## 8789 Attrited Customer 60 F High School Less than $40K
## 8790 Existing Customer 40 F Graduate Unknown
## 8791 Existing Customer 46 F Graduate Unknown
## 8792 Existing Customer 42 F Graduate Less than $40K
## 8793 Existing Customer 46 F Graduate Less than $40K
## 8794 Existing Customer 51 F Uneducated Unknown
## 8795 Existing Customer 43 F Unknown Unknown
## 8796 Existing Customer 41 F College Less than $40K
## 8797 Existing Customer 47 M Uneducated $80K - $120K
## 8798 Attrited Customer 43 M Post-Graduate $40K - $60K
## 8799 Existing Customer 47 F Graduate Less than $40K
## 8800 Existing Customer 51 M Graduate $40K - $60K
## 8801 Existing Customer 44 F Unknown $40K - $60K
## 8802 Existing Customer 44 M Graduate $80K - $120K
## 8803 Existing Customer 39 F Unknown $40K - $60K
## 8804 Existing Customer 53 F Graduate Less than $40K
## 8805 Existing Customer 45 M Uneducated $80K - $120K
## 8806 Existing Customer 47 M Unknown $120K +
## 8807 Existing Customer 40 M High School $40K - $60K
## 8808 Existing Customer 50 F Uneducated Unknown
## 8809 Existing Customer 47 F Uneducated Unknown
## 8810 Existing Customer 55 M Unknown $80K - $120K
## 8811 Existing Customer 44 F High School Less than $40K
## 8812 Existing Customer 54 F Graduate Unknown
## 8813 Existing Customer 40 M Unknown $80K - $120K
## 8814 Existing Customer 50 M Graduate $80K - $120K
## 8815 Attrited Customer 49 M Post-Graduate $60K - $80K
## 8816 Existing Customer 49 F Graduate Less than $40K
## 8817 Existing Customer 39 F Uneducated Less than $40K
## 8818 Attrited Customer 43 M High School $120K +
## 8819 Existing Customer 43 F High School Less than $40K
## 8820 Existing Customer 45 F Graduate Unknown
## 8821 Attrited Customer 47 F College Unknown
## 8822 Existing Customer 45 F College Less than $40K
## 8823 Existing Customer 34 F Graduate Unknown
## 8824 Existing Customer 52 M Uneducated $120K +
## 8825 Existing Customer 33 F Doctorate Less than $40K
## 8826 Attrited Customer 43 M Unknown $60K - $80K
## 8827 Existing Customer 42 M College $40K - $60K
## 8828 Existing Customer 49 M Graduate $80K - $120K
## 8829 Existing Customer 55 M Uneducated $40K - $60K
## 8830 Existing Customer 39 F Graduate Less than $40K
## 8831 Existing Customer 40 F College $40K - $60K
## 8832 Existing Customer 46 M Unknown $80K - $120K
## 8833 Existing Customer 46 M College $80K - $120K
## 8834 Attrited Customer 58 M College $120K +
## 8835 Existing Customer 44 F Graduate Less than $40K
## 8836 Existing Customer 42 M Unknown $40K - $60K
## 8837 Existing Customer 50 M Unknown $60K - $80K
## 8838 Existing Customer 46 M Graduate $80K - $120K
## 8839 Existing Customer 37 M High School $80K - $120K
## 8840 Existing Customer 57 F Graduate Less than $40K
## 8841 Existing Customer 52 M Graduate $40K - $60K
## 8842 Existing Customer 62 F Post-Graduate $40K - $60K
## 8843 Existing Customer 45 M High School $60K - $80K
## 8844 Existing Customer 57 M High School $80K - $120K
## 8845 Existing Customer 44 F Graduate Less than $40K
## 8846 Existing Customer 42 F Unknown Unknown
## 8847 Existing Customer 40 F Unknown Less than $40K
## 8848 Existing Customer 47 M Graduate Less than $40K
## 8849 Existing Customer 51 M Post-Graduate $120K +
## 8850 Existing Customer 45 F High School Less than $40K
## 8851 Existing Customer 50 M Unknown $60K - $80K
## 8852 Existing Customer 46 M Graduate Less than $40K
## 8853 Existing Customer 47 F Unknown Less than $40K
## 8854 Existing Customer 43 F High School Less than $40K
## 8855 Existing Customer 52 M Uneducated $40K - $60K
## 8856 Existing Customer 46 F High School Less than $40K
## 8857 Existing Customer 41 M Graduate $60K - $80K
## 8858 Attrited Customer 52 M High School $120K +
## 8859 Existing Customer 52 F High School Less than $40K
## 8860 Attrited Customer 51 M Post-Graduate $80K - $120K
## 8861 Existing Customer 49 M Graduate $60K - $80K
## 8862 Existing Customer 55 M College $120K +
## 8863 Existing Customer 46 M Graduate $40K - $60K
## 8864 Attrited Customer 43 M Post-Graduate $40K - $60K
## 8865 Attrited Customer 46 F Unknown Less than $40K
## 8866 Existing Customer 49 M High School $80K - $120K
## 8867 Existing Customer 41 M Uneducated $120K +
## 8868 Existing Customer 37 M High School $80K - $120K
## 8869 Existing Customer 51 M Uneducated $120K +
## 8870 Existing Customer 50 M Doctorate $120K +
## 8871 Existing Customer 57 M Uneducated $60K - $80K
## 8872 Existing Customer 40 M Uneducated $120K +
## 8873 Existing Customer 52 M College $120K +
## 8874 Existing Customer 45 F High School $40K - $60K
## 8875 Existing Customer 48 F College Less than $40K
## 8876 Existing Customer 39 F High School Less than $40K
## 8877 Existing Customer 49 F College Less than $40K
## 8878 Existing Customer 45 M Unknown $40K - $60K
## 8879 Existing Customer 43 F Graduate Less than $40K
## 8880 Existing Customer 45 M Graduate $60K - $80K
## 8881 Attrited Customer 38 M High School $120K +
## 8882 Attrited Customer 54 M College $80K - $120K
## 8883 Attrited Customer 39 M Graduate $40K - $60K
## 8884 Existing Customer 49 F Graduate Less than $40K
## 8885 Existing Customer 45 M Graduate $120K +
## 8886 Existing Customer 54 M High School $80K - $120K
## 8887 Existing Customer 40 F Doctorate Less than $40K
## 8888 Existing Customer 49 M College $60K - $80K
## 8889 Attrited Customer 48 M Post-Graduate $80K - $120K
## 8890 Existing Customer 43 M Graduate Unknown
## 8891 Existing Customer 42 M Graduate $120K +
## 8892 Existing Customer 49 M High School $120K +
## 8893 Existing Customer 43 M Uneducated $120K +
## 8894 Existing Customer 44 F Unknown Less than $40K
## 8895 Existing Customer 45 M High School $80K - $120K
## 8896 Existing Customer 38 F Graduate Less than $40K
## 8897 Existing Customer 44 M Uneducated $120K +
## 8898 Existing Customer 45 M Graduate $120K +
## 8899 Existing Customer 51 F College Unknown
## 8900 Existing Customer 41 M Graduate $80K - $120K
## 8901 Existing Customer 51 M Unknown $60K - $80K
## 8902 Existing Customer 56 F Uneducated Less than $40K
## 8903 Existing Customer 42 M Unknown $40K - $60K
## 8904 Attrited Customer 52 F Graduate Unknown
## 8905 Existing Customer 49 F Uneducated Less than $40K
## 8906 Attrited Customer 50 M Graduate $120K +
## 8907 Existing Customer 42 M Graduate $120K +
## 8908 Existing Customer 45 F Doctorate $40K - $60K
## 8909 Existing Customer 50 M Unknown $80K - $120K
## 8910 Existing Customer 41 M Post-Graduate $80K - $120K
## 8911 Existing Customer 44 F College Less than $40K
## 8912 Attrited Customer 51 M Unknown $120K +
## 8913 Existing Customer 48 M Graduate $80K - $120K
## 8914 Existing Customer 40 M Uneducated $60K - $80K
## 8915 Existing Customer 49 M High School $80K - $120K
## 8916 Existing Customer 43 M Graduate $80K - $120K
## 8917 Existing Customer 51 M Uneducated $80K - $120K
## 8918 Existing Customer 44 F High School Unknown
## 8919 Existing Customer 59 M Graduate $60K - $80K
## 8920 Existing Customer 49 M Graduate $60K - $80K
## 8921 Existing Customer 38 M College $120K +
## 8922 Existing Customer 52 M Graduate $80K - $120K
## 8923 Existing Customer 49 M Graduate $120K +
## 8924 Existing Customer 47 M Graduate $40K - $60K
## 8925 Existing Customer 51 F High School Unknown
## 8926 Existing Customer 46 M Uneducated $80K - $120K
## 8927 Existing Customer 52 M College $80K - $120K
## 8928 Existing Customer 57 F Graduate Less than $40K
## 8929 Attrited Customer 40 M Unknown $60K - $80K
## 8930 Existing Customer 44 M Graduate $60K - $80K
## 8931 Existing Customer 47 M Unknown $40K - $60K
## 8932 Existing Customer 41 F Graduate Less than $40K
## 8933 Existing Customer 42 M Post-Graduate $60K - $80K
## 8934 Existing Customer 44 F Uneducated Unknown
## 8935 Existing Customer 44 M Unknown $40K - $60K
## 8936 Existing Customer 47 M Uneducated $120K +
## 8937 Attrited Customer 36 M Unknown $40K - $60K
## 8938 Existing Customer 45 M Graduate $60K - $80K
## 8939 Existing Customer 50 M High School $80K - $120K
## 8940 Existing Customer 41 M High School $60K - $80K
## 8941 Attrited Customer 55 M High School $120K +
## 8942 Existing Customer 45 M College $40K - $60K
## 8943 Existing Customer 40 F Post-Graduate $40K - $60K
## 8944 Existing Customer 43 M College $80K - $120K
## 8945 Existing Customer 49 F Graduate Less than $40K
## 8946 Existing Customer 47 M College Less than $40K
## 8947 Existing Customer 49 M Unknown $60K - $80K
## 8948 Existing Customer 43 M High School $40K - $60K
## 8949 Existing Customer 44 F Uneducated Less than $40K
## 8950 Existing Customer 42 F Graduate Unknown
## 8951 Existing Customer 44 F High School $40K - $60K
## 8952 Existing Customer 52 M Graduate $80K - $120K
## 8953 Attrited Customer 42 M Post-Graduate $60K - $80K
## 8954 Existing Customer 40 F Graduate Less than $40K
## 8955 Existing Customer 54 F Unknown Less than $40K
## 8956 Existing Customer 62 M Graduate $60K - $80K
## 8957 Existing Customer 52 F Graduate Less than $40K
## 8958 Existing Customer 50 F Doctorate Less than $40K
## 8959 Existing Customer 51 F Graduate Less than $40K
## 8960 Attrited Customer 54 F Graduate Less than $40K
## 8961 Existing Customer 39 F Unknown $40K - $60K
## 8962 Attrited Customer 50 M Post-Graduate $80K - $120K
## 8963 Existing Customer 46 M College $120K +
## 8964 Existing Customer 45 M Uneducated $60K - $80K
## 8965 Existing Customer 61 M Graduate Unknown
## 8966 Existing Customer 51 M Unknown $120K +
## 8967 Existing Customer 50 M Graduate $80K - $120K
## 8968 Attrited Customer 48 M College $80K - $120K
## 8969 Existing Customer 50 M High School Less than $40K
## 8970 Existing Customer 58 F Uneducated Unknown
## 8971 Existing Customer 46 M College $60K - $80K
## 8972 Existing Customer 46 F High School $40K - $60K
## 8973 Existing Customer 42 F Unknown Less than $40K
## 8974 Existing Customer 38 M Unknown $80K - $120K
## 8975 Existing Customer 40 M Post-Graduate $120K +
## 8976 Existing Customer 43 M Graduate $80K - $120K
## 8977 Existing Customer 48 M Graduate $60K - $80K
## 8978 Existing Customer 38 M Uneducated $80K - $120K
## 8979 Existing Customer 46 M High School $120K +
## 8980 Existing Customer 44 M Uneducated $40K - $60K
## 8981 Existing Customer 50 M Unknown $80K - $120K
## 8982 Existing Customer 39 M College $40K - $60K
## 8983 Existing Customer 50 M College $60K - $80K
## 8984 Existing Customer 41 F Graduate Less than $40K
## 8985 Existing Customer 49 F Graduate Less than $40K
## 8986 Existing Customer 42 M Graduate $80K - $120K
## 8987 Existing Customer 46 M Uneducated $60K - $80K
## 8988 Existing Customer 44 M Graduate $80K - $120K
## 8989 Existing Customer 53 M Graduate $80K - $120K
## 8990 Existing Customer 51 M College $80K - $120K
## 8991 Attrited Customer 38 F College Less than $40K
## 8992 Existing Customer 50 M Graduate $60K - $80K
## 8993 Attrited Customer 47 F Graduate Less than $40K
## 8994 Existing Customer 38 M Uneducated $80K - $120K
## 8995 Existing Customer 45 M High School $60K - $80K
## 8996 Existing Customer 52 M High School $80K - $120K
## 8997 Existing Customer 44 F Unknown Less than $40K
## 8998 Existing Customer 35 F High School Unknown
## 8999 Existing Customer 44 M Graduate $60K - $80K
## 9000 Attrited Customer 40 M Graduate $80K - $120K
## 9001 Existing Customer 57 M Graduate $120K +
## 9002 Existing Customer 43 F Unknown Less than $40K
## 9003 Existing Customer 45 F Uneducated $40K - $60K
## 9004 Existing Customer 44 F Graduate Less than $40K
## 9005 Existing Customer 47 M Graduate $120K +
## 9006 Existing Customer 50 M Unknown $60K - $80K
## 9007 Existing Customer 44 F Unknown Less than $40K
## 9008 Existing Customer 51 M Graduate $120K +
## 9009 Attrited Customer 45 F High School Unknown
## 9010 Existing Customer 44 F Unknown Less than $40K
## 9011 Attrited Customer 48 F High School Less than $40K
## 9012 Existing Customer 40 F Uneducated Less than $40K
## 9013 Existing Customer 50 M Graduate $80K - $120K
## 9014 Existing Customer 38 F College Less than $40K
## 9015 Attrited Customer 43 F College $40K - $60K
## 9016 Existing Customer 45 F Graduate Less than $40K
## 9017 Existing Customer 49 M Uneducated $120K +
## 9018 Attrited Customer 44 M High School $80K - $120K
## 9019 Existing Customer 53 M Graduate $40K - $60K
## 9020 Existing Customer 46 M Post-Graduate $40K - $60K
## 9021 Existing Customer 56 M Graduate $80K - $120K
## 9022 Existing Customer 63 M Uneducated $60K - $80K
## 9023 Existing Customer 40 M Graduate $40K - $60K
## 9024 Existing Customer 45 M Graduate $80K - $120K
## 9025 Existing Customer 52 M Doctorate $120K +
## 9026 Existing Customer 50 M Uneducated $40K - $60K
## 9027 Attrited Customer 62 M High School $60K - $80K
## 9028 Attrited Customer 44 M Unknown $120K +
## 9029 Existing Customer 45 F Graduate Less than $40K
## 9030 Existing Customer 53 M Uneducated $80K - $120K
## 9031 Existing Customer 38 F High School $40K - $60K
## 9032 Existing Customer 44 F Doctorate $40K - $60K
## 9033 Existing Customer 42 M Uneducated $40K - $60K
## 9034 Existing Customer 44 M High School $60K - $80K
## 9035 Existing Customer 55 F College Less than $40K
## 9036 Existing Customer 52 F Uneducated Less than $40K
## 9037 Existing Customer 48 M Graduate $60K - $80K
## 9038 Existing Customer 48 M Graduate $80K - $120K
## 9039 Existing Customer 47 M Graduate $40K - $60K
## 9040 Existing Customer 49 M Graduate $120K +
## 9041 Existing Customer 47 F College $40K - $60K
## 9042 Existing Customer 47 M Uneducated $80K - $120K
## 9043 Existing Customer 56 M Graduate $120K +
## 9044 Existing Customer 61 M Uneducated $40K - $60K
## 9045 Existing Customer 45 M Doctorate $120K +
## 9046 Existing Customer 49 F Graduate Less than $40K
## 9047 Existing Customer 44 F Uneducated Less than $40K
## 9048 Attrited Customer 50 M Post-Graduate $80K - $120K
## 9049 Existing Customer 51 M High School $120K +
## 9050 Existing Customer 44 F Uneducated Less than $40K
## 9051 Existing Customer 46 M Unknown $80K - $120K
## 9052 Existing Customer 41 M Unknown $80K - $120K
## 9053 Existing Customer 51 M Graduate $60K - $80K
## 9054 Existing Customer 52 F Graduate $40K - $60K
## 9055 Existing Customer 39 M High School $80K - $120K
## 9056 Existing Customer 38 M High School $60K - $80K
## 9057 Existing Customer 51 M Graduate $80K - $120K
## 9058 Existing Customer 41 M High School $80K - $120K
## 9059 Existing Customer 43 M Post-Graduate $60K - $80K
## 9060 Existing Customer 40 M High School $60K - $80K
## 9061 Existing Customer 58 M Uneducated $80K - $120K
## 9062 Attrited Customer 44 M Post-Graduate $60K - $80K
## 9063 Existing Customer 48 M Graduate $60K - $80K
## 9064 Attrited Customer 49 M Unknown $80K - $120K
## 9065 Existing Customer 48 M Unknown $60K - $80K
## 9066 Existing Customer 44 M College $40K - $60K
## 9067 Existing Customer 54 F Unknown Unknown
## 9068 Existing Customer 45 M Graduate Less than $40K
## 9069 Attrited Customer 54 F Graduate Unknown
## 9070 Existing Customer 46 M Unknown $60K - $80K
## 9071 Existing Customer 37 F Graduate $40K - $60K
## 9072 Existing Customer 41 M Unknown $60K - $80K
## 9073 Existing Customer 43 M High School $60K - $80K
## 9074 Existing Customer 39 M Unknown $80K - $120K
## 9075 Attrited Customer 61 M Post-Graduate $60K - $80K
## 9076 Existing Customer 51 M Uneducated $80K - $120K
## 9077 Existing Customer 48 F Uneducated $40K - $60K
## 9078 Existing Customer 46 M Uneducated $60K - $80K
## 9079 Existing Customer 39 F Unknown Less than $40K
## 9080 Existing Customer 55 F Graduate Less than $40K
## 9081 Existing Customer 44 M High School $60K - $80K
## 9082 Existing Customer 48 M Uneducated $40K - $60K
## 9083 Existing Customer 46 F College $40K - $60K
## 9084 Existing Customer 39 F Unknown $40K - $60K
## 9085 Existing Customer 45 F Uneducated $40K - $60K
## 9086 Attrited Customer 43 F Graduate Less than $40K
## 9087 Existing Customer 40 F High School $40K - $60K
## 9088 Attrited Customer 49 M High School $120K +
## 9089 Existing Customer 39 F Unknown $40K - $60K
## 9090 Existing Customer 47 M College $60K - $80K
## 9091 Existing Customer 42 M Graduate $80K - $120K
## 9092 Existing Customer 44 F Unknown Less than $40K
## 9093 Existing Customer 47 M College $80K - $120K
## 9094 Existing Customer 63 M High School $60K - $80K
## 9095 Existing Customer 49 M Uneducated $80K - $120K
## 9096 Existing Customer 43 F Graduate $40K - $60K
## 9097 Existing Customer 55 M Graduate $120K +
## 9098 Attrited Customer 46 F High School Less than $40K
## 9099 Existing Customer 42 M Unknown Less than $40K
## 9100 Attrited Customer 43 M Graduate $40K - $60K
## 9101 Attrited Customer 51 M High School $80K - $120K
## 9102 Attrited Customer 49 M Unknown $80K - $120K
## 9103 Attrited Customer 51 F Graduate Unknown
## 9104 Existing Customer 31 F Uneducated Less than $40K
## 9105 Existing Customer 43 M Graduate $80K - $120K
## 9106 Existing Customer 59 M Graduate $60K - $80K
## 9107 Existing Customer 41 F Unknown Unknown
## 9108 Existing Customer 53 M College $120K +
## 9109 Existing Customer 39 M Uneducated $80K - $120K
## 9110 Existing Customer 57 M Unknown $120K +
## 9111 Existing Customer 60 M High School $40K - $60K
## 9112 Existing Customer 51 M High School $80K - $120K
## 9113 Attrited Customer 46 F Unknown $40K - $60K
## 9114 Existing Customer 45 M Graduate $60K - $80K
## 9115 Existing Customer 41 M Graduate $60K - $80K
## 9116 Existing Customer 56 M High School $120K +
## 9117 Existing Customer 39 F Uneducated Unknown
## 9118 Existing Customer 49 F Graduate $40K - $60K
## 9119 Existing Customer 45 M Graduate $40K - $60K
## 9120 Existing Customer 47 F Unknown Less than $40K
## 9121 Attrited Customer 50 M Unknown $40K - $60K
## 9122 Attrited Customer 45 F High School $40K - $60K
## 9123 Existing Customer 45 M High School $40K - $60K
## 9124 Existing Customer 40 F Graduate Less than $40K
## 9125 Existing Customer 52 F Graduate Less than $40K
## 9126 Existing Customer 51 M Graduate $40K - $60K
## 9127 Existing Customer 44 M Graduate $80K - $120K
## 9128 Existing Customer 56 F Uneducated Unknown
## 9129 Existing Customer 30 M High School $60K - $80K
## 9130 Attrited Customer 62 F Graduate Less than $40K
## 9131 Existing Customer 47 F Post-Graduate Less than $40K
## 9132 Existing Customer 42 F Unknown Less than $40K
## 9133 Existing Customer 52 F High School $40K - $60K
## 9134 Existing Customer 46 F Uneducated Unknown
## 9135 Existing Customer 54 F Graduate Unknown
## 9136 Attrited Customer 58 M Unknown $60K - $80K
## 9137 Attrited Customer 34 M Unknown $80K - $120K
## 9138 Attrited Customer 43 F Uneducated Less than $40K
## 9139 Existing Customer 49 M Graduate $80K - $120K
## 9140 Existing Customer 55 M Unknown $60K - $80K
## 9141 Existing Customer 47 F Graduate $40K - $60K
## 9142 Existing Customer 50 F Unknown Unknown
## 9143 Attrited Customer 41 F High School $40K - $60K
## 9144 Existing Customer 44 F Graduate Less than $40K
## 9145 Attrited Customer 39 M College $60K - $80K
## 9146 Existing Customer 43 M Graduate $60K - $80K
## 9147 Existing Customer 32 M High School $60K - $80K
## 9148 Existing Customer 40 M Unknown $60K - $80K
## 9149 Existing Customer 49 M Unknown Less than $40K
## 9150 Attrited Customer 56 F College Less than $40K
## 9151 Existing Customer 60 F Graduate Less than $40K
## 9152 Existing Customer 41 F High School $40K - $60K
## 9153 Attrited Customer 43 F Graduate Less than $40K
## 9154 Existing Customer 32 M Graduate $40K - $60K
## 9155 Existing Customer 47 F High School Less than $40K
## 9156 Existing Customer 46 M Graduate $80K - $120K
## 9157 Attrited Customer 41 M Graduate $120K +
## 9158 Attrited Customer 51 F Uneducated Less than $40K
## 9159 Attrited Customer 58 M Uneducated $80K - $120K
## 9160 Existing Customer 48 F Graduate Unknown
## 9161 Existing Customer 53 F Uneducated Less than $40K
## 9162 Existing Customer 52 M Graduate $80K - $120K
## 9163 Existing Customer 45 F High School Less than $40K
## 9164 Attrited Customer 41 M Uneducated $120K +
## 9165 Existing Customer 37 F Graduate Less than $40K
## 9166 Existing Customer 44 M High School $60K - $80K
## 9167 Attrited Customer 49 F Unknown Less than $40K
## 9168 Existing Customer 32 F Unknown Less than $40K
## 9169 Existing Customer 36 F Graduate Less than $40K
## 9170 Existing Customer 47 F Graduate Less than $40K
## 9171 Existing Customer 49 M Uneducated $60K - $80K
## 9172 Existing Customer 58 M Doctorate $120K +
## 9173 Attrited Customer 45 M Uneducated $40K - $60K
## 9174 Existing Customer 53 F Unknown Less than $40K
## 9175 Existing Customer 45 M High School $80K - $120K
## 9176 Existing Customer 44 M Uneducated $80K - $120K
## 9177 Existing Customer 54 M Post-Graduate $40K - $60K
## 9178 Existing Customer 38 F High School $40K - $60K
## 9179 Existing Customer 46 M Doctorate $60K - $80K
## 9180 Existing Customer 41 F Uneducated Unknown
## 9181 Existing Customer 48 F Doctorate $40K - $60K
## 9182 Existing Customer 53 M High School $60K - $80K
## 9183 Existing Customer 39 M Graduate $40K - $60K
## 9184 Attrited Customer 48 F Graduate Less than $40K
## 9185 Existing Customer 41 M Graduate $40K - $60K
## 9186 Existing Customer 54 F Uneducated Unknown
## 9187 Existing Customer 49 M High School $40K - $60K
## 9188 Attrited Customer 61 M Graduate $60K - $80K
## 9189 Existing Customer 41 M Unknown $60K - $80K
## 9190 Existing Customer 52 M Uneducated $120K +
## 9191 Existing Customer 44 M Unknown $120K +
## 9192 Existing Customer 33 F Unknown $40K - $60K
## 9193 Existing Customer 37 M Graduate $60K - $80K
## 9194 Existing Customer 52 F Graduate $40K - $60K
## 9195 Attrited Customer 51 F Uneducated Less than $40K
## 9196 Attrited Customer 43 M Uneducated $80K - $120K
## 9197 Existing Customer 54 F High School Less than $40K
## 9198 Existing Customer 31 F Uneducated Less than $40K
## 9199 Existing Customer 40 F High School Less than $40K
## 9200 Existing Customer 49 F Uneducated Less than $40K
## 9201 Attrited Customer 60 M Uneducated $40K - $60K
## 9202 Attrited Customer 62 F Uneducated Less than $40K
## 9203 Existing Customer 44 M Graduate $80K - $120K
## 9204 Existing Customer 43 F Graduate Less than $40K
## 9205 Existing Customer 56 M High School $80K - $120K
## 9206 Existing Customer 35 M High School $80K - $120K
## 9207 Existing Customer 40 F Graduate $40K - $60K
## 9208 Existing Customer 52 M High School $60K - $80K
## 9209 Existing Customer 29 M High School $40K - $60K
## 9210 Attrited Customer 52 M High School $60K - $80K
## 9211 Existing Customer 49 F Unknown Less than $40K
## 9212 Attrited Customer 37 M Graduate $60K - $80K
## 9213 Attrited Customer 47 F Unknown $40K - $60K
## 9214 Existing Customer 32 M Uneducated $60K - $80K
## 9215 Existing Customer 44 F Graduate Unknown
## 9216 Existing Customer 47 M College $80K - $120K
## 9217 Existing Customer 45 M Graduate $120K +
## 9218 Existing Customer 46 M Graduate $60K - $80K
## 9219 Attrited Customer 34 F Graduate Less than $40K
## 9220 Existing Customer 39 F High School Less than $40K
## 9221 Existing Customer 46 M College $120K +
## 9222 Attrited Customer 50 M High School $80K - $120K
## 9223 Existing Customer 45 F Uneducated Less than $40K
## 9224 Attrited Customer 56 M Uneducated $80K - $120K
## 9225 Attrited Customer 50 M Uneducated $120K +
## 9226 Existing Customer 30 M Unknown $60K - $80K
## 9227 Attrited Customer 53 F Graduate Less than $40K
## 9228 Attrited Customer 60 M College $80K - $120K
## 9229 Attrited Customer 41 M Graduate $80K - $120K
## 9230 Existing Customer 42 F Graduate Less than $40K
## 9231 Attrited Customer 31 F Graduate Less than $40K
## 9232 Attrited Customer 51 M Graduate $80K - $120K
## 9233 Attrited Customer 45 M Uneducated $80K - $120K
## 9234 Existing Customer 55 M Uneducated $60K - $80K
## 9235 Existing Customer 51 M Doctorate $80K - $120K
## 9236 Existing Customer 28 M Uneducated Less than $40K
## 9237 Existing Customer 44 F Graduate Less than $40K
## 9238 Existing Customer 51 F Graduate $40K - $60K
## 9239 Existing Customer 48 M College Less than $40K
## 9240 Existing Customer 44 M Graduate $60K - $80K
## 9241 Attrited Customer 40 F Graduate Less than $40K
## 9242 Existing Customer 34 M Unknown Less than $40K
## 9243 Existing Customer 47 M Graduate $60K - $80K
## 9244 Existing Customer 50 F High School Unknown
## 9245 Attrited Customer 61 M College $80K - $120K
## 9246 Attrited Customer 56 F Unknown Less than $40K
## 9247 Existing Customer 46 M Graduate $80K - $120K
## 9248 Existing Customer 49 M Graduate $60K - $80K
## 9249 Existing Customer 56 M Uneducated $120K +
## 9250 Existing Customer 41 M Post-Graduate $40K - $60K
## 9251 Attrited Customer 56 F Unknown Less than $40K
## 9252 Existing Customer 35 M Unknown $40K - $60K
## 9253 Existing Customer 40 M Unknown $40K - $60K
## 9254 Existing Customer 41 F Doctorate $40K - $60K
## 9255 Existing Customer 46 M Uneducated $80K - $120K
## 9256 Existing Customer 56 F High School $40K - $60K
## 9257 Existing Customer 37 F Unknown $40K - $60K
## 9258 Existing Customer 51 M College $120K +
## 9259 Existing Customer 36 F Uneducated Less than $40K
## 9260 Existing Customer 49 M Post-Graduate $120K +
## 9261 Existing Customer 35 F Unknown Less than $40K
## 9262 Existing Customer 46 F Unknown Less than $40K
## 9263 Existing Customer 45 F Graduate $40K - $60K
## 9264 Existing Customer 48 F High School Unknown
## 9265 Existing Customer 46 F Graduate Unknown
## 9266 Existing Customer 36 F Unknown Less than $40K
## 9267 Attrited Customer 30 F College Less than $40K
## 9268 Existing Customer 49 F Graduate Less than $40K
## 9269 Attrited Customer 31 M Post-Graduate Less than $40K
## 9270 Existing Customer 35 M High School $40K - $60K
## 9271 Existing Customer 54 F High School Unknown
## 9272 Existing Customer 49 M Graduate $40K - $60K
## 9273 Existing Customer 40 M Graduate $60K - $80K
## 9274 Existing Customer 41 F High School Unknown
## 9275 Existing Customer 37 F Uneducated Less than $40K
## 9276 Existing Customer 46 F Unknown Unknown
## 9277 Existing Customer 61 F High School Less than $40K
## 9278 Attrited Customer 45 M Graduate $40K - $60K
## 9279 Existing Customer 41 M Unknown $80K - $120K
## 9280 Existing Customer 47 F Uneducated Less than $40K
## 9281 Attrited Customer 44 M Uneducated $80K - $120K
## 9282 Attrited Customer 61 M Unknown $120K +
## 9283 Existing Customer 45 F Graduate $40K - $60K
## 9284 Existing Customer 31 M High School $60K - $80K
## 9285 Existing Customer 42 M Unknown $120K +
## 9286 Attrited Customer 32 M High School $40K - $60K
## 9287 Existing Customer 42 M Graduate $80K - $120K
## 9288 Existing Customer 49 M Unknown $80K - $120K
## 9289 Existing Customer 52 F Graduate Less than $40K
## 9290 Existing Customer 39 M Post-Graduate $60K - $80K
## 9291 Existing Customer 51 M College $120K +
## 9292 Existing Customer 52 M High School $80K - $120K
## 9293 Existing Customer 40 M Graduate $40K - $60K
## 9294 Existing Customer 38 F Uneducated Less than $40K
## 9295 Existing Customer 41 M College $60K - $80K
## 9296 Existing Customer 27 M College $80K - $120K
## 9297 Existing Customer 50 F Graduate $40K - $60K
## 9298 Existing Customer 58 M Uneducated $80K - $120K
## 9299 Existing Customer 53 M Post-Graduate $60K - $80K
## 9300 Attrited Customer 40 M High School $80K - $120K
## 9301 Existing Customer 58 M High School $80K - $120K
## 9302 Existing Customer 41 F Graduate Less than $40K
## 9303 Attrited Customer 59 M Graduate $60K - $80K
## 9304 Existing Customer 53 M Unknown $120K +
## 9305 Existing Customer 53 M Graduate $80K - $120K
## 9306 Existing Customer 31 M Unknown $40K - $60K
## 9307 Existing Customer 44 M Uneducated $120K +
## 9308 Attrited Customer 47 F Uneducated $40K - $60K
## 9309 Existing Customer 47 F College Less than $40K
## 9310 Existing Customer 46 M Graduate $120K +
## 9311 Existing Customer 53 F Graduate Less than $40K
## 9312 Existing Customer 40 M Unknown $60K - $80K
## 9313 Existing Customer 42 M Graduate $60K - $80K
## 9314 Attrited Customer 33 M Graduate $60K - $80K
## 9315 Existing Customer 45 F Unknown Less than $40K
## 9316 Existing Customer 61 F Graduate $40K - $60K
## 9317 Existing Customer 31 M Unknown $40K - $60K
## 9318 Existing Customer 47 M Post-Graduate $60K - $80K
## 9319 Existing Customer 46 M Graduate $80K - $120K
## 9320 Existing Customer 54 M Post-Graduate $60K - $80K
## 9321 Existing Customer 60 F High School Less than $40K
## 9322 Attrited Customer 55 F Graduate Unknown
## 9323 Attrited Customer 32 M Graduate $120K +
## 9324 Existing Customer 49 F Unknown Less than $40K
## 9325 Existing Customer 41 M Unknown $120K +
## 9326 Existing Customer 45 M College $60K - $80K
## 9327 Existing Customer 45 M Uneducated $60K - $80K
## 9328 Attrited Customer 30 M College $60K - $80K
## 9329 Existing Customer 44 M High School $120K +
## 9330 Existing Customer 40 F Graduate Less than $40K
## 9331 Existing Customer 31 M Graduate $80K - $120K
## 9332 Existing Customer 40 F Uneducated Less than $40K
## 9333 Existing Customer 56 M Unknown $60K - $80K
## 9334 Attrited Customer 47 M Unknown $80K - $120K
## 9335 Attrited Customer 29 M Post-Graduate $60K - $80K
## 9336 Existing Customer 38 M High School $120K +
## 9337 Existing Customer 56 F Unknown Less than $40K
## 9338 Attrited Customer 53 F Graduate Less than $40K
## 9339 Existing Customer 56 M Doctorate $80K - $120K
## 9340 Existing Customer 27 F Graduate Less than $40K
## 9341 Existing Customer 38 F Graduate Less than $40K
## 9342 Existing Customer 48 M High School Less than $40K
## 9343 Existing Customer 44 F High School Less than $40K
## 9344 Existing Customer 49 M Uneducated $60K - $80K
## 9345 Existing Customer 36 M College $40K - $60K
## 9346 Existing Customer 30 M College $60K - $80K
## 9347 Attrited Customer 42 M High School $80K - $120K
## 9348 Existing Customer 51 M Unknown $120K +
## 9349 Existing Customer 59 M Unknown $40K - $60K
## 9350 Existing Customer 45 M Graduate Less than $40K
## 9351 Existing Customer 56 M College $60K - $80K
## 9352 Existing Customer 31 M Graduate $80K - $120K
## 9353 Existing Customer 48 F Graduate $40K - $60K
## 9354 Existing Customer 32 M Graduate $80K - $120K
## 9355 Existing Customer 46 F High School Less than $40K
## 9356 Existing Customer 52 F High School Less than $40K
## 9357 Attrited Customer 30 F Graduate Less than $40K
## 9358 Existing Customer 48 M High School $80K - $120K
## 9359 Attrited Customer 55 F Graduate Less than $40K
## 9360 Existing Customer 39 F Graduate Unknown
## 9361 Existing Customer 43 F Unknown Less than $40K
## 9362 Existing Customer 43 M High School $40K - $60K
## 9363 Existing Customer 47 F Unknown Less than $40K
## 9364 Attrited Customer 57 M Unknown $60K - $80K
## 9365 Existing Customer 53 M Unknown $80K - $120K
## 9366 Existing Customer 48 M Graduate $120K +
## 9367 Existing Customer 50 F High School Less than $40K
## 9368 Existing Customer 53 M Uneducated $60K - $80K
## 9369 Existing Customer 48 M Graduate $80K - $120K
## 9370 Attrited Customer 41 M Unknown $60K - $80K
## 9371 Existing Customer 51 M Uneducated $120K +
## 9372 Existing Customer 51 F Unknown Less than $40K
## 9373 Existing Customer 39 F College Less than $40K
## 9374 Existing Customer 51 M High School $60K - $80K
## 9375 Existing Customer 43 M Uneducated $80K - $120K
## 9376 Attrited Customer 54 M Post-Graduate $80K - $120K
## 9377 Existing Customer 47 M Uneducated $60K - $80K
## 9378 Existing Customer 51 F Graduate Less than $40K
## 9379 Existing Customer 38 M Post-Graduate $80K - $120K
## 9380 Existing Customer 38 F Uneducated Less than $40K
## 9381 Existing Customer 44 F Unknown Less than $40K
## 9382 Existing Customer 32 M High School $40K - $60K
## 9383 Attrited Customer 41 M Uneducated $80K - $120K
## 9384 Existing Customer 50 M Graduate $120K +
## 9385 Existing Customer 60 F Graduate Unknown
## 9386 Existing Customer 38 F Doctorate Less than $40K
## 9387 Existing Customer 59 M High School $40K - $60K
## 9388 Existing Customer 53 M High School $120K +
## 9389 Attrited Customer 40 F College Less than $40K
## 9390 Attrited Customer 45 M High School $120K +
## 9391 Existing Customer 53 M High School $40K - $60K
## 9392 Existing Customer 56 M High School $80K - $120K
## 9393 Existing Customer 60 F Graduate $40K - $60K
## 9394 Existing Customer 42 M Graduate $80K - $120K
## 9395 Existing Customer 48 F Unknown Less than $40K
## 9396 Existing Customer 58 F Unknown Less than $40K
## 9397 Existing Customer 55 M Uneducated $120K +
## 9398 Existing Customer 51 M Graduate $120K +
## 9399 Existing Customer 46 M Post-Graduate $80K - $120K
## 9400 Existing Customer 45 M Graduate $60K - $80K
## 9401 Attrited Customer 40 M Graduate $80K - $120K
## 9402 Existing Customer 56 F High School $40K - $60K
## 9403 Existing Customer 34 F High School Unknown
## 9404 Existing Customer 48 M Uneducated $60K - $80K
## 9405 Existing Customer 45 F Graduate Less than $40K
## 9406 Existing Customer 42 M High School $60K - $80K
## 9407 Existing Customer 49 M Unknown $60K - $80K
## 9408 Existing Customer 35 M Post-Graduate $60K - $80K
## 9409 Attrited Customer 32 M Post-Graduate $40K - $60K
## 9410 Attrited Customer 34 M High School $60K - $80K
## 9411 Existing Customer 33 M Post-Graduate $80K - $120K
## 9412 Existing Customer 40 M College $40K - $60K
## 9413 Existing Customer 43 M Uneducated $60K - $80K
## 9414 Existing Customer 29 M Uneducated $40K - $60K
## 9415 Existing Customer 42 M Graduate $40K - $60K
## 9416 Attrited Customer 48 M Graduate $80K - $120K
## 9417 Attrited Customer 39 M Unknown $60K - $80K
## 9418 Existing Customer 51 F Graduate Less than $40K
## 9419 Attrited Customer 41 M College $80K - $120K
## 9420 Existing Customer 42 M Uneducated $40K - $60K
## 9421 Existing Customer 32 M Graduate $60K - $80K
## 9422 Existing Customer 43 M Graduate $120K +
## 9423 Existing Customer 50 M Graduate $60K - $80K
## 9424 Existing Customer 44 M Doctorate $80K - $120K
## 9425 Existing Customer 36 M High School $120K +
## 9426 Existing Customer 44 F Uneducated $40K - $60K
## 9427 Existing Customer 47 F Post-Graduate Less than $40K
## 9428 Existing Customer 45 F College $40K - $60K
## 9429 Existing Customer 53 F Uneducated $40K - $60K
## 9430 Existing Customer 43 M Unknown $60K - $80K
## 9431 Existing Customer 48 M Unknown $60K - $80K
## 9432 Existing Customer 37 M Doctorate $60K - $80K
## 9433 Attrited Customer 43 M High School $80K - $120K
## 9434 Existing Customer 59 M Graduate $40K - $60K
## 9435 Existing Customer 31 M High School $40K - $60K
## 9436 Attrited Customer 52 F Uneducated Unknown
## 9437 Existing Customer 41 M High School $80K - $120K
## 9438 Existing Customer 53 F Unknown $40K - $60K
## 9439 Existing Customer 55 M High School $60K - $80K
## 9440 Existing Customer 41 M College $80K - $120K
## 9441 Existing Customer 55 M High School $80K - $120K
## 9442 Existing Customer 31 F Unknown Less than $40K
## 9443 Existing Customer 48 M Graduate $80K - $120K
## 9444 Existing Customer 42 M Graduate $60K - $80K
## 9445 Attrited Customer 57 M Unknown $120K +
## 9446 Existing Customer 34 M Graduate Less than $40K
## 9447 Existing Customer 54 M Uneducated $60K - $80K
## 9448 Existing Customer 46 F Unknown Unknown
## 9449 Existing Customer 38 M Graduate $60K - $80K
## 9450 Existing Customer 40 M Unknown $120K +
## 9451 Attrited Customer 56 F High School Less than $40K
## 9452 Existing Customer 44 M Post-Graduate $40K - $60K
## 9453 Existing Customer 39 M Graduate $60K - $80K
## 9454 Existing Customer 42 M Post-Graduate $40K - $60K
## 9455 Existing Customer 60 F Uneducated Less than $40K
## 9456 Existing Customer 35 M College $80K - $120K
## 9457 Existing Customer 42 M Graduate $80K - $120K
## 9458 Attrited Customer 30 M Graduate Less than $40K
## 9459 Attrited Customer 37 M Uneducated $80K - $120K
## 9460 Existing Customer 37 F Graduate Less than $40K
## 9461 Existing Customer 43 M Graduate $80K - $120K
## 9462 Attrited Customer 34 M High School $80K - $120K
## 9463 Existing Customer 48 M Unknown $80K - $120K
## 9464 Existing Customer 31 M Graduate $80K - $120K
## 9465 Attrited Customer 47 F Doctorate Less than $40K
## 9466 Existing Customer 51 M Unknown $60K - $80K
## 9467 Existing Customer 43 M Post-Graduate $40K - $60K
## 9468 Existing Customer 41 F Graduate Less than $40K
## 9469 Existing Customer 48 F Graduate Less than $40K
## 9470 Existing Customer 41 F High School Less than $40K
## 9471 Existing Customer 48 F Unknown $40K - $60K
## 9472 Attrited Customer 40 M Uneducated $80K - $120K
## 9473 Existing Customer 32 M Uneducated $40K - $60K
## 9474 Attrited Customer 55 F Unknown Unknown
## 9475 Attrited Customer 50 M Graduate $80K - $120K
## 9476 Existing Customer 49 M Unknown $60K - $80K
## 9477 Existing Customer 37 F Doctorate Less than $40K
## 9478 Existing Customer 31 M High School $60K - $80K
## 9479 Existing Customer 52 M College $80K - $120K
## 9480 Existing Customer 60 F Uneducated Less than $40K
## 9481 Existing Customer 35 F Unknown Unknown
## 9482 Existing Customer 48 M Uneducated $60K - $80K
## 9483 Attrited Customer 44 M Graduate $40K - $60K
## 9484 Attrited Customer 44 F Graduate $40K - $60K
## 9485 Existing Customer 31 M Graduate Less than $40K
## 9486 Attrited Customer 56 M Uneducated $60K - $80K
## 9487 Existing Customer 46 M Uneducated $120K +
## 9488 Existing Customer 29 M Uneducated $40K - $60K
## 9489 Existing Customer 37 F Post-Graduate Less than $40K
## 9490 Existing Customer 32 M Graduate $40K - $60K
## 9491 Existing Customer 52 M High School $80K - $120K
## 9492 Existing Customer 58 F Graduate Less than $40K
## 9493 Attrited Customer 41 M Graduate $80K - $120K
## 9494 Attrited Customer 50 F Graduate Less than $40K
## 9495 Existing Customer 29 M Graduate $80K - $120K
## 9496 Existing Customer 32 F High School Less than $40K
## 9497 Existing Customer 52 F College Less than $40K
## 9498 Existing Customer 48 M Graduate Less than $40K
## 9499 Existing Customer 33 F Graduate Less than $40K
## 9500 Existing Customer 51 F Unknown Less than $40K
## 9501 Existing Customer 46 M High School $40K - $60K
## 9502 Existing Customer 47 M Unknown $80K - $120K
## 9503 Existing Customer 32 M Uneducated $80K - $120K
## 9504 Existing Customer 50 F Graduate Less than $40K
## 9505 Existing Customer 28 F Post-Graduate Less than $40K
## 9506 Existing Customer 44 M Graduate $40K - $60K
## 9507 Existing Customer 43 M High School $60K - $80K
## 9508 Existing Customer 50 F Graduate $40K - $60K
## 9509 Existing Customer 53 F Post-Graduate Unknown
## 9510 Existing Customer 58 F Unknown Less than $40K
## 9511 Existing Customer 51 F Doctorate Less than $40K
## 9512 Existing Customer 39 F College Less than $40K
## 9513 Existing Customer 42 M Graduate $40K - $60K
## 9514 Attrited Customer 44 M Graduate $60K - $80K
## 9515 Existing Customer 44 F High School Less than $40K
## 9516 Existing Customer 46 M Uneducated $80K - $120K
## 9517 Existing Customer 39 M High School $80K - $120K
## 9518 Existing Customer 45 M Post-Graduate $40K - $60K
## 9519 Existing Customer 41 F Graduate Less than $40K
## 9520 Existing Customer 42 F High School Less than $40K
## 9521 Existing Customer 38 F College Less than $40K
## 9522 Existing Customer 36 M High School $80K - $120K
## 9523 Existing Customer 43 F High School $40K - $60K
## 9524 Existing Customer 51 F High School Less than $40K
## 9525 Existing Customer 52 M Graduate $60K - $80K
## 9526 Existing Customer 50 F Graduate Unknown
## 9527 Attrited Customer 49 M Graduate $80K - $120K
## 9528 Existing Customer 44 M Unknown $80K - $120K
## 9529 Existing Customer 43 F Unknown Less than $40K
## 9530 Existing Customer 48 F Unknown $40K - $60K
## 9531 Attrited Customer 55 M Graduate $60K - $80K
## 9532 Existing Customer 48 M Graduate $80K - $120K
## 9533 Existing Customer 45 M Graduate $80K - $120K
## 9534 Attrited Customer 54 M Graduate $80K - $120K
## 9535 Existing Customer 47 F Unknown Less than $40K
## 9536 Existing Customer 39 M Graduate $60K - $80K
## 9537 Existing Customer 47 M Uneducated $40K - $60K
## 9538 Attrited Customer 51 M Unknown $120K +
## 9539 Existing Customer 49 F Graduate Unknown
## 9540 Existing Customer 58 F Unknown $40K - $60K
## 9541 Attrited Customer 40 M Uneducated $80K - $120K
## 9542 Existing Customer 60 F Graduate Less than $40K
## 9543 Existing Customer 53 M Unknown $40K - $60K
## 9544 Attrited Customer 45 M Graduate $80K - $120K
## 9545 Existing Customer 49 M Uneducated $80K - $120K
## 9546 Attrited Customer 48 F Post-Graduate Less than $40K
## 9547 Existing Customer 44 M Graduate $60K - $80K
## 9548 Existing Customer 29 F Uneducated Less than $40K
## 9549 Existing Customer 42 M Uneducated $80K - $120K
## 9550 Existing Customer 45 F Graduate Less than $40K
## 9551 Existing Customer 45 F High School Less than $40K
## 9552 Attrited Customer 46 M College $80K - $120K
## 9553 Attrited Customer 39 M Unknown $120K +
## 9554 Existing Customer 32 M Uneducated $80K - $120K
## 9555 Existing Customer 38 M High School $80K - $120K
## 9556 Existing Customer 50 F Unknown $40K - $60K
## 9557 Existing Customer 50 F High School Unknown
## 9558 Attrited Customer 37 F Unknown Unknown
## 9559 Attrited Customer 42 M College $80K - $120K
## 9560 Existing Customer 53 M College $80K - $120K
## 9561 Existing Customer 52 M High School $60K - $80K
## 9562 Attrited Customer 57 M Post-Graduate $80K - $120K
## 9563 Existing Customer 46 M Uneducated $60K - $80K
## 9564 Existing Customer 60 M Graduate Less than $40K
## 9565 Attrited Customer 40 M Graduate $60K - $80K
## 9566 Attrited Customer 49 M Uneducated $120K +
## 9567 Attrited Customer 56 M Unknown Less than $40K
## 9568 Attrited Customer 55 M College $80K - $120K
## 9569 Existing Customer 55 F Graduate Unknown
## 9570 Attrited Customer 55 F Uneducated Less than $40K
## 9571 Attrited Customer 31 M Unknown $80K - $120K
## 9572 Existing Customer 44 F Graduate Unknown
## 9573 Existing Customer 54 M Graduate $80K - $120K
## 9574 Existing Customer 58 M Graduate $60K - $80K
## 9575 Existing Customer 53 M High School $120K +
## 9576 Existing Customer 59 F Uneducated $40K - $60K
## 9577 Attrited Customer 54 M Unknown $80K - $120K
## 9578 Existing Customer 32 M High School $40K - $60K
## 9579 Attrited Customer 48 M Graduate $40K - $60K
## 9580 Existing Customer 54 M Graduate $120K +
## 9581 Existing Customer 32 M Unknown Less than $40K
## 9582 Existing Customer 42 M Graduate $80K - $120K
## 9583 Existing Customer 42 M Uneducated $120K +
## 9584 Existing Customer 29 M Post-Graduate Less than $40K
## 9585 Existing Customer 43 M Graduate $80K - $120K
## 9586 Existing Customer 45 M Graduate $60K - $80K
## 9587 Existing Customer 56 F High School Unknown
## 9588 Existing Customer 46 M High School $80K - $120K
## 9589 Existing Customer 41 F Doctorate Unknown
## 9590 Existing Customer 50 F Graduate Unknown
## 9591 Existing Customer 52 F College $40K - $60K
## 9592 Existing Customer 52 F Graduate $40K - $60K
## 9593 Existing Customer 32 F High School Unknown
## 9594 Existing Customer 52 F High School Less than $40K
## 9595 Existing Customer 60 M High School Less than $40K
## 9596 Existing Customer 44 F Unknown Less than $40K
## 9597 Existing Customer 48 F Uneducated Unknown
## 9598 Attrited Customer 57 M Post-Graduate $80K - $120K
## 9599 Existing Customer 52 F High School Less than $40K
## 9600 Attrited Customer 34 M Post-Graduate $40K - $60K
## 9601 Existing Customer 40 M Uneducated $80K - $120K
## 9602 Existing Customer 45 M High School $60K - $80K
## 9603 Attrited Customer 59 M High School $80K - $120K
## 9604 Existing Customer 43 M Unknown $80K - $120K
## 9605 Existing Customer 30 M College $60K - $80K
## 9606 Existing Customer 38 F High School Less than $40K
## 9607 Existing Customer 42 M Doctorate $60K - $80K
## 9608 Existing Customer 50 M Uneducated $60K - $80K
## 9609 Existing Customer 49 M College $60K - $80K
## 9610 Existing Customer 58 M High School $60K - $80K
## 9611 Existing Customer 54 F Uneducated Less than $40K
## 9612 Existing Customer 39 F Graduate Less than $40K
## 9613 Attrited Customer 48 F Uneducated $40K - $60K
## 9614 Existing Customer 36 M Graduate Less than $40K
## 9615 Existing Customer 56 F Graduate Less than $40K
## 9616 Existing Customer 57 F Unknown $40K - $60K
## 9617 Existing Customer 47 F High School $40K - $60K
## 9618 Existing Customer 27 M Graduate $40K - $60K
## 9619 Existing Customer 42 M Uneducated $120K +
## 9620 Attrited Customer 53 M High School $80K - $120K
## 9621 Existing Customer 57 F High School Less than $40K
## 9622 Existing Customer 50 F Post-Graduate Less than $40K
## 9623 Existing Customer 50 M Graduate $80K - $120K
## 9624 Attrited Customer 51 F High School Unknown
## 9625 Existing Customer 61 M Graduate $80K - $120K
## 9626 Attrited Customer 30 F Uneducated Less than $40K
## 9627 Existing Customer 60 M Uneducated $40K - $60K
## 9628 Attrited Customer 43 M Post-Graduate $60K - $80K
## 9629 Attrited Customer 41 F Uneducated Less than $40K
## 9630 Existing Customer 42 M Graduate $60K - $80K
## 9631 Existing Customer 36 M High School $120K +
## 9632 Existing Customer 27 F High School Unknown
## 9633 Attrited Customer 59 M College $80K - $120K
## 9634 Attrited Customer 59 F High School Less than $40K
## 9635 Existing Customer 55 M Graduate $40K - $60K
## 9636 Existing Customer 56 F High School Less than $40K
## 9637 Existing Customer 34 M Graduate $40K - $60K
## 9638 Existing Customer 49 M Uneducated $80K - $120K
## 9639 Existing Customer 32 M Unknown $40K - $60K
## 9640 Attrited Customer 49 F Unknown Less than $40K
## 9641 Existing Customer 60 F Uneducated Less than $40K
## 9642 Attrited Customer 51 F Uneducated Less than $40K
## 9643 Existing Customer 39 M College Less than $40K
## 9644 Existing Customer 54 F Graduate $40K - $60K
## 9645 Existing Customer 53 M Graduate $120K +
## 9646 Existing Customer 35 M Post-Graduate $80K - $120K
## 9647 Existing Customer 47 M Uneducated $60K - $80K
## 9648 Existing Customer 52 M Unknown $60K - $80K
## 9649 Existing Customer 57 F Doctorate Less than $40K
## 9650 Existing Customer 47 F Uneducated Unknown
## 9651 Existing Customer 54 F High School Less than $40K
## 9652 Existing Customer 39 M High School $80K - $120K
## 9653 Existing Customer 50 M High School $120K +
## 9654 Existing Customer 60 F High School Less than $40K
## 9655 Existing Customer 41 M Uneducated $40K - $60K
## 9656 Attrited Customer 50 M Graduate $80K - $120K
## 9657 Existing Customer 51 M Unknown $80K - $120K
## 9658 Existing Customer 56 M Graduate $60K - $80K
## 9659 Existing Customer 41 M College $60K - $80K
## 9660 Attrited Customer 44 F Post-Graduate Less than $40K
## 9661 Existing Customer 36 M Graduate $60K - $80K
## 9662 Attrited Customer 31 M Graduate Less than $40K
## 9663 Existing Customer 49 F Graduate Less than $40K
## 9664 Existing Customer 40 F College Less than $40K
## 9665 Existing Customer 49 F High School Unknown
## 9666 Attrited Customer 46 M Unknown $80K - $120K
## 9667 Existing Customer 54 M Unknown $80K - $120K
## 9668 Existing Customer 29 M High School $60K - $80K
## 9669 Attrited Customer 46 M College $60K - $80K
## 9670 Attrited Customer 50 M Unknown $120K +
## 9671 Existing Customer 49 F Graduate Unknown
## 9672 Existing Customer 50 M College $60K - $80K
## 9673 Attrited Customer 60 M High School Less than $40K
## 9674 Existing Customer 55 F Doctorate Less than $40K
## 9675 Existing Customer 57 M Post-Graduate $80K - $120K
## 9676 Existing Customer 47 M High School $60K - $80K
## 9677 Existing Customer 45 F Graduate Less than $40K
## 9678 Existing Customer 45 F Unknown Less than $40K
## 9679 Existing Customer 55 F College Less than $40K
## 9680 Existing Customer 39 M College $80K - $120K
## 9681 Attrited Customer 35 F Doctorate Less than $40K
## 9682 Existing Customer 40 F Uneducated Unknown
## 9683 Existing Customer 49 M Post-Graduate $120K +
## 9684 Attrited Customer 32 M Graduate $40K - $60K
## 9685 Existing Customer 46 M Graduate $40K - $60K
## 9686 Existing Customer 42 F Unknown Less than $40K
## 9687 Existing Customer 51 M Uneducated $60K - $80K
## 9688 Attrited Customer 52 M Unknown $40K - $60K
## 9689 Attrited Customer 43 M Graduate $60K - $80K
## 9690 Existing Customer 38 M Uneducated $40K - $60K
## 9691 Existing Customer 44 M College $60K - $80K
## 9692 Existing Customer 47 F High School Unknown
## 9693 Existing Customer 56 M Graduate $120K +
## 9694 Attrited Customer 32 M College $60K - $80K
## 9695 Attrited Customer 41 F High School Less than $40K
## 9696 Attrited Customer 41 F Unknown Unknown
## 9697 Existing Customer 31 F Post-Graduate Unknown
## 9698 Existing Customer 45 F Uneducated Less than $40K
## 9699 Attrited Customer 50 F Graduate Less than $40K
## 9700 Existing Customer 31 M Graduate $60K - $80K
## 9701 Attrited Customer 47 M Graduate $80K - $120K
## 9702 Existing Customer 42 M Graduate $60K - $80K
## 9703 Existing Customer 48 F Graduate Less than $40K
## 9704 Existing Customer 52 M Unknown $80K - $120K
## 9705 Existing Customer 45 M Uneducated $80K - $120K
## 9706 Existing Customer 48 F Uneducated Less than $40K
## 9707 Existing Customer 53 F High School Unknown
## 9708 Existing Customer 58 F Graduate Less than $40K
## 9709 Attrited Customer 36 F Unknown Less than $40K
## 9710 Existing Customer 45 M Doctorate $60K - $80K
## 9711 Existing Customer 41 F High School Less than $40K
## 9712 Existing Customer 43 M Post-Graduate $60K - $80K
## 9713 Existing Customer 49 M Post-Graduate $80K - $120K
## 9714 Existing Customer 53 F Unknown Less than $40K
## 9715 Attrited Customer 39 M Uneducated $120K +
## 9716 Existing Customer 50 F Graduate Unknown
## 9717 Existing Customer 38 M Graduate Less than $40K
## 9718 Attrited Customer 43 M Uneducated $40K - $60K
## 9719 Existing Customer 55 F College $40K - $60K
## 9720 Existing Customer 39 F Uneducated Less than $40K
## 9721 Existing Customer 38 M High School $40K - $60K
## 9722 Existing Customer 37 M Graduate Less than $40K
## 9723 Existing Customer 48 F Unknown Less than $40K
## 9724 Existing Customer 34 M Uneducated $60K - $80K
## 9725 Attrited Customer 50 M College $80K - $120K
## 9726 Attrited Customer 41 M Doctorate $80K - $120K
## 9727 Existing Customer 49 F Post-Graduate Less than $40K
## 9728 Existing Customer 37 M Uneducated $120K +
## 9729 Existing Customer 46 M Graduate $120K +
## 9730 Existing Customer 53 M Graduate $80K - $120K
## 9731 Existing Customer 48 F High School Unknown
## 9732 Existing Customer 31 M Graduate $80K - $120K
## 9733 Existing Customer 40 F Uneducated Less than $40K
## 9734 Attrited Customer 37 F Uneducated Less than $40K
## 9735 Existing Customer 61 M Graduate $60K - $80K
## 9736 Existing Customer 45 M Uneducated $80K - $120K
## 9737 Existing Customer 32 F High School Less than $40K
## 9738 Existing Customer 31 M Graduate $40K - $60K
## 9739 Existing Customer 43 F Graduate Less than $40K
## 9740 Attrited Customer 57 M Uneducated $80K - $120K
## 9741 Attrited Customer 42 F Graduate Less than $40K
## 9742 Existing Customer 43 M Graduate $80K - $120K
## 9743 Existing Customer 39 F Graduate Less than $40K
## 9744 Existing Customer 46 F Graduate $40K - $60K
## 9745 Existing Customer 43 F Unknown Less than $40K
## 9746 Existing Customer 32 F High School Less than $40K
## 9747 Existing Customer 49 F Uneducated Unknown
## 9748 Attrited Customer 32 M Post-Graduate $60K - $80K
## 9749 Existing Customer 49 M Graduate $80K - $120K
## 9750 Existing Customer 54 M Graduate $120K +
## 9751 Existing Customer 38 M Uneducated $80K - $120K
## 9752 Existing Customer 60 M High School $80K - $120K
## 9753 Attrited Customer 47 M Graduate $40K - $60K
## 9754 Existing Customer 31 F Post-Graduate Less than $40K
## 9755 Attrited Customer 52 M Unknown $40K - $60K
## 9756 Existing Customer 49 M Uneducated Less than $40K
## 9757 Attrited Customer 49 F Graduate Less than $40K
## 9758 Existing Customer 31 M Unknown Less than $40K
## 9759 Attrited Customer 39 M Graduate $80K - $120K
## 9760 Attrited Customer 44 M High School $120K +
## 9761 Existing Customer 32 M High School $80K - $120K
## 9762 Existing Customer 57 M High School $60K - $80K
## 9763 Existing Customer 48 F Graduate Less than $40K
## 9764 Existing Customer 44 M Unknown $80K - $120K
## 9765 Existing Customer 31 F College Unknown
## 9766 Existing Customer 44 F Graduate Unknown
## 9767 Existing Customer 49 M College $80K - $120K
## 9768 Attrited Customer 54 M High School $80K - $120K
## 9769 Attrited Customer 29 M Graduate $120K +
## 9770 Attrited Customer 41 M High School Less than $40K
## 9771 Existing Customer 46 M High School $120K +
## 9772 Existing Customer 47 F High School Less than $40K
## 9773 Existing Customer 30 M Unknown Less than $40K
## 9774 Existing Customer 31 F Unknown Less than $40K
## 9775 Existing Customer 43 M Uneducated $120K +
## 9776 Existing Customer 52 M Uneducated $80K - $120K
## 9777 Attrited Customer 52 M Graduate $80K - $120K
## 9778 Attrited Customer 43 F Doctorate Less than $40K
## 9779 Existing Customer 57 F Uneducated Less than $40K
## 9780 Existing Customer 52 F Graduate Less than $40K
## 9781 Existing Customer 55 F Uneducated Less than $40K
## 9782 Existing Customer 57 F Doctorate $40K - $60K
## 9783 Attrited Customer 54 M Graduate $80K - $120K
## 9784 Existing Customer 51 F High School Less than $40K
## 9785 Attrited Customer 59 M Uneducated $40K - $60K
## 9786 Existing Customer 43 M Uneducated $120K +
## 9787 Existing Customer 41 F Unknown Less than $40K
## 9788 Attrited Customer 45 M College $40K - $60K
## 9789 Attrited Customer 31 M Post-Graduate Less than $40K
## 9790 Existing Customer 51 M High School $80K - $120K
## 9791 Existing Customer 53 M High School $120K +
## 9792 Existing Customer 48 M College $60K - $80K
## 9793 Existing Customer 59 F Unknown Unknown
## 9794 Attrited Customer 42 F Graduate $40K - $60K
## 9795 Existing Customer 34 M Unknown $40K - $60K
## 9796 Attrited Customer 46 M High School $60K - $80K
## 9797 Attrited Customer 51 M Graduate $120K +
## 9798 Attrited Customer 48 F High School Less than $40K
## 9799 Existing Customer 52 M Post-Graduate $80K - $120K
## 9800 Existing Customer 58 F Uneducated Unknown
## 9801 Attrited Customer 38 M Unknown $40K - $60K
## 9802 Existing Customer 56 F Doctorate Less than $40K
## 9803 Existing Customer 38 M Uneducated $120K +
## 9804 Existing Customer 41 M Graduate $80K - $120K
## 9805 Existing Customer 45 M Graduate $120K +
## 9806 Attrited Customer 43 F Uneducated Less than $40K
## 9807 Existing Customer 31 M Unknown $40K - $60K
## 9808 Existing Customer 47 M College $40K - $60K
## 9809 Attrited Customer 34 M Graduate $80K - $120K
## 9810 Attrited Customer 40 M Unknown $80K - $120K
## 9811 Existing Customer 35 M Graduate $80K - $120K
## 9812 Attrited Customer 32 F Graduate Less than $40K
## 9813 Existing Customer 41 M Post-Graduate $40K - $60K
## 9814 Existing Customer 50 M Post-Graduate $120K +
## 9815 Existing Customer 39 F Graduate $40K - $60K
## 9816 Existing Customer 33 M College $80K - $120K
## 9817 Existing Customer 48 F Unknown Less than $40K
## 9818 Attrited Customer 37 M Graduate $80K - $120K
## 9819 Existing Customer 28 M Post-Graduate Unknown
## 9820 Existing Customer 49 F Graduate Less than $40K
## 9821 Attrited Customer 39 M High School $80K - $120K
## 9822 Existing Customer 45 F High School Less than $40K
## 9823 Attrited Customer 29 M High School $40K - $60K
## 9824 Attrited Customer 54 F Post-Graduate Less than $40K
## 9825 Existing Customer 53 M Graduate $80K - $120K
## 9826 Existing Customer 39 M Post-Graduate $40K - $60K
## 9827 Existing Customer 43 F College Less than $40K
## 9828 Existing Customer 27 F Uneducated Less than $40K
## 9829 Existing Customer 43 M Graduate $60K - $80K
## 9830 Existing Customer 37 M Graduate $60K - $80K
## 9831 Existing Customer 47 F Graduate Unknown
## 9832 Existing Customer 48 F Doctorate Less than $40K
## 9833 Existing Customer 43 M College $40K - $60K
## 9834 Attrited Customer 41 F High School Less than $40K
## 9835 Existing Customer 49 M Graduate $80K - $120K
## 9836 Existing Customer 46 M Unknown $80K - $120K
## 9837 Existing Customer 60 F Unknown Less than $40K
## 9838 Attrited Customer 53 M Unknown $60K - $80K
## 9839 Existing Customer 28 F Graduate Unknown
## 9840 Existing Customer 52 F High School Less than $40K
## 9841 Existing Customer 38 M High School $60K - $80K
## 9842 Existing Customer 50 M Graduate $120K +
## 9843 Existing Customer 31 F High School Less than $40K
## 9844 Existing Customer 35 M Uneducated Less than $40K
## 9845 Existing Customer 48 F Uneducated $40K - $60K
## 9846 Existing Customer 51 M College $120K +
## 9847 Attrited Customer 52 M Doctorate $120K +
## 9848 Existing Customer 52 M High School $60K - $80K
## 9849 Attrited Customer 30 M Graduate $40K - $60K
## 9850 Existing Customer 36 M High School $120K +
## 9851 Attrited Customer 29 M High School $60K - $80K
## 9852 Existing Customer 58 M Graduate $120K +
## 9853 Existing Customer 55 M Graduate $80K - $120K
## 9854 Existing Customer 61 M Uneducated $60K - $80K
## 9855 Attrited Customer 51 F Post-Graduate $40K - $60K
## 9856 Existing Customer 53 F High School $40K - $60K
## 9857 Attrited Customer 44 M Uneducated $60K - $80K
## 9858 Existing Customer 47 M Post-Graduate $60K - $80K
## 9859 Existing Customer 51 F Graduate Unknown
## 9860 Attrited Customer 53 M Graduate $120K +
## 9861 Attrited Customer 45 F Graduate $40K - $60K
## 9862 Existing Customer 38 M Unknown $120K +
## 9863 Existing Customer 42 F Doctorate Unknown
## 9864 Existing Customer 29 M Graduate Less than $40K
## 9865 Existing Customer 37 F Graduate Less than $40K
## 9866 Existing Customer 45 M High School $80K - $120K
## 9867 Existing Customer 34 F Graduate $40K - $60K
## 9868 Existing Customer 50 F College Less than $40K
## 9869 Attrited Customer 44 M Doctorate $60K - $80K
## 9870 Attrited Customer 42 F Graduate $40K - $60K
## 9871 Existing Customer 44 M College $80K - $120K
## 9872 Existing Customer 42 M Graduate $40K - $60K
## 9873 Existing Customer 54 M Uneducated $120K +
## 9874 Existing Customer 60 M High School $60K - $80K
## 9875 Existing Customer 47 F Post-Graduate Less than $40K
## 9876 Existing Customer 42 M High School $40K - $60K
## 9877 Existing Customer 46 M High School $60K - $80K
## 9878 Attrited Customer 49 M High School $60K - $80K
## 9879 Existing Customer 43 F College $40K - $60K
## 9880 Existing Customer 47 M High School $60K - $80K
## 9881 Existing Customer 45 M College $80K - $120K
## 9882 Existing Customer 45 F High School Unknown
## 9883 Existing Customer 34 F Uneducated $40K - $60K
## 9884 Attrited Customer 43 M Uneducated $80K - $120K
## 9885 Existing Customer 50 M High School $80K - $120K
## 9886 Existing Customer 44 M Uneducated $80K - $120K
## 9887 Existing Customer 38 F Graduate Less than $40K
## 9888 Existing Customer 54 M Unknown $60K - $80K
## 9889 Attrited Customer 51 M High School $80K - $120K
## 9890 Attrited Customer 43 F Unknown $40K - $60K
## 9891 Existing Customer 48 F Post-Graduate $40K - $60K
## 9892 Existing Customer 31 M Graduate Less than $40K
## 9893 Existing Customer 32 F Graduate Unknown
## 9894 Existing Customer 42 F Unknown Unknown
## 9895 Existing Customer 28 M Unknown $40K - $60K
## 9896 Existing Customer 49 M College $40K - $60K
## 9897 Existing Customer 44 F High School Less than $40K
## 9898 Attrited Customer 31 F Graduate Less than $40K
## 9899 Attrited Customer 59 M Graduate $80K - $120K
## 9900 Existing Customer 47 M Post-Graduate $120K +
## 9901 Existing Customer 51 M High School $40K - $60K
## 9902 Existing Customer 53 F College Less than $40K
## 9903 Existing Customer 51 M Unknown $80K - $120K
## 9904 Existing Customer 51 M Graduate $40K - $60K
## 9905 Existing Customer 38 M Unknown $80K - $120K
## 9906 Existing Customer 40 M High School $80K - $120K
## 9907 Attrited Customer 57 F Uneducated Less than $40K
## 9908 Attrited Customer 45 F Unknown Less than $40K
## 9909 Existing Customer 50 M Graduate $80K - $120K
## 9910 Existing Customer 53 M Unknown $80K - $120K
## 9911 Existing Customer 47 M Unknown $80K - $120K
## 9912 Existing Customer 35 M Graduate $60K - $80K
## 9913 Existing Customer 42 M High School $80K - $120K
## 9914 Existing Customer 40 F Uneducated Less than $40K
## 9915 Existing Customer 48 M Graduate $60K - $80K
## 9916 Existing Customer 27 M Graduate Less than $40K
## 9917 Attrited Customer 31 F Uneducated Unknown
## 9918 Attrited Customer 40 M Unknown $60K - $80K
## 9919 Existing Customer 37 M Graduate $80K - $120K
## 9920 Existing Customer 60 F Graduate Unknown
## 9921 Existing Customer 50 M Graduate $60K - $80K
## 9922 Attrited Customer 49 M Unknown $80K - $120K
## 9923 Existing Customer 52 M Post-Graduate $60K - $80K
## 9924 Existing Customer 49 M High School $80K - $120K
## 9925 Existing Customer 49 F Unknown Less than $40K
## 9926 Existing Customer 42 F College Unknown
## 9927 Attrited Customer 29 M Graduate $60K - $80K
## 9928 Existing Customer 45 F Uneducated $40K - $60K
## 9929 Existing Customer 32 M Graduate $40K - $60K
## 9930 Existing Customer 30 M Uneducated $60K - $80K
## 9931 Existing Customer 57 F Graduate Less than $40K
## 9932 Existing Customer 39 F Graduate Less than $40K
## 9933 Existing Customer 49 M Doctorate $120K +
## 9934 Existing Customer 38 F High School Less than $40K
## 9935 Existing Customer 36 M Graduate $60K - $80K
## 9936 Existing Customer 31 M College $40K - $60K
## 9937 Attrited Customer 52 M Uneducated $80K - $120K
## 9938 Existing Customer 35 F Graduate Less than $40K
## 9939 Existing Customer 46 M Unknown $60K - $80K
## 9940 Existing Customer 56 F Unknown $40K - $60K
## 9941 Existing Customer 39 M Post-Graduate $80K - $120K
## 9942 Existing Customer 32 F Graduate Less than $40K
## 9943 Attrited Customer 33 M Unknown $120K +
## 9944 Attrited Customer 52 M College $120K +
## 9945 Existing Customer 55 M High School $80K - $120K
## 9946 Existing Customer 50 M High School $80K - $120K
## 9947 Attrited Customer 44 M Uneducated $40K - $60K
## 9948 Existing Customer 32 F High School Less than $40K
## 9949 Attrited Customer 51 M Graduate $80K - $120K
## 9950 Attrited Customer 54 M Graduate $120K +
## 9951 Attrited Customer 45 M Uneducated $120K +
## 9952 Attrited Customer 44 F Unknown Unknown
## 9953 Existing Customer 44 M Uneducated $40K - $60K
## 9954 Existing Customer 40 M Uneducated $80K - $120K
## 9955 Attrited Customer 39 M Graduate $80K - $120K
## 9956 Existing Customer 48 M Uneducated $40K - $60K
## 9957 Existing Customer 48 F Unknown Unknown
## 9958 Existing Customer 43 M Graduate $40K - $60K
## 9959 Existing Customer 56 M High School $120K +
## 9960 Attrited Customer 32 F Graduate Less than $40K
## 9961 Existing Customer 40 F Uneducated Less than $40K
## 9962 Existing Customer 54 M College $80K - $120K
## 9963 Existing Customer 36 M Uneducated $60K - $80K
## 9964 Attrited Customer 48 M High School $60K - $80K
## 9965 Existing Customer 47 M Unknown $60K - $80K
## 9966 Existing Customer 41 M Unknown $120K +
## 9967 Existing Customer 57 F Graduate Less than $40K
## 9968 Existing Customer 39 F Graduate Unknown
## 9969 Attrited Customer 51 F Graduate Unknown
## 9970 Existing Customer 40 M Graduate $120K +
## 9971 Existing Customer 59 M Doctorate $80K - $120K
## 9972 Existing Customer 46 M High School Less than $40K
## 9973 Attrited Customer 52 M Unknown $80K - $120K
## 9974 Existing Customer 41 M College $40K - $60K
## 9975 Existing Customer 41 M Post-Graduate $40K - $60K
## 9976 Attrited Customer 38 M Uneducated $80K - $120K
## 9977 Existing Customer 57 M Graduate $120K +
## 9978 Attrited Customer 41 F Uneducated Less than $40K
## 9979 Existing Customer 45 F Doctorate Less than $40K
## 9980 Existing Customer 37 M Post-Graduate $40K - $60K
## 9981 Existing Customer 61 F Graduate Less than $40K
## 9982 Existing Customer 49 F Unknown Less than $40K
## 9983 Existing Customer 31 F Unknown Less than $40K
## 9984 Existing Customer 40 M High School $60K - $80K
## 9985 Attrited Customer 46 F Doctorate Less than $40K
## 9986 Attrited Customer 30 F High School Unknown
## 9987 Existing Customer 50 M High School $80K - $120K
## 9988 Existing Customer 56 M Graduate $60K - $80K
## 9989 Attrited Customer 46 F Unknown $40K - $60K
## 9990 Existing Customer 58 M Unknown $120K +
## 9991 Existing Customer 38 M College $60K - $80K
## 9992 Existing Customer 46 M High School $120K +
## 9993 Attrited Customer 58 M Graduate $80K - $120K
## 9994 Existing Customer 43 M Doctorate $80K - $120K
## 9995 Existing Customer 53 M Graduate $60K - $80K
## 9996 Existing Customer 59 F Graduate Less than $40K
## 9997 Attrited Customer 40 F Uneducated Less than $40K
## 9998 Existing Customer 49 M High School $60K - $80K
## 9999 Existing Customer 30 F College Less than $40K
## 10000 Existing Customer 51 M Graduate $80K - $120K
## 10001 Existing Customer 47 F Doctorate Unknown
## 10002 Attrited Customer 33 M College $40K - $60K
## 10003 Existing Customer 59 M High School $80K - $120K
## 10004 Existing Customer 44 M Unknown $60K - $80K
## 10005 Existing Customer 30 F High School Less than $40K
## 10006 Existing Customer 43 M Graduate $120K +
## 10007 Attrited Customer 56 M Uneducated $80K - $120K
## 10008 Existing Customer 43 M Graduate $60K - $80K
## 10009 Attrited Customer 50 M Unknown $120K +
## 10010 Existing Customer 32 F Graduate Less than $40K
## 10011 Existing Customer 39 M Graduate Less than $40K
## 10012 Existing Customer 38 M High School $60K - $80K
## 10013 Existing Customer 49 M Uneducated $80K - $120K
## 10014 Attrited Customer 52 F Doctorate Less than $40K
## 10015 Existing Customer 48 M High School $80K - $120K
## 10016 Existing Customer 48 F College Unknown
## 10017 Attrited Customer 49 M High School $40K - $60K
## 10018 Existing Customer 46 M High School $40K - $60K
## 10019 Attrited Customer 40 F Graduate Less than $40K
## 10020 Existing Customer 48 M Doctorate $80K - $120K
## 10021 Attrited Customer 44 F High School Unknown
## 10022 Attrited Customer 30 F Graduate Unknown
## 10023 Attrited Customer 46 M Graduate $60K - $80K
## 10024 Attrited Customer 49 F Unknown Less than $40K
## 10025 Attrited Customer 50 M High School $120K +
## 10026 Existing Customer 55 M College $80K - $120K
## 10027 Existing Customer 43 F Graduate Less than $40K
## 10028 Existing Customer 42 F Graduate Less than $40K
## 10029 Existing Customer 36 F Graduate Less than $40K
## 10030 Existing Customer 42 M Graduate $40K - $60K
## 10031 Existing Customer 53 F Graduate Less than $40K
## 10032 Existing Customer 56 M Graduate $120K +
## 10033 Existing Customer 49 F High School Less than $40K
## 10034 Existing Customer 39 M High School Less than $40K
## 10035 Attrited Customer 56 M Graduate $60K - $80K
## 10036 Existing Customer 41 F Graduate Less than $40K
## 10037 Existing Customer 57 M Uneducated $120K +
## 10038 Existing Customer 56 M Graduate $120K +
## 10039 Existing Customer 48 M Graduate $60K - $80K
## 10040 Existing Customer 38 M Unknown $120K +
## 10041 Attrited Customer 50 F Doctorate Unknown
## 10042 Existing Customer 56 M Unknown $60K - $80K
## 10043 Existing Customer 32 M College $60K - $80K
## 10044 Existing Customer 60 M High School $40K - $60K
## 10045 Existing Customer 38 F Doctorate Less than $40K
## 10046 Existing Customer 45 M Graduate $60K - $80K
## 10047 Existing Customer 53 F Unknown $40K - $60K
## 10048 Attrited Customer 53 M Graduate $40K - $60K
## 10049 Attrited Customer 48 M College $80K - $120K
## 10050 Existing Customer 55 M Graduate Less than $40K
## 10051 Attrited Customer 49 M Uneducated $120K +
## 10052 Attrited Customer 37 M High School $60K - $80K
## 10053 Attrited Customer 31 M Post-Graduate $40K - $60K
## 10054 Existing Customer 46 F Uneducated $40K - $60K
## 10055 Attrited Customer 33 F Doctorate Less than $40K
## 10056 Attrited Customer 30 M Graduate Less than $40K
## 10057 Existing Customer 40 F Uneducated Less than $40K
## 10058 Existing Customer 50 M Uneducated $120K +
## 10059 Existing Customer 43 M Graduate $80K - $120K
## 10060 Existing Customer 59 F Uneducated Less than $40K
## 10061 Existing Customer 49 M Graduate $40K - $60K
## 10062 Existing Customer 44 F High School Less than $40K
## 10063 Existing Customer 29 M College $40K - $60K
## 10064 Existing Customer 58 M Post-Graduate $80K - $120K
## 10065 Attrited Customer 43 F High School Less than $40K
## 10066 Attrited Customer 38 M High School $60K - $80K
## 10067 Existing Customer 53 M Uneducated $80K - $120K
## 10068 Attrited Customer 49 F Uneducated $40K - $60K
## 10069 Existing Customer 44 F Uneducated Less than $40K
## 10070 Existing Customer 31 M Graduate Less than $40K
## 10071 Existing Customer 47 M High School $80K - $120K
## 10072 Attrited Customer 37 M Unknown $40K - $60K
## 10073 Existing Customer 44 M Doctorate $80K - $120K
## 10074 Existing Customer 51 M Graduate $60K - $80K
## 10075 Existing Customer 50 M High School $60K - $80K
## 10076 Existing Customer 57 F Uneducated Less than $40K
## 10077 Existing Customer 43 M Graduate $80K - $120K
## 10078 Existing Customer 41 F Graduate $40K - $60K
## 10079 Existing Customer 40 M High School $60K - $80K
## 10080 Existing Customer 45 M Graduate $60K - $80K
## 10081 Existing Customer 42 F High School Less than $40K
## 10082 Existing Customer 50 M Graduate $40K - $60K
## 10083 Existing Customer 29 M Unknown $40K - $60K
## 10084 Existing Customer 42 F Uneducated Unknown
## 10085 Existing Customer 46 F Graduate Less than $40K
## 10086 Existing Customer 49 M Uneducated $120K +
## 10087 Existing Customer 43 M High School $80K - $120K
## 10088 Existing Customer 45 M Graduate $40K - $60K
## 10089 Existing Customer 45 M Graduate $60K - $80K
## 10090 Attrited Customer 52 F Unknown Less than $40K
## 10091 Existing Customer 36 F Unknown $40K - $60K
## 10092 Existing Customer 52 M High School $80K - $120K
## 10093 Attrited Customer 40 F Graduate Unknown
## 10094 Existing Customer 38 M High School $60K - $80K
## 10095 Existing Customer 59 M Unknown $60K - $80K
## 10096 Existing Customer 46 M Unknown $80K - $120K
## 10097 Existing Customer 56 M College $80K - $120K
## 10098 Existing Customer 31 M High School $40K - $60K
## 10099 Attrited Customer 55 M Graduate $120K +
## 10100 Existing Customer 51 F Graduate Less than $40K
## 10101 Existing Customer 39 M Graduate $60K - $80K
## 10102 Existing Customer 42 M Graduate $40K - $60K
## 10103 Existing Customer 33 F Uneducated Less than $40K
## 10104 Attrited Customer 51 M High School $80K - $120K
## 10105 Existing Customer 51 M Graduate $60K - $80K
## 10106 Attrited Customer 59 F High School Less than $40K
## 10107 Existing Customer 58 F Graduate Less than $40K
## 10108 Attrited Customer 61 M Graduate $60K - $80K
## 10109 Attrited Customer 47 M Graduate $80K - $120K
## 10110 Existing Customer 47 M High School Less than $40K
## 10111 Existing Customer 56 M Graduate $80K - $120K
## 10112 Existing Customer 49 M Graduate $60K - $80K
## 10113 Attrited Customer 33 M College $120K +
## 10114 Attrited Customer 27 M High School $60K - $80K
## 10115 Existing Customer 29 M Graduate Less than $40K
## 10116 Existing Customer 38 M Uneducated $40K - $60K
## 10117 Existing Customer 46 M College $80K - $120K
## 10118 Existing Customer 57 M Graduate $80K - $120K
## 10119 Attrited Customer 50 M Unknown $80K - $120K
## 10120 Attrited Customer 55 F Uneducated Unknown
## 10121 Existing Customer 54 M High School $60K - $80K
## 10122 Existing Customer 56 F Graduate Less than $40K
## 10123 Existing Customer 50 M Graduate $40K - $60K
## 10124 Attrited Customer 41 M Unknown $40K - $60K
## 10125 Attrited Customer 44 F High School Less than $40K
## 10126 Attrited Customer 30 M Graduate $40K - $60K
## 10127 Attrited Customer 43 F Graduate Less than $40K
## Card_Category Months_on_book Credit_Limit
## 1 Blue 39 12691.0
## 2 Blue 44 8256.0
## 3 Blue 36 3418.0
## 4 Blue 34 3313.0
## 5 Blue 21 4716.0
## 6 Blue 36 4010.0
## 7 Gold 46 34516.0
## 8 Silver 27 29081.0
## 9 Blue 36 22352.0
## 10 Blue 36 11656.0
## 11 Blue 31 6748.0
## 12 Blue 54 9095.0
## 13 Blue 36 11751.0
## 14 Blue 30 8547.0
## 15 Blue 48 2436.0
## 16 Blue 37 4234.0
## 17 Blue 36 30367.0
## 18 Blue 34 13535.0
## 19 Blue 56 3193.0
## 20 Blue 37 14470.0
## 21 Blue 42 20979.0
## 22 Blue 49 1438.3
## 23 Blue 33 4470.0
## 24 Blue 36 2492.0
## 25 Blue 42 12217.0
## 26 Blue 28 7768.0
## 27 Blue 46 14784.0
## 28 Blue 56 10215.0
## 29 Blue 34 10100.0
## 30 Blue 42 4785.0
## 31 Blue 33 2753.0
## 32 Blue 48 2451.0
## 33 Blue 36 8923.0
## 34 Blue 38 2650.0
## 35 Blue 49 12555.0
## 36 Blue 36 3520.0
## 37 Blue 36 3035.0
## 38 Gold 36 15433.0
## 39 Blue 49 3672.0
## 40 Blue 56 7882.0
## 41 Blue 41 32426.0
## 42 Blue 44 6205.0
## 43 Silver 43 17304.0
## 44 Blue 37 3906.0
## 45 Blue 28 9830.0
## 46 Blue 30 34516.0
## 47 Blue 45 2283.0
## 48 Blue 52 2548.0
## 49 Blue 40 19458.0
## 50 Blue 40 4745.0
## 51 Blue 41 2622.0
## 52 Blue 40 1438.3
## 53 Blue 54 3171.0
## 54 Blue 36 19763.0
## 55 Blue 36 15769.0
## 56 Blue 36 3298.0
## 57 Blue 36 2802.0
## 58 Blue 50 4458.0
## 59 Blue 35 6273.0
## 60 Blue 34 3336.0
## 61 Blue 47 3436.0
## 62 Silver 35 34516.0
## 63 Blue 33 5926.0
## 64 Blue 32 23957.0
## 65 Blue 44 14734.0
## 66 Silver 38 34516.0
## 67 Blue 52 6584.0
## 68 Blue 20 2084.0
## 69 Blue 32 1687.0
## 70 Blue 38 25300.0
## 71 Blue 42 34516.0
## 72 Blue 42 2216.0
## 73 Blue 43 2910.0
## 74 Blue 37 22913.0
## 75 Blue 35 24312.0
## 76 Blue 36 5272.0
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## 78 Blue 29 7038.0
## 79 Blue 30 2536.0
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## 81 Blue 37 8567.0
## 82 Blue 36 34516.0
## 83 Blue 45 2158.0
## 84 Blue 52 10133.0
## 85 Blue 35 34516.0
## 86 Blue 47 3085.0
## 87 Blue 35 19040.0
## 88 Blue 35 4026.0
## 89 Blue 31 12756.0
## 90 Blue 45 5266.0
## 91 Blue 36 9930.0
## 92 Blue 38 31302.0
## 93 Blue 36 6576.0
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## 95 Blue 28 2535.0
## 96 Blue 52 1709.0
## 97 Blue 35 3454.0
## 98 Blue 35 3789.0
## 99 Blue 50 9689.0
## 100 Blue 37 5449.0
## 101 Blue 43 23032.0
## 102 Silver 34 34516.0
## 103 Blue 34 2940.0
## 104 Blue 32 3031.0
## 105 Blue 25 1862.0
## 106 Blue 33 8358.0
## 107 Blue 36 34516.0
## 108 Blue 36 14450.0
## 109 Blue 56 1438.3
## 110 Blue 36 33791.0
## 111 Blue 39 8466.0
## 112 Blue 36 15088.0
## 113 Blue 36 3263.0
## 114 Blue 36 1494.0
## 115 Blue 35 13551.0
## 116 Blue 36 18886.0
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## 118 Blue 39 9964.0
## 119 Blue 36 24159.0
## 120 Blue 44 5362.0
## 121 Blue 36 34516.0
## 122 Blue 36 3174.0
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## 124 Blue 41 3788.0
## 125 Silver 42 34516.0
## 126 Blue 36 2926.0
## 127 Blue 52 32090.0
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## 129 Blue 45 13532.0
## 130 Silver 36 11888.0
## 131 Blue 36 2393.0
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## 134 Blue 43 3710.0
## 135 Blue 37 3235.0
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## 142 Blue 42 9036.0
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## 144 Blue 36 6335.0
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## 146 Blue 38 2732.0
## 147 Blue 32 2250.0
## 148 Blue 50 10916.0
## 149 Blue 36 5349.0
## 150 Blue 24 9366.0
## 151 Blue 28 21617.0
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## 154 Blue 41 2405.0
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## 156 Blue 36 2038.0
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## 158 Blue 38 9364.0
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## 160 Blue 34 3195.0
## 161 Blue 43 2852.0
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## 163 Blue 36 20459.0
## 164 Blue 41 3482.0
## 165 Blue 40 3065.0
## 166 Blue 43 2185.0
## 167 Blue 36 1611.0
## 168 Blue 47 2822.0
## 169 Blue 33 32975.0
## 170 Blue 47 1438.3
## 171 Blue 36 15875.0
## 172 Blue 45 6703.0
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## 175 Blue 36 9797.0
## 176 Blue 36 10400.0
## 177 Blue 42 26792.0
## 178 Blue 56 3006.0
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## 180 Blue 36 3356.0
## 181 Blue 34 5771.0
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## 183 Blue 54 2890.0
## 184 Blue 45 3380.0
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## 186 Blue 38 12860.0
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## 188 Blue 55 1438.3
## 189 Blue 36 9355.0
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## 195 Blue 44 3449.0
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## 200 Blue 36 7871.0
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## 203 Blue 41 12302.0
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## 205 Silver 32 34516.0
## 206 Silver 35 10514.0
## 207 Blue 43 1438.3
## 208 Blue 46 1438.3
## 209 Blue 56 2619.0
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## 212 Silver 40 34516.0
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## 261 Blue 22 34516.0
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## 8505 Blue 25 3339.0
## 8506 Blue 41 3785.0
## 8507 Blue 49 2228.0
## 8508 Blue 36 3626.0
## 8509 Blue 47 2194.0
## 8510 Blue 28 2665.0
## 8511 Blue 38 2444.0
## 8512 Blue 32 3335.0
## 8513 Blue 32 2726.0
## 8514 Blue 43 1665.0
## 8515 Blue 28 2734.0
## 8516 Blue 47 1727.0
## 8517 Blue 46 19349.0
## 8518 Blue 42 13409.0
## 8519 Blue 39 1438.3
## 8520 Blue 35 6330.0
## 8521 Blue 42 2575.0
## 8522 Blue 43 3391.0
## 8523 Blue 40 5298.0
## 8524 Blue 32 2540.0
## 8525 Blue 52 14324.0
## 8526 Blue 43 2876.0
## 8527 Blue 28 1504.0
## 8528 Blue 36 1839.0
## 8529 Blue 35 1685.0
## 8530 Blue 36 4850.0
## 8531 Blue 27 2840.0
## 8532 Blue 36 2977.0
## 8533 Gold 27 34516.0
## 8534 Blue 35 1961.0
## 8535 Blue 36 2156.0
## 8536 Blue 40 2772.0
## 8537 Blue 21 2832.0
## 8538 Blue 35 1552.0
## 8539 Blue 36 6362.0
## 8540 Silver 36 11409.0
## 8541 Blue 27 1965.0
## 8542 Blue 29 1622.0
## 8543 Blue 27 1736.0
## 8544 Blue 36 8827.0
## 8545 Blue 36 24256.0
## 8546 Blue 36 1915.0
## 8547 Blue 27 1438.3
## 8548 Blue 26 2006.0
## 8549 Blue 37 5594.0
## 8550 Blue 38 3505.0
## 8551 Blue 44 1667.0
## 8552 Blue 36 1636.0
## 8553 Blue 38 3281.0
## 8554 Blue 42 1477.0
## 8555 Blue 36 1905.0
## 8556 Blue 19 6146.0
## 8557 Blue 40 2672.0
## 8558 Blue 38 13426.0
## 8559 Blue 43 9104.0
## 8560 Blue 35 30300.0
## 8561 Blue 39 7088.0
## 8562 Blue 36 1872.0
## 8563 Blue 26 2874.0
## 8564 Blue 36 6763.0
## 8565 Blue 38 24379.0
## 8566 Blue 21 2867.0
## 8567 Blue 48 13172.0
## 8568 Blue 36 2201.0
## 8569 Blue 19 3261.0
## 8570 Blue 21 5027.0
## 8571 Blue 36 1811.0
## 8572 Blue 36 2465.0
## 8573 Blue 36 7584.0
## 8574 Blue 36 4065.0
## 8575 Blue 48 28930.0
## 8576 Blue 33 4963.0
## 8577 Blue 45 2049.0
## 8578 Blue 41 1943.0
## 8579 Blue 38 3485.0
## 8580 Blue 38 23459.0
## 8581 Blue 31 2306.0
## 8582 Blue 36 18177.0
## 8583 Blue 36 3252.0
## 8584 Blue 41 2894.0
## 8585 Blue 32 34516.0
## 8586 Silver 34 34516.0
## 8587 Gold 43 34516.0
## 8588 Blue 37 7839.0
## 8589 Blue 38 16494.0
## 8590 Gold 36 6224.0
## 8591 Blue 13 6078.0
## 8592 Blue 39 21322.0
## 8593 Blue 36 1590.0
## 8594 Blue 36 1986.0
## 8595 Blue 36 15618.0
## 8596 Blue 33 34496.0
## 8597 Blue 35 2544.0
## 8598 Blue 36 4765.0
## 8599 Blue 37 16583.0
## 8600 Blue 36 6153.0
## 8601 Gold 36 15987.0
## 8602 Blue 40 5139.0
## 8603 Blue 56 3421.0
## 8604 Blue 36 11000.0
## 8605 Blue 37 2490.0
## 8606 Gold 46 34516.0
## 8607 Blue 36 2490.0
## 8608 Blue 36 2055.0
## 8609 Blue 48 14344.0
## 8610 Blue 28 3453.0
## 8611 Blue 36 20304.0
## 8612 Blue 55 8283.0
## 8613 Blue 35 11318.0
## 8614 Blue 43 2384.0
## 8615 Blue 36 11919.0
## 8616 Blue 32 2948.0
## 8617 Blue 36 5397.0
## 8618 Blue 29 12294.0
## 8619 Blue 23 7253.0
## 8620 Blue 36 21922.0
## 8621 Blue 28 13452.0
## 8622 Blue 44 24735.0
## 8623 Blue 45 4942.0
## 8624 Blue 40 14973.0
## 8625 Blue 31 19719.0
## 8626 Blue 29 29690.0
## 8627 Blue 31 6751.0
## 8628 Blue 36 9484.0
## 8629 Blue 46 4333.0
## 8630 Blue 30 2481.0
## 8631 Blue 45 3059.0
## 8632 Platinum 44 34516.0
## 8633 Blue 36 25178.0
## 8634 Blue 54 7169.0
## 8635 Blue 56 18224.0
## 8636 Silver 28 34516.0
## 8637 Blue 34 4813.0
## 8638 Blue 27 24965.0
## 8639 Silver 38 12569.0
## 8640 Blue 30 34516.0
## 8641 Blue 48 8259.0
## 8642 Blue 27 13804.0
## 8643 Blue 30 5700.0
## 8644 Blue 35 6448.0
## 8645 Blue 51 5479.0
## 8646 Blue 42 3749.0
## 8647 Blue 40 30210.0
## 8648 Blue 36 5807.0
## 8649 Blue 36 3605.0
## 8650 Silver 39 17077.0
## 8651 Blue 37 5380.0
## 8652 Gold 36 34516.0
## 8653 Blue 30 27720.0
## 8654 Silver 39 18341.0
## 8655 Blue 30 27712.0
## 8656 Blue 42 8285.0
## 8657 Silver 36 19704.0
## 8658 Blue 41 21325.0
## 8659 Blue 30 34516.0
## 8660 Blue 37 7045.0
## 8661 Blue 37 14388.0
## 8662 Blue 38 3874.0
## 8663 Blue 24 4752.0
## 8664 Silver 36 34516.0
## 8665 Blue 46 7484.0
## 8666 Silver 36 34516.0
## 8667 Silver 36 34516.0
## 8668 Blue 36 18336.0
## 8669 Blue 34 2259.0
## 8670 Blue 32 10682.0
## 8671 Blue 27 8587.0
## 8672 Blue 30 5494.0
## 8673 Blue 31 1946.0
## 8674 Blue 47 6228.0
## 8675 Blue 32 7537.0
## 8676 Silver 34 13609.0
## 8677 Silver 31 34516.0
## 8678 Gold 33 34516.0
## 8679 Gold 31 15987.0
## 8680 Blue 36 2391.0
## 8681 Blue 34 34516.0
## 8682 Blue 41 20811.0
## 8683 Gold 36 34516.0
## 8684 Blue 36 3735.0
## 8685 Blue 39 2275.0
## 8686 Blue 36 7350.0
## 8687 Blue 34 1913.0
## 8688 Blue 43 4249.0
## 8689 Blue 36 2136.0
## 8690 Silver 36 18956.0
## 8691 Blue 35 13445.0
## 8692 Blue 36 8979.0
## 8693 Blue 38 6674.0
## 8694 Blue 34 6265.0
## 8695 Silver 36 34516.0
## 8696 Blue 36 34516.0
## 8697 Blue 33 13165.0
## 8698 Blue 38 9959.0
## 8699 Blue 28 9243.0
## 8700 Blue 44 4737.0
## 8701 Blue 36 2710.0
## 8702 Blue 32 2000.0
## 8703 Gold 28 34516.0
## 8704 Blue 28 8798.0
## 8705 Blue 40 24670.0
## 8706 Blue 40 23453.0
## 8707 Silver 36 34516.0
## 8708 Blue 36 6139.0
## 8709 Blue 36 14800.0
## 8710 Blue 41 9815.0
## 8711 Blue 29 3919.0
## 8712 Blue 36 12265.0
## 8713 Blue 42 3256.0
## 8714 Blue 35 19000.0
## 8715 Silver 36 34516.0
## 8716 Blue 37 13197.0
## 8717 Blue 39 22599.0
## 8718 Blue 31 23457.0
## 8719 Blue 26 5238.0
## 8720 Blue 33 31560.0
## 8721 Blue 36 6218.0
## 8722 Silver 42 34516.0
## 8723 Silver 36 29572.0
## 8724 Blue 40 2743.0
## 8725 Blue 31 2844.0
## 8726 Blue 49 9678.0
## 8727 Blue 36 26882.0
## 8728 Blue 40 5207.0
## 8729 Silver 36 15034.0
## 8730 Blue 36 3107.0
## 8731 Blue 39 12214.0
## 8732 Blue 45 23070.0
## 8733 Blue 40 2167.0
## 8734 Gold 49 34516.0
## 8735 Blue 38 6895.0
## 8736 Blue 38 25894.0
## 8737 Blue 36 3138.0
## 8738 Blue 38 12055.0
## 8739 Blue 38 16592.0
## 8740 Silver 48 34516.0
## 8741 Silver 38 33184.0
## 8742 Blue 41 10753.0
## 8743 Blue 29 9959.0
## 8744 Blue 35 2069.0
## 8745 Silver 34 11362.0
## 8746 Blue 36 34516.0
## 8747 Blue 32 20001.0
## 8748 Blue 42 8786.0
## 8749 Blue 28 7142.0
## 8750 Blue 36 4477.0
## 8751 Blue 30 5357.0
## 8752 Silver 38 34516.0
## 8753 Blue 36 2367.0
## 8754 Blue 29 23402.0
## 8755 Blue 36 4587.0
## 8756 Blue 36 6565.0
## 8757 Blue 27 6030.0
## 8758 Blue 41 6982.0
## 8759 Blue 36 5128.0
## 8760 Blue 28 9405.0
## 8761 Silver 39 34516.0
## 8762 Blue 40 14646.0
## 8763 Blue 37 12578.0
## 8764 Blue 16 4370.0
## 8765 Blue 42 3416.0
## 8766 Silver 33 6224.0
## 8767 Silver 38 10741.0
## 8768 Gold 36 34516.0
## 8769 Silver 45 34516.0
## 8770 Blue 43 6058.0
## 8771 Blue 39 8561.0
## 8772 Blue 34 9959.0
## 8773 Blue 36 7645.0
## 8774 Blue 42 1922.0
## 8775 Blue 33 5625.0
## 8776 Blue 36 2274.0
## 8777 Blue 31 34516.0
## 8778 Blue 36 9422.0
## 8779 Blue 37 7469.0
## 8780 Blue 36 3849.0
## 8781 Blue 32 34516.0
## 8782 Blue 45 4778.0
## 8783 Gold 39 34516.0
## 8784 Blue 42 5168.0
## 8785 Blue 46 3199.0
## 8786 Blue 42 21046.0
## 8787 Blue 39 34516.0
## 8788 Blue 36 6540.0
## 8789 Blue 54 8141.0
## 8790 Silver 24 33441.0
## 8791 Blue 36 5496.0
## 8792 Blue 33 3794.0
## 8793 Blue 36 5785.0
## 8794 Blue 39 19387.0
## 8795 Blue 28 2838.0
## 8796 Blue 31 4086.0
## 8797 Blue 38 31987.0
## 8798 Blue 25 9043.0
## 8799 Silver 40 11128.0
## 8800 Blue 41 3062.0
## 8801 Gold 31 23981.0
## 8802 Gold 29 34516.0
## 8803 Silver 26 22054.0
## 8804 Blue 35 2199.0
## 8805 Blue 33 9303.0
## 8806 Gold 38 34516.0
## 8807 Blue 32 7566.0
## 8808 Blue 34 11343.0
## 8809 Blue 35 15155.0
## 8810 Blue 46 10795.0
## 8811 Blue 36 6633.0
## 8812 Blue 48 8572.0
## 8813 Blue 36 34516.0
## 8814 Silver 42 34516.0
## 8815 Blue 42 14895.0
## 8816 Blue 36 2636.0
## 8817 Blue 31 9511.0
## 8818 Blue 30 10896.0
## 8819 Blue 35 8401.0
## 8820 Blue 36 12406.0
## 8821 Blue 36 6769.0
## 8822 Blue 36 2737.0
## 8823 Silver 16 32292.0
## 8824 Silver 43 34516.0
## 8825 Gold 24 15987.0
## 8826 Gold 33 34516.0
## 8827 Blue 27 2437.0
## 8828 Blue 36 4557.0
## 8829 Blue 36 10949.0
## 8830 Silver 30 10398.0
## 8831 Silver 28 22361.0
## 8832 Blue 34 3841.0
## 8833 Silver 32 34516.0
## 8834 Silver 45 34516.0
## 8835 Silver 26 10877.0
## 8836 Blue 26 5848.0
## 8837 Blue 32 11552.0
## 8838 Blue 39 11901.0
## 8839 Blue 19 2273.0
## 8840 Blue 36 3082.0
## 8841 Blue 41 9298.0
## 8842 Blue 53 4136.0
## 8843 Blue 25 12399.0
## 8844 Blue 45 15030.0
## 8845 Blue 40 6441.0
## 8846 Blue 36 7469.0
## 8847 Blue 36 3569.0
## 8848 Blue 43 2781.0
## 8849 Silver 31 34516.0
## 8850 Blue 33 4174.0
## 8851 Blue 43 23223.0
## 8852 Blue 27 6954.0
## 8853 Blue 36 7136.0
## 8854 Blue 38 1820.0
## 8855 Blue 36 2937.0
## 8856 Blue 36 6636.0
## 8857 Silver 31 31497.0
## 8858 Blue 34 34516.0
## 8859 Blue 35 1959.0
## 8860 Silver 37 34516.0
## 8861 Blue 42 7801.0
## 8862 Blue 44 6455.0
## 8863 Blue 37 11343.0
## 8864 Platinum 31 23981.0
## 8865 Blue 33 2879.0
## 8866 Blue 40 7667.0
## 8867 Blue 24 34516.0
## 8868 Blue 36 6713.0
## 8869 Blue 40 10984.0
## 8870 Blue 39 34516.0
## 8871 Blue 36 23058.0
## 8872 Blue 36 17606.0
## 8873 Gold 47 34516.0
## 8874 Silver 36 18000.0
## 8875 Blue 41 5550.0
## 8876 Blue 33 1621.0
## 8877 Blue 36 3244.0
## 8878 Blue 27 5800.0
## 8879 Blue 38 2550.0
## 8880 Silver 31 34516.0
## 8881 Blue 30 10874.0
## 8882 Blue 47 13769.0
## 8883 Silver 23 17894.0
## 8884 Gold 38 15016.0
## 8885 Blue 38 9036.0
## 8886 Blue 36 12813.0
## 8887 Blue 29 4660.0
## 8888 Gold 35 34516.0
## 8889 Blue 38 13174.0
## 8890 Blue 36 11210.0
## 8891 Blue 36 31639.0
## 8892 Gold 36 34516.0
## 8893 Blue 36 34516.0
## 8894 Blue 34 2490.0
## 8895 Blue 34 26438.0
## 8896 Blue 29 7504.0
## 8897 Blue 33 34516.0
## 8898 Platinum 34 34516.0
## 8899 Blue 32 15048.0
## 8900 Blue 29 9357.0
## 8901 Blue 45 11548.0
## 8902 Blue 39 8767.0
## 8903 Blue 33 5306.0
## 8904 Blue 41 3608.0
## 8905 Gold 37 15987.0
## 8906 Blue 42 31782.0
## 8907 Blue 32 34516.0
## 8908 Silver 36 19107.0
## 8909 Blue 45 34516.0
## 8910 Blue 36 21751.0
## 8911 Blue 32 7926.0
## 8912 Silver 46 34516.0
## 8913 Blue 36 27984.0
## 8914 Blue 30 24499.0
## 8915 Blue 39 2221.0
## 8916 Blue 35 5858.0
## 8917 Blue 37 27318.0
## 8918 Blue 36 9766.0
## 8919 Silver 36 26692.0
## 8920 Gold 45 34516.0
## 8921 Blue 26 14938.0
## 8922 Blue 41 33256.0
## 8923 Silver 36 34516.0
## 8924 Blue 35 5791.0
## 8925 Blue 36 2319.0
## 8926 Blue 36 17698.0
## 8927 Silver 41 34516.0
## 8928 Blue 36 6482.0
## 8929 Blue 30 18975.0
## 8930 Silver 34 34516.0
## 8931 Blue 36 2479.0
## 8932 Blue 36 4941.0
## 8933 Gold 36 34516.0
## 8934 Blue 33 8230.0
## 8935 Silver 34 22226.0
## 8936 Blue 29 28852.0
## 8937 Blue 36 6893.0
## 8938 Blue 35 7653.0
## 8939 Blue 31 26840.0
## 8940 Blue 32 4549.0
## 8941 Blue 46 16828.0
## 8942 Blue 31 6530.0
## 8943 Blue 28 11642.0
## 8944 Blue 34 5390.0
## 8945 Blue 43 7037.0
## 8946 Blue 34 8390.0
## 8947 Blue 45 2122.0
## 8948 Blue 35 3442.0
## 8949 Blue 36 6680.0
## 8950 Silver 36 34516.0
## 8951 Blue 32 7244.0
## 8952 Blue 37 34516.0
## 8953 Blue 27 2476.0
## 8954 Blue 30 2019.0
## 8955 Blue 36 8758.0
## 8956 Blue 56 6103.0
## 8957 Blue 36 2166.0
## 8958 Blue 40 3449.0
## 8959 Blue 36 2984.0
## 8960 Silver 48 13432.0
## 8961 Blue 36 10830.0
## 8962 Blue 38 2673.0
## 8963 Blue 40 34516.0
## 8964 Blue 32 20633.0
## 8965 Blue 54 9070.0
## 8966 Blue 44 11954.0
## 8967 Silver 45 34516.0
## 8968 Blue 40 4479.0
## 8969 Blue 35 3968.0
## 8970 Blue 44 2599.0
## 8971 Blue 37 10074.0
## 8972 Blue 42 10901.0
## 8973 Blue 30 8325.0
## 8974 Silver 36 34516.0
## 8975 Blue 26 34516.0
## 8976 Blue 36 7196.0
## 8977 Gold 36 34516.0
## 8978 Blue 22 34516.0
## 8979 Blue 42 32926.0
## 8980 Silver 40 18072.0
## 8981 Blue 38 24533.0
## 8982 Blue 32 4874.0
## 8983 Blue 42 12889.0
## 8984 Blue 31 7531.0
## 8985 Blue 37 1838.0
## 8986 Blue 36 30117.0
## 8987 Blue 35 5131.0
## 8988 Gold 36 34516.0
## 8989 Blue 45 24262.0
## 8990 Blue 33 34516.0
## 8991 Blue 32 7385.0
## 8992 Blue 37 20708.0
## 8993 Silver 36 14057.0
## 8994 Silver 36 34516.0
## 8995 Blue 36 17072.0
## 8996 Blue 46 25737.0
## 8997 Blue 33 2211.0
## 8998 Blue 26 16950.0
## 8999 Blue 24 15043.0
## 9000 Blue 30 29338.0
## 9001 Blue 52 25808.0
## 9002 Blue 30 2248.0
## 9003 Blue 27 3670.0
## 9004 Blue 17 8861.0
## 9005 Silver 42 34516.0
## 9006 Blue 36 8014.0
## 9007 Blue 39 2771.0
## 9008 Silver 36 34516.0
## 9009 Blue 40 8383.0
## 9010 Gold 30 15365.0
## 9011 Blue 30 2913.0
## 9012 Blue 34 4748.0
## 9013 Silver 35 34516.0
## 9014 Blue 32 2609.0
## 9015 Blue 32 11508.0
## 9016 Blue 38 2396.0
## 9017 Blue 38 18991.0
## 9018 Blue 36 10908.0
## 9019 Blue 48 14627.0
## 9020 Blue 36 2219.0
## 9021 Blue 46 25736.0
## 9022 Blue 36 7997.0
## 9023 Blue 36 2849.0
## 9024 Blue 40 29227.0
## 9025 Blue 44 34516.0
## 9026 Blue 43 12458.0
## 9027 Blue 46 7547.0
## 9028 Blue 36 34516.0
## 9029 Silver 40 10677.0
## 9030 Blue 47 2340.0
## 9031 Gold 26 23981.0
## 9032 Blue 30 6329.0
## 9033 Blue 37 4960.0
## 9034 Silver 39 34516.0
## 9035 Gold 35 15987.0
## 9036 Blue 36 3244.0
## 9037 Blue 37 7298.0
## 9038 Blue 40 28307.0
## 9039 Blue 42 2430.0
## 9040 Blue 29 7650.0
## 9041 Blue 41 6443.0
## 9042 Blue 41 13356.0
## 9043 Blue 51 4675.0
## 9044 Blue 52 2177.0
## 9045 Gold 36 34516.0
## 9046 Blue 39 2821.0
## 9047 Blue 36 6769.0
## 9048 Gold 36 34516.0
## 9049 Blue 43 30172.0
## 9050 Blue 36 7742.0
## 9051 Blue 35 11814.0
## 9052 Blue 32 28687.0
## 9053 Silver 33 25653.0
## 9054 Blue 40 4705.0
## 9055 Blue 27 19150.0
## 9056 Gold 18 34516.0
## 9057 Blue 46 11765.0
## 9058 Blue 28 16627.0
## 9059 Blue 34 13553.0
## 9060 Blue 28 11476.0
## 9061 Blue 54 5182.0
## 9062 Blue 34 23026.0
## 9063 Blue 37 18477.0
## 9064 Blue 38 29890.0
## 9065 Blue 36 8290.0
## 9066 Silver 36 16199.0
## 9067 Blue 36 3723.0
## 9068 Silver 32 12695.0
## 9069 Platinum 38 34516.0
## 9070 Silver 39 30379.0
## 9071 Blue 25 9875.0
## 9072 Platinum 26 34516.0
## 9073 Blue 37 2600.0
## 9074 Gold 33 34516.0
## 9075 Blue 43 12218.0
## 9076 Silver 37 34516.0
## 9077 Silver 39 21754.0
## 9078 Blue 35 8396.0
## 9079 Platinum 35 15987.0
## 9080 Silver 49 12094.0
## 9081 Blue 36 2946.0
## 9082 Silver 40 17812.0
## 9083 Blue 41 13743.0
## 9084 Gold 36 23981.0
## 9085 Silver 40 15785.0
## 9086 Blue 32 3015.0
## 9087 Silver 34 19000.0
## 9088 Blue 39 11714.0
## 9089 Blue 29 11135.0
## 9090 Silver 35 34516.0
## 9091 Silver 38 34516.0
## 9092 Silver 34 13259.0
## 9093 Blue 39 5660.0
## 9094 Blue 54 23355.0
## 9095 Blue 31 20734.0
## 9096 Blue 37 2476.0
## 9097 Silver 36 34516.0
## 9098 Blue 37 7552.0
## 9099 Silver 31 14630.0
## 9100 Blue 35 6080.0
## 9101 Blue 38 28605.0
## 9102 Blue 39 2886.0
## 9103 Platinum 32 34516.0
## 9104 Silver 23 10850.0
## 9105 Blue 32 24244.0
## 9106 Blue 46 17218.0
## 9107 Blue 21 14746.0
## 9108 Gold 36 34516.0
## 9109 Blue 36 34458.0
## 9110 Silver 49 34516.0
## 9111 Blue 53 9369.0
## 9112 Blue 44 22741.0
## 9113 Blue 39 9110.0
## 9114 Platinum 31 34516.0
## 9115 Blue 29 17277.0
## 9116 Blue 49 34516.0
## 9117 Silver 35 33565.0
## 9118 Silver 36 20176.0
## 9119 Blue 38 3751.0
## 9120 Blue 42 2519.0
## 9121 Blue 43 13067.0
## 9122 Blue 37 3399.0
## 9123 Blue 33 11529.0
## 9124 Blue 31 8694.0
## 9125 Blue 36 6616.0
## 9126 Blue 45 11467.0
## 9127 Blue 37 15821.0
## 9128 Platinum 46 34516.0
## 9129 Blue 16 15795.0
## 9130 Blue 56 3109.0
## 9131 Blue 27 8837.0
## 9132 Blue 37 6551.0
## 9133 Blue 36 2540.0
## 9134 Blue 34 8110.0
## 9135 Blue 47 6146.0
## 9136 Blue 48 2236.0
## 9137 Blue 22 3711.0
## 9138 Blue 30 2082.0
## 9139 Blue 29 9959.0
## 9140 Blue 48 18980.0
## 9141 Silver 29 15472.0
## 9142 Blue 42 21498.0
## 9143 Blue 36 2667.0
## 9144 Blue 31 4291.0
## 9145 Blue 26 3879.0
## 9146 Blue 28 12773.0
## 9147 Blue 36 6224.0
## 9148 Blue 34 9594.0
## 9149 Silver 44 12518.0
## 9150 Blue 48 2783.0
## 9151 Blue 55 3773.0
## 9152 Silver 36 19281.0
## 9153 Silver 33 14806.0
## 9154 Blue 36 7473.0
## 9155 Blue 41 3108.0
## 9156 Blue 33 34516.0
## 9157 Blue 37 27742.0
## 9158 Silver 41 14563.0
## 9159 Blue 46 10286.0
## 9160 Blue 43 7791.0
## 9161 Blue 47 3733.0
## 9162 Silver 44 34516.0
## 9163 Silver 36 14416.0
## 9164 Blue 36 34516.0
## 9165 Silver 32 12033.0
## 9166 Gold 29 34516.0
## 9167 Blue 41 3243.0
## 9168 Blue 20 9761.0
## 9169 Blue 30 5723.0
## 9170 Blue 41 9947.0
## 9171 Blue 38 3599.0
## 9172 Blue 48 12648.0
## 9173 Blue 28 4572.0
## 9174 Blue 42 4021.0
## 9175 Blue 25 25601.0
## 9176 Blue 36 25428.0
## 9177 Blue 44 4216.0
## 9178 Blue 27 3140.0
## 9179 Blue 31 21161.0
## 9180 Blue 32 5877.0
## 9181 Blue 36 9074.0
## 9182 Blue 49 4142.0
## 9183 Blue 29 3152.0
## 9184 Platinum 37 15987.0
## 9185 Blue 36 8919.0
## 9186 Blue 42 24927.0
## 9187 Blue 36 3308.0
## 9188 Blue 53 6157.0
## 9189 Silver 35 33889.0
## 9190 Blue 42 33552.0
## 9191 Silver 39 34516.0
## 9192 Silver 36 19594.0
## 9193 Blue 28 7349.0
## 9194 Blue 45 14803.0
## 9195 Blue 46 3536.0
## 9196 Blue 36 19333.0
## 9197 Silver 44 11605.0
## 9198 Blue 22 3329.0
## 9199 Blue 36 3961.0
## 9200 Blue 45 5975.0
## 9201 Blue 47 3735.0
## 9202 Blue 36 5780.0
## 9203 Blue 36 19141.0
## 9204 Blue 37 3461.0
## 9205 Blue 43 29394.0
## 9206 Blue 26 24250.0
## 9207 Silver 32 16191.0
## 9208 Blue 42 7261.0
## 9209 Blue 36 4023.0
## 9210 Blue 39 3764.0
## 9211 Blue 36 3767.0
## 9212 Blue 28 6407.0
## 9213 Blue 36 5822.0
## 9214 Silver 36 33711.0
## 9215 Silver 34 31699.0
## 9216 Blue 41 3429.0
## 9217 Blue 36 8858.0
## 9218 Blue 41 7064.0
## 9219 Gold 36 15487.0
## 9220 Blue 36 3600.0
## 9221 Blue 36 34516.0
## 9222 Silver 36 34516.0
## 9223 Blue 27 2490.0
## 9224 Blue 36 33870.0
## 9225 Blue 38 34516.0
## 9226 Blue 20 23760.0
## 9227 Blue 36 4005.0
## 9228 Blue 50 29239.0
## 9229 Silver 29 34516.0
## 9230 Blue 32 3391.0
## 9231 Blue 21 4598.0
## 9232 Silver 42 34516.0
## 9233 Blue 34 3435.0
## 9234 Blue 36 17540.0
## 9235 Blue 38 31346.0
## 9236 Blue 20 4342.0
## 9237 Blue 38 3842.0
## 9238 Blue 36 3785.0
## 9239 Blue 39 6797.0
## 9240 Blue 39 9682.0
## 9241 Blue 30 3319.0
## 9242 Blue 23 7664.0
## 9243 Silver 36 30498.0
## 9244 Blue 40 19962.0
## 9245 Blue 50 21398.0
## 9246 Blue 48 4746.0
## 9247 Blue 36 20434.0
## 9248 Silver 38 29531.0
## 9249 Blue 36 3730.0
## 9250 Blue 36 10688.0
## 9251 Blue 36 4668.0
## 9252 Gold 19 22725.0
## 9253 Blue 36 8155.0
## 9254 Silver 33 18266.0
## 9255 Blue 36 10492.0
## 9256 Blue 49 6380.0
## 9257 Silver 36 19055.0
## 9258 Blue 36 3477.0
## 9259 Blue 32 3277.0
## 9260 Silver 41 34516.0
## 9261 Blue 22 3616.0
## 9262 Blue 36 3973.0
## 9263 Blue 35 4318.0
## 9264 Blue 31 7660.0
## 9265 Blue 36 3515.0
## 9266 Silver 19 13313.0
## 9267 Blue 36 4541.0
## 9268 Blue 44 8284.0
## 9269 Blue 21 3768.0
## 9270 Blue 27 14382.0
## 9271 Blue 36 10798.0
## 9272 Gold 36 23981.0
## 9273 Blue 23 22729.0
## 9274 Blue 30 27670.0
## 9275 Blue 26 3423.0
## 9276 Silver 34 33874.0
## 9277 Blue 36 3175.0
## 9278 Blue 40 7979.0
## 9279 Blue 28 13679.0
## 9280 Silver 36 14767.0
## 9281 Silver 36 34516.0
## 9282 Blue 46 4650.0
## 9283 Blue 40 3592.0
## 9284 Silver 24 32535.0
## 9285 Blue 35 3214.0
## 9286 Blue 36 4819.0
## 9287 Blue 31 16433.0
## 9288 Blue 44 12174.0
## 9289 Blue 40 9230.0
## 9290 Blue 36 6867.0
## 9291 Gold 33 34516.0
## 9292 Blue 36 18046.0
## 9293 Blue 27 7680.0
## 9294 Blue 36 7825.0
## 9295 Blue 31 5002.0
## 9296 Silver 19 34516.0
## 9297 Blue 41 4755.0
## 9298 Blue 40 22104.0
## 9299 Silver 47 29038.0
## 9300 Blue 36 4620.0
## 9301 Blue 50 34516.0
## 9302 Silver 30 11463.0
## 9303 Blue 50 6224.0
## 9304 Blue 36 19252.0
## 9305 Blue 47 34516.0
## 9306 Blue 20 3232.0
## 9307 Platinum 36 34516.0
## 9308 Gold 34 23981.0
## 9309 Blue 40 4822.0
## 9310 Silver 39 34516.0
## 9311 Silver 45 12100.0
## 9312 Blue 24 20466.0
## 9313 Blue 37 17887.0
## 9314 Blue 15 23399.0
## 9315 Silver 36 13026.0
## 9316 Silver 48 15698.0
## 9317 Blue 36 5590.0
## 9318 Blue 39 17575.0
## 9319 Blue 39 29528.0
## 9320 Platinum 42 34516.0
## 9321 Blue 36 4147.0
## 9322 Blue 36 12494.0
## 9323 Gold 22 34516.0
## 9324 Silver 40 13411.0
## 9325 Blue 33 34516.0
## 9326 Blue 34 17646.0
## 9327 Blue 36 11121.0
## 9328 Blue 24 4109.0
## 9329 Blue 31 6176.0
## 9330 Blue 36 4512.0
## 9331 Blue 36 32791.0
## 9332 Blue 35 4772.0
## 9333 Blue 43 10602.0
## 9334 Blue 42 7953.0
## 9335 Blue 15 8022.0
## 9336 Blue 27 34516.0
## 9337 Blue 48 9092.0
## 9338 Blue 44 5541.0
## 9339 Blue 47 7204.0
## 9340 Blue 36 4548.0
## 9341 Blue 26 3860.0
## 9342 Silver 36 14581.0
## 9343 Blue 34 3084.0
## 9344 Blue 44 12375.0
## 9345 Gold 23 23981.0
## 9346 Blue 25 19534.0
## 9347 Blue 36 22993.0
## 9348 Silver 31 34516.0
## 9349 Silver 51 15164.0
## 9350 Blue 36 7231.0
## 9351 Gold 43 34516.0
## 9352 Silver 22 34516.0
## 9353 Blue 42 9215.0
## 9354 Blue 36 25438.0
## 9355 Blue 36 3759.0
## 9356 Blue 36 3029.0
## 9357 Blue 18 4203.0
## 9358 Blue 36 21526.0
## 9359 Silver 45 12207.0
## 9360 Silver 35 32089.0
## 9361 Blue 27 3541.0
## 9362 Blue 32 7139.0
## 9363 Blue 42 3669.0
## 9364 Blue 51 5859.0
## 9365 Blue 48 15594.0
## 9366 Gold 36 34516.0
## 9367 Blue 41 6704.0
## 9368 Silver 38 32417.0
## 9369 Blue 36 2754.0
## 9370 Silver 29 27945.0
## 9371 Blue 35 34516.0
## 9372 Blue 37 7098.0
## 9373 Silver 20 12338.0
## 9374 Blue 42 16703.0
## 9375 Blue 24 16667.0
## 9376 Blue 36 18512.0
## 9377 Blue 35 14131.0
## 9378 Blue 36 3276.0
## 9379 Silver 36 34516.0
## 9380 Blue 28 3629.0
## 9381 Silver 36 13067.0
## 9382 Blue 36 3845.0
## 9383 Blue 32 12094.0
## 9384 Blue 35 34516.0
## 9385 Blue 52 13312.0
## 9386 Blue 36 3466.0
## 9387 Silver 52 15223.0
## 9388 Gold 44 34516.0
## 9389 Blue 36 5989.0
## 9390 Blue 36 5287.0
## 9391 Blue 43 9060.0
## 9392 Blue 36 4731.0
## 9393 Blue 47 9502.0
## 9394 Blue 36 29738.0
## 9395 Blue 36 3918.0
## 9396 Blue 40 3944.0
## 9397 Blue 48 6577.0
## 9398 Gold 37 34516.0
## 9399 Blue 26 34516.0
## 9400 Blue 33 8670.0
## 9401 Blue 20 32554.0
## 9402 Blue 36 8331.0
## 9403 Silver 26 32056.0
## 9404 Blue 36 15524.0
## 9405 Blue 40 4010.0
## 9406 Blue 36 3275.0
## 9407 Blue 37 18349.0
## 9408 Blue 24 3388.0
## 9409 Blue 14 4015.0
## 9410 Blue 36 9719.0
## 9411 Blue 24 4178.0
## 9412 Gold 31 3735.0
## 9413 Silver 30 29856.0
## 9414 Blue 22 11522.0
## 9415 Blue 37 3161.0
## 9416 Blue 28 14774.0
## 9417 Gold 36 34516.0
## 9418 Blue 47 5118.0
## 9419 Blue 33 14682.0
## 9420 Blue 33 3108.0
## 9421 Blue 36 3223.0
## 9422 Blue 34 28612.0
## 9423 Silver 37 6224.0
## 9424 Blue 27 24134.0
## 9425 Blue 36 27929.0
## 9426 Blue 34 3657.0
## 9427 Blue 28 8257.0
## 9428 Gold 30 23051.0
## 9429 Blue 42 14839.0
## 9430 Blue 34 3755.0
## 9431 Blue 36 3862.0
## 9432 Blue 36 7539.0
## 9433 Blue 35 10588.0
## 9434 Blue 50 11808.0
## 9435 Silver 26 15504.0
## 9436 Blue 42 12091.0
## 9437 Blue 33 13818.0
## 9438 Blue 48 4442.0
## 9439 Blue 50 5282.0
## 9440 Blue 28 34516.0
## 9441 Blue 42 34516.0
## 9442 Silver 36 10353.0
## 9443 Blue 43 9959.0
## 9444 Blue 36 6280.0
## 9445 Blue 36 13694.0
## 9446 Blue 23 8940.0
## 9447 Blue 45 6546.0
## 9448 Silver 39 32587.0
## 9449 Blue 25 11474.0
## 9450 Silver 31 34516.0
## 9451 Blue 46 9463.0
## 9452 Blue 36 12552.0
## 9453 Blue 24 21679.0
## 9454 Blue 36 10531.0
## 9455 Blue 47 4905.0
## 9456 Silver 29 34516.0
## 9457 Silver 31 34516.0
## 9458 Silver 18 10017.0
## 9459 Blue 18 31832.0
## 9460 Blue 19 5843.0
## 9461 Blue 36 34427.0
## 9462 Silver 21 34516.0
## 9463 Platinum 40 34516.0
## 9464 Silver 19 34516.0
## 9465 Blue 35 4779.0
## 9466 Blue 22 4248.0
## 9467 Blue 37 7872.0
## 9468 Blue 13 6077.0
## 9469 Blue 36 3882.0
## 9470 Blue 24 7207.0
## 9471 Blue 36 6121.0
## 9472 Blue 36 34516.0
## 9473 Blue 36 3535.0
## 9474 Silver 37 34516.0
## 9475 Silver 43 34516.0
## 9476 Blue 36 6224.0
## 9477 Blue 36 9178.0
## 9478 Blue 24 4328.0
## 9479 Blue 36 9959.0
## 9480 Blue 47 9634.0
## 9481 Blue 31 19033.0
## 9482 Blue 39 8624.0
## 9483 Blue 32 3575.0
## 9484 Blue 34 5508.0
## 9485 Blue 19 5871.0
## 9486 Blue 36 15219.0
## 9487 Blue 32 34516.0
## 9488 Blue 23 8147.0
## 9489 Blue 28 3525.0
## 9490 Blue 24 9711.0
## 9491 Blue 47 11358.0
## 9492 Blue 47 6765.0
## 9493 Blue 36 4725.0
## 9494 Blue 37 3699.0
## 9495 Silver 36 34516.0
## 9496 Blue 25 8851.0
## 9497 Blue 39 8506.0
## 9498 Blue 36 3442.0
## 9499 Blue 24 3731.0
## 9500 Blue 46 7744.0
## 9501 Blue 32 5972.0
## 9502 Blue 37 21714.0
## 9503 Blue 15 3371.0
## 9504 Blue 38 9546.0
## 9505 Blue 14 3848.0
## 9506 Blue 40 9199.0
## 9507 Blue 31 13381.0
## 9508 Blue 36 2833.0
## 9509 Blue 41 15101.0
## 9510 Blue 48 3603.0
## 9511 Blue 38 4132.0
## 9512 Blue 36 4366.0
## 9513 Blue 36 6128.0
## 9514 Gold 29 34516.0
## 9515 Blue 30 6882.0
## 9516 Blue 33 13490.0
## 9517 Blue 34 17978.0
## 9518 Blue 30 3821.0
## 9519 Blue 21 3624.0
## 9520 Blue 37 3787.0
## 9521 Blue 28 4623.0
## 9522 Blue 30 4343.0
## 9523 Silver 25 17328.0
## 9524 Blue 39 3803.0
## 9525 Blue 44 23889.0
## 9526 Silver 45 34516.0
## 9527 Blue 36 3999.0
## 9528 Blue 26 11782.0
## 9529 Blue 38 3220.0
## 9530 Blue 42 9742.0
## 9531 Blue 46 4178.0
## 9532 Blue 34 34516.0
## 9533 Blue 32 26819.0
## 9534 Blue 44 9580.0
## 9535 Blue 36 7940.0
## 9536 Gold 36 34516.0
## 9537 Blue 39 3471.0
## 9538 Blue 42 14938.0
## 9539 Blue 42 14072.0
## 9540 Silver 53 15928.0
## 9541 Blue 30 20798.0
## 9542 Blue 45 9752.0
## 9543 Blue 45 3234.0
## 9544 Blue 36 24844.0
## 9545 Blue 36 3090.0
## 9546 Blue 36 9943.0
## 9547 Blue 36 3384.0
## 9548 Blue 36 3640.0
## 9549 Silver 35 34516.0
## 9550 Silver 39 10186.0
## 9551 Platinum 36 15987.0
## 9552 Blue 39 16983.0
## 9553 Blue 36 34516.0
## 9554 Silver 20 34516.0
## 9555 Blue 31 34516.0
## 9556 Blue 41 4268.0
## 9557 Blue 40 10748.0
## 9558 Silver 21 31718.0
## 9559 Blue 36 9959.0
## 9560 Silver 36 34516.0
## 9561 Blue 45 11898.0
## 9562 Silver 43 34516.0
## 9563 Blue 27 13056.0
## 9564 Silver 47 14002.0
## 9565 Blue 33 5500.0
## 9566 Blue 38 8549.0
## 9567 Blue 44 4390.0
## 9568 Blue 43 24884.0
## 9569 Blue 41 3591.0
## 9570 Blue 47 4841.0
## 9571 Blue 18 4246.0
## 9572 Blue 36 7469.0
## 9573 Blue 48 29974.0
## 9574 Blue 48 20724.0
## 9575 Blue 36 21079.0
## 9576 Blue 36 3720.0
## 9577 Blue 36 11077.0
## 9578 Blue 19 12024.0
## 9579 Blue 38 4446.0
## 9580 Blue 44 34516.0
## 9581 Silver 24 11511.0
## 9582 Silver 31 34516.0
## 9583 Blue 28 19192.0
## 9584 Blue 36 3076.0
## 9585 Blue 32 4196.0
## 9586 Blue 38 3243.0
## 9587 Blue 49 17542.0
## 9588 Blue 36 32949.0
## 9589 Silver 28 32250.0
## 9590 Gold 40 34516.0
## 9591 Gold 43 23981.0
## 9592 Blue 43 4090.0
## 9593 Blue 21 4251.0
## 9594 Blue 40 4119.0
## 9595 Silver 55 13399.0
## 9596 Blue 34 9070.0
## 9597 Blue 36 7469.0
## 9598 Blue 36 23714.0
## 9599 Blue 40 5240.0
## 9600 Blue 28 3744.0
## 9601 Blue 36 15594.0
## 9602 Blue 35 8449.0
## 9603 Gold 48 34516.0
## 9604 Blue 28 9959.0
## 9605 Blue 36 4192.0
## 9606 Blue 31 3416.0
## 9607 Blue 31 3322.0
## 9608 Blue 30 14217.0
## 9609 Blue 35 17350.0
## 9610 Blue 53 13784.0
## 9611 Blue 42 3181.0
## 9612 Blue 26 5325.0
## 9613 Gold 28 23981.0
## 9614 Blue 23 3920.0
## 9615 Blue 36 5158.0
## 9616 Blue 46 5073.0
## 9617 Blue 40 4074.0
## 9618 Blue 21 10284.0
## 9619 Platinum 23 34516.0
## 9620 Silver 33 34516.0
## 9621 Blue 36 3999.0
## 9622 Blue 36 3468.0
## 9623 Blue 39 11900.0
## 9624 Blue 41 9701.0
## 9625 Gold 50 34516.0
## 9626 Blue 13 6075.0
## 9627 Blue 54 13035.0
## 9628 Blue 36 17306.0
## 9629 Gold 36 15987.0
## 9630 Silver 36 34516.0
## 9631 Blue 36 34516.0
## 9632 Blue 15 7469.0
## 9633 Blue 50 12918.0
## 9634 Blue 50 4085.0
## 9635 Blue 36 3705.0
## 9636 Blue 43 5319.0
## 9637 Blue 36 4549.0
## 9638 Blue 39 15894.0
## 9639 Silver 16 17894.0
## 9640 Blue 37 5855.0
## 9641 Silver 54 13062.0
## 9642 Blue 33 7428.0
## 9643 Blue 19 8848.0
## 9644 Blue 41 7362.0
## 9645 Gold 36 34516.0
## 9646 Blue 28 4380.0
## 9647 Blue 36 12510.0
## 9648 Blue 36 23712.0
## 9649 Blue 44 9149.0
## 9650 Silver 33 34516.0
## 9651 Blue 41 3784.0
## 9652 Blue 29 9680.0
## 9653 Blue 41 34516.0
## 9654 Blue 47 3845.0
## 9655 Blue 27 13409.0
## 9656 Silver 40 34516.0
## 9657 Blue 36 8065.0
## 9658 Blue 40 20501.0
## 9659 Blue 36 23260.0
## 9660 Blue 33 9073.0
## 9661 Blue 24 20101.0
## 9662 Blue 36 6911.0
## 9663 Blue 36 3423.0
## 9664 Silver 36 10729.0
## 9665 Silver 30 34516.0
## 9666 Blue 39 34516.0
## 9667 Blue 49 28570.0
## 9668 Blue 16 12495.0
## 9669 Blue 39 13344.0
## 9670 Blue 37 32563.0
## 9671 Blue 36 3375.0
## 9672 Blue 36 12299.0
## 9673 Blue 50 4613.0
## 9674 Silver 36 10858.0
## 9675 Blue 50 34516.0
## 9676 Blue 41 4207.0
## 9677 Blue 36 3336.0
## 9678 Blue 37 5465.0
## 9679 Silver 36 12633.0
## 9680 Blue 36 34516.0
## 9681 Blue 27 3876.0
## 9682 Blue 29 3326.0
## 9683 Silver 38 34516.0
## 9684 Blue 20 3264.0
## 9685 Blue 27 6903.0
## 9686 Blue 31 2940.0
## 9687 Blue 38 13731.0
## 9688 Blue 36 4826.0
## 9689 Blue 25 4259.0
## 9690 Blue 18 3523.0
## 9691 Gold 34 34516.0
## 9692 Blue 42 16998.0
## 9693 Blue 45 11714.0
## 9694 Blue 24 4097.0
## 9695 Blue 31 3952.0
## 9696 Blue 25 29295.0
## 9697 Blue 36 26423.0
## 9698 Blue 37 3196.0
## 9699 Blue 38 4935.0
## 9700 Silver 24 34516.0
## 9701 Blue 36 12933.0
## 9702 Silver 30 29937.0
## 9703 Blue 38 8881.0
## 9704 Blue 42 27514.0
## 9705 Blue 37 32275.0
## 9706 Blue 44 4107.0
## 9707 Blue 47 7469.0
## 9708 Blue 36 5023.0
## 9709 Blue 36 6071.0
## 9710 Silver 34 27494.0
## 9711 Blue 36 7106.0
## 9712 Blue 31 17230.0
## 9713 Blue 42 30885.0
## 9714 Blue 43 3629.0
## 9715 Silver 19 34516.0
## 9716 Blue 36 17970.0
## 9717 Silver 27 10343.0
## 9718 Blue 36 9267.0
## 9719 Blue 45 2985.0
## 9720 Silver 34 14386.0
## 9721 Blue 19 3581.0
## 9722 Blue 28 3079.0
## 9723 Blue 37 3594.0
## 9724 Blue 18 10488.0
## 9725 Silver 36 34516.0
## 9726 Blue 29 24001.0
## 9727 Blue 37 5500.0
## 9728 Blue 17 34516.0
## 9729 Blue 28 7790.0
## 9730 Blue 41 10301.0
## 9731 Blue 36 23939.0
## 9732 Blue 19 21615.0
## 9733 Blue 33 8712.0
## 9734 Silver 29 12203.0
## 9735 Blue 48 15483.0
## 9736 Blue 36 20356.0
## 9737 Blue 16 3548.0
## 9738 Blue 36 4661.0
## 9739 Gold 38 15987.0
## 9740 Blue 48 30543.0
## 9741 Blue 35 5230.0
## 9742 Blue 38 34516.0
## 9743 Blue 34 3246.0
## 9744 Blue 38 10018.0
## 9745 Silver 24 10272.0
## 9746 Blue 36 4097.0
## 9747 Blue 36 19846.0
## 9748 Blue 25 4469.0
## 9749 Blue 43 20701.0
## 9750 Blue 48 8426.0
## 9751 Blue 29 16722.0
## 9752 Silver 36 34516.0
## 9753 Blue 34 4413.0
## 9754 Blue 21 5342.0
## 9755 Blue 36 8455.0
## 9756 Blue 44 7659.0
## 9757 Silver 36 11059.0
## 9758 Blue 25 4093.0
## 9759 Blue 36 24239.0
## 9760 Blue 36 7793.0
## 9761 Blue 26 6407.0
## 9762 Blue 36 6024.0
## 9763 Blue 36 3352.0
## 9764 Blue 33 32222.0
## 9765 Silver 24 34516.0
## 9766 Silver 36 34516.0
## 9767 Blue 44 31091.0
## 9768 Blue 48 7464.0
## 9769 Blue 22 11722.0
## 9770 Blue 32 7769.0
## 9771 Blue 31 3569.0
## 9772 Blue 36 3216.0
## 9773 Blue 13 3789.0
## 9774 Blue 13 3533.0
## 9775 Silver 36 34516.0
## 9776 Blue 34 27229.0
## 9777 Silver 44 34516.0
## 9778 Blue 30 6261.0
## 9779 Blue 51 6996.0
## 9780 Blue 36 4440.0
## 9781 Blue 36 3150.0
## 9782 Blue 48 4288.0
## 9783 Silver 36 34516.0
## 9784 Blue 38 5189.0
## 9785 Blue 52 14458.0
## 9786 Blue 37 16909.0
## 9787 Blue 22 6739.0
## 9788 Blue 36 4982.0
## 9789 Silver 36 12359.0
## 9790 Blue 41 9959.0
## 9791 Blue 34 8507.0
## 9792 Blue 44 15355.0
## 9793 Blue 46 23731.0
## 9794 Silver 32 17909.0
## 9795 Blue 36 3995.0
## 9796 Gold 38 34516.0
## 9797 Blue 45 34516.0
## 9798 Blue 40 8297.0
## 9799 Blue 40 5520.0
## 9800 Blue 36 3736.0
## 9801 Blue 18 9664.0
## 9802 Blue 49 4132.0
## 9803 Blue 21 28043.0
## 9804 Blue 31 9959.0
## 9805 Blue 41 16453.0
## 9806 Blue 24 8256.0
## 9807 Blue 23 13427.0
## 9808 Blue 37 3263.0
## 9809 Silver 24 34516.0
## 9810 Blue 31 23502.0
## 9811 Blue 21 7685.0
## 9812 Blue 23 4065.0
## 9813 Blue 28 9815.0
## 9814 Blue 36 17374.0
## 9815 Blue 28 7093.0
## 9816 Silver 22 34516.0
## 9817 Blue 36 3329.0
## 9818 Blue 17 4116.0
## 9819 Blue 13 20030.0
## 9820 Blue 44 8687.0
## 9821 Blue 13 8656.0
## 9822 Blue 36 3544.0
## 9823 Blue 36 5988.0
## 9824 Blue 43 4917.0
## 9825 Blue 41 18591.0
## 9826 Blue 31 3297.0
## 9827 Blue 33 5702.0
## 9828 Silver 19 10982.0
## 9829 Platinum 35 34516.0
## 9830 Blue 31 20144.0
## 9831 Blue 42 16349.0
## 9832 Silver 38 10610.0
## 9833 Blue 30 7386.0
## 9834 Blue 36 4720.0
## 9835 Blue 40 3660.0
## 9836 Blue 36 12932.0
## 9837 Blue 51 6089.0
## 9838 Blue 43 5905.0
## 9839 Blue 15 23103.0
## 9840 Silver 36 11280.0
## 9841 Blue 31 16565.0
## 9842 Blue 41 34516.0
## 9843 Silver 21 14305.0
## 9844 Blue 21 6104.0
## 9845 Blue 39 4207.0
## 9846 Blue 40 34516.0
## 9847 Blue 45 34516.0
## 9848 Gold 39 34516.0
## 9849 Blue 23 4063.0
## 9850 Blue 36 11791.0
## 9851 Blue 17 17744.0
## 9852 Silver 45 34516.0
## 9853 Blue 46 21032.0
## 9854 Blue 48 18571.0
## 9855 Silver 43 3735.0
## 9856 Blue 43 10948.0
## 9857 Silver 37 29076.0
## 9858 Blue 36 20237.0
## 9859 Platinum 42 34516.0
## 9860 Blue 38 34516.0
## 9861 Blue 26 4307.0
## 9862 Blue 31 34516.0
## 9863 Blue 30 14828.0
## 9864 Blue 36 3839.0
## 9865 Blue 24 3727.0
## 9866 Blue 39 14290.0
## 9867 Blue 23 7594.0
## 9868 Blue 40 8416.0
## 9869 Silver 36 34140.0
## 9870 Blue 30 13753.0
## 9871 Blue 31 3472.0
## 9872 Silver 34 15315.0
## 9873 Blue 40 12086.0
## 9874 Silver 55 34516.0
## 9875 Blue 30 5016.0
## 9876 Blue 30 4333.0
## 9877 Blue 34 10325.0
## 9878 Blue 30 18418.0
## 9879 Blue 36 9633.0
## 9880 Blue 32 3842.0
## 9881 Blue 31 20958.0
## 9882 Blue 34 3024.0
## 9883 Blue 20 8698.0
## 9884 Blue 31 6824.0
## 9885 Silver 36 34516.0
## 9886 Silver 25 34516.0
## 9887 Blue 28 3311.0
## 9888 Blue 48 4752.0
## 9889 Blue 47 4041.0
## 9890 Silver 36 19713.0
## 9891 Blue 37 6725.0
## 9892 Gold 21 15261.0
## 9893 Silver 27 33779.0
## 9894 Blue 36 15648.0
## 9895 Blue 15 9283.0
## 9896 Blue 40 3970.0
## 9897 Blue 36 6159.0
## 9898 Blue 13 4829.0
## 9899 Blue 54 15633.0
## 9900 Silver 35 34516.0
## 9901 Blue 36 10017.0
## 9902 Blue 38 3895.0
## 9903 Blue 36 5611.0
## 9904 Gold 44 22722.0
## 9905 Blue 26 16033.0
## 9906 Blue 29 12978.0
## 9907 Blue 46 9129.0
## 9908 Blue 36 7500.0
## 9909 Blue 36 14804.0
## 9910 Blue 43 34516.0
## 9911 Blue 36 9683.0
## 9912 Blue 36 19671.0
## 9913 Silver 36 34516.0
## 9914 Blue 36 5056.0
## 9915 Silver 33 25217.0
## 9916 Blue 13 3585.0
## 9917 Blue 36 21067.0
## 9918 Blue 20 4283.0
## 9919 Blue 25 25187.0
## 9920 Gold 55 7469.0
## 9921 Blue 34 18142.0
## 9922 Blue 39 29865.0
## 9923 Blue 33 3388.0
## 9924 Silver 40 34516.0
## 9925 Blue 45 9431.0
## 9926 Silver 31 30770.0
## 9927 Blue 17 6500.0
## 9928 Blue 36 4209.0
## 9929 Blue 19 3657.0
## 9930 Blue 13 4107.0
## 9931 Blue 46 3638.0
## 9932 Blue 31 8325.0
## 9933 Blue 34 27124.0
## 9934 Silver 36 13747.0
## 9935 Silver 13 28174.0
## 9936 Blue 36 11109.0
## 9937 Blue 44 9959.0
## 9938 Blue 28 4014.0
## 9939 Blue 31 21226.0
## 9940 Blue 49 3681.0
## 9941 Blue 32 26710.0
## 9942 Blue 36 9550.0
## 9943 Blue 36 16127.0
## 9944 Blue 32 4935.0
## 9945 Blue 36 18022.0
## 9946 Blue 43 16748.0
## 9947 Blue 34 10973.0
## 9948 Silver 23 14143.0
## 9949 Gold 36 34516.0
## 9950 Blue 36 7684.0
## 9951 Silver 36 34516.0
## 9952 Blue 34 26021.0
## 9953 Blue 36 3843.0
## 9954 Blue 34 14840.0
## 9955 Blue 31 3929.0
## 9956 Blue 35 11427.0
## 9957 Blue 43 20974.0
## 9958 Blue 38 3771.0
## 9959 Blue 52 23362.0
## 9960 Blue 36 8135.0
## 9961 Silver 34 13669.0
## 9962 Silver 39 34516.0
## 9963 Blue 19 9764.0
## 9964 Blue 36 8431.0
## 9965 Blue 36 10585.0
## 9966 Silver 36 34516.0
## 9967 Blue 52 7882.0
## 9968 Silver 30 33905.0
## 9969 Silver 44 33004.0
## 9970 Blue 33 20891.0
## 9971 Blue 49 22715.0
## 9972 Blue 36 3818.0
## 9973 Blue 44 3526.0
## 9974 Blue 29 6991.0
## 9975 Silver 36 16268.0
## 9976 Blue 25 5768.0
## 9977 Silver 39 34516.0
## 9978 Blue 30 9491.0
## 9979 Gold 39 15987.0
## 9980 Blue 28 3645.0
## 9981 Blue 36 3466.0
## 9982 Blue 44 9797.0
## 9983 Blue 18 3399.0
## 9984 Blue 33 4155.0
## 9985 Gold 36 15164.0
## 9986 Blue 22 13894.0
## 9987 Silver 41 34516.0
## 9988 Blue 44 6828.0
## 9989 Blue 37 5542.0
## 9990 Blue 52 15733.0
## 9991 Silver 32 30082.0
## 9992 Blue 34 3659.0
## 9993 Blue 36 22718.0
## 9994 Blue 27 3676.0
## 9995 Blue 35 17721.0
## 9996 Blue 39 4404.0
## 9997 Blue 35 4423.0
## 9998 Gold 42 34516.0
## 9999 Blue 19 4184.0
## 10000 Blue 32 34516.0
## 10001 Blue 36 26923.0
## 10002 Silver 20 15977.0
## 10003 Blue 47 26812.0
## 10004 Blue 32 5175.0
## 10005 Blue 23 3955.0
## 10006 Blue 36 22355.0
## 10007 Blue 46 23240.0
## 10008 Blue 28 5479.0
## 10009 Blue 36 16081.0
## 10010 Blue 20 5497.0
## 10011 Silver 30 14135.0
## 10012 Silver 36 31546.0
## 10013 Silver 30 34516.0
## 10014 Blue 36 4353.0
## 10015 Silver 40 34516.0
## 10016 Blue 36 3310.0
## 10017 Blue 36 4601.0
## 10018 Blue 40 3981.0
## 10019 Blue 30 4458.0
## 10020 Blue 33 10292.0
## 10021 Blue 34 15944.0
## 10022 Blue 18 4377.0
## 10023 Blue 34 4930.0
## 10024 Blue 39 4982.0
## 10025 Blue 42 34162.0
## 10026 Blue 40 4047.0
## 10027 Blue 37 6380.0
## 10028 Blue 34 3534.0
## 10029 Blue 16 6091.0
## 10030 Gold 36 23981.0
## 10031 Blue 32 7832.0
## 10032 Blue 44 34516.0
## 10033 Silver 40 13704.0
## 10034 Blue 32 4423.0
## 10035 Blue 36 6224.0
## 10036 Blue 36 4133.0
## 10037 Blue 46 34516.0
## 10038 Blue 46 5270.0
## 10039 Gold 32 34516.0
## 10040 Blue 36 3782.0
## 10041 Blue 36 5173.0
## 10042 Blue 49 4058.0
## 10043 Blue 16 21551.0
## 10044 Blue 47 9805.0
## 10045 Blue 33 7530.0
## 10046 Blue 38 8983.0
## 10047 Blue 39 4855.0
## 10048 Blue 36 5735.0
## 10049 Blue 44 9524.0
## 10050 Gold 46 15987.0
## 10051 Blue 30 5181.0
## 10052 Silver 31 28831.0
## 10053 Blue 24 4169.0
## 10054 Blue 36 7020.0
## 10055 Blue 15 3709.0
## 10056 Silver 36 12833.0
## 10057 Blue 33 3804.0
## 10058 Blue 40 21794.0
## 10059 Blue 35 3304.0
## 10060 Blue 36 3850.0
## 10061 Blue 36 4158.0
## 10062 Blue 31 4182.0
## 10063 Blue 17 4626.0
## 10064 Blue 39 3742.0
## 10065 Silver 31 13651.0
## 10066 Silver 25 26794.0
## 10067 Blue 46 17190.0
## 10068 Blue 36 4167.0
## 10069 Silver 36 12944.0
## 10070 Blue 14 6933.0
## 10071 Silver 40 34516.0
## 10072 Blue 29 13589.0
## 10073 Blue 33 4552.0
## 10074 Blue 40 3750.0
## 10075 Blue 40 17655.0
## 10076 Blue 36 8224.0
## 10077 Blue 36 3946.0
## 10078 Blue 36 5654.0
## 10079 Blue 36 16268.0
## 10080 Silver 36 28564.0
## 10081 Blue 30 6172.0
## 10082 Blue 40 5435.0
## 10083 Silver 20 16496.0
## 10084 Blue 23 8348.0
## 10085 Blue 34 7562.0
## 10086 Gold 38 14938.0
## 10087 Silver 39 34516.0
## 10088 Blue 35 7935.0
## 10089 Silver 33 34516.0
## 10090 Blue 36 9611.0
## 10091 Blue 22 12958.0
## 10092 Blue 41 4103.0
## 10093 Blue 25 6888.0
## 10094 Blue 28 21906.0
## 10095 Blue 48 7288.0
## 10096 Blue 33 34516.0
## 10097 Blue 46 12540.0
## 10098 Blue 25 4493.0
## 10099 Silver 36 34516.0
## 10100 Blue 41 8900.0
## 10101 Silver 36 29808.0
## 10102 Blue 30 3735.0
## 10103 Blue 36 8398.0
## 10104 Blue 36 22754.0
## 10105 Silver 36 29663.0
## 10106 Blue 50 5043.0
## 10107 Blue 48 4299.0
## 10108 Blue 54 11859.0
## 10109 Blue 39 17504.0
## 10110 Blue 35 4165.0
## 10111 Silver 49 34516.0
## 10112 Blue 40 6481.0
## 10113 Gold 20 34516.0
## 10114 Blue 36 13303.0
## 10115 Blue 15 4700.0
## 10116 Blue 36 5639.0
## 10117 Blue 36 13187.0
## 10118 Blue 40 17925.0
## 10119 Blue 36 9959.0
## 10120 Blue 47 14657.0
## 10121 Blue 34 13940.0
## 10122 Blue 50 3688.0
## 10123 Blue 40 4003.0
## 10124 Blue 25 4277.0
## 10125 Blue 36 5409.0
## 10126 Blue 36 5281.0
## 10127 Silver 25 10388.04. Exploratory Data Analysis (EDA)
EDA is done to see the patterns of the data and to extract some insights from it.
- To see the number of churn customers and non-churned customers
ggplot(BankData, aes(Attrition_Flag, fill = Attrition_Flag)) +
geom_bar() +
theme(legend.position = 'none')
table(BankData$Attrition_Flag)##
## Attrited Customer Existing Customer
## 1627 8500- Continous Variable Distribution
BankData %>%
keep(is.numeric) %>%
gather() %>%
ggplot() +
geom_histogram(mapping = aes(x=value,fill=key), color="black") +
facet_wrap(~ key, scales = "free") +
theme_minimal() +
theme(legend.position = 'none')## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
From the result we can see that:
The credit limit is skewed to the right.
The custmer age almost have a normal distribution.
The highest period of relationship with the bank would be around 35 months.
- Correlation Matrix
corMatrix <- names(which(sapply(BankData, is.numeric)))
corr <- cor(BankData[,corMatrix], use = 'pairwise.complete.obs')
ggcorrplot(corr, lab = TRUE)
There is a quite high correlation between the Customer Age and the months on book (period of relationship with the bank). This is an example of multicollinearity.
- Categorical Variable Distribution
BankData %>%
dplyr::select(-Attrition_Flag) %>%
keep(is.factor) %>%
gather() %>%
group_by(key, value) %>%
summarize(n = n()) %>%
ggplot() +
geom_bar(mapping=aes(x = value, y = n, fill=key), color="black", stat='identity') +
coord_flip() +
facet_wrap(~ key, scales = "free") +
theme_minimal() +
theme(legend.position = 'none')## Warning: attributes are not identical across measure variables;
## they will be dropped## `summarise()` regrouping output by 'key' (override with `.groups` argument)
From the graph above, we can see that: - Most of the bank customers purchased the blue Card.
Most of the Bank Customers are graduates.
Most of the Bank customers are female.
-Most of the Bank customers income are less than $40k.
5. Build Predictive Models
Data partition is done by using a stratified sampling approach. Stratified sampling is a method where the sampling from a population is partitioned into subpopulations based on specific characteristics (gender, education level and many more). They are independent subpopulations.
The dataset is split into train and test data. 70% of the data are set as a train data and the others are concluded as the test data.
set.seed(1234)
sample_set <- BankData %>%
pull(.) %>%
sample.split(SplitRatio = .7)
bankTrain <- subset(BankData, sample_set == TRUE)
bankTest <- subset(BankData, sample_set == FALSE)round(prop.table(table(bankTest$Attrition_Flag)),3)##
## Attrited Customer Existing Customer
## 0.165 0.8356. Regression
## To see every column in dataframe(transposed version)
glimpse(BankData)## Rows: 10,127
## Columns: 8
## $ Attrition_Flag <fct> Existing Customer, Existing Customer, Existing Cust...
## $ Customer_Age <int> 45, 49, 51, 40, 40, 44, 51, 32, 37, 48, 42, 65, 56,...
## $ Gender <fct> M, F, M, F, M, M, M, M, M, M, M, M, M, M, F, M, M, ...
## $ Education_Level <fct> High School, Graduate, Graduate, High School, Unedu...
## $ Income_Category <fct> $60K - $80K, Less than $40K, $80K - $120K, Less tha...
## $ Card_Category <fct> Blue, Blue, Blue, Blue, Blue, Blue, Gold, Silver, B...
## $ Months_on_book <int> 39, 44, 36, 34, 21, 36, 46, 27, 36, 36, 31, 54, 36,...
## $ Credit_Limit <dbl> 12691.0, 8256.0, 3418.0, 3313.0, 4716.0, 4010.0, 34...## Select the variables to use
BankData<-select(BankData, Attrition_Flag, Customer_Age, Gender, Education_Level,Income_Category, Card_Category)
dim(BankData)## [1] 10127 6str(BankData)## 'data.frame': 10127 obs. of 6 variables:
## $ Attrition_Flag : Factor w/ 2 levels "Attrited Customer",..: 2 2 2 2 2 2 2 2 2 2 ...
## $ Customer_Age : int 45 49 51 40 40 44 51 32 37 48 ...
## $ Gender : Factor w/ 2 levels "F","M": 2 1 2 1 2 2 2 2 2 2 ...
## $ Education_Level: Factor w/ 7 levels "College","Doctorate",..: 4 3 3 4 6 3 7 4 6 3 ...
## $ Income_Category: Factor w/ 6 levels "$120K +","$40K - $60K",..: 3 5 4 5 3 2 1 3 3 4 ...
## $ Card_Category : Factor w/ 4 levels "Blue","Gold",..: 1 1 1 1 1 1 2 4 1 1 ...BankData %>% tabyl(Gender, Education_Level,Income_Category)## $`$120K +`
## Gender College Doctorate Graduate High School Post-Graduate Uneducated Unknown
## F 0 0 0 0 0 0 0
## M 70 37 204 147 30 119 120
##
## $`$40K - $60K`
## Gender College Doctorate Graduate High School Post-Graduate Uneducated Unknown
## F 108 43 319 195 61 133 155
## M 75 27 234 160 50 116 114
##
## $`$60K - $80K`
## Gender College Doctorate Graduate High School Post-Graduate Uneducated Unknown
## F 0 0 0 0 0 0 0
## M 132 59 422 307 77 195 210
##
## $`$80K - $120K`
## Gender College Doctorate Graduate High School Post-Graduate Uneducated Unknown
## F 0 0 0 0 0 0 0
## M 175 57 478 308 81 217 219
##
## $`Less than $40K`
## Gender College Doctorate Graduate High School Post-Graduate Uneducated Unknown
## F 319 147 1039 617 160 485 517
## M 26 11 100 54 10 37 39
##
## $Unknown
## Gender College Doctorate Graduate High School Post-Graduate Uneducated Unknown
## F 105 67 312 216 42 178 140
## M 3 3 20 9 5 7 5#i) Attribution Flag
table(BankData$Attrition_Flag)##
## Attrited Customer Existing Customer
## 1627 8500# ii) Education level
table(BankData$Education_Level) ##
## College Doctorate Graduate High School Post-Graduate
## 1013 451 3128 2013 516
## Uneducated Unknown
## 1487 1519#iii) Gender
table(BankData$Gender)##
## F M
## 5358 4769#v) income category
table(BankData$Income_Category)##
## $120K + $40K - $60K $60K - $80K $80K - $120K Less than $40K
## 727 1790 1402 1535 3561
## Unknown
## 1112#iv) card category
table(BankData$Card_Category)##
## Blue Gold Platinum Silver
## 9436 116 20 555p1<-ggplot(BankData, aes(x=Education_Level, fill= Gender))+ geom_bar()
p1
p2<-ggplot(BankData, aes(x=Attrition_Flag, fill= Gender))+ geom_bar()
p2
p3<-ggplot(BankData, aes(x=Card_Category , fill= Gender))+ geom_bar()
p3
The total variable that has been choose is 6 with 10127 rows. Result from the table:
In education level for graduate has the most credit card holder count for both gender.
Both gender has the most in existing customer for customer activity in credit card holder.
Blue card hast the highest use for both gender
To determine if there any significant differences between customer age and income category
Using ANOVA to test is there any significant differences between customer age and income category.
#install.packages("ggpubr")
library(ggpubr)
res.aov<- aov(Customer_Age~Income_Category, BankData)
summary(res.aov)## Df Sum Sq Mean Sq F value Pr(>F)
## Income_Category 5 1490 298.01 4.645 0.000309 ***
## Residuals 10121 649301 64.15
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1box_plot <- ggplot(BankData, aes(x = Customer_Age, y = Income_Category))
box_plot +geom_boxplot()
Hypothesis Test
H0 : There is no significant difference between customer age and income category H1 : There is significant difference between customer age and income category
p-value=0.000309 *** < 0.05, reject H0.
At alpha =.0.05, there is enough evidence to reject H0. Therefore, there is significant difference between customer age on income category
Result from boxplot:
Normal skewness = $40-k-60k and $60k-80k (symmetric)
Positive skewness = Unknown and less than $40k
Negative skewness = $80k-$120k and $120k+
Outliers = 4
Plot for normality between customer age on income category
plot(res.aov, 2) 
As almost all point fall approximately along reference line,can assume normality. Get 3 outliers which are 152, 252, and 255.
To determine the relationship exits between income category and education level
Finding the relationship for both categorical variables.
chisq.test(BankData$Income_Category, BankData$Education_Level)##
## Pearson's Chi-squared test
##
## data: BankData$Income_Category and BankData$Education_Level
## X-squared = 45.254, df = 30, p-value = 0.03655p4<-ggplot(BankData, aes(x=Education_Level , fill= Income_Category))+ geom_bar()
p4
H0 : There is no relationship exits between income category and education level (Independent) H1 : There is a relationship exits between income category and education level (Dependent)
P-value = 0.03655< 0.05, reject H0.
At alpha =.0.05, there is enough evidence to reject H0. Therefore, there is a relationship exits between income category and education level (Dependent)
Result from bar graph: The most credit card holder for income category is less than $40k and education level is graduate.
7. Classification
- Decision Tree
Decision tree splits the data into multiple sets and each set is further split into subsets until a decision is made.
ctrl <-
trainControl(method = "cv", #cross-validation
number = 10, #10-fold
selectionFunction = "best")
grid <-
expand.grid(
.cp = seq(from=0.0001, to=0.005, by=0.0001)
)
set.seed(1234)
tree.mod <-
train(
Attrition_Flag ~.,
data = bankTrain,
method = "rpart",
metric = "Kappa",
trControl = ctrl,
tuneGrid = grid
)
tree.mod## CART
##
## 7088 samples
## 7 predictor
## 2 classes: 'Attrited Customer', 'Existing Customer'
##
## No pre-processing
## Resampling: Cross-Validated (10 fold)
## Summary of sample sizes: 6379, 6380, 6379, 6379, 6379, 6379, ...
## Resampling results across tuning parameters:
##
## cp Accuracy Kappa
## 0.0001 0.8098204 0.0258917216
## 0.0002 0.8140539 0.0284693263
## 0.0003 0.8182848 0.0338485042
## 0.0004 0.8243507 0.0308875471
## 0.0005 0.8314063 0.0296753018
## 0.0006 0.8329585 0.0206037492
## 0.0007 0.8349336 0.0222162179
## 0.0008 0.8362022 0.0169750758
## 0.0009 0.8366257 0.0131680772
## 0.0010 0.8388854 0.0117603120
## 0.0011 0.8388854 0.0117603120
## 0.0012 0.8383204 0.0047822099
## 0.0013 0.8387435 0.0021403777
## 0.0014 0.8387435 0.0021403777
## 0.0015 0.8390256 -0.0008457815
## 0.0016 0.8390256 -0.0008457815
## 0.0017 0.8391669 -0.0017671666
## 0.0018 0.8412813 0.0000000000
## 0.0019 0.8412813 0.0000000000
## 0.0020 0.8412813 0.0000000000
## 0.0021 0.8412813 0.0000000000
## 0.0022 0.8412813 0.0000000000
## 0.0023 0.8412813 0.0000000000
## 0.0024 0.8412813 0.0000000000
## 0.0025 0.8412813 0.0000000000
## 0.0026 0.8412813 0.0000000000
## 0.0027 0.8412813 0.0000000000
## 0.0028 0.8412813 0.0000000000
## 0.0029 0.8412813 0.0000000000
## 0.0030 0.8412813 0.0000000000
## 0.0031 0.8412813 0.0000000000
## 0.0032 0.8412813 0.0000000000
## 0.0033 0.8412813 0.0000000000
## 0.0034 0.8412813 0.0000000000
## 0.0035 0.8412813 0.0000000000
## 0.0036 0.8412813 0.0000000000
## 0.0037 0.8412813 0.0000000000
## 0.0038 0.8412813 0.0000000000
## 0.0039 0.8412813 0.0000000000
## 0.0040 0.8412813 0.0000000000
## 0.0041 0.8412813 0.0000000000
## 0.0042 0.8412813 0.0000000000
## 0.0043 0.8412813 0.0000000000
## 0.0044 0.8412813 0.0000000000
## 0.0045 0.8412813 0.0000000000
## 0.0046 0.8412813 0.0000000000
## 0.0047 0.8412813 0.0000000000
## 0.0048 0.8412813 0.0000000000
## 0.0049 0.8412813 0.0000000000
## 0.0050 0.8412813 0.0000000000
##
## Kappa was used to select the optimal model using the largest value.
## The final value used for the model was cp = 3e-04.## Make predictions based on our candidate model
tree.pred.prob <- predict(tree.mod, bankTest, type = "prob")
tree.pred <- predict(tree.mod, bankTest, type = "raw")confusionMatrix(tree.pred, bankTest$Attrition_Flag)## Confusion Matrix and Statistics
##
## Reference
## Prediction Attrited Customer Existing Customer
## Attrited Customer 30 73
## Existing Customer 472 2464
##
## Accuracy : 0.8207
## 95% CI : (0.8066, 0.8342)
## No Information Rate : 0.8348
## P-Value [Acc > NIR] : 0.9824
##
## Kappa : 0.0455
##
## Mcnemar's Test P-Value : <2e-16
##
## Sensitivity : 0.059761
## Specificity : 0.971226
## Pos Pred Value : 0.291262
## Neg Pred Value : 0.839237
## Prevalence : 0.165186
## Detection Rate : 0.009872
## Detection Prevalence : 0.033893
## Balanced Accuracy : 0.515493
##
## 'Positive' Class : Attrited Customer
## - eXtreme Gradient Boosting
eXtreme Gradient Boosting algorithm can be used for supervised learning tasks such as Regression, Classification and Ranking. It produces a prediction model in the form of an ensemble of weak prediction models like decision trees. It is a more reqularised model formalization to control over-fitting, which gives a better performance and completes in a high speed.
## Create a control object
ctrl <-
trainControl(method = "cv",
number = 10,
selectionFunction = "best")
modelLookup("xgbTree")## model parameter label forReg forClass
## 1 xgbTree nrounds # Boosting Iterations TRUE TRUE
## 2 xgbTree max_depth Max Tree Depth TRUE TRUE
## 3 xgbTree eta Shrinkage TRUE TRUE
## 4 xgbTree gamma Minimum Loss Reduction TRUE TRUE
## 5 xgbTree colsample_bytree Subsample Ratio of Columns TRUE TRUE
## 6 xgbTree min_child_weight Minimum Sum of Instance Weight TRUE TRUE
## 7 xgbTree subsample Subsample Percentage TRUE TRUE
## probModel
## 1 TRUE
## 2 TRUE
## 3 TRUE
## 4 TRUE
## 5 TRUE
## 6 TRUE
## 7 TRUE## Grid Search
grid <- expand.grid(
nrounds = 40,
max_depth = c(4,5,6,7,8),
eta = c(0.1,0.2,0.3,0.4,0.5),
gamma = 0.01,
colsample_bytree = 1,
min_child_weight = 1,
subsample = c(0.5, 1)
)
## Build XGBoost
set.seed(1234)
xgb.mod <-
train(
Attrition_Flag ~ .,
data = BankData,
method = "xgbTree",
metric = "Kappa",
trControl = ctrl,
tuneGrid = grid
)
?train## starting httpd help server ... donexgb.mod## eXtreme Gradient Boosting
##
## 10127 samples
## 5 predictor
## 2 classes: 'Attrited Customer', 'Existing Customer'
##
## No pre-processing
## Resampling: Cross-Validated (10 fold)
## Summary of sample sizes: 9114, 9115, 9114, 9114, 9114, 9115, ...
## Resampling results across tuning parameters:
##
## eta max_depth subsample Accuracy Kappa
## 0.1 4 0.5 0.8393405 0.000000e+00
## 0.1 4 1.0 0.8393405 0.000000e+00
## 0.1 5 0.5 0.8393405 0.000000e+00
## 0.1 5 1.0 0.8393405 0.000000e+00
## 0.1 6 0.5 0.8393405 0.000000e+00
## 0.1 6 1.0 0.8392418 -1.966153e-04
## 0.1 7 0.5 0.8392418 -1.966153e-04
## 0.1 7 1.0 0.8391431 -3.932306e-04
## 0.1 8 0.5 0.8389457 4.042122e-05
## 0.1 8 1.0 0.8382545 -5.298192e-04
## 0.2 4 0.5 0.8392418 -1.966153e-04
## 0.2 4 1.0 0.8393405 0.000000e+00
## 0.2 5 0.5 0.8390444 1.894622e-03
## 0.2 5 1.0 0.8390444 -5.898460e-04
## 0.2 6 0.5 0.8386493 -1.371834e-03
## 0.2 6 1.0 0.8388470 -1.447415e-04
## 0.2 7 0.5 0.8385508 1.722487e-03
## 0.2 7 1.0 0.8375633 1.421048e-03
## 0.2 8 0.5 0.8363786 -2.539864e-03
## 0.2 8 1.0 0.8370699 1.191299e-03
## 0.3 4 0.5 0.8393406 1.664670e-03
## 0.3 4 1.0 0.8389457 -7.816135e-04
## 0.3 5 0.5 0.8378597 -2.100719e-03
## 0.3 5 1.0 0.8382544 3.218648e-04
## 0.3 6 0.5 0.8367737 7.251629e-04
## 0.3 6 1.0 0.8373659 -1.413492e-03
## 0.3 7 0.5 0.8372676 5.746643e-03
## 0.3 7 1.0 0.8353911 -2.839535e-03
## 0.3 8 0.5 0.8353912 4.535383e-03
## 0.3 8 1.0 0.8348973 3.445633e-03
## 0.4 4 0.5 0.8389456 1.683978e-03
## 0.4 4 1.0 0.8382546 -1.329776e-03
## 0.4 5 0.5 0.8371686 -1.803136e-03
## 0.4 5 1.0 0.8383532 5.171325e-04
## 0.4 6 0.5 0.8344033 -3.109580e-03
## 0.4 6 1.0 0.8365760 -3.804611e-03
## 0.4 7 0.5 0.8340083 4.997809e-03
## 0.4 7 1.0 0.8341073 -2.088055e-03
## 0.4 8 0.5 0.8308495 3.015285e-03
## 0.4 8 1.0 0.8335149 3.186615e-03
## 0.5 4 0.5 0.8376624 1.640925e-03
## 0.5 4 1.0 0.8380570 -1.718386e-03
## 0.5 5 0.5 0.8354894 -1.021090e-03
## 0.5 5 1.0 0.8366745 -1.997949e-03
## 0.5 6 0.5 0.8333172 2.897317e-03
## 0.5 6 1.0 0.8355886 3.256894e-03
## 0.5 7 0.5 0.8307501 1.861544e-03
## 0.5 7 1.0 0.8322311 2.259265e-03
## 0.5 8 0.5 0.8271949 -1.263324e-04
## 0.5 8 1.0 0.8310459 9.936069e-05
##
## Tuning parameter 'nrounds' was held constant at a value of 40
## Tuning
## parameter 'colsample_bytree' was held constant at a value of 1
##
## Tuning parameter 'min_child_weight' was held constant at a value of 1
## Kappa was used to select the optimal model using the largest value.
## The final values used for the model were nrounds = 40, max_depth = 7, eta
## = 0.3, gamma = 0.01, colsample_bytree = 1, min_child_weight = 1 and
## subsample = 0.5.To make the prediction.
## Make the prediction
xgb.pred <- predict(xgb.mod, bankTest, type = "raw")
xgb.pred.prob <- predict(xgb.mod, bankTest, type = "prob")View the confusion matrix of XGBoost
str(bankTest)## 'data.frame': 3039 obs. of 8 variables:
## $ Attrition_Flag : Factor w/ 2 levels "Attrited Customer",..: 2 2 2 2 2 2 2 2 1 2 ...
## $ Customer_Age : int 40 35 44 41 63 44 55 57 66 52 ...
## $ Gender : Factor w/ 2 levels "F","M": 2 2 2 1 2 1 1 1 1 2 ...
## $ Education_Level: Factor w/ 7 levels "College","Doctorate",..: 6 3 7 3 7 6 1 3 2 1 ...
## $ Income_Category: Factor w/ 6 levels "$120K +","$40K - $60K",..: 3 3 4 5 3 6 5 2 6 4 ...
## $ Card_Category : Factor w/ 4 levels "Blue","Gold",..: 1 1 1 1 1 1 1 1 1 1 ...
## $ Months_on_book : int 21 30 37 28 56 34 36 49 56 40 ...
## $ Credit_Limit : num 4716 8547 4234 7768 10215 ...confusionMatrix(xgb.pred, bankTest$Attrition_Flag)## Confusion Matrix and Statistics
##
## Reference
## Prediction Attrited Customer Existing Customer
## Attrited Customer 9 5
## Existing Customer 493 2532
##
## Accuracy : 0.8361
## 95% CI : (0.8225, 0.8491)
## No Information Rate : 0.8348
## P-Value [Acc > NIR] : 0.4342
##
## Kappa : 0.0262
##
## Mcnemar's Test P-Value : <2e-16
##
## Sensitivity : 0.017928
## Specificity : 0.998029
## Pos Pred Value : 0.642857
## Neg Pred Value : 0.837025
## Prevalence : 0.165186
## Detection Rate : 0.002962
## Detection Prevalence : 0.004607
## Balanced Accuracy : 0.507979
##
## 'Positive' Class : Attrited Customer
## 7. Comparing the Classification Model Performance
## Classification Tree
test <- bankTest$Attrition_Flag
pred <- tree.pred
prob <- tree.pred.prob[,2]
## Classification Tree ROC Curve
roc.pred <- prediction(predictions = prob, labels = test)
roc.perf <- performance(roc.pred, measure = "tpr", x.measure = "fpr")
plot(roc.perf, main = "ROC Curve for Bank Churn Prediction Approaches", col = 2, lwd = 2)
abline(a = 0, b = 1, lwd = 3, lty = 2, col = 1)
## Classification Tree Performance Metrics
accuracy <- mean(test == pred)
precision <- posPredValue(pred, test)
recall <- sensitivity(pred, test)
fmeasure <- (2 * precision * recall)/(precision + recall)
confmat <- confusionMatrix(pred, test)
kappa <- as.numeric(confmat$overall["Kappa"])
auc <- as.numeric(performance(roc.pred, measure = "auc")@y.values)
comparisons <- tibble(approach="Classification Tree", accuracy = accuracy, fmeasure = fmeasure,kappa = kappa, auc = auc)
## XGBoost
test <- bankTest$Attrition_Flag
pred <- xgb.pred
prob <- xgb.pred.prob[,2]
# Plot ROC Curve.
roc.pred <- prediction(predictions = prob, labels = test)
roc.perf <- performance(roc.pred, measure = "tpr", x.measure = "fpr")
plot(roc.perf, col=3, lwd = 2, add=TRUE)
# Get extreme xboost performance metrics.
accuracy <- mean(test == pred)
precision <- posPredValue(pred, test)
recall <- sensitivity(pred, test)
fmeasure <- (2 * precision * recall)/(precision + recall)
confmat <- confusionMatrix(pred, test)
kappa <- as.numeric(confmat$overall["Kappa"])
auc <- as.numeric(performance(roc.pred, measure = "auc")@y.values)
comparisons <- comparisons %>%
add_row(approach="eXtreme Gradient Boosting", accuracy = accuracy, fmeasure = fmeasure, kappa = kappa, auc = auc)
# Draw ROC legend.
legend(0.6, 0.6, c('Classification Tree', 'eXtreme Gradient Boosting'), 2:3)
To make a comparison table
knitr::kable(comparisons)| approach | accuracy | fmeasure | kappa | auc |
|---|---|---|---|---|
| Classification Tree | 0.8206647 | 0.0991736 | 0.0454868 | 0.5709727 |
| eXtreme Gradient Boosting | 0.8361303 | 0.0348837 | 0.0261546 | 0.7065895 |
As a conclusion, we can see that:
- EXtreme Gradient Boosting provides a better percentage accuracy that Classification Tree.
- The classification accuracy or kappa for eXtreme Gradient Boosting is 0.16 higher than Classification Tree.
- The AUC Curve (measure the usefulness of a test) results is better in extreme Gradient Boosting than Classification Tree.
- The fmeasure (F-Score) performs better in eXtreme Gradient Boosting than Classification Tree.