An R Markdown document converted from “./WQD7004_Final_assignment_v3.ipynb”
Credit Card Transactions Fraud Detection
Data name: Credit card Fraud Transaction detection dataset
Data source: Kaggle
Dataset Link: https://www.kaggle.com/datasets/kartik2112/fraud-detection/data
Research Sample: https://www.researchgate.net/publication/367133523_A_supervised_machine_learning_algorithm_for_detecting_and_predicting_fraud_in_credit_card_transactions
Discussion on Imbalance class: https://rpubs.com/harshaash/imbalance
Introduction
Project Background
Credit card fraud detection has emerged as a critical challenge in modern financial transactions due to the increasing prevalence of online transactions and digital payment methods. The unauthorized use of credit cards for fraudulent activities poses substantial financial risks to individuals, businesses, and financial institutions. To combat this issue, sophisticated fraud detection systems are required to swiftly identify and prevent fraudulent transactions, ensuring the security and trustworthiness of financial operations.
This project aims to develop a credit card fraud detection system using machine learning algorithms and advanced analytics techniques. The system will analyze transaction data in real-time to identify potentially fraudulent activities and alert users or financial institutions to take appropriate actions.
This project is suitable for financial institutions such as banks, credit card companies, and payment processors that want to enhance their fraud detection capabilities and protect customers from fraudulent transactions. The primary users of the credit card fraud detection system include fraud analysts, risk managers, and security teams within financial organizations. Additionally, customers who use credit cards for online or in-person transactions will indirectly benefit from the increased security provided by the system.
By implementing an effective fraud detection system, organizations can reduce financial losses due to fraudulent transactions, minimize reputational damage, and enhance customer trust and loyalty. Additionally, the system can help improve regulatory compliance and mitigate legal risks associated with fraud-related incidents.
Research Question
What types of purchasers are most likely to be instances of fraud?
Are older customers significantly more likely to be victims of credit card fraud?
Project Objectives
Objective i: To identify patterns and anomalies in credit card transaction data that may indicate fraudulent activity.
Objective ii: To model and deploy machine learning algorithms capable of accurately predicting and detecting fraudulent transactions in real-time.
Objective iii: To evaluate the performance of the fraud detection system, including metrics such as accuracy, precision, recall, F1 score, and receiver operating characteristic (ROC) curve analysis. Additionally, the system should be assessed for scalability, computational efficiency, and real-world usability.
Variables of the original Credit Card Transactions Fraud dataset
| Variable | Descrtiption | Data type |
|---|---|---|
| X | Unique identifier | integer |
| trans_date_trans_time | Transaction date and time | datetime |
| cc_num | Credit card number of customers | integer |
| merchant | Name of merchant | categorical |
| category | categorical | |
| amt | Amount | float |
| first | first name | categorical |
| last | last name | categorical |
| gender | categorical | |
| street | street name | categorical |
| city | city name | categorical |
| state | state name | categorical |
| zip | Zip code | categorical |
| lat | Latitude | float |
| long | Longitude | float |
| city_pop | City population | integer |
| job | Job title | categorical |
| trans_num | categorical | |
| unix_time | datetime | |
| merch_lat | Merchant latitude | float |
| merch_long | Merchant longitude | float |
| is_fraud | Target variable: fraud status (0=Not fraud, 1=Fraud) | categorical |
New variable(s) created
| Variable | Descrtiption | Data type |
|---|---|---|
| age | Age | integer |
Variables to be removed
| Variable | Descrtiption | Data type | Reason |
|---|---|---|---|
| dob | Date of birth | datetime | New ‘age’ column created from ‘dob’ column |
Step 1: Import necessary libaries
# BUG: configuration to delete in Rmarkdown
# Note: https://medium.com/@lucio.alberico1/how-to-run-r-in-google-colab-and-why-you-should-start-doing-it-d65551707890
# Note: https://stackoverflow.com/questions/77994699/how-to-maintain-persistent-r-package-installations-across-r-sessions-in-google-c
# download the R environment file
#download.file("https://drive.usercontent.google.com/download?id=1r3mq1qE7PmDNnzlW-QwpHm1dvTalEs4o&export=download&authuser=0&confirm=t&uuid=210232a4-0806-491c-a6ec-6cfb7ff69655&at=APZUnTVlyVLO5Q0idQGWViFtuM9J:1716537606676", destfile="./library.tar.gz")
# unzip the pre-bundled R library folder
# untar("library.tar.gz", "library")
# change the R library directory
# .libPaths("library")
# system('sudo apt install libudunits2-dev')
# install.packages('devtools') # package to install R package(s) from Github repo
# install.packages('dplyr')
# install.packages("ggplot2")
# install.packages("corrplot")
# install.packages("MASS")
# install.packages("caret")
# install.packages("gridExtra")
# install.packages('smotefamily')
# install.packages("randomForest")
# install.packages("rpart")
# install.packages("class")
# install.packages("e1071")
# install.packages("ROSE")
# install.packages('plotly')
# install.packages("pastecs")
# install.packages('rsample')
# install.packages('xgboost')
# install.packages("ROSE")
# install.packages("gbm")
## install DMwR package from Github
# remotes::install_github("cran/DMwR", force=TRUE)
## CAN STILL INSTALL PACKAGES IF YOU NEED# import necessary libraries
library(dplyr)##
## Attaching package: 'dplyr'## The following objects are masked from 'package:stats':
##
## filter, lag## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, unionlibrary(ggplot2)
library(tidyr)
library(corrplot)## corrplot 0.92 loadedlibrary(lubridate)##
## Attaching package: 'lubridate'## The following objects are masked from 'package:base':
##
## date, intersect, setdiff, unionlibrary(caret)## Loading required package: latticelibrary(gridExtra)##
## Attaching package: 'gridExtra'## The following object is masked from 'package:dplyr':
##
## combinelibrary(DMwR)## Loading required package: grid## Registered S3 method overwritten by 'quantmod':
## method from
## as.zoo.data.frame zoo# load a smaller dataset for testing purpose, can uncomment this if you want to load full dataset
# fraudTrain_URL <- "https://drive.usercontent.google.com/download?id=1JT0qe4Pba-W7TOej7dH5D6iWDwEz9Xwb&export=download&authuser=0&confirm=t&uuid=696d11ca-d227-4d80-aa0b-e44c8a03077f&at=APZUnTVSOU_-v0vzfpd6HwIB-v-0:1716481462562"
# fraudTest_URL <- "https://drive.usercontent.google.com/download?id=1UiCe-WeHtFVHMeDMAeZ1FxvZV9G3FUyb&export=download&authuser=0&confirm=t&uuid=7d292456-ec64-495d-af93-8ecf716a301b&at=APZUnTXEwrA1WZlNgZ5BYjgIb7Cf:1716481460700"
# fraudTrain_URL <- "https://drive.usercontent.google.com/download?id=1ZGniHrLH5a-1LqxBVulScRLKJNx0jPFO&export=download&authuser=0&confirm=t&uuid=de333f93-12bd-4c5a-9e35-f244c5f2e0c2&at=APZUnTW8Yk6NUB73MYI6TaARKILs%3A1715788742479"
# fraudTest_URL <- "https://drive.usercontent.google.com/download?id=1s1-5ienMxcnOe4OOz2aPXbfcsk-Lum4a&export=download&authuser=0&confirm=t&uuid=de333f93-12bd-4c5a-9e35-f244c5f2e0c2&at=APZUnTW8Yk6NUB73MYI6TaARKILs%3A1715788742479"
# download.file(fraudTrain_URL, destfile = "./fraudTrain.csv")
# download.file(fraudTest_URL, destfile = "./fraudTest.csv")# quite slow to load because the files are too big # take around 5 minutes, once loaded, you don't need to re-run this code block
fraudTrain_df_raw <- read.csv("./fraudTrain.csv")
fraudTest_df_raw <- read.csv("./fraudTest.csv")
fraudTrain_df <- data.frame(fraudTrain_df_raw)
fraudTest_df <- data.frame(fraudTest_df_raw)
# combine the train and test data
combined_fraud_df_raw <- bind_rows(fraudTrain_df, fraudTest_df)
combined_fraud_df_raw## X trans_date_trans_time cc_num
## 1 0 2019-01-01 00:00:18 2.703186e+15
## 2 1 2019-01-01 00:00:44 6.304233e+11
## 3 2 2019-01-01 00:00:51 3.885949e+13
## 4 3 2019-01-01 00:01:16 3.534094e+15
## 5 4 2019-01-01 00:03:06 3.755342e+14
## 6 5 2019-01-01 00:04:08 4.767265e+15
## 7 6 2019-01-01 00:04:42 3.007469e+13
## 8 7 2019-01-01 00:05:08 6.011361e+15
## 9 8 2019-01-01 00:05:18 4.922711e+15
## 10 9 2019-01-01 00:06:01 2.720830e+15
## 11 10 2019-01-01 00:06:23 4.642895e+12
## 12 11 2019-01-01 00:06:53 3.772340e+14
## 13 12 2019-01-01 00:06:56 1.800429e+14
## 14 13 2019-01-01 00:07:27 5.559857e+15
## 15 14 2019-01-01 00:09:03 3.514866e+15
## 16 15 2019-01-01 00:09:20 6.012000e+15
## 17 16 2019-01-01 00:10:49 6.011860e+15
## 18 17 2019-01-01 00:10:58 3.565423e+15
## 19 18 2019-01-01 00:11:14 2.348245e+15
## 20 19 2019-01-01 00:12:34 4.956829e+18
## 21 20 2019-01-01 00:13:08 4.469777e+18
## 22 21 2019-01-01 00:14:37 2.305337e+15
## 23 22 2019-01-01 00:17:16 1.800482e+14
## 24 23 2019-01-01 00:17:40 6.304418e+11
## 25 24 2019-01-01 00:18:06 4.428781e+18
## 26 25 2019-01-01 00:18:07 3.434640e+14
## 27 26 2019-01-01 00:20:15 3.749301e+14
## 28 27 2019-01-01 00:21:32 4.334231e+15
## 29 28 2019-01-01 00:22:06 4.225990e+18
## 30 29 2019-01-01 00:22:18 4.260060e+15
## 31 30 2019-01-01 00:22:36 1.800946e+14
## 32 31 2019-01-01 00:22:39 4.599735e+18
## 33 32 2019-01-01 00:22:44 6.304127e+11
## 34 33 2019-01-01 00:23:41 2.712210e+15
## 35 34 2019-01-01 00:23:58 3.741252e+14
## 36 35 2019-01-01 00:25:46 3.496128e+14
## 37 36 2019-01-01 00:26:22 3.598215e+15
## 38 37 2019-01-01 00:27:45 2.131417e+14
## 39 38 2019-01-01 00:27:56 3.056121e+13
## 40 39 2019-01-01 00:29:11 4.789912e+15
## 41 40 2019-01-01 00:30:49 6.763730e+11
## 42 41 2019-01-01 00:31:01 3.001147e+13
## 43 42 2019-01-01 00:31:51 4.642255e+15
## 44 43 2019-01-01 00:32:15 3.007469e+13
## 45 44 2019-01-01 00:32:15 1.800678e+14
## 46 45 2019-01-01 00:32:47 2.131267e+14
## 47 46 2019-01-01 00:33:51 2.266736e+15
## 48 47 2019-01-01 00:34:10 3.553629e+15
## 49 48 2019-01-01 00:36:12 3.511058e+15
## 50 49 2019-01-01 00:36:58 4.110267e+18
## 51 50 2019-01-01 00:37:18 4.265776e+15
## 52 51 2019-01-01 00:39:22 3.583793e+15
## 53 52 2019-01-01 00:39:37 2.131936e+14
## 54 53 2019-01-01 00:39:43 6.049559e+10
## 55 54 2019-01-01 00:40:44 4.725837e+18
## 56 55 2019-01-01 00:40:48 3.040429e+13
## 57 56 2019-01-01 00:40:50 2.131789e+14
## 58 57 2019-01-01 00:40:58 2.356276e+15
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## 62 61 2019-01-01 00:43:38 3.547560e+15
## 63 62 2019-01-01 00:44:20 4.433092e+15
## 64 63 2019-01-01 00:44:43 2.720433e+15
## 65 64 2019-01-01 00:45:13 4.716562e+15
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## 68 67 2019-01-01 00:48:09 4.707868e+15
## 69 68 2019-01-01 00:49:25 4.666315e+18
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## 74 73 2019-01-01 00:56:12 3.558882e+15
## 75 74 2019-01-01 00:56:44 3.048765e+13
## 76 75 2019-01-01 00:56:59 5.714650e+11
## 77 76 2019-01-01 00:57:17 3.780064e+14
## 78 77 2019-01-01 00:57:30 3.412831e+14
## 79 78 2019-01-01 00:58:02 4.481131e+12
## 80 79 2019-01-01 00:58:53 4.687263e+12
## 81 80 2019-01-01 00:59:25 5.456776e+15
## 82 81 2019-01-01 01:00:19 4.981133e+12
## 83 82 2019-01-01 01:00:48 6.011894e+15
## 84 83 2019-01-01 01:01:48 6.534628e+15
## 85 84 2019-01-01 01:02:16 3.760281e+14
## 86 85 2019-01-01 01:02:53 5.713652e+11
## 87 86 2019-01-01 01:04:48 3.518759e+15
## 88 87 2019-01-01 01:06:06 5.456776e+15
## 89 88 2019-01-01 01:06:22 3.577578e+15
## 90 89 2019-01-01 01:08:31 2.131124e+14
## 91 90 2019-01-01 01:09:22 3.592326e+15
## 92 91 2019-01-01 01:09:41 4.683520e+15
## 93 92 2019-01-01 01:09:57 3.502089e+15
## 94 93 2019-01-01 01:09:57 1.800482e+14
## 95 94 2019-01-01 01:10:16 6.511349e+15
## 96 95 2019-01-01 01:11:02 4.198471e+12
## 97 96 2019-01-01 01:14:11 4.423489e+15
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## 121 120 2019-01-01 01:31:42 4.642895e+12
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## 123 122 2019-01-01 01:32:28 3.027043e+13
## 124 123 2019-01-01 01:32:31 4.683638e+12
## 125 124 2019-01-01 01:32:37 3.567880e+15
## 126 125 2019-01-01 01:33:51 3.568737e+15
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## 1941 1940 2019-01-01 20:02:14 6.011860e+15
## 1942 1941 2019-01-01 20:02:20 3.760281e+14
## 1943 1942 2019-01-01 20:03:23 5.816864e+11
## 1944 1943 2019-01-01 20:04:15 2.131567e+14
## 1945 1944 2019-01-01 20:04:28 3.576432e+15
## 1946 1945 2019-01-01 20:04:43 3.586008e+15
## 1947 1946 2019-01-01 20:04:49 6.502196e+15
## 1948 1947 2019-01-01 20:04:55 3.829564e+13
## 1949 1948 2019-01-01 20:04:59 4.671727e+15
## 1950 1949 2019-01-01 20:05:00 6.759457e+11
## 1951 1950 2019-01-01 20:05:05 2.720433e+15
## 1952 1951 2019-01-01 20:05:22 3.551513e+15
## 1953 1952 2019-01-01 20:05:32 4.342532e+15
## 1954 1953 2019-01-01 20:07:52 2.131738e+14
## 1955 1954 2019-01-01 20:08:39 3.596217e+15
## 1956 1955 2019-01-01 20:09:03 3.517528e+15
## 1957 1956 2019-01-01 20:09:45 4.873784e+15
## 1958 1957 2019-01-01 20:12:01 3.003038e+13
## 1959 1958 2019-01-01 20:12:22 3.043417e+13
## 1960 1959 2019-01-01 20:12:42 4.997734e+15
## 1961 1960 2019-01-01 20:12:50 3.598634e+15
## 1962 1961 2019-01-01 20:13:22 6.763691e+11
## 1963 1962 2019-01-01 20:13:51 3.595193e+15
## 1964 1963 2019-01-01 20:14:50 2.242543e+15
## 1965 1964 2019-01-01 20:15:19 3.040768e+13
## 1966 1965 2019-01-01 20:15:25 2.131578e+14
## 1967 1966 2019-01-01 20:15:26 3.514866e+15
## 1968 1967 2019-01-01 20:16:25 6.573561e+15
## 1969 1968 2019-01-01 20:16:25 4.181833e+18
## 1970 1969 2019-01-01 20:17:30 2.229378e+15
## 1971 1970 2019-01-01 20:20:01 3.049135e+13
## 1972 1971 2019-01-01 20:20:03 2.283744e+15
## 1973 1972 2019-01-01 20:20:47 4.607073e+15
## 1974 1973 2019-01-01 20:21:20 3.741252e+14
## 1975 1974 2019-01-01 20:21:24 4.836999e+15
## 1976 1975 2019-01-01 20:22:22 3.567698e+15
## 1977 1976 2019-01-01 20:22:27 4.716562e+15
## 1978 1977 2019-01-01 20:23:51 2.296007e+15
## 1979 1978 2019-01-01 20:24:55 3.443423e+14
## 1980 1979 2019-01-01 20:25:03 4.158945e+15
## 1981 1980 2019-01-01 20:25:20 4.244954e+18
## 1982 1981 2019-01-01 20:26:10 3.023876e+13
## 1983 1982 2019-01-01 20:26:17 3.546674e+15
## 1984 1983 2019-01-01 20:26:27 3.512365e+15
## 1985 1984 2019-01-01 20:26:39 4.474325e+15
## 1986 1985 2019-01-01 20:27:02 2.288814e+15
## 1987 1986 2019-01-01 20:27:33 3.517815e+15
## 1988 1987 2019-01-01 20:27:53 3.561964e+15
## 1989 1988 2019-01-01 20:28:18 4.761404e+18
## 1990 1989 2019-01-01 20:30:03 6.304250e+11
## 1991 1990 2019-01-01 20:31:41 4.010002e+15
## 1992 1991 2019-01-01 20:32:27 2.657851e+15
## 1993 1992 2019-01-01 20:33:27 6.011104e+15
## 1994 1993 2019-01-01 20:33:51 3.518669e+15
## 1995 1994 2019-01-01 20:34:54 4.451952e+15
## 1996 1995 2019-01-01 20:34:57 6.390240e+11
## 1997 1996 2019-01-01 20:35:24 4.716562e+15
## 1998 1997 2019-01-01 20:35:51 6.763142e+11
## 1999 1998 2019-01-01 20:36:04 3.716831e+14
## 2000 1999 2019-01-01 20:37:01 6.763083e+11
## 2001 2000 2019-01-01 20:38:41 4.890424e+18
## 2002 2001 2019-01-01 20:38:56 6.011349e+15
## 2003 2002 2019-01-01 20:39:19 5.456776e+15
## 2004 2003 2019-01-01 20:39:29 3.531130e+15
## 2005 2004 2019-01-01 20:39:56 4.005677e+15
## 2006 2005 2019-01-01 20:40:02 4.503101e+18
## 2007 2006 2019-01-01 20:40:14 3.415462e+14
## 2008 2007 2019-01-01 20:40:47 3.770267e+14
## 2009 2008 2019-01-01 20:41:51 1.800312e+14
## 2010 2009 2019-01-01 20:42:08 3.749301e+14
## 2011 2010 2019-01-01 20:42:50 4.653879e+15
## 2012 2011 2019-01-01 20:42:51 3.524575e+15
## 2013 2012 2019-01-01 20:43:33 4.279162e+12
## 2014 2013 2019-01-01 20:44:05 3.576021e+15
## 2015 2014 2019-01-01 20:44:51 3.587044e+15
## 2016 2015 2019-01-01 20:45:06 2.131999e+14
## 2017 2016 2019-01-01 20:45:26 3.577578e+15
## 2018 2017 2019-01-01 20:45:41 3.014354e+13
## 2019 2018 2019-01-01 20:46:03 6.544734e+15
## 2020 2019 2019-01-01 20:46:05 6.011894e+15
## 2021 2020 2019-01-01 20:46:25 3.556613e+15
## 2022 2021 2019-01-01 20:47:11 3.752483e+14
## 2023 2022 2019-01-01 20:47:13 6.011383e+15
## 2024 2023 2019-01-01 20:47:32 3.758490e+14
## 2025 2024 2019-01-01 20:47:37 3.672145e+13
## 2026 2025 2019-01-01 20:47:42 3.004433e+13
## 2027 2026 2019-01-01 20:48:16 4.048508e+15
## 2028 2027 2019-01-01 20:48:21 3.014371e+13
## 2029 2028 2019-01-01 20:49:02 3.719852e+14
## 2030 2029 2019-01-01 20:49:03 4.365383e+15
## 2031 2030 2019-01-01 20:49:25 4.025612e+15
## 2032 2031 2019-01-01 20:49:42 5.038744e+11
## 2033 2032 2019-01-01 20:50:19 6.011349e+15
## 2034 2033 2019-01-01 20:50:23 4.069975e+15
## 2035 2034 2019-01-01 20:51:12 3.023544e+13
## 2036 2035 2019-01-01 20:51:52 4.646846e+18
## 2037 2036 2019-01-01 20:53:05 4.904681e+15
## 2038 2037 2019-01-01 20:53:14 3.015345e+13
## 2039 2038 2019-01-01 20:53:55 3.019962e+13
## 2040 2039 2019-01-01 20:54:45 3.764453e+14
## 2041 2040 2019-01-01 20:54:46 4.364011e+15
## 2042 2041 2019-01-01 20:55:01 3.598215e+15
## 2043 2042 2019-01-01 20:55:35 4.742884e+18
## 2044 2043 2019-01-01 20:56:26 4.642895e+12
## 2045 2044 2019-01-01 20:56:44 3.533742e+15
## 2046 2045 2019-01-01 20:57:25 4.997734e+15
## 2047 2046 2019-01-01 20:58:10 4.599735e+18
## 2048 2047 2019-01-01 20:59:59 3.567698e+15
## 2049 2048 2019-01-01 21:01:00 3.577578e+15
## 2050 2049 2019-01-01 21:01:15 4.158945e+15
## 2051 2050 2019-01-01 21:01:23 4.277233e+15
## 2052 2051 2019-01-01 21:02:10 3.725200e+14
## 2053 2052 2019-01-01 21:02:21 3.551513e+15
## 2054 2053 2019-01-01 21:03:25 4.446369e+15
## 2055 2054 2019-01-01 21:03:31 3.056121e+13
## 2056 2055 2019-01-01 21:03:35 4.890424e+18
## 2057 2056 2019-01-01 21:03:42 6.011361e+15
## 2058 2057 2019-01-01 21:04:01 4.451952e+15
## 2059 2058 2019-01-01 21:04:09 6.304250e+11
## 2060 2059 2019-01-01 21:04:12 3.566095e+15
## 2061 2060 2019-01-01 21:04:21 3.055164e+13
## 2062 2061 2019-01-01 21:06:04 3.576021e+15
## 2063 2062 2019-01-01 21:06:17 6.597888e+15
## 2064 2063 2019-01-01 21:06:45 3.003038e+13
## 2065 2064 2019-01-01 21:06:45 3.549202e+15
## 2066 2065 2019-01-01 21:07:17 2.131546e+14
## 2067 2066 2019-01-01 21:07:58 3.056061e+13
## 2068 2067 2019-01-01 21:09:06 5.540637e+15
## 2069 2068 2019-01-01 21:09:19 3.438190e+14
## 2070 2069 2019-01-01 21:10:39 2.131958e+14
## 2071 2070 2019-01-01 21:10:56 4.003990e+15
## 2072 2071 2019-01-01 21:11:15 5.018995e+11
## 2073 2072 2019-01-01 21:12:01 3.585053e+15
## 2074 2073 2019-01-01 21:12:06 3.782786e+14
## 2075 2074 2019-01-01 21:12:07 1.800672e+14
## 2076 2075 2019-01-01 21:12:20 4.509922e+15
## 2077 2076 2019-01-01 21:13:23 4.481131e+12
## 2078 2077 2019-01-01 21:13:51 3.769445e+14
## 2079 2078 2019-01-01 21:13:52 4.917226e+12
## 2080 2079 2019-01-01 21:14:02 6.304515e+11
## 2081 2080 2019-01-01 21:14:08 6.763266e+11
## 2082 2081 2019-01-01 21:15:17 6.534628e+15
## 2083 2082 2019-01-01 21:15:28 2.131072e+14
## 2084 2083 2019-01-01 21:15:36 2.720894e+15
## 2085 2084 2019-01-01 21:15:42 4.379261e+18
## 2086 2085 2019-01-01 21:16:16 1.800725e+14
## 2087 2086 2019-01-01 21:16:18 4.836999e+15
## 2088 2087 2019-01-01 21:16:43 5.038483e+11
## 2089 2088 2019-01-01 21:17:07 3.723824e+14
## 2090 2089 2019-01-01 21:17:32 3.567880e+15
## 2091 2090 2019-01-01 21:17:49 3.050162e+13
## 2092 2091 2019-01-01 21:18:38 4.220495e+18
## 2093 2092 2019-01-01 21:18:41 3.712264e+14
## 2094 2093 2019-01-01 21:19:38 3.518235e+15
## 2095 2094 2019-01-01 21:19:39 5.653993e+11
## 2096 2095 2019-01-01 21:20:20 4.646846e+18
## 2097 2096 2019-01-01 21:20:37 4.503101e+18
## 2098 2097 2019-01-01 21:20:46 4.861310e+18
## 2099 2098 2019-01-01 21:21:31 2.720433e+15
## 2100 2099 2019-01-01 21:22:35 4.839616e+15
## 2101 2100 2019-01-01 21:23:05 4.809702e+12
## 2102 2101 2019-01-01 21:23:29 1.800587e+14
## 2103 2102 2019-01-01 21:23:40 3.805200e+13
## 2104 2103 2019-01-01 21:23:54 5.038744e+11
## 2105 2104 2019-01-01 21:24:42 2.131205e+14
## 2106 2105 2019-01-01 21:25:11 6.304233e+11
## 2107 2106 2019-01-01 21:25:23 4.742884e+18
## 2108 2107 2019-01-01 21:25:39 6.761021e+11
## 2109 2108 2019-01-01 21:26:27 6.011553e+15
## 2110 2109 2019-01-01 21:26:41 4.482427e+15
## 2111 2110 2019-01-01 21:26:48 4.259996e+12
## 2112 2111 2019-01-01 21:27:16 4.561547e+12
## 2113 2112 2019-01-01 21:27:19 3.040429e+13
## 2114 2113 2019-01-01 21:28:54 2.131567e+14
## 2115 2114 2019-01-01 21:29:42 4.173950e+15
## 2116 2115 2019-01-01 21:30:29 2.264938e+15
## 2117 2116 2019-01-01 21:30:37 2.383462e+15
## 2118 2117 2019-01-01 21:30:55 3.708186e+14
## 2119 2118 2019-01-01 21:31:03 3.566095e+15
## 2120 2119 2019-01-01 21:31:36 4.939977e+15
## 2121 2120 2019-01-01 21:31:40 4.653879e+15
## 2122 2121 2019-01-01 21:32:55 2.297447e+15
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## 2124 2123 2019-01-01 21:33:39 3.032838e+13
## 2125 2124 2019-01-01 21:34:03 3.556613e+15
## 2126 2125 2019-01-01 21:34:22 6.390957e+11
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## 2128 2127 2019-01-01 21:34:41 3.500969e+15
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## 2131 2130 2019-01-01 21:35:48 4.926376e+15
## 2132 2131 2019-01-01 21:35:50 4.328928e+15
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## 2134 2133 2019-01-01 21:36:43 4.671727e+15
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## 4256 4255 2019-01-03 15:43:09 3.537798e+15
## 4257 4256 2019-01-03 15:43:50 6.304849e+11
## 4258 4257 2019-01-03 15:44:01 2.131546e+14
## 4259 4258 2019-01-03 15:44:31 4.452366e+15
## 4260 4259 2019-01-03 15:44:56 3.434727e+14
## 4261 4260 2019-01-03 15:46:04 4.599286e+15
## 4262 4261 2019-01-03 15:46:55 1.800725e+14
## 4263 4262 2019-01-03 15:49:05 3.017599e+13
## 4264 4263 2019-01-03 15:50:51 4.428781e+18
## 4265 4264 2019-01-03 15:53:41 3.429525e+14
## 4266 4265 2019-01-03 15:54:51 3.546674e+15
## 4267 4266 2019-01-03 15:54:54 5.678681e+11
## 4268 4267 2019-01-03 15:55:48 2.131029e+14
## 4269 4268 2019-01-03 15:56:52 6.011349e+15
## 4270 4269 2019-01-03 15:59:43 3.858854e+13
## 4271 4270 2019-01-03 16:00:17 2.383462e+15
## 4272 4271 2019-01-03 16:00:51 6.011543e+15
## 4273 4272 2019-01-03 16:01:07 4.745996e+12
## 4274 4273 2019-01-03 16:01:42 3.019962e+13
## 4275 4274 2019-01-03 16:02:31 4.807553e+12
## 4276 4275 2019-01-03 16:02:58 3.789049e+14
## 4277 4276 2019-01-03 16:03:54 4.451952e+15
## 4278 4277 2019-01-03 16:05:25 4.900629e+12
## 4279 4278 2019-01-03 16:09:32 3.710343e+14
## 4280 4279 2019-01-03 16:09:44 4.599286e+15
## 4281 4280 2019-01-03 16:10:00 3.018137e+13
## 4282 4281 2019-01-03 16:10:15 2.296007e+15
## 4283 4282 2019-01-03 16:12:30 4.328928e+15
## 4284 4283 2019-01-03 16:12:48 3.437465e+14
## 4285 4284 2019-01-03 16:13:30 4.610051e+15
## 4286 4285 2019-01-03 16:17:04 4.383521e+12
## 4287 4286 2019-01-03 16:17:04 4.810840e+18
## 4288 4287 2019-01-03 16:17:59 4.561547e+12
## 4289 4288 2019-01-03 16:19:16 4.710826e+18
## 4290 4289 2019-01-03 16:22:33 1.800648e+14
## 4291 4290 2019-01-03 16:23:28 3.036409e+13
## 4292 4291 2019-01-03 16:24:41 3.023497e+13
## 4293 4292 2019-01-03 16:25:48 3.470732e+14
## 4294 4293 2019-01-03 16:26:35 6.592862e+15
## 4295 4294 2019-01-03 16:26:54 2.229825e+15
## 4296 4295 2019-01-03 16:27:48 4.426075e+18
## 4297 4296 2019-01-03 16:28:17 4.836999e+15
## 4298 4297 2019-01-03 16:29:08 6.593940e+15
## 4299 4298 2019-01-03 16:29:12 2.131988e+14
## 4300 4299 2019-01-03 16:30:09 6.538891e+15
## 4301 4300 2019-01-03 16:30:41 3.518235e+15
## 4302 4301 2019-01-03 16:33:39 4.265776e+15
## 4303 4302 2019-01-03 16:35:29 2.254918e+15
## 4304 4303 2019-01-03 16:36:32 3.854431e+13
## 4305 4304 2019-01-03 16:37:41 2.131480e+14
## 4306 4305 2019-01-03 16:39:34 4.457733e+18
## 4307 4306 2019-01-03 16:39:57 4.228411e+15
## 4308 4307 2019-01-03 16:40:37 3.496128e+14
## 4309 4308 2019-01-03 16:40:44 3.575789e+15
## 4310 4309 2019-01-03 16:40:46 4.469777e+18
## 4311 4310 2019-01-03 16:43:02 4.452366e+15
## 4312 4311 2019-01-03 16:43:49 3.576432e+15
## 4313 4312 2019-01-03 16:47:31 4.861310e+18
## 4314 4313 2019-01-03 16:49:10 3.712264e+14
## 4315 4314 2019-01-03 16:50:15 3.482535e+14
## 4316 4315 2019-01-03 16:50:48 3.521417e+15
## 4317 4316 2019-01-03 16:52:38 5.501083e+15
## 4318 4317 2019-01-03 16:52:51 3.590737e+15
## 4319 4318 2019-01-03 16:53:21 3.744977e+14
## 4320 4319 2019-01-03 16:53:36 4.725674e+15
## 4321 4320 2019-01-03 16:53:44 3.462732e+14
## 4322 4321 2019-01-03 16:53:56 3.035737e+13
## 4323 4322 2019-01-03 16:54:18 3.019962e+13
## 4324 4323 2019-01-03 16:54:53 4.312133e+18
## 4325 4324 2019-01-03 16:54:53 4.922711e+15
## 4326 4325 2019-01-03 16:56:01 4.570637e+15
## 4327 4326 2019-01-03 16:58:26 2.720013e+15
## 4328 4327 2019-01-03 16:59:55 3.447099e+14
## 4329 4328 2019-01-03 17:00:16 6.526777e+15
## 4330 4329 2019-01-03 17:00:52 3.514866e+15
## 4331 4330 2019-01-03 17:01:25 6.011439e+15
## 4332 4331 2019-01-03 17:02:34 4.302481e+15
## 4333 4332 2019-01-03 17:03:01 4.585133e+12
## 4334 4333 2019-01-03 17:03:15 2.242543e+15
## 4335 4334 2019-01-03 17:03:18 6.538891e+15
## 4336 4335 2019-01-03 17:04:05 1.800462e+14
## 4337 4336 2019-01-03 17:04:18 3.576432e+15
## 4338 4337 2019-01-03 17:05:10 6.041621e+10
## 4339 4338 2019-01-03 17:06:47 3.513618e+15
## 4340 4339 2019-01-03 17:07:10 5.388660e+15
## 4341 4340 2019-01-03 17:08:13 3.027304e+13
## 4342 4341 2019-01-03 17:08:46 4.451952e+15
## 4343 4342 2019-01-03 17:09:26 3.589256e+15
## 4344 4343 2019-01-03 17:09:58 4.292903e+18
## 4345 4344 2019-01-03 17:11:44 3.496128e+14
## 4346 4345 2019-01-03 17:15:51 3.429525e+14
## 4347 4346 2019-01-03 17:16:57 4.449531e+15
## merchant category amt
## 1 fraud_Rippin, Kub and Mann misc_net 4.97
## 2 fraud_Heller, Gutmann and Zieme grocery_pos 107.23
## 3 fraud_Lind-Buckridge entertainment 220.11
## 4 fraud_Kutch, Hermiston and Farrell gas_transport 45.00
## 5 fraud_Keeling-Crist misc_pos 41.96
## 6 fraud_Stroman, Hudson and Erdman gas_transport 94.63
## 7 fraud_Rowe-Vandervort grocery_net 44.54
## 8 fraud_Corwin-Collins gas_transport 71.65
## 9 fraud_Herzog Ltd misc_pos 4.27
## 10 fraud_Schoen, Kuphal and Nitzsche grocery_pos 198.39
## 11 fraud_Rutherford-Mertz grocery_pos 24.74
## 12 fraud_Kerluke-Abshire shopping_net 7.77
## 13 fraud_Lockman Ltd grocery_pos 71.22
## 14 fraud_Kiehn Inc grocery_pos 96.29
## 15 fraud_Beier-Hyatt shopping_pos 7.77
## 16 fraud_Schmidt and Sons shopping_net 3.26
## 17 fraud_Lebsack and Sons misc_net 327.00
## 18 fraud_Mayert Group shopping_pos 341.67
## 19 fraud_Konopelski, Schneider and Hartmann food_dining 63.07
## 20 fraud_Schultz, Simonis and Little grocery_pos 44.71
## 21 fraud_Bauch-Raynor grocery_pos 57.34
## 22 fraud_Harris Inc gas_transport 50.79
## 23 fraud_Kling-Grant grocery_net 46.28
## 24 fraud_Pacocha-Bauch shopping_pos 9.55
## 25 fraud_Lesch Ltd shopping_pos 22.95
## 26 fraud_Kunde-Sanford misc_net 2.55
## 27 fraud_Deckow-O'Conner grocery_pos 64.09
## 28 fraud_Bruen-Yost misc_pos 6.85
## 29 fraud_Kunze Inc grocery_pos 90.22
## 30 fraud_Nitzsche, Kessler and Wolff shopping_pos 4.02
## 31 fraud_Kihn, Abernathy and Douglas shopping_net 3.66
## 32 fraud_Heller, Gutmann and Zieme grocery_pos 82.80
## 33 fraud_Torphy-Goyette shopping_pos 66.21
## 34 fraud_Balistreri-Nader misc_pos 25.58
## 35 fraud_Bahringer, Schoen and Corkery shopping_pos 9.03
## 36 fraud_Hudson-Ratke grocery_pos 99.00
## 37 fraud_Heidenreich PLC grocery_pos 207.36
## 38 fraud_Halvorson Group misc_pos 181.35
## 39 fraud_Harber Inc gas_transport 82.22
## 40 fraud_Mosciski, Gislason and Mertz grocery_pos 221.81
## 41 fraud_Christiansen, Goyette and Schamberger gas_transport 53.60
## 42 fraud_Howe Ltd misc_pos 54.02
## 43 fraud_Ledner-Pfannerstill gas_transport 102.13
## 44 fraud_Lockman Ltd grocery_pos 212.75
## 45 fraud_Koepp-Witting grocery_pos 130.40
## 46 fraud_Doyle Ltd grocery_pos 91.16
## 47 fraud_Schaefer, Maggio and Daugherty gas_transport 55.78
## 48 fraud_Stracke-Lemke grocery_pos 83.07
## 49 fraud_Mosciski, Ziemann and Farrell shopping_net 4.38
## 50 fraud_Cartwright-Harris grocery_pos 130.89
## 51 fraud_Pacocha-O'Reilly grocery_pos 103.00
## 52 fraud_Pfeffer LLC grocery_net 50.82
## 53 fraud_Huels-Hahn gas_transport 60.77
## 54 fraud_Volkman PLC food_dining 122.86
## 55 fraud_Kiehn-Emmerich grocery_pos 212.45
## 56 fraud_Kemmer-Buckridge misc_pos 7.33
## 57 fraud_Cummerata-Jones gas_transport 70.53
## 58 fraud_Goldner, Kovacek and Abbott grocery_pos 58.26
## 59 fraud_Spinka-Welch grocery_net 50.45
## 60 fraud_Huel-Langworth misc_net 177.57
## 61 fraud_Macejkovic-Lesch shopping_pos 8.57
## 62 fraud_Corwin-Collins gas_transport 56.66
## 63 fraud_Morar Inc grocery_net 75.34
## 64 fraud_Eichmann, Bogan and Rodriguez gas_transport 62.54
## 65 fraud_Huel, Hammes and Witting grocery_pos 92.84
## 66 fraud_Ferry, Lynch and Kautzer misc_net 2.76
## 67 fraud_Heathcote LLC shopping_net 101.35
## 68 fraud_Huel-Langworth misc_net 303.47
## 69 fraud_Little, Gutmann and Lynch shopping_net 83.52
## 70 fraud_Torphy-Goyette shopping_pos 9.97
## 71 fraud_Jaskolski-Dibbert grocery_net 16.16
## 72 fraud_Hackett-Lueilwitz grocery_pos 59.56
## 73 fraud_Cummings LLC gas_transport 57.23
## 74 fraud_Swaniawski, Lowe and Robel shopping_pos 317.14
## 75 fraud_Osinski, Ledner and Leuschke grocery_pos 127.88
## 76 fraud_Reichert, Huels and Hoppe shopping_net 113.40
## 77 fraud_Ankunding LLC shopping_net 94.53
## 78 fraud_Pfeffer and Sons shopping_pos 1.82
## 79 fraud_Greenholt, Jacobi and Gleason gas_transport 75.77
## 80 fraud_Kunze Inc grocery_pos 108.59
## 81 fraud_Harris Inc gas_transport 48.68
## 82 fraud_Connelly, Reichert and Fritsch gas_transport 72.35
## 83 fraud_Howe Ltd misc_pos 218.71
## 84 fraud_Torp-Labadie gas_transport 52.59
## 85 fraud_Wolf Inc grocery_pos 89.11
## 86 fraud_VonRueden Group grocery_net 89.35
## 87 fraud_Vandervort-Funk grocery_pos 50.68
## 88 fraud_Bernhard Inc gas_transport 64.47
## 89 fraud_Morissette, Weber and Wiegand grocery_net 63.58
## 90 fraud_Brekke and Sons gas_transport 81.85
## 91 fraud_Mraz-Herzog gas_transport 59.70
## 92 fraud_Ledner-Pfannerstill gas_transport 90.54
## 93 fraud_Padberg-Welch grocery_pos 50.57
## 94 fraud_Rippin, Kub and Mann misc_net 3.79
## 95 fraud_Kutch-Hegmann grocery_net 54.54
## 96 fraud_Corwin-Gorczany misc_net 3.35
## 97 fraud_Huels-Nolan gas_transport 50.61
## 98 fraud_Jaskolski-Dibbert grocery_net 50.74
## 99 fraud_DuBuque LLC grocery_pos 186.73
## 100 fraud_Kutch-Hegmann grocery_net 39.95
## 101 fraud_Brekke and Sons gas_transport 55.18
## 102 fraud_Mosciski, Gislason and Mertz grocery_pos 92.99
## 103 fraud_Schmeler Inc misc_pos 43.02
## 104 fraud_Schaefer, McGlynn and Bosco gas_transport 51.33
## 105 fraud_Williamson LLC misc_pos 47.85
## 106 fraud_Pouros-Conroy shopping_pos 9.23
## 107 fraud_Erdman-Kertzmann gas_transport 80.36
## 108 fraud_Kuhn LLC misc_net 6.36
## 109 fraud_Fisher-Schowalter shopping_net 226.33
## 110 fraud_Medhurst PLC shopping_net 215.99
## 111 fraud_Kerluke Inc misc_net 1.47
## 112 fraud_Stark-Batz entertainment 5.83
## 113 fraud_Gottlieb, Considine and Schultz shopping_net 51.04
## 114 fraud_Bauch-Raynor grocery_pos 122.05
## 115 fraud_Adams, Kovacek and Kuhlman grocery_net 106.19
## 116 fraud_Huel, Hammes and Witting grocery_pos 129.09
## 117 fraud_Grimes LLC entertainment 7.06
## 118 fraud_Rodriguez Group gas_transport 61.71
## 119 fraud_Bernhard Inc gas_transport 45.77
## 120 fraud_Bernhard Inc gas_transport 61.00
## 121 fraud_Wuckert-Walter grocery_net 38.70
## 122 fraud_Weber and Sons food_dining 98.24
## 123 fraud_Herman, Treutel and Dickens misc_net 3.66
## 124 fraud_Halvorson Group misc_pos 34.11
## 125 fraud_Rau and Sons grocery_pos 134.66
## 126 fraud_Kutch-Hegmann grocery_net 55.60
## 127 fraud_Koss and Sons gas_transport 58.79
## 128 fraud_Smitham-Schiller grocery_net 57.43
## 129 fraud_Hudson-Ratke grocery_pos 83.81
## 130 fraud_Hills-Olson grocery_net 27.03
## 131 fraud_Durgan-Auer misc_net 23.80
## 132 fraud_Swaniawski, Lowe and Robel shopping_pos 3.74
## 133 fraud_McDermott-Rice misc_pos 9.07
## 134 fraud_Raynor, Reinger and Hagenes gas_transport 64.72
## 135 fraud_Pacocha-O'Reilly grocery_pos 92.56
## 136 fraud_DuBuque LLC grocery_pos 113.19
## 137 fraud_Powlowski-Weimann food_dining 187.27
## 138 fraud_Langosh, Wintheiser and Hyatt food_dining 68.24
## 139 fraud_Baumbach, Hodkiewicz and Walsh shopping_pos 636.41
## 140 fraud_Rempel Inc shopping_net 500.92
## 141 fraud_Pacocha-Bauch shopping_pos 2.10
## 142 fraud_Bins-Rice gas_transport 69.54
## 143 fraud_Emard Inc gas_transport 84.23
## 144 fraud_Kutch and Sons grocery_pos 117.77
## 145 fraud_Fisher Inc shopping_net 5.61
## 146 fraud_Olson, Becker and Koch gas_transport 71.74
## 147 fraud_Friesen-D'Amore gas_transport 75.76
## 148 fraud_Reilly, Heaney and Cole gas_transport 83.10
## 149 fraud_Boyer PLC misc_pos 32.82
## 150 fraud_Cummings LLC gas_transport 57.50
## 151 fraud_Adams, Kovacek and Kuhlman grocery_net 53.87
## 152 fraud_Luettgen PLC gas_transport 47.10
## 153 fraud_Boyer PLC misc_pos 184.83
## 154 fraud_Cassin-Harvey grocery_net 56.35
## 155 fraud_Funk Group grocery_net 55.81
## 156 fraud_Reilly, Heaney and Cole gas_transport 67.91
## 157 fraud_Luettgen PLC gas_transport 75.82
## 158 fraud_Goodwin-Nitzsche grocery_pos 123.14
## 159 fraud_Pacocha-Bauch shopping_pos 8.34
## 160 fraud_Parisian, Schiller and Altenwerth misc_net 14.03
## 161 fraud_Metz-Boehm shopping_pos 1.46
## 162 fraud_Monahan, Bogisich and Ledner misc_pos 10.26
## 163 fraud_Koelpin and Sons misc_net 3.67
## 164 fraud_Kuhic LLC shopping_net 8.95
## 165 fraud_Koepp-Parker grocery_pos 51.60
## 166 fraud_DuBuque LLC grocery_pos 204.72
## 167 fraud_Stehr, Jewess and Schimmel misc_net 4.47
## 168 fraud_Quitzon, Green and Bashirian shopping_pos 4.08
## 169 fraud_Nicolas, Hills and McGlynn entertainment 145.75
## 170 fraud_Rodriguez Group gas_transport 56.34
## 171 fraud_Leannon-Ward food_dining 31.80
## 172 fraud_Friesen-Stamm gas_transport 63.39
## 173 fraud_Botsford Ltd shopping_pos 8.29
## 174 fraud_Bradtke PLC grocery_pos 78.13
## 175 fraud_Zieme, Bode and Dooley gas_transport 52.67
## 176 fraud_Hills-Witting shopping_net 2.11
## 177 fraud_Brown-Greenholt entertainment 5.27
## 178 fraud_Bernhard, Grant and Langworth shopping_pos 1.42
## 179 fraud_Lockman Ltd grocery_pos 104.08
## 180 fraud_Metz-Boehm shopping_pos 9.63
## 181 fraud_Harber Inc gas_transport 39.98
## 182 fraud_Bauch-Raynor grocery_pos 192.82
## 183 fraud_Wiza, Schaden and Stark misc_pos 34.76
## 184 fraud_Buckridge PLC misc_pos 9.50
## 185 fraud_Lockman Ltd grocery_pos 182.10
## 186 fraud_Kilback LLC grocery_pos 78.43
## 187 fraud_Spinka Inc grocery_net 76.37
## 188 fraud_Kerluke, Kertzmann and Wiza misc_net 6.37
## 189 fraud_Ferry, Reichel and DuBuque grocery_net 28.37
## 190 fraud_Price Inc shopping_net 5.82
## 191 fraud_Johnston, Nikolaus and Maggio grocery_net 41.01
## 192 fraud_Harber Inc gas_transport 70.56
## 193 fraud_Berge LLC gas_transport 57.64
## 194 fraud_Conroy-Cruickshank gas_transport 119.47
## 195 fraud_Rau and Sons grocery_pos 117.29
## 196 fraud_Abshire PLC entertainment 65.05
## 197 fraud_Huels-Hahn gas_transport 61.99
## 198 fraud_Torp-Labadie gas_transport 49.53
## 199 fraud_Funk Group grocery_net 54.47
## 200 fraud_Gleason-Macejkovic shopping_net 6.05
## 201 fraud_Doyle Ltd grocery_pos 157.07
## 202 fraud_Schaefer, Maggio and Daugherty gas_transport 59.19
## 203 fraud_McDermott-Rice misc_pos 13.67
## 204 fraud_Spinka Inc grocery_net 57.57
## 205 fraud_McGlynn-Jaskolski misc_pos 99.08
## 206 fraud_Bartoletti-Wunsch gas_transport 72.67
## 207 fraud_Padberg-Welch grocery_pos 103.77
## 208 fraud_Cole PLC grocery_pos 123.35
## 209 fraud_Lehner, Reichert and Mills misc_pos 2.07
## 210 fraud_Keeling-Crist misc_pos 7.16
## 211 fraud_Ledner-Pfannerstill gas_transport 74.60
## 212 fraud_McCullough LLC misc_pos 39.92
## 213 fraud_Schmitt Ltd misc_net 29.19
## 214 fraud_Schaefer, Maggio and Daugherty gas_transport 56.76
## 215 fraud_Pouros-Haag shopping_pos 7.60
## 216 fraud_Strosin-Cruickshank grocery_pos 128.24
## 217 fraud_Weimann, Kuhic and Beahan shopping_pos 19.73
## 218 fraud_Rutherford-Mertz grocery_pos 88.67
## 219 fraud_Donnelly PLC misc_net 185.04
## 220 fraud_Kutch, Hermiston and Farrell gas_transport 48.66
## 221 fraud_Rodriguez Group gas_transport 47.01
## 222 fraud_Lockman, West and Runte grocery_pos 79.96
## 223 fraud_Torp-Lemke misc_pos 3.32
## 224 fraud_Bins-Rice gas_transport 67.00
## 225 fraud_Schmeler Inc misc_pos 1.67
## 226 fraud_Kris-Weimann misc_net 150.61
## 227 fraud_Rodriguez, Yost and Jenkins misc_net 4.73
## 228 fraud_Deckow-O'Conner grocery_pos 60.71
## 229 fraud_Wiegand-Lowe grocery_net 59.84
## 230 fraud_Auer-Mosciski grocery_pos 196.36
## 231 fraud_Okuneva, Schneider and Rau shopping_pos 140.12
## 232 fraud_Kerluke Inc misc_net 19.10
## 233 fraud_Kassulke PLC shopping_net 1055.47
## 234 fraud_Kerluke Inc misc_net 193.90
## 235 fraud_Wolf Inc grocery_pos 140.33
## 236 fraud_Dach-Nader misc_net 16.65
## 237 fraud_Hills-Witting shopping_net 8.70
## 238 fraud_Cummings Group grocery_net 55.25
## 239 fraud_Bins-Rice gas_transport 43.83
## 240 fraud_Reichert, Shanahan and Hayes shopping_net 2.74
## 241 fraud_Tromp, Kerluke and Glover grocery_net 59.67
## 242 fraud_Bins, Balistreri and Beatty shopping_pos 3.19
## 243 fraud_Ferry, Lynch and Kautzer misc_net 7.25
## 244 fraud_Hills-Olson grocery_net 25.89
## 245 fraud_Trantow PLC grocery_net 90.24
## 246 fraud_Miller-Hauck grocery_pos 202.71
## 247 fraud_Mayert Group shopping_pos 378.58
## 248 fraud_Spinka Inc grocery_net 22.08
## 249 fraud_Kuvalis Ltd gas_transport 75.73
## 250 fraud_Friesen-D'Amore gas_transport 77.59
## 251 fraud_Dickinson Ltd misc_pos 75.85
## 252 fraud_Stanton, Jakubowski and Baumbach shopping_net 8.65
## 253 fraud_Rohan, White and Aufderhar misc_net 8.68
## 254 fraud_DuBuque LLC grocery_pos 176.57
## 255 fraud_Bins-Rice gas_transport 49.10
## 256 fraud_Grimes LLC entertainment 1.25
## 257 fraud_Cormier, Stracke and Thiel entertainment 3.14
## 258 fraud_Tillman, Fritsch and Schmitt misc_net 1.53
## 259 fraud_Hudson-Ratke grocery_pos 56.83
## 260 fraud_Christiansen-Gusikowski misc_pos 464.74
## 261 fraud_Gottlieb, Considine and Schultz shopping_net 6.32
## 262 fraud_Schultz, Simonis and Little grocery_pos 78.08
## 263 fraud_Vandervort-Funk grocery_pos 123.00
## 264 fraud_Jenkins, Hauck and Friesen gas_transport 44.68
## 265 fraud_Koepp-Witting grocery_pos 89.70
## 266 fraud_Cummerata-Jones gas_transport 69.30
## 267 fraud_Reichel Inc entertainment 51.64
## 268 fraud_Prohaska-Murray gas_transport 71.06
## 269 fraud_Parker, Nolan and Trantow entertainment 143.18
## 270 fraud_Volkman Ltd misc_net 158.49
## 271 fraud_Streich, Hansen and Veum gas_transport 61.08
## 272 fraud_Deckow-O'Conner grocery_pos 145.21
## 273 fraud_Brekke and Sons gas_transport 52.53
## 274 fraud_Raynor, Reinger and Hagenes gas_transport 58.23
## 275 fraud_Kutch LLC gas_transport 77.01
## 276 fraud_Barton Inc grocery_pos 122.89
## 277 fraud_Goodwin-Nitzsche grocery_pos 94.23
## 278 fraud_Corwin-Collins gas_transport 67.36
## 279 fraud_Dooley-Thompson misc_net 8.93
## 280 fraud_Goldner, Kovacek and Abbott grocery_pos 111.81
## 281 fraud_McDermott-Rice misc_pos 1.27
## 282 fraud_Koepp-Witting grocery_pos 93.78
## 283 fraud_Flatley Group misc_pos 3.43
## 284 fraud_Turcotte-Halvorson misc_pos 1.14
## 285 fraud_Lynch Ltd shopping_pos 7.09
## 286 fraud_Christiansen, Goyette and Schamberger gas_transport 47.65
## 287 fraud_Romaguera, Cruickshank and Greenholt shopping_net 511.09
## 288 fraud_Gutmann Ltd grocery_net 73.77
## 289 fraud_Sporer Inc gas_transport 68.23
## 290 fraud_Bauch-Raynor grocery_pos 205.79
## 291 fraud_Kilback LLC grocery_pos 68.96
## 292 fraud_Cartwright-Harris grocery_pos 62.03
## 293 fraud_Runolfsson and Sons grocery_net 30.69
## 294 fraud_Block Group misc_pos 1.10
## 295 fraud_Bahringer-Larson grocery_net 72.90
## 296 fraud_Ledner-Pfannerstill gas_transport 54.04
## 297 fraud_Heathcote LLC shopping_net 909.66
## 298 fraud_Rowe, Batz and Goodwin grocery_pos 103.31
## 299 fraud_VonRueden Group grocery_net 105.38
## 300 fraud_Schmitt Inc gas_transport 66.73
## 301 fraud_Koepp-Witting grocery_pos 92.62
## 302 fraud_Maggio-Fahey misc_pos 75.60
## 303 fraud_Haley, Jewess and Bechtelar shopping_pos 2.49
## 304 fraud_Stanton, Jakubowski and Baumbach shopping_net 2.87
## 305 fraud_Ruecker, Beer and Collier shopping_net 87.91
## 306 fraud_Robel, Cummerata and Prosacco gas_transport 75.10
## 307 fraud_Jast-McDermott shopping_pos 2.90
## 308 fraud_Harber Inc gas_transport 57.43
## 309 fraud_Hudson-Ratke grocery_pos 122.86
## 310 fraud_Bernier, Volkman and Hoeger misc_net 7.77
## 311 fraud_Heaney-Marquardt entertainment 23.89
## 312 fraud_Kutch LLC gas_transport 46.24
## 313 fraud_Bernhard Inc gas_transport 68.34
## 314 fraud_Brekke and Sons gas_transport 84.58
## 315 fraud_Hudson-Grady shopping_pos 123.51
## 316 fraud_Towne, Walker and Borer grocery_net 68.07
## 317 fraud_Romaguera, Cruickshank and Greenholt shopping_net 494.44
## 318 fraud_Price Inc shopping_net 8.61
## 319 fraud_Terry-Huel shopping_net 9.52
## 320 fraud_McGlynn-Jaskolski misc_pos 208.08
## 321 fraud_Kihn-Fritsch food_dining 30.12
## 322 fraud_Mayert Group shopping_pos 5.15
## 323 fraud_Bauch-Raynor grocery_pos 132.23
## 324 fraud_Eichmann-Russel misc_pos 35.00
## 325 fraud_Miller-Harris misc_net 5.88
## 326 fraud_Heller, Gutmann and Zieme grocery_pos 203.26
## 327 fraud_Heller, Gutmann and Zieme grocery_pos 208.58
## 328 fraud_Cummerata-Jones gas_transport 57.69
## 329 fraud_Schumm PLC shopping_net 9.46
## 330 fraud_Reichert, Huels and Hoppe shopping_net 1.91
## 331 fraud_Greenfelder, Bartoletti and Davis misc_net 4.86
## 332 fraud_Schultz, Simonis and Little grocery_pos 74.47
## 333 fraud_Kovacek, Dibbert and Ondricka grocery_pos 49.58
## 334 fraud_Hermann-Gaylord misc_pos 56.98
## 335 fraud_Corwin-Gorczany misc_net 8.34
## 336 fraud_Schaefer, Maggio and Daugherty gas_transport 81.72
## 337 fraud_Bailey-Morar grocery_pos 123.90
## 338 fraud_McDermott-Weimann grocery_pos 185.98
## 339 fraud_Bernhard Inc gas_transport 56.61
## 340 fraud_Sporer Inc gas_transport 57.47
## 341 fraud_Corwin-Collins gas_transport 50.16
## 342 fraud_Welch Inc misc_net 4.10
## 343 fraud_Auer-West shopping_net 2.67
## 344 fraud_Balistreri-Nader misc_pos 22.88
## 345 fraud_Boehm, Predovic and Reinger misc_pos 9.59
## 346 fraud_Hudson-Ratke grocery_pos 129.06
## 347 fraud_Dibbert and Sons entertainment 16.71
## 348 fraud_Rippin, Kub and Mann misc_net 6.00
## 349 fraud_Mraz-Herzog gas_transport 59.03
## 350 fraud_Lind, Huel and McClure gas_transport 63.89
## 351 fraud_Kutch LLC gas_transport 67.45
## 352 fraud_Zieme, Bode and Dooley gas_transport 42.14
## 353 fraud_Lind, Huel and McClure gas_transport 55.81
## 354 fraud_Eichmann-Russel misc_pos 8.61
## 355 fraud_Rohan, White and Aufderhar misc_net 2.73
## 356 fraud_Luettgen PLC gas_transport 71.54
## 357 fraud_Cummings LLC gas_transport 51.75
## 358 fraud_Conroy-Cruickshank gas_transport 84.46
## 359 fraud_Casper, Hand and Zulauf grocery_pos 175.51
## 360 fraud_McCullough Group grocery_net 66.01
## 361 fraud_Schaefer, Maggio and Daugherty gas_transport 60.20
## 362 fraud_Emard Inc gas_transport 52.81
## 363 fraud_Kutch LLC gas_transport 69.64
## 364 fraud_Donnelly PLC misc_net 195.41
## 365 fraud_Kunde-Sanford misc_net 6.77
## 366 fraud_Rau and Sons grocery_pos 124.70
## 367 fraud_Jast-McDermott shopping_pos 1.75
## 368 fraud_Streich, Dietrich and Barton shopping_net 9.34
## 369 fraud_O'Keefe-Hudson grocery_pos 209.89
## 370 fraud_Lesch Ltd shopping_pos 2.16
## 371 fraud_McDermott-Weimann grocery_pos 236.18
## 372 fraud_Connelly, Reichert and Fritsch gas_transport 57.36
## 373 fraud_Cummerata-Jones gas_transport 55.99
## 374 fraud_Pagac LLC shopping_pos 4.58
## 375 fraud_Streich, Hansen and Veum gas_transport 61.39
## 376 fraud_Dooley-Thompson misc_net 5.38
## 377 fraud_Kovacek, Dibbert and Ondricka grocery_pos 101.82
## 378 fraud_Kuvalis Ltd gas_transport 48.93
## 379 fraud_Kilback LLC grocery_pos 88.53
## 380 fraud_Reichert, Shanahan and Hayes shopping_net 78.56
## 381 fraud_Doyle Ltd grocery_pos 62.13
## 382 fraud_Bernier, Streich and Jewess grocery_net 49.54
## 383 fraud_Greenholt, O'Hara and Balistreri shopping_net 3.17
## 384 fraud_Dickinson-Rempel misc_pos 16.85
## 385 fraud_Dare-Marvin entertainment 9.11
## 386 fraud_Ledner-Pfannerstill gas_transport 43.76
## 387 fraud_Ruecker, Beer and Collier shopping_net 95.95
## 388 fraud_Kris-Weimann misc_net 1.13
## 389 fraud_Funk Group grocery_net 27.02
## 390 fraud_Spencer PLC entertainment 6.50
## 391 fraud_Wiza, Schaden and Stark misc_pos 45.40
## 392 fraud_Stamm-Rodriguez misc_pos 26.86
## 393 fraud_Langworth, Boehm and Gulgowski shopping_net 17.28
## 394 fraud_Larkin, Stracke and Greenfelder entertainment 141.63
## 395 fraud_Smitham-Schiller grocery_net 56.31
## 396 fraud_Kutch-Hegmann grocery_net 105.66
## 397 fraud_Nicolas, Hills and McGlynn entertainment 53.49
## 398 fraud_Spinka Inc grocery_net 48.31
## 399 fraud_Schaefer, Maggio and Daugherty gas_transport 81.25
## 400 fraud_Smitham-Schiller grocery_net 106.82
## 401 fraud_Yost, Block and Koepp misc_pos 7.38
## 402 fraud_Raynor, Reinger and Hagenes gas_transport 65.94
## 403 fraud_Bailey-Morar grocery_pos 193.10
## 404 fraud_Ledner-Pfannerstill gas_transport 75.19
## 405 fraud_Vandervort-Funk grocery_pos 124.33
## 406 fraud_Rodriguez Group gas_transport 46.81
## 407 fraud_Koepp-Parker grocery_pos 47.33
## 408 fraud_Douglas, Schneider and Turner shopping_pos 8.31
## 409 fraud_Streich, Hansen and Veum gas_transport 79.27
## 410 fraud_Kuphal-Predovic misc_net 494.16
## 411 fraud_McGlynn-Jaskolski misc_pos 209.53
## 412 fraud_Kovacek, Dibbert and Ondricka grocery_pos 184.79
## 413 fraud_Huel, Hammes and Witting grocery_pos 92.31
## 414 fraud_Parisian and Sons gas_transport 84.88
## 415 fraud_Flatley-Durgan misc_net 2.83
## 416 fraud_Parisian and Sons gas_transport 46.22
## 417 fraud_Streich, Hansen and Veum gas_transport 68.38
## 418 fraud_Kutch LLC gas_transport 55.52
## 419 fraud_Sporer Inc gas_transport 53.62
## 420 fraud_Sporer Inc gas_transport 51.84
## 421 fraud_Prohaska-Murray gas_transport 46.66
## 422 fraud_Kunze Inc grocery_pos 187.35
## 423 fraud_Donnelly PLC misc_net 6.28
## 424 fraud_Gislason Group misc_pos 45.24
## 425 fraud_Cole PLC grocery_pos 89.95
## 426 fraud_Lind, Huel and McClure gas_transport 53.86
## 427 fraud_Bartoletti-Wunsch gas_transport 56.65
## 428 fraud_Bednar Group misc_net 217.59
## 429 fraud_Lockman Ltd grocery_pos 103.95
## 430 fraud_Koepp-Parker grocery_pos 72.43
## 431 fraud_Bailey-Morar grocery_pos 71.03
## 432 fraud_O'Keefe-Hudson grocery_pos 175.26
## 433 fraud_Hudson-Ratke grocery_pos 104.14
## 434 fraud_Heller-Langosh gas_transport 62.62
## 435 fraud_Larkin, Stracke and Greenfelder entertainment 67.80
## 436 fraud_Gottlieb, Considine and Schultz shopping_net 1.14
## 437 fraud_Herzog Ltd misc_pos 6.96
## 438 fraud_Hermann-Gaylord misc_pos 9.03
## 439 fraud_Stroman, Hudson and Erdman gas_transport 62.28
## 440 fraud_Casper, Hand and Zulauf grocery_pos 56.88
## 441 fraud_Barton Inc grocery_pos 103.51
## 442 fraud_Zboncak Ltd food_dining 45.04
## 443 fraud_Emard Inc gas_transport 32.60
## 444 fraud_Ferry, Lynch and Kautzer misc_net 25.20
## 445 fraud_Vandervort-Funk grocery_pos 83.38
## 446 fraud_Gerlach Inc shopping_net 321.15
## 447 fraud_Romaguera, Cruickshank and Greenholt shopping_net 30.86
## 448 fraud_Emard Inc gas_transport 42.79
## 449 fraud_Monahan, Bogisich and Ledner misc_pos 5.24
## 450 fraud_Wilkinson Ltd entertainment 42.83
## 451 fraud_Adams, Kovacek and Kuhlman grocery_net 74.85
## 452 fraud_Moen, Reinger and Murphy grocery_pos 109.17
## 453 fraud_Goldner, Kovacek and Abbott grocery_pos 62.94
## 454 fraud_Brekke and Sons gas_transport 102.45
## 455 fraud_Hermann-Gaylord misc_pos 5.45
## 456 fraud_Bradtke PLC grocery_pos 34.00
## 457 fraud_Kerluke, Considine and Macejkovic misc_net 7.81
## 458 fraud_DuBuque LLC grocery_pos 110.63
## 459 fraud_Rowe, Batz and Goodwin grocery_pos 83.69
## 460 fraud_Upton PLC entertainment 60.78
## 461 fraud_Little, Gutmann and Lynch shopping_net 85.24
## 462 fraud_Prohaska-Murray gas_transport 68.47
## 463 fraud_Howe Ltd misc_pos 138.38
## 464 fraud_Jast-McDermott shopping_pos 15.44
## 465 fraud_Friesen-D'Amore gas_transport 52.09
## 466 fraud_Cummerata-Jones gas_transport 73.50
## 467 fraud_Lockman Ltd grocery_pos 120.08
## 468 fraud_Strosin-Cruickshank grocery_pos 85.88
## 469 fraud_Dickinson-Rempel misc_pos 1.34
## 470 fraud_Heidenreich PLC grocery_pos 146.38
## 471 fraud_Schmitt Inc gas_transport 56.09
## 472 fraud_Bogisich Inc grocery_pos 107.69
## 473 fraud_Pacocha-Bauch shopping_pos 1.95
## 474 fraud_Medhurst PLC shopping_net 10.09
## 475 fraud_Brekke and Sons gas_transport 107.32
## 476 fraud_Greenholt, Jacobi and Gleason gas_transport 69.75
## 477 fraud_Ferry, Lynch and Kautzer misc_net 5.34
## 478 fraud_Mayert Group shopping_pos 4.12
## 479 fraud_Marks Inc gas_transport 75.42
## 480 fraud_Hudson-Ratke grocery_pos 199.55
## 481 fraud_Murray-Smitham grocery_pos 89.52
## 482 fraud_Heller, Gutmann and Zieme grocery_pos 56.57
## 483 fraud_Frami Group entertainment 1.86
## 484 fraud_Pouros-Haag shopping_pos 8.75
## 485 fraud_Miller-Harris misc_net 9.41
## 486 fraud_Ortiz Group grocery_net 47.51
## 487 fraud_Harber Inc gas_transport 94.48
## 488 fraud_Corwin-Collins gas_transport 79.27
## 489 fraud_Goldner-Lemke entertainment 19.91
## 490 fraud_Berge LLC gas_transport 79.39
## 491 fraud_Pagac LLC shopping_pos 5.05
## 492 fraud_McCullough LLC misc_pos 6.92
## 493 fraud_Lind-Buckridge entertainment 2.30
## 494 fraud_Huels-Hahn gas_transport 56.62
## 495 fraud_Dooley-Thompson misc_net 9.09
## 496 fraud_Moen, Reinger and Murphy grocery_pos 102.10
## 497 fraud_Strosin-Cruickshank grocery_pos 168.42
## 498 fraud_Deckow-O'Conner grocery_pos 138.23
## 499 fraud_Erdman-Kertzmann gas_transport 69.72
## 500 fraud_Hills-Olson grocery_net 48.39
## 501 fraud_Huels-Nolan gas_transport 53.33
## 502 fraud_Hickle Group shopping_pos 142.88
## 503 fraud_Schultz, Simonis and Little grocery_pos 98.01
## 504 fraud_Koepp-Witting grocery_pos 154.00
## 505 fraud_Koss and Sons gas_transport 47.19
## 506 fraud_Mosciski, Ziemann and Farrell shopping_net 38.21
## 507 fraud_Stamm-Rodriguez misc_pos 76.40
## 508 fraud_Conroy Ltd shopping_pos 15.73
## 509 fraud_Huels-Hahn gas_transport 43.05
## 510 fraud_Schumm, Bauch and Ondricka grocery_pos 50.18
## 511 fraud_Moen, Reinger and Murphy grocery_pos 127.55
## 512 fraud_McGlynn-Heathcote misc_net 1636.87
## 513 fraud_Bednar Group misc_net 6.70
## 514 fraud_Miller-Hauck grocery_pos 65.52
## 515 fraud_Kilback LLC grocery_pos 94.70
## 516 fraud_Kling-Grant grocery_net 60.32
## 517 fraud_Kuphal-Predovic misc_net 5.68
## 518 fraud_McGlynn-Heathcote misc_net 199.91
## 519 fraud_Parisian and Sons gas_transport 69.77
## 520 fraud_Greenholt, Jacobi and Gleason gas_transport 78.73
## 521 fraud_Cole PLC grocery_pos 95.02
## 522 fraud_Torp-Labadie gas_transport 48.10
## 523 fraud_Rempel Inc shopping_net 6.64
## 524 fraud_Sporer Inc gas_transport 46.58
## 525 fraud_Herman Inc misc_pos 40.77
## 526 fraud_Kihn, Abernathy and Douglas shopping_net 7.12
## 527 fraud_Greenholt, Jacobi and Gleason gas_transport 64.92
## 528 fraud_Dare-Marvin entertainment 1.90
## 529 fraud_Greenholt, Jacobi and Gleason gas_transport 50.13
## 530 fraud_Ledner-Pfannerstill gas_transport 37.00
## 531 fraud_McCullough LLC misc_pos 8.73
## 532 fraud_Bailey-Morar grocery_pos 157.71
## 533 fraud_Cummings LLC gas_transport 56.50
## 534 fraud_Pacocha-O'Reilly grocery_pos 78.49
## 535 fraud_Rempel Inc shopping_net 87.84
## 536 fraud_Sporer Inc gas_transport 61.04
## 537 fraud_Gutmann-Upton misc_pos 100.93
## 538 fraud_Lockman Ltd grocery_pos 136.43
## 539 fraud_Friesen-D'Amore gas_transport 68.73
## 540 fraud_Torp-Labadie gas_transport 77.02
## 541 fraud_Volkman-Predovic shopping_net 6.48
## 542 fraud_Koepp-Witting grocery_pos 66.52
## 543 fraud_Mraz-Herzog gas_transport 60.10
## 544 fraud_Bednar Group misc_net 5.78
## 545 fraud_Kuhn LLC misc_net 124.79
## 546 fraud_Wintheiser, Dietrich and Schimmel misc_pos 9.82
## 547 fraud_Raynor, Feest and Miller gas_transport 61.41
## 548 fraud_Funk Group grocery_net 51.28
## 549 fraud_Christiansen, Goyette and Schamberger gas_transport 92.76
## 550 fraud_Trantow PLC grocery_net 42.54
## 551 fraud_Conroy-Cruickshank gas_transport 71.06
## 552 fraud_Bogisich-Homenick misc_net 4.26
## 553 fraud_Jast and Sons food_dining 74.09
## 554 fraud_Conroy Ltd shopping_pos 6.59
## 555 fraud_Kiehn-Emmerich grocery_pos 67.98
## 556 fraud_Koepp-Parker grocery_pos 106.83
## 557 fraud_Bernhard Inc gas_transport 56.59
## 558 fraud_Baumbach, Strosin and Nicolas shopping_pos 6.71
## 559 fraud_Stark-Batz entertainment 16.08
## 560 fraud_Bogisich Inc grocery_pos 63.22
## 561 fraud_Bailey-Morar grocery_pos 60.65
## 562 fraud_Hickle Group shopping_pos 127.09
## 563 fraud_Towne, Greenholt and Koepp shopping_net 4.56
## 564 fraud_Lockman, West and Runte grocery_pos 99.92
## 565 fraud_Mraz-Herzog gas_transport 60.15
## 566 fraud_Emard Inc gas_transport 42.10
## 567 fraud_Schamberger-O'Keefe grocery_pos 205.76
## 568 fraud_Brekke and Sons gas_transport 55.68
## 569 fraud_Casper, Hand and Zulauf grocery_pos 194.98
## 570 fraud_Dickinson Ltd misc_pos 40.80
## 571 fraud_Nienow PLC entertainment 22.82
## 572 fraud_Wolf Inc grocery_pos 212.87
## 573 fraud_Sporer Inc gas_transport 31.66
## 574 fraud_Volkman Ltd misc_net 23.05
## 575 fraud_Rempel Inc shopping_net 83.17
## 576 fraud_Emmerich-Luettgen grocery_net 63.31
## 577 fraud_Kutch LLC gas_transport 77.83
## 578 fraud_Mante Group misc_net 3.68
## 579 fraud_Murray-Smitham grocery_pos 95.80
## 580 fraud_Baumbach, Feeney and Morar shopping_net 3.15
## 581 fraud_Thiel PLC misc_pos 508.59
## 582 fraud_Reilly, Heaney and Cole gas_transport 55.35
## 583 fraud_Hudson-Ratke grocery_pos 123.20
## 584 fraud_Kuhic LLC shopping_net 1.13
## 585 fraud_Olson, Becker and Koch gas_transport 91.22
## 586 fraud_Mohr Inc shopping_pos 8.19
## 587 fraud_Kiehn Inc grocery_pos 78.80
## 588 fraud_Hagenes, Kohler and Hoppe food_dining 116.04
## 589 fraud_Mraz-Herzog gas_transport 63.54
## 590 fraud_Harris Inc gas_transport 68.85
## 591 fraud_Kerluke Inc misc_net 9.21
## 592 fraud_Block-Parisian misc_net 76.86
## 593 fraud_McDermott-Weimann grocery_pos 150.82
## 594 fraud_Robel, Cummerata and Prosacco gas_transport 51.44
## 595 fraud_Heller-Langosh gas_transport 57.83
## 596 fraud_Mraz-Herzog gas_transport 69.05
## 597 fraud_Dooley Inc shopping_pos 147.56
## 598 fraud_Robel, Cummerata and Prosacco gas_transport 77.62
## 599 fraud_Turcotte-Halvorson misc_pos 42.88
## 600 fraud_Jaskolski-Dibbert grocery_net 30.93
## 601 fraud_Mayert Group shopping_pos 117.96
## 602 fraud_Kunde-Sanford misc_net 3.18
## 603 fraud_Cole PLC grocery_pos 125.69
## 604 fraud_Bashirian Group shopping_net 8.11
## 605 fraud_Dickinson Ltd misc_pos 3.34
## 606 fraud_Cremin, Hamill and Reichel misc_pos 32.44
## 607 fraud_Mraz-Herzog gas_transport 66.36
## 608 fraud_Schoen, Kuphal and Nitzsche grocery_pos 105.76
## 609 fraud_Kling-Grant grocery_net 51.66
## 610 fraud_Jast-McDermott shopping_pos 127.20
## 611 fraud_Dickinson-Rempel misc_pos 4.21
## 612 fraud_Sawayn PLC shopping_pos 113.41
## 613 fraud_Pfeffer and Sons shopping_pos 5.05
## 614 fraud_Tromp, Kerluke and Glover grocery_net 49.76
## 615 fraud_Jewess LLC shopping_pos 9.37
## 616 fraud_Stracke-Lemke grocery_pos 134.75
## 617 fraud_Streich, Hansen and Veum gas_transport 92.32
## 618 fraud_Murray-Smitham grocery_pos 218.20
## 619 fraud_Schaefer, Maggio and Daugherty gas_transport 40.03
## 620 fraud_Roberts-Beahan misc_pos 35.42
## 621 fraud_Brown PLC misc_net 4.32
## 622 fraud_Tillman, Dickinson and Labadie gas_transport 60.17
## 623 fraud_Rowe, Batz and Goodwin grocery_pos 18.80
## 624 fraud_Metz-Boehm shopping_pos 3.54
## 625 fraud_Rau and Sons grocery_pos 185.10
## 626 fraud_Greenholt, Jacobi and Gleason gas_transport 49.47
## 627 fraud_Jenkins, Hauck and Friesen gas_transport 90.06
## 628 fraud_Torp-Lemke misc_pos 4.26
## 629 fraud_Lind, Huel and McClure gas_transport 49.68
## 630 fraud_Flatley-Durgan misc_net 407.42
## 631 fraud_Reichert, Rowe and Mraz shopping_net 31.19
## 632 fraud_Bauch-Raynor grocery_pos 97.46
## 633 fraud_Turcotte-Halvorson misc_pos 6.72
## 634 fraud_Sporer Inc gas_transport 90.49
## 635 fraud_Kiehn-Emmerich grocery_pos 45.74
## 636 fraud_Jenkins, Hauck and Friesen gas_transport 74.17
## 637 fraud_Casper, Hand and Zulauf grocery_pos 85.51
## 638 fraud_Kilback Group food_dining 14.85
## 639 fraud_Spencer-Runolfsson misc_pos 14.92
## 640 fraud_Berge LLC gas_transport 63.60
## 641 fraud_Buckridge PLC misc_pos 242.85
## 642 fraud_McDermott-Weimann grocery_pos 114.74
## 643 fraud_Labadie, Treutel and Bode shopping_net 7.72
## 644 fraud_Huels-Hahn gas_transport 74.09
## 645 fraud_Raynor, Reinger and Hagenes gas_transport 90.07
## 646 fraud_Dach-Borer grocery_net 66.41
## 647 fraud_Nitzsche, Kessler and Wolff shopping_pos 208.25
## 648 fraud_Schultz, Simonis and Little grocery_pos 201.12
## 649 fraud_DuBuque LLC grocery_pos 86.24
## 650 fraud_Johnson, Runolfsdottir and Mayer misc_net 119.30
## 651 fraud_Koelpin and Sons misc_net 283.55
## 652 fraud_Smitham-Boehm grocery_net 43.99
## 653 fraud_Morar Inc grocery_net 41.51
## 654 fraud_Mayert Group shopping_pos 1.28
## 655 fraud_Parisian and Sons gas_transport 38.47
## 656 fraud_Reilly, Heaney and Cole gas_transport 57.40
## 657 fraud_Hudson-Grady shopping_pos 2.06
## 658 fraud_Torphy-Goyette shopping_pos 131.19
## 659 fraud_Corwin-Gorczany misc_net 74.21
## 660 fraud_Bauch-Raynor grocery_pos 206.85
## 661 fraud_Adams, Kovacek and Kuhlman grocery_net 61.74
## 662 fraud_Lehner, Reichert and Mills misc_pos 96.38
## 663 fraud_Osinski, Ledner and Leuschke grocery_pos 101.95
## 664 fraud_Wolf Inc grocery_pos 109.09
## 665 fraud_Lockman Ltd grocery_pos 115.30
## 666 fraud_Donnelly PLC misc_net 3.11
## 667 fraud_Torphy-Goyette shopping_pos 5.85
## 668 fraud_Moore, Dibbert and Koepp misc_net 7.58
## 669 fraud_Kuvalis Ltd gas_transport 74.40
## 670 fraud_Hackett-Lueilwitz grocery_pos 92.38
## 671 fraud_Erdman-Kertzmann gas_transport 56.16
## 672 fraud_Dickinson-Rempel misc_pos 154.91
## 673 fraud_Hamill-Daugherty misc_net 3.49
## 674 fraud_Huel, Hammes and Witting grocery_pos 101.95
## 675 fraud_Douglas, Schneider and Turner shopping_pos 4.62
## 676 fraud_McGlynn-Jaskolski misc_pos 36.62
## 677 fraud_Little, Gutmann and Lynch shopping_net 6.45
## 678 fraud_Schultz, Simonis and Little grocery_pos 23.03
## 679 fraud_Watsica, Haag and Considine shopping_pos 1.43
## 680 fraud_Hudson-Ratke grocery_pos 84.04
## 681 fraud_Reichert, Shanahan and Hayes shopping_net 8.35
## 682 fraud_Smith-Stokes misc_pos 6.75
## 683 fraud_Macejkovic-Lesch shopping_pos 2.18
## 684 fraud_Dickinson Ltd misc_pos 68.37
## 685 fraud_Pagac LLC shopping_pos 8.07
## 686 fraud_Erdman-Kertzmann gas_transport 75.10
## 687 fraud_Smith-Stokes misc_pos 16.81
## 688 fraud_Kuhic, Bins and Pfeffer shopping_net 3.76
## 689 fraud_Osinski, Ledner and Leuschke grocery_pos 84.47
## 690 fraud_Kling-Grant grocery_net 62.14
## 691 fraud_Kunze Inc grocery_pos 127.63
## 692 fraud_Mohr Inc shopping_pos 1.51
## 693 fraud_Mraz-Herzog gas_transport 72.42
## 694 fraud_Koss and Sons gas_transport 84.10
## 695 fraud_Schamberger-O'Keefe grocery_pos 148.10
## 696 fraud_Hermann-Gaylord misc_pos 2.63
## 697 fraud_Greenholt, Jacobi and Gleason gas_transport 55.78
## 698 fraud_Gerlach Inc shopping_net 8.08
## 699 fraud_Nader-Heller misc_net 77.04
## 700 fraud_Kozey-Boehm shopping_net 8.93
## 701 fraud_Stracke-Lemke grocery_pos 131.82
## 702 fraud_Stiedemann Inc misc_pos 107.16
## 703 fraud_Hermann-Gaylord misc_pos 17.21
## 704 fraud_Lehner, Mosciski and King misc_net 81.59
## 705 fraud_Rau and Sons grocery_pos 96.11
## 706 fraud_Kutch LLC gas_transport 48.69
## 707 fraud_Huels-Nolan gas_transport 44.21
## 708 fraud_Stamm-Rodriguez misc_pos 31.98
## 709 fraud_Pacocha-O'Reilly grocery_pos 40.80
## 710 fraud_Schmeler Inc misc_pos 2.72
## 711 fraud_Reynolds-Schinner misc_pos 30.46
## 712 fraud_Durgan-Auer misc_net 3.47
## 713 fraud_Trantow PLC grocery_net 38.41
## 714 fraud_Koss, McLaughlin and Mayer food_dining 37.28
## 715 fraud_Maggio-Fahey misc_pos 5.15
## 716 fraud_Cartwright-Harris grocery_pos 87.23
## 717 fraud_McCullough LLC misc_pos 9.53
## 718 fraud_Kutch LLC gas_transport 85.82
## 719 fraud_Prohaska-Murray gas_transport 47.08
## 720 fraud_Turcotte-Halvorson misc_pos 3.96
## 721 fraud_Terry, Johns and Bins misc_pos 37.59
## 722 fraud_Watsica, Haag and Considine shopping_pos 4.73
## 723 fraud_Zieme, Bode and Dooley gas_transport 50.88
## 724 fraud_Rippin, Kub and Mann misc_net 1047.52
## 725 fraud_Connelly, Reichert and Fritsch gas_transport 57.51
## 726 fraud_Mraz-Herzog gas_transport 74.41
## 727 fraud_Kemmer-Reinger grocery_net 45.10
## 728 fraud_Larson-Moen entertainment 65.74
## 729 fraud_Raynor, Feest and Miller gas_transport 82.43
## 730 fraud_Luettgen PLC gas_transport 57.35
## 731 fraud_Raynor, Reinger and Hagenes gas_transport 72.18
## 732 fraud_Schamberger-O'Keefe grocery_pos 197.16
## 733 fraud_Yost, Block and Koepp misc_pos 76.86
## 734 fraud_Lockman Ltd grocery_pos 133.75
## 735 fraud_Johnson, Runolfsdottir and Mayer misc_net 8.19
## 736 fraud_Brekke and Sons gas_transport 79.12
## 737 fraud_Wintheiser, Dietrich and Schimmel misc_pos 21.19
## 738 fraud_Kuhic Inc grocery_pos 56.09
## 739 fraud_Barton Inc grocery_pos 126.75
## 740 fraud_O'Keefe-Hudson grocery_pos 117.26
## 741 fraud_Hamill-Daugherty misc_net 79.88
## 742 fraud_Auer-Mosciski grocery_pos 90.46
## 743 fraud_Rippin, Kub and Mann misc_net 126.43
## 744 fraud_Tillman, Dickinson and Labadie gas_transport 73.79
## 745 fraud_Wuckert-Walter grocery_net 57.74
## 746 fraud_Wiza, Schaden and Stark misc_pos 320.61
## 747 fraud_Johnston, Nikolaus and Maggio grocery_net 76.66
## 748 fraud_Kris-Padberg shopping_pos 132.22
## 749 fraud_Bauch-Raynor grocery_pos 152.90
## 750 fraud_Schmeler, Bashirian and Price shopping_net 9.30
## 751 fraud_McDermott-Weimann grocery_pos 64.11
## 752 fraud_Schumm, Bauch and Ondricka grocery_pos 100.95
## 753 fraud_Kuhic Inc grocery_pos 158.87
## 754 fraud_Klocko LLC misc_net 23.57
## 755 fraud_Corwin-Gorczany misc_net 3.42
## 756 fraud_Schaefer, Fay and Hilll entertainment 3.39
## 757 fraud_Kling Inc gas_transport 55.03
## 758 fraud_Deckow-O'Conner grocery_pos 53.28
## 759 fraud_Reilly, Heaney and Cole gas_transport 68.84
## 760 fraud_Erdman-Kertzmann gas_transport 67.16
## 761 fraud_Kilback LLC grocery_pos 79.90
## 762 fraud_Schaefer, McGlynn and Bosco gas_transport 66.26
## 763 fraud_Johnston, Nikolaus and Maggio grocery_net 58.89
## 764 fraud_Schmitt Inc gas_transport 62.03
## 765 fraud_Metz-Boehm shopping_pos 658.55
## 766 fraud_Huel, Hammes and Witting grocery_pos 91.19
## 767 fraud_Turner and Sons shopping_pos 2.02
## 768 fraud_McGlynn-Heathcote misc_net 1.70
## 769 fraud_Schamberger-O'Keefe grocery_pos 92.88
## 770 fraud_Lockman, West and Runte grocery_pos 108.67
## 771 fraud_Mohr-Bayer shopping_net 767.18
## 772 fraud_Conroy-Cruickshank gas_transport 58.78
## 773 fraud_Trantow PLC grocery_net 62.92
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## 775 fraud_Pagac LLC shopping_pos 4.49
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## 778 fraud_Wiza LLC misc_pos 131.16
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## 782 fraud_Parisian and Sons gas_transport 53.30
## 783 fraud_Skiles-Ankunding grocery_net 36.52
## 784 fraud_Raynor, Feest and Miller gas_transport 68.67
## 785 fraud_Yost, Block and Koepp misc_pos 48.02
## 786 fraud_Volkman Ltd misc_net 95.89
## 787 fraud_Schoen, Kuphal and Nitzsche grocery_pos 40.73
## 788 fraud_Little, Gutmann and Lynch shopping_net 1.35
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## 793 fraud_Conroy-Cruickshank gas_transport 49.18
## 794 fraud_Schmitt Inc gas_transport 63.05
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## 798 fraud_Koelpin and Sons misc_net 3.06
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## 805 fraud_Pfeffer LLC grocery_net 47.34
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## 810 fraud_Stracke-Lemke grocery_pos 206.13
## 811 fraud_Koepp-Witting grocery_pos 221.20
## 812 fraud_Kutch LLC gas_transport 72.19
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## 814 fraud_Koepp-Parker grocery_pos 180.26
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## 816 fraud_Jenkins, Hauck and Friesen gas_transport 62.32
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## 819 fraud_Bernier, Streich and Jewess grocery_net 105.43
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## 829 fraud_Cremin, Hamill and Reichel misc_pos 35.77
## 830 fraud_Kozey-Boehm shopping_net 270.50
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## 834 fraud_Schmidt and Sons shopping_net 93.84
## 835 fraud_Hudson-Grady shopping_pos 7.29
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## 837 fraud_Heller, Gutmann and Zieme grocery_pos 120.69
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## 842 fraud_DuBuque LLC grocery_pos 176.63
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## 846 fraud_Casper, Hand and Zulauf grocery_pos 104.72
## 847 fraud_Kilback LLC grocery_pos 49.12
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## 851 fraud_Cummerata-Jones gas_transport 72.28
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## 853 fraud_Hills-Witting shopping_net 8.24
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## 857 fraud_Dickinson Ltd misc_pos 4.64
## 858 fraud_Denesik and Sons shopping_pos 8.07
## 859 fraud_Lockman Ltd grocery_pos 94.37
## 860 fraud_Erdman-Kertzmann gas_transport 64.52
## 861 fraud_Emard Inc gas_transport 74.15
## 862 fraud_Emard Inc gas_transport 45.95
## 863 fraud_Schmeler Inc misc_pos 1.13
## 864 fraud_Pacocha-O'Reilly grocery_pos 147.49
## 865 fraud_Goyette Inc shopping_net 1.12
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## 867 fraud_Olson, Becker and Koch gas_transport 64.71
## 868 fraud_Rippin, Kub and Mann misc_net 1.43
## 869 fraud_Parisian, Schiller and Altenwerth misc_net 6.79
## 870 fraud_Jenkins, Hauck and Friesen gas_transport 40.63
## 871 fraud_Volkman-Predovic shopping_net 43.26
## 872 fraud_Zieme, Bode and Dooley gas_transport 59.39
## 873 fraud_Mraz-Herzog gas_transport 62.60
## 874 fraud_Boyer PLC misc_pos 50.47
## 875 fraud_Dooley-Thompson misc_net 1.85
## 876 fraud_Gislason Group misc_pos 6.70
## 877 fraud_Dickinson Ltd misc_pos 29.99
## 878 fraud_Bartoletti-Wunsch gas_transport 43.45
## 879 fraud_Parisian and Sons gas_transport 68.73
## 880 fraud_Ledner-Pfannerstill gas_transport 69.41
## 881 fraud_Deckow-O'Conner grocery_pos 161.29
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## 883 fraud_Goldner, Kovacek and Abbott grocery_pos 99.65
## 884 fraud_Stroman, Hudson and Erdman gas_transport 76.35
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## 889 fraud_Hermann and Sons shopping_pos 6.84
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## 891 fraud_Kunze Inc grocery_pos 46.08
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## 895 fraud_Morissette, Weber and Wiegand grocery_net 43.12
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## 907 fraud_Kuhic, Bins and Pfeffer shopping_net 5.96
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## 910 fraud_Osinski, Ledner and Leuschke grocery_pos 132.98
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## 912 fraud_Bogisich Inc grocery_pos 138.46
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## 916 fraud_Roberts-Beahan misc_pos 105.57
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## 923 fraud_Douglas-White entertainment 6.80
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## 941 fraud_Kuvalis Ltd gas_transport 55.46
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## 1631 fraud_Eichmann, Hayes and Treutel travel 413.17
## 1632 fraud_White and Sons home 32.38
## 1633 fraud_Gulgowski LLC home 81.25
## 1634 fraud_Wilkinson PLC kids_pets 84.11
## 1635 fraud_Emmerich-Rau personal_care 42.26
## 1636 fraud_Cronin, Kshlerin and Weber health_fitness 53.32
## 1637 fraud_Hickle Group shopping_pos 2.70
## 1638 fraud_Greenholt Ltd health_fitness 72.97
## 1639 fraud_Brown, Homenick and Lesch health_fitness 18.40
## 1640 fraud_Roberts, Ryan and Smith personal_care 8.83
## 1641 fraud_Boyer-Reichert shopping_net 2.19
## 1642 fraud_Gerhold LLC home 8.07
## 1643 fraud_Wisozk and Sons misc_pos 7.01
## 1644 fraud_Rolfson-Kunde personal_care 221.13
## 1645 fraud_Stiedemann Ltd food_dining 25.98
## 1646 fraud_Gaylord-Powlowski home 141.00
## 1647 fraud_Kutch-Ferry home 77.97
## 1648 fraud_Morissette LLC entertainment 49.15
## 1649 fraud_Labadie LLC personal_care 30.42
## 1650 fraud_Erdman-Schaden personal_care 1.16
## 1651 fraud_Reilly LLC home 300.25
## 1652 fraud_Lubowitz, Terry and Stracke personal_care 37.56
## 1653 fraud_Emmerich-Rau personal_care 30.78
## 1654 fraud_Dare, Fritsch and Zboncak health_fitness 78.27
## 1655 fraud_Cronin, Kshlerin and Weber health_fitness 75.78
## 1656 fraud_Gutmann, McLaughlin and Wiza home 58.85
## 1657 fraud_Jast Ltd shopping_net 7.42
## 1658 fraud_Ankunding LLC shopping_net 2.03
## 1659 fraud_White and Sons home 18.10
## 1660 fraud_Schroeder, Hauck and Treutel entertainment 27.40
## 1661 fraud_Harris Group food_dining 20.20
## 1662 fraud_Mante, Luettgen and Hackett health_fitness 95.73
## 1663 fraud_Powlowski-Weimann food_dining 80.77
## 1664 fraud_Weber and Sons food_dining 58.91
## 1665 fraud_Pollich LLC home 88.29
## 1666 fraud_Yost, Schamberger and Windler kids_pets 4.19
## 1667 fraud_Gottlieb, Considine and Schultz shopping_net 214.84
## 1668 fraud_Kuhic, Bins and Pfeffer shopping_net 155.81
## 1669 fraud_Durgan, Gislason and Spencer home 22.67
## 1670 fraud_Carroll PLC health_fitness 75.21
## 1671 fraud_Ruecker, Beer and Collier shopping_net 4.73
## 1672 fraud_Schulist Ltd food_dining 3.11
## 1673 fraud_Watsica LLC personal_care 69.36
## 1674 fraud_Friesen-Ortiz personal_care 45.24
## 1675 fraud_Treutel-King travel 3.26
## 1676 fraud_Waters-Cruickshank health_fitness 64.24
## 1677 fraud_Hauck, Dietrich and Funk kids_pets 67.01
## 1678 fraud_Hilpert-Conroy kids_pets 25.67
## 1679 fraud_Waelchi-Wolf kids_pets 44.37
## 1680 fraud_Dach-Nader misc_net 103.21
## 1681 fraud_Schoen Ltd kids_pets 23.21
## 1682 fraud_Roberts, Daniel and Macejkovic kids_pets 66.02
## 1683 fraud_Jacobi Inc health_fitness 18.11
## 1684 fraud_Morissette-Schaefer personal_care 149.54
## 1685 fraud_Nienow, Ankunding and Collier misc_pos 99.24
## 1686 fraud_Haley, Batz and Auer health_fitness 76.59
## 1687 fraud_Altenwerth-Kilback home 13.48
## 1688 fraud_Greenholt Ltd health_fitness 97.04
## 1689 fraud_Welch, Rath and Koepp entertainment 117.26
## 1690 fraud_Schaefer Ltd kids_pets 53.95
## 1691 fraud_Fisher Inc shopping_net 4.30
## 1692 fraud_Hammes-Beatty kids_pets 7.14
## 1693 fraud_Baumbach Ltd personal_care 1.94
## 1694 fraud_Altenwerth-Kilback home 86.44
## 1695 fraud_Kilback Group food_dining 5.15
## 1696 fraud_Witting, Beer and Ernser home 153.04
## 1697 fraud_Cole, Hills and Jewess home 57.61
## 1698 fraud_Lubowitz-Walter kids_pets 37.06
## 1699 fraud_Witting, Beer and Ernser home 22.90
## 1700 fraud_Powlowski-Weimann food_dining 137.32
## 1701 fraud_Pollich LLC home 74.94
## 1702 fraud_Howe Ltd misc_pos 45.85
## 1703 fraud_Carroll PLC health_fitness 12.70
## 1704 fraud_Thiel PLC misc_pos 6.85
## 1705 fraud_Hagenes, Kohler and Hoppe food_dining 69.99
## 1706 fraud_Abbott-Rogahn entertainment 33.40
## 1707 fraud_Roberts, Daniel and Macejkovic kids_pets 97.20
## 1708 fraud_Conroy, Balistreri and Gorczany health_fitness 74.40
## 1709 fraud_Reichel, Bradtke and Blanda travel 7.58
## 1710 fraud_O'Reilly, Mohr and Purdy home 76.36
## 1711 fraud_Greenholt Ltd health_fitness 25.59
## 1712 fraud_Berge-Hills kids_pets 42.08
## 1713 fraud_Ullrich Ltd kids_pets 81.07
## 1714 fraud_Witting, Beer and Ernser home 13.59
## 1715 fraud_Denesik, Powlowski and Pouros home 2.32
## 1716 fraud_Kessler Inc travel 461.28
## 1717 fraud_Heller PLC health_fitness 14.64
## 1718 fraud_Schroeder Group health_fitness 38.46
## 1719 fraud_Ernser-Feest home 23.05
## 1720 fraud_Metz-Boehm shopping_pos 12.31
## 1721 fraud_Hoppe, Harris and Bednar entertainment 74.91
## 1722 fraud_Daugherty LLC kids_pets 99.84
## 1723 fraud_Bernhard-Lesch food_dining 44.46
## 1724 fraud_Boyer-Haley travel 4.27
## 1725 fraud_Schmidt-Larkin home 43.58
## 1726 fraud_Crist, Jakubowski and Littel home 107.64
## 1727 fraud_Kuhic LLC shopping_net 3.25
## 1728 fraud_Gleason and Sons kids_pets 28.67
## 1729 fraud_Hettinger, McCullough and Fay home 53.30
## 1730 fraud_Fisher Inc shopping_net 1.92
## 1731 fraud_Turner and Sons shopping_pos 137.93
## 1732 fraud_Welch, Rath and Koepp entertainment 30.22
## 1733 fraud_Dare, Casper and Bartoletti kids_pets 56.44
## 1734 fraud_Champlin-Casper home 200.48
## 1735 fraud_Schiller, Blanda and Johnson home 7.57
## 1736 fraud_Ruecker-Mayert kids_pets 98.60
## 1737 fraud_Wilkinson PLC kids_pets 32.79
## 1738 fraud_Gottlieb Group kids_pets 70.31
## 1739 fraud_Emmerich-Rau personal_care 73.84
## 1740 fraud_Medhurst, Cartwright and Ebert personal_care 77.05
## 1741 fraud_Bruen-Yost misc_pos 6.41
## 1742 fraud_Shanahan-Lehner personal_care 24.77
## 1743 fraud_McDermott, Osinski and Morar home 16.96
## 1744 fraud_Johnston-Casper travel 2.48
## 1745 fraud_Quitzon-Goyette home 61.05
## 1746 fraud_Kutch-Ferry home 39.80
## 1747 fraud_Lehner, Reichert and Mills misc_pos 11.64
## 1748 fraud_Homenick LLC personal_care 109.57
## 1749 fraud_Wilkinson LLC personal_care 73.86
## 1750 fraud_Greenholt Ltd health_fitness 17.66
## 1751 fraud_Schroeder Group health_fitness 89.90
## 1752 fraud_Volkman-Predovic shopping_net 8.81
## 1753 fraud_Gaylord-Powlowski home 14.71
## 1754 fraud_Powlowski-Weimann food_dining 30.00
## 1755 fraud_Romaguera and Sons travel 6.23
## 1756 fraud_Baumbach, Hodkiewicz and Walsh shopping_pos 362.86
## 1757 fraud_Koss, Hansen and Lueilwitz home 43.90
## 1758 fraud_Wiza LLC misc_pos 28.03
## 1759 fraud_Deckow-Dare food_dining 112.61
## 1760 fraud_Larkin Ltd kids_pets 48.81
## 1761 fraud_Fadel, Mertz and Rippin entertainment 124.42
## 1762 fraud_Lowe, Dietrich and Erdman kids_pets 220.47
## 1763 fraud_Maggio-Fahey misc_pos 3.15
## 1764 fraud_Armstrong, Walter and Gottlieb food_dining 82.57
## 1765 fraud_Huel Ltd misc_net 100.93
## 1766 fraud_Gleason-Macejkovic shopping_net 47.79
## 1767 fraud_Flatley Group misc_pos 6.77
## 1768 fraud_Thompson-Gleason health_fitness 3.97
## 1769 fraud_Windler, Goodwin and Kovacek home 19.04
## 1770 fraud_Hermann and Sons shopping_pos 3.63
## 1771 fraud_Schmeler-Howe personal_care 26.54
## 1772 fraud_Zboncak Ltd food_dining 7.08
## 1773 fraud_Bradtke, Torp and Bahringer personal_care 1.68
## 1774 fraud_Pouros-Haag shopping_pos 4.39
## 1775 fraud_Metz-Boehm shopping_pos 3.89
## 1776 fraud_Fahey Inc kids_pets 29.80
## 1777 fraud_Stiedemann Ltd food_dining 66.70
## 1778 fraud_Larson-Moen entertainment 177.71
## 1779 fraud_Pouros-Haag shopping_pos 1.81
## 1780 fraud_Pouros, Walker and Spencer kids_pets 17.46
## 1781 fraud_Gottlieb-Hansen personal_care 7.43
## 1782 fraud_Stark-Koss home 19.76
## 1783 fraud_Streich, Rolfson and Wilderman kids_pets 41.02
## 1784 fraud_Schimmel-Olson kids_pets 77.70
## 1785 fraud_Boyer-Haley travel 3178.51
## 1786 fraud_O'Reilly, Mohr and Purdy home 16.71
## 1787 fraud_Cummerata-Hilpert entertainment 61.70
## 1788 fraud_Zboncak, Rowe and Murazik shopping_net 2.46
## 1789 fraud_Runte, Green and Emard health_fitness 59.84
## 1790 fraud_Zemlak Group misc_net 48.28
## 1791 fraud_Kris-Padberg shopping_pos 303.79
## 1792 fraud_Dickinson Ltd misc_pos 248.54
## 1793 fraud_Nitzsche, Kessler and Wolff shopping_pos 218.97
## 1794 fraud_Kulas Group health_fitness 34.81
## 1795 fraud_Schumm PLC shopping_net 1.15
## 1796 fraud_Weimann, Kuhic and Beahan shopping_pos 4.65
## 1797 fraud_Kub-Heaney health_fitness 11.66
## 1798 fraud_Bechtelar-Rippin food_dining 2.49
## 1799 fraud_Dare-Gibson health_fitness 6.76
## 1800 fraud_Breitenberg-Hermiston kids_pets 6.21
## 1801 fraud_Ullrich Ltd kids_pets 77.11
## 1802 fraud_Thiel PLC misc_pos 2.48
## 1803 fraud_Botsford PLC home 31.55
## 1804 fraud_Feil-Morar health_fitness 56.25
## 1805 fraud_Kuphal-Toy food_dining 136.51
## 1806 fraud_Brown PLC misc_net 229.30
## 1807 fraud_Bartoletti and Sons personal_care 11.21
## 1808 fraud_Weber and Sons food_dining 80.86
## 1809 fraud_Adams-Barrows health_fitness 130.49
## 1810 fraud_Erdman-Schaden personal_care 100.44
## 1811 fraud_Langworth LLC personal_care 38.06
## 1812 fraud_Waters-Cruickshank health_fitness 40.88
## 1813 fraud_Witting, Beer and Ernser home 18.54
## 1814 fraud_Brown, Homenick and Lesch health_fitness 147.93
## 1815 fraud_Conroy, Balistreri and Gorczany health_fitness 49.75
## 1816 fraud_Gleason and Sons kids_pets 81.76
## 1817 fraud_Champlin-Casper home 35.97
## 1818 fraud_Kutch, Steuber and Gerhold food_dining 81.48
## 1819 fraud_O'Connell, Botsford and Hand home 75.44
## 1820 fraud_Schoen, Nienow and Bauch personal_care 81.61
## 1821 fraud_Bartoletti and Sons personal_care 163.88
## 1822 fraud_Erdman-Schaden personal_care 1.24
## 1823 fraud_Block-Hauck travel 4.52
## 1824 fraud_Mohr Inc shopping_pos 9.59
## 1825 fraud_Schneider, Hayes and Nikolaus food_dining 83.19
## 1826 fraud_McKenzie-Huels food_dining 1.88
## 1827 fraud_Champlin and Sons home 48.40
## 1828 fraud_Carroll PLC health_fitness 28.93
## 1829 fraud_Abshire PLC entertainment 1.16
## 1830 fraud_Howe PLC entertainment 34.67
## 1831 fraud_Cormier LLC health_fitness 6.26
## 1832 fraud_Little Ltd kids_pets 41.03
## 1833 fraud_Lesch, D'Amore and Brown food_dining 29.85
## 1834 fraud_Heathcote LLC shopping_net 3.94
## 1835 fraud_Bernhard-Lesch food_dining 60.29
## 1836 fraud_Witting, Beer and Ernser home 50.33
## 1837 fraud_Kunze, Larkin and Mayert travel 8.43
## 1838 fraud_Block-Hauck travel 5.33
## 1839 fraud_Bode-Rempel kids_pets 1.96
## 1840 fraud_Collier LLC home 14.11
## 1841 fraud_Kutch, Steuber and Gerhold food_dining 94.45
## 1842 fraud_Romaguera, Wehner and Tromp kids_pets 13.51
## 1843 fraud_Windler LLC kids_pets 14.93
## 1844 fraud_Bernhard, Grant and Langworth shopping_pos 185.87
## 1845 fraud_Durgan, Gislason and Spencer home 44.53
## 1846 fraud_Schmidt and Sons shopping_net 4.01
## 1847 fraud_O'Keefe-Wisoky food_dining 92.13
## 1848 fraud_Schmidt-Larkin home 2.93
## 1849 fraud_Gottlieb Group kids_pets 19.56
## 1850 fraud_Schulist Ltd food_dining 6.86
## 1851 fraud_Gleason and Sons kids_pets 11.59
## 1852 fraud_Leffler-Goldner personal_care 100.08
## 1853 fraud_Shanahan-Lehner personal_care 17.18
## 1854 fraud_Hintz, Bauch and Smith health_fitness 73.76
## 1855 fraud_Prosacco LLC personal_care 49.53
## 1856 fraud_Crist, Jakubowski and Littel home 89.82
## 1857 fraud_Bashirian Group shopping_net 21.63
## 1858 fraud_Roberts, Daniel and Macejkovic kids_pets 42.61
## 1859 fraud_Bahringer, Schoen and Corkery shopping_pos 7.29
## 1860 fraud_Tillman LLC travel 9.64
## 1861 fraud_Kub PLC personal_care 22.26
## 1862 fraud_Langworth LLC personal_care 81.94
## 1863 fraud_Connelly-Carter home 49.89
## 1864 fraud_Beier LLC entertainment 4.12
## 1865 fraud_Pacocha-Weissnat kids_pets 49.98
## 1866 fraud_Little-Gleichner travel 3.58
## 1867 fraud_Bode-Rempel kids_pets 114.22
## 1868 fraud_Volkman PLC food_dining 17.55
## 1869 fraud_Hintz, Bauch and Smith health_fitness 7.07
## 1870 fraud_Sawayn PLC shopping_pos 672.79
## 1871 fraud_Jast-McDermott shopping_pos 3.68
## 1872 fraud_Breitenberg-Hermiston kids_pets 15.33
## 1873 fraud_McGlynn-Jaskolski misc_pos 134.99
## 1874 fraud_Larson-Moen entertainment 9.17
## 1875 fraud_Pouros-Conroy shopping_pos 4.99
## 1876 fraud_Mosciski Group travel 6.72
## 1877 fraud_Rau-Grant kids_pets 154.47
## 1878 fraud_Jakubowski Inc home 109.41
## 1879 fraud_Greenholt Ltd health_fitness 73.81
## 1880 fraud_Baumbach Ltd personal_care 71.86
## 1881 fraud_Durgan, Gislason and Spencer home 20.60
## 1882 fraud_Howe PLC entertainment 40.83
## 1883 fraud_Kuphal-Toy food_dining 59.59
## 1884 fraud_Erdman-Durgan health_fitness 168.64
## 1885 fraud_Homenick LLC personal_care 43.76
## 1886 fraud_Metz-Boehm shopping_pos 2.17
## 1887 fraud_Reichert, Huels and Hoppe shopping_net 52.57
## 1888 fraud_O'Keefe-Wisoky food_dining 1.29
## 1889 fraud_Runolfsdottir, Mueller and Hand entertainment 46.28
## 1890 fraud_Fisher-Schowalter shopping_net 1.30
## 1891 fraud_Torp, Muller and Borer health_fitness 29.48
## 1892 fraud_Nienow PLC entertainment 20.76
## 1893 fraud_Runte-Mohr food_dining 55.57
## 1894 fraud_Morissette PLC shopping_pos 8.31
## 1895 fraud_Beier and Sons home 49.93
## 1896 fraud_Jerde-Hermann travel 1.73
## 1897 fraud_Botsford and Sons home 262.12
## 1898 fraud_Denesik, Powlowski and Pouros home 37.15
## 1899 fraud_Kihn, Brakus and Goyette personal_care 3.09
## 1900 fraud_Metz-Boehm shopping_pos 6.53
## 1901 fraud_Homenick LLC personal_care 100.65
## 1902 fraud_Brown-Greenholt entertainment 1.21
## 1903 fraud_Connelly-Carter home 77.95
## 1904 fraud_Eichmann-Kilback home 35.91
## 1905 fraud_Roberts, Ryan and Smith personal_care 43.36
## 1906 fraud_Mante, Luettgen and Hackett health_fitness 25.28
## 1907 fraud_Shanahan-Lehner personal_care 8.22
## 1908 fraud_Kirlin and Sons personal_care 20.93
## 1909 fraud_Hills, Hegmann and Schaefer health_fitness 37.39
## 1910 fraud_Pouros, Walker and Spencer kids_pets 3.51
## 1911 fraud_Schoen, Nienow and Bauch personal_care 20.71
## 1912 fraud_Abbott-Steuber personal_care 4.36
## 1913 fraud_Boyer-Reichert shopping_net 1.43
## 1914 fraud_Kihn-Schuster food_dining 4.92
## 1915 fraud_Altenwerth, Cartwright and Koss shopping_net 13.21
## 1916 fraud_Denesik and Sons shopping_pos 5.92
## 1917 fraud_Roberts, Ryan and Smith personal_care 1.31
## 1918 fraud_Padberg-Sauer home 14.41
## 1919 fraud_Veum-Koelpin travel 6.62
## 1920 fraud_Kovacek, Dibbert and Ondricka grocery_pos 67.54
## 1921 fraud_McDermott, Osinski and Morar home 36.16
## 1922 fraud_Becker, Harris and Harvey personal_care 29.24
## 1923 fraud_Lowe, Dietrich and Erdman kids_pets 68.16
## 1924 fraud_Hudson-Grady shopping_pos 2.56
## 1925 fraud_Heathcote LLC shopping_net 229.06
## 1926 fraud_Schmitt Ltd misc_net 69.29
## 1927 fraud_Nader-Maggio personal_care 27.31
## 1928 fraud_Windler, Goodwin and Kovacek home 22.22
## 1929 fraud_Morissette-Schaefer personal_care 227.33
## 1930 fraud_Bahringer, Bergnaum and Quitzon home 85.96
## 1931 fraud_Watsica LLC personal_care 47.86
## 1932 fraud_Romaguera, Wehner and Tromp kids_pets 2.72
## 1933 fraud_Sporer-Keebler personal_care 65.63
## 1934 fraud_Medhurst Inc home 48.25
## 1935 fraud_Halvorson Group misc_pos 3.76
## 1936 fraud_Watsica LLC personal_care 30.94
## 1937 fraud_Schroeder, Wolff and Hermiston travel 2.10
## 1938 fraud_Schumm PLC health_fitness 5.96
## 1939 fraud_Pagac LLC shopping_pos 47.50
## 1940 fraud_Zulauf LLC personal_care 69.78
## 1941 fraud_Erdman-Schaden personal_care 69.54
## 1942 fraud_Torp, Muller and Borer health_fitness 71.62
## 1943 fraud_Bahringer, Osinski and Block food_dining 142.57
## 1944 fraud_Buckridge PLC misc_pos 6.83
## 1945 fraud_Macejkovic-Lesch shopping_pos 64.12
## 1946 fraud_Streich Ltd home 121.21
## 1947 fraud_Nader-Maggio personal_care 74.90
## 1948 fraud_Sawayn PLC shopping_pos 1.37
## 1949 fraud_Nienow PLC entertainment 9.76
## 1950 fraud_Connelly-Carter home 14.48
## 1951 fraud_Volkman-Predovic shopping_net 7.35
## 1952 fraud_Dare, Casper and Bartoletti kids_pets 79.25
## 1953 fraud_Douglas, Schneider and Turner shopping_pos 5.20
## 1954 fraud_Feil, Hilpert and Koss food_dining 93.82
## 1955 fraud_Gottlieb-Hansen personal_care 23.01
## 1956 fraud_Kozey-Kuhlman personal_care 161.16
## 1957 fraud_Crooks and Sons personal_care 24.77
## 1958 fraud_Gottlieb Group kids_pets 59.22
## 1959 fraud_Friesen Ltd health_fitness 12.30
## 1960 fraud_Morissette-Schaefer personal_care 34.15
## 1961 fraud_Schmitt Ltd misc_net 135.45
## 1962 fraud_Runte-Mohr food_dining 28.30
## 1963 fraud_Veum-Koelpin travel 9.04
## 1964 fraud_Konopelski, Schneider and Hartmann food_dining 4.76
## 1965 fraud_Stanton, Jakubowski and Baumbach shopping_net 5.04
## 1966 fraud_Kris-Padberg shopping_pos 4.26
## 1967 fraud_Connelly-Carter home 57.45
## 1968 fraud_Watsica LLC personal_care 29.80
## 1969 fraud_Pouros-Conroy shopping_pos 6.49
## 1970 fraud_Terry Ltd home 88.69
## 1971 fraud_O'Connell, Botsford and Hand home 42.98
## 1972 fraud_Runte, Green and Emard health_fitness 130.01
## 1973 fraud_Kilback and Sons entertainment 6.36
## 1974 fraud_Zulauf LLC personal_care 16.19
## 1975 fraud_Gaylord-Powlowski home 45.67
## 1976 fraud_Turcotte, Batz and Buckridge health_fitness 46.25
## 1977 fraud_Flatley Group misc_pos 3.15
## 1978 fraud_Ernser-Lynch food_dining 4.04
## 1979 fraud_Ebert-Daugherty travel 5.38
## 1980 fraud_Hermiston, Pacocha and Smith health_fitness 63.44
## 1981 fraud_Schuppe LLC entertainment 73.52
## 1982 fraud_Kilback LLC food_dining 30.28
## 1983 fraud_Larkin Ltd kids_pets 12.04
## 1984 fraud_Roberts, Daniel and Macejkovic kids_pets 9.39
## 1985 fraud_Bogisich-Weimann kids_pets 141.46
## 1986 fraud_Veum-Koelpin travel 4.70
## 1987 fraud_Deckow-Dare food_dining 26.28
## 1988 fraud_Schoen Ltd kids_pets 49.40
## 1989 fraud_Auer LLC personal_care 12.37
## 1990 fraud_Schiller, Blanda and Johnson home 43.36
## 1991 fraud_Effertz, Welch and Schowalter entertainment 36.91
## 1992 fraud_Windler LLC kids_pets 22.67
## 1993 fraud_McKenzie-Huels food_dining 2.91
## 1994 fraud_Metz, Russel and Metz kids_pets 305.12
## 1995 fraud_Fadel Inc health_fitness 73.89
## 1996 fraud_Homenick LLC personal_care 37.72
## 1997 fraud_Streich, Dietrich and Barton shopping_net 4.96
## 1998 fraud_Daugherty-Thompson food_dining 24.97
## 1999 fraud_Nolan-Williamson kids_pets 135.04
## 2000 fraud_Donnelly LLC entertainment 2.98
## 2001 fraud_Schuppe, Nolan and Hoeger shopping_pos 6.28
## 2002 fraud_Pagac LLC shopping_pos 4.10
## 2003 fraud_Kutch, Steuber and Gerhold food_dining 54.30
## 2004 fraud_Wuckert, Wintheiser and Friesen home 122.80
## 2005 fraud_Streich Ltd home 3.12
## 2006 fraud_Kassulke PLC shopping_net 2.31
## 2007 fraud_Berge-Hills kids_pets 49.81
## 2008 fraud_Mayert Group shopping_pos 1.16
## 2009 fraud_Kuhic, Bins and Pfeffer shopping_net 28.73
## 2010 fraud_Kihn Inc shopping_pos 7.24
## 2011 fraud_Runolfsdottir, Mueller and Hand entertainment 34.50
## 2012 fraud_Ledner, Hartmann and Feest health_fitness 41.80
## 2013 fraud_Reilly LLC home 33.78
## 2014 fraud_Waters-Cruickshank health_fitness 86.19
## 2015 fraud_Waelchi Inc kids_pets 51.46
## 2016 fraud_Grimes LLC entertainment 64.49
## 2017 fraud_Renner Ltd home 34.75
## 2018 fraud_Wilkinson LLC personal_care 31.76
## 2019 fraud_Morissette PLC shopping_pos 9.43
## 2020 fraud_Kulas Group health_fitness 49.34
## 2021 fraud_Jast and Sons food_dining 7.96
## 2022 fraud_Romaguera Ltd health_fitness 113.72
## 2023 fraud_Hirthe-Beier health_fitness 71.37
## 2024 fraud_Stark-Koss home 99.85
## 2025 fraud_Parker-Kunde personal_care 38.88
## 2026 fraud_Donnelly LLC entertainment 49.00
## 2027 fraud_Swaniawski, Lowe and Robel shopping_pos 3.33
## 2028 fraud_Pollich LLC home 41.12
## 2029 fraud_Brown Inc kids_pets 203.37
## 2030 fraud_Lemke and Sons travel 542.74
## 2031 fraud_Kulas Group health_fitness 21.20
## 2032 fraud_Will Ltd food_dining 105.78
## 2033 fraud_Kuhic LLC shopping_net 8.87
## 2034 fraud_Barton LLC kids_pets 54.85
## 2035 fraud_Auer LLC personal_care 3.03
## 2036 fraud_Bins, Balistreri and Beatty shopping_pos 8.91
## 2037 fraud_Welch Inc misc_net 9.05
## 2038 fraud_Weber, Thiel and Hammes kids_pets 58.46
## 2039 fraud_Runte-Mohr food_dining 49.33
## 2040 fraud_Torphy-Kertzmann health_fitness 159.44
## 2041 fraud_Friesen Ltd health_fitness 6.31
## 2042 fraud_Reichert, Shanahan and Hayes shopping_net 83.98
## 2043 fraud_Heller PLC health_fitness 30.41
## 2044 fraud_O'Hara-Wilderman food_dining 95.51
## 2045 fraud_Stamm-Rodriguez misc_pos 9.97
## 2046 fraud_Hermann and Sons shopping_pos 5.96
## 2047 fraud_Schiller, Blanda and Johnson home 35.49
## 2048 fraud_Lemke-Gutmann shopping_net 2.22
## 2049 fraud_Bahringer, Osinski and Block food_dining 20.12
## 2050 fraud_Hilpert-Conroy kids_pets 40.89
## 2051 fraud_Kassulke Inc entertainment 7.97
## 2052 fraud_Weimann, Kuhic and Beahan shopping_pos 188.59
## 2053 fraud_McLaughlin, Armstrong and Koepp travel 2.69
## 2054 fraud_Abernathy and Sons food_dining 62.47
## 2055 fraud_Buckridge PLC misc_pos 3.04
## 2056 fraud_Nicolas, Hills and McGlynn entertainment 8.34
## 2057 fraud_Eichmann-Kilback home 5.28
## 2058 fraud_Kilback and Sons entertainment 76.59
## 2059 fraud_Boehm, Block and Jakubowski misc_pos 2.52
## 2060 fraud_Torp, Muller and Borer health_fitness 41.29
## 2061 fraud_Kassulke Inc entertainment 133.67
## 2062 fraud_Monahan, Hermann and Johns travel 6.89
## 2063 fraud_Bode-Schuster kids_pets 54.84
## 2064 fraud_Kutch, Steuber and Gerhold food_dining 60.20
## 2065 fraud_Streich Ltd home 48.81
## 2066 fraud_Parker, Nolan and Trantow entertainment 66.52
## 2067 fraud_Witting, Beer and Ernser home 29.79
## 2068 fraud_Bednar Inc travel 5.03
## 2069 fraud_Prosacco LLC personal_care 59.22
## 2070 fraud_Padberg-Sauer home 64.23
## 2071 fraud_Bednar Inc travel 7.76
## 2072 fraud_Auer LLC personal_care 11.35
## 2073 fraud_Bahringer Group health_fitness 106.22
## 2074 fraud_Dare, Fritsch and Zboncak health_fitness 4.57
## 2075 fraud_Heathcote, Yost and Kertzmann shopping_net 170.26
## 2076 fraud_Friesen Inc shopping_pos 12.23
## 2077 fraud_O'Hara-Wilderman food_dining 4.19
## 2078 fraud_Champlin-Casper home 29.39
## 2079 fraud_Pouros, Walker and Spencer kids_pets 22.54
## 2080 fraud_Morissette PLC shopping_pos 1.40
## 2081 fraud_Bernier and Sons kids_pets 97.56
## 2082 fraud_Volkman-Predovic shopping_net 7.69
## 2083 fraud_Thompson-Gleason health_fitness 105.41
## 2084 fraud_Wuckert, Wintheiser and Friesen home 40.35
## 2085 fraud_Grimes LLC entertainment 20.00
## 2086 fraud_Windler, Goodwin and Kovacek home 71.32
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## 2088 fraud_Zulauf LLC personal_care 86.69
## 2089 fraud_Schuppe LLC entertainment 95.82
## 2090 fraud_Hilpert-Conroy kids_pets 132.24
## 2091 fraud_Jakubowski Inc home 44.03
## 2092 fraud_Connelly PLC food_dining 104.63
## 2093 fraud_Zulauf LLC personal_care 7.22
## 2094 fraud_Bogisich-Weimann kids_pets 27.69
## 2095 fraud_Bechtelar-Rippin food_dining 57.14
## 2096 fraud_Collier LLC home 170.10
## 2097 fraud_Monahan-Morar personal_care 53.64
## 2098 fraud_Will Ltd food_dining 41.01
## 2099 fraud_Kihn, Brakus and Goyette personal_care 4.44
## 2100 fraud_Waelchi-Wolf kids_pets 18.20
## 2101 fraud_Crona and Sons kids_pets 19.60
## 2102 fraud_Jerde-Hermann travel 5.21
## 2103 fraud_Little, Gutmann and Lynch shopping_net 405.28
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## 2105 fraud_Champlin-Casper home 28.06
## 2106 fraud_Okuneva, Schneider and Rau shopping_pos 8.30
## 2107 fraud_Willms, Kris and Bergnaum shopping_pos 7.69
## 2108 fraud_Runte, Green and Emard health_fitness 22.31
## 2109 fraud_Zboncak LLC food_dining 67.11
## 2110 fraud_Romaguera Ltd health_fitness 21.53
## 2111 fraud_Hahn, Bahringer and McLaughlin personal_care 25.43
## 2112 fraud_Lesch, D'Amore and Brown food_dining 20.93
## 2113 fraud_Crist, Jakubowski and Littel home 61.20
## 2114 fraud_Marvin-Lind personal_care 33.78
## 2115 fraud_Hills-Witting shopping_net 2.27
## 2116 fraud_Schulist Ltd food_dining 2.02
## 2117 fraud_Hammes-Beatty kids_pets 35.95
## 2118 fraud_Medhurst Inc home 17.40
## 2119 fraud_Cormier LLC shopping_net 447.78
## 2120 fraud_Hills, Hegmann and Schaefer health_fitness 39.57
## 2121 fraud_Block Group misc_pos 2.70
## 2122 fraud_Reichel Inc entertainment 4.74
## 2123 fraud_Schumm, McLaughlin and Carter food_dining 28.54
## 2124 fraud_Cormier, Stracke and Thiel entertainment 45.10
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## 2126 fraud_Beier and Sons home 24.46
## 2127 fraud_Connelly-Carter home 15.04
## 2128 fraud_Erdman-Durgan health_fitness 113.84
## 2129 fraud_Okuneva, Schneider and Rau shopping_pos 120.31
## 2130 fraud_Kling-Ernser entertainment 64.64
## 2131 fraud_Altenwerth, Cartwright and Koss shopping_net 6.08
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## 2133 fraud_Gaylord-Powlowski home 36.17
## 2134 fraud_Schulist Ltd food_dining 15.85
## 2135 fraud_Kuhn Group food_dining 33.89
## 2136 fraud_Labadie, Treutel and Bode shopping_net 6.48
## 2137 fraud_Collier LLC home 70.31
## 2138 fraud_Stiedemann Ltd food_dining 53.11
## 2139 fraud_Morissette PLC shopping_pos 9.08
## 2140 fraud_Romaguera, Cruickshank and Greenholt shopping_net 2.71
## 2141 fraud_Witting, Beer and Ernser home 28.77
## 2142 fraud_Thiel Ltd travel 7.26
## 2143 fraud_Hills-Boyer personal_care 9.88
## 2144 fraud_Rodriguez, Yost and Jenkins misc_net 32.51
## 2145 fraud_Greenholt Ltd health_fitness 75.33
## 2146 fraud_Schoen Ltd kids_pets 96.82
## 2147 fraud_Goyette-Gerhold kids_pets 48.67
## 2148 fraud_Schaefer Ltd kids_pets 12.19
## 2149 fraud_Witting, Beer and Ernser home 92.62
## 2150 fraud_Okuneva, Schneider and Rau shopping_pos 3.59
## 2151 fraud_Morissette LLC entertainment 39.73
## 2152 fraud_Lubowitz-Walter kids_pets 54.98
## 2153 fraud_Lubowitz-Walter kids_pets 77.01
## 2154 fraud_Renner Ltd home 172.91
## 2155 fraud_Kilback and Sons entertainment 18.55
## 2156 fraud_Labadie LLC personal_care 8.63
## 2157 fraud_Beier and Sons home 90.45
## 2158 fraud_Gaylord-Powlowski home 45.44
## 2159 fraud_Yost-Rogahn personal_care 3.58
## 2160 fraud_Schiller, Blanda and Johnson home 21.60
## 2161 fraud_Mante, Luettgen and Hackett health_fitness 35.70
## 2162 fraud_Jacobi and Sons shopping_pos 206.68
## 2163 fraud_Bednar PLC kids_pets 55.92
## 2164 fraud_Baumbach, Hodkiewicz and Walsh shopping_pos 1.03
## 2165 fraud_Adams-Barrows health_fitness 29.92
## 2166 fraud_Watsica, Haag and Considine shopping_pos 4.25
## 2167 fraud_Haley, Batz and Auer health_fitness 15.70
## 2168 fraud_Friesen Ltd health_fitness 73.34
## 2169 fraud_Bednar Inc travel 487.80
## 2170 fraud_Zemlak, Tillman and Cremin personal_care 1.40
## 2171 fraud_Gleason and Sons kids_pets 7.82
## 2172 fraud_Durgan, Gislason and Spencer home 16.58
## 2173 fraud_Dibbert and Sons entertainment 77.24
## 2174 fraud_Roob-Okuneva health_fitness 1.50
## 2175 fraud_Thiel PLC misc_pos 7.27
## 2176 fraud_Zemlak, Tillman and Cremin personal_care 2.09
## 2177 fraud_Corwin-Romaguera travel 7.01
## 2178 fraud_Jacobi and Sons shopping_pos 2.45
## 2179 fraud_Kris-Kertzmann travel 7.60
## 2180 fraud_Turcotte, Batz and Buckridge health_fitness 67.73
## 2181 fraud_Lubowitz-Walter kids_pets 49.82
## 2182 fraud_Erdman-Durgan health_fitness 61.00
## 2183 fraud_Hahn, Bahringer and McLaughlin personal_care 71.36
## 2184 fraud_Rau-Grant kids_pets 21.39
## 2185 fraud_Hoppe-Parisian kids_pets 49.47
## 2186 fraud_O'Connell-Ullrich home 8.54
## 2187 fraud_Mueller, Gerhold and Mueller health_fitness 23.63
## 2188 fraud_Weber, Thiel and Hammes kids_pets 46.32
## 2189 fraud_Mueller, Gerhold and Mueller health_fitness 30.36
## 2190 fraud_Dare, Fritsch and Zboncak health_fitness 29.05
## 2191 fraud_Goyette-Gerhold kids_pets 50.25
## 2192 fraud_Kozey-McDermott travel 5.22
## 2193 fraud_Medhurst Inc home 99.26
## 2194 fraud_Kutch-Ferry home 24.65
## 2195 fraud_Hettinger, McCullough and Fay home 105.65
## 2196 fraud_Bernier and Sons kids_pets 52.73
## 2197 fraud_Morissette LLC entertainment 113.51
## 2198 fraud_Gerhold LLC home 64.75
## 2199 fraud_Champlin-Casper home 47.63
## 2200 fraud_Kihn, Brakus and Goyette personal_care 71.63
## 2201 fraud_Prosacco LLC personal_care 40.16
## 2202 fraud_Fisher-Schowalter shopping_net 84.30
## 2203 fraud_Reichel LLC personal_care 7.34
## 2204 fraud_Thiel-Thiel entertainment 7.34
## 2205 fraud_Wuckert, Wintheiser and Friesen home 87.72
## 2206 fraud_Collier LLC home 1.81
## 2207 fraud_Hermiston, Pacocha and Smith health_fitness 6.97
## 2208 fraud_Baumbach Ltd personal_care 53.92
## 2209 fraud_Haley, Batz and Auer health_fitness 10.82
## 2210 fraud_Schroeder Group health_fitness 112.36
## 2211 fraud_Dare, Fritsch and Zboncak health_fitness 125.15
## 2212 fraud_Padberg-Rogahn entertainment 22.56
## 2213 fraud_Bins-Howell personal_care 56.09
## 2214 fraud_Bogisich-Weimann kids_pets 5.75
## 2215 fraud_Gibson-Deckow entertainment 22.96
## 2216 fraud_Brown Inc kids_pets 1.45
## 2217 fraud_Pfeffer and Sons shopping_pos 142.79
## 2218 fraud_Denesik and Sons shopping_pos 1.36
## 2219 fraud_Hermiston, Russel and Price food_dining 1.84
## 2220 fraud_Yost, Schamberger and Windler kids_pets 10.48
## 2221 fraud_Rau-Robel kids_pets 47.79
## 2222 fraud_Streich, Rolfson and Wilderman kids_pets 45.12
## 2223 fraud_Mayert Group shopping_pos 9.62
## 2224 fraud_Rau-Robel kids_pets 88.63
## 2225 fraud_Torphy-Kertzmann health_fitness 21.45
## 2226 fraud_Schiller Ltd personal_care 2.51
## 2227 fraud_Skiles LLC home 42.88
## 2228 fraud_Rempel Inc shopping_net 3.58
## 2229 fraud_Zboncak, Rowe and Murazik shopping_net 1.58
## 2230 fraud_Lind-Buckridge entertainment 73.34
## 2231 fraud_Kris-Padberg shopping_pos 6.21
## 2232 fraud_Kirlin and Sons personal_care 24.83
## 2233 fraud_Schoen, Nienow and Bauch personal_care 140.29
## 2234 fraud_Kihn, Abernathy and Douglas shopping_net 9.95
## 2235 fraud_Predovic Inc shopping_net 9.23
## 2236 fraud_Hermiston, Pacocha and Smith health_fitness 73.81
## 2237 fraud_Welch, Rath and Koepp entertainment 68.62
## 2238 fraud_Stiedemann Ltd food_dining 24.07
## 2239 fraud_Pagac LLC shopping_pos 80.20
## 2240 fraud_Deckow-Dare food_dining 7.96
## 2241 fraud_Schmidt-Larkin home 20.65
## 2242 fraud_Haley Group misc_pos 341.46
## 2243 fraud_Turcotte, McKenzie and Koss entertainment 125.49
## 2244 fraud_Gaylord-Powlowski home 38.95
## 2245 fraud_Boyer-Reichert shopping_net 30.28
## 2246 fraud_Medhurst Inc home 10.66
## 2247 fraud_Gottlieb-Hansen personal_care 11.63
## 2248 fraud_Koelpin and Sons misc_net 4.28
## 2249 fraud_Conroy-Emard food_dining 16.88
## 2250 fraud_Connelly-Carter home 3.99
## 2251 fraud_Volkman-Predovic shopping_net 6.59
## 2252 fraud_Weber, Thiel and Hammes kids_pets 24.01
## 2253 fraud_Gerlach Inc shopping_net 8.34
## 2254 fraud_Roob-Okuneva health_fitness 79.43
## 2255 fraud_Lynch-Wisozk home 16.82
## 2256 fraud_Johns Inc entertainment 44.70
## 2257 fraud_Okuneva, Schneider and Rau shopping_pos 133.22
## 2258 fraud_Schuppe, Nolan and Hoeger shopping_pos 6.63
## 2259 fraud_Pollich LLC home 58.83
## 2260 fraud_Veum-Koelpin travel 3.61
## 2261 fraud_Ernser-Feest home 73.88
## 2262 fraud_Macejkovic-Lesch shopping_pos 3.06
## 2263 fraud_Romaguera and Sons travel 8.69
## 2264 fraud_Schroeder Group health_fitness 100.21
## 2265 fraud_Ullrich Ltd kids_pets 77.19
## 2266 fraud_Thompson-Gleason health_fitness 41.01
## 2267 fraud_Stamm-Witting shopping_net 6.99
## 2268 fraud_Kunze, Larkin and Mayert travel 5.32
## 2269 fraud_Bernier and Sons kids_pets 29.73
## 2270 fraud_Barton LLC kids_pets 68.85
## 2271 fraud_Roberts, Daniel and Macejkovic kids_pets 65.29
## 2272 fraud_Goyette Inc shopping_net 11.77
## 2273 fraud_Padberg-Sauer home 87.06
## 2274 fraud_Schiller Ltd personal_care 11.79
## 2275 fraud_Gutmann, McLaughlin and Wiza home 12.01
## 2276 fraud_Ziemann-Waters health_fitness 1.80
## 2277 fraud_Windler, Goodwin and Kovacek home 5.09
## 2278 fraud_Dooley Inc shopping_pos 2.26
## 2279 fraud_Kutch-Wilderman home 77.48
## 2280 fraud_Beer-Jast kids_pets 53.46
## 2281 fraud_Dietrich-Fadel health_fitness 48.85
## 2282 fraud_Abbott-Rogahn entertainment 11.95
## 2283 fraud_Gibson-Deckow entertainment 27.15
## 2284 fraud_Herzog Ltd misc_pos 6.21
## 2285 fraud_Schumm PLC health_fitness 5.84
## 2286 fraud_Terry Ltd home 7.64
## 2287 fraud_Goyette-Gerhold kids_pets 31.25
## 2288 fraud_Pfeffer and Sons shopping_pos 144.90
## 2289 fraud_Mohr Inc shopping_pos 7.82
## 2290 fraud_Howe PLC entertainment 26.97
## 2291 fraud_Armstrong, Walter and Gottlieb food_dining 70.42
## 2292 fraud_Gottlieb Group kids_pets 141.66
## 2293 fraud_Ritchie, Bradtke and Stiedemann travel 8.94
## 2294 fraud_Wilkinson Ltd entertainment 44.97
## 2295 fraud_Spencer-Runolfsson misc_pos 21.70
## 2296 fraud_Gislason Group travel 8.73
## 2297 fraud_Terry-Huel shopping_net 2.41
## 2298 fraud_Lesch, D'Amore and Brown food_dining 58.07
## 2299 fraud_Cormier LLC shopping_net 268.31
## 2300 fraud_Pacocha-Weissnat kids_pets 16.55
## 2301 fraud_Kihn-Schuster food_dining 5.17
## 2302 fraud_Kuhn Group food_dining 27.41
## 2303 fraud_Morissette-Schaefer personal_care 13.73
## 2304 fraud_Kozey-McDermott travel 7.81
## 2305 fraud_Welch, Rath and Koepp entertainment 75.07
## 2306 fraud_Schaefer, Fay and Hilll entertainment 75.28
## 2307 fraud_Streich Ltd home 17.56
## 2308 fraud_Little Ltd kids_pets 98.03
## 2309 fraud_White and Sons home 4.77
## 2310 fraud_Donnelly PLC misc_net 91.84
## 2311 fraud_Koepp-Parker grocery_pos 50.26
## 2312 fraud_Fadel-Hilpert health_fitness 89.15
## 2313 fraud_Nolan-Williamson kids_pets 53.01
## 2314 fraud_Brown PLC misc_net 83.92
## 2315 fraud_Cronin, Kshlerin and Weber health_fitness 144.48
## 2316 fraud_Lehner, Reichert and Mills misc_pos 27.13
## 2317 fraud_Zboncak LLC food_dining 35.75
## 2318 fraud_Nitzsche, Kessler and Wolff shopping_pos 187.83
## 2319 fraud_Lynch-Wisozk home 122.70
## 2320 fraud_Schiller, Blanda and Johnson home 75.44
## 2321 fraud_Moore, Williamson and Emmerich home 51.86
## 2322 fraud_Kertzmann LLC health_fitness 76.11
## 2323 fraud_Klein Group entertainment 80.42
## 2324 fraud_O'Connell, Botsford and Hand home 36.44
## 2325 fraud_Maggio-Fahey misc_pos 24.47
## 2326 fraud_Jast-McDermott shopping_pos 2.71
## 2327 fraud_Feil-Morar health_fitness 72.64
## 2328 fraud_Dare, Fritsch and Zboncak health_fitness 61.71
## 2329 fraud_Labadie, Treutel and Bode shopping_net 120.88
## 2330 fraud_Schaefer Ltd kids_pets 94.71
## 2331 fraud_Schiller, Blanda and Johnson home 69.68
## 2332 fraud_Lemke-Gutmann shopping_net 131.38
## 2333 fraud_Turcotte, McKenzie and Koss entertainment 45.57
## 2334 fraud_Baumbach, Hodkiewicz and Walsh shopping_pos 2.15
## 2335 fraud_Waelchi Inc kids_pets 54.80
## 2336 fraud_Douglas, DuBuque and McKenzie travel 2.48
## 2337 fraud_Schumm PLC shopping_net 4.22
## 2338 fraud_Bahringer Group health_fitness 22.34
## 2339 fraud_Dibbert-Green entertainment 70.01
## 2340 fraud_Shanahan-Lehner personal_care 50.55
## 2341 fraud_Douglas, DuBuque and McKenzie travel 2.98
## 2342 fraud_Crist, Jakubowski and Littel home 1.16
## 2343 fraud_Ankunding LLC shopping_net 6.39
## 2344 fraud_Ullrich Ltd kids_pets 40.95
## 2345 fraud_Runolfsdottir, Mueller and Hand entertainment 150.10
## 2346 fraud_Kemmer-Buckridge misc_pos 39.70
## 2347 fraud_Bins-Howell personal_care 2.23
## 2348 fraud_Bins-Tillman entertainment 27.33
## 2349 fraud_Medhurst, Labadie and Gottlieb travel 512.46
## 2350 fraud_Moore, Williamson and Emmerich home 10.06
## 2351 fraud_Schuppe LLC entertainment 74.32
## 2352 fraud_Nienow, Barrows and Romaguera personal_care 6.42
## 2353 fraud_Kulas Group health_fitness 65.16
## 2354 fraud_Kling, Howe and Schneider home 32.97
## 2355 fraud_Abbott-Rogahn entertainment 31.06
## 2356 fraud_Schuppe LLC entertainment 55.89
## 2357 fraud_Walter, Hettinger and Kessler personal_care 22.30
## 2358 fraud_Cartwright PLC kids_pets 34.03
## 2359 fraud_Tillman, Fritsch and Schmitt misc_net 2.73
## 2360 fraud_Gottlieb-Hansen personal_care 40.08
## 2361 fraud_Spencer PLC entertainment 73.40
## 2362 fraud_Fritsch LLC travel 472.05
## 2363 fraud_Beier and Sons home 173.49
## 2364 fraud_Crist, Jakubowski and Littel home 104.21
## 2365 fraud_Hagenes, Kohler and Hoppe food_dining 9.90
## 2366 fraud_Waelchi-Wolf kids_pets 15.03
## 2367 fraud_Abbott-Rogahn entertainment 71.16
## 2368 fraud_Zulauf LLC personal_care 44.38
## 2369 fraud_Brown Inc kids_pets 15.83
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## 2371 fraud_Dickinson Ltd personal_care 89.36
## 2372 fraud_Yost, Block and Koepp misc_pos 8.56
## 2373 fraud_Ziemann-Waters health_fitness 70.75
## 2374 fraud_Botsford PLC home 30.55
## 2375 fraud_Lubowitz, Terry and Stracke personal_care 12.64
## 2376 fraud_Shields-Wunsch health_fitness 85.06
## 2377 fraud_Prosacco LLC personal_care 1.12
## 2378 fraud_Romaguera, Wehner and Tromp kids_pets 43.38
## 2379 fraud_Turcotte, Batz and Buckridge health_fitness 2.77
## 2380 fraud_Pagac LLC shopping_pos 6.18
## 2381 fraud_Schmeler, Bashirian and Price shopping_net 8.11
## 2382 fraud_Balistreri-Nader misc_pos 9.58
## 2383 fraud_Bernhard-Lesch food_dining 20.95
## 2384 fraud_Hermiston, Russel and Price food_dining 83.86
## 2385 fraud_Johns Inc entertainment 52.64
## 2386 fraud_Greenholt, O'Hara and Balistreri shopping_net 6.93
## 2387 fraud_Mosciski, Ziemann and Farrell shopping_net 6.23
## 2388 fraud_Monahan-Morar personal_care 68.00
## 2389 fraud_Stark-Koss home 6.12
## 2390 fraud_Torphy-Kertzmann health_fitness 24.45
## 2391 fraud_Wiza, Schaden and Stark misc_pos 29.02
## 2392 fraud_Brown Inc kids_pets 29.42
## 2393 fraud_Altenwerth-Kilback home 35.82
## 2394 fraud_Cartwright PLC kids_pets 24.32
## 2395 fraud_Nienow PLC entertainment 3.05
## 2396 fraud_Runte-Mohr food_dining 41.79
## 2397 fraud_Daugherty-Thompson food_dining 5.83
## 2398 fraud_Goyette-Herzog travel 7.27
## 2399 fraud_Morissette PLC shopping_pos 6.70
## 2400 fraud_Gulgowski LLC home 87.34
## 2401 fraud_O'Connell, Botsford and Hand home 21.28
## 2402 fraud_Quitzon, Green and Bashirian shopping_pos 35.82
## 2403 fraud_Little Ltd kids_pets 38.60
## 2404 fraud_Rau-Robel kids_pets 18.39
## 2405 fraud_Windler LLC kids_pets 2.51
## 2406 fraud_Moore, Williamson and Emmerich home 21.32
## 2407 fraud_Gaylord-Powlowski home 46.14
## 2408 fraud_Gaylord-Powlowski home 74.81
## 2409 fraud_Hettinger, McCullough and Fay home 101.12
## 2410 fraud_Goyette-Gerhold kids_pets 70.28
## 2411 fraud_Lang, Towne and Schuppe kids_pets 29.79
## 2412 fraud_Barton LLC kids_pets 48.66
## 2413 fraud_Schoen-Quigley kids_pets 44.10
## 2414 fraud_Kutch-Wilderman home 4.54
## 2415 fraud_Schroeder, Hauck and Treutel entertainment 12.77
## 2416 fraud_Greenholt, Jacobi and Gleason gas_transport 49.50
## 2417 fraud_Stehr, Jewess and Schimmel misc_net 160.30
## 2418 fraud_O'Keefe-Hudson grocery_pos 142.27
## 2419 fraud_Sporer Inc gas_transport 64.88
## 2420 fraud_Watsica, Haag and Considine shopping_pos 61.39
## 2421 fraud_Bailey-Morar grocery_pos 104.18
## 2422 fraud_Kuhic Inc grocery_pos 129.99
## 2423 fraud_Marks Inc gas_transport 44.75
## 2424 fraud_Feil, Hilpert and Koss food_dining 108.77
## 2425 fraud_Volkman-Predovic shopping_net 2.63
## 2426 fraud_Thiel PLC misc_pos 10.51
## 2427 fraud_Olson, Becker and Koch gas_transport 65.66
## 2428 fraud_Bradtke PLC grocery_pos 145.33
## 2429 fraud_Shields Inc grocery_net 16.77
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## 2431 fraud_Runolfsson and Sons grocery_net 48.30
## 2432 fraud_Parisian and Sons gas_transport 50.72
## 2433 fraud_Pfeffer LLC grocery_net 51.82
## 2434 fraud_Cummings LLC gas_transport 66.02
## 2435 fraud_Volkman Ltd misc_net 1.17
## 2436 fraud_Okuneva, Schneider and Rau shopping_pos 9.83
## 2437 fraud_Smitham-Boehm grocery_net 80.43
## 2438 fraud_Tillman, Fritsch and Schmitt misc_net 1.71
## 2439 fraud_Moen, Reinger and Murphy grocery_pos 145.33
## 2440 fraud_Dach-Borer grocery_net 111.24
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## 2442 fraud_Weimann, Kuhic and Beahan shopping_pos 1.17
## 2443 fraud_Kunde-Sanford misc_net 249.57
## 2444 fraud_Pacocha-O'Reilly grocery_pos 101.52
## 2445 fraud_Osinski, Ledner and Leuschke grocery_pos 84.20
## 2446 fraud_Murray-Smitham grocery_pos 69.76
## 2447 fraud_Auer-Mosciski grocery_pos 76.21
## 2448 fraud_Dooley Inc shopping_pos 8.59
## 2449 fraud_McCullough LLC misc_pos 1.45
## 2450 fraud_Rutherford-Mertz grocery_pos 281.06
## 2451 fraud_Cummerata-Jones gas_transport 82.68
## 2452 fraud_Little, Gutmann and Lynch shopping_net 41.28
## 2453 fraud_Herman Inc misc_pos 13.38
## 2454 fraud_Kovacek, Dibbert and Ondricka grocery_pos 196.14
## 2455 fraud_Zieme, Bode and Dooley gas_transport 51.77
## 2456 fraud_Friesen-D'Amore gas_transport 43.56
## 2457 fraud_Rodriguez Group gas_transport 65.07
## 2458 fraud_Haley, Jewess and Bechtelar shopping_pos 6.86
## 2459 fraud_Schmitt Ltd misc_net 2.91
## 2460 fraud_Spinka-Welch grocery_net 51.40
## 2461 fraud_Denesik and Sons shopping_pos 8.72
## 2462 fraud_Hayes, Marquardt and Dibbert misc_net 183.40
## 2463 fraud_Dach-Nader misc_net 26.10
## 2464 fraud_Rodriguez, Yost and Jenkins misc_net 5.88
## 2465 fraud_Kling-Grant grocery_net 76.30
## 2466 fraud_Schmeler, Bashirian and Price shopping_net 1.30
## 2467 fraud_Kling Inc gas_transport 40.02
## 2468 fraud_Robel, Cummerata and Prosacco gas_transport 87.40
## 2469 fraud_Cole PLC grocery_pos 41.73
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## 2471 fraud_Donnelly PLC misc_net 68.14
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## 2473 fraud_Jenkins, Hauck and Friesen gas_transport 11.52
## 2474 fraud_Padberg-Welch grocery_pos 91.40
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## 2476 fraud_Rutherford-Mertz grocery_pos 215.74
## 2477 fraud_Erdman-Kertzmann gas_transport 64.97
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## 2479 fraud_O'Keefe-Hudson grocery_pos 50.91
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## 2481 fraud_Conroy-Cruickshank gas_transport 46.73
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## 2483 fraud_Spencer PLC entertainment 26.10
## 2484 fraud_Ferry, Reichel and DuBuque grocery_net 25.31
## 2485 fraud_Thiel PLC misc_pos 30.62
## 2486 fraud_Roob LLC grocery_net 41.83
## 2487 fraud_Will Ltd food_dining 124.50
## 2488 fraud_Kuhn LLC misc_net 39.02
## 2489 fraud_Bernhard Inc gas_transport 60.99
## 2490 fraud_Roberts-Beahan misc_pos 2.24
## 2491 fraud_Kerluke PLC misc_net 161.98
## 2492 fraud_Kunde-Sanford misc_net 1.58
## 2493 fraud_Pfeffer LLC grocery_net 49.75
## 2494 fraud_Kutch LLC gas_transport 79.40
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## 2497 fraud_Marks Inc gas_transport 55.25
## 2498 fraud_Harber Inc gas_transport 38.16
## 2499 fraud_Bartoletti-Wunsch gas_transport 55.12
## 2500 fraud_Streich, Dietrich and Barton shopping_net 45.06
## 2501 fraud_Miller-Harris misc_net 22.66
## 2502 fraud_Connelly, Reichert and Fritsch gas_transport 40.87
## 2503 fraud_Kilback LLC grocery_pos 91.85
## 2504 fraud_Heller-Langosh gas_transport 56.16
## 2505 fraud_Kovacek, Dibbert and Ondricka grocery_pos 97.69
## 2506 fraud_Mante Group misc_net 104.45
## 2507 fraud_Larkin, Stracke and Greenfelder entertainment 38.86
## 2508 fraud_Heller-Langosh gas_transport 43.73
## 2509 fraud_Sporer Inc gas_transport 98.75
## 2510 fraud_Lockman, West and Runte grocery_pos 88.96
## 2511 fraud_Stamm-Rodriguez misc_pos 207.83
## 2512 fraud_Swaniawski, Lowe and Robel shopping_pos 1.27
## 2513 fraud_Cummerata-Jones gas_transport 56.58
## 2514 fraud_Lind, Huel and McClure gas_transport 60.29
## 2515 fraud_McDermott-Weimann grocery_pos 180.46
## 2516 fraud_Bernier, Volkman and Hoeger misc_net 6.61
## 2517 fraud_Rutherford, Homenick and Bergstrom grocery_net 68.31
## 2518 fraud_Robel, Cummerata and Prosacco gas_transport 73.25
## 2519 fraud_Cummerata-Jones gas_transport 91.60
## 2520 fraud_Raynor, Feest and Miller gas_transport 31.61
## 2521 fraud_Hudson-Ratke grocery_pos 166.31
## 2522 fraud_Harris, Gusikowski and Heaney grocery_net 55.49
## 2523 fraud_Emard Inc gas_transport 35.27
## 2524 fraud_Goodwin-Nitzsche grocery_pos 276.31
## 2525 fraud_Ruecker, Beer and Collier shopping_net 30.11
## 2526 fraud_Price Inc shopping_net 4.63
## 2527 fraud_Boehm, Predovic and Reinger misc_pos 39.05
## 2528 fraud_Roberts-Beahan misc_pos 33.80
## 2529 fraud_Dach-Borer grocery_net 91.99
## 2530 fraud_Kerluke, Kertzmann and Wiza misc_net 21.99
## 2531 fraud_Botsford Ltd shopping_pos 115.13
## 2532 fraud_Ernser-Lynch food_dining 37.23
## 2533 fraud_Rowe, Batz and Goodwin grocery_pos 137.47
## 2534 fraud_Kling-Ernser entertainment 1.51
## 2535 fraud_Grimes LLC entertainment 186.49
## 2536 fraud_Tillman, Dickinson and Labadie gas_transport 54.16
## 2537 fraud_McDermott-Weimann grocery_pos 49.23
## 2538 fraud_Harris, Gusikowski and Heaney grocery_net 53.70
## 2539 fraud_Marks Inc gas_transport 48.80
## 2540 fraud_Doyle Ltd grocery_pos 167.49
## 2541 fraud_Kiehn Inc grocery_pos 62.01
## 2542 fraud_Parisian, Schiller and Altenwerth misc_net 101.50
## 2543 fraud_Herman Inc misc_pos 34.93
## 2544 fraud_Lebsack and Sons misc_net 608.84
## 2545 fraud_Deckow-O'Conner grocery_pos 81.63
## 2546 fraud_Kerluke Inc misc_net 9.37
## 2547 fraud_Erdman-Kertzmann gas_transport 7.03
## 2548 fraud_Hudson-Ratke grocery_pos 95.80
## 2549 fraud_Padberg-Welch grocery_pos 42.41
## 2550 fraud_Haley Group misc_pos 24.82
## 2551 fraud_Hermann-Gaylord misc_pos 92.49
## 2552 fraud_Dickinson Ltd misc_pos 6.40
## 2553 fraud_Schmitt Ltd misc_net 5.37
## 2554 fraud_Koepp-Parker grocery_pos 275.73
## 2555 fraud_Denesik and Sons shopping_pos 2.85
## 2556 fraud_Kutch LLC gas_transport 77.91
## 2557 fraud_Jacobi and Sons shopping_pos 6.76
## 2558 fraud_Torp-Labadie gas_transport 27.19
## 2559 fraud_Mosciski, Gislason and Mertz grocery_pos 181.72
## 2560 fraud_Ernser-Lynch food_dining 95.90
## 2561 fraud_Robel, Cummerata and Prosacco gas_transport 75.37
## 2562 fraud_Fisher Inc shopping_net 1.42
## 2563 fraud_Kiehn-Emmerich grocery_pos 101.49
## 2564 fraud_Olson, Becker and Koch gas_transport 52.37
## 2565 fraud_Parisian and Sons gas_transport 87.49
## 2566 fraud_Boyer-Reichert shopping_net 4.71
## 2567 fraud_Kuphal-Bartoletti misc_net 98.19
## 2568 fraud_Welch Inc misc_net 59.64
## 2569 fraud_Eichmann, Bogan and Rodriguez gas_transport 36.06
## 2570 fraud_Rowe, Batz and Goodwin grocery_pos 251.96
## 2571 fraud_Doyle Ltd grocery_pos 186.61
## 2572 fraud_Ferry, Reichel and DuBuque grocery_net 19.04
## 2573 fraud_Hamill-Daugherty misc_net 17.97
## 2574 fraud_Brown PLC misc_net 15.28
## 2575 fraud_Predovic Inc shopping_net 666.41
## 2576 fraud_Brekke and Sons gas_transport 54.73
## 2577 fraud_Eichmann-Russel misc_pos 1.43
## 2578 fraud_Cole PLC grocery_pos 108.93
## 2579 fraud_Bartoletti-Wunsch gas_transport 41.59
## 2580 fraud_Moen, Reinger and Murphy grocery_pos 87.69
## 2581 fraud_Torp-Lemke misc_pos 439.20
## 2582 fraud_Kuphal-Predovic misc_net 170.98
## 2583 fraud_Parisian and Sons gas_transport 66.82
## 2584 fraud_Schuppe, Nolan and Hoeger shopping_pos 6.60
## 2585 fraud_Reilly, Heaney and Cole gas_transport 58.69
## 2586 fraud_Corwin-Collins gas_transport 41.61
## 2587 fraud_Bernier, Volkman and Hoeger misc_net 98.94
## 2588 fraud_Kilback Group food_dining 97.66
## 2589 fraud_Auer-Mosciski grocery_pos 103.81
## 2590 fraud_McGlynn-Heathcote misc_net 27.31
## 2591 fraud_Friesen Inc shopping_pos 6.79
## 2592 fraud_Monahan, Bogisich and Ledner misc_pos 5.77
## 2593 fraud_Jaskolski-Vandervort misc_net 7.89
## 2594 fraud_Streich, Hansen and Veum gas_transport 92.08
## 2595 fraud_Strosin-Cruickshank grocery_pos 85.79
## 2596 fraud_Thiel PLC misc_pos 5.61
## 2597 fraud_Hintz-Bruen grocery_net 96.09
## 2598 fraud_Cole PLC grocery_pos 105.05
## 2599 fraud_Hackett-Lueilwitz grocery_pos 100.74
## 2600 fraud_Streich, Hansen and Veum gas_transport 70.45
## 2601 fraud_Friesen-Stamm gas_transport 78.75
## 2602 fraud_Donnelly PLC misc_net 1.10
## 2603 fraud_Christiansen-Gusikowski misc_pos 1.48
## 2604 fraud_O'Hara-Wilderman food_dining 37.80
## 2605 fraud_Roob LLC grocery_net 46.42
## 2606 fraud_Pacocha-O'Reilly grocery_pos 201.88
## 2607 fraud_Christiansen, Goyette and Schamberger gas_transport 70.29
## 2608 fraud_Hackett-Lueilwitz grocery_pos 135.71
## 2609 fraud_Towne, Greenholt and Koepp shopping_net 1.34
## 2610 fraud_Casper, Hand and Zulauf grocery_pos 102.09
## 2611 fraud_Goldner, Kovacek and Abbott grocery_pos 43.87
## 2612 fraud_Turner, Ruecker and Parisian misc_pos 6.34
## 2613 fraud_Romaguera, Cruickshank and Greenholt shopping_net 84.49
## 2614 fraud_Parisian and Sons gas_transport 72.51
## 2615 fraud_Mosciski, Ziemann and Farrell shopping_net 86.02
## 2616 fraud_Dibbert-Green entertainment 10.29
## 2617 fraud_Rowe, Batz and Goodwin grocery_pos 77.66
## 2618 fraud_Kutch and Sons grocery_pos 98.10
## 2619 fraud_Morissette, Weber and Wiegand grocery_net 48.99
## 2620 fraud_Kutch, Hermiston and Farrell gas_transport 63.15
## 2621 fraud_Prohaska-Murray gas_transport 66.03
## 2622 fraud_Dickinson-Rempel misc_pos 2.11
## 2623 fraud_Mosciski, Gislason and Mertz grocery_pos 55.04
## 2624 fraud_Rippin, Kub and Mann misc_net 1.46
## 2625 fraud_Ruecker Group misc_net 2.85
## 2626 fraud_Kihn, Abernathy and Douglas shopping_net 1.19
## 2627 fraud_Goyette, Howell and Collier shopping_pos 27.73
## 2628 fraud_Gislason Group misc_pos 263.68
## 2629 fraud_Johnston, Nikolaus and Maggio grocery_net 63.33
## 2630 fraud_Bernier, Streich and Jewess grocery_net 51.06
## 2631 fraud_Mosciski, Ziemann and Farrell shopping_net 5.27
## 2632 fraud_Heller-Langosh gas_transport 73.28
## 2633 fraud_Berge LLC gas_transport 79.01
## 2634 fraud_Emard Inc gas_transport 44.45
## 2635 fraud_Hudson-Ratke grocery_pos 210.76
## 2636 fraud_Klocko LLC misc_net 727.30
## 2637 fraud_Ankunding LLC shopping_net 90.82
## 2638 fraud_Goodwin-Nitzsche grocery_pos 107.32
## 2639 fraud_Lind, Huel and McClure gas_transport 42.22
## 2640 fraud_Weimann, Kuhic and Beahan shopping_pos 17.17
## 2641 fraud_Jast-McDermott shopping_pos 41.40
## 2642 fraud_Kutch LLC gas_transport 73.69
## 2643 fraud_Rodriguez, Yost and Jenkins misc_net 1.68
## 2644 fraud_Cummerata-Jones gas_transport 53.78
## 2645 fraud_Kling Inc gas_transport 44.27
## 2646 fraud_Wolf Inc grocery_pos 191.41
## 2647 fraud_Zieme, Bode and Dooley gas_transport 71.00
## 2648 fraud_Goodwin-Nitzsche grocery_pos 97.65
## 2649 fraud_Pfeffer LLC grocery_net 90.90
## 2650 fraud_Kutch-Hegmann grocery_net 67.33
## 2651 fraud_Cummings LLC gas_transport 75.86
## 2652 fraud_Erdman-Kertzmann gas_transport 70.14
## 2653 fraud_Durgan-Auer misc_net 69.70
## 2654 fraud_Bins, Balistreri and Beatty shopping_pos 5.49
## 2655 fraud_Bartoletti-Wunsch gas_transport 88.76
## 2656 fraud_Dibbert and Sons entertainment 6.81
## 2657 fraud_Bradtke PLC grocery_pos 42.98
## 2658 fraud_Maggio-Fahey misc_pos 2.39
## 2659 fraud_Kerluke PLC misc_net 2.87
## 2660 fraud_Doyle Ltd grocery_pos 37.69
## 2661 fraud_Olson, Becker and Koch gas_transport 67.42
## 2662 fraud_Cartwright-Harris grocery_pos 139.44
## 2663 fraud_Friesen-D'Amore gas_transport 75.91
## 2664 fraud_Kling-Grant grocery_net 66.29
## 2665 fraud_Barton Inc grocery_pos 43.34
## 2666 fraud_Hudson-Grady shopping_pos 5.45
## 2667 fraud_Lynch Ltd shopping_pos 138.24
## 2668 fraud_Ruecker Group misc_net 9.67
## 2669 fraud_Conroy-Cruickshank gas_transport 54.28
## 2670 fraud_Eichmann, Bogan and Rodriguez gas_transport 80.19
## 2671 fraud_Stamm-Witting shopping_net 2.19
## 2672 fraud_Dach-Borer grocery_net 54.37
## 2673 fraud_Gottlieb, Considine and Schultz shopping_net 84.61
## 2674 fraud_Dach-Nader misc_net 7.61
## 2675 fraud_Berge LLC gas_transport 70.20
## 2676 fraud_Olson, Becker and Koch gas_transport 62.16
## 2677 fraud_Olson, Becker and Koch gas_transport 50.25
## 2678 fraud_Kiehn Inc grocery_pos 119.46
## 2679 fraud_Bednar Group misc_net 785.98
## 2680 fraud_Parisian and Sons gas_transport 53.17
## 2681 fraud_Reichert, Huels and Hoppe shopping_net 93.94
## 2682 fraud_Rippin, Kub and Mann misc_net 140.47
## 2683 fraud_Kozey-Boehm shopping_net 6.12
## 2684 fraud_Kerluke, Kertzmann and Wiza misc_net 106.01
## 2685 fraud_Bauch-Raynor grocery_pos 128.15
## 2686 fraud_Roob, Conn and Tremblay shopping_pos 9.32
## 2687 fraud_Jaskolski-Dibbert grocery_net 29.67
## 2688 fraud_Doyle Ltd grocery_pos 75.53
## 2689 fraud_Adams, Kovacek and Kuhlman grocery_net 39.69
## 2690 fraud_Cummerata-Jones gas_transport 56.15
## 2691 fraud_Mosciski, Gislason and Mertz grocery_pos 166.60
## 2692 fraud_Mante Group misc_net 147.79
## 2693 fraud_Kunze Inc grocery_pos 49.30
## 2694 fraud_Hudson-Ratke grocery_pos 104.79
## 2695 fraud_Cole PLC grocery_pos 108.50
## 2696 fraud_Nienow, Ankunding and Collier misc_pos 14.45
## 2697 fraud_Jewess LLC shopping_pos 54.05
## 2698 fraud_Huels-Nolan gas_transport 61.88
## 2699 fraud_Boyer-Reichert shopping_net 5.69
## 2700 fraud_McDermott-Weimann grocery_pos 65.80
## 2701 fraud_Prohaska-Murray gas_transport 68.28
## 2702 fraud_Zieme, Bode and Dooley gas_transport 45.22
## 2703 fraud_Bogisich Inc grocery_pos 133.96
## 2704 fraud_Robel, Cummerata and Prosacco gas_transport 62.06
## 2705 fraud_Cartwright-Harris grocery_pos 98.45
## 2706 fraud_Rutherford-Mertz grocery_pos 92.05
## 2707 fraud_Terry, Johns and Bins misc_pos 2.12
## 2708 fraud_Friesen-Stamm gas_transport 59.20
## 2709 fraud_Harris Inc gas_transport 48.50
## 2710 fraud_Christiansen-Gusikowski misc_pos 7.11
## 2711 fraud_Lockman, West and Runte grocery_pos 90.78
## 2712 fraud_Cole PLC grocery_pos 68.32
## 2713 fraud_Goodwin-Nitzsche grocery_pos 236.37
## 2714 fraud_Corwin-Collins gas_transport 36.82
## 2715 fraud_Herman, Treutel and Dickens misc_net 8.84
## 2716 fraud_Kerluke Inc misc_net 6.32
## 2717 fraud_Douglas, Schneider and Turner shopping_pos 40.55
## 2718 fraud_Swaniawski, Bahringer and Ledner grocery_net 19.46
## 2719 fraud_Buckridge PLC misc_pos 5.93
## 2720 fraud_Christiansen, Goyette and Schamberger gas_transport 71.80
## 2721 fraud_Heller, Gutmann and Zieme grocery_pos 184.08
## 2722 fraud_Kuhn LLC shopping_pos 1.26
## 2723 fraud_Flatley Group misc_pos 4.13
## 2724 fraud_Kiehn-Emmerich grocery_pos 193.22
## 2725 fraud_Berge LLC gas_transport 52.94
## 2726 fraud_Pagac LLC shopping_pos 6.11
## 2727 fraud_Luettgen PLC gas_transport 82.08
## 2728 fraud_Funk Group grocery_net 85.16
## 2729 fraud_Huels-Hahn gas_transport 48.42
## 2730 fraud_Kunze Inc grocery_pos 80.44
## 2731 fraud_Kris-Weimann misc_net 526.44
## 2732 fraud_Howe Ltd misc_pos 6.84
## 2733 fraud_Olson, Becker and Koch gas_transport 55.79
## 2734 fraud_Block Group misc_pos 7.82
## 2735 fraud_Friesen-D'Amore gas_transport 79.18
## 2736 fraud_Robel, Cummerata and Prosacco gas_transport 84.43
## 2737 fraud_Kutch and Sons grocery_pos 79.04
## 2738 fraud_Christiansen, Goyette and Schamberger gas_transport 75.49
## 2739 fraud_Bailey-Morar grocery_pos 114.70
## 2740 fraud_Ruecker Group misc_net 437.15
## 2741 fraud_Gutmann Ltd grocery_net 51.87
## 2742 fraud_Runolfsson and Sons grocery_net 45.08
## 2743 fraud_Cummings LLC gas_transport 73.64
## 2744 fraud_Dach-Borer grocery_net 71.05
## 2745 fraud_Funk Group grocery_net 16.50
## 2746 fraud_Klocko LLC misc_net 8.37
## 2747 fraud_Kovacek, Dibbert and Ondricka grocery_pos 113.57
## 2748 fraud_Kutch and Sons grocery_pos 64.96
## 2749 fraud_Terry-Huel shopping_net 110.98
## 2750 fraud_Ruecker Group misc_net 2.56
## 2751 fraud_Mraz-Herzog gas_transport 58.19
## 2752 fraud_Rempel Inc shopping_net 183.90
## 2753 fraud_Ortiz Group grocery_net 37.64
## 2754 fraud_Bauch-Raynor grocery_pos 188.18
## 2755 fraud_Kiehn Inc grocery_pos 86.18
## 2756 fraud_Connelly, Reichert and Fritsch gas_transport 53.82
## 2757 fraud_DuBuque LLC grocery_pos 136.06
## 2758 fraud_Kris-Padberg shopping_pos 2.91
## 2759 fraud_Kutch and Sons grocery_pos 112.46
## 2760 fraud_Corwin-Collins gas_transport 62.41
## 2761 fraud_Erdman-Kertzmann gas_transport 66.30
## 2762 fraud_Berge LLC gas_transport 104.10
## 2763 fraud_Howe Ltd misc_pos 274.36
## 2764 fraud_Pfeffer LLC grocery_net 52.03
## 2765 fraud_Osinski, Ledner and Leuschke grocery_pos 60.21
## 2766 fraud_Lockman, West and Runte grocery_pos 66.38
## 2767 fraud_Trantow PLC grocery_net 40.57
## 2768 fraud_Kerluke Inc misc_net 6.85
## 2769 fraud_Kunde-Sanford misc_net 3.12
## 2770 fraud_Berge LLC gas_transport 82.91
## 2771 fraud_Haley Group misc_pos 29.53
## 2772 fraud_Kling Inc gas_transport 57.54
## 2773 fraud_Kuhic LLC shopping_net 5.27
## 2774 fraud_Parisian and Sons gas_transport 105.34
## 2775 fraud_Cummings LLC gas_transport 58.92
## 2776 fraud_Reilly, Heaney and Cole gas_transport 51.00
## 2777 fraud_Romaguera, Cruickshank and Greenholt shopping_net 1.72
## 2778 fraud_Rau and Sons grocery_pos 54.54
## 2779 fraud_Robel, Cummerata and Prosacco gas_transport 97.23
## 2780 fraud_Frami Group entertainment 27.70
## 2781 fraud_Schoen, Kuphal and Nitzsche grocery_pos 86.39
## 2782 fraud_Towne, Walker and Borer grocery_net 32.35
## 2783 fraud_Lockman, West and Runte grocery_pos 75.64
## 2784 fraud_Lemke-Gutmann shopping_net 2.68
## 2785 fraud_Herman, Treutel and Dickens misc_net 5.41
## 2786 fraud_Friesen-D'Amore gas_transport 75.10
## 2787 fraud_Rau and Sons grocery_pos 83.28
## 2788 fraud_Donnelly PLC misc_net 40.61
## 2789 fraud_Roob LLC grocery_net 103.32
## 2790 fraud_Kiehn Inc grocery_pos 184.64
## 2791 fraud_Bins-Rice gas_transport 79.55
## 2792 fraud_Wolf Inc grocery_pos 100.65
## 2793 fraud_Flatley-Durgan misc_net 393.64
## 2794 fraud_Beier-Hyatt shopping_pos 2.20
## 2795 fraud_Cummerata-Jones gas_transport 54.57
## 2796 fraud_Prohaska-Murray gas_transport 67.89
## 2797 fraud_Predovic Inc shopping_net 89.60
## 2798 fraud_Moen, Reinger and Murphy grocery_pos 112.13
## 2799 fraud_Christiansen-Gusikowski misc_pos 4.55
## 2800 fraud_Schaefer, Maggio and Daugherty gas_transport 34.80
## 2801 fraud_Strosin-Cruickshank grocery_pos 232.95
## 2802 fraud_Emard Inc gas_transport 97.34
## 2803 fraud_Koepp-Witting grocery_pos 118.66
## 2804 fraud_Schaefer, McGlynn and Bosco gas_transport 68.21
## 2805 fraud_Yost, Block and Koepp misc_pos 111.47
## 2806 fraud_Rodriguez Group gas_transport 40.85
## 2807 fraud_Kuphal-Bartoletti misc_net 2.23
## 2808 fraud_Stoltenberg-Beatty shopping_pos 7.06
## 2809 fraud_Gleason-Macejkovic shopping_net 2.47
## 2810 fraud_Towne, Greenholt and Koepp shopping_net 9.12
## 2811 fraud_Berge LLC gas_transport 64.54
## 2812 fraud_Marks Inc gas_transport 64.00
## 2813 fraud_Harber Inc gas_transport 56.02
## 2814 fraud_Zieme, Bode and Dooley gas_transport 61.64
## 2815 fraud_Dicki Ltd grocery_net 46.25
## 2816 fraud_Heidenreich PLC grocery_pos 105.84
## 2817 fraud_Flatley-Durgan misc_net 6.80
## 2818 fraud_Spinka-Welch grocery_net 119.63
## 2819 fraud_Doyle Ltd grocery_pos 103.66
## 2820 fraud_Kiehn-Emmerich grocery_pos 77.45
## 2821 fraud_Botsford Ltd shopping_pos 7.66
## 2822 fraud_Huel, Hammes and Witting grocery_pos 95.26
## 2823 fraud_Koepp-Witting grocery_pos 104.66
## 2824 fraud_Bernier, Volkman and Hoeger misc_net 5.23
## 2825 fraud_Jenkins, Hauck and Friesen gas_transport 62.26
## 2826 fraud_Padberg-Welch grocery_pos 83.24
## 2827 fraud_Koepp-Parker grocery_pos 64.73
## 2828 fraud_Reichert, Huels and Hoppe shopping_net 5.67
## 2829 fraud_Jaskolski-Vandervort misc_net 16.14
## 2830 fraud_Roberts-Beahan misc_pos 6.89
## 2831 fraud_Barrows PLC shopping_pos 8.06
## 2832 fraud_Gerlach Inc shopping_net 98.18
## 2833 fraud_Huel, Hammes and Witting grocery_pos 29.70
## 2834 fraud_Osinski, Ledner and Leuschke grocery_pos 211.06
## 2835 fraud_Torp-Lemke misc_pos 179.96
## 2836 fraud_Schmitt Inc gas_transport 45.49
## 2837 fraud_Kassulke PLC shopping_net 7.26
## 2838 fraud_Fisher Inc shopping_net 6.38
## 2839 fraud_Howe Ltd misc_pos 27.94
## 2840 fraud_McDermott-Rice misc_pos 47.59
## 2841 fraud_Fisher-Schowalter shopping_net 244.65
## 2842 fraud_Kovacek, Dibbert and Ondricka grocery_pos 48.27
## 2843 fraud_Towne, Walker and Borer grocery_net 39.02
## 2844 fraud_Huel-Langworth misc_net 107.14
## 2845 fraud_Roberts-Beahan misc_pos 5.30
## 2846 fraud_Murray Ltd grocery_net 28.43
## 2847 fraud_Reichert, Rowe and Mraz shopping_net 2.81
## 2848 fraud_Moen, Reinger and Murphy grocery_pos 200.34
## 2849 fraud_Lynch Ltd shopping_pos 1.04
## 2850 fraud_Harris Inc gas_transport 62.32
## 2851 fraud_Friesen-Stamm gas_transport 53.83
## 2852 fraud_Stamm-Rodriguez misc_pos 4.15
## 2853 fraud_Pollich LLC home 319.37
## 2854 fraud_Daugherty LLC kids_pets 42.68
## 2855 fraud_Cole, Hills and Jewess home 58.39
## 2856 fraud_Nitzsche, Kessler and Wolff shopping_pos 8.90
## 2857 fraud_Pfeffer and Sons shopping_pos 2.74
## 2858 fraud_Windler, Goodwin and Kovacek home 39.91
## 2859 fraud_Bogisich-Weimann kids_pets 52.97
## 2860 fraud_Champlin-Casper home 109.43
## 2861 fraud_Altenwerth, Cartwright and Koss shopping_net 7.42
## 2862 fraud_Kling, Howe and Schneider home 51.21
## 2863 fraud_Ziemann-Waters health_fitness 105.46
## 2864 fraud_Johns-Hoeger entertainment 34.68
## 2865 fraud_Romaguera Ltd health_fitness 45.61
## 2866 fraud_Klocko, Runolfsdottir and Breitenberg health_fitness 153.41
## 2867 fraud_Baumbach Ltd personal_care 23.26
## 2868 fraud_Schneider, Hayes and Nikolaus food_dining 56.27
## 2869 fraud_Waters-Cruickshank health_fitness 72.10
## 2870 fraud_Gottlieb-Hansen personal_care 75.39
## 2871 fraud_Thiel PLC misc_pos 10.48
## 2872 fraud_Hermiston, Russel and Price food_dining 5.63
## 2873 fraud_Adams-Barrows health_fitness 4.98
## 2874 fraud_Bode-Schuster kids_pets 101.96
## 2875 fraud_Larkin, Stracke and Greenfelder entertainment 13.81
## 2876 fraud_Schmeler-Howe personal_care 28.27
## 2877 fraud_Crona and Sons kids_pets 37.60
## 2878 fraud_Kuhic LLC shopping_net 2.42
## 2879 fraud_Feil-Morar health_fitness 18.01
## 2880 fraud_Johns-Hoeger entertainment 71.44
## 2881 fraud_Hickle Group shopping_pos 6.04
## 2882 fraud_Jakubowski Inc home 73.50
## 2883 fraud_Daugherty LLC kids_pets 34.79
## 2884 fraud_Waelchi Inc kids_pets 4.92
## 2885 fraud_Collier LLC home 60.75
## 2886 fraud_Bernhard-Lesch food_dining 52.67
## 2887 fraud_Sawayn PLC shopping_pos 2.16
## 2888 fraud_Botsford PLC home 11.76
## 2889 fraud_O'Hara-Wilderman food_dining 67.78
## 2890 fraud_Towne, Greenholt and Koepp shopping_net 50.08
## 2891 fraud_O'Connell, Botsford and Hand home 141.70
## 2892 fraud_Hermiston, Pacocha and Smith health_fitness 60.64
## 2893 fraud_Kub PLC personal_care 72.67
## 2894 fraud_Skiles LLC home 72.18
## 2895 fraud_Weimann-Lockman kids_pets 127.79
## 2896 fraud_Kihn-Fritsch food_dining 54.74
## 2897 fraud_O'Connell, Botsford and Hand home 5.10
## 2898 fraud_Bahringer, Bergnaum and Quitzon home 9.04
## 2899 fraud_Morissette PLC shopping_pos 104.59
## 2900 fraud_Sporer-Keebler personal_care 8.06
## 2901 fraud_Prosacco LLC personal_care 7.68
## 2902 fraud_Ritchie, Oberbrunner and Cremin travel 7.20
## 2903 fraud_Daugherty-Thompson food_dining 63.14
## 2904 fraud_Spencer PLC entertainment 41.37
## 2905 fraud_Stark-Koss home 54.29
## 2906 fraud_Conroy, Balistreri and Gorczany health_fitness 148.98
## 2907 fraud_Labadie, Treutel and Bode shopping_net 19.93
## 2908 fraud_Beier and Sons home 27.18
## 2909 fraud_Haag-Blanda food_dining 46.14
## 2910 fraud_Towne LLC misc_pos 6.26
## 2911 fraud_Swift PLC kids_pets 49.43
## 2912 fraud_Kutch, Steuber and Gerhold food_dining 1.68
## 2913 fraud_Konopelski, Schneider and Hartmann food_dining 55.70
## 2914 fraud_Schoen, Nienow and Bauch personal_care 44.64
## 2915 fraud_Cormier LLC shopping_net 165.47
## 2916 fraud_McKenzie-Huels food_dining 1.20
## 2917 fraud_Auer LLC personal_care 72.65
## 2918 fraud_Ullrich Ltd kids_pets 30.87
## 2919 fraud_Volkman PLC food_dining 60.47
## 2920 fraud_Kilback and Sons entertainment 79.39
## 2921 fraud_Romaguera, Cruickshank and Greenholt shopping_net 7.52
## 2922 fraud_Auer LLC personal_care 4.48
## 2923 fraud_Bradtke, Torp and Bahringer personal_care 28.31
## 2924 fraud_Cormier LLC health_fitness 32.27
## 2925 fraud_Upton PLC entertainment 177.26
## 2926 fraud_Schimmel-Olson kids_pets 60.62
## 2927 fraud_Hoppe-Parisian kids_pets 91.41
## 2928 fraud_Abbott-Rogahn entertainment 82.37
## 2929 fraud_Romaguera, Wehner and Tromp kids_pets 32.30
## 2930 fraud_Hagenes, Hermann and Stroman travel 515.33
## 2931 fraud_Will Ltd food_dining 31.98
## 2932 fraud_Kilback and Sons entertainment 4.44
## 2933 fraud_Pacocha-Weissnat kids_pets 5.44
## 2934 fraud_Pfeffer and Sons shopping_pos 1.95
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## 2999 fraud_Schuppe LLC entertainment 74.11
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## 3141 fraud_Effertz LLC entertainment 67.72
## 3142 fraud_Fadel-Hilpert health_fitness 2.39
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## 3369 fraud_Hilpert-Conroy kids_pets 38.18
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## 3371 fraud_Lynch-Wisozk home 86.86
## 3372 fraud_Bartoletti and Sons personal_care 65.71
## 3373 fraud_Ernser-Feest home 21.41
## 3374 fraud_Gleason and Sons kids_pets 52.93
## 3375 fraud_Mayert Group shopping_pos 134.07
## 3376 fraud_Abbott-Rogahn entertainment 208.96
## 3377 fraud_Padberg-Sauer home 43.92
## 3378 fraud_Bernhard, Grant and Langworth shopping_pos 9.53
## 3379 fraud_Moore, Williamson and Emmerich home 12.99
## 3380 fraud_Leffler-Goldner personal_care 12.15
## 3381 fraud_Ferry, Lynch and Kautzer misc_net 128.93
## 3382 fraud_Ledner, Hartmann and Feest health_fitness 9.63
## 3383 fraud_Reilly LLC home 40.94
## 3384 fraud_Stoltenberg-Beatty shopping_pos 9.49
## 3385 fraud_Hermiston, Pacocha and Smith health_fitness 18.93
## 3386 fraud_Morissette-Schaefer personal_care 118.94
## 3387 fraud_Larkin, Stracke and Greenfelder entertainment 41.24
## 3388 fraud_Kutch-Wilderman home 35.23
## 3389 fraud_Watsica LLC personal_care 16.47
## 3390 fraud_Kihn-Schuster food_dining 28.07
## 3391 fraud_Shanahan-Lehner personal_care 100.98
## 3392 fraud_Lynch-Mohr travel 1.90
## 3393 fraud_Stoltenberg-Beatty shopping_pos 2.44
## 3394 fraud_Swaniawski, Lowe and Robel shopping_pos 4.63
## 3395 fraud_Kutch-Ferry home 81.40
## 3396 fraud_Jacobi and Sons shopping_pos 53.54
## 3397 fraud_Baumbach, Strosin and Nicolas shopping_pos 32.61
## 3398 fraud_Schiller, Blanda and Johnson home 55.84
## 3399 fraud_Carroll PLC health_fitness 79.28
## 3400 fraud_Cartwright PLC kids_pets 51.86
## 3401 fraud_Okuneva, Schneider and Rau shopping_pos 430.82
## 3402 fraud_Kling, Howe and Schneider home 5.50
## 3403 fraud_Kuphal-Toy food_dining 34.19
## 3404 fraud_Haley, Batz and Auer health_fitness 18.76
## 3405 fraud_Larkin Ltd kids_pets 9.13
## 3406 fraud_Witting, Beer and Ernser home 74.62
## 3407 fraud_Gleason and Sons kids_pets 31.07
## 3408 fraud_Hermann and Sons shopping_pos 2.14
## 3409 fraud_Langworth, Boehm and Gulgowski shopping_net 16.32
## 3410 fraud_O'Reilly, Mohr and Purdy home 10.09
## 3411 fraud_Armstrong, Walter and Gottlieb food_dining 17.09
## 3412 fraud_Satterfield-Lowe travel 90.81
## 3413 fraud_Parker-Kunde personal_care 21.05
## 3414 fraud_Rau-Robel kids_pets 45.20
## 3415 fraud_Bins-Howell personal_care 1.48
## 3416 fraud_Douglas-White entertainment 8.88
## 3417 fraud_Jacobi Inc health_fitness 26.20
## 3418 fraud_Abshire PLC entertainment 76.16
## 3419 fraud_Morissette-Schaefer personal_care 42.58
## 3420 fraud_Prosacco LLC personal_care 46.88
## 3421 fraud_Hagenes, Kohler and Hoppe food_dining 51.44
## 3422 fraud_Greenholt, O'Hara and Balistreri shopping_net 4.97
## 3423 fraud_Kling, Howe and Schneider home 45.55
## 3424 fraud_McDermott-Rice misc_pos 6.60
## 3425 fraud_Streich, Rolfson and Wilderman kids_pets 7.52
## 3426 fraud_Breitenberg-Hermiston kids_pets 173.89
## 3427 fraud_Langworth LLC personal_care 5.02
## 3428 fraud_Streich Ltd home 41.66
## 3429 fraud_Padberg-Rogahn entertainment 158.95
## 3430 fraud_Pouros-Conroy shopping_pos 6.44
## 3431 fraud_Waters-Cruickshank health_fitness 31.29
## 3432 fraud_Welch, Rath and Koepp entertainment 101.69
## 3433 fraud_Erdman-Schaden personal_care 18.47
## 3434 fraud_Larkin Ltd kids_pets 92.38
## 3435 fraud_Dibbert-Green entertainment 14.04
## 3436 fraud_Haag-Blanda food_dining 95.20
## 3437 fraud_Turner, Ziemann and Lehner food_dining 20.35
## 3438 fraud_Medhurst, Cartwright and Ebert personal_care 28.85
## 3439 fraud_Corwin-Romaguera travel 3.13
## 3440 fraud_Goyette, Howell and Collier shopping_pos 218.07
## 3441 fraud_Hilpert-Conroy kids_pets 15.68
## 3442 fraud_Gottlieb, Considine and Schultz shopping_net 3.92
## 3443 fraud_Bradtke, Torp and Bahringer personal_care 96.86
## 3444 fraud_Kilback LLC food_dining 70.50
## 3445 fraud_Beier LLC entertainment 84.47
## 3446 fraud_Abshire PLC entertainment 14.02
## 3447 fraud_Strosin-Cruickshank grocery_pos 80.19
## 3448 fraud_Hamill-D'Amore health_fitness 2.24
## 3449 fraud_Bernier, Volkman and Hoeger misc_net 6.99
## 3450 fraud_Dibbert-Green entertainment 34.10
## 3451 fraud_O'Hara-Wilderman food_dining 101.26
## 3452 fraud_Stark-Koss home 47.31
## 3453 fraud_Cole, Hills and Jewess home 38.89
## 3454 fraud_Moore, Williamson and Emmerich home 64.56
## 3455 fraud_Wilkinson LLC personal_care 34.74
## 3456 fraud_Marvin-Lind personal_care 51.00
## 3457 fraud_Hills-Witting shopping_net 2.97
## 3458 fraud_Bradtke, Torp and Bahringer personal_care 74.37
## 3459 fraud_Walter, Hettinger and Kessler personal_care 7.99
## 3460 fraud_Wilkinson LLC personal_care 85.35
## 3461 fraud_Donnelly LLC entertainment 63.47
## 3462 fraud_Hoppe, Harris and Bednar entertainment 65.96
## 3463 fraud_Koss, McLaughlin and Mayer food_dining 55.78
## 3464 fraud_Auer LLC personal_care 46.80
## 3465 fraud_Abernathy and Sons food_dining 1.19
## 3466 fraud_Eichmann-Russel misc_pos 7.32
## 3467 fraud_Howe PLC entertainment 83.88
## 3468 fraud_Koelpin and Sons misc_net 88.70
## 3469 fraud_Pacocha-Bauch shopping_pos 9.81
## 3470 fraud_Bernhard-Lesch food_dining 5.47
## 3471 fraud_Botsford PLC home 49.39
## 3472 fraud_Auer LLC personal_care 33.38
## 3473 fraud_Yost, Block and Koepp misc_pos 3.63
## 3474 fraud_Bode-Schuster kids_pets 44.60
## 3475 fraud_Denesik, Powlowski and Pouros home 57.64
## 3476 fraud_Dooley Inc shopping_pos 60.39
## 3477 fraud_Morissette-Schaefer personal_care 1.42
## 3478 fraud_Fadel-Hilpert health_fitness 145.80
## 3479 fraud_Barrows PLC shopping_pos 4.14
## 3480 fraud_Schuppe-Schuppe food_dining 68.11
## 3481 fraud_Schoen Ltd kids_pets 85.86
## 3482 fraud_Schiller, Blanda and Johnson home 79.76
## 3483 fraud_Turcotte, McKenzie and Koss entertainment 14.54
## 3484 fraud_Breitenberg-Hermiston kids_pets 25.19
## 3485 fraud_Effertz, Welch and Schowalter entertainment 159.94
## 3486 fraud_Witting, Beer and Ernser home 26.10
## 3487 fraud_Altenwerth, Cartwright and Koss shopping_net 6.36
## 3488 fraud_Turcotte, Batz and Buckridge health_fitness 11.67
## 3489 fraud_Feil-Morar health_fitness 27.94
## 3490 fraud_Erdman-Ebert personal_care 87.67
## 3491 fraud_Roberts, Ryan and Smith personal_care 41.73
## 3492 fraud_Hahn, Bahringer and McLaughlin personal_care 81.68
## 3493 fraud_Nienow, Barrows and Romaguera personal_care 52.12
## 3494 fraud_Ernser-Feest home 41.11
## 3495 fraud_Torp, Muller and Borer health_fitness 63.59
## 3496 fraud_Haag-Blanda food_dining 78.93
## 3497 fraud_Pacocha-Bauch shopping_pos 85.12
## 3498 fraud_Howe PLC entertainment 114.86
## 3499 fraud_Schiller, Blanda and Johnson home 85.49
## 3500 fraud_Ritchie, Bradtke and Stiedemann travel 8.89
## 3501 fraud_Connelly PLC food_dining 35.02
## 3502 fraud_Skiles LLC home 79.91
## 3503 fraud_Bahringer, Schoen and Corkery shopping_pos 9.19
## 3504 fraud_Schaefer, Fay and Hilll entertainment 125.39
## 3505 fraud_Hyatt, Russel and Gleichner health_fitness 186.18
## 3506 fraud_Little, Gutmann and Lynch shopping_net 4.00
## 3507 fraud_Schulist Ltd food_dining 10.40
## 3508 fraud_Romaguera Ltd health_fitness 17.82
## 3509 fraud_Gutmann, McLaughlin and Wiza home 59.79
## 3510 fraud_Cronin, Kshlerin and Weber health_fitness 36.20
## 3511 fraud_Ullrich Ltd kids_pets 3.70
## 3512 fraud_Lubowitz-Walter kids_pets 40.90
## 3513 fraud_Heller PLC health_fitness 9.38
## 3514 fraud_Schmidt-Larkin home 69.00
## 3515 fraud_Leannon-Nikolaus travel 7.50
## 3516 fraud_Bins-Tillman entertainment 38.75
## 3517 fraud_Lakin, Ferry and Beatty food_dining 23.71
## 3518 fraud_Beier-Hyatt shopping_pos 1.14
## 3519 fraud_Skiles LLC home 50.96
## 3520 fraud_Quitzon, Green and Bashirian shopping_pos 3.40
## 3521 fraud_Abernathy and Sons food_dining 4.80
## 3522 fraud_Kutch, Steuber and Gerhold food_dining 99.45
## 3523 fraud_Bauch-Blanda entertainment 22.05
## 3524 fraud_Kuhic LLC shopping_net 112.39
## 3525 fraud_Gottlieb Group kids_pets 21.23
## 3526 fraud_White and Sons home 4.10
## 3527 fraud_Wuckert, Wintheiser and Friesen home 43.96
## 3528 fraud_Ruecker Group misc_net 843.91
## 3529 fraud_Bahringer, Bergnaum and Quitzon home 41.35
## 3530 fraud_Erdman-Ebert personal_care 60.13
## 3531 fraud_Lynch Ltd shopping_pos 3.47
## 3532 fraud_Breitenberg-Hermiston kids_pets 18.35
## 3533 fraud_Cassin-Harvey grocery_net 32.31
## 3534 fraud_Schultz, Simonis and Little grocery_pos 136.76
## 3535 fraud_Auer-Mosciski grocery_pos 45.63
## 3536 fraud_Rowe, Batz and Goodwin grocery_pos 46.36
## 3537 fraud_Kiehn-Emmerich grocery_pos 206.07
## 3538 fraud_Streich, Hansen and Veum gas_transport 66.61
## 3539 fraud_Funk Group grocery_net 26.45
## 3540 fraud_Baumbach, Hodkiewicz and Walsh shopping_pos 3.46
## 3541 fraud_Berge LLC gas_transport 48.24
## 3542 fraud_Conroy Ltd shopping_pos 2.87
## 3543 fraud_Ledner-Pfannerstill gas_transport 71.92
## 3544 fraud_Sporer Inc gas_transport 58.93
## 3545 fraud_Cartwright-Harris grocery_pos 115.87
## 3546 fraud_Harris, Gusikowski and Heaney grocery_net 77.37
## 3547 fraud_Heller-Langosh gas_transport 52.50
## 3548 fraud_Trantow PLC grocery_net 41.51
## 3549 fraud_Kuhic, Bins and Pfeffer shopping_net 9.64
## 3550 fraud_Cummings LLC gas_transport 61.13
## 3551 fraud_Beier-Hyatt shopping_pos 159.42
## 3552 fraud_Schmitt Ltd misc_net 27.14
## 3553 fraud_Boehm, Predovic and Reinger misc_pos 658.19
## 3554 fraud_Jaskolski-Dibbert grocery_net 38.81
## 3555 fraud_Kunde-Sanford misc_net 8.70
## 3556 fraud_Murray Ltd grocery_net 42.79
## 3557 fraud_Ruecker, Beer and Collier shopping_net 1.37
## 3558 fraud_DuBuque LLC grocery_pos 168.86
## 3559 fraud_Kiehn Inc grocery_pos 120.32
## 3560 fraud_Romaguera, Cruickshank and Greenholt shopping_net 4.88
## 3561 fraud_Kiehn-Emmerich grocery_pos 148.63
## 3562 fraud_Goldner, Kovacek and Abbott grocery_pos 88.70
## 3563 fraud_Heller-Langosh gas_transport 63.91
## 3564 fraud_Jast and Sons food_dining 75.99
## 3565 fraud_Sawayn PLC shopping_pos 4.18
## 3566 fraud_Huels-Hahn gas_transport 66.43
## 3567 fraud_Dicki Ltd grocery_net 78.22
## 3568 fraud_Deckow-O'Conner grocery_pos 204.56
## 3569 fraud_Bernhard Inc gas_transport 109.34
## 3570 fraud_Sporer Inc gas_transport 67.22
## 3571 fraud_Tillman, Dickinson and Labadie gas_transport 72.95
## 3572 fraud_Bruen-Yost misc_pos 136.83
## 3573 fraud_Spencer-Runolfsson misc_pos 274.43
## 3574 fraud_Osinski, Ledner and Leuschke grocery_pos 159.32
## 3575 fraud_Strosin-Cruickshank grocery_pos 225.68
## 3576 fraud_Osinski, Ledner and Leuschke grocery_pos 130.52
## 3577 fraud_Stiedemann Ltd food_dining 41.39
## 3578 fraud_O'Keefe-Hudson grocery_pos 162.39
## 3579 fraud_Bins, Balistreri and Beatty shopping_pos 7.40
## 3580 fraud_Buckridge PLC misc_pos 4.38
## 3581 fraud_Conroy-Cruickshank gas_transport 10.76
## 3582 fraud_Bailey-Morar grocery_pos 68.14
## 3583 fraud_Boyer PLC misc_pos 5.91
## 3584 fraud_Friesen-Stamm gas_transport 57.22
## 3585 fraud_McDermott-Weimann grocery_pos 187.10
## 3586 fraud_Koelpin and Sons misc_net 4.42
## 3587 fraud_Pouros-Haag shopping_pos 1.08
## 3588 fraud_Doyle Ltd grocery_pos 145.34
## 3589 fraud_Turcotte, McKenzie and Koss entertainment 36.31
## 3590 fraud_Jenkins, Hauck and Friesen gas_transport 59.40
## 3591 fraud_Torphy-Goyette shopping_pos 88.89
## 3592 fraud_Olson, Becker and Koch gas_transport 84.74
## 3593 fraud_Miller-Harris misc_net 2.19
## 3594 fraud_Koepp-Witting grocery_pos 55.18
## 3595 fraud_Miller-Harris misc_net 3.49
## 3596 fraud_Emard Inc gas_transport 58.35
## 3597 fraud_Welch, Rath and Koepp entertainment 1.46
## 3598 fraud_Block-Parisian misc_net 2.27
## 3599 fraud_Raynor, Reinger and Hagenes gas_transport 91.29
## 3600 fraud_Strosin-Cruickshank grocery_pos 209.62
## 3601 fraud_Koepp-Parker grocery_pos 332.35
## 3602 fraud_Bernhard Inc gas_transport 38.24
## 3603 fraud_Kunze Inc grocery_pos 80.46
## 3604 fraud_Huel, Hammes and Witting grocery_pos 90.37
## 3605 fraud_Mosciski, Gislason and Mertz grocery_pos 195.75
## 3606 fraud_Goodwin-Nitzsche grocery_pos 77.61
## 3607 fraud_Kuhn LLC misc_net 27.70
## 3608 fraud_Huels-Nolan gas_transport 74.98
## 3609 fraud_Cummerata-Jones gas_transport 76.92
## 3610 fraud_Lockman Ltd grocery_pos 103.54
## 3611 fraud_Strosin-Cruickshank grocery_pos 87.44
## 3612 fraud_Osinski, Ledner and Leuschke grocery_pos 113.80
## 3613 fraud_Hudson-Ratke grocery_pos 172.45
## 3614 fraud_Casper, Hand and Zulauf grocery_pos 98.65
## 3615 fraud_Little, Gutmann and Lynch shopping_net 84.31
## 3616 fraud_Herman Inc misc_pos 108.19
## 3617 fraud_Zboncak, Rowe and Murazik shopping_net 3.84
## 3618 fraud_Schmitt Inc gas_transport 82.84
## 3619 fraud_Streich, Dietrich and Barton shopping_net 145.43
## 3620 fraud_Torphy-Goyette shopping_pos 144.99
## 3621 fraud_Roob, Conn and Tremblay shopping_pos 342.99
## 3622 fraud_Reilly, Heaney and Cole gas_transport 51.43
## 3623 fraud_Willms, Kris and Bergnaum shopping_pos 6.98
## 3624 fraud_Huels-Nolan gas_transport 69.19
## 3625 fraud_Price Inc shopping_net 96.82
## 3626 fraud_Moen, Reinger and Murphy grocery_pos 185.51
## 3627 fraud_Schumm, McLaughlin and Carter food_dining 56.02
## 3628 fraud_Torp-Labadie gas_transport 74.27
## 3629 fraud_Boyer PLC shopping_net 91.59
## 3630 fraud_O'Keefe-Hudson grocery_pos 100.69
## 3631 fraud_Kilback LLC grocery_pos 63.05
## 3632 fraud_Eichmann-Russel misc_pos 29.67
## 3633 fraud_Huels-Hahn gas_transport 61.15
## 3634 fraud_Conroy Ltd shopping_pos 3.63
## 3635 fraud_Ortiz Group grocery_net 29.38
## 3636 fraud_Kilback LLC grocery_pos 105.04
## 3637 fraud_Tillman, Fritsch and Schmitt misc_net 11.94
## 3638 fraud_Harber Inc gas_transport 67.31
## 3639 fraud_Doyle Ltd grocery_pos 79.32
## 3640 fraud_Roob LLC grocery_net 88.29
## 3641 fraud_Auer-Mosciski grocery_pos 98.89
## 3642 fraud_Robel, Cummerata and Prosacco gas_transport 51.63
## 3643 fraud_Heller, Gutmann and Zieme grocery_pos 233.81
## 3644 fraud_Huels-Hahn gas_transport 50.05
## 3645 fraud_Kassulke PLC shopping_net 4.74
## 3646 fraud_Hagenes, Kohler and Hoppe food_dining 86.54
## 3647 fraud_Morissette, Weber and Wiegand grocery_net 66.06
## 3648 fraud_Casper, Hand and Zulauf grocery_pos 133.27
## 3649 fraud_Corwin-Collins gas_transport 70.13
## 3650 fraud_Kunze Inc grocery_pos 128.84
## 3651 fraud_Conroy-Cruickshank gas_transport 126.63
## 3652 fraud_Padberg-Welch grocery_pos 146.00
## 3653 fraud_Parisian and Sons gas_transport 70.23
## 3654 fraud_Koss and Sons gas_transport 68.36
## 3655 fraud_Haley Group misc_pos 69.32
## 3656 fraud_Lehner, Reichert and Mills misc_pos 22.42
## 3657 fraud_Lind, Huel and McClure gas_transport 77.72
## 3658 fraud_Fisher-Schowalter shopping_net 4.75
## 3659 fraud_Kris-Padberg shopping_pos 8.13
## 3660 fraud_Runolfsson and Sons grocery_net 53.23
## 3661 fraud_Hudson-Ratke grocery_pos 136.84
## 3662 fraud_Hayes, Marquardt and Dibbert misc_net 110.49
## 3663 fraud_Schumm, Bauch and Ondricka grocery_pos 87.13
## 3664 fraud_Schamberger-O'Keefe grocery_pos 205.11
## 3665 fraud_Wisozk and Sons misc_pos 3.60
## 3666 fraud_Weimann, Kuhic and Beahan shopping_pos 563.35
## 3667 fraud_Dare-Marvin entertainment 2.13
## 3668 fraud_Parisian and Sons gas_transport 49.29
## 3669 fraud_Lockman, West and Runte grocery_pos 92.25
## 3670 fraud_Dibbert-Green entertainment 20.80
## 3671 fraud_Raynor, Reinger and Hagenes gas_transport 93.89
## 3672 fraud_Strosin-Cruickshank grocery_pos 315.34
## 3673 fraud_Eichmann, Bogan and Rodriguez gas_transport 54.93
## 3674 fraud_Langworth, Boehm and Gulgowski shopping_net 1.43
## 3675 fraud_Lakin, Ferry and Beatty food_dining 40.68
## 3676 fraud_Rodriguez Group gas_transport 54.60
## 3677 fraud_Halvorson Group misc_pos 5.90
## 3678 fraud_Boehm, Block and Jakubowski misc_pos 3.63
## 3679 fraud_Auer-Mosciski grocery_pos 113.67
## 3680 fraud_Harris, Gusikowski and Heaney grocery_net 57.18
## 3681 fraud_Koepp-Parker grocery_pos 84.82
## 3682 fraud_Roob, Conn and Tremblay shopping_pos 231.72
## 3683 fraud_Cummings LLC gas_transport 64.03
## 3684 fraud_Mohr-Bayer shopping_net 2.96
## 3685 fraud_Kunze Inc grocery_pos 149.42
## 3686 fraud_Schultz, Simonis and Little grocery_pos 217.75
## 3687 fraud_Auer-Mosciski grocery_pos 127.20
## 3688 fraud_DuBuque LLC grocery_pos 119.80
## 3689 fraud_Rau and Sons grocery_pos 94.23
## 3690 fraud_Terry, Johns and Bins misc_pos 4.15
## 3691 fraud_Stark-Batz entertainment 8.77
## 3692 fraud_Corwin-Gorczany misc_net 2.98
## 3693 fraud_Raynor, Feest and Miller gas_transport 24.49
## 3694 fraud_Towne, Walker and Borer grocery_net 51.21
## 3695 fraud_Mraz-Herzog gas_transport 85.87
## 3696 fraud_Hayes, Marquardt and Dibbert misc_net 2.63
## 3697 fraud_Moen, Reinger and Murphy grocery_pos 59.35
## 3698 fraud_Heller, Gutmann and Zieme grocery_pos 52.75
## 3699 fraud_Roberts-Beahan misc_pos 36.83
## 3700 fraud_Huels-Nolan gas_transport 63.62
## 3701 fraud_Prohaska-Murray gas_transport 76.84
## 3702 fraud_Berge LLC gas_transport 72.57
## 3703 fraud_Ledner-Pfannerstill gas_transport 60.71
## 3704 fraud_Greenholt, Jacobi and Gleason gas_transport 48.95
## 3705 fraud_Kling Inc gas_transport 60.10
## 3706 fraud_Schultz, Simonis and Little grocery_pos 102.42
## 3707 fraud_Schmidt and Sons shopping_net 32.62
## 3708 fraud_Hackett-Lueilwitz grocery_pos 138.31
## 3709 fraud_Huels-Nolan gas_transport 76.60
## 3710 fraud_Koepp-Parker grocery_pos 110.75
## 3711 fraud_Stroman, Hudson and Erdman gas_transport 51.48
## 3712 fraud_Greenfelder, Bartoletti and Davis misc_net 1.76
## 3713 fraud_Padberg-Welch grocery_pos 129.03
## 3714 fraud_Reichel Inc entertainment 1.61
## 3715 fraud_Jaskolski-Dibbert grocery_net 68.73
## 3716 fraud_Connelly, Reichert and Fritsch gas_transport 83.30
## 3717 fraud_Cummings LLC gas_transport 37.57
## 3718 fraud_O'Keefe-Hudson grocery_pos 133.63
## 3719 fraud_Conroy Ltd shopping_pos 7.50
## 3720 fraud_Jaskolski-Dibbert grocery_net 59.55
## 3721 fraud_Jenkins, Hauck and Friesen gas_transport 63.91
## 3722 fraud_Kerluke-Abshire shopping_net 111.80
## 3723 fraud_Zemlak Group misc_net 948.46
## 3724 fraud_Stroman, Hudson and Erdman gas_transport 51.38
## 3725 fraud_Mosciski, Gislason and Mertz grocery_pos 66.54
## 3726 fraud_Schaefer, Maggio and Daugherty gas_transport 69.31
## 3727 fraud_Kutch LLC gas_transport 82.56
## 3728 fraud_Cummerata-Jones gas_transport 82.64
## 3729 fraud_Rowe, Batz and Goodwin grocery_pos 138.96
## 3730 fraud_Torp-Lemke misc_pos 40.10
## 3731 fraud_Conroy-Cruickshank gas_transport 111.83
## 3732 fraud_Kiehn Inc grocery_pos 79.30
## 3733 fraud_Cartwright-Harris grocery_pos 61.25
## 3734 fraud_Spencer-Runolfsson misc_pos 20.32
## 3735 fraud_Watsica, Haag and Considine shopping_pos 5.03
## 3736 fraud_Bailey-Morar grocery_pos 94.73
## 3737 fraud_Harris, Gusikowski and Heaney grocery_net 68.14
## 3738 fraud_Berge LLC gas_transport 94.71
## 3739 fraud_Kerluke, Considine and Macejkovic misc_net 9.44
## 3740 fraud_Stanton, Jakubowski and Baumbach shopping_net 86.34
## 3741 fraud_Luettgen PLC gas_transport 71.56
## 3742 fraud_Kutch Group grocery_net 14.40
## 3743 fraud_Lockman, West and Runte grocery_pos 143.04
## 3744 fraud_Erdman-Kertzmann gas_transport 63.16
## 3745 fraud_Bins-Rice gas_transport 49.57
## 3746 fraud_Moen, Reinger and Murphy grocery_pos 128.33
## 3747 fraud_Goldner, Kovacek and Abbott grocery_pos 119.04
## 3748 fraud_Volkman Ltd misc_net 73.55
## 3749 fraud_Weber and Sons food_dining 55.86
## 3750 fraud_Vandervort-Funk grocery_pos 99.92
## 3751 fraud_Bruen-Yost misc_pos 25.88
## 3752 fraud_Greenholt, Jacobi and Gleason gas_transport 82.19
## 3753 fraud_Huels-Hahn gas_transport 36.45
## 3754 fraud_Lehner, Mosciski and King misc_net 5.02
## 3755 fraud_Haley, Jewess and Bechtelar shopping_pos 10.33
## 3756 fraud_Yost, Block and Koepp misc_pos 44.06
## 3757 fraud_Moen, Reinger and Murphy grocery_pos 86.54
## 3758 fraud_Spinka Inc grocery_net 48.29
## 3759 fraud_Mohr Inc shopping_pos 2.89
## 3760 fraud_Schaefer, McGlynn and Bosco gas_transport 53.04
## 3761 fraud_Mraz-Herzog gas_transport 70.27
## 3762 fraud_Casper, Hand and Zulauf grocery_pos 191.16
## 3763 fraud_Kozey-Boehm shopping_net 72.92
## 3764 fraud_Miller-Hauck grocery_pos 99.76
## 3765 fraud_Bashirian Group shopping_net 77.15
## 3766 fraud_Towne, Walker and Borer grocery_net 43.89
## 3767 fraud_Lebsack and Sons misc_net 8.51
## 3768 fraud_Christiansen-Gusikowski misc_pos 4.28
## 3769 fraud_Kutch-Hegmann grocery_net 56.99
## 3770 fraud_Huel-Langworth misc_net 108.09
## 3771 fraud_Conroy-Cruickshank gas_transport 51.12
## 3772 fraud_Raynor, Feest and Miller gas_transport 70.91
## 3773 fraud_Kuhic LLC shopping_net 5.13
## 3774 fraud_Mosciski, Gislason and Mertz grocery_pos 195.23
## 3775 fraud_Flatley-Durgan misc_net 185.10
## 3776 fraud_Cummerata-Jones gas_transport 62.46
## 3777 fraud_Rodriguez, Yost and Jenkins misc_net 4.48
## 3778 fraud_Schultz, Simonis and Little grocery_pos 62.82
## 3779 fraud_Hills-Olson grocery_net 28.84
## 3780 fraud_Kunde-Sanford misc_net 7.03
## 3781 fraud_Roob LLC grocery_net 23.22
## 3782 fraud_Kuhic, Bins and Pfeffer shopping_net 103.39
## 3783 fraud_Roob LLC grocery_net 117.95
## 3784 fraud_Rau and Sons grocery_pos 128.15
## 3785 fraud_Lemke-Gutmann shopping_net 69.94
## 3786 fraud_Auer-Mosciski grocery_pos 91.71
## 3787 fraud_Harber Inc gas_transport 51.95
## 3788 fraud_Fadel, Mertz and Rippin entertainment 302.11
## 3789 fraud_Dach-Nader misc_net 41.71
## 3790 fraud_Eichmann-Russel misc_pos 45.70
## 3791 fraud_Conroy-Cruickshank gas_transport 72.66
## 3792 fraud_Hackett-Lueilwitz grocery_pos 69.50
## 3793 fraud_Kerluke, Kertzmann and Wiza misc_net 4.88
## 3794 fraud_Erdman-Kertzmann gas_transport 46.59
## 3795 fraud_Schoen, Kuphal and Nitzsche grocery_pos 41.76
## 3796 fraud_Lesch Ltd shopping_pos 145.03
## 3797 fraud_Cormier LLC shopping_net 18.84
## 3798 fraud_Heidenreich PLC grocery_pos 103.46
## 3799 fraud_Rutherford-Mertz grocery_pos 203.31
## 3800 fraud_Huel Ltd misc_net 88.09
## 3801 fraud_Block-Parisian misc_net 208.88
## 3802 fraud_Rowe, Batz and Goodwin grocery_pos 191.93
## 3803 fraud_Boyer PLC misc_pos 98.16
## 3804 fraud_Kuhn LLC shopping_pos 3.68
## 3805 fraud_Baumbach, Strosin and Nicolas shopping_pos 9.57
## 3806 fraud_Emard Inc gas_transport 67.75
## 3807 fraud_Robel, Cummerata and Prosacco gas_transport 88.02
## 3808 fraud_Boehm, Block and Jakubowski misc_pos 19.44
## 3809 fraud_Heidenreich PLC grocery_pos 98.43
## 3810 fraud_Zemlak Group misc_net 1.61
## 3811 fraud_Little, Gutmann and Lynch shopping_net 2.31
## 3812 fraud_Goldner, Kovacek and Abbott grocery_pos 108.92
## 3813 fraud_Schmeler Inc misc_pos 32.39
## 3814 fraud_Lockman Ltd grocery_pos 110.07
## 3815 fraud_Kiehn Inc grocery_pos 105.39
## 3816 fraud_Schmitt Inc gas_transport 81.25
## 3817 fraud_Morissette, Weber and Wiegand grocery_net 88.50
## 3818 fraud_Brekke and Sons gas_transport 67.46
## 3819 fraud_Jewess LLC shopping_pos 7.04
## 3820 fraud_Schmidt and Sons shopping_net 1.70
## 3821 fraud_Langworth, Boehm and Gulgowski shopping_net 6.45
## 3822 fraud_Tillman, Dickinson and Labadie gas_transport 84.24
## 3823 fraud_Kling-Grant grocery_net 5.26
## 3824 fraud_Ankunding LLC shopping_net 3.14
## 3825 fraud_Brekke and Sons gas_transport 78.67
## 3826 fraud_Streich, Hansen and Veum gas_transport 49.41
## 3827 fraud_Olson, Becker and Koch gas_transport 57.09
## 3828 fraud_Brekke and Sons gas_transport 85.33
## 3829 fraud_Bailey-Morar grocery_pos 207.48
## 3830 fraud_Padberg-Welch grocery_pos 83.50
## 3831 fraud_Kohler, Lindgren and Koelpin grocery_net 36.48
## 3832 fraud_Douglas-White entertainment 57.92
## 3833 fraud_Pacocha-O'Reilly grocery_pos 138.01
## 3834 fraud_Sporer Inc gas_transport 51.18
## 3835 fraud_Boehm, Predovic and Reinger misc_pos 4.03
## 3836 fraud_Lehner, Mosciski and King misc_net 5.24
## 3837 fraud_Durgan-Auer misc_net 116.26
## 3838 fraud_Doyle Ltd grocery_pos 114.80
## 3839 fraud_Schaefer, McGlynn and Bosco gas_transport 90.29
## 3840 fraud_Halvorson Group misc_pos 43.90
## 3841 fraud_Lehner, Mosciski and King misc_net 1.79
## 3842 fraud_Labadie, Treutel and Bode shopping_net 18.24
## 3843 fraud_Pagac LLC shopping_pos 7.21
## 3844 fraud_Hermann and Sons shopping_pos 3.52
## 3845 fraud_Robel, Cummerata and Prosacco gas_transport 60.41
## 3846 fraud_Reynolds-Schinner misc_pos 25.75
## 3847 fraud_Stracke-Lemke grocery_pos 98.22
## 3848 fraud_Bradtke PLC grocery_pos 79.82
## 3849 fraud_Kiehn Inc grocery_pos 162.50
## 3850 fraud_Padberg-Rogahn entertainment 22.17
## 3851 fraud_Emard Inc gas_transport 71.17
## 3852 fraud_Corwin-Collins gas_transport 56.10
## 3853 fraud_Kuvalis Ltd gas_transport 54.36
## 3854 fraud_Schaefer, Maggio and Daugherty gas_transport 76.27
## 3855 fraud_Hayes, Marquardt and Dibbert misc_net 5.55
## 3856 fraud_Kerluke-Abshire shopping_net 104.85
## 3857 fraud_Kutch and Sons grocery_pos 65.22
## 3858 fraud_Bradtke PLC grocery_pos 73.20
## 3859 fraud_Moore, Dibbert and Koepp misc_net 245.14
## 3860 fraud_Cummerata-Hilpert entertainment 168.96
## 3861 fraud_Friesen-Stamm gas_transport 88.58
## 3862 fraud_Prohaska-Murray gas_transport 86.66
## 3863 fraud_Dicki Ltd grocery_net 58.79
## 3864 fraud_Kerluke, Kertzmann and Wiza misc_net 7.86
## 3865 fraud_Raynor, Feest and Miller gas_transport 97.09
## 3866 fraud_Emmerich-Luettgen grocery_net 52.11
## 3867 fraud_Streich, Hansen and Veum gas_transport 68.63
## 3868 fraud_Morissette LLC entertainment 25.01
## 3869 fraud_Cummerata-Jones gas_transport 80.78
## 3870 fraud_Pouros-Conroy shopping_pos 134.24
## 3871 fraud_Bahringer, Schoen and Corkery shopping_pos 147.00
## 3872 fraud_Nitzsche, Kessler and Wolff shopping_pos 1.56
## 3873 fraud_Kohler, Lindgren and Koelpin grocery_net 76.27
## 3874 fraud_Kunze Inc grocery_pos 97.14
## 3875 fraud_Funk Group grocery_net 127.77
## 3876 fraud_Conroy-Cruickshank gas_transport 46.77
## 3877 fraud_Heller-Abshire grocery_net 22.75
## 3878 fraud_DuBuque LLC grocery_pos 29.36
## 3879 fraud_Beier-Hyatt shopping_pos 8.68
## 3880 fraud_Robel, Cummerata and Prosacco gas_transport 52.23
## 3881 fraud_Casper, Hand and Zulauf grocery_pos 38.45
## 3882 fraud_Berge LLC gas_transport 69.64
## 3883 fraud_Berge LLC gas_transport 69.87
## 3884 fraud_Morissette PLC shopping_pos 2.61
## 3885 fraud_Klocko LLC misc_net 4.79
## 3886 fraud_Schmitt Inc gas_transport 62.23
## 3887 fraud_Schaefer, McGlynn and Bosco gas_transport 66.00
## 3888 fraud_Ferry, Reichel and DuBuque grocery_net 37.03
## 3889 fraud_Christiansen, Goyette and Schamberger gas_transport 61.56
## 3890 fraud_Doyle Ltd grocery_pos 92.70
## 3891 fraud_Heathcote, Yost and Kertzmann shopping_net 25.35
## 3892 fraud_Heller-Langosh gas_transport 84.68
## 3893 fraud_Klocko LLC misc_net 38.13
## 3894 fraud_Wolf Inc grocery_pos 130.79
## 3895 fraud_McDermott-Weimann grocery_pos 43.47
## 3896 fraud_O'Keefe-Hudson grocery_pos 126.75
## 3897 fraud_Hudson-Grady shopping_pos 2.64
## 3898 fraud_Mohr-Bayer shopping_net 5.75
## 3899 fraud_McDermott-Weimann grocery_pos 42.85
## 3900 fraud_Rutherford-Mertz grocery_pos 92.81
## 3901 fraud_Harris Inc gas_transport 68.15
## 3902 fraud_Goldner, Kovacek and Abbott grocery_pos 66.94
## 3903 fraud_Schaefer, McGlynn and Bosco gas_transport 77.74
## 3904 fraud_Lind, Huel and McClure gas_transport 75.17
## 3905 fraud_Cummerata-Hilpert entertainment 6.52
## 3906 fraud_Bednar Group misc_net 5.68
## 3907 fraud_Lesch, D'Amore and Brown food_dining 91.44
## 3908 fraud_Langworth, Boehm and Gulgowski shopping_net 108.83
## 3909 fraud_Okuneva, Schneider and Rau shopping_pos 154.83
## 3910 fraud_Lemke-Gutmann shopping_net 1.13
## 3911 fraud_Morar Inc grocery_net 80.88
## 3912 fraud_Bins, Balistreri and Beatty shopping_pos 9.39
## 3913 fraud_Wolf Inc grocery_pos 114.90
## 3914 fraud_Baumbach, Strosin and Nicolas shopping_pos 5.23
## 3915 fraud_Kutch, Hermiston and Farrell gas_transport 42.99
## 3916 fraud_Johnson, Runolfsdottir and Mayer misc_net 218.92
## 3917 fraud_Barrows PLC shopping_pos 9.48
## 3918 fraud_Ledner-Pfannerstill gas_transport 78.58
## 3919 fraud_Conroy-Cruickshank gas_transport 78.28
## 3920 fraud_Hoppe, Harris and Bednar entertainment 84.93
## 3921 fraud_Donnelly PLC misc_net 2.51
## 3922 fraud_Weimann, Kuhic and Beahan shopping_pos 6.34
## 3923 fraud_Hackett-Lueilwitz grocery_pos 126.54
## 3924 fraud_Cummerata-Hilpert entertainment 7.71
## 3925 fraud_Murray Ltd grocery_net 59.52
## 3926 fraud_Jast-McDermott shopping_pos 144.68
## 3927 fraud_Jones, Sawayn and Romaguera misc_net 2.01
## 3928 fraud_Huels-Hahn gas_transport 53.40
## 3929 fraud_Harber Inc gas_transport 74.41
## 3930 fraud_Bradtke PLC grocery_pos 104.46
## 3931 fraud_Fadel, Mertz and Rippin entertainment 6.36
## 3932 fraud_Deckow-O'Conner grocery_pos 40.90
## 3933 fraud_Trantow PLC grocery_net 20.79
## 3934 fraud_Baumbach, Hodkiewicz and Walsh shopping_pos 169.13
## 3935 fraud_Johnston, Nikolaus and Maggio grocery_net 115.79
## 3936 fraud_Swift, Bradtke and Marquardt grocery_net 56.55
## 3937 fraud_Strosin-Cruickshank grocery_pos 88.23
## 3938 fraud_Goyette Inc shopping_net 4.73
## 3939 fraud_Metz-Boehm shopping_pos 3.38
## 3940 fraud_Christiansen, Goyette and Schamberger gas_transport 69.98
## 3941 fraud_Moen, Reinger and Murphy grocery_pos 65.41
## 3942 fraud_Emmerich-Luettgen grocery_net 99.80
## 3943 fraud_Lockman Ltd grocery_pos 107.75
## 3944 fraud_Schmitt Inc gas_transport 51.02
## 3945 fraud_Hermann-Gaylord misc_pos 9.41
## 3946 fraud_Schaefer, McGlynn and Bosco gas_transport 46.30
## 3947 fraud_Kuhic Inc grocery_pos 171.78
## 3948 fraud_Rowe, Batz and Goodwin grocery_pos 166.03
## 3949 fraud_Huels-Hahn gas_transport 67.32
## 3950 fraud_Bernhard Inc gas_transport 71.85
## 3951 fraud_Stracke-Lemke grocery_pos 133.94
## 3952 fraud_Koepp-Witting grocery_pos 59.93
## 3953 fraud_Frami Group entertainment 5.28
## 3954 fraud_Lehner, Reichert and Mills misc_pos 24.42
## 3955 fraud_Denesik and Sons shopping_pos 4.31
## 3956 fraud_Mosciski, Ziemann and Farrell shopping_net 8.89
## 3957 fraud_Cormier, Stracke and Thiel entertainment 207.95
## 3958 fraud_Rodriguez, Yost and Jenkins misc_net 1.85
## 3959 fraud_Lebsack and Sons misc_net 84.26
## 3960 fraud_Kuhn LLC shopping_pos 449.09
## 3961 fraud_Goldner, Kovacek and Abbott grocery_pos 179.40
## 3962 fraud_Schmitt Ltd misc_net 2.21
## 3963 fraud_Wolf Inc grocery_pos 59.00
## 3964 fraud_Kemmer-Reinger grocery_net 61.40
## 3965 fraud_Roob, Conn and Tremblay shopping_pos 2.81
## 3966 fraud_Stiedemann Inc misc_pos 2.85
## 3967 fraud_Kutch, Hermiston and Farrell gas_transport 68.04
## 3968 fraud_Emard Inc gas_transport 49.36
## 3969 fraud_Kutch-Hegmann grocery_net 91.69
## 3970 fraud_Rutherford-Mertz grocery_pos 46.62
## 3971 fraud_Stiedemann Ltd food_dining 28.44
## 3972 fraud_Schuppe LLC entertainment 4.86
## 3973 fraud_Christiansen, Goyette and Schamberger gas_transport 43.73
## 3974 fraud_Bartoletti-Wunsch gas_transport 38.42
## 3975 fraud_Auer-Mosciski grocery_pos 182.55
## 3976 fraud_Skiles-Ankunding grocery_net 45.92
## 3977 fraud_Hermiston, Russel and Price food_dining 63.15
## 3978 fraud_Jenkins, Hauck and Friesen gas_transport 66.73
## 3979 fraud_Kiehn-Emmerich grocery_pos 96.19
## 3980 fraud_Corwin-Collins gas_transport 59.52
## 3981 fraud_Macejkovic-Lesch shopping_pos 59.26
## 3982 fraud_Erdman-Kertzmann gas_transport 83.76
## 3983 fraud_Prohaska-Murray gas_transport 59.35
## 3984 fraud_Huel-Langworth misc_net 2.18
## 3985 fraud_Koepp-Witting grocery_pos 78.09
## 3986 fraud_Torp-Labadie gas_transport 57.69
## 3987 fraud_Koelpin and Sons misc_net 100.08
## 3988 fraud_Kutch and Sons grocery_pos 93.93
## 3989 fraud_Torp-Labadie gas_transport 93.00
## 3990 fraud_Ruecker Group misc_net 8.31
## 3991 fraud_Barton Inc grocery_pos 40.39
## 3992 fraud_Ruecker Group misc_net 7.89
## 3993 fraud_Maggio-Fahey misc_pos 10.90
## 3994 fraud_Stracke-Lemke grocery_pos 156.63
## 3995 fraud_Schmitt Inc gas_transport 62.30
## 3996 fraud_Mraz-Herzog gas_transport 56.16
## 3997 fraud_Shields Inc grocery_net 68.16
## 3998 fraud_Kuphal-Bartoletti misc_net 2.97
## 3999 fraud_Schaefer, Maggio and Daugherty gas_transport 36.64
## 4000 fraud_Mraz-Herzog gas_transport 80.88
## 4001 fraud_Watsica, Haag and Considine shopping_pos 2.31
## 4002 fraud_Lockman Ltd grocery_pos 76.90
## 4003 fraud_Bahringer, Bergnaum and Quitzon home 26.87
## 4004 fraud_Haag-Blanda food_dining 99.21
## 4005 fraud_Champlin-Casper home 40.25
## 4006 fraud_Weber and Sons food_dining 31.98
## 4007 fraud_Ullrich Ltd kids_pets 151.85
## 4008 fraud_Walter, Hettinger and Kessler personal_care 19.41
## 4009 fraud_Dickinson Ltd personal_care 24.89
## 4010 fraud_Little Ltd kids_pets 1.61
## 4011 fraud_Schmidt-Larkin home 10.06
## 4012 fraud_Streich, Rolfson and Wilderman kids_pets 1.83
## 4013 fraud_Wuckert-Goldner home 22.00
## 4014 fraud_Cartwright PLC kids_pets 99.05
## 4015 fraud_Streich Ltd home 147.47
## 4016 fraud_Hagenes, Hermann and Stroman travel 2.85
## 4017 fraud_Hills, Hegmann and Schaefer health_fitness 3.13
## 4018 fraud_Leffler-Goldner personal_care 179.91
## 4019 fraud_Schoen Ltd kids_pets 20.71
## 4020 fraud_O'Keefe-Wisoky food_dining 68.51
## 4021 fraud_Harris Group food_dining 7.19
## 4022 fraud_Hettinger, McCullough and Fay home 10.99
## 4023 fraud_Graham and Sons health_fitness 8.12
## 4024 fraud_Kilback LLC food_dining 3.40
## 4025 fraud_Parker-Kunde personal_care 121.86
## 4026 fraud_Kihn Inc shopping_pos 7.71
## 4027 fraud_Quitzon-Goyette home 26.15
## 4028 fraud_Price Inc shopping_net 4.42
## 4029 fraud_Brown Inc kids_pets 44.87
## 4030 fraud_Terry, Johns and Bins misc_pos 889.09
## 4031 fraud_Larson, Quitzon and Spencer travel 9.72
## 4032 fraud_Nienow, Barrows and Romaguera personal_care 1.63
## 4033 fraud_Fritsch and Sons health_fitness 23.79
## 4034 fraud_Champlin and Sons home 27.35
## 4035 fraud_Runte, Green and Emard health_fitness 50.44
## 4036 fraud_Schoen Ltd kids_pets 55.08
## 4037 fraud_Schaefer Ltd kids_pets 48.24
## 4038 fraud_Runte-Mohr food_dining 4.16
## 4039 fraud_Pouros-Conroy shopping_pos 129.57
## 4040 fraud_Feil-Morar health_fitness 76.17
## 4041 fraud_Haley Group misc_pos 6.36
## 4042 fraud_Gutmann, McLaughlin and Wiza home 69.44
## 4043 fraud_White and Sons home 84.60
## 4044 fraud_Larkin, Stracke and Greenfelder entertainment 62.01
## 4045 fraud_Barton LLC kids_pets 84.58
## 4046 fraud_Friesen Ltd health_fitness 4.22
## 4047 fraud_McLaughlin, Armstrong and Koepp travel 9.12
## 4048 fraud_Ledner, Hartmann and Feest health_fitness 4.04
## 4049 fraud_Donnelly LLC entertainment 45.74
## 4050 fraud_Brown PLC misc_net 75.24
## 4051 fraud_Kuhic, Bins and Pfeffer shopping_net 8.89
## 4052 fraud_Osinski Inc personal_care 87.62
## 4053 fraud_Osinski Inc personal_care 1.96
## 4054 fraud_Medhurst Inc home 221.64
## 4055 fraud_Thiel-Thiel entertainment 16.82
## 4056 fraud_Klein Group entertainment 5.14
## 4057 fraud_Cartwright PLC kids_pets 62.74
## 4058 fraud_Zboncak Ltd food_dining 3.23
## 4059 fraud_Lynch-Wisozk home 65.23
## 4060 fraud_Botsford PLC home 21.52
## 4061 fraud_Schoen, Nienow and Bauch personal_care 11.94
## 4062 fraud_Morissette-Schaefer personal_care 55.74
## 4063 fraud_Romaguera, Cruickshank and Greenholt shopping_net 6.12
## 4064 fraud_Padberg-Sauer home 17.40
## 4065 fraud_Harris Group food_dining 1.15
## 4066 fraud_Sporer-Keebler personal_care 146.95
## 4067 fraud_Quitzon-Goyette home 12.72
## 4068 fraud_Hintz, Bauch and Smith health_fitness 133.34
## 4069 fraud_Rau-Grant kids_pets 28.57
## 4070 fraud_Fadel-Hilpert health_fitness 72.76
## 4071 fraud_Bins, Balistreri and Beatty shopping_pos 9.75
## 4072 fraud_Mohr-Bayer shopping_net 1.22
## 4073 fraud_Cartwright PLC kids_pets 61.50
## 4074 fraud_Marvin-Lind personal_care 92.54
## 4075 fraud_Kihn, Abernathy and Douglas shopping_net 9.97
## 4076 fraud_Gleason and Sons kids_pets 5.39
## 4077 fraud_Effertz, Welch and Schowalter entertainment 91.98
## 4078 fraud_Shields-Wunsch health_fitness 76.21
## 4079 fraud_Medhurst, Cartwright and Ebert personal_care 61.07
## 4080 fraud_Champlin-Casper home 39.95
## 4081 fraud_Bogisich-Weimann kids_pets 81.24
## 4082 fraud_Frami Group entertainment 76.06
## 4083 fraud_Medhurst Inc home 69.68
## 4084 fraud_Schoen-Quigley kids_pets 64.98
## 4085 fraud_Volkman PLC food_dining 25.39
## 4086 fraud_Lynch-Wisozk home 16.92
## 4087 fraud_Kutch, Steuber and Gerhold food_dining 89.98
## 4088 fraud_Cummerata-Hilpert entertainment 31.29
## 4089 fraud_Kub PLC personal_care 153.53
## 4090 fraud_Jakubowski Inc home 100.51
## 4091 fraud_Bechtelar-Rippin food_dining 63.04
## 4092 fraud_Cormier, Stracke and Thiel entertainment 136.92
## 4093 fraud_Frami Group entertainment 86.27
## 4094 fraud_Hills-Boyer personal_care 24.26
## 4095 fraud_Block-Parisian misc_net 9.53
## 4096 fraud_Crona and Sons kids_pets 53.71
## 4097 fraud_Hoppe, Harris and Bednar entertainment 20.13
## 4098 fraud_Kautzer and Sons personal_care 5.28
## 4099 fraud_Okuneva, Schneider and Rau shopping_pos 99.91
## 4100 fraud_Torp-Lemke misc_pos 133.52
## 4101 fraud_Johns-Hoeger entertainment 26.95
## 4102 fraud_Bahringer-Streich food_dining 130.22
## 4103 fraud_Pollich LLC home 24.86
## 4104 fraud_Bins-Tillman entertainment 18.80
## 4105 fraud_Conroy, Balistreri and Gorczany health_fitness 76.86
## 4106 fraud_Streich, Dietrich and Barton shopping_net 1.07
## 4107 fraud_Wisozk and Sons misc_pos 28.69
## 4108 fraud_Berge-Hills kids_pets 83.08
## 4109 fraud_Jacobi and Sons shopping_pos 41.13
## 4110 fraud_Kuhn LLC shopping_pos 152.60
## 4111 fraud_Padberg-Sauer home 79.08
## 4112 fraud_Pacocha-Weissnat kids_pets 4.22
## 4113 fraud_Connelly PLC food_dining 3.15
## 4114 fraud_Schiller Ltd personal_care 32.36
## 4115 fraud_Carroll PLC health_fitness 76.32
## 4116 fraud_Leffler-Goldner personal_care 5.89
## 4117 fraud_Labadie, Treutel and Bode shopping_net 9.91
## 4118 fraud_Lowe, Dietrich and Erdman kids_pets 45.41
## 4119 fraud_Hintz, Bauch and Smith health_fitness 8.27
## 4120 fraud_Marvin-Lind personal_care 4.96
## 4121 fraud_Schroeder, Wolff and Hermiston travel 6.95
## 4122 fraud_Jerde-Hermann travel 602.65
## 4123 fraud_Torphy-Goyette shopping_pos 4.24
## 4124 fraud_Nienow, Barrows and Romaguera personal_care 36.48
## 4125 fraud_Boyer PLC misc_pos 38.67
## 4126 fraud_Schneider, Hayes and Nikolaus food_dining 102.83
## 4127 fraud_Leannon-Nikolaus travel 7.07
## 4128 fraud_Spencer PLC entertainment 84.26
## 4129 fraud_Zboncak LLC food_dining 44.22
## 4130 fraud_Erdman-Schaden personal_care 16.14
## 4131 fraud_Kling-Ernser entertainment 8.40
## 4132 fraud_Kilback Group food_dining 2.48
## 4133 fraud_Berge-Hills kids_pets 56.05
## 4134 fraud_Thiel PLC misc_pos 1.14
## 4135 fraud_McKenzie-Huels food_dining 50.38
## 4136 fraud_Stamm-Witting shopping_net 6.87
## 4137 fraud_Walter, Hettinger and Kessler personal_care 169.01
## 4138 fraud_Friesen-Ortiz personal_care 25.14
## 4139 fraud_Denesik and Sons shopping_pos 142.88
## 4140 fraud_Durgan, Gislason and Spencer home 111.40
## 4141 fraud_Bednar PLC kids_pets 6.63
## 4142 fraud_Fisher-Schowalter shopping_net 6.69
## 4143 fraud_Veum-Koelpin travel 7.15
## 4144 fraud_Roberts, Ryan and Smith personal_care 65.00
## 4145 fraud_Ankunding-Carroll travel 4.56
## 4146 fraud_Reichert, Shanahan and Hayes shopping_net 767.07
## 4147 fraud_Kertzmann LLC health_fitness 108.99
## 4148 fraud_Kertzmann LLC health_fitness 43.10
## 4149 fraud_Quitzon, Green and Bashirian shopping_pos 42.29
## 4150 fraud_Ullrich Ltd kids_pets 19.66
## 4151 fraud_Greenholt Ltd health_fitness 7.67
## 4152 fraud_Schiller, Blanda and Johnson home 102.60
## 4153 fraud_Erdman-Schaden personal_care 59.26
## 4154 fraud_Reichel Inc entertainment 19.36
## 4155 fraud_Rempel Inc shopping_net 30.09
## 4156 fraud_Larson-Moen entertainment 145.76
## 4157 fraud_Stamm-Witting shopping_net 1.73
## 4158 fraud_McKenzie-Huels food_dining 30.13
## 4159 fraud_Bashirian Group shopping_net 2.00
## 4160 fraud_Denesik, Powlowski and Pouros home 125.90
## 4161 fraud_Dietrich-Fadel health_fitness 21.00
## 4162 fraud_Abshire PLC entertainment 67.08
## 4163 fraud_Beier-Hyatt shopping_pos 7.98
## 4164 fraud_Treutel-King travel 487.51
## 4165 fraud_Ledner, Hartmann and Feest health_fitness 14.27
## 4166 fraud_Hammes-Beatty kids_pets 17.86
## 4167 fraud_Kilback and Sons entertainment 74.63
## 4168 fraud_Herzog Ltd misc_pos 8.02
## 4169 fraud_Koss, Hansen and Lueilwitz home 5.78
## 4170 fraud_Friesen Ltd health_fitness 73.19
## 4171 fraud_Bauch-Blanda entertainment 94.63
## 4172 fraud_Berge-Ullrich home 32.37
## 4173 fraud_Auer-West shopping_net 1.46
## 4174 fraud_Thiel Ltd travel 9.94
## 4175 fraud_Cartwright PLC kids_pets 58.87
## 4176 fraud_Kuhic LLC shopping_net 3.24
## 4177 fraud_Fadel Inc health_fitness 143.97
## 4178 fraud_McDermott, Osinski and Morar home 34.37
## 4179 fraud_Will Ltd food_dining 28.31
## 4180 fraud_Berge-Hills kids_pets 95.83
## 4181 fraud_Schroeder, Wolff and Hermiston travel 1.39
## 4182 fraud_Medhurst, Cartwright and Ebert personal_care 4.77
## 4183 fraud_Dooley Inc shopping_pos 3.38
## 4184 fraud_Osinski Inc personal_care 40.55
## 4185 fraud_Schaefer Ltd kids_pets 45.01
## 4186 fraud_Metz, Russel and Metz kids_pets 24.70
## 4187 fraud_Champlin and Sons home 108.37
## 4188 fraud_Durgan, Gislason and Spencer home 59.97
## 4189 fraud_Hagenes, Kohler and Hoppe food_dining 1.59
## 4190 fraud_Morissette PLC shopping_pos 6.46
## 4191 fraud_Klein Group entertainment 16.19
## 4192 fraud_Lubowitz-Walter kids_pets 17.28
## 4193 fraud_Hilpert-Conroy kids_pets 12.59
## 4194 fraud_Eichmann, Hayes and Treutel travel 1.90
## 4195 fraud_Graham and Sons health_fitness 50.99
## 4196 fraud_Lemke and Sons travel 447.52
## 4197 fraud_Witting, Beer and Ernser home 20.20
## 4198 fraud_Walter, Hettinger and Kessler personal_care 7.97
## 4199 fraud_Windler, Goodwin and Kovacek home 13.24
## 4200 fraud_Windler, Goodwin and Kovacek home 30.52
## 4201 fraud_Cole, Hills and Jewess home 40.60
## 4202 fraud_Hickle Group shopping_pos 7.97
## 4203 fraud_Turner, Ruecker and Parisian misc_pos 6.80
## 4204 fraud_Reichel LLC personal_care 134.95
## 4205 fraud_Bogisich-Weimann kids_pets 17.07
## 4206 fraud_Wuckert, Wintheiser and Friesen home 12.02
## 4207 fraud_Hoppe-Parisian kids_pets 157.59
## 4208 fraud_Brown Inc kids_pets 101.96
## 4209 fraud_Daugherty, Pouros and Beahan shopping_pos 77.11
## 4210 fraud_Bahringer, Osinski and Block food_dining 35.74
## 4211 fraud_Metz, Russel and Metz kids_pets 5.40
## 4212 fraud_Brown-Greenholt entertainment 94.75
## 4213 fraud_Crist, Jakubowski and Littel home 271.76
## 4214 fraud_Bode-Schuster kids_pets 49.44
## 4215 fraud_Greenholt Ltd health_fitness 3.07
## 4216 fraud_Adams-Barrows health_fitness 18.72
## 4217 fraud_Berge-Ullrich home 75.34
## 4218 fraud_Tillman LLC travel 2.20
## 4219 fraud_Flatley Group misc_pos 5.55
## 4220 fraud_Hills, Hegmann and Schaefer health_fitness 141.52
## 4221 fraud_Nolan-Williamson kids_pets 10.17
## 4222 fraud_Reichert, Rowe and Mraz shopping_net 684.00
## 4223 fraud_Cormier LLC health_fitness 68.31
## 4224 fraud_Altenwerth, Cartwright and Koss shopping_net 6.43
## 4225 fraud_Kemmer-Buckridge misc_pos 29.27
## 4226 fraud_Brown-Greenholt entertainment 291.64
## 4227 fraud_Zboncak LLC food_dining 169.52
## 4228 fraud_Nicolas, Hills and McGlynn entertainment 43.72
## 4229 fraud_Reilly and Sons health_fitness 110.00
## 4230 fraud_Yost, Schamberger and Windler kids_pets 106.64
## 4231 fraud_Cormier, Stracke and Thiel entertainment 13.10
## 4232 fraud_Ruecker-Mayert kids_pets 76.34
## 4233 fraud_Turcotte, Batz and Buckridge health_fitness 78.45
## 4234 fraud_Hettinger, McCullough and Fay home 43.64
## 4235 fraud_Runte-Mohr food_dining 9.06
## 4236 fraud_Satterfield-Lowe travel 11.49
## 4237 fraud_Auer LLC personal_care 87.61
## 4238 fraud_Roberts-Beahan misc_pos 2.75
## 4239 fraud_Parker, Nolan and Trantow entertainment 80.17
## 4240 fraud_Armstrong, Walter and Gottlieb food_dining 50.81
## 4241 fraud_Goyette-Gerhold kids_pets 82.97
## 4242 fraud_Goyette, Howell and Collier shopping_pos 7.89
## 4243 fraud_Roberts, Ryan and Smith personal_care 73.01
## 4244 fraud_Romaguera, Wehner and Tromp kids_pets 34.23
## 4245 fraud_Bogisich-Homenick misc_net 9.83
## 4246 fraud_Hudson-Grady shopping_pos 14.02
## 4247 fraud_Medhurst PLC shopping_net 83.38
## 4248 fraud_Simonis-Prohaska misc_pos 7.46
## 4249 fraud_Block-Hauck travel 9.70
## 4250 fraud_Langworth, Boehm and Gulgowski shopping_net 6.79
## 4251 fraud_Jakubowski Inc home 122.68
## 4252 fraud_Hyatt, Russel and Gleichner health_fitness 2.15
## 4253 fraud_Kulas Group health_fitness 51.90
## 4254 fraud_Ruecker, Beer and Collier shopping_net 4.93
## 4255 fraud_Bahringer, Schoen and Corkery shopping_pos 2.77
## 4256 fraud_Hamill-D'Amore health_fitness 12.95
## 4257 fraud_Conroy-Emard food_dining 64.56
## 4258 fraud_Haag-Blanda food_dining 61.86
## 4259 fraud_Schmitt Ltd misc_net 344.28
## 4260 fraud_Johnson, Runolfsdottir and Mayer misc_net 29.58
## 4261 fraud_Stiedemann Ltd food_dining 7.44
## 4262 fraud_Dare, Fritsch and Zboncak health_fitness 9.05
## 4263 fraud_Bednar PLC kids_pets 142.14
## 4264 fraud_Wilkinson LLC personal_care 11.39
## 4265 fraud_Pouros-Conroy shopping_pos 9.98
## 4266 fraud_Graham, Hegmann and Hammes food_dining 7.98
## 4267 fraud_Torphy-Goyette shopping_pos 2.50
## 4268 fraud_Bins-Howell personal_care 16.82
## 4269 fraud_Schroeder Group health_fitness 61.58
## 4270 fraud_Veum-Koelpin travel 5.14
## 4271 fraud_Welch, Rath and Koepp entertainment 27.09
## 4272 fraud_Nienow, Ankunding and Collier misc_pos 8.74
## 4273 fraud_Goodwin-Nitzsche grocery_pos 55.06
## 4274 fraud_Hoppe, Harris and Bednar entertainment 60.84
## 4275 fraud_Weber and Sons food_dining 105.77
## 4276 fraud_Hickle Group shopping_pos 1287.18
## 4277 fraud_Gibson-Deckow entertainment 88.04
## 4278 fraud_Kling-Ernser entertainment 7.08
## 4279 fraud_Hoppe-Parisian kids_pets 32.80
## 4280 fraud_Herzog Ltd misc_pos 237.68
## 4281 fraud_Leffler-Goldner personal_care 15.55
## 4282 fraud_Schultz, Simonis and Little grocery_pos 67.92
## 4283 fraud_Moore, Williamson and Emmerich home 81.75
## 4284 fraud_Hamill-Daugherty misc_net 34.19
## 4285 fraud_Schaefer Ltd kids_pets 49.41
## 4286 fraud_Fisher-Schowalter shopping_net 1.36
## 4287 fraud_Wiza, Schaden and Stark misc_pos 2.43
## 4288 fraud_Kutch-Wilderman home 83.93
## 4289 fraud_Auer LLC personal_care 32.62
## 4290 fraud_Schuppe-Schuppe food_dining 2.98
## 4291 fraud_Bahringer-Streich food_dining 2.17
## 4292 fraud_Goyette, Howell and Collier shopping_pos 4.98
## 4293 fraud_O'Reilly, Mohr and Purdy home 75.09
## 4294 fraud_Bartoletti and Sons personal_care 21.81
## 4295 fraud_Johns Inc entertainment 88.86
## 4296 fraud_Wilkinson PLC kids_pets 31.41
## 4297 fraud_Beer-Jast kids_pets 65.96
## 4298 fraud_Fadel Inc health_fitness 3.89
## 4299 fraud_Daugherty-Thompson food_dining 50.24
## 4300 fraud_Abernathy and Sons food_dining 79.73
## 4301 fraud_Waelchi Inc kids_pets 97.07
## 4302 fraud_Connelly PLC food_dining 45.38
## 4303 fraud_Nader-Maggio personal_care 90.08
## 4304 fraud_Fadel Inc health_fitness 165.32
## 4305 fraud_Rau-Grant kids_pets 7.49
## 4306 fraud_Berge-Hills kids_pets 48.19
## 4307 fraud_Gaylord-Powlowski home 30.56
## 4308 fraud_O'Connell, Botsford and Hand home 67.98
## 4309 fraud_Schmidt-Larkin home 111.71
## 4310 fraud_Ratke and Sons health_fitness 22.82
## 4311 fraud_Hahn, Bahringer and McLaughlin personal_care 46.07
## 4312 fraud_Connelly PLC food_dining 130.72
## 4313 fraud_Bechtelar-Rippin food_dining 100.40
## 4314 fraud_Morissette LLC entertainment 35.53
## 4315 fraud_Fadel-Hilpert health_fitness 12.86
## 4316 fraud_Mosciski, Ziemann and Farrell shopping_net 12.16
## 4317 fraud_Rolfson-Kunde personal_care 21.22
## 4318 fraud_Runte, Green and Emard health_fitness 5.74
## 4319 fraud_Schoen Ltd kids_pets 4.87
## 4320 fraud_Runte, Green and Emard health_fitness 69.06
## 4321 fraud_Kris-Padberg shopping_pos 55.36
## 4322 fraud_Kling, Howe and Schneider home 9.32
## 4323 fraud_Hoppe, Harris and Bednar entertainment 106.40
## 4324 fraud_Ullrich Ltd kids_pets 28.38
## 4325 fraud_Rau and Sons grocery_pos 337.05
## 4326 fraud_Reichert, Rowe and Mraz shopping_net 3.05
## 4327 fraud_Metz-Boehm shopping_pos 166.63
## 4328 fraud_Feil, Hilpert and Koss food_dining 70.25
## 4329 fraud_Hills-Boyer personal_care 60.65
## 4330 fraud_Collier LLC home 28.13
## 4331 fraud_Pfeffer and Sons shopping_pos 6.24
## 4332 fraud_Dooley Inc shopping_pos 9.28
## 4333 fraud_Champlin-Casper home 11.06
## 4334 fraud_Spencer PLC entertainment 70.97
## 4335 fraud_Emmerich-Rau personal_care 65.14
## 4336 fraud_Torphy-Kertzmann health_fitness 48.54
## 4337 fraud_Mayert Group shopping_pos 23.81
## 4338 fraud_Conroy-Emard food_dining 8.43
## 4339 fraud_Pouros, Walker and Spencer kids_pets 38.76
## 4340 fraud_Renner Ltd home 51.19
## 4341 fraud_Berge-Hills kids_pets 67.58
## 4342 fraud_Cole, Hills and Jewess home 74.90
## 4343 fraud_Turner, Ziemann and Lehner food_dining 27.54
## 4344 fraud_Fadel Inc health_fitness 41.05
## 4345 fraud_Kilback, Nitzsche and Leffler travel 494.38
## 4346 fraud_Parker, Nolan and Trantow entertainment 52.17
## 4347 fraud_Roberts, Ryan and Smith personal_care 2.61
## first last gender street
## 1 Jennifer Banks F 561 Perry Cove
## 2 Stephanie Gill F 43039 Riley Greens Suite 393
## 3 Edward Sanchez M 594 White Dale Suite 530
## 4 Jeremy White M 9443 Cynthia Court Apt. 038
## 5 Tyler Garcia M 408 Bradley Rest
## 6 Jennifer Conner F 4655 David Island
## 7 Kelsey Richards F 889 Sarah Station Suite 624
## 8 Steven Williams M 231 Flores Pass Suite 720
## 9 Heather Chase F 6888 Hicks Stream Suite 954
## 10 Melissa Aguilar F 21326 Taylor Squares Suite 708
## 11 Eddie Mendez M 1831 Faith View Suite 653
## 12 Theresa Blackwell F 43576 Kristina Islands
## 13 Charles Robles M 3337 Lisa Divide
## 14 Jack Hill M 5916 Susan Bridge Apt. 939
## 15 Christopher Castaneda M 1632 Cohen Drive Suite 639
## 16 Ronald Carson M 870 Rocha Drive
## 17 Lisa Mendez F 44259 Beth Station Suite 215
## 18 Nathan Thomas M 4923 Campbell Pines Suite 717
## 19 Justin Gay M 268 Hayes Rue Suite 811
## 20 Kenneth Robinson M 269 Sanchez Rapids
## 21 Gregory Graham M 4005 Dana Glens
## 22 Jeffrey Rice M 21447 Powell Circle
## 23 Mary Wall F 2481 Mills Lock
## 24 Susan Washington F 759 Erin Mount Suite 956
## 25 Richard Waters M 7683 Natasha Way Apt. 945
## 26 Jodi Foster F 551 Zachary Freeway
## 27 Daniel Escobar M 61390 Hayes Port
## 28 Scott Martin M 7483 Navarro Flats
## 29 Brian Simpson M 2711 Duran Pines
## 30 Aaron Rogers M 969 Huerta Path Apt. 270
## 31 Tammie Harper F 57887 Gutierrez Harbor
## 32 Mary Myers F 39787 Pamela Fall Suite 639
## 33 Heather Stanton F 445 Jerry Lights Apt. 081
## 34 Jenna Brooks F 50872 Alex Plain Suite 088
## 35 Christopher Gilbert M 20937 Reed Lakes Apt. 271
## 36 Xavier Beltran M 61107 Edwards Dam Apt. 463
## 37 Ashley Lopez F 9333 Valentine Point
## 38 Margaret Curtis F 742 Oneill Shore
## 39 Gina Morrison F 41851 Victor Drives Suite 219
## 40 Dorothy Zuniga F 77321 Ford Via
## 41 Vicki Mendoza F 3645 Atkins Island Apt. 238
## 42 Lisa Garcia F 213 Gill Expressway
## 43 Sabrina Johnson F 320 Nicholson Orchard
## 44 Kelsey Richards F 889 Sarah Station Suite 624
## 45 Mary Juarez F 35440 Ryan Islands
## 46 Christopher Luna M 242 Brian Mountain
## 47 Carlos Chung M 8957 Russell Key
## 48 Sharon Johnson F 7202 Jeffrey Mills
## 49 Briana Santos F 702 Tabitha Drive
## 50 Sandra Schwartz F 3789 Mark Walks
## 51 Christine Best F 68248 Deanna Land
## 52 Beth Lambert F 6447 Johnson Estates Apt. 986
## 53 James Hunt M 7369 Gabriel Tunnel
## 54 Randall Dillon M 4440 George Mills Suite 591
## 55 Elizabeth Mckee F 358 Pruitt Square
## 56 Savannah Lewis F 537 Walker Freeway
## 57 Shawn King M 31493 Garcia Summit
## 58 Benjamin Harris M 0881 Lori Pines
## 59 Thomas Cross M 7566 Thompson Creek Apt. 827
## 60 Sabrina Johnson F 320 Nicholson Orchard
## 61 Margaret Williams F 165 Jerry Meadows Suite 460
## 62 Jerry Robinson M 212 Mary Stream
## 63 Linda Davis F 493 Todd Views
## 64 Mark Wood M 854 Walker Dale Suite 488
## 65 Lauren Anderson F 11014 Chad Lake Apt. 573
## 66 Michelle Juarez F 44864 Melton Vista Suite 310
## 67 Christopher Choi M 04611 Sandra Spring Suite 059
## 68 Susan Shah F 9016 Jordan Bypass Apt. 516
## 69 Guy Thompson M 5812 Ramos Oval Suite 598
## 70 Jacob Weber M 29156 Mark Park Apt. 108
## 71 Monica Cohen F 864 Reynolds Plains
## 72 Frank Anderson M 0611 Stafford Valley Suite 504
## 73 Andrew Patterson M 06959 Stephen Branch Suite 246
## 74 Christopher Holt M 05597 Michael Spurs
## 75 Stephanie Crane F 144 Martinez Curve
## 76 Louis Fisher M 45654 Hess Rest
## 77 Christopher Matthews M 433 John Heights Apt. 849
## 78 Mario Johns M 62130 Miller Square Suite 785
## 79 Frank Foster M 37910 Ward Lights
## 80 Sarah Cross F 273 Phillip Throughway
## 81 Taylor Khan F 658 Diane Glen Apt. 677
## 82 Joseph Spencer M 7854 Stephanie Island Suite 788
## 83 Erin Chavez F 3379 Williams Common
## 84 Christine Harris F 29606 Martinez Views Suite 653
## 85 Aaron Murray M 624 Hale Springs Apt. 572
## 86 Barbara Taylor F 0069 Robin Brooks Apt. 695
## 87 Antonio Koch M 8738 Richard Brooks
## 88 Taylor Khan F 658 Diane Glen Apt. 677
## 89 Debbie Hughes F 0182 Owens Burgs Suite 480
## 90 Ana Howell F 4664 Sanchez Common Suite 930
## 91 Ashley Robinson F 1007 Colton Forks
## 92 Charles Carrillo M 17547 Stephen Turnpike Apt. 846
## 93 Scott Martin M 31472 Cody Place Suite 740
## 94 Mary Wall F 2481 Mills Lock
## 95 Robert Nguyen M 74835 Garner Point
## 96 Christie Williamson F 519 Jerry Views
## 97 Christopher Ortega M 5045 Emily Wall
## 98 Barbara Lowe F 67210 Lori Creek
## 99 Melissa Meza F 244 Abbott Parkway
## 100 Gary Barnes M 2970 Flores Brooks
## 101 Melissa Meza F 244 Abbott Parkway
## 102 Tanner Carroll M 494 Burke Ports
## 103 Dylan Bonilla M 2497 John Motorway Suite 922
## 104 Melissa Mcclure F 2027 Snyder Track
## 105 Regina Johnston F 641 Steven Mall Apt. 299
## 106 Mary Schmidt F 022 Moore Island
## 107 Cheryl Ballard F 248 James Squares Apt. 838
## 108 Katherine Love F 5884 Sandoval Square Apt. 371
## 109 Matthew Russell M 168 Michael Coves Suite 343
## 110 Cynthia Davis F 7177 Steven Forges
## 111 Megan Murphy F 53696 Laura Radial
## 112 Brianna Page F 0043 Henry Plaza
## 113 Monique Fox F 755 Gardner Heights Apt. 420
## 114 Kelly Zimmerman F 1893 Katie Tunnel
## 115 Christopher Patterson M 16744 Campbell Wall Apt. 372
## 116 Jacqueline Marsh F 950 Sheryl Spurs
## 117 Ashley Robinson F 1007 Colton Forks
## 118 Brenda Perez F 033 Tara Brook Suite 523
## 119 Tyler Mills M 7838 Jason Squares
## 120 Sherry Martinez F 144 Yu Locks Apt. 754
## 121 Eddie Mendez M 1831 Faith View Suite 653
## 122 Melissa Phillips F 5069 Scott Pass Apt. 654
## 123 Lisa Lin F 908 Brooks Brook
## 124 Daniel Boyd M 8925 Nicholas Points
## 125 Tanya Williams F 566 Megan Well
## 126 Thomas Cross M 7566 Thompson Creek Apt. 827
## 127 Tanya Williams F 566 Megan Well
## 128 Regina Johnston F 641 Steven Mall Apt. 299
## 129 Valerie Davis F 3861 Anderson Ramp Apt. 536
## 130 Randy Murphy M 0356 Sarah Light
## 131 Audrey Gonzalez F 34180 Lopez Plaza
## 132 Ashley Blanchard F 292 Lowe Dam Suite 858
## 133 Christopher Raymond M 766 Potter Well
## 134 Angela White F 137 Adam Dale
## 135 Ashley Whitney F 4038 Smith Avenue
## 136 Tanya Williams F 566 Megan Well
## 137 Aaron Pena M 793 Hooper Tunnel Suite 154
## 138 David Thomas M 838 Dan Haven Suite 003
## 139 Steven Sanders M 25955 Amy Via
## 140 Casey Howell F 374 Christopher Ramp Suite 855
## 141 Jack Hill M 5916 Susan Bridge Apt. 939
## 142 Kevin Pena M 2674 Bentley Radial
## 143 Kelsey Richards F 889 Sarah Station Suite 624
## 144 Mark Nguyen M 62631 Ashley Ramp Apt. 965
## 145 Diane Jackson F 682 Mills Way Apt. 814
## 146 Cesar Smith M 901 Ariel Points
## 147 James Cooper M 663 Ramirez Trace Apt. 951
## 148 Tammy Ayers F 1652 James Mews
## 149 Jesse Roberts M 8415 Vaughn Squares Apt. 788
## 150 Melanie Jimenez F 77944 Daniels Valley Suite 921
## 151 Monica Tucker F 302 Christina Islands
## 152 Christopher Gilbert M 20937 Reed Lakes Apt. 271
## 153 Kelsey Richards F 889 Sarah Station Suite 624
## 154 Crystal Gamble F 899 Michele View Suite 960
## 155 Jason Singh M 4720 Anna Ways
## 156 Audrey Gonzalez F 34180 Lopez Plaza
## 157 Michael Rowe M 7428 Martinez Flats
## 158 Daniel Boyd M 8925 Nicholas Points
## 159 Zachary Boone M 3703 Benson Wells
## 160 Linda Sanchez F 6574 William Hill Apt. 375
## 161 Steven Arnold M 079 Chelsea Rest
## 162 Julia Bell F 576 House Crossroad
## 163 Jamie Robinson F 67089 Caitlin Meadow Apt. 905
## 164 Vincent Waller M 9379 Vanessa Run Apt. 400
## 165 David Lewis M 1499 Michael Rue
## 166 Stephanie Taylor F 598 Martin Pine Suite 365
## 167 Kimberly Webb F 380 Martin Mission
## 168 Jerry Kelly M 3539 Mckenzie Stream
## 169 Steven Faulkner M 841 Cheryl Centers Suite 115
## 170 Debra Stark F 686 Linda Rest
## 171 David Cole M 7955 Allen Orchard Apt. 336
## 172 Cody Hooper M 7233 John Parks
## 173 Teresa Blankenship F 6638 Lucero Mill Suite 952
## 174 William Martinez M 0207 Griffith Plains Apt. 544
## 175 Mary Pruitt F 2819 Luke Greens Suite 563
## 176 Eric Preston M 7020 Doyle Stream Apt. 951
## 177 Heather Hines F 13776 Hicks Plains
## 178 Kelly Zimmerman F 1893 Katie Tunnel
## 179 Robert Long M 529 Joshua Knoll Apt. 511
## 180 Bridget Bowen F 49120 Regina Island Apt. 170
## 181 Lindsay Wilson F 7618 Gonzales Mission
## 182 Stacy Villegas F 20581 Pena Walks
## 183 Charles Rodriguez M 240 Tracy Forges
## 184 Jessica Shaw F 5745 Blair Locks
## 185 Jessica Terry F 6412 Elizabeth Gardens Suite 633
## 186 Christie Williamson F 519 Jerry Views
## 187 David Rodriguez M 821 Solis Points
## 188 Charles Carrillo M 17547 Stephen Turnpike Apt. 846
## 189 Robert Haynes M 857 Aaron Circles Suite 398
## 190 Jacqueline Prince F 27823 Andrew Underpass Suite 948
## 191 Christine Johnson F 8011 Chapman Tunnel Apt. 568
## 192 Brianna Wilson F 257 Victor Stravenue
## 193 Diana Jacobs F 69608 Perez Mountain Apt. 006
## 194 Carl Hernandez M 9134 Darryl Flat Suite 916
## 195 James Reese M 26975 Richardson Mills Apt. 402
## 196 Christopher White M 13613 Hammond Ferry
## 197 Gary Martinez M 03512 Jackson Ports
## 198 Scott Martin M 7483 Navarro Flats
## 199 Gregory Graham M 4005 Dana Glens
## 200 Tami Forbes F 5204 Robinson Plaza Suite 897
## 201 Jeffery Sanders M 5278 Sarah Station Apt. 009
## 202 Carrie Washington F 6114 Adams Harbor Suite 096
## 203 Mary Pruitt F 2819 Luke Greens Suite 563
## 204 Jessica Ward F 72269 Elizabeth Field Apt. 132
## 205 Kristina Stewart F 47029 Jimmy Tunnel Apt. 106
## 206 Kenneth Richards M 994 Livingston Extensions Suite 918
## 207 Tyler Garcia M 408 Bradley Rest
## 208 Benjamin Kim M 920 Patrick Light
## 209 Kristina Lewis F 5449 Brandi Heights Apt. 111
## 210 Stephanie Murphy F 526 Stacy Walks
## 211 Juan Sherman M 5939 Garcia Forges Suite 297
## 212 Jeffrey Smith M 713 Scott Pike Apt. 712
## 213 Felicia Mckee F 84079 Thomas Burgs
## 214 Christopher Horn M 956 Sanchez Highway
## 215 Patrick Torres M 27386 Snyder Station
## 216 Juan Henry M 9795 Lori Island Suite 346
## 217 Melinda Gutierrez F 1497 West Gateway
## 218 Ashley Mcdonald F 3160 Tina Estates Suite 234
## 219 Jackie Davis F 1898 Parker Fork Apt. 057
## 220 Derek Bentley M 782 Lee Crossing Apt. 209
## 221 Maria Rosales F 6611 Parrish Garden Apt. 428
## 222 Aaron Pena M 793 Hooper Tunnel Suite 154
## 223 Benjamin Robinson M 0701 John Ranch
## 224 Christopher Horn M 956 Sanchez Highway
## 225 Jacqueline Allen F 166 Lisa Fords
## 226 Johnny Bennett M 321 Camacho Causeway
## 227 Joseph Gonzalez M 319 Wendy Fort Suite 179
## 228 Tyler Wright M 615 Clarke Spring Apt. 172
## 229 Sarah Bishop F 554 Mcdonald Valley Apt. 539
## 230 Claire Davis F 83685 Matthew Center Suite 870
## 231 Christopher Sheppard M 39218 Baker Shoals
## 232 Stephanie Cummings F 1025 Robin Square
## 233 Phillip Delacruz M 26678 Lisa Locks Apt. 904
## 234 Mary Juarez F 35440 Ryan Islands
## 235 Rick Martinez M 062 Poole Hollow Apt. 815
## 236 Elizabeth Maxwell F 194 Goodman Fall Apt. 569
## 237 Mark Brown M 8580 Moore Cove
## 238 Gina Morrison F 41851 Victor Drives Suite 219
## 239 Justin Bell M 954 Green Wall
## 240 Dalton Jones M 3304 Hernandez Run
## 241 Larry House M 911 Sabrina Trafficway
## 242 Melody Thompson F 0362 Anderson Wall
## 243 Kenneth Doyle M 8614 Reed Glen
## 244 Amber Lewis F 6296 John Keys Suite 858
## 245 Karen Ryan F 82468 Michelle Village Suite 556
## 246 Elizabeth Maxwell F 194 Goodman Fall Apt. 569
## 247 Jodi Foster F 551 Zachary Freeway
## 248 Michael Gross M 230 Ryan Tunnel Apt. 025
## 249 Allen Bell M 70147 Amanda Fields
## 250 Amber Lewis F 6296 John Keys Suite 858
## 251 Amanda Molina F 8425 Daniel Knolls Suite 288
## 252 Tara Richards F 4879 Cristina Station
## 253 Robert Flores M 3277 Fields Meadows Apt. 790
## 254 Angela Taylor F 6343 Ramirez Skyway Apt. 518
## 255 Kelly Zimmerman F 1893 Katie Tunnel
## 256 Stephanie Cummings F 1025 Robin Square
## 257 Brian Simpson M 2711 Duran Pines
## 258 Tara Richards F 4879 Cristina Station
## 259 Eddie Mendez M 1831 Faith View Suite 653
## 260 William Thompson M 977 Rita Grove Apt. 000
## 261 Pamela Matthews F 36659 Smith Club Apt. 080
## 262 Brandy Quinn F 9734 Beard Fields Suite 885
## 263 Phillip Robertson M 85344 Smith Gateway Apt. 280
## 264 Kayla Sutton F 010 Weaver Land
## 265 Justin Aguilar M 184 Miller Manors
## 266 Randy Murphy M 0356 Sarah Light
## 267 Casey Howell F 374 Christopher Ramp Suite 855
## 268 Shelby Cannon F 1535 Ryan Burgs Suite 919
## 269 Kevin Walters M 87227 Tapia Burgs
## 270 Jose Campbell M 550 Cunningham Squares
## 271 Briana Santos F 702 Tabitha Drive
## 272 Christopher Horn M 956 Sanchez Highway
## 273 Linda Hurst F 31701 Tucker Square Suite 893
## 274 Zachary Allen M 69252 Oconnor Alley Apt. 153
## 275 Andrea Cruz F 26572 Hodge Villages Suite 512
## 276 Michael Jones M 754 Smith Isle
## 277 Jesse Roberts M 8415 Vaughn Squares Apt. 788
## 278 Joseph Murray M 42933 Ryan Underpass
## 279 Bill Lane M 4725 Hurst Curve Apt. 634
## 280 Wayne Marsh M 172 Leonard Island
## 281 Melanie Jimenez F 77944 Daniels Valley Suite 921
## 282 Xavier Beltran M 61107 Edwards Dam Apt. 463
## 283 Heather Chase F 6888 Hicks Stream Suite 954
## 284 Jerry Robinson M 212 Mary Stream
## 285 Tanner Davis M 2632 Stevens Light Apt. 213
## 286 Sara Ramirez F 23843 Scott Island
## 287 Jack Hill M 5916 Susan Bridge Apt. 939
## 288 Lori Rodriguez F 12087 Michael Light
## 289 Alice Kemp F 057 Martinez Radial
## 290 Crystal Gamble F 899 Michele View Suite 960
## 291 Cheryl Melton F 5053 Bell Crescent Apt. 255
## 292 James Stephens M 1166 Castillo Mountains
## 293 Linda Davis F 6602 Ortiz Pine Apt. 179
## 294 Julia Bell F 576 House Crossroad
## 295 Ashley Mcdonald F 3160 Tina Estates Suite 234
## 296 Christine Burns F 343 Hannah Parkway
## 297 Susan Mills F 005 Cody Estates
## 298 Bianca Scott F 9588 Cox Rapid Apt. 257
## 299 Marissa Powell F 474 Allen Haven
## 300 Elizabeth Payne F 897 Daugherty Mission
## 301 Pamela Curtis F 8969 Fuentes Station Apt. 291
## 302 Thomas Mathis M 26615 Nelson Lane
## 303 Helen Campbell F 182 Sergio Summit Apt. 129
## 304 George Smith M 7377 Walton Extensions Apt. 979
## 305 Craig Franco M 9242 Vanessa Ramp Apt. 525
## 306 Melinda Gutierrez F 1497 West Gateway
## 307 Kathleen Nash F 010 Salazar Walk
## 308 William Thompson M 977 Rita Grove Apt. 000
## 309 Daniel Martinez M 8510 Acevedo Burgs
## 310 Christopher Luna M 242 Brian Mountain
## 311 Alicia Hawkins F 507 John Overpass Suite 424
## 312 Jacqueline Howard F 4511 Choi Lock
## 313 Alyssa Morgan F 622 Robin Run Suite 764
## 314 Megan Murphy F 53696 Laura Radial
## 315 Joshua Cohen M 426 Mark Ports
## 316 Debbie Hughes F 0182 Owens Burgs Suite 480
## 317 Mary Lewis F 118 Justin Extension
## 318 Kathleen Nash F 010 Salazar Walk
## 319 Melody Thompson F 0362 Anderson Wall
## 320 Christopher Gilbert M 20937 Reed Lakes Apt. 271
## 321 Kimberly Myers F 6881 King Isle Suite 228
## 322 Kathleen Thompson F 199 Patterson Fords Apt. 132
## 323 Brian Perez M 78652 Scott Ports
## 324 Stanley Mayo M 3433 Jones Branch
## 325 Kenneth Edwards M 3653 Ryan Crossroad
## 326 Melissa Flores F 7529 Carter Well Suite 262
## 327 Kelsey Richards F 889 Sarah Station Suite 624
## 328 Samuel Jenkins M 43235 Mckenzie Views Apt. 837
## 329 Jeremy White M 9443 Cynthia Court Apt. 038
## 330 Heather Chase F 6888 Hicks Stream Suite 954
## 331 Edward Tapia M 354 Gutierrez Gateway
## 332 Lori Rodriguez F 12087 Michael Light
## 333 Richard Brown M 17819 Jose Mount Suite 657
## 334 Angela White F 137 Adam Dale
## 335 Lawrence Davis M 7421 Serrano Lane Apt. 580
## 336 Richard Brown M 17819 Jose Mount Suite 657
## 337 Christine Johnson F 8011 Chapman Tunnel Apt. 568
## 338 Allison Allen F 40624 Rebecca Spurs
## 339 Gabriella Jordan F 1299 Joshua Plains
## 340 Erica Briggs F 3310 Davidson Spurs Apt. 107
## 341 Lindsay Wilson F 7618 Gonzales Mission
## 342 Melinda Gutierrez F 1497 West Gateway
## 343 Christopher Horn M 956 Sanchez Highway
## 344 Felicia Mckee F 84079 Thomas Burgs
## 345 Daniel Cain M 384 Newman Forks Apt. 370
## 346 Theresa Blackwell F 43576 Kristina Islands
## 347 Cody Miller M 25748 John Wells
## 348 Melissa Mcclure F 2027 Snyder Track
## 349 Steven Faulkner M 841 Cheryl Centers Suite 115
## 350 Andrew Mcgee M 4130 Tiffany Glen Apt. 562
## 351 Laura Casey F 6114 Moran Way
## 352 Linda Hurst F 31701 Tucker Square Suite 893
## 353 Susan Washington F 759 Erin Mount Suite 956
## 354 Mary Lewis F 118 Justin Extension
## 355 Stephanie Crane F 144 Martinez Curve
## 356 Margaret Lam F 6911 Nicholas Keys Apt. 237
## 357 Savannah Lewis F 537 Walker Freeway
## 358 Michelle Gregory F 6983 Carrillo Isle
## 359 Kristina Stewart F 47029 Jimmy Tunnel Apt. 106
## 360 Debra Stark F 686 Linda Rest
## 361 Jacqueline Curry F 3047 Jeff Place
## 362 Marcia Molina F 6744 Jimmy Extensions
## 363 Jack Hill M 5916 Susan Bridge Apt. 939
## 364 Allison Allen F 40624 Rebecca Spurs
## 365 Shelby Mitchell F 974 Cindy Stream
## 366 Monica Cohen F 864 Reynolds Plains
## 367 Andrea Cruz F 26572 Hodge Villages Suite 512
## 368 Tara Richards F 4879 Cristina Station
## 369 Jessica Ward F 72269 Elizabeth Field Apt. 132
## 370 Joshua Mendoza M 4215 Miranda Field Suite 326
## 371 Ana Mccormick F 4503 Patricia Route
## 372 Lindsay Wilson F 7618 Gonzales Mission
## 373 Adam Santos M 725 Jo Trace Apt. 102
## 374 Joseph Spencer M 7854 Stephanie Island Suite 788
## 375 Stephanie Gill F 43039 Riley Greens Suite 393
## 376 Warren Daniels M 23656 Harris Gardens Suite 698
## 377 John Miller M 153 Mccullough Springs Apt. 857
## 378 Krystal Gamble F 47152 Clayton Burg
## 379 William Hunter M 5036 Victoria Ports Suite 249
## 380 Ryan Johnson M 40178 Lisa Mission
## 381 Linda Davis F 6602 Ortiz Pine Apt. 179
## 382 Michelle Johnston F 3531 Hamilton Highway
## 383 Kayla Obrien F 7921 Robert Port Suite 343
## 384 Morgan Murray F 2788 Brittney Island
## 385 Mary Myers F 39787 Pamela Fall Suite 639
## 386 Lisa Collins F 44197 Jeffrey Port Suite 050
## 387 Christian Roman M 495 Fisher Throughway
## 388 Robert James M 92021 Miranda Meadows
## 389 Michael Williams M 35822 Clayton Street Apt. 679
## 390 Bianca Scott F 9588 Cox Rapid Apt. 257
## 391 Monique Robinson F 07712 Marcus Divide Apt. 831
## 392 Karen Ryan F 82468 Michelle Village Suite 556
## 393 Corey Jones M 709 George Underpass Apt. 080
## 394 Melinda Gutierrez F 1497 West Gateway
## 395 Jordan May M 1626 Susan Course
## 396 Dakota Maldonado M 369 Cochran Radial
## 397 Krystal Gamble F 47152 Clayton Burg
## 398 Wayne Marsh M 172 Leonard Island
## 399 Kathleen Heath F 9297 Victor Rest Apt. 382
## 400 Mary Lewis F 118 Justin Extension
## 401 Allison Allen F 40624 Rebecca Spurs
## 402 Margaret Gibson F 382 Williams Stream Suite 197
## 403 Margaret Ward F 244 Jeffery Rapids
## 404 Larry House M 911 Sabrina Trafficway
## 405 Breanna Rodriguez F 118 Cabrera Springs Apt. 105
## 406 Jonathan Castro M 200 Christie Mills Apt. 307
## 407 Gregory Graham M 4005 Dana Glens
## 408 Patricia Rodriguez F 386 Randolph Throughway
## 409 Wayne Payne M 587 Bradley Inlet Suite 281
## 410 Kelsey Richards F 889 Sarah Station Suite 624
## 411 Susan Hardy F 516 Brown Parks
## 412 Susan Hardy F 516 Brown Parks
## 413 Renee Parrish F 174 Jennifer Meadow Apt. 467
## 414 Rachel Villarreal F 250 Carrie Throughway
## 415 Kenneth Doyle M 8614 Reed Glen
## 416 Danielle Evans F 76752 David Lodge Apt. 064
## 417 William Jenkins M 50614 Kevin Point
## 418 Mackenzie Salazar F 982 Melissa Lock
## 419 Linda Park F 24607 Charles Mountains
## 420 Joanne Padilla F 477 Alejandro Knolls Suite 828
## 421 Melody Thompson F 0362 Anderson Wall
## 422 Margaret Ray F 927 Cummings Manor Suite 318
## 423 Robert Williams M 09419 Lewis Rapids
## 424 Kevin Walters M 87227 Tapia Burgs
## 425 Richard Carter M 5097 Martin Ridges
## 426 Danielle Hayden F 03368 Michelle Trail
## 427 Christine Johnson F 8011 Chapman Tunnel Apt. 568
## 428 Lisa Mendez F 44259 Beth Station Suite 215
## 429 Jeffrey White M 8617 Holmes Terrace Suite 651
## 430 Ashley Mcdonald F 3160 Tina Estates Suite 234
## 431 Connor Grant M 0654 Kevin Turnpike Apt. 084
## 432 Tara Campbell F 05050 Rogers Well Apt. 439
## 433 Toni Gomez F 062 Carl Dam
## 434 Cassandra Sanders F 78117 George Mountains
## 435 Carl Hernandez M 9134 Darryl Flat Suite 916
## 436 Kenneth Richards M 994 Livingston Extensions Suite 918
## 437 Monique Martin F 68276 Matthew Springs
## 438 Shannon Patterson F 9808 Ellis Bypass
## 439 Scott Edwards M 838 Amy Street Suite 107
## 440 Justin Bell M 5323 Walker Island
## 441 Catherine Weber F 74890 Rodriguez Springs Apt. 540
## 442 Christopher Gomez M 950 Dunn Squares
## 443 Helen Campbell F 182 Sergio Summit Apt. 129
## 444 Jennifer Vance F 13299 Patrick Terrace
## 445 Mary Mcintyre F 77921 Costa Villages
## 446 Jacob Weber M 29156 Mark Park Apt. 108
## 447 Taylor Khan F 658 Diane Glen Apt. 677
## 448 Charles Preston M 5364 William Harbor
## 449 Monique Martin F 68276 Matthew Springs
## 450 Kathleen Thompson F 199 Patterson Fords Apt. 132
## 451 Terri Bailey F 508 Erin Mount
## 452 Kimberly Miller F 75533 Tamara Valleys
## 453 Robin Smith F 0537 Margaret Common Suite 526
## 454 Justin Bell M 5323 Walker Island
## 455 Tami Forbes F 5204 Robinson Plaza Suite 897
## 456 Cheryl Morgan F 7535 Amanda Manors Suite 293
## 457 Renee Parrish F 174 Jennifer Meadow Apt. 467
## 458 Laura Johns F 95835 Garcia Rue
## 459 Amanda Wheeler F 329 Emily Cape
## 460 Jason Mcmahon M 6385 Donald Square Suite 429
## 461 Steven Yoder M 94975 David Mews Apt. 316
## 462 Lauren Anderson F 11014 Chad Lake Apt. 573
## 463 Ariana Campbell F 50932 Neal Valley
## 464 Rita Myers F 75703 Hernandez Corner Suite 348
## 465 Mary Lewis F 118 Justin Extension
## 466 Francisco Hernandez M 980 Smith Gardens
## 467 Kayla Jones F 6033 Young Track Suite 804
## 468 Kathleen Thompson F 199 Patterson Fords Apt. 132
## 469 Tommy Dixon M 8829 Steele Station
## 470 Martin Duarte M 6251 Payne Flats Apt. 581
## 471 Robert Sanchez M 7314 Johnson Square Apt. 296
## 472 Stephen Lopez M 696 Matthew Ford Suite 157
## 473 Patricia Mendoza F 1683 Davidson Freeway
## 474 Lisa Mendez F 44259 Beth Station Suite 215
## 475 Dustin Roberts M 3283 James Station
## 476 Melissa Brown F 330 Montoya Ramp
## 477 Brooke Smith F 63542 Luna Brook Apt. 012
## 478 Tara Richards F 4879 Cristina Station
## 479 Carrie Lewis F 28925 Powell Mountains Apt. 762
## 480 Erin Chavez F 3379 Williams Common
## 481 Teresa Stein F 2838 White Fields Apt. 473
## 482 Michael Francis M 1833 Jeanette Stravenue
## 483 Joseph Moody M 5901 Foster Pine
## 484 John Hudson M 886 Nicole Key
## 485 John Clarke M 27909 Peter Motorway
## 486 Mark Tyler M 82201 Bradley Radial Suite 703
## 487 Stephanie Gill F 43039 Riley Greens Suite 393
## 488 Christine Burns F 343 Hannah Parkway
## 489 Haley Wagner F 05561 Farrell Crescent
## 490 Eric Preston M 7020 Doyle Stream Apt. 951
## 491 Danielle Walker F 9824 Mitchell Run
## 492 Edward Tapia M 354 Gutierrez Gateway
## 493 Bianca Scott F 9588 Cox Rapid Apt. 257
## 494 Kimberly Castro F 588 Smith Lights Suite 786
## 495 Drew Garcia M 70858 Jasmine Meadows Apt. 135
## 496 Danielle Yu F 5395 Colon Burgs Suite 037
## 497 Lisa Mendez F 44259 Beth Station Suite 215
## 498 William Cannon M 43809 Kenneth Circles Suite 152
## 499 Karen Gordon F 543 Ware Path Apt. 593
## 500 Jacqueline Caldwell F 54220 April Union Suite 403
## 501 Destiny Lowe F 79472 Stevens Trace Apt. 120
## 502 Thomas Hale M 949 Smith Parkway
## 503 Joseph Wagner M 822 Austin Spur
## 504 Tami Forbes F 5204 Robinson Plaza Suite 897
## 505 Melissa Krause F 67632 Martin Gateway
## 506 Bridget Bowen F 49120 Regina Island Apt. 170
## 507 Kimberly Gonzalez F 72966 Shannon Pass Apt. 391
## 508 Melissa Krause F 67632 Martin Gateway
## 509 Laura Walker F 611 Michael Rue
## 510 Brandon Bridges M 957 Miller Falls
## 511 Bryan Miller M 411 Laurie Fords
## 512 Margaret Williams F 165 Jerry Meadows Suite 460
## 513 Christopher Ortega M 5045 Emily Wall
## 514 Christopher Luna M 242 Brian Mountain
## 515 Brittany Cox F 07177 William Dale Apt. 547
## 516 Larry House M 911 Sabrina Trafficway
## 517 Jason Gray M 875 Amy Point
## 518 Janet Carpenter F 9870 Collins Flat
## 519 John Stevens M 428 Morgan River
## 520 Jesse Roberts M 8415 Vaughn Squares Apt. 788
## 521 Jessica Werner F 4529 Cannon Alley
## 522 Kristen Allen F 8619 Lisa Manors Apt. 871
## 523 Cody Miller M 25748 John Wells
## 524 Travis Hayes M 1561 Chase Grove
## 525 Joseph Murray M 42933 Ryan Underpass
## 526 Sandra Davies F 31954 Eugene Lane Suite 572
## 527 William Lopez M 785 Kevin Walk Suite 237
## 528 Justin Gay M 268 Hayes Rue Suite 811
## 529 Rebecca Butler F 0665 Lisa Alley
## 530 Mackenzie Salazar F 982 Melissa Lock
## 531 William Thompson M 977 Rita Grove Apt. 000
## 532 Tina Zimmerman F 3595 Susan Island Suite 063
## 533 Monica Cohen F 864 Reynolds Plains
## 534 Sara Ramirez F 23843 Scott Island
## 535 Michael Lee M 7915 Dawn Roads Apt. 544
## 536 James Stephens M 1166 Castillo Mountains
## 537 Sara Harris F 597 Jenny Ford Apt. 543
## 538 Melissa Krause F 67632 Martin Gateway
## 539 Monica Tucker F 302 Christina Islands
## 540 Gary Barnes M 2970 Flores Brooks
## 541 Christine Davis F 736 Moss Motorway Suite 549
## 542 John Mccormick M 79414 Clark Lakes Suite 966
## 543 Danielle Hayden F 03368 Michelle Trail
## 544 Melinda Gutierrez F 1497 West Gateway
## 545 Diane Smith F 195 Murray Overpass Apt. 384
## 546 Joseph Wagner M 822 Austin Spur
## 547 Frank Foster M 37910 Ward Lights
## 548 Lori Bishop F 08056 Alvarado Club Suite 699
## 549 Patricia Mendoza F 1683 Davidson Freeway
## 550 Joshua Cohen M 426 Mark Ports
## 551 Jackie Davis F 1898 Parker Fork Apt. 057
## 552 James Cooper M 663 Ramirez Trace Apt. 951
## 553 Bethany Andrade F 7898 Wanda Springs
## 554 Erik Stevens M 84033 Pitts Overpass
## 555 Carl Hernandez M 9134 Darryl Flat Suite 916
## 556 Michael Jones M 754 Smith Isle
## 557 Cesar Smith M 901 Ariel Points
## 558 Katherine Pennington F 73869 Connie Prairie
## 559 Justin Gay M 268 Hayes Rue Suite 811
## 560 Erika Mason F 083 Karen Island Apt. 656
## 561 Antonio Koch M 8738 Richard Brooks
## 562 Tyler Garcia M 408 Bradley Rest
## 563 Jessica Shaw F 5745 Blair Locks
## 564 Jessica Werner F 4529 Cannon Alley
## 565 Nancy Roach F 376 Brown Courts
## 566 Kylie Kirby F 79816 Jackson Squares
## 567 Mary Pruitt F 2819 Luke Greens Suite 563
## 568 Richard Carter M 5097 Martin Ridges
## 569 Rebecca Erickson F 594 Berry Lights Apt. 392
## 570 Jessica Garcia F 13108 Jennifer Passage
## 571 Robert Holland M 431 Tracy Expressway
## 572 Mary Pruitt F 2819 Luke Greens Suite 563
## 573 William Cannon M 43809 Kenneth Circles Suite 152
## 574 Teresa Clark F 1323 Derek Mission
## 575 Stephen Lopez M 696 Matthew Ford Suite 157
## 576 Curtis Young M 4319 Watson Shoals Suite 658
## 577 Tammie Harper F 57887 Gutierrez Harbor
## 578 Dalton Jones M 3304 Hernandez Run
## 579 Michael Vargas M 933 Martin Rapids
## 580 Julie Johnson F 9331 Robert Passage Suite 327
## 581 Savannah Lewis F 537 Walker Freeway
## 582 Robert James M 92021 Miranda Meadows
## 583 Heather Roberts F 62934 Maria Cliffs Suite 350
## 584 Laura Walker F 611 Michael Rue
## 585 Erin Chavez F 3379 Williams Common
## 586 Krystal Gamble F 47152 Clayton Burg
## 587 Bradley Martinez M 3426 David Divide Suite 717
## 588 Linda Gonzalez F 17667 Price Spur Apt. 366
## 589 Emily Hall F 8851 Reese Neck
## 590 Aaron Murray M 624 Hale Springs Apt. 572
## 591 Olivia Stephenson F 292 Cassidy Oval
## 592 Collin Brown M 995 Benjamin Bypass
## 593 Matthew Russell M 168 Michael Coves Suite 343
## 594 Mark Wood M 854 Walker Dale Suite 488
## 595 Laura Casey F 6114 Moran Way
## 596 Mary Williams F 00315 Ashley Valleys
## 597 Jeremy Moore M 574 Patricia Extensions
## 598 Amanda Williams F 02018 Gary Key Apt. 911
## 599 April Johnson F 9727 Deleon Mountain
## 600 Vincent Flowers M 0189 Emily Prairie
## 601 Patrick Torres M 27386 Snyder Station
## 602 Jeffery Sanders M 5278 Sarah Station Apt. 009
## 603 Eric Preston M 7020 Doyle Stream Apt. 951
## 604 Tanner Davis M 2632 Stevens Light Apt. 213
## 605 Bethany Andrade F 7898 Wanda Springs
## 606 Thomas Hale M 949 Smith Parkway
## 607 Michelle Gregory F 6983 Carrillo Isle
## 608 Jessica Dominguez F 06393 Nancy Parkways Suite 855
## 609 Jennifer Bishop F 589 Matthew Brooks
## 610 Jesse Roberts M 8415 Vaughn Squares Apt. 788
## 611 Gary Hall M 69085 Short Shores
## 612 William Thomas M 39227 Mcpherson Shoals
## 613 Cassandra Nunez F 9572 Austin Forge Suite 612
## 614 Allen Bell M 70147 Amanda Fields
## 615 Christopher Raymond M 766 Potter Well
## 616 Margaret Williams F 165 Jerry Meadows Suite 460
## 617 Drew Garcia M 70858 Jasmine Meadows Apt. 135
## 618 Terri Bailey F 508 Erin Mount
## 619 Jerry Robinson M 212 Mary Stream
## 620 William Jenkins M 50614 Kevin Point
## 621 Katherine Tucker F 670 Le Meadows Suite 250
## 622 Kelly Zimmerman F 1893 Katie Tunnel
## 623 Tyler Wright M 615 Clarke Spring Apt. 172
## 624 Michelle Juarez F 44864 Melton Vista Suite 310
## 625 Joanna Hudson F 2924 Bobby Trafficway
## 626 Michelle Juarez F 44864 Melton Vista Suite 310
## 627 Richard Waters M 7683 Natasha Way Apt. 945
## 628 Kyle Wright M 610 Samantha Park Suite 149
## 629 Amanda Spencer F 6682 Green Forks
## 630 Joanne Padilla F 477 Alejandro Knolls Suite 828
## 631 Willie Jordan M 529 West Key
## 632 Peter Caldwell M 08966 Beltran Route Suite 905
## 633 Debra Eaton F 72743 Brian Run
## 634 Robert Drake M 463 Willie Estates
## 635 Matthew Lambert M 7188 Melissa Crest Apt. 151
## 636 Juan Sherman M 5939 Garcia Forges Suite 297
## 637 Greg Villarreal M 2851 Foster Shoals
## 638 Haley Wagner F 05561 Farrell Crescent
## 639 Elizabeth Maxwell F 194 Goodman Fall Apt. 569
## 640 Billy Mcdonald M 304 Ryan Port Suite 335
## 641 Judith Moss F 46297 Benjamin Plains Suite 703
## 642 Christina Eaton F 3256 Brooks Field
## 643 Joseph Morgan M 126 Underwood Drive
## 644 Jacob Dawson M 663 Anna Plaza
## 645 Robert Drake M 463 Willie Estates
## 646 Jessica Ward F 72269 Elizabeth Field Apt. 132
## 647 Joseph Moody M 5901 Foster Pine
## 648 Allison Ayala F 87665 Karen Mill Apt. 586
## 649 Scott Martin M 31472 Cody Place Suite 740
## 650 Kurt Peters M 7290 Ashlee Keys
## 651 Joshua Carpenter M 04975 Allison Shoal
## 652 Hayden Sanders M 8465 Reed Green Suite 559
## 653 Nathan Mendoza M 767 Adam Mill Apt. 115
## 654 Amber Thornton F 840 Werner Lock Apt. 852
## 655 Lisa Collins F 44197 Jeffrey Port Suite 050
## 656 Alyssa Morgan F 622 Robin Run Suite 764
## 657 Matthew Young M 8840 Miller Port Suite 645
## 658 Jason Hernandez M 220 Frank Gardens
## 659 Rebecca Erickson F 594 Berry Lights Apt. 392
## 660 Crystal Gamble F 899 Michele View Suite 960
## 661 Timothy Gomez M 707 Anthony Causeway
## 662 Michelle Johnston F 3531 Hamilton Highway
## 663 Marissa Powell F 474 Allen Haven
## 664 Zachary Allen M 69252 Oconnor Alley Apt. 153
## 665 Taylor Khan F 658 Diane Glen Apt. 677
## 666 Stacy Lambert F 85430 Julie Trafficway Suite 792
## 667 Marcia Molina F 6744 Jimmy Extensions
## 668 Jennifer Black F 2870 Bean Terrace Apt. 756
## 669 Brooke Rodriguez F 901 Todd Gardens Apt. 466
## 670 Brandy Quinn F 9734 Beard Fields Suite 885
## 671 Karen Gordon F 543 Ware Path Apt. 593
## 672 Mark Brown M 8580 Moore Cove
## 673 John Mccormick M 79414 Clark Lakes Suite 966
## 674 Ronald Carson M 870 Rocha Drive
## 675 Jerry Robinson M 212 Mary Stream
## 676 Ian Patton M 8088 Sherman Radial Suite 689
## 677 Sandra Davies F 31954 Eugene Lane Suite 572
## 678 Michael Francis M 1833 Jeanette Stravenue
## 679 Laura Walker F 611 Michael Rue
## 680 Melody Thompson F 0362 Anderson Wall
## 681 Bryan Torres M 152 James Centers Apt. 768
## 682 Tommy Dixon M 8829 Steele Station
## 683 Mary Myers F 39787 Pamela Fall Suite 639
## 684 Alice Kemp F 057 Martinez Radial
## 685 Mario Johns M 62130 Miller Square Suite 785
## 686 Danielle Evans F 76752 David Lodge Apt. 064
## 687 Jessica Shaw F 5745 Blair Locks
## 688 Tara Richards F 4879 Cristina Station
## 689 Michael Vargas M 933 Martin Rapids
## 690 Tammy Davis F 77663 Colleen Freeway
## 691 Linda Hurst F 31701 Tucker Square Suite 893
## 692 Nathan Massey M 5783 Evan Roads Apt. 465
## 693 David Serrano M 4739 Martin Common
## 694 Patrick Torres M 27386 Snyder Station
## 695 Valerie Clark F 7402 West Ranch
## 696 Maria Rosales F 6611 Parrish Garden Apt. 428
## 697 Jacob Weber M 29156 Mark Park Apt. 108
## 698 Christine Burns F 343 Hannah Parkway
## 699 Christopher Holt M 05597 Michael Spurs
## 700 Thomas Mathis M 26615 Nelson Lane
## 701 Leslie Ford F 4938 Hatfield Course
## 702 Richard Waters M 7683 Natasha Way Apt. 945
## 703 Christopher Castaneda M 1632 Cohen Drive Suite 639
## 704 Linda Davis F 6602 Ortiz Pine Apt. 179
## 705 Krystal Key F 23142 Montoya Island Apt. 742
## 706 Danielle Yu F 5395 Colon Burgs Suite 037
## 707 William Cannon M 43809 Kenneth Circles Suite 152
## 708 Louis Fisher M 45654 Hess Rest
## 709 Cristian Jones M 0423 Kirby Field Suite 623
## 710 Jessica Ward F 72269 Elizabeth Field Apt. 132
## 711 John Peters M 555 Michael Burgs
## 712 Walter Blair M 44951 Williams Brooks
## 713 Samuel Farrell M 428 Michael Tunnel Apt. 377
## 714 Alicia Bishop F 222 Freeman Islands
## 715 Joseph Moody M 5901 Foster Pine
## 716 Matthew Lambert M 7188 Melissa Crest Apt. 151
## 717 Shelby Cannon F 1535 Ryan Burgs Suite 919
## 718 Denise Barnett F 23220 Eaton Harbors
## 719 Christopher Castaneda M 1632 Cohen Drive Suite 639
## 720 Joseph Morgan M 126 Underwood Drive
## 721 Christian Roman M 495 Fisher Throughway
## 722 Monique Robinson F 07712 Marcus Divide Apt. 831
## 723 Tami Forbes F 5204 Robinson Plaza Suite 897
## 724 Christine Best F 68248 Deanna Land
## 725 Brianna Foley F 57256 Raymond Ports
## 726 John Myers M 701 Wilson Divide
## 727 George Floyd M 22502 Baker Mount Suite 241
## 728 John Hudson M 886 Nicole Key
## 729 Tyler Wright M 615 Clarke Spring Apt. 172
## 730 James Leon M 826 Benjamin Stravenue
## 731 Sabrina Johnson F 320 Nicholson Orchard
## 732 Ana Mccormick F 4503 Patricia Route
## 733 Krystal Gamble F 47152 Clayton Burg
## 734 Jeffrey Rice M 21447 Powell Circle
## 735 Brent Terrell M 502 Rice Plaza Apt. 979
## 736 Steven Castaneda M 46809 Toni Flat Suite 216
## 737 Daniel Cain M 384 Newman Forks Apt. 370
## 738 James Cooper M 663 Ramirez Trace Apt. 951
## 739 Bryan Miller M 411 Laurie Fords
## 740 Audrey Hickman F 3325 Gregory Square
## 741 Frank Anderson M 0611 Stafford Valley Suite 504
## 742 Amanda Spencer F 6682 Green Forks
## 743 Sarah Clark F 25961 Beverly Union Apt. 042
## 744 Megan Murphy F 53696 Laura Radial
## 745 David Everett M 4138 David Fall
## 746 Jessica Terry F 6412 Elizabeth Gardens Suite 633
## 747 Brianna Foley F 57256 Raymond Ports
## 748 Allen Bell M 70147 Amanda Fields
## 749 Jared Walters M 3326 Hannah Fords
## 750 Jeffery Sanders M 5278 Sarah Station Apt. 009
## 751 Timothy Kirby M 7309 Sophia Causeway Suite 702
## 752 Gloria Wallace F 234 Bridges Wells Apt. 389
## 753 Tara Richards F 4879 Cristina Station
## 754 Erik Patterson M 162 Jessica Row Apt. 072
## 755 Shelby Cannon F 1535 Ryan Burgs Suite 919
## 756 Dylan Garcia M 923 Jordan Road
## 757 Gary Martinez M 03512 Jackson Ports
## 758 Mark Wood M 854 Walker Dale Suite 488
## 759 Nathan Massey M 5783 Evan Roads Apt. 465
## 760 David Rodriguez M 821 Solis Points
## 761 Stephen Lopez M 696 Matthew Ford Suite 157
## 762 Bryan Pugh M 6366 French Field
## 763 Kristen Hanson F 26544 Andrea Glen
## 764 Susan Hardy F 516 Brown Parks
## 765 Wayne Payne M 587 Bradley Inlet Suite 281
## 766 Sarah Foster F 77872 Andrea Glen Apt. 543
## 767 Steven Sanders M 25955 Amy Via
## 768 Mary Juarez F 35440 Ryan Islands
## 769 William Johnson M 50843 Vincent Mission
## 770 Michael Rodriguez M 172 Paula Inlet Apt. 650
## 771 Teresa Clark F 1323 Derek Mission
## 772 Ana Howell F 4664 Sanchez Common Suite 930
## 773 Christopher Sheppard M 39218 Baker Shoals
## 774 Mary Lewis F 118 Justin Extension
## 775 Heather Roberts F 62934 Maria Cliffs Suite 350
## 776 Francisco Hernandez M 980 Smith Gardens
## 777 Jose Vasquez M 572 Davis Mountains
## 778 Maria Garcia F 865 Thomas Village
## 779 Laura Casey F 6114 Moran Way
## 780 Jodi Rodriguez F 5796 Lee Coves Apt. 286
## 781 Kristen Hanson F 26544 Andrea Glen
## 782 Daniel Martinez M 8510 Acevedo Burgs
## 783 Andrew Patterson M 06959 Stephen Branch Suite 246
## 784 Allen Bell M 70147 Amanda Fields
## 785 Matthew Myers M 4936 Michelle Points
## 786 David Serrano M 4739 Martin Common
## 787 Thomas Jenkins M 93914 Gregory Via
## 788 Casey Howell F 374 Christopher Ramp Suite 855
## 789 Jessica Benitez F 31281 Thomas Inlet
## 790 Audrey Gonzalez F 34180 Lopez Plaza
## 791 David Vasquez M 06539 Gregory Mountains Suite 029
## 792 Linda Park F 24607 Charles Mountains
## 793 Diane Jackson F 682 Mills Way Apt. 814
## 794 John Clarke M 27909 Peter Motorway
## 795 Kathryn Smith F 19838 Tonya Prairie Apt. 947
## 796 David Serrano M 4739 Martin Common
## 797 Derek Bentley M 782 Lee Crossing Apt. 209
## 798 Samuel Johnston M 16285 Jessica Lights
## 799 Jessica Jordan F 071 Wise Trace
## 800 Antonio Koch M 8738 Richard Brooks
## 801 Stephanie Hopkins F 44089 Carrie Crossing Suite 954
## 802 Daniel Briggs M 7118 Jessica Unions Apt. 789
## 803 Debra Eaton F 72743 Brian Run
## 804 Sarah Clark F 25961 Beverly Union Apt. 042
## 805 David Wolfe M 81261 Garcia Underpass Suite 741
## 806 Julie Johnson F 9331 Robert Passage Suite 327
## 807 Robert Hall M 371 Anthony Trail Suite 354
## 808 Lawrence Davis M 7421 Serrano Lane Apt. 580
## 809 Kaitlyn Newman F 098 Stewart Hill
## 810 Linda Sanchez F 6574 William Hill Apt. 375
## 811 Kristen Hanson F 26544 Andrea Glen
## 812 Candice Brown F 9412 Harris Mews
## 813 Amanda Fitzgerald F 298 Kayla Lights
## 814 Melissa Brown F 330 Montoya Ramp
## 815 Tanner Carroll M 494 Burke Ports
## 816 Michael Gross M 230 Ryan Tunnel Apt. 025
## 817 Jacqueline Washington F 138 Stephen Ridges Apt. 978
## 818 Mackenzie Smith F 7178 Willis Drive
## 819 Ashley Cruz F 65417 Walsh Radial Suite 691
## 820 Matthew Lambert M 7188 Melissa Crest Apt. 151
## 821 Donna Davis F 6760 Donovan Lakes
## 822 Michael Lee M 7915 Dawn Roads Apt. 544
## 823 Wayne Payne M 587 Bradley Inlet Suite 281
## 824 Edward Tapia M 354 Gutierrez Gateway
## 825 Meredith Ayala F 7107 Henderson Station
## 826 Gregory Wallace M 27203 Darrell Landing
## 827 Christopher Holt M 05597 Michael Spurs
## 828 Bryan Pugh M 6366 French Field
## 829 Angela White F 137 Adam Dale
## 830 David Cole M 7955 Allen Orchard Apt. 336
## 831 Tanner Carroll M 494 Burke Ports
## 832 Jeremy Jones M 5758 Yates Center
## 833 Micheal Hernandez M 6139 Mark Rapid Apt. 651
## 834 Michael Orozco M 13956 Hughes Causeway Suite 124
## 835 Ryan Cook M 75952 Wilson Course
## 836 Dustin Roberts M 3283 James Station
## 837 Tammie Harper F 57887 Gutierrez Harbor
## 838 Mary Myers F 39787 Pamela Fall Suite 639
## 839 Joseph Nixon M 86882 Desiree Camp Suite 047
## 840 Carl Hernandez M 9134 Darryl Flat Suite 916
## 841 Andrea Cruz F 26572 Hodge Villages Suite 512
## 842 Allison Ayala F 87665 Karen Mill Apt. 586
## 843 Amber Thornton F 840 Werner Lock Apt. 852
## 844 Lauren Williams F 065 Jones Stravenue
## 845 Shawn King M 31493 Garcia Summit
## 846 Kristina Lewis F 5449 Brandi Heights Apt. 111
## 847 Christopher Luna M 242 Brian Mountain
## 848 Aaron Pena M 793 Hooper Tunnel Suite 154
## 849 Jodi Rodriguez F 5796 Lee Coves Apt. 286
## 850 Mary Mcintyre F 77921 Costa Villages
## 851 Robert Velazquez M 3136 Silva Stream
## 852 Leslie Ford F 4938 Hatfield Course
## 853 Jacqueline Marsh F 950 Sheryl Spurs
## 854 Alan Howard M 04139 Johnson Prairie Suite 401
## 855 Christopher Gregory M 9579 Porter Tunnel
## 856 Joseph Nixon M 86882 Desiree Camp Suite 047
## 857 James Reese M 26975 Richardson Mills Apt. 402
## 858 Wayne Payne M 587 Bradley Inlet Suite 281
## 859 Tanner Carroll M 494 Burke Ports
## 860 Joshua Mendoza M 4215 Miranda Field Suite 326
## 861 Brittany Guerra F 79209 Gary Dale
## 862 Sharon Johnson F 7202 Jeffrey Mills
## 863 Danielle Hayden F 03368 Michelle Trail
## 864 Susan Washington F 759 Erin Mount Suite 956
## 865 Tanya Williams F 566 Megan Well
## 866 Allison Ayala F 87665 Karen Mill Apt. 586
## 867 Mary Wall F 2481 Mills Lock
## 868 Rebecca Obrien F 5619 Mendoza Inlet
## 869 Kelly Zimmerman F 1893 Katie Tunnel
## 870 Diana Jacobs F 69608 Perez Mountain Apt. 006
## 871 Jamie Olson F 3423 Michael Canyon Suite 276
## 872 Ellen Smith F 285 George Lake
## 873 Kenneth Richards M 994 Livingston Extensions Suite 918
## 874 Joanna Hudson F 2924 Bobby Trafficway
## 875 Cody Miller M 25748 John Wells
## 876 Amanda Gomez F 8152 Brittany Centers
## 877 Edward Hensley M 24318 Dixon Mills
## 878 Jacqueline Curry F 3047 Jeff Place
## 879 Gerald Frank M 95793 Andrea Ville Suite 533
## 880 Christian Johns M 892 Solis Neck
## 881 Joanne Padilla F 477 Alejandro Knolls Suite 828
## 882 Kelsey Richards F 889 Sarah Station Suite 624
## 883 Joseph Murray M 42933 Ryan Underpass
## 884 Lawrence Davis M 7421 Serrano Lane Apt. 580
## 885 Omar Gay M 2161 Blankenship Freeway
## 886 Joseph Nixon M 86882 Desiree Camp Suite 047
## 887 Casey Howell F 374 Christopher Ramp Suite 855
## 888 Deborah Fisher F 1911 Fisher Brook
## 889 Zachary Boone M 3703 Benson Wells
## 890 Linda Hurst F 31701 Tucker Square Suite 893
## 891 Drew Garcia M 70858 Jasmine Meadows Apt. 135
## 892 Ricky Dunn M 97689 Davis Point Apt. 967
## 893 Morgan Murray F 2788 Brittney Island
## 894 Janet Turner F 0925 Lang Extensions
## 895 Alan Colon M 748 Bryan Fields Suite 935
## 896 Joseph Nixon M 86882 Desiree Camp Suite 047
## 897 Amber Thornton F 840 Werner Lock Apt. 852
## 898 Carol Dillon F 27479 Reeves Dale
## 899 Jeremy Whitney M 0371 Aimee Neck Suite 856
## 900 Daniel Melton M 6157 Nichols Mews
## 901 Margaret Gibson F 382 Williams Stream Suite 197
## 902 Sonya Jensen F 4470 Jillian Courts
## 903 David Wolfe M 81261 Garcia Underpass Suite 741
## 904 Kenneth Edwards M 3653 Ryan Crossroad
## 905 Richard Vance M 169 Shelia Knoll Suite 753
## 906 Lisa Lowe F 574 David Locks Suite 207
## 907 Laura Casey F 6114 Moran Way
## 908 Ashley Robinson F 1007 Colton Forks
## 909 Joe Howard M 109 Brian Lights Apt. 504
## 910 Mackenzie Salazar F 982 Melissa Lock
## 911 Adam Santos M 725 Jo Trace Apt. 102
## 912 Megan Murphy F 53696 Laura Radial
## 913 Philip Hart M 97405 Vazquez Plains
## 914 Sharon Smith F 17666 David Valleys
## 915 Jennifer Black F 2870 Bean Terrace Apt. 756
## 916 Megan Murphy F 53696 Laura Radial
## 917 Susan Hardy F 516 Brown Parks
## 918 Sarah Clark F 25961 Beverly Union Apt. 042
## 919 Morgan Smith F 1441 Bradley Place
## 920 George Smith M 7377 Walton Extensions Apt. 979
## 921 Daniel Boyd M 8925 Nicholas Points
## 922 Theresa Blackwell F 43576 Kristina Islands
## 923 Karen Cooper F 425 Caleb Point Apt. 050
## 924 Melinda Gutierrez F 1497 West Gateway
## 925 Gregory Graham M 4005 Dana Glens
## 926 Robert James M 18316 Cannon Place
## 927 Angela White F 137 Adam Dale
## 928 Michael Garner M 0157 Samuel Mission Suite 379
## 929 Matthew Myers M 4936 Michelle Points
## 930 Robin Smith F 0537 Margaret Common Suite 526
## 931 William Lopez M 785 Kevin Walk Suite 237
## 932 Patrick Vaughan M 651 Miller Common
## 933 Mario Johns M 62130 Miller Square Suite 785
## 934 Mary Pruitt F 2819 Luke Greens Suite 563
## 935 Mary Juarez F 35440 Ryan Islands
## 936 Theresa Blackwell F 43576 Kristina Islands
## 937 Kathleen Thompson F 199 Patterson Fords Apt. 132
## 938 Monica Tucker F 302 Christina Islands
## 939 John Vega M 4483 Sharp Ferry Apt. 468
## 940 Jennifer Gonzalez F 5517 Stacy Land
## 941 Ashley Whitney F 4038 Smith Avenue
## 942 Stephanie Cummings F 1025 Robin Square
## 943 Jennifer Black F 2870 Bean Terrace Apt. 756
## 944 Kayla Obrien F 7921 Robert Port Suite 343
## 945 Jodi Foster F 551 Zachary Freeway
## 946 Frank Anderson M 0611 Stafford Valley Suite 504
## 947 Alicia Morales F 4456 Dunn Roads
## 948 Lauren Anderson F 11014 Chad Lake Apt. 573
## 949 Alicia Morales F 4456 Dunn Roads
## 950 Timothy Kirby M 7309 Sophia Causeway Suite 702
## 951 Lisa Lowe F 574 David Locks Suite 207
## 952 Gregory Graham M 4005 Dana Glens
## 953 Tammy Davis F 77663 Colleen Freeway
## 954 Kayla Jones F 6033 Young Track Suite 804
## 955 Aaron Murray M 624 Hale Springs Apt. 572
## 956 Christopher Luna M 242 Brian Mountain
## 957 Sara Ramirez F 23843 Scott Island
## 958 Kathy Hughes F 02110 Lucas Freeway Suite 517
## 959 Vicki Mendoza F 3645 Atkins Island Apt. 238
## 960 David Lewis M 1499 Michael Rue
## 961 Steven Walters M 3206 Hall Divide Suite 282
## 962 Robert Haynes M 857 Aaron Circles Suite 398
## 963 Kayla Jones F 6033 Young Track Suite 804
## 964 Michael Olson M 558 Michael Estates
## 965 Erin Chavez F 3379 Williams Common
## 966 Erik Stevens M 84033 Pitts Overpass
## 967 Mary Mcintyre F 77921 Costa Villages
## 968 Ashley Whitehead F 58188 Madison Meadow Apt. 949
## 969 Christine Best F 68248 Deanna Land
## 970 Scott Fuller M 861 Karen Common
## 971 Vincent Waller M 9379 Vanessa Run Apt. 400
## 972 Jennifer Black F 2870 Bean Terrace Apt. 756
## 973 Diana Jacobs F 69608 Perez Mountain Apt. 006
## 974 Christina Rose F 1984 Taylor Island Suite 836
## 975 Monica Tucker F 302 Christina Islands
## 976 Stephanie Crane F 144 Martinez Curve
## 977 Sharon Johnson F 7202 Jeffrey Mills
## 978 Sara Harris F 597 Jenny Ford Apt. 543
## 979 Sarah Bishop F 554 Mcdonald Valley Apt. 539
## 980 Linda Davis F 6602 Ortiz Pine Apt. 179
## 981 Kimberly Miller F 75533 Tamara Valleys
## 982 Dawn Gray F 9486 Joel Common Suite 554
## 983 Krystal Key F 23142 Montoya Island Apt. 742
## 984 Ronald Carson M 870 Rocha Drive
## 985 Karen Johnson F 4349 Anna Flat Suite 214
## 986 Lisa Clark F 07943 Davis River
## 987 Daniel Briggs M 7118 Jessica Unions Apt. 789
## 988 Scott Martin M 31472 Cody Place Suite 740
## 989 Morgan Smith F 1441 Bradley Place
## 990 Daniel Melton M 6157 Nichols Mews
## 991 Thomas Hale M 949 Smith Parkway
## 992 Kendra King F 154 Hernandez Keys
## 993 Keith Sanders M 8030 Beck Motorway
## 994 Matthew Lambert M 7188 Melissa Crest Apt. 151
## 995 Rita Myers F 75703 Hernandez Corner Suite 348
## 996 Philip Hart M 97405 Vazquez Plains
## 997 Monica Tucker F 302 Christina Islands
## 998 Jacqueline Curry F 3047 Jeff Place
## 999 Felicia Combs F 825 Martinez Springs Apt. 625
## 1000 Monica Lane F 3270 Scott Islands
## 1001 Jack Hill M 5916 Susan Bridge Apt. 939
## 1002 Jessica Perez F 8172 Robertson Parkways Suite 072
## 1003 Mario Johns M 62130 Miller Square Suite 785
## 1004 Cassandra Sanders F 78117 George Mountains
## 1005 Joseph Gonzalez M 319 Wendy Fort Suite 179
## 1006 David Campbell M 2989 Murray Inlet
## 1007 Shannon Patterson F 9808 Ellis Bypass
## 1008 Randall Dillon M 4440 George Mills Suite 591
## 1009 Allison Allen F 40624 Rebecca Spurs
## 1010 Kenneth Robinson M 269 Sanchez Rapids
## 1011 Mark Wood M 854 Walker Dale Suite 488
## 1012 Margaret Gibson F 382 Williams Stream Suite 197
## 1013 Louis Fisher M 45654 Hess Rest
## 1014 Robert Nguyen M 74835 Garner Point
## 1015 Angela White F 137 Adam Dale
## 1016 Kimberly Martin F 1943 Dennis Inlet Suite 145
## 1017 Kendra King F 154 Hernandez Keys
## 1018 Mary Diaz F 9886 Anita Drive
## 1019 Julie Sanchez F 916 Charles Road
## 1020 Adam Riddle M 27718 Mason Bypass
## 1021 David Miller M 622 Bradley Knoll Apt. 758
## 1022 Jessica Smith F 06808 Ryan Valleys
## 1023 Danielle Walker F 9824 Mitchell Run
## 1024 Jason Murphy M 542 Steve Curve Suite 011
## 1025 Karen Sullivan F 6313 Scott Trace
## 1026 Margaret Ray F 927 Cummings Manor Suite 318
## 1027 Jessica Potter F 7600 Stephen Course Suite 031
## 1028 Robert Haynes M 857 Aaron Circles Suite 398
## 1029 William Thompson M 977 Rita Grove Apt. 000
## 1030 Christopher Horn M 956 Sanchez Highway
## 1031 Jessica Ward F 72269 Elizabeth Field Apt. 132
## 1032 Juan Sherman M 5939 Garcia Forges Suite 297
## 1033 Alan Colon M 748 Bryan Fields Suite 935
## 1034 Douglas Willis M 619 Jeremy Garden Apt. 681
## 1035 Joseph Spencer M 7854 Stephanie Island Suite 788
## 1036 Scott Martin M 7483 Navarro Flats
## 1037 Stephanie Taylor F 598 Martin Pine Suite 365
## 1038 Stephen Marshall M 47144 Roberts Keys
## 1039 Julia Bell F 576 House Crossroad
## 1040 Amanda Williams F 02018 Gary Key Apt. 911
## 1041 Kimberly Castro F 588 Smith Lights Suite 786
## 1042 Randall Dillon M 4440 George Mills Suite 591
## 1043 Chris White M 98897 Bennett Lodge
## 1044 Lauren Anderson F 11014 Chad Lake Apt. 573
## 1045 Jerry Robinson M 212 Mary Stream
## 1046 Barbara Taylor F 0069 Robin Brooks Apt. 695
## 1047 Diana Jacobs F 69608 Perez Mountain Apt. 006
## 1048 Richard Marshall M 295 Page Creek Suite 181
## 1049 Ashley Cruz F 65417 Walsh Radial Suite 691
## 1050 Lauren Anderson F 11014 Chad Lake Apt. 573
## 1051 Mary Humphrey F 9853 Flynn Hollow Apt. 602
## 1052 Joseph Davis M 941 Adam Stravenue
## 1053 Lauren Williams F 065 Jones Stravenue
## 1054 Curtis Young M 4319 Watson Shoals Suite 658
## 1055 Micheal Walters M 15315 Vaughn Park Suite 356
## 1056 Kylie Kirby F 79816 Jackson Squares
## 1057 Michael Francis M 1833 Jeanette Stravenue
## 1058 Shannon Williams F 9345 Spencer Junctions Suite 183
## 1059 Jared Camacho M 4257 Perez Mall
## 1060 Deborah Fisher F 1911 Fisher Brook
## 1061 Mark Tyler M 82201 Bradley Radial Suite 703
## 1062 Misty Rivera F 1980 Vasquez Manors Apt. 574
## 1063 Larry Williams M 6274 David Oval Suite 725
## 1064 Shawn King M 31493 Garcia Summit
## 1065 Diana Jacobs F 69608 Perez Mountain Apt. 006
## 1066 Christopher Holt M 05597 Michael Spurs
## 1067 Ellen Smith F 285 George Lake
## 1068 Krystal Gamble F 47152 Clayton Burg
## 1069 Joe Howard M 109 Brian Lights Apt. 504
## 1070 Kurt Peters M 7290 Ashlee Keys
## 1071 Aaron Murray M 624 Hale Springs Apt. 572
## 1072 Brittany Cox F 07177 William Dale Apt. 547
## 1073 Stephanie Hopkins F 44089 Carrie Crossing Suite 954
## 1074 Frank Anderson M 0611 Stafford Valley Suite 504
## 1075 Sally Moore F 835 Reese Views Suite 884
## 1076 Kayla Sutton F 010 Weaver Land
## 1077 Cassandra Sanders F 78117 George Mountains
## 1078 Allen Bell M 70147 Amanda Fields
## 1079 Eric Preston M 7020 Doyle Stream Apt. 951
## 1080 Daniel Martinez M 8510 Acevedo Burgs
## 1081 Randall Burgess M 393 Carroll Route Suite 197
## 1082 Melody Thompson F 0362 Anderson Wall
## 1083 Daniel Boyd M 8925 Nicholas Points
## 1084 Drew Garcia M 70858 Jasmine Meadows Apt. 135
## 1085 Susan Mills F 005 Cody Estates
## 1086 Robert Evans M 01892 Patricia Vista Apt. 828
## 1087 Micheal Walters M 15315 Vaughn Park Suite 356
## 1088 Margaret Lam F 6911 Nicholas Keys Apt. 237
## 1089 Daniel Graham M 28223 Ward Summit Apt. 664
## 1090 Jose Vasquez M 572 Davis Mountains
## 1091 James Stephens M 1166 Castillo Mountains
## 1092 Lindsay Wilson F 7618 Gonzales Mission
## 1093 Allison Allen F 40624 Rebecca Spurs
## 1094 Christine Harris F 29606 Martinez Views Suite 653
## 1095 Jamie Robinson F 67089 Caitlin Meadow Apt. 905
## 1096 Louis Fisher M 45654 Hess Rest
## 1097 Gina Morrison F 41851 Victor Drives Suite 219
## 1098 Daniel Graham M 28223 Ward Summit Apt. 664
## 1099 Amanda Spencer F 6682 Green Forks
## 1100 Aaron Stewart M 400 Zuniga Pine
## 1101 Jennifer Black F 2870 Bean Terrace Apt. 756
## 1102 Vincent Flowers M 0189 Emily Prairie
## 1103 Angela White F 137 Adam Dale
## 1104 Richard Carter M 5097 Martin Ridges
## 1105 Christie Williamson F 519 Jerry Views
## 1106 Margaret Mendez F 7952 Karen Pike
## 1107 Christopher Rodgers M 30587 Fox Shores Apt. 627
## 1108 Terrance Mckinney M 42965 Christopher Fords Suite 659
## 1109 Linda Davis F 6602 Ortiz Pine Apt. 179
## 1110 Dustin Roberts M 3283 James Station
## 1111 Jessica Werner F 4529 Cannon Alley
## 1112 Amanda Adams F 08580 Jeremy Falls
## 1113 Travis Hayes M 1561 Chase Grove
## 1114 Michael Olson M 558 Michael Estates
## 1115 Erin Chavez F 3379 Williams Common
## 1116 David Wolfe M 81261 Garcia Underpass Suite 741
## 1117 Antonio Koch M 8738 Richard Brooks
## 1118 Mary Pruitt F 2819 Luke Greens Suite 563
## 1119 Joseph Nixon M 86882 Desiree Camp Suite 047
## 1120 Alicia Hawkins F 507 John Overpass Suite 424
## 1121 Candice Brown F 9412 Harris Mews
## 1122 James Cooper M 663 Ramirez Trace Apt. 951
## 1123 Robert Long M 529 Joshua Knoll Apt. 511
## 1124 Louis Fisher M 45654 Hess Rest
## 1125 William Thompson M 977 Rita Grove Apt. 000
## 1126 Eddie Mendez M 1831 Faith View Suite 653
## 1127 Jenna Brooks F 50872 Alex Plain Suite 088
## 1128 Wayne Payne M 587 Bradley Inlet Suite 281
## 1129 Lori Bishop F 08056 Alvarado Club Suite 699
## 1130 Rachel Lowe F 372 Jeffrey Course
## 1131 Brandon Bridges M 957 Miller Falls
## 1132 Stanley Mayo M 3433 Jones Branch
## 1133 Vicki Mendoza F 3645 Atkins Island Apt. 238
## 1134 Richard Brown M 17819 Jose Mount Suite 657
## 1135 Sharon Johnson F 7202 Jeffrey Mills
## 1136 Cassandra Nunez F 9572 Austin Forge Suite 612
## 1137 Tina Zimmerman F 3595 Susan Island Suite 063
## 1138 Kenneth Doyle M 8614 Reed Glen
## 1139 James Stephens M 1166 Castillo Mountains
## 1140 Lauren Torres F 03030 White Lakes
## 1141 Jennifer Carrillo F 334 Adam Mountains Apt. 868
## 1142 Robert Evans M 01892 Patricia Vista Apt. 828
## 1143 Amy Daugherty F 852 Thomas Well Suite 339
## 1144 Cristian Jones M 0423 Kirby Field Suite 623
## 1145 Monica Cohen F 864 Reynolds Plains
## 1146 Alice Kemp F 057 Martinez Radial
## 1147 Shannon Williams F 9345 Spencer Junctions Suite 183
## 1148 Tara Campbell F 05050 Rogers Well Apt. 439
## 1149 Thomas Jenkins M 93914 Gregory Via
## 1150 Amber Perez F 954 Reyes Ways
## 1151 Joanne Williams F 3638 Marsh Union
## 1152 Cristian Jones M 0423 Kirby Field Suite 623
## 1153 Teresa Stein F 2838 White Fields Apt. 473
## 1154 Brian Williams M 32941 Krystal Mill Apt. 552
## 1155 Mckenzie Brooks F 3872 Matthew Skyway
## 1156 Thomas Cross M 7566 Thompson Creek Apt. 827
## 1157 Jennifer Black F 2870 Bean Terrace Apt. 756
## 1158 Meredith Ayala F 7107 Henderson Station
## 1159 Mark Rivera M 383 Contreras Hills Suite 658
## 1160 Ashley Blanchard F 292 Lowe Dam Suite 858
## 1161 Daniel Boyd M 8925 Nicholas Points
## 1162 Michael Gross M 230 Ryan Tunnel Apt. 025
## 1163 Vincent Mueller M 79019 Taylor Cliffs
## 1164 Helen Campbell F 182 Sergio Summit Apt. 129
## 1165 Juan Sherman M 5939 Garcia Forges Suite 297
## 1166 Lisa Lowe F 574 David Locks Suite 207
## 1167 Samuel Sandoval M 0005 Morrison Land
## 1168 Michelle Johnston F 3531 Hamilton Highway
## 1169 David Kirby M 133 Alyssa Plains
## 1170 Rachel Daniels F 561 Little Plain Apt. 738
## 1171 Andrew Patterson M 06959 Stephen Branch Suite 246
## 1172 Vicki Mendoza F 3645 Atkins Island Apt. 238
## 1173 Sally Moore F 835 Reese Views Suite 884
## 1174 Christina Eaton F 3256 Brooks Field
## 1175 Candice Brown F 9412 Harris Mews
## 1176 David Miller M 622 Bradley Knoll Apt. 758
## 1177 William Fitzgerald M 715 Courtney Pike Suite 932
## 1178 Beth Lambert F 6447 Johnson Estates Apt. 986
## 1179 Jennifer Spencer F 477 Wheeler Burg
## 1180 Margaret Williams F 165 Jerry Meadows Suite 460
## 1181 Amanda Smith F 180 Graves Shore
## 1182 Michael Garner M 0157 Samuel Mission Suite 379
## 1183 Catherine Weber F 74890 Rodriguez Springs Apt. 540
## 1184 Jessica Jordan F 071 Wise Trace
## 1185 Robert Martinez M 3683 Parrish Circles
## 1186 Jason Singh M 4720 Anna Ways
## 1187 Angela White F 137 Adam Dale
## 1188 Dustin Roberts M 3283 James Station
## 1189 Kristen Allen F 8619 Lisa Manors Apt. 871
## 1190 Kendra King F 154 Hernandez Keys
## 1191 John Myers M 701 Wilson Divide
## 1192 Dale Smith M 25036 Contreras Turnpike Suite 270
## 1193 Bryce Joseph M 148 Baker Field
## 1194 Andrew Mcgee M 4130 Tiffany Glen Apt. 562
## 1195 Sabrina Johnson F 320 Nicholson Orchard
## 1196 Gina Grimes F 444 Robert Mews
## 1197 Hayden Sanders M 8465 Reed Green Suite 559
## 1198 Krystal Gamble F 47152 Clayton Burg
## 1199 William Skinner M 524 Wu Spurs Suite 894
## 1200 Margaret Mendez F 7952 Karen Pike
## 1201 Kimberly Gonzalez F 72966 Shannon Pass Apt. 391
## 1202 Jeffrey Smith M 713 Scott Pike Apt. 712
## 1203 Jerry Robinson M 212 Mary Stream
## 1204 Barbara Lowe F 67210 Lori Creek
## 1205 Tara Campbell F 05050 Rogers Well Apt. 439
## 1206 Sara Harris F 597 Jenny Ford Apt. 543
## 1207 Jeffery Brown M 296 Maria Street
## 1208 Dalton Jones M 3304 Hernandez Run
## 1209 Amber Lewis F 6296 John Keys Suite 858
## 1210 Jessica Ward F 72269 Elizabeth Field Apt. 132
## 1211 Ronald White M 25713 Hamilton Grove Apt. 903
## 1212 Melissa Krause F 67632 Martin Gateway
## 1213 Ronald Carson M 870 Rocha Drive
## 1214 Cheryl Morgan F 7535 Amanda Manors Suite 293
## 1215 Rick Martinez M 062 Poole Hollow Apt. 815
## 1216 Jennifer Scott F 376 John Fork Suite 848
## 1217 Carrie Washington F 6114 Adams Harbor Suite 096
## 1218 Angela White F 137 Adam Dale
## 1219 Richard Brown M 17819 Jose Mount Suite 657
## 1220 Teresa Clark F 1323 Derek Mission
## 1221 Billy Gallagher M 673 Delgado Burg
## 1222 Charles Robles M 3337 Lisa Divide
## 1223 Barbara Norman F 6278 Stephanie Unions
## 1224 Christian Johns M 892 Solis Neck
## 1225 Jason Farmer M 33165 Larry Walks Suite 960
## 1226 Julia Bell F 576 House Crossroad
## 1227 Antonio Koch M 8738 Richard Brooks
## 1228 Richard Brown M 17819 Jose Mount Suite 657
## 1229 Sabrina Nolan F 312 Eric Expressway Apt. 014
## 1230 Dylan Bonilla M 2497 John Motorway Suite 922
## 1231 Justin Fowler M 5569 Phillips Neck Apt. 003
## 1232 Gina Gomez F 72030 Shelton Crossing Apt. 742
## 1233 Crystal Fuller F 000 Jennifer Mills
## 1234 Tanya Dickerson F 053 Kim Valley Suite 928
## 1235 Nathan Stewart M 63502 Brown Road Apt. 318
## 1236 Kevin Walters M 87227 Tapia Burgs
## 1237 Laura Johns F 95835 Garcia Rue
## 1238 Diane Jackson F 682 Mills Way Apt. 814
## 1239 Monica Lane F 3270 Scott Islands
## 1240 Christopher Castaneda M 1632 Cohen Drive Suite 639
## 1241 Vincent Waller M 9379 Vanessa Run Apt. 400
## 1242 Cheryl Morgan F 7535 Amanda Manors Suite 293
## 1243 Donna Moreno F 32301 Albert River Suite 364
## 1244 Jeffrey Smith M 135 Joseph Mountains
## 1245 Jessica Ward F 72269 Elizabeth Field Apt. 132
## 1246 Sheila Baker F 8030 Walker Heights
## 1247 Lindsay Wilson F 7618 Gonzales Mission
## 1248 Antonio Koch M 8738 Richard Brooks
## 1249 Teresa Clark F 1323 Derek Mission
## 1250 Ashley Cabrera F 94225 Smith Springs Apt. 617
## 1251 Kyle Wilkinson M 93970 Trujillo Causeway
## 1252 Guy Thompson M 5812 Ramos Oval Suite 598
## 1253 Laura Johns F 95835 Garcia Rue
## 1254 David Rodriguez M 821 Solis Points
## 1255 Michael Orozco M 13956 Hughes Causeway Suite 124
## 1256 Erik Stevens M 84033 Pitts Overpass
## 1257 Gary Barnes M 2970 Flores Brooks
## 1258 Monique Martin F 68276 Matthew Springs
## 1259 Kimberly Rice F 63991 Destiny Rue Apt. 651
## 1260 Kristin Williams F 36366 Smith Road
## 1261 Kimberly Martin F 1943 Dennis Inlet Suite 145
## 1262 Shelby Mitchell F 974 Cindy Stream
## 1263 Charles Carrillo M 17547 Stephen Turnpike Apt. 846
## 1264 Mark Wood M 854 Walker Dale Suite 488
## 1265 Jasmine Wade F 90662 Lewis Avenue
## 1266 Ana Howell F 4664 Sanchez Common Suite 930
## 1267 Amanda Smith F 180 Graves Shore
## 1268 Janet Turner F 0925 Lang Extensions
## 1269 Maureen Garza F 169 Edward Inlet
## 1270 Connie Carroll F 872 Justin Views Suite 746
## 1271 Richard Barnes M 1339 Johnson Landing Suite 007
## 1272 Robert Evans M 01892 Patricia Vista Apt. 828
## 1273 Carrie Washington F 6114 Adams Harbor Suite 096
## 1274 Jamie Carr F 55363 Aaron Circle Suite 450
## 1275 Amber Lewis F 6296 John Keys Suite 858
## 1276 Maria Garcia F 865 Thomas Village
## 1277 Morgan Murray F 2788 Brittney Island
## 1278 Joel Rivera M 121 Solis Summit Apt. 934
## 1279 Valerie Clark F 7402 West Ranch
## 1280 Jessica Garcia F 13108 Jennifer Passage
## 1281 Mark Brown M 8580 Moore Cove
## 1282 David Wolfe M 81261 Garcia Underpass Suite 741
## 1283 Thomas Sullivan M 464 Newman Crossroad
## 1284 Kimberly Webb F 380 Martin Mission
## 1285 Bryan Miller M 411 Laurie Fords
## 1286 Corey Jones M 709 George Underpass Apt. 080
## 1287 Debbie Hughes F 0182 Owens Burgs Suite 480
## 1288 Gail Weaver F 979 Stewart Lake
## 1289 Christine Best F 68248 Deanna Land
## 1290 Carl Hernandez M 9134 Darryl Flat Suite 916
## 1291 Robin Smith F 0537 Margaret Common Suite 526
## 1292 Jodi Foster F 551 Zachary Freeway
## 1293 Erin Chavez F 3379 Williams Common
## 1294 Stanley Mayo M 3433 Jones Branch
## 1295 Michael Fisher M 401 Escobar Port
## 1296 Phillip Delacruz M 26678 Lisa Locks Apt. 904
## 1297 Margaret Ray F 927 Cummings Manor Suite 318
## 1298 Michael Gross M 230 Ryan Tunnel Apt. 025
## 1299 Anna Logan F 3522 Park Wells Suite 528
## 1300 Joseph Davis M 941 Adam Stravenue
## 1301 Alice Kemp F 057 Martinez Radial
## 1302 Michael Flores M 70761 Fitzpatrick Brooks Suite 631
## 1303 Teresa Stein F 2838 White Fields Apt. 473
## 1304 Meredith Ayala F 7107 Henderson Station
## 1305 Mary Pruitt F 2819 Luke Greens Suite 563
## 1306 Elizabeth Maxwell F 194 Goodman Fall Apt. 569
## 1307 Matthew Myers M 4936 Michelle Points
## 1308 Lindsay Wilson F 7618 Gonzales Mission
## 1309 David Bonilla M 82073 Jessica Camp
## 1310 Steven Walters M 3206 Hall Divide Suite 282
## 1311 Carol Dillon F 27479 Reeves Dale
## 1312 Diana Jacobs F 69608 Perez Mountain Apt. 006
## 1313 Diane Jackson F 682 Mills Way Apt. 814
## 1314 Margaret Lam F 6911 Nicholas Keys Apt. 237
## 1315 Jack Hill M 5916 Susan Bridge Apt. 939
## 1316 Danielle Evans F 76752 David Lodge Apt. 064
## 1317 Ashley Lopez F 9333 Valentine Point
## 1318 Ryan Joseph M 8850 Jessica Center
## 1319 Linda Davis F 6602 Ortiz Pine Apt. 179
## 1320 Kayla Obrien F 7921 Robert Port Suite 343
## 1321 Peter Caldwell M 08966 Beltran Route Suite 905
## 1322 Scott Fuller M 861 Karen Common
## 1323 Eddie Mendez M 1831 Faith View Suite 653
## 1324 Adam Stark M 0912 Mark Fields Apt. 080
## 1325 Paul Wade M 2306 Clark Ranch Suite 515
## 1326 Erica Briggs F 3310 Davidson Spurs Apt. 107
## 1327 Donna Moreno F 32301 Albert River Suite 364
## 1328 Laura Casey F 6114 Moran Way
## 1329 Amanda Smith F 180 Graves Shore
## 1330 Christie Williamson F 519 Jerry Views
## 1331 Martin Ford M 56812 Francis Courts
## 1332 Angela Taylor F 6343 Ramirez Skyway Apt. 518
## 1333 Daniel Briggs M 7118 Jessica Unions Apt. 789
## 1334 Sarah Clark F 25961 Beverly Union Apt. 042
## 1335 Casey Howell F 374 Christopher Ramp Suite 855
## 1336 Gail Weaver F 979 Stewart Lake
## 1337 Gary Hall M 69085 Short Shores
## 1338 Anna Logan F 3522 Park Wells Suite 528
## 1339 Donna Moreno F 32301 Albert River Suite 364
## 1340 Stephen Marshall M 47144 Roberts Keys
## 1341 Tammy Davis F 77663 Colleen Freeway
## 1342 Kelsey Richards F 889 Sarah Station Suite 624
## 1343 Rita Myers F 75703 Hernandez Corner Suite 348
## 1344 Scott Martin M 31472 Cody Place Suite 740
## 1345 Julian Price M 086 Pierce Cove
## 1346 Erik Stevens M 84033 Pitts Overpass
## 1347 Robert Williams M 09419 Lewis Rapids
## 1348 Ashley Cabrera F 94225 Smith Springs Apt. 617
## 1349 Curtis Young M 4319 Watson Shoals Suite 658
## 1350 Julie Johnson F 9331 Robert Passage Suite 327
## 1351 Christopher Ortega M 5045 Emily Wall
## 1352 James Bishop M 7055 Fernandez Estates Apt. 676
## 1353 Tyler Wright M 615 Clarke Spring Apt. 172
## 1354 Carolyn Perez F 433 Blake Roads Suite 967
## 1355 David Nichols M 0638 Fred Ramp Suite 086
## 1356 Mary Juarez F 35440 Ryan Islands
## 1357 Kristina Lewis F 5449 Brandi Heights Apt. 111
## 1358 Stephanie Gill F 43039 Riley Greens Suite 393
## 1359 Jeffrey Rice M 21447 Powell Circle
## 1360 Carolyn Thomas F 755 Solis Isle Suite 075
## 1361 Rebecca Obrien F 5619 Mendoza Inlet
## 1362 Ann Lawson F 144 Evans Islands Apt. 683
## 1363 Scott Sullivan M 776 Martin Ridge
## 1364 Carolyn Perez F 433 Blake Roads Suite 967
## 1365 Vicki Mendoza F 3645 Atkins Island Apt. 238
## 1366 Tina Zimmerman F 3595 Susan Island Suite 063
## 1367 Daniel Jones M 290 Kathryn Fall
## 1368 Omar Gay M 2161 Blankenship Freeway
## 1369 Charles Robles M 3337 Lisa Divide
## 1370 Lauren Torres F 03030 White Lakes
## 1371 Barbara Nelson F 7337 Browning Falls Suite 027
## 1372 Carol Dillon F 27479 Reeves Dale
## 1373 Rachel Lowe F 372 Jeffrey Course
## 1374 Debra Stark F 686 Linda Rest
## 1375 David Wolfe M 81261 Garcia Underpass Suite 741
## 1376 Anthony Allen M 6993 Carr Lodge Apt. 311
## 1377 Michael Francis M 1833 Jeanette Stravenue
## 1378 Samuel Frey M 830 Myers Plaza Apt. 384
## 1379 Margaret Williams F 165 Jerry Meadows Suite 460
## 1380 Monique Martin F 68276 Matthew Springs
## 1381 Jennifer Black F 2870 Bean Terrace Apt. 756
## 1382 Dawn Cox F 193 Catherine Ways
## 1383 Frank Foster M 37910 Ward Lights
## 1384 Jennifer Jones F 5572 Kelly Plains Apt. 952
## 1385 Ruth Fuller F 37732 Joe Courts Apt. 752
## 1386 Robert Haynes M 857 Aaron Circles Suite 398
## 1387 Dorothy Thomas F 537 Rice Square Suite 040
## 1388 Mark Allen M 25360 Mcgee Forge
## 1389 Timothy Simmons M 1049 John Ports Suite 057
## 1390 Roberta Mccarthy F 94431 Matthew Mall Suite 296
## 1391 Jeff Elliott M 351 Darlene Green
## 1392 James Lynch M 5155 Mary Common Apt. 927
## 1393 John Myers M 701 Wilson Divide
## 1394 Nathan Mendoza M 767 Adam Mill Apt. 115
## 1395 Mark Allen M 25360 Mcgee Forge
## 1396 Linda Davis F 6602 Ortiz Pine Apt. 179
## 1397 Laura Casey F 6114 Moran Way
## 1398 Samuel Sandoval M 0005 Morrison Land
## 1399 Charles Carrillo M 17547 Stephen Turnpike Apt. 846
## 1400 Paul Wade M 2306 Clark Ranch Suite 515
## 1401 Charles Robles M 3337 Lisa Divide
## 1402 Jessica Ward F 72269 Elizabeth Field Apt. 132
## 1403 Michael Fisher M 401 Escobar Port
## 1404 Nicholas Tran M 672 Randall Burg Suite 551
## 1405 Kayla Sutton F 010 Weaver Land
## 1406 Ashley Lopez F 9333 Valentine Point
## 1407 James Greene M 082 Hernandez Bypass Apt. 886
## 1408 Danielle Yu F 5395 Colon Burgs Suite 037
## 1409 Jamie Robinson F 67089 Caitlin Meadow Apt. 905
## 1410 Kayla Obrien F 7921 Robert Port Suite 343
## 1411 Ryan Cook M 75952 Wilson Course
## 1412 Jason Singh M 4720 Anna Ways
## 1413 Wayne Marsh M 172 Leonard Island
## 1414 Megan Bernard F 128 Nathan Ramp
## 1415 Morgan Murray F 2788 Brittney Island
## 1416 Donna Moreno F 32301 Albert River Suite 364
## 1417 Peter Caldwell M 08966 Beltran Route Suite 905
## 1418 Tyler Wright M 615 Clarke Spring Apt. 172
## 1419 Kevin Elliott M 1852 Vincent Isle Suite 328
## 1420 Janet Carpenter F 9870 Collins Flat
## 1421 Rebecca Farley F 383 Long Islands
## 1422 Mark Wood M 854 Walker Dale Suite 488
## 1423 Marcia Molina F 6744 Jimmy Extensions
## 1424 Kathy Hughes F 02110 Lucas Freeway Suite 517
## 1425 Stacy Lambert F 85430 Julie Trafficway Suite 792
## 1426 Felicia Mckee F 84079 Thomas Burgs
## 1427 Jennifer Black F 2870 Bean Terrace Apt. 756
## 1428 Helen Campbell F 182 Sergio Summit Apt. 129
## 1429 Matthew Myers M 4936 Michelle Points
## 1430 Angela Ross F 0107 Clements Point
## 1431 Pamela Lewis F 653 Jessica Extension Apt. 668
## 1432 Thomas Jenkins M 93914 Gregory Via
## 1433 April Johnson F 9727 Deleon Mountain
## 1434 Susan Garcia F 582 Rodriguez Wells
## 1435 Christina Rose F 1984 Taylor Island Suite 836
## 1436 David Miller M 622 Bradley Knoll Apt. 758
## 1437 Jennifer Black F 2870 Bean Terrace Apt. 756
## 1438 Alice Kemp F 057 Martinez Radial
## 1439 Kimberly Gonzalez F 72966 Shannon Pass Apt. 391
## 1440 Scott Martin M 31472 Cody Place Suite 740
## 1441 Erica Walker F 084 Holmes Avenue Suite 206
## 1442 James Hunt M 7369 Gabriel Tunnel
## 1443 Tracy Conway F 6778 Campos Field
## 1444 Natasha Mclaughlin F 8699 Lindsay Ford Apt. 486
## 1445 Jodi Foster F 551 Zachary Freeway
## 1446 Catherine Weber F 74890 Rodriguez Springs Apt. 540
## 1447 Kevin Elliott M 1852 Vincent Isle Suite 328
## 1448 Vincent Waller M 9379 Vanessa Run Apt. 400
## 1449 Jill Jacobs F 034 Kimberly Mountains
## 1450 Daniel Briggs M 7118 Jessica Unions Apt. 789
## 1451 Jeffrey Rice M 21447 Powell Circle
## 1452 Kristen Hanson F 26544 Andrea Glen
## 1453 Tina Zimmerman F 3595 Susan Island Suite 063
## 1454 Allison Ayala F 87665 Karen Mill Apt. 586
## 1455 Lauren Torres F 03030 White Lakes
## 1456 Dustin Roberts M 3283 James Station
## 1457 Barbara Taylor F 0069 Robin Brooks Apt. 695
## 1458 Vicki Mendoza F 3645 Atkins Island Apt. 238
## 1459 Larry House M 911 Sabrina Trafficway
## 1460 Kimberly Rice F 63991 Destiny Rue Apt. 651
## 1461 Ann Lawson F 144 Evans Islands Apt. 683
## 1462 Sarah Scott F 03090 Fisher Forges Apt. 200
## 1463 Amanda Fitzgerald F 298 Kayla Lights
## 1464 Justin Bell M 5323 Walker Island
## 1465 Barbara Nelson F 7337 Browning Falls Suite 027
## 1466 Brooke Smith F 63542 Luna Brook Apt. 012
## 1467 Elizabeth Glover F 246 Stewart Green Suite 149
## 1468 Amy Abbott F 01505 Amy Stravenue
## 1469 Taylor Khan F 658 Diane Glen Apt. 677
## 1470 Erik Stevens M 84033 Pitts Overpass
## 1471 Melissa Krause F 67632 Martin Gateway
## 1472 Craig Franco M 9242 Vanessa Ramp Apt. 525
## 1473 Carrie Washington F 6114 Adams Harbor Suite 096
## 1474 Sara Ramirez F 23843 Scott Island
## 1475 Michelle Russell F 55505 Christy Via
## 1476 Sara Ramirez F 23843 Scott Island
## 1477 Jackie Davis F 1898 Parker Fork Apt. 057
## 1478 Monica Cohen F 864 Reynolds Plains
## 1479 Ashley Whitney F 4038 Smith Avenue
## 1480 Alan Colon M 748 Bryan Fields Suite 935
## 1481 Patricia Leach F 71309 Martinez Stravenue
## 1482 David Miller M 622 Bradley Knoll Apt. 758
## 1483 Mary Juarez F 35440 Ryan Islands
## 1484 Joseph Morgan M 126 Underwood Drive
## 1485 Laura Johns F 95835 Garcia Rue
## 1486 Derrick Flores M 83690 Nicholas Ports Apt. 846
## 1487 Kenneth Doyle M 8614 Reed Glen
## 1488 Rachel Lowe F 372 Jeffrey Course
## 1489 Lisa Mendez F 44259 Beth Station Suite 215
## 1490 Shelby Mitchell F 974 Cindy Stream
## 1491 Rachel Daniels F 561 Little Plain Apt. 738
## 1492 Laura Walker F 611 Michael Rue
## 1493 Gary Martinez M 03512 Jackson Ports
## 1494 Susan Hernandez F 2193 Osborne Run Apt. 789
## 1495 Monique Robinson F 07712 Marcus Divide Apt. 831
## 1496 Frederick Robinson M 1125 Ray Track
## 1497 Jessica Smith F 06808 Ryan Valleys
## 1498 Kimberly Rice F 63991 Destiny Rue Apt. 651
## 1499 Julian Price M 086 Pierce Cove
## 1500 Tracy Conway F 6778 Campos Field
## 1501 Tammy Davis F 77663 Colleen Freeway
## 1502 John Stevens M 428 Morgan River
## 1503 Steven Williams M 231 Flores Pass Suite 720
## 1504 Brianna Page F 0043 Henry Plaza
## 1505 Stephanie Gill F 43039 Riley Greens Suite 393
## 1506 Jacqueline Curry F 3047 Jeff Place
## 1507 Michael Francis M 1833 Jeanette Stravenue
## 1508 Tracy Conway F 6778 Campos Field
## 1509 Beth Lambert F 6447 Johnson Estates Apt. 986
## 1510 Mark Tyler M 82201 Bradley Radial Suite 703
## 1511 Jenna Brooks F 50872 Alex Plain Suite 088
## 1512 Jared Camacho M 4257 Perez Mall
## 1513 Erin Chavez F 3379 Williams Common
## 1514 Ashley Whitney F 4038 Smith Avenue
## 1515 Maria Roy F 58665 Nicholas Ford Suite 348
## 1516 Jessica Potter F 7600 Stephen Course Suite 031
## 1517 Robert James M 92021 Miranda Meadows
## 1518 Bryce Joseph M 148 Baker Field
## 1519 Gloria Wallace F 234 Bridges Wells Apt. 389
## 1520 April Johnson F 9727 Deleon Mountain
## 1521 David Vasquez M 06539 Gregory Mountains Suite 029
## 1522 Steven Sanders M 25955 Amy Via
## 1523 Melissa Flores F 7529 Carter Well Suite 262
## 1524 Melissa Mcclure F 2027 Snyder Track
## 1525 Amanda Spencer F 6682 Green Forks
## 1526 Jim Johnson M 868 Brady Mill Apt. 837
## 1527 Jessica Dominguez F 06393 Nancy Parkways Suite 855
## 1528 Christopher Farrell M 97070 Anderson Land
## 1529 Lisa Lowe F 574 David Locks Suite 207
## 1530 Samuel Frey M 830 Myers Plaza Apt. 384
## 1531 Ryan Johnson M 40178 Lisa Mission
## 1532 Christian Roman M 495 Fisher Throughway
## 1533 Laura Walker F 611 Michael Rue
## 1534 Gina Grimes F 444 Robert Mews
## 1535 Mackenzie Smith F 7178 Willis Drive
## 1536 Martin Duarte M 6251 Payne Flats Apt. 581
## 1537 Tyler Mills M 7838 Jason Squares
## 1538 Drew Garcia M 70858 Jasmine Meadows Apt. 135
## 1539 Steven Sanders M 25955 Amy Via
## 1540 Michael Williams M 35822 Clayton Street Apt. 679
## 1541 Carol Dillon F 27479 Reeves Dale
## 1542 Natasha Mclaughlin F 8699 Lindsay Ford Apt. 486
## 1543 Charles Moreno M 838 Franklin Prairie Apt. 902
## 1544 William Jenkins M 50614 Kevin Point
## 1545 Michael Williams M 35822 Clayton Street Apt. 679
## 1546 Sara Ramirez F 23843 Scott Island
## 1547 Walter Blair M 44951 Williams Brooks
## 1548 Daniel Melton M 6157 Nichols Mews
## 1549 Samuel Sandoval M 0005 Morrison Land
## 1550 Victoria Fleming F 2807 Parker Station Suite 080
## 1551 Stacy Lambert F 85430 Julie Trafficway Suite 792
## 1552 Julia Bell F 576 House Crossroad
## 1553 Jeffery Sanders M 5278 Sarah Station Apt. 009
## 1554 Morgan Smith F 1441 Bradley Place
## 1555 Cheryl Ballard F 248 James Squares Apt. 838
## 1556 Kayla Jones F 6033 Young Track Suite 804
## 1557 Tina Zimmerman F 3595 Susan Island Suite 063
## 1558 Margaret Ward F 244 Jeffery Rapids
## 1559 Jessica Terry F 6412 Elizabeth Gardens Suite 633
## 1560 Margaret Mendez F 7952 Karen Pike
## 1561 Lori Bishop F 08056 Alvarado Club Suite 699
## 1562 Mackenzie Smith F 7178 Willis Drive
## 1563 Joseph Murray M 42933 Ryan Underpass
## 1564 Mark Brown M 8580 Moore Cove
## 1565 Thomas Jenkins M 93914 Gregory Via
## 1566 Jennifer Banks F 561 Perry Cove
## 1567 Samuel Johnston M 16285 Jessica Lights
## 1568 Kristen Hanson F 26544 Andrea Glen
## 1569 Tanner Davis M 2632 Stevens Light Apt. 213
## 1570 Steven Castaneda M 46809 Toni Flat Suite 216
## 1571 Tyler Wright M 615 Clarke Spring Apt. 172
## 1572 John Davis M 9670 Monroe Junctions
## 1573 Michael Francis M 1833 Jeanette Stravenue
## 1574 Jeffrey Rice M 21447 Powell Circle
## 1575 Gary Barnes M 2970 Flores Brooks
## 1576 Roberta Mccarthy F 94431 Matthew Mall Suite 296
## 1577 Susan Hardy F 516 Brown Parks
## 1578 Karen Warren F 4900 Curtis Gardens Suite 952
## 1579 Daniel Cain M 384 Newman Forks Apt. 370
## 1580 Sarah Scott F 03090 Fisher Forges Apt. 200
## 1581 Jason Singh M 4720 Anna Ways
## 1582 Joshua Carpenter M 04975 Allison Shoal
## 1583 Jim Johnson M 868 Brady Mill Apt. 837
## 1584 Margaret Gibson F 382 Williams Stream Suite 197
## 1585 Valerie Davis F 3861 Anderson Ramp Apt. 536
## 1586 Tabitha Reyes F 20938 Barbara Viaduct
## 1587 Sarah Foster F 77872 Andrea Glen Apt. 543
## 1588 Dawn Tucker F 789 Herring Manors
## 1589 Samuel Johnston M 16285 Jessica Lights
## 1590 Erin Chavez F 3379 Williams Common
## 1591 Jared Walters M 3326 Hannah Fords
## 1592 Margaret Curtis F 742 Oneill Shore
## 1593 Michael Johnson M 094 Owens Underpass
## 1594 Patrick Vaughan M 651 Miller Common
## 1595 Bridget Bowen F 49120 Regina Island Apt. 170
## 1596 Michelle Woods F 952 Joseph Throughway
## 1597 Travis Hayes M 1561 Chase Grove
## 1598 David Miller M 622 Bradley Knoll Apt. 758
## 1599 David Wolfe M 81261 Garcia Underpass Suite 741
## 1600 Allison Ayala F 87665 Karen Mill Apt. 586
## 1601 David Serrano M 4739 Martin Common
## 1602 Jeremy Perry M 797 Jennifer Loop Suite 634
## 1603 Kimberly Miller F 75533 Tamara Valleys
## 1604 Ian Patton M 8088 Sherman Radial Suite 689
## 1605 Travis Hayes M 1561 Chase Grove
## 1606 Matthew Young M 8840 Miller Port Suite 645
## 1607 James Leon M 826 Benjamin Stravenue
## 1608 Kayla Jones F 6033 Young Track Suite 804
## 1609 James Greene M 082 Hernandez Bypass Apt. 886
## 1610 Benjamin Harris M 0881 Lori Pines
## 1611 Heather Hines F 13776 Hicks Plains
## 1612 Kathleen Martin F 659 Nicole Cove Suite 560
## 1613 Kevin Elliott M 1852 Vincent Isle Suite 328
## 1614 Amanda Fitzgerald F 298 Kayla Lights
## 1615 Christopher Cummings M 478 George Course Apt. 056
## 1616 Megan Bernard F 128 Nathan Ramp
## 1617 Steven Faulkner M 841 Cheryl Centers Suite 115
## 1618 Stephanie Gill F 43039 Riley Greens Suite 393
## 1619 Jacob Weber M 29156 Mark Park Apt. 108
## 1620 Christopher Luna M 242 Brian Mountain
## 1621 Brooke Rodriguez F 901 Todd Gardens Apt. 466
## 1622 Kristen Hanson F 26544 Andrea Glen
## 1623 Jacob Patel M 54822 Hill Forks
## 1624 Guy Thompson M 5812 Ramos Oval Suite 598
## 1625 Carlos Chung M 8957 Russell Key
## 1626 Joanna Hudson F 2924 Bobby Trafficway
## 1627 Frank Anderson M 0611 Stafford Valley Suite 504
## 1628 Karen Warren F 4900 Curtis Gardens Suite 952
## 1629 Lisa Lowe F 574 David Locks Suite 207
## 1630 Linda Davis F 6602 Ortiz Pine Apt. 179
## 1631 Tanner Carroll M 494 Burke Ports
## 1632 Tammy Davis F 77663 Colleen Freeway
## 1633 Adam Riddle M 27718 Mason Bypass
## 1634 James Stephens M 1166 Castillo Mountains
## 1635 Angela West F 9471 Wong Islands
## 1636 Barbara Taylor F 0069 Robin Brooks Apt. 695
## 1637 Michelle Johnston F 3531 Hamilton Highway
## 1638 Louis Fisher M 45654 Hess Rest
## 1639 Samuel Short M 23383 Denise Pine Apt. 099
## 1640 Laura Walker F 611 Michael Rue
## 1641 Matthew Lambert M 7188 Melissa Crest Apt. 151
## 1642 Shelby Mitchell F 974 Cindy Stream
## 1643 James Baldwin M 3603 Mitchell Court
## 1644 Robert Holland M 431 Tracy Expressway
## 1645 Charles Robles M 3337 Lisa Divide
## 1646 Deborah Fisher F 1911 Fisher Brook
## 1647 Adam Riddle M 27718 Mason Bypass
## 1648 Daniel Escobar M 61390 Hayes Port
## 1649 Margaret Curtis F 742 Oneill Shore
## 1650 Dawn Gray F 9486 Joel Common Suite 554
## 1651 Jason Singh M 4720 Anna Ways
## 1652 Nathan Mendoza M 767 Adam Mill Apt. 115
## 1653 Lindsay Wilson F 7618 Gonzales Mission
## 1654 Teresa Stein F 2838 White Fields Apt. 473
## 1655 Jessica Benitez F 31281 Thomas Inlet
## 1656 Karen Johnson F 4349 Anna Flat Suite 214
## 1657 Christine Harris F 29606 Martinez Views Suite 653
## 1658 Christina Rose F 1984 Taylor Island Suite 836
## 1659 Erika Anderson F 3786 Hale Corners
## 1660 Donna Davis F 6760 Donovan Lakes
## 1661 Erin Chavez F 3379 Williams Common
## 1662 Christopher Horn M 956 Sanchez Highway
## 1663 Jessica Perez F 8172 Robertson Parkways Suite 072
## 1664 Jenna Brooks F 50872 Alex Plain Suite 088
## 1665 Billy Gallagher M 673 Delgado Burg
## 1666 William Thompson M 977 Rita Grove Apt. 000
## 1667 Tammy Ayers F 1652 James Mews
## 1668 Tara Campbell F 05050 Rogers Well Apt. 439
## 1669 Jonathan Castro M 200 Christie Mills Apt. 307
## 1670 Tanner Carroll M 494 Burke Ports
## 1671 Shelby Mitchell F 974 Cindy Stream
## 1672 Carolyn Perez F 433 Blake Roads Suite 967
## 1673 Omar Gay M 2161 Blankenship Freeway
## 1674 Barbara Lowe F 67210 Lori Creek
## 1675 Joshua Mendoza M 4215 Miranda Field Suite 326
## 1676 Dawn Stephens F 91542 Marissa Shores Apt. 053
## 1677 Ashley Whitehead F 58188 Madison Meadow Apt. 949
## 1678 Cristian Jones M 0423 Kirby Field Suite 623
## 1679 Edward Hensley M 24318 Dixon Mills
## 1680 Lisa Collins F 44197 Jeffrey Port Suite 050
## 1681 Bryan Miller M 411 Laurie Fords
## 1682 Maria Garcia F 865 Thomas Village
## 1683 Claire Davis F 83685 Matthew Center Suite 870
## 1684 Kimberly Rice F 63991 Destiny Rue Apt. 651
## 1685 Charles Robles M 3337 Lisa Divide
## 1686 Robert Goodman M 956 Paul Fields Suite 108
## 1687 Jerry Kelly M 3539 Mckenzie Stream
## 1688 Sara Ramirez F 23843 Scott Island
## 1689 Christina Rose F 1984 Taylor Island Suite 836
## 1690 Tami Forbes F 5204 Robinson Plaza Suite 897
## 1691 Dwayne Martinez M 490 Baldwin Alley Apt. 468
## 1692 Carrie Washington F 6114 Adams Harbor Suite 096
## 1693 Megan Murphy F 53696 Laura Radial
## 1694 Michael Flores M 70761 Fitzpatrick Brooks Suite 631
## 1695 Cassandra Nunez F 9572 Austin Forge Suite 612
## 1696 Felicia Mckee F 84079 Thomas Burgs
## 1697 Stanley Mayo M 3433 Jones Branch
## 1698 Brian Simpson M 2711 Duran Pines
## 1699 Erica Walker F 084 Holmes Avenue Suite 206
## 1700 Jennifer Garcia F 28777 Stewart Plains Apt. 495
## 1701 Ashley Whitney F 4038 Smith Avenue
## 1702 Sarah Foster F 77872 Andrea Glen Apt. 543
## 1703 Charles Robles M 3337 Lisa Divide
## 1704 Christine Harris F 29606 Martinez Views Suite 653
## 1705 Kenneth Edwards M 3653 Ryan Crossroad
## 1706 Allison Ayala F 87665 Karen Mill Apt. 586
## 1707 Amy Daugherty F 852 Thomas Well Suite 339
## 1708 Adam Riddle M 27718 Mason Bypass
## 1709 Jonathan Castro M 200 Christie Mills Apt. 307
## 1710 Tanner Carroll M 494 Burke Ports
## 1711 Kenneth Edwards M 3653 Ryan Crossroad
## 1712 Randall Burgess M 393 Carroll Route Suite 197
## 1713 Monica Tucker F 302 Christina Islands
## 1714 Jennifer Gonzalez F 5517 Stacy Land
## 1715 Brooke Fisher F 815 Heather Divide Apt. 965
## 1716 Aaron Murray M 624 Hale Springs Apt. 572
## 1717 Tanya Williams F 566 Megan Well
## 1718 Jennifer Vega F 91644 Crystal Drives
## 1719 Justin Gay M 268 Hayes Rue Suite 811
## 1720 Theresa Powell F 117 Natasha Vista Suite 936
## 1721 Robert Goodman M 956 Paul Fields Suite 108
## 1722 Timothy Gomez M 707 Anthony Causeway
## 1723 Nicholas Osborne M 7538 Carrie Meadow Suite 574
## 1724 Paula Estrada F 350 Stacy Glens
## 1725 Lindsay Wilson F 7618 Gonzales Mission
## 1726 Joshua Bryant M 5452 Patricia Inlet Apt. 280
## 1727 Dawn Gray F 9486 Joel Common Suite 554
## 1728 Alicia Miller F 976 Hubbard Lodge
## 1729 Kayla Jones F 6033 Young Track Suite 804
## 1730 Angela Taylor F 6343 Ramirez Skyway Apt. 518
## 1731 Greg Villarreal M 2851 Foster Shoals
## 1732 Melissa Mcclure F 2027 Snyder Track
## 1733 Stephanie Cummings F 1025 Robin Square
## 1734 Ronald Carson M 870 Rocha Drive
## 1735 Belinda Jimenez F 6807 Jacob Skyway Apt. 331
## 1736 Christine Harris F 29606 Martinez Views Suite 653
## 1737 Teresa Clark F 1323 Derek Mission
## 1738 Crystal Gamble F 899 Michele View Suite 960
## 1739 Ana Howell F 4664 Sanchez Common Suite 930
## 1740 Matthew Huerta M 622 Williams Trafficway
## 1741 Steven Walters M 3206 Hall Divide Suite 282
## 1742 Jason Gray M 875 Amy Point
## 1743 Joanne Padilla F 477 Alejandro Knolls Suite 828
## 1744 Tanya Williams F 566 Megan Well
## 1745 Sheila Baker F 8030 Walker Heights
## 1746 Catherine Weber F 74890 Rodriguez Springs Apt. 540
## 1747 Aaron Stewart M 400 Zuniga Pine
## 1748 Allison Ayala F 87665 Karen Mill Apt. 586
## 1749 Terrance Mckinney M 42965 Christopher Fords Suite 659
## 1750 Emily Hall F 8851 Reese Neck
## 1751 Kristen Hanson F 26544 Andrea Glen
## 1752 Victoria Fleming F 2807 Parker Station Suite 080
## 1753 Lisa Lowe F 574 David Locks Suite 207
## 1754 Lauren Torres F 03030 White Lakes
## 1755 Casey Howell F 374 Christopher Ramp Suite 855
## 1756 Kevin Elliott M 1852 Vincent Isle Suite 328
## 1757 Kenneth Richards M 994 Livingston Extensions Suite 918
## 1758 Jodi Rodriguez F 5796 Lee Coves Apt. 286
## 1759 Jenna Brooks F 50872 Alex Plain Suite 088
## 1760 Louis Fisher M 45654 Hess Rest
## 1761 Breanna Rodriguez F 118 Cabrera Springs Apt. 105
## 1762 Alan Taylor M 560 Molina Path
## 1763 Laura Johns F 95835 Garcia Rue
## 1764 Holly Mann F 7644 Joseph Fields
## 1765 Jose Vasquez M 572 Davis Mountains
## 1766 Sharon Smith F 17666 David Valleys
## 1767 Teresa Stein F 2838 White Fields Apt. 473
## 1768 Wayne Payne M 587 Bradley Inlet Suite 281
## 1769 Margaret Gibson F 382 Williams Stream Suite 197
## 1770 Pamela Lewis F 653 Jessica Extension Apt. 668
## 1771 Kristin Williams F 36366 Smith Road
## 1772 Renee Parrish F 174 Jennifer Meadow Apt. 467
## 1773 Tammy Ayers F 1652 James Mews
## 1774 Kendra King F 154 Hernandez Keys
## 1775 Dawn Gray F 9486 Joel Common Suite 554
## 1776 Robert Haynes M 857 Aaron Circles Suite 398
## 1777 Jessica Ward F 72269 Elizabeth Field Apt. 132
## 1778 Angela Taylor F 6343 Ramirez Skyway Apt. 518
## 1779 Jessica Bell F 669 Moore Shoal
## 1780 Jessica Ward F 72269 Elizabeth Field Apt. 132
## 1781 Jeffrey Munoz M 836 Stephanie Union
## 1782 Larry House M 911 Sabrina Trafficway
## 1783 Lisa Lin F 908 Brooks Brook
## 1784 Brianna Page F 0043 Henry Plaza
## 1785 Mark Brown M 8580 Moore Cove
## 1786 Christine Shaffer F 14017 Thomas Plaza
## 1787 Charles Moreno M 838 Franklin Prairie Apt. 902
## 1788 Amanda Smith F 180 Graves Shore
## 1789 James Strickland M 25454 Leonard Lake
## 1790 Gary Barnes M 2970 Flores Brooks
## 1791 Crystal Gamble F 899 Michele View Suite 960
## 1792 Christopher Luna M 242 Brian Mountain
## 1793 James Baldwin M 3603 Mitchell Court
## 1794 Margaret Williams F 165 Jerry Meadows Suite 460
## 1795 Amanda Gomez F 8152 Brittany Centers
## 1796 Kathryn Smith F 19838 Tonya Prairie Apt. 947
## 1797 Kathleen Nash F 010 Salazar Walk
## 1798 Margaret Gibson F 382 Williams Stream Suite 197
## 1799 Scott Martin M 31472 Cody Place Suite 740
## 1800 Dawn Gray F 9486 Joel Common Suite 554
## 1801 Alicia Morales F 4456 Dunn Roads
## 1802 James Leon M 826 Benjamin Stravenue
## 1803 Jerry Perkins M 3867 Susan Corners Apt. 883
## 1804 Richard Vance M 169 Shelia Knoll Suite 753
## 1805 Kristina Lewis F 5449 Brandi Heights Apt. 111
## 1806 Gina Grimes F 444 Robert Mews
## 1807 Kenneth Sanchez M 0110 Ashley Forest
## 1808 Barbara Lowe F 67210 Lori Creek
## 1809 Rachel Daniels F 561 Little Plain Apt. 738
## 1810 Stephanie Gill F 43039 Riley Greens Suite 393
## 1811 Larry Vaughan M 83555 Melinda Spurs
## 1812 Sarah Bell F 6963 Russell Causeway Suite 231
## 1813 Joseph Moody M 5901 Foster Pine
## 1814 Kimberly Bush F 6027 Scott Meadows Suite 494
## 1815 Antonio Koch M 8738 Richard Brooks
## 1816 Linda Gonzalez F 17667 Price Spur Apt. 366
## 1817 Melinda Gutierrez F 1497 West Gateway
## 1818 Theresa Blackwell F 43576 Kristina Islands
## 1819 Micheal Hernandez M 6139 Mark Rapid Apt. 651
## 1820 Bryan Pugh M 6366 French Field
## 1821 Margaret Gibson F 382 Williams Stream Suite 197
## 1822 Aaron Pena M 793 Hooper Tunnel Suite 154
## 1823 Stephanie Middleton F 99736 Rose Shoals Apt. 504
## 1824 Ashley Cruz F 65417 Walsh Radial Suite 691
## 1825 Bradley Anderson M 3896 Gilmore Mill
## 1826 Larry House M 911 Sabrina Trafficway
## 1827 Ashley Whitney F 4038 Smith Avenue
## 1828 Brenda Johnson F 56160 Nicholas Isle
## 1829 Brenda Johnson F 56160 Nicholas Isle
## 1830 Jessica Garcia F 13108 Jennifer Passage
## 1831 Gina Gomez F 72030 Shelton Crossing Apt. 742
## 1832 Ellen Smith F 285 George Lake
## 1833 Lauren Butler F 030 Seth Divide Suite 355
## 1834 Joseph Gonzalez M 319 Wendy Fort Suite 179
## 1835 Ryan Johnson M 40178 Lisa Mission
## 1836 Vincent Waller M 9379 Vanessa Run Apt. 400
## 1837 Benjamin Robinson M 0701 John Ranch
## 1838 Joseph Moody M 5901 Foster Pine
## 1839 Laura Casey F 6114 Moran Way
## 1840 Joseph Moody M 5901 Foster Pine
## 1841 Ashley Cruz F 65417 Walsh Radial Suite 691
## 1842 Karen Johnson F 4349 Anna Flat Suite 214
## 1843 Kenneth Edwards M 3653 Ryan Crossroad
## 1844 Crystal Gamble F 899 Michele View Suite 960
## 1845 Christine Burns F 343 Hannah Parkway
## 1846 David Everett M 4138 David Fall
## 1847 David Cole M 7955 Allen Orchard Apt. 336
## 1848 Dawn Stephens F 91542 Marissa Shores Apt. 053
## 1849 Robert Evans M 01892 Patricia Vista Apt. 828
## 1850 Richard Carter M 5097 Martin Ridges
## 1851 Sara Ramirez F 23843 Scott Island
## 1852 Jamie Carr F 55363 Aaron Circle Suite 450
## 1853 Allison Ayala F 87665 Karen Mill Apt. 586
## 1854 Jamie Carr F 55363 Aaron Circle Suite 450
## 1855 Robert Drake M 463 Willie Estates
## 1856 Matthew Lambert M 7188 Melissa Crest Apt. 151
## 1857 Christine Shaffer F 14017 Thomas Plaza
## 1858 Ryan Johnson M 40178 Lisa Mission
## 1859 Brenda Perez F 033 Tara Brook Suite 523
## 1860 Joseph Wagner M 822 Austin Spur
## 1861 Jared Walters M 3326 Hannah Fords
## 1862 Anthony Roberts M 95488 Cabrera Well
## 1863 Kevin Elliott M 1852 Vincent Isle Suite 328
## 1864 Roberta Mccarthy F 94431 Matthew Mall Suite 296
## 1865 Teresa Blankenship F 6638 Lucero Mill Suite 952
## 1866 Allison Ayala F 87665 Karen Mill Apt. 586
## 1867 Derek Bentley M 782 Lee Crossing Apt. 209
## 1868 David Thomas M 838 Dan Haven Suite 003
## 1869 Anthony Roberts M 95488 Cabrera Well
## 1870 Thomas Sullivan M 464 Newman Crossroad
## 1871 Eddie Mendez M 1831 Faith View Suite 653
## 1872 James Reese M 26975 Richardson Mills Apt. 402
## 1873 Stephanie Gill F 43039 Riley Greens Suite 393
## 1874 Ashley Whitney F 4038 Smith Avenue
## 1875 Danielle Yu F 5395 Colon Burgs Suite 037
## 1876 Gary Martinez M 03512 Jackson Ports
## 1877 Robert Nguyen M 74835 Garner Point
## 1878 Jeremy Moore M 574 Patricia Extensions
## 1879 Collin Brown M 995 Benjamin Bypass
## 1880 Bryan Miller M 411 Laurie Fords
## 1881 Alicia Miller F 976 Hubbard Lodge
## 1882 Michael Fisher M 401 Escobar Port
## 1883 Matthew Huerta M 622 Williams Trafficway
## 1884 Shannon Bell F 2918 David Spurs
## 1885 Sara Ramirez F 23843 Scott Island
## 1886 Christina Eaton F 3256 Brooks Field
## 1887 Lauren Torres F 03030 White Lakes
## 1888 Carol Dillon F 27479 Reeves Dale
## 1889 Cristian Jones M 0423 Kirby Field Suite 623
## 1890 Angie Jones F 6970 Blake Trail
## 1891 Larry House M 911 Sabrina Trafficway
## 1892 Alex White M 874 Fred Knolls Apt. 609
## 1893 Lauren Torres F 03030 White Lakes
## 1894 Susan Hardy F 516 Brown Parks
## 1895 Tara Richards F 4879 Cristina Station
## 1896 Brittany Cox F 07177 William Dale Apt. 547
## 1897 James Stephens M 1166 Castillo Mountains
## 1898 Scott Fuller M 861 Karen Common
## 1899 Nathan Mendoza M 767 Adam Mill Apt. 115
## 1900 Justin Bell M 954 Green Wall
## 1901 Joseph Nixon M 86882 Desiree Camp Suite 047
## 1902 Valerie Davis F 3861 Anderson Ramp Apt. 536
## 1903 Rebecca Butler F 0665 Lisa Alley
## 1904 Frederick Robinson M 1125 Ray Track
## 1905 Susan Hernandez F 2193 Osborne Run Apt. 789
## 1906 Adam Stark M 0912 Mark Fields Apt. 080
## 1907 Danielle Evans F 76752 David Lodge Apt. 064
## 1908 Julia Bell F 576 House Crossroad
## 1909 Jessica Dominguez F 06393 Nancy Parkways Suite 855
## 1910 Angela Ross F 0107 Clements Point
## 1911 Tanya Williams F 566 Megan Well
## 1912 Ana Howell F 4664 Sanchez Common Suite 930
## 1913 Michelle Woods F 952 Joseph Throughway
## 1914 Stacy Lambert F 85430 Julie Trafficway Suite 792
## 1915 Jason Singh M 4720 Anna Ways
## 1916 Candice Brown F 9412 Harris Mews
## 1917 Monica Tucker F 302 Christina Islands
## 1918 Danielle Hayden F 03368 Michelle Trail
## 1919 Michelle Anderson F 28311 Dennis Trace
## 1920 Victoria Fleming F 2807 Parker Station Suite 080
## 1921 Rachel Daniels F 561 Little Plain Apt. 738
## 1922 Jack Hill M 5916 Susan Bridge Apt. 939
## 1923 Danielle Evans F 76752 David Lodge Apt. 064
## 1924 Linda Davis F 6602 Ortiz Pine Apt. 179
## 1925 Jessica Perez F 8172 Robertson Parkways Suite 072
## 1926 Carrie Washington F 6114 Adams Harbor Suite 096
## 1927 Paula Estrada F 350 Stacy Glens
## 1928 Kimberly Miller F 75533 Tamara Valleys
## 1929 William Cannon M 43809 Kenneth Circles Suite 152
## 1930 John Vega M 4483 Sharp Ferry Apt. 468
## 1931 Beth Lambert F 6447 Johnson Estates Apt. 986
## 1932 Angela Hodges F 08236 Kim Hill
## 1933 Ryan Joseph M 8850 Jessica Center
## 1934 David Thomas M 838 Dan Haven Suite 003
## 1935 Gina Morrison F 41851 Victor Drives Suite 219
## 1936 Sabrina Nolan F 312 Eric Expressway Apt. 014
## 1937 Taylor Khan F 658 Diane Glen Apt. 677
## 1938 Lauren Anderson F 11014 Chad Lake Apt. 573
## 1939 Stephanie Taylor F 598 Martin Pine Suite 365
## 1940 Rebecca Erickson F 594 Berry Lights Apt. 392
## 1941 Lisa Mendez F 44259 Beth Station Suite 215
## 1942 Aaron Murray M 624 Hale Springs Apt. 572
## 1943 Larry House M 911 Sabrina Trafficway
## 1944 Adam Santos M 725 Jo Trace Apt. 102
## 1945 Jessica Ward F 72269 Elizabeth Field Apt. 132
## 1946 Crystal Fuller F 000 Jennifer Mills
## 1947 Nathan Byrd M 155 Gregory Mount Suite 791
## 1948 Candice Brown F 9412 Harris Mews
## 1949 Kenneth Edwards M 3653 Ryan Crossroad
## 1950 Ellen Smith F 285 George Lake
## 1951 Mark Wood M 854 Walker Dale Suite 488
## 1952 Erika Anderson F 3786 Hale Corners
## 1953 Kevin Elliott M 1852 Vincent Isle Suite 328
## 1954 Joseph Wagner M 822 Austin Spur
## 1955 Sara Ramirez F 23843 Scott Island
## 1956 Tracy Conway F 6778 Campos Field
## 1957 Elizabeth Maxwell F 194 Goodman Fall Apt. 569
## 1958 William Jenkins M 50614 Kevin Point
## 1959 Kylie Kirby F 79816 Jackson Squares
## 1960 Stephanie Taylor F 598 Martin Pine Suite 365
## 1961 David Hughes M 707 Butler Parkways Apt. 747
## 1962 David Wolfe M 81261 Garcia Underpass Suite 741
## 1963 Dustin Roberts M 3283 James Station
## 1964 Samuel Jenkins M 43235 Mckenzie Views Apt. 837
## 1965 Danielle Evans F 76752 David Lodge Apt. 064
## 1966 Tara Campbell F 05050 Rogers Well Apt. 439
## 1967 Christopher Castaneda M 1632 Cohen Drive Suite 639
## 1968 Kristina Lewis F 5449 Brandi Heights Apt. 111
## 1969 Jessica Potter F 7600 Stephen Course Suite 031
## 1970 Thomas Hale M 949 Smith Parkway
## 1971 Tommy Dixon M 8829 Steele Station
## 1972 Shannon Williams F 9345 Spencer Junctions Suite 183
## 1973 Brenda Perez F 033 Tara Brook Suite 523
## 1974 Christopher Gilbert M 20937 Reed Lakes Apt. 271
## 1975 Susan Hardy F 516 Brown Parks
## 1976 John Stevens M 428 Morgan River
## 1977 Lauren Anderson F 11014 Chad Lake Apt. 573
## 1978 Judy Hogan F 4970 Michelle Burgs
## 1979 Ruth Fuller F 37732 Joe Courts Apt. 752
## 1980 Justin Bell M 5323 Walker Island
## 1981 Christopher Odom M 81446 Nicole Highway Apt. 874
## 1982 Danielle Yu F 5395 Colon Burgs Suite 037
## 1983 Jordan May M 1626 Susan Course
## 1984 Francisco Kemp M 9554 Flores Drive
## 1985 Matthew Russell M 168 Michael Coves Suite 343
## 1986 Barbara Norman F 6278 Stephanie Unions
## 1987 William Cannon M 43809 Kenneth Circles Suite 152
## 1988 Michael Lee M 7915 Dawn Roads Apt. 544
## 1989 Diana Jacobs F 69608 Perez Mountain Apt. 006
## 1990 Jennifer Black F 2870 Bean Terrace Apt. 756
## 1991 Jennifer Bishop F 589 Matthew Brooks
## 1992 Alan Howard M 04139 Johnson Prairie Suite 401
## 1993 Valerie Davis F 3861 Anderson Ramp Apt. 536
## 1994 Dorothy Thomas F 537 Rice Square Suite 040
## 1995 Joseph Davis M 941 Adam Stravenue
## 1996 Destiny Lowe F 79472 Stevens Trace Apt. 120
## 1997 Lauren Anderson F 11014 Chad Lake Apt. 573
## 1998 Ellen Carrillo F 9431 Amanda Mills
## 1999 Debra Becker F 384 Jonathan Hills
## 2000 Donald Evans M 1287 Michael Roads
## 2001 Jeremy Whitney M 0371 Aimee Neck Suite 856
## 2002 Samuel Johnston M 16285 Jessica Lights
## 2003 Taylor Khan F 658 Diane Glen Apt. 677
## 2004 Shelby Mitchell F 974 Cindy Stream
## 2005 William Perry M 458 Phillips Island Apt. 768
## 2006 Katherine Tucker F 670 Le Meadows Suite 250
## 2007 Mark Brown M 8580 Moore Cove
## 2008 Jackie Davis F 1898 Parker Fork Apt. 057
## 2009 Becky Mckinney F 250 Benjamin Hill Apt. 026
## 2010 Daniel Escobar M 61390 Hayes Port
## 2011 Monica Tucker F 302 Christina Islands
## 2012 Ashley Cabrera F 94225 Smith Springs Apt. 617
## 2013 Lisa Hendrix F 35737 Kirby Fall Suite 409
## 2014 Dawn Gray F 9486 Joel Common Suite 554
## 2015 Christian Roman M 495 Fisher Throughway
## 2016 Christopher Miller M 493 Fitzgerald Fields Suite 454
## 2017 Debbie Hughes F 0182 Owens Burgs Suite 480
## 2018 Lisa Collins F 44197 Jeffrey Port Suite 050
## 2019 John Myers M 701 Wilson Divide
## 2020 Erin Chavez F 3379 Williams Common
## 2021 Jose Vasquez M 572 Davis Mountains
## 2022 Joshua Mendoza M 4215 Miranda Field Suite 326
## 2023 Martin Duarte M 6251 Payne Flats Apt. 581
## 2024 Dale Smith M 25036 Contreras Turnpike Suite 270
## 2025 Cesar Smith M 901 Ariel Points
## 2026 Allison Ayala F 87665 Karen Mill Apt. 586
## 2027 Cheryl Melton F 5053 Bell Crescent Apt. 255
## 2028 Nicholas Thornton M 5270 Megan Burg Suite 756
## 2029 Benjamin Martin M 0495 Baker Manors
## 2030 Robert Goodman M 956 Paul Fields Suite 108
## 2031 Krystal Key F 23142 Montoya Island Apt. 742
## 2032 Andrew Mcgee M 4130 Tiffany Glen Apt. 562
## 2033 Samuel Johnston M 16285 Jessica Lights
## 2034 Kimberly Martin F 1943 Dennis Inlet Suite 145
## 2035 James Baldwin M 3603 Mitchell Court
## 2036 Julia Bell F 576 House Crossroad
## 2037 Lisa Lowe F 574 David Locks Suite 207
## 2038 Robin Smith F 0537 Margaret Common Suite 526
## 2039 Theresa Powell F 117 Natasha Vista Suite 936
## 2040 Rachel Lowe F 372 Jeffrey Course
## 2041 Gary Martinez M 03512 Jackson Ports
## 2042 Ashley Lopez F 9333 Valentine Point
## 2043 Cassandra Sanders F 78117 George Mountains
## 2044 Eddie Mendez M 1831 Faith View Suite 653
## 2045 Robert Haynes M 857 Aaron Circles Suite 398
## 2046 Stephanie Taylor F 598 Martin Pine Suite 365
## 2047 Mary Myers F 39787 Pamela Fall Suite 639
## 2048 John Stevens M 428 Morgan River
## 2049 Debbie Hughes F 0182 Owens Burgs Suite 480
## 2050 Justin Bell M 5323 Walker Island
## 2051 Jennifer Vance F 13299 Patrick Terrace
## 2052 Lori Ramirez F 4293 Ramirez Squares
## 2053 Erika Anderson F 3786 Hale Corners
## 2054 Ryan Joseph M 8850 Jessica Center
## 2055 Gina Morrison F 41851 Victor Drives Suite 219
## 2056 Jeremy Whitney M 0371 Aimee Neck Suite 856
## 2057 Steven Williams M 231 Flores Pass Suite 720
## 2058 Joseph Davis M 941 Adam Stravenue
## 2059 Jennifer Black F 2870 Bean Terrace Apt. 756
## 2060 Kristina Stewart F 47029 Jimmy Tunnel Apt. 106
## 2061 Morgan Smith F 1441 Bradley Place
## 2062 Dawn Gray F 9486 Joel Common Suite 554
## 2063 Bill Lane M 4725 Hurst Curve Apt. 634
## 2064 William Jenkins M 50614 Kevin Point
## 2065 Larry Williams M 6274 David Oval Suite 725
## 2066 Christopher Sheppard M 39218 Baker Shoals
## 2067 Michael Olson M 558 Michael Estates
## 2068 Kenneth Foster M 329 Michael Extension
## 2069 Shelby Cannon F 1535 Ryan Burgs Suite 919
## 2070 Zachary Allen M 69252 Oconnor Alley Apt. 153
## 2071 Chris White M 98897 Bennett Lodge
## 2072 Jessica Dominguez F 06393 Nancy Parkways Suite 855
## 2073 Jeffery Brown M 296 Maria Street
## 2074 Mary Mcintyre F 77921 Costa Villages
## 2075 Karen Ryan F 82468 Michelle Village Suite 556
## 2076 Monica West F 22084 Smith Roads Suite 776
## 2077 Frank Foster M 37910 Ward Lights
## 2078 Tiffany Stephens F 1447 Ryan Lodge
## 2079 Adam Keller M 32600 Cobb Curve
## 2080 Rachel Daniels F 561 Little Plain Apt. 738
## 2081 Jacqueline Caldwell F 54220 April Union Suite 403
## 2082 Christine Harris F 29606 Martinez Views Suite 653
## 2083 Megan Fernandez F 77127 Paul Station Apt. 495
## 2084 Audrey Hickman F 3325 Gregory Square
## 2085 Thomas Jenkins M 93914 Gregory Via
## 2086 Cody Miller M 25748 John Wells
## 2087 Susan Hardy F 516 Brown Parks
## 2088 Gregory Wallace M 27203 Darrell Landing
## 2089 Brent Terrell M 502 Rice Plaza Apt. 979
## 2090 Tanya Williams F 566 Megan Well
## 2091 Amanda Smith F 180 Graves Shore
## 2092 Bethany Andrade F 7898 Wanda Springs
## 2093 Stacy Lambert F 85430 Julie Trafficway Suite 792
## 2094 Barbara Lowe F 67210 Lori Creek
## 2095 Anthony Allen M 6993 Carr Lodge Apt. 311
## 2096 Julia Bell F 576 House Crossroad
## 2097 Katherine Tucker F 670 Le Meadows Suite 250
## 2098 Ashley Cruz F 65417 Walsh Radial Suite 691
## 2099 Mark Wood M 854 Walker Dale Suite 488
## 2100 Phillip Robertson M 85344 Smith Gateway Apt. 280
## 2101 Sabrina Nolan F 312 Eric Expressway Apt. 014
## 2102 Richard Barnes M 1339 Johnson Landing Suite 007
## 2103 Anna Logan F 3522 Park Wells Suite 528
## 2104 Andrew Mcgee M 4130 Tiffany Glen Apt. 562
## 2105 Willie Jordan M 529 West Key
## 2106 Stephanie Gill F 43039 Riley Greens Suite 393
## 2107 Cassandra Sanders F 78117 George Mountains
## 2108 Natasha Mclaughlin F 8699 Lindsay Ford Apt. 486
## 2109 Robert Long M 529 Joshua Knoll Apt. 511
## 2110 Leslie Ford F 4938 Hatfield Course
## 2111 Julie Johnson F 9331 Robert Passage Suite 327
## 2112 Daniel Briggs M 7118 Jessica Unions Apt. 789
## 2113 Savannah Lewis F 537 Walker Freeway
## 2114 Adam Santos M 725 Jo Trace Apt. 102
## 2115 Stephen Marshall M 47144 Roberts Keys
## 2116 Juan Sherman M 5939 Garcia Forges Suite 297
## 2117 Patrick Vaughan M 651 Miller Common
## 2118 John Davis M 9670 Monroe Junctions
## 2119 Kristina Stewart F 47029 Jimmy Tunnel Apt. 106
## 2120 Michelle Johnston F 3531 Hamilton Highway
## 2121 Monica Tucker F 302 Christina Islands
## 2122 Laura Walker F 611 Michael Rue
## 2123 Scott Fuller M 861 Karen Common
## 2124 Helen Campbell F 182 Sergio Summit Apt. 129
## 2125 Jose Vasquez M 572 Davis Mountains
## 2126 Kyle Wilkinson M 93970 Trujillo Causeway
## 2127 Joshua Carpenter M 04975 Allison Shoal
## 2128 Kenneth Sanchez M 0110 Ashley Forest
## 2129 Valerie Davis F 3861 Anderson Ramp Apt. 536
## 2130 Randall Burgess M 393 Carroll Route Suite 197
## 2131 Claire Davis F 83685 Matthew Center Suite 870
## 2132 Margaret Ray F 927 Cummings Manor Suite 318
## 2133 Jessica Terry F 6412 Elizabeth Gardens Suite 633
## 2134 Kenneth Edwards M 3653 Ryan Crossroad
## 2135 Kayla Sutton F 010 Weaver Land
## 2136 Kristina Stewart F 47029 Jimmy Tunnel Apt. 106
## 2137 Richard Marshall M 295 Page Creek Suite 181
## 2138 Adam Riddle M 27718 Mason Bypass
## 2139 James Leon M 826 Benjamin Stravenue
## 2140 Joshua Carpenter M 04975 Allison Shoal
## 2141 Justin Carter M 853 Miller Bypass Suite 802
## 2142 David Rodriguez M 821 Solis Points
## 2143 Teresa Stein F 2838 White Fields Apt. 473
## 2144 Christie Williamson F 519 Jerry Views
## 2145 Kurt Peters M 7290 Ashlee Keys
## 2146 Elizabeth Mckee F 358 Pruitt Square
## 2147 Michael Vargas M 933 Martin Rapids
## 2148 Carolyn Perez F 433 Blake Roads Suite 967
## 2149 Kevin Elliott M 1852 Vincent Isle Suite 328
## 2150 Jeffrey Munoz M 836 Stephanie Union
## 2151 Jessica Garcia F 13108 Jennifer Passage
## 2152 Louis Fisher M 45654 Hess Rest
## 2153 Daniel Escobar M 61390 Hayes Port
## 2154 Nathan Mayer M 478 Donovan Corners Apt. 803
## 2155 Sandra Schwartz F 3789 Mark Walks
## 2156 Lori Rodriguez F 12087 Michael Light
## 2157 Joseph Davis M 941 Adam Stravenue
## 2158 Anthony Velasquez M 609 Hunt Grove
## 2159 Crystal Gamble F 899 Michele View Suite 960
## 2160 Stephen Marshall M 47144 Roberts Keys
## 2161 Valerie Davis F 3861 Anderson Ramp Apt. 536
## 2162 Jason Singh M 4720 Anna Ways
## 2163 Joseph Davis M 941 Adam Stravenue
## 2164 Barbara Taylor F 0069 Robin Brooks Apt. 695
## 2165 Erin Chavez F 3379 Williams Common
## 2166 Amanda Smith F 180 Graves Shore
## 2167 Robert Haynes M 857 Aaron Circles Suite 398
## 2168 Aaron Murray M 624 Hale Springs Apt. 572
## 2169 Omar Gay M 2161 Blankenship Freeway
## 2170 Randy Murphy M 0356 Sarah Light
## 2171 Jessica Garcia F 13108 Jennifer Passage
## 2172 Kimberly Martin F 1943 Dennis Inlet Suite 145
## 2173 Allison Allen F 40624 Rebecca Spurs
## 2174 Susan Mills F 005 Cody Estates
## 2175 Lindsay Wilson F 7618 Gonzales Mission
## 2176 Monica Tucker F 302 Christina Islands
## 2177 Dalton Jones M 3304 Hernandez Run
## 2178 Christine Harris F 29606 Martinez Views Suite 653
## 2179 Tami Forbes F 5204 Robinson Plaza Suite 897
## 2180 Jennifer Jones F 5572 Kelly Plains Apt. 952
## 2181 Jessica Perez F 8172 Robertson Parkways Suite 072
## 2182 Scott Edwards M 838 Amy Street Suite 107
## 2183 Lindsay Wilson F 7618 Gonzales Mission
## 2184 Christopher Castaneda M 1632 Cohen Drive Suite 639
## 2185 Steven Arnold M 079 Chelsea Rest
## 2186 Nicholas Mcmahon M 2123 Jonathan Falls Suite 753
## 2187 Tanner Davis M 2632 Stevens Light Apt. 213
## 2188 Matthew Myers M 4936 Michelle Points
## 2189 Melissa Krause F 67632 Martin Gateway
## 2190 Judy Hogan F 4970 Michelle Burgs
## 2191 Megan Bernard F 128 Nathan Ramp
## 2192 Marissa Powell F 474 Allen Haven
## 2193 Charles Preston M 5364 William Harbor
## 2194 Ana Howell F 4664 Sanchez Common Suite 930
## 2195 Terri Bailey F 508 Erin Mount
## 2196 Kristin Williams F 36366 Smith Road
## 2197 Sarah Bishop F 554 Mcdonald Valley Apt. 539
## 2198 Adriana Harvey F 715 Joy Prairie
## 2199 Christian Johns M 892 Solis Neck
## 2200 Elizabeth Maxwell F 194 Goodman Fall Apt. 569
## 2201 Jessica Perez F 8172 Robertson Parkways Suite 072
## 2202 Kristen Hanson F 26544 Andrea Glen
## 2203 Lisa Collins F 44197 Jeffrey Port Suite 050
## 2204 Kenneth Doyle M 8614 Reed Glen
## 2205 Tanner Carroll M 494 Burke Ports
## 2206 Rick Martinez M 062 Poole Hollow Apt. 815
## 2207 Christine Shaffer F 14017 Thomas Plaza
## 2208 Lisa Lin F 908 Brooks Brook
## 2209 Tommy Dixon M 8829 Steele Station
## 2210 Laura Walker F 611 Michael Rue
## 2211 Tina Lawrence F 12444 Jacob Pines
## 2212 David Rodriguez M 821 Solis Points
## 2213 Lori Rodriguez F 12087 Michael Light
## 2214 Donna Davis F 6760 Donovan Lakes
## 2215 Lisa Lin F 908 Brooks Brook
## 2216 Michelle Gregory F 6983 Carrillo Isle
## 2217 James Lynch M 5155 Mary Common Apt. 927
## 2218 Cristian Jones M 0423 Kirby Field Suite 623
## 2219 Julie Johnson F 9331 Robert Passage Suite 327
## 2220 Amanda Spencer F 6682 Green Forks
## 2221 Thomas Cross M 7566 Thompson Creek Apt. 827
## 2222 Adam Mcdonald M 997 Cameron Meadow Apt. 980
## 2223 Gary Martinez M 03512 Jackson Ports
## 2224 Amanda Adams F 08580 Jeremy Falls
## 2225 Dwayne Martinez M 490 Baldwin Alley Apt. 468
## 2226 Derek Jones M 198 Candace Plaza
## 2227 Tara Campbell F 05050 Rogers Well Apt. 439
## 2228 Tammy Ayers F 1652 James Mews
## 2229 Gregory Graham M 4005 Dana Glens
## 2230 Kevin Summers M 7302 Samantha Mission
## 2231 Danielle Yu F 5395 Colon Burgs Suite 037
## 2232 Teresa Clark F 1323 Derek Mission
## 2233 Lauren Torres F 03030 White Lakes
## 2234 Antonio Koch M 8738 Richard Brooks
## 2235 Margaret Curtis F 742 Oneill Shore
## 2236 Joshua Cohen M 426 Mark Ports
## 2237 Michael Orozco M 13956 Hughes Causeway Suite 124
## 2238 Elizabeth Maxwell F 194 Goodman Fall Apt. 569
## 2239 Margaret Mendez F 7952 Karen Pike
## 2240 Felicia Thomas F 47035 Murray Harbors
## 2241 Kathryn Smith F 19838 Tonya Prairie Apt. 947
## 2242 Angela Edwards F 486 Wilkins Pines
## 2243 Stephanie Gill F 43039 Riley Greens Suite 393
## 2244 Brandy Quinn F 9734 Beard Fields Suite 885
## 2245 Kimberly Rice F 63991 Destiny Rue Apt. 651
## 2246 Steven Walters M 3206 Hall Divide Suite 282
## 2247 Tami Forbes F 5204 Robinson Plaza Suite 897
## 2248 Emily Hall F 8851 Reese Neck
## 2249 Carlos Chung M 8957 Russell Key
## 2250 Lauren Butler F 030 Seth Divide Suite 355
## 2251 Brandy Quinn F 9734 Beard Fields Suite 885
## 2252 Cristian Jones M 0423 Kirby Field Suite 623
## 2253 Donna Davis F 6760 Donovan Lakes
## 2254 Hayden Sanders M 8465 Reed Green Suite 559
## 2255 Christopher Gilbert M 20937 Reed Lakes Apt. 271
## 2256 Morgan Smith F 1441 Bradley Place
## 2257 William Jenkins M 50614 Kevin Point
## 2258 Gary Barnes M 2970 Flores Brooks
## 2259 Ana Howell F 4664 Sanchez Common Suite 930
## 2260 Julie Johnson F 9331 Robert Passage Suite 327
## 2261 Daniel Boyd M 8925 Nicholas Points
## 2262 Melissa Brown F 330 Montoya Ramp
## 2263 Jared Walters M 3326 Hannah Fords
## 2264 Destiny Lowe F 79472 Stevens Trace Apt. 120
## 2265 Terrance Mckinney M 42965 Christopher Fords Suite 659
## 2266 Phillip Robertson M 85344 Smith Gateway Apt. 280
## 2267 Karen Gordon F 543 Ware Path Apt. 593
## 2268 Felicia Mckee F 84079 Thomas Burgs
## 2269 Monique Fox F 755 Gardner Heights Apt. 420
## 2270 Crystal Fuller F 000 Jennifer Mills
## 2271 Samuel Jenkins M 43235 Mckenzie Views Apt. 837
## 2272 Stacy Villegas F 20581 Pena Walks
## 2273 Morgan Murray F 2788 Brittney Island
## 2274 Melissa Meza F 244 Abbott Parkway
## 2275 Rebecca Butler F 0665 Lisa Alley
## 2276 Steven Brooks M 2622 Reynolds Isle
## 2277 Mark Wood M 854 Walker Dale Suite 488
## 2278 Jamie Carr F 55363 Aaron Circle Suite 450
## 2279 Jodi Rodriguez F 5796 Lee Coves Apt. 286
## 2280 Tyler Garcia M 408 Bradley Rest
## 2281 Juan Sherman M 5939 Garcia Forges Suite 297
## 2282 Vincent Waller M 9379 Vanessa Run Apt. 400
## 2283 Ann Lawson F 144 Evans Islands Apt. 683
## 2284 John Myers M 701 Wilson Divide
## 2285 James Bishop M 7055 Fernandez Estates Apt. 676
## 2286 Kristen Allen F 8619 Lisa Manors Apt. 871
## 2287 Dustin Roberts M 3283 James Station
## 2288 Jeremy Roberson M 25887 Martin Inlet
## 2289 Stacy Lambert F 85430 Julie Trafficway Suite 792
## 2290 John Davis M 9670 Monroe Junctions
## 2291 Ashley Lopez F 9333 Valentine Point
## 2292 Margaret Gibson F 382 Williams Stream Suite 197
## 2293 Kimberly Rice F 63991 Destiny Rue Apt. 651
## 2294 Eddie Mendez M 1831 Faith View Suite 653
## 2295 Joshua Carpenter M 04975 Allison Shoal
## 2296 Jessica Shaw F 5745 Blair Locks
## 2297 Nathan Mendoza M 767 Adam Mill Apt. 115
## 2298 Jason Hernandez M 220 Frank Gardens
## 2299 Kelsey Richards F 889 Sarah Station Suite 624
## 2300 Jennifer Banks F 561 Perry Cove
## 2301 Stephen Marshall M 47144 Roberts Keys
## 2302 Pamela Curtis F 8969 Fuentes Station Apt. 291
## 2303 Samuel Frey M 830 Myers Plaza Apt. 384
## 2304 Lori Rodriguez F 12087 Michael Light
## 2305 Thomas Cross M 7566 Thompson Creek Apt. 827
## 2306 Dylan Bonilla M 2497 John Motorway Suite 922
## 2307 Jacob Dawson M 663 Anna Plaza
## 2308 Scott Fuller M 861 Karen Common
## 2309 Barbara Nelson F 7337 Browning Falls Suite 027
## 2310 Danielle Evans F 76752 David Lodge Apt. 064
## 2311 Micheal Walters M 15315 Vaughn Park Suite 356
## 2312 Tanya Dickerson F 053 Kim Valley Suite 928
## 2313 Monique Robinson F 07712 Marcus Divide Apt. 831
## 2314 Sabrina Johnson F 320 Nicholson Orchard
## 2315 Daniel Escobar M 61390 Hayes Port
## 2316 Michael Williams M 35822 Clayton Street Apt. 679
## 2317 Jodi Rodriguez F 5796 Lee Coves Apt. 286
## 2318 Carrie Washington F 6114 Adams Harbor Suite 096
## 2319 Krystal Gamble F 47152 Clayton Burg
## 2320 Margaret Ray F 927 Cummings Manor Suite 318
## 2321 Janet Carpenter F 9870 Collins Flat
## 2322 Stanley Mayo M 3433 Jones Branch
## 2323 Matthew Huerta M 622 Williams Trafficway
## 2324 Kenneth Edwards M 3653 Ryan Crossroad
## 2325 Vicki Mendoza F 3645 Atkins Island Apt. 238
## 2326 Sarah Clark F 25961 Beverly Union Apt. 042
## 2327 Randy Murphy M 0356 Sarah Light
## 2328 Margaret Curtis F 742 Oneill Shore
## 2329 Amanda Molina F 8425 Daniel Knolls Suite 288
## 2330 Alice Kemp F 057 Martinez Radial
## 2331 Krystal Gamble F 47152 Clayton Burg
## 2332 Jodi Rodriguez F 5796 Lee Coves Apt. 286
## 2333 Monica Tucker F 302 Christina Islands
## 2334 Ana Mccormick F 4503 Patricia Route
## 2335 Carrie Lewis F 28925 Powell Mountains Apt. 762
## 2336 Sandra Schwartz F 3789 Mark Walks
## 2337 Dorothy Thomas F 537 Rice Square Suite 040
## 2338 Jeffrey Rice M 21447 Powell Circle
## 2339 Travis Hayes M 1561 Chase Grove
## 2340 Jamie Robinson F 67089 Caitlin Meadow Apt. 905
## 2341 Kevin Walters M 87227 Tapia Burgs
## 2342 Bradley Anderson M 3896 Gilmore Mill
## 2343 Roberta Mccarthy F 94431 Matthew Mall Suite 296
## 2344 Grace Williams F 28812 Charles Mill Apt. 628
## 2345 Barbara Lowe F 67210 Lori Creek
## 2346 Amber Lewis F 6296 John Keys Suite 858
## 2347 Michael Jones M 754 Smith Isle
## 2348 Robert Haynes M 857 Aaron Circles Suite 398
## 2349 Natasha Mclaughlin F 8699 Lindsay Ford Apt. 486
## 2350 Margaret Gibson F 382 Williams Stream Suite 197
## 2351 Joshua Cohen M 426 Mark Ports
## 2352 Debra Eaton F 72743 Brian Run
## 2353 Jeffrey Munoz M 836 Stephanie Union
## 2354 Amy Flynn F 46095 Tara Fords
## 2355 Audrey Martinez F 343 Joshua Views
## 2356 Elizabeth Maxwell F 194 Goodman Fall Apt. 569
## 2357 Mary Wall F 2481 Mills Lock
## 2358 Carolyn Thomas F 755 Solis Isle Suite 075
## 2359 Linda Davis F 6602 Ortiz Pine Apt. 179
## 2360 Gloria Wallace F 234 Bridges Wells Apt. 389
## 2361 Robert Long M 529 Joshua Knoll Apt. 511
## 2362 Daniel Boyd M 8925 Nicholas Points
## 2363 Katherine Tucker F 670 Le Meadows Suite 250
## 2364 Christopher Patterson M 16744 Campbell Wall Apt. 372
## 2365 Ann Lawson F 144 Evans Islands Apt. 683
## 2366 Maria Garcia F 865 Thomas Village
## 2367 Ryan Joseph M 8850 Jessica Center
## 2368 Julie Sanchez F 916 Charles Road
## 2369 Kristen Hanson F 26544 Andrea Glen
## 2370 Mary Williams F 00315 Ashley Valleys
## 2371 Jennifer Vance F 13299 Patrick Terrace
## 2372 Cassandra Sanders F 78117 George Mountains
## 2373 Elizabeth Payne F 897 Daugherty Mission
## 2374 Andrea Cruz F 26572 Hodge Villages Suite 512
## 2375 Dawn Gray F 9486 Joel Common Suite 554
## 2376 Carol Dillon F 27479 Reeves Dale
## 2377 Drew Garcia M 70858 Jasmine Meadows Apt. 135
## 2378 Billy Gallagher M 673 Delgado Burg
## 2379 Patricia Gonzalez F 8973 Mark Drive
## 2380 Kelsey Richards F 889 Sarah Station Suite 624
## 2381 Jessica Potter F 7600 Stephen Course Suite 031
## 2382 Marissa Powell F 474 Allen Haven
## 2383 Kristen Hanson F 26544 Andrea Glen
## 2384 Bryan Miller M 411 Laurie Fords
## 2385 Angela Hodges F 08236 Kim Hill
## 2386 James Cooper M 663 Ramirez Trace Apt. 951
## 2387 Adam Stark M 0912 Mark Fields Apt. 080
## 2388 Margaret Ray F 927 Cummings Manor Suite 318
## 2389 Tara Campbell F 05050 Rogers Well Apt. 439
## 2390 Shannon Patterson F 9808 Ellis Bypass
## 2391 James Cooper M 663 Ramirez Trace Apt. 951
## 2392 Valerie Clark F 7402 West Ranch
## 2393 Kimberly Miller F 75533 Tamara Valleys
## 2394 James Reese M 26975 Richardson Mills Apt. 402
## 2395 David Kirby M 133 Alyssa Plains
## 2396 James Baldwin M 3603 Mitchell Court
## 2397 Amanda Spencer F 6682 Green Forks
## 2398 Nicholas Mcmahon M 2123 Jonathan Falls Suite 753
## 2399 Vicki Mendoza F 3645 Atkins Island Apt. 238
## 2400 Adam Riddle M 27718 Mason Bypass
## 2401 Sarah Clark F 25961 Beverly Union Apt. 042
## 2402 Holly Mann F 7644 Joseph Fields
## 2403 Shelby Mitchell F 974 Cindy Stream
## 2404 Carrie Lewis F 28925 Powell Mountains Apt. 762
## 2405 Danielle Hayden F 03368 Michelle Trail
## 2406 Lisa Lin F 908 Brooks Brook
## 2407 Kimberly Myers F 6881 King Isle Suite 228
## 2408 Robert Goodman M 956 Paul Fields Suite 108
## 2409 Tammy Ayers F 1652 James Mews
## 2410 Edward Tapia M 354 Gutierrez Gateway
## 2411 Jared Velazquez M 01479 Murray Circle
## 2412 Wayne Marsh M 172 Leonard Island
## 2413 Michelle Woods F 952 Joseph Throughway
## 2414 Amanda Smith F 180 Graves Shore
## 2415 Christopher Gomez M 950 Dunn Squares
## 2416 Joshua Mendoza M 4215 Miranda Field Suite 326
## 2417 John Davis M 9670 Monroe Junctions
## 2418 James Bishop M 7055 Fernandez Estates Apt. 676
## 2419 Jeffrey Smith M 135 Joseph Mountains
## 2420 Jacqueline Howard F 4511 Choi Lock
## 2421 Vicki Mendoza F 3645 Atkins Island Apt. 238
## 2422 Robert James M 92021 Miranda Meadows
## 2423 Jessica Jordan F 071 Wise Trace
## 2424 Aaron Pena M 793 Hooper Tunnel Suite 154
## 2425 Melody Thompson F 0362 Anderson Wall
## 2426 Christopher Grimes M 39631 Dunn Radial
## 2427 Kenneth Robinson M 269 Sanchez Rapids
## 2428 Cassandra Nunez F 9572 Austin Forge Suite 612
## 2429 Samuel Jenkins M 43235 Mckenzie Views Apt. 837
## 2430 Joshua Carpenter M 04975 Allison Shoal
## 2431 Megan Murphy F 53696 Laura Radial
## 2432 Adam Stark M 0912 Mark Fields Apt. 080
## 2433 Sabrina Johnson F 320 Nicholson Orchard
## 2434 Robert Goodman M 956 Paul Fields Suite 108
## 2435 Terrance Mckinney M 42965 Christopher Fords Suite 659
## 2436 David Rogers M 265 Mullen Park Apt. 307
## 2437 Michael Williams M 35822 Clayton Street Apt. 679
## 2438 William Cannon M 43809 Kenneth Circles Suite 152
## 2439 Charles Preston M 5364 William Harbor
## 2440 Vincent Flowers M 0189 Emily Prairie
## 2441 Mark Rivera M 383 Contreras Hills Suite 658
## 2442 Jessica Smith F 06808 Ryan Valleys
## 2443 Karen Ryan F 82468 Michelle Village Suite 556
## 2444 Brian Perez M 78652 Scott Ports
## 2445 Rebecca Conley F 181 Moreno Light Apt. 215
## 2446 Larry Warner M 145 Jeffrey Key Suite 668
## 2447 Thomas Jenkins M 93914 Gregory Via
## 2448 Meredith Ayala F 7107 Henderson Station
## 2449 Brian Hogan M 3316 Cindy Land
## 2450 Jason Murphy M 542 Steve Curve Suite 011
## 2451 Linda Davis F 6602 Ortiz Pine Apt. 179
## 2452 Frank Key M 5537 Jessica Plaza
## 2453 Crystal Fuller F 000 Jennifer Mills
## 2454 Angela Hodges F 08236 Kim Hill
## 2455 Audrey Gonzalez F 34180 Lopez Plaza
## 2456 Susan Washington F 759 Erin Mount Suite 956
## 2457 Sara Ramirez F 23843 Scott Island
## 2458 Adriana Harvey F 715 Joy Prairie
## 2459 Morgan Murray F 2788 Brittney Island
## 2460 Amanda Smith F 180 Graves Shore
## 2461 Terrance Mckinney M 42965 Christopher Fords Suite 659
## 2462 Ana Howell F 4664 Sanchez Common Suite 930
## 2463 Ashley Cruz F 65417 Walsh Radial Suite 691
## 2464 Sara Harris F 597 Jenny Ford Apt. 543
## 2465 Julia Bell F 576 House Crossroad
## 2466 Jeffrey Vargas M 478 Alexandria Mount
## 2467 Linda Davis F 6602 Ortiz Pine Apt. 179
## 2468 Jason Hernandez M 220 Frank Gardens
## 2469 Eddie Mendez M 1831 Faith View Suite 653
## 2470 Karen Gordon F 543 Ware Path Apt. 593
## 2471 Michelle Johnston F 3531 Hamilton Highway
## 2472 Jeffrey Vargas M 478 Alexandria Mount
## 2473 Misty Hart F 27954 Hall Mill Suite 575
## 2474 Brian Simpson M 2711 Duran Pines
## 2475 Jamie Carr F 55363 Aaron Circle Suite 450
## 2476 Jessica Perez F 8172 Robertson Parkways Suite 072
## 2477 Wayne Payne M 587 Bradley Inlet Suite 281
## 2478 Michelle Gregory F 6983 Carrillo Isle
## 2479 Steven Walters M 3206 Hall Divide Suite 282
## 2480 Monique Fox F 755 Gardner Heights Apt. 420
## 2481 Tamara Martinez F 471 Marquez Prairie Suite 680
## 2482 Mark Nguyen M 62631 Ashley Ramp Apt. 965
## 2483 Robert Velazquez M 3136 Silva Stream
## 2484 Melissa Krause F 67632 Martin Gateway
## 2485 Ann Lawson F 144 Evans Islands Apt. 683
## 2486 William Johnson M 50843 Vincent Mission
## 2487 Mary Lewis F 118 Justin Extension
## 2488 Theresa Powell F 117 Natasha Vista Suite 936
## 2489 Melissa Rodriguez F 81708 Christopher Plaza
## 2490 David Thomas M 838 Dan Haven Suite 003
## 2491 Tyler Wright M 615 Clarke Spring Apt. 172
## 2492 Maria Roy F 58665 Nicholas Ford Suite 348
## 2493 Erica Briggs F 3310 Davidson Spurs Apt. 107
## 2494 Jessica Perez F 8172 Robertson Parkways Suite 072
## 2495 Morgan Murray F 2788 Brittney Island
## 2496 Kristina Stewart F 47029 Jimmy Tunnel Apt. 106
## 2497 Candice Brown F 9412 Harris Mews
## 2498 Kayla Jones F 6033 Young Track Suite 804
## 2499 Nathan Massey M 5783 Evan Roads Apt. 465
## 2500 Ashley Blanchard F 292 Lowe Dam Suite 858
## 2501 Nathan Massey M 5783 Evan Roads Apt. 465
## 2502 Barbara Taylor F 0069 Robin Brooks Apt. 695
## 2503 Alicia Bishop F 222 Freeman Islands
## 2504 David Rodriguez M 821 Solis Points
## 2505 Kristin Williams F 36366 Smith Road
## 2506 Steven Sanders M 25955 Amy Via
## 2507 Alicia Bishop F 222 Freeman Islands
## 2508 Dakota Maldonado M 369 Cochran Radial
## 2509 Laura Casey F 6114 Moran Way
## 2510 Peter Caldwell M 08966 Beltran Route Suite 905
## 2511 Erin Chavez F 3379 Williams Common
## 2512 Shannon Patterson F 9808 Ellis Bypass
## 2513 Philip Hart M 97405 Vazquez Plains
## 2514 Steven Walters M 3206 Hall Divide Suite 282
## 2515 Debbie Hughes F 0182 Owens Burgs Suite 480
## 2516 Gregory Webster M 66035 Benjamin Villages
## 2517 Michelle Rodriguez F 1742 Brandon Squares Apt. 461
## 2518 Jeremy Whitney M 0371 Aimee Neck Suite 856
## 2519 Lisa Collins F 44197 Jeffrey Port Suite 050
## 2520 Keith Sanders M 8030 Beck Motorway
## 2521 Tammy Davis F 77663 Colleen Freeway
## 2522 Joseph Davis M 941 Adam Stravenue
## 2523 Rachel Lowe F 372 Jeffrey Course
## 2524 Misty Hart F 27954 Hall Mill Suite 575
## 2525 Cesar Smith M 901 Ariel Points
## 2526 John Chandler M 88325 Brandon Greens Apt. 477
## 2527 Matthew Myers M 4936 Michelle Points
## 2528 Andrew Tucker M 583 Gray Creek
## 2529 Shannon Patterson F 9808 Ellis Bypass
## 2530 Carolyn Perez F 433 Blake Roads Suite 967
## 2531 Micheal Hernandez M 6139 Mark Rapid Apt. 651
## 2532 Wayne Payne M 587 Bradley Inlet Suite 281
## 2533 Stacy Walsh F 324 Donna Ridge Suite 651
## 2534 Mary Mcintyre F 77921 Costa Villages
## 2535 Christopher Gomez M 950 Dunn Squares
## 2536 William Perry M 458 Phillips Island Apt. 768
## 2537 Charles Carrillo M 17547 Stephen Turnpike Apt. 846
## 2538 Nathan Byrd M 155 Gregory Mount Suite 791
## 2539 Denise Barnett F 23220 Eaton Harbors
## 2540 Jennifer Vance F 13299 Patrick Terrace
## 2541 Melinda Gutierrez F 1497 West Gateway
## 2542 Xavier Beltran M 61107 Edwards Dam Apt. 463
## 2543 Allen Bell M 70147 Amanda Fields
## 2544 David Kirby M 133 Alyssa Plains
## 2545 Kenneth Foster M 329 Michael Extension
## 2546 Sherry Martinez F 144 Yu Locks Apt. 754
## 2547 Jason Murphy M 542 Steve Curve Suite 011
## 2548 Michelle Anderson F 28311 Dennis Trace
## 2549 Daniel Escobar M 61390 Hayes Port
## 2550 James Hunt M 7369 Gabriel Tunnel
## 2551 Joanna Hudson F 2924 Bobby Trafficway
## 2552 Michelle Juarez F 44864 Melton Vista Suite 310
## 2553 Tina Alvarez F 1976 Tyler Underpass
## 2554 Misty Hart F 27954 Hall Mill Suite 575
## 2555 Christopher Horn M 956 Sanchez Highway
## 2556 Kayla Jones F 6033 Young Track Suite 804
## 2557 Rebecca Butler F 0665 Lisa Alley
## 2558 Tracy Conway F 6778 Campos Field
## 2559 Erin Chavez F 3379 Williams Common
## 2560 Amy Flynn F 46095 Tara Fords
## 2561 Melody Thompson F 0362 Anderson Wall
## 2562 Misty Rivera F 1980 Vasquez Manors Apt. 574
## 2563 Jackie Davis F 1898 Parker Fork Apt. 057
## 2564 Corey Jones M 709 George Underpass Apt. 080
## 2565 Matthew Young M 8840 Miller Port Suite 645
## 2566 Gina Gomez F 72030 Shelton Crossing Apt. 742
## 2567 James Lynch M 5155 Mary Common Apt. 927
## 2568 Mary Juarez F 35440 Ryan Islands
## 2569 Lisa Hendrix F 35737 Kirby Fall Suite 409
## 2570 Kristina Stewart F 47029 Jimmy Tunnel Apt. 106
## 2571 Linda Sanchez F 6574 William Hill Apt. 375
## 2572 Susan Hernandez F 2193 Osborne Run Apt. 789
## 2573 Stephanie Cummings F 1025 Robin Square
## 2574 Destiny Lowe F 79472 Stevens Trace Apt. 120
## 2575 James Reese M 26975 Richardson Mills Apt. 402
## 2576 Grace Williams F 28812 Charles Mill Apt. 628
## 2577 John Mccormick M 79414 Clark Lakes Suite 966
## 2578 Matthew Huerta M 622 Williams Trafficway
## 2579 Janet Turner F 0925 Lang Extensions
## 2580 Scott Martin M 31472 Cody Place Suite 740
## 2581 Nicholas Osborne M 7538 Carrie Meadow Suite 574
## 2582 Margaret Ray F 927 Cummings Manor Suite 318
## 2583 Patrick Vaughan M 651 Miller Common
## 2584 Joseph Morgan M 126 Underwood Drive
## 2585 Michael Francis M 1833 Jeanette Stravenue
## 2586 William Thompson M 977 Rita Grove Apt. 000
## 2587 John Nichols M 862 Anderson Highway
## 2588 Linda Gonzalez F 17667 Price Spur Apt. 366
## 2589 Phillip Delacruz M 26678 Lisa Locks Apt. 904
## 2590 Tara Campbell F 05050 Rogers Well Apt. 439
## 2591 Connie Carroll F 872 Justin Views Suite 746
## 2592 Ryan Cook M 75952 Wilson Course
## 2593 Jared Camacho M 4257 Perez Mall
## 2594 Christina Nelson F 1233 Sutton Road Suite 701
## 2595 Kristin Williams F 36366 Smith Road
## 2596 Tanya Williams F 566 Megan Well
## 2597 Teresa Blankenship F 6638 Lucero Mill Suite 952
## 2598 Sherry Martinez F 144 Yu Locks Apt. 754
## 2599 Lori Rodriguez F 12087 Michael Light
## 2600 Peter Edwards M 96122 Steven Flat
## 2601 Nathan Thomas M 4923 Campbell Pines Suite 717
## 2602 Jennifer Jones F 5572 Kelly Plains Apt. 952
## 2603 Judith Moss F 46297 Benjamin Plains Suite 703
## 2604 Aaron Pena M 793 Hooper Tunnel Suite 154
## 2605 Stanley Mayo M 3433 Jones Branch
## 2606 Kimberly Gonzalez F 72966 Shannon Pass Apt. 391
## 2607 Jared Walters M 3326 Hannah Fords
## 2608 Kathleen Nash F 010 Salazar Walk
## 2609 Jessica Shaw F 5745 Blair Locks
## 2610 Theresa Blackwell F 43576 Kristina Islands
## 2611 Eddie Mendez M 1831 Faith View Suite 653
## 2612 Steven Faulkner M 841 Cheryl Centers Suite 115
## 2613 Jeffrey Lewis M 24255 Bryan Square
## 2614 Juan Henry M 9795 Lori Island Suite 346
## 2615 William Jenkins M 50614 Kevin Point
## 2616 Debra Eaton F 72743 Brian Run
## 2617 Michael Johnson M 094 Owens Underpass
## 2618 Jason Hernandez M 220 Frank Gardens
## 2619 Allen Bell M 70147 Amanda Fields
## 2620 William Cannon M 43809 Kenneth Circles Suite 152
## 2621 Stephanie Cummings F 1025 Robin Square
## 2622 Julia Bell F 576 House Crossroad
## 2623 Kevin Pena M 2674 Bentley Radial
## 2624 Andrea Cruz F 26572 Hodge Villages Suite 512
## 2625 Sydney Montoya F 265 Christian Summit Suite 231
## 2626 Bill Lane M 4725 Hurst Curve Apt. 634
## 2627 Nathan Massey M 5783 Evan Roads Apt. 465
## 2628 Crystal Fuller F 000 Jennifer Mills
## 2629 Julia Bell F 576 House Crossroad
## 2630 Alyssa Morgan F 622 Robin Run Suite 764
## 2631 Nicholas Thornton M 5270 Megan Burg Suite 756
## 2632 Jerry Kelly M 3539 Mckenzie Stream
## 2633 Danielle Evans F 76752 David Lodge Apt. 064
## 2634 Laura Casey F 6114 Moran Way
## 2635 Jenna Brooks F 50872 Alex Plain Suite 088
## 2636 David Everett M 4138 David Fall
## 2637 Christian Roman M 495 Fisher Throughway
## 2638 Laura Johns F 95835 Garcia Rue
## 2639 Kayla Jones F 6033 Young Track Suite 804
## 2640 Catherine Weber F 74890 Rodriguez Springs Apt. 540
## 2641 William Thompson M 977 Rita Grove Apt. 000
## 2642 Gina Grimes F 444 Robert Mews
## 2643 Helen Campbell F 182 Sergio Summit Apt. 129
## 2644 Daniel Melton M 6157 Nichols Mews
## 2645 Sally Moore F 835 Reese Views Suite 884
## 2646 Allison Allen F 40624 Rebecca Spurs
## 2647 Laura Walker F 611 Michael Rue
## 2648 Robert Andrade M 27720 Martin Hills
## 2649 Jill Flores F 639 Cruz Islands
## 2650 Mary Pruitt F 2819 Luke Greens Suite 563
## 2651 Deborah Fisher F 1911 Fisher Brook
## 2652 Charles Moreno M 838 Franklin Prairie Apt. 902
## 2653 Jacqueline Marsh F 950 Sheryl Spurs
## 2654 Jennifer Scott F 376 John Fork Suite 848
## 2655 Justin Bell M 954 Green Wall
## 2656 Brittany Cox F 07177 William Dale Apt. 547
## 2657 Nicholas Mcmahon M 2123 Jonathan Falls Suite 753
## 2658 Melinda Gutierrez F 1497 West Gateway
## 2659 Tyler Wright M 615 Clarke Spring Apt. 172
## 2660 Joseph Gonzalez M 319 Wendy Fort Suite 179
## 2661 Daniel Owens M 88794 Mandy Lodge Apt. 874
## 2662 Felicia Mckee F 84079 Thomas Burgs
## 2663 Christopher Gilbert M 20937 Reed Lakes Apt. 271
## 2664 Allison Ayala F 87665 Karen Mill Apt. 586
## 2665 Gregory Wallace M 27203 Darrell Landing
## 2666 Helen Campbell F 182 Sergio Summit Apt. 129
## 2667 Vincent Richards M 2064 Tyler Fork
## 2668 Brenda Perez F 033 Tara Brook Suite 523
## 2669 Brittany Guerra F 79209 Gary Dale
## 2670 Jasmine Foster F 954 White Alley Apt. 251
## 2671 Ashley Robinson F 1007 Colton Forks
## 2672 Ashley Cabrera F 94225 Smith Springs Apt. 617
## 2673 Matthew Myers M 4936 Michelle Points
## 2674 Tina Zimmerman F 3595 Susan Island Suite 063
## 2675 Christopher Cummings M 478 George Course Apt. 056
## 2676 Jeff Elliott M 351 Darlene Green
## 2677 Whitney Gallagher F 0374 Courtney Islands Apt. 400
## 2678 Benjamin Kim M 920 Patrick Light
## 2679 Tracy Conway F 6778 Campos Field
## 2680 Misty Rivera F 1980 Vasquez Manors Apt. 574
## 2681 John Peters M 555 Michael Burgs
## 2682 Jacob Patel M 54822 Hill Forks
## 2683 Corey Jones M 709 George Underpass Apt. 080
## 2684 Dylan Bonilla M 2497 John Motorway Suite 922
## 2685 Amber Perez F 954 Reyes Ways
## 2686 Bethany Andrade F 7898 Wanda Springs
## 2687 Joseph Gonzalez M 319 Wendy Fort Suite 179
## 2688 Stephanie Cummings F 1025 Robin Square
## 2689 Ashley Whitney F 4038 Smith Avenue
## 2690 Robert Flores M 3277 Fields Meadows Apt. 790
## 2691 Robert Flores M 3277 Fields Meadows Apt. 790
## 2692 Julie Sanchez F 916 Charles Road
## 2693 Christopher Gregory M 9579 Porter Tunnel
## 2694 Thomas Hale M 949 Smith Parkway
## 2695 Matthew Russell M 168 Michael Coves Suite 343
## 2696 William Thompson M 977 Rita Grove Apt. 000
## 2697 Catherine Weber F 74890 Rodriguez Springs Apt. 540
## 2698 Linda Gonzalez F 17667 Price Spur Apt. 366
## 2699 Patrick Massey M 7812 Shane Shoals Apt. 607
## 2700 Stephen Marshall M 47144 Roberts Keys
## 2701 Casey Howell F 374 Christopher Ramp Suite 855
## 2702 Juan Sherman M 5939 Garcia Forges Suite 297
## 2703 Rick Martinez M 062 Poole Hollow Apt. 815
## 2704 Nancy Roach F 376 Brown Courts
## 2705 Carol Dillon F 27479 Reeves Dale
## 2706 Robin Smith F 0537 Margaret Common Suite 526
## 2707 Stephanie Murphy F 526 Stacy Walks
## 2708 Jack Hill M 5916 Susan Bridge Apt. 939
## 2709 Sara Ramirez F 23843 Scott Island
## 2710 Jessica Smith F 06808 Ryan Valleys
## 2711 Daniel Boyd M 8925 Nicholas Points
## 2712 Adam Santos M 725 Jo Trace Apt. 102
## 2713 Karen Ryan F 82468 Michelle Village Suite 556
## 2714 Donna Davis F 6760 Donovan Lakes
## 2715 Kyle Park M 7507 Larry Passage Suite 859
## 2716 Vicki Mendoza F 3645 Atkins Island Apt. 238
## 2717 Ryan Arnold M 2056 Michael Wells Apt. 348
## 2718 Stephen Marshall M 47144 Roberts Keys
## 2719 Alicia Mitchell F 125 Kristen Dale
## 2720 Ricky Dunn M 97689 Davis Point Apt. 967
## 2721 Jessica Ward F 72269 Elizabeth Field Apt. 132
## 2722 Carl Hernandez M 9134 Darryl Flat Suite 916
## 2723 Christopher Castaneda M 1632 Cohen Drive Suite 639
## 2724 Lauren Torres F 03030 White Lakes
## 2725 Mary Diaz F 9886 Anita Drive
## 2726 Danielle Walker F 9824 Mitchell Run
## 2727 Mary Diaz F 9886 Anita Drive
## 2728 Matthew Young M 8840 Miller Port Suite 645
## 2729 Melissa Rodriguez F 81708 Christopher Plaza
## 2730 Renee Parrish F 174 Jennifer Meadow Apt. 467
## 2731 Helen Campbell F 182 Sergio Summit Apt. 129
## 2732 Andrea Cruz F 26572 Hodge Villages Suite 512
## 2733 Nicholas Mcmahon M 2123 Jonathan Falls Suite 753
## 2734 Michelle Anderson F 28311 Dennis Trace
## 2735 Ariana Campbell F 50932 Neal Valley
## 2736 Brittany Guerra F 79209 Gary Dale
## 2737 Jennifer Gonzalez F 5517 Stacy Land
## 2738 David Kirby M 133 Alyssa Plains
## 2739 Ronald Carson M 870 Rocha Drive
## 2740 Christopher Miller M 493 Fitzgerald Fields Suite 454
## 2741 Michelle Gregory F 6983 Carrillo Isle
## 2742 Susan Hardy F 516 Brown Parks
## 2743 Martin Duarte M 6251 Payne Flats Apt. 581
## 2744 Timothy Simmons M 1049 John Ports Suite 057
## 2745 James Strickland M 25454 Leonard Lake
## 2746 James Reese M 26975 Richardson Mills Apt. 402
## 2747 Adam Riddle M 27718 Mason Bypass
## 2748 Carlos Chung M 8957 Russell Key
## 2749 Daniel Boyd M 8925 Nicholas Points
## 2750 Debra Stark F 686 Linda Rest
## 2751 Cheryl Melton F 5053 Bell Crescent Apt. 255
## 2752 Katherine Love F 5884 Sandoval Square Apt. 371
## 2753 Margaret Lam F 6911 Nicholas Keys Apt. 237
## 2754 Becky Mckinney F 250 Benjamin Hill Apt. 026
## 2755 Kenneth Richards M 994 Livingston Extensions Suite 918
## 2756 Kathryn Smith F 19838 Tonya Prairie Apt. 947
## 2757 Elizabeth Payne F 897 Daugherty Mission
## 2758 Alex White M 874 Fred Knolls Apt. 609
## 2759 Robert Nguyen M 74835 Garner Point
## 2760 Stephen Lopez M 696 Matthew Ford Suite 157
## 2761 Patrick Vaughan M 651 Miller Common
## 2762 Thomas Jenkins M 93914 Gregory Via
## 2763 Heather Roberts F 62934 Maria Cliffs Suite 350
## 2764 Michelle Woods F 952 Joseph Throughway
## 2765 David Wolfe M 81261 Garcia Underpass Suite 741
## 2766 David Lewis M 1499 Michael Rue
## 2767 Julia Bell F 576 House Crossroad
## 2768 Jacqueline Marsh F 950 Sheryl Spurs
## 2769 Cassandra Nunez F 9572 Austin Forge Suite 612
## 2770 Mackenzie Salazar F 982 Melissa Lock
## 2771 Steven Yoder M 94975 David Mews Apt. 316
## 2772 Keith Sanders M 8030 Beck Motorway
## 2773 Kyle Simmons M 8149 Harris Divide
## 2774 Robert Martinez M 3683 Parrish Circles
## 2775 Margaret Gibson F 382 Williams Stream Suite 197
## 2776 Bill Lane M 4725 Hurst Curve Apt. 634
## 2777 Megan Murphy F 53696 Laura Radial
## 2778 William Perry M 458 Phillips Island Apt. 768
## 2779 Robert Martinez M 3683 Parrish Circles
## 2780 Matthew Russell M 168 Michael Coves Suite 343
## 2781 Matthew Young M 8840 Miller Port Suite 645
## 2782 James Cooper M 663 Ramirez Trace Apt. 951
## 2783 Jeff Elliott M 351 Darlene Green
## 2784 Kayla Obrien F 7921 Robert Port Suite 343
## 2785 Angela Hodges F 08236 Kim Hill
## 2786 Dylan Garcia M 923 Jordan Road
## 2787 Antonio Koch M 8738 Richard Brooks
## 2788 Mary Humphrey F 9853 Flynn Hollow Apt. 602
## 2789 Jodi Foster F 551 Zachary Freeway
## 2790 Barbara Lowe F 67210 Lori Creek
## 2791 Lauren Torres F 03030 White Lakes
## 2792 Greg Villarreal M 2851 Foster Shoals
## 2793 Katherine Love F 5884 Sandoval Square Apt. 371
## 2794 Daniel Jones M 290 Kathryn Fall
## 2795 Tracy Conway F 6778 Campos Field
## 2796 Rebecca Obrien F 5619 Mendoza Inlet
## 2797 Taylor Khan F 658 Diane Glen Apt. 677
## 2798 Rachel Lowe F 372 Jeffrey Course
## 2799 Jerry Robinson M 212 Mary Stream
## 2800 Kelly Zimmerman F 1893 Katie Tunnel
## 2801 Karen Ryan F 82468 Michelle Village Suite 556
## 2802 Kathleen Martin F 659 Nicole Cove Suite 560
## 2803 John Peters M 555 Michael Burgs
## 2804 Willie Jordan M 529 West Key
## 2805 Ana Mccormick F 4503 Patricia Route
## 2806 Pamela Matthews F 36659 Smith Club Apt. 080
## 2807 Douglas Willis M 619 Jeremy Garden Apt. 681
## 2808 Benjamin Robinson M 0701 John Ranch
## 2809 Tina Alvarez F 1976 Tyler Underpass
## 2810 Kyle Park M 7507 Larry Passage Suite 859
## 2811 Tyler Garcia M 408 Bradley Rest
## 2812 Andrea Lewis F 43075 Cohen Shoals
## 2813 Eddie Mendez M 1831 Faith View Suite 653
## 2814 Bryan Torres M 152 James Centers Apt. 768
## 2815 Jamie Carr F 55363 Aaron Circle Suite 450
## 2816 Scott Martin M 7483 Navarro Flats
## 2817 Rachel Daniels F 561 Little Plain Apt. 738
## 2818 David Lewis M 1499 Michael Rue
## 2819 Jeff Elliott M 351 Darlene Green
## 2820 William Perry M 458 Phillips Island Apt. 768
## 2821 Thomas Payne M 9455 Kathleen Brook Apt. 651
## 2822 Andrea Perkins F 37426 Olson Villages
## 2823 Kenneth Edwards M 3653 Ryan Crossroad
## 2824 Kimberly Rice F 63991 Destiny Rue Apt. 651
## 2825 Cristian Jones M 0423 Kirby Field Suite 623
## 2826 Steven Faulkner M 841 Cheryl Centers Suite 115
## 2827 Larry House M 911 Sabrina Trafficway
## 2828 Margaret Williams F 165 Jerry Meadows Suite 460
## 2829 Steven Brooks M 2622 Reynolds Isle
## 2830 Ronald Carson M 870 Rocha Drive
## 2831 Brooke Smith F 63542 Luna Brook Apt. 012
## 2832 Kyle Wilkinson M 93970 Trujillo Causeway
## 2833 Samuel Farrell M 428 Michael Tunnel Apt. 377
## 2834 Tammy Davis F 77663 Colleen Freeway
## 2835 Erin Chavez F 3379 Williams Common
## 2836 Benjamin Kim M 920 Patrick Light
## 2837 Joseph Nixon M 86882 Desiree Camp Suite 047
## 2838 Erik Patterson M 162 Jessica Row Apt. 072
## 2839 Omar Gay M 2161 Blankenship Freeway
## 2840 Jeff Elliott M 351 Darlene Green
## 2841 Valerie Clark F 7402 West Ranch
## 2842 Dustin Roberts M 3283 James Station
## 2843 Jared Velazquez M 01479 Murray Circle
## 2844 Kristen Hanson F 26544 Andrea Glen
## 2845 Mary Mcintyre F 77921 Costa Villages
## 2846 Andrew Mcgee M 4130 Tiffany Glen Apt. 562
## 2847 Alicia Hawkins F 507 John Overpass Suite 424
## 2848 Michelle Johnston F 3531 Hamilton Highway
## 2849 Stephanie Cummings F 1025 Robin Square
## 2850 Lori Rodriguez F 12087 Michael Light
## 2851 Linda Hurst F 31701 Tucker Square Suite 893
## 2852 Kenneth Robinson M 269 Sanchez Rapids
## 2853 Steven Sanders M 25955 Amy Via
## 2854 Joshua Mendoza M 4215 Miranda Field Suite 326
## 2855 Monica Cohen F 864 Reynolds Plains
## 2856 Mark Wood M 854 Walker Dale Suite 488
## 2857 Tyler Wright M 615 Clarke Spring Apt. 172
## 2858 Benjamin Harris M 0881 Lori Pines
## 2859 Ryan Foster M 03921 Cole Mission Suite 882
## 2860 Frank Anderson M 0611 Stafford Valley Suite 504
## 2861 Alice Kemp F 057 Martinez Radial
## 2862 Nathan Massey M 5783 Evan Roads Apt. 465
## 2863 Kimberly Martin F 1943 Dennis Inlet Suite 145
## 2864 Becky Mckinney F 250 Benjamin Hill Apt. 026
## 2865 Judith Moss F 46297 Benjamin Plains Suite 703
## 2866 Dorothy Zuniga F 77321 Ford Via
## 2867 Brooke Fisher F 815 Heather Divide Apt. 965
## 2868 Michael Lee M 7915 Dawn Roads Apt. 544
## 2869 Craig Franco M 9242 Vanessa Ramp Apt. 525
## 2870 Tyler Garcia M 408 Bradley Rest
## 2871 Patricia Leach F 71309 Martinez Stravenue
## 2872 Mackenzie Smith F 7178 Willis Drive
## 2873 Daniel Cain M 384 Newman Forks Apt. 370
## 2874 Alicia Mitchell F 125 Kristen Dale
## 2875 James Leon M 826 Benjamin Stravenue
## 2876 Savannah Lewis F 537 Walker Freeway
## 2877 Lisa Lowe F 574 David Locks Suite 207
## 2878 Michelle Gregory F 6983 Carrillo Isle
## 2879 Carrie Washington F 6114 Adams Harbor Suite 096
## 2880 Andrew Patterson M 06959 Stephen Branch Suite 246
## 2881 Lisa Lowe F 574 David Locks Suite 207
## 2882 Daniel Boyd M 8925 Nicholas Points
## 2883 Mary Diaz F 9886 Anita Drive
## 2884 Jessica Smith F 06808 Ryan Valleys
## 2885 Bryce Joseph M 148 Baker Field
## 2886 Sandra Davies F 31954 Eugene Lane Suite 572
## 2887 Margaret Gibson F 382 Williams Stream Suite 197
## 2888 Cesar Smith M 901 Ariel Points
## 2889 Michael Flores M 70761 Fitzpatrick Brooks Suite 631
## 2890 Margaret Mendez F 7952 Karen Pike
## 2891 Margaret Gibson F 382 Williams Stream Suite 197
## 2892 Melissa Mcclure F 2027 Snyder Track
## 2893 Melissa Meza F 244 Abbott Parkway
## 2894 David Serrano M 4739 Martin Common
## 2895 Alex White M 874 Fred Knolls Apt. 609
## 2896 Margaret Lam F 6911 Nicholas Keys Apt. 237
## 2897 Pamela Lewis F 653 Jessica Extension Apt. 668
## 2898 Stephanie Gill F 43039 Riley Greens Suite 393
## 2899 Mary Wall F 2481 Mills Lock
## 2900 Alice Kemp F 057 Martinez Radial
## 2901 Theresa Powell F 117 Natasha Vista Suite 936
## 2902 Matthew Russell M 168 Michael Coves Suite 343
## 2903 Peter Caldwell M 08966 Beltran Route Suite 905
## 2904 Michael Jones M 754 Smith Isle
## 2905 Christopher Castaneda M 1632 Cohen Drive Suite 639
## 2906 Melissa Meza F 244 Abbott Parkway
## 2907 Tammy Ayers F 1652 James Mews
## 2908 Mary Diaz F 9886 Anita Drive
## 2909 Vincent Richards M 2064 Tyler Fork
## 2910 Ana Howell F 4664 Sanchez Common Suite 930
## 2911 James Hunt M 7369 Gabriel Tunnel
## 2912 Leah Garner F 147 Mckinney Run Apt. 743
## 2913 Samuel Jenkins M 43235 Mckenzie Views Apt. 837
## 2914 Vanessa Anderson F 21178 Brittney Locks
## 2915 John Stevens M 428 Morgan River
## 2916 Amber Lewis F 6296 John Keys Suite 858
## 2917 Stanley Mayo M 3433 Jones Branch
## 2918 Dawn Tucker F 789 Herring Manors
## 2919 Joe Howard M 109 Brian Lights Apt. 504
## 2920 Joanna Hudson F 2924 Bobby Trafficway
## 2921 Beth Lambert F 6447 Johnson Estates Apt. 986
## 2922 Keith Sanders M 8030 Beck Motorway
## 2923 Jessica Benitez F 31281 Thomas Inlet
## 2924 Becky Mckinney F 250 Benjamin Hill Apt. 026
## 2925 Daniel Briggs M 7118 Jessica Unions Apt. 789
## 2926 Candice Brown F 9412 Harris Mews
## 2927 Kenneth Foster M 329 Michael Extension
## 2928 Barbara Norman F 6278 Stephanie Unions
## 2929 Brian Perez M 78652 Scott Ports
## 2930 Hayden Sanders M 8465 Reed Green Suite 559
## 2931 Jodi Rodriguez F 5796 Lee Coves Apt. 286
## 2932 Brian Perez M 78652 Scott Ports
## 2933 Rachel Lowe F 372 Jeffrey Course
## 2934 Karen Warren F 4900 Curtis Gardens Suite 952
## 2935 Barbara Nelson F 7337 Browning Falls Suite 027
## 2936 Lisa Lopez F 32343 Saunders Course
## 2937 Monica Cohen F 864 Reynolds Plains
## 2938 Jason Murphy M 542 Steve Curve Suite 011
## 2939 Shelby Mitchell F 974 Cindy Stream
## 2940 Jamie Olson F 3423 Michael Canyon Suite 276
## 2941 Eddie Mendez M 1831 Faith View Suite 653
## 2942 Monica Tucker F 302 Christina Islands
## 2943 Sydney Montoya F 265 Christian Summit Suite 231
## 2944 Gary Hall M 69085 Short Shores
## 2945 Mary Wall F 2481 Mills Lock
## 2946 Melody Thompson F 0362 Anderson Wall
## 2947 Grace Williams F 28812 Charles Mill Apt. 628
## 2948 Willie Jordan M 529 West Key
## 2949 Jennifer Black F 2870 Bean Terrace Apt. 756
## 2950 Kayla Obrien F 7921 Robert Port Suite 343
## 2951 Julie Sanchez F 916 Charles Road
## 2952 Ian Patton M 8088 Sherman Radial Suite 689
## 2953 Joshua Carpenter M 04975 Allison Shoal
## 2954 David Serrano M 4739 Martin Common
## 2955 Justin Fowler M 5569 Phillips Neck Apt. 003
## 2956 Raymond Lloyd M 5930 Rebecca Bridge Apt. 444
## 2957 Billy Gallagher M 673 Delgado Burg
## 2958 Vincent Waller M 9379 Vanessa Run Apt. 400
## 2959 Theresa Powell F 117 Natasha Vista Suite 936
## 2960 Billy Gallagher M 673 Delgado Burg
## 2961 Gina Morrison F 41851 Victor Drives Suite 219
## 2962 William Jenkins M 50614 Kevin Point
## 2963 Laura Walker F 611 Michael Rue
## 2964 Benjamin Kim M 920 Patrick Light
## 2965 Mary Williams F 00315 Ashley Valleys
## 2966 Gregory Graham M 4005 Dana Glens
## 2967 James Baldwin M 3603 Mitchell Court
## 2968 William Skinner M 524 Wu Spurs Suite 894
## 2969 Daniel Escobar M 61390 Hayes Port
## 2970 Thomas Cross M 7566 Thompson Creek Apt. 827
## 2971 Stephanie Taylor F 598 Martin Pine Suite 365
## 2972 Lisa Hendrix F 35737 Kirby Fall Suite 409
## 2973 Monica Tucker F 302 Christina Islands
## 2974 Ann Lawson F 144 Evans Islands Apt. 683
## 2975 Melissa Rodriguez F 81708 Christopher Plaza
## 2976 John Nichols M 00821 Joanna Meadow
## 2977 Amanda Fitzgerald F 298 Kayla Lights
## 2978 John Hudson M 886 Nicole Key
## 2979 Laura Johns F 95835 Garcia Rue
## 2980 Brent Terrell M 502 Rice Plaza Apt. 979
## 2981 Barbara Lowe F 67210 Lori Creek
## 2982 Paula Estrada F 350 Stacy Glens
## 2983 Matthew Lambert M 7188 Melissa Crest Apt. 151
## 2984 Jeremy Roberson M 25887 Martin Inlet
## 2985 Stephanie Taylor F 598 Martin Pine Suite 365
## 2986 Kendra King F 154 Hernandez Keys
## 2987 David Nichols M 0638 Fred Ramp Suite 086
## 2988 Steven Williams M 231 Flores Pass Suite 720
## 2989 Linda Davis F 6602 Ortiz Pine Apt. 179
## 2990 Patrick Torres M 27386 Snyder Station
## 2991 Kurt Peters M 7290 Ashlee Keys
## 2992 Mackenzie Salazar F 982 Melissa Lock
## 2993 Jessica Terry F 6412 Elizabeth Gardens Suite 633
## 2994 Brooke Fisher F 815 Heather Divide Apt. 965
## 2995 Alicia Morales F 4456 Dunn Roads
## 2996 Audrey Gonzalez F 34180 Lopez Plaza
## 2997 Tracy Conway F 6778 Campos Field
## 2998 Christopher Choi M 04611 Sandra Spring Suite 059
## 2999 Stanley Dickson M 078 Alex Fields
## 3000 Joshua Cohen M 426 Mark Ports
## 3001 Brianna Foley F 57256 Raymond Ports
## 3002 Charles Preston M 5364 William Harbor
## 3003 William Perry M 458 Phillips Island Apt. 768
## 3004 Brianna Foley F 57256 Raymond Ports
## 3005 Robert Nguyen M 74835 Garner Point
## 3006 Benjamin Rogers M 24191 Elizabeth Mill
## 3007 Mary Wall F 2481 Mills Lock
## 3008 Samuel Frey M 830 Myers Plaza Apt. 384
## 3009 Jerry Robinson M 212 Mary Stream
## 3010 Angela Hodges F 08236 Kim Hill
## 3011 Kevin Elliott M 1852 Vincent Isle Suite 328
## 3012 Cassandra Sanders F 78117 George Mountains
## 3013 Benjamin Kim M 920 Patrick Light
## 3014 Jason Gray M 875 Amy Point
## 3015 Teresa Stein F 2838 White Fields Apt. 473
## 3016 Renee Parrish F 174 Jennifer Meadow Apt. 467
## 3017 James Leon M 826 Benjamin Stravenue
## 3018 Tina Lawrence F 12444 Jacob Pines
## 3019 Tanya Williams F 566 Megan Well
## 3020 Matthew Lambert M 7188 Melissa Crest Apt. 151
## 3021 Rick Martinez M 062 Poole Hollow Apt. 815
## 3022 Derrick George M 575 Chapman Union
## 3023 Taylor Khan F 658 Diane Glen Apt. 677
## 3024 Jenna Brooks F 50872 Alex Plain Suite 088
## 3025 Gerald Frank M 95793 Andrea Ville Suite 533
## 3026 Joseph Nixon M 86882 Desiree Camp Suite 047
## 3027 Stephen Lopez M 696 Matthew Ford Suite 157
## 3028 Lindsay Wilson F 7618 Gonzales Mission
## 3029 Melissa Rodriguez F 81708 Christopher Plaza
## 3030 Gina Grimes F 444 Robert Mews
## 3031 Christine Harris F 29606 Martinez Views Suite 653
## 3032 Victoria Fleming F 2807 Parker Station Suite 080
## 3033 Kenneth Doyle M 8614 Reed Glen
## 3034 David Everett M 4138 David Fall
## 3035 Shelby Cannon F 1535 Ryan Burgs Suite 919
## 3036 Jessica Ward F 72269 Elizabeth Field Apt. 132
## 3037 Susan Hardy F 516 Brown Parks
## 3038 Lisa Lowe F 574 David Locks Suite 207
## 3039 Samuel Johnston M 16285 Jessica Lights
## 3040 Sara Ramirez F 23843 Scott Island
## 3041 Samuel Frey M 830 Myers Plaza Apt. 384
## 3042 Daniel Boyd M 8925 Nicholas Points
## 3043 Christopher Sheppard M 39218 Baker Shoals
## 3044 Stephanie Gill F 43039 Riley Greens Suite 393
## 3045 Charles Carrillo M 17547 Stephen Turnpike Apt. 846
## 3046 James Leon M 826 Benjamin Stravenue
## 3047 John Davis M 9670 Monroe Junctions
## 3048 Sarah Adams F 5654 Peterson Land
## 3049 Candice Brown F 9412 Harris Mews
## 3050 Ryan Joseph M 8850 Jessica Center
## 3051 Pamela Matthews F 36659 Smith Club Apt. 080
## 3052 Angela Ross F 0107 Clements Point
## 3053 Robert Nguyen M 74835 Garner Point
## 3054 Patricia Rodriguez F 386 Randolph Throughway
## 3055 Justin Aguilar M 184 Miller Manors
## 3056 Angela Taylor F 6343 Ramirez Skyway Apt. 518
## 3057 Ashley Cruz F 65417 Walsh Radial Suite 691
## 3058 Laura Johns F 95835 Garcia Rue
## 3059 James Stephens M 1166 Castillo Mountains
## 3060 Brian Williams M 32941 Krystal Mill Apt. 552
## 3061 Anthony Velasquez M 609 Hunt Grove
## 3062 Lauren Torres F 03030 White Lakes
## 3063 Jacqueline Howard F 4511 Choi Lock
## 3064 William Hunter M 5036 Victoria Ports Suite 249
## 3065 Misty Rivera F 1980 Vasquez Manors Apt. 574
## 3066 Kristen Hanson F 26544 Andrea Glen
## 3067 Joe Howard M 109 Brian Lights Apt. 504
## 3068 Rachel Daniels F 561 Little Plain Apt. 738
## 3069 Morgan Smith F 1441 Bradley Place
## 3070 Daniel Briggs M 7118 Jessica Unions Apt. 789
## 3071 Joanne Williams F 3638 Marsh Union
## 3072 Stephen Marshall M 47144 Roberts Keys
## 3073 Maria Garcia F 865 Thomas Village
## 3074 Jackie Davis F 1898 Parker Fork Apt. 057
## 3075 Robert Flores M 3277 Fields Meadows Apt. 790
## 3076 Mark Wood M 854 Walker Dale Suite 488
## 3077 Andrew Patterson M 06959 Stephen Branch Suite 246
## 3078 Bryce Joseph M 148 Baker Field
## 3079 Matthew Lambert M 7188 Melissa Crest Apt. 151
## 3080 Gary Hall M 69085 Short Shores
## 3081 Eddie Mendez M 1831 Faith View Suite 653
## 3082 Elizabeth Maxwell F 194 Goodman Fall Apt. 569
## 3083 Rachel Lowe F 372 Jeffrey Course
## 3084 Candice Brown F 9412 Harris Mews
## 3085 Michelle Johnston F 3531 Hamilton Highway
## 3086 Susan Shah F 9016 Jordan Bypass Apt. 516
## 3087 Alan Howard M 04139 Johnson Prairie Suite 401
## 3088 Amber Lewis F 6296 John Keys Suite 858
## 3089 Joshua Carpenter M 04975 Allison Shoal
## 3090 Monique Martin F 68276 Matthew Springs
## 3091 Carol Dillon F 27479 Reeves Dale
## 3092 Derek Bentley M 782 Lee Crossing Apt. 209
## 3093 Jeffrey Smith M 713 Scott Pike Apt. 712
## 3094 Daniel Briggs M 7118 Jessica Unions Apt. 789
## 3095 Taylor Khan F 658 Diane Glen Apt. 677
## 3096 Martin Ford M 56812 Francis Courts
## 3097 Sarah Clark F 25961 Beverly Union Apt. 042
## 3098 Jessica Perez F 8172 Robertson Parkways Suite 072
## 3099 Jeremy Whitney M 0371 Aimee Neck Suite 856
## 3100 Kathleen Thompson F 199 Patterson Fords Apt. 132
## 3101 Toni Gomez F 062 Carl Dam
## 3102 Daniel Owens M 88794 Mandy Lodge Apt. 874
## 3103 Crystal Gamble F 899 Michele View Suite 960
## 3104 Jessica Jordan F 071 Wise Trace
## 3105 Gail Weaver F 979 Stewart Lake
## 3106 Carrie Lewis F 28925 Powell Mountains Apt. 762
## 3107 Lisa Mendez F 44259 Beth Station Suite 215
## 3108 Terrance Mckinney M 42965 Christopher Fords Suite 659
## 3109 Kathleen Heath F 9297 Victor Rest Apt. 382
## 3110 Benjamin Kim M 920 Patrick Light
## 3111 Cassandra Sanders F 78117 George Mountains
## 3112 Megan Bernard F 128 Nathan Ramp
## 3113 Tina Alvarez F 1976 Tyler Underpass
## 3114 Tyler Wright M 615 Clarke Spring Apt. 172
## 3115 Ashley Lopez F 9333 Valentine Point
## 3116 Toni Gomez F 062 Carl Dam
## 3117 Dorothy Thomas F 537 Rice Square Suite 040
## 3118 Julia Bell F 576 House Crossroad
## 3119 Jack Hill M 5916 Susan Bridge Apt. 939
## 3120 Christie Williamson F 519 Jerry Views
## 3121 Gina Morrison F 41851 Victor Drives Suite 219
## 3122 Juan Henry M 9795 Lori Island Suite 346
## 3123 Sarah Bishop F 554 Mcdonald Valley Apt. 539
## 3124 Marissa Powell F 474 Allen Haven
## 3125 Jeffrey Smith M 713 Scott Pike Apt. 712
## 3126 Debra Eaton F 72743 Brian Run
## 3127 Gail Weaver F 979 Stewart Lake
## 3128 Mark Brown M 8580 Moore Cove
## 3129 Jennifer Black F 2870 Bean Terrace Apt. 756
## 3130 Destiny Lowe F 79472 Stevens Trace Apt. 120
## 3131 Lauren Torres F 03030 White Lakes
## 3132 Stephanie Gill F 43039 Riley Greens Suite 393
## 3133 Dale Smith M 25036 Contreras Turnpike Suite 270
## 3134 Susan Shah F 9016 Jordan Bypass Apt. 516
## 3135 Pamela Matthews F 36659 Smith Club Apt. 080
## 3136 Jill Flores F 639 Cruz Islands
## 3137 John Peters M 555 Michael Burgs
## 3138 Rebecca Obrien F 5619 Mendoza Inlet
## 3139 Danielle Evans F 76752 David Lodge Apt. 064
## 3140 Christina Rose F 1984 Taylor Island Suite 836
## 3141 David Serrano M 4739 Martin Common
## 3142 Lori Ramirez F 4293 Ramirez Squares
## 3143 Jerry Perkins M 3867 Susan Corners Apt. 883
## 3144 Edward Tapia M 354 Gutierrez Gateway
## 3145 Aaron Pena M 793 Hooper Tunnel Suite 154
## 3146 Christina Moore F 542 Finley Ports Apt. 396
## 3147 Michael Johnson M 094 Owens Underpass
## 3148 Christopher Adkins M 3512 Knight Center
## 3149 Sara Harris F 597 Jenny Ford Apt. 543
## 3150 Jessica Ward F 72269 Elizabeth Field Apt. 132
## 3151 Donna Moreno F 32301 Albert River Suite 364
## 3152 Susan Washington F 759 Erin Mount Suite 956
## 3153 Samuel Johnston M 16285 Jessica Lights
## 3154 Crystal Fuller F 000 Jennifer Mills
## 3155 April Johnson F 9727 Deleon Mountain
## 3156 Stephanie Gill F 43039 Riley Greens Suite 393
## 3157 Kimberly Myers F 6881 King Isle Suite 228
## 3158 Philip Hart M 97405 Vazquez Plains
## 3159 Mary Pruitt F 2819 Luke Greens Suite 563
## 3160 Kevin Pena M 2674 Bentley Radial
## 3161 Joseph Murray M 42933 Ryan Underpass
## 3162 William Martinez M 0207 Griffith Plains Apt. 544
## 3163 Lori Rodriguez F 12087 Michael Light
## 3164 Jessica Jordan F 071 Wise Trace
## 3165 Adam Stark M 0912 Mark Fields Apt. 080
## 3166 Jeffrey Rice M 21447 Powell Circle
## 3167 Charles Preston M 5364 William Harbor
## 3168 Kenneth Sanchez M 0110 Ashley Forest
## 3169 Brenda Perez F 033 Tara Brook Suite 523
## 3170 Justin Bell M 5323 Walker Island
## 3171 Kathleen Martin F 659 Nicole Cove Suite 560
## 3172 Lisa Lin F 908 Brooks Brook
## 3173 David Rodriguez M 821 Solis Points
## 3174 Danielle Evans F 76752 David Lodge Apt. 064
## 3175 David Serrano M 4739 Martin Common
## 3176 Jeremy Roberson M 25887 Martin Inlet
## 3177 James Yoder M 83359 Lopez Point
## 3178 Kelly Zimmerman F 1893 Katie Tunnel
## 3179 Barbara Taylor F 0069 Robin Brooks Apt. 695
## 3180 Judith Moss F 46297 Benjamin Plains Suite 703
## 3181 Elizabeth Glover F 246 Stewart Green Suite 149
## 3182 Mark Brown M 8580 Moore Cove
## 3183 Louis Fisher M 45654 Hess Rest
## 3184 Corey Jones M 709 George Underpass Apt. 080
## 3185 Tanner Carroll M 494 Burke Ports
## 3186 Linda Gonzalez F 17667 Price Spur Apt. 366
## 3187 Sabrina Johnson F 320 Nicholson Orchard
## 3188 Tara Campbell F 05050 Rogers Well Apt. 439
## 3189 Tina Zimmerman F 3595 Susan Island Suite 063
## 3190 Nicholas Mcmahon M 2123 Jonathan Falls Suite 753
## 3191 Crystal Gamble F 899 Michele View Suite 960
## 3192 Linda Davis F 6602 Ortiz Pine Apt. 179
## 3193 Brandy Quinn F 9734 Beard Fields Suite 885
## 3194 Christopher Castaneda M 1632 Cohen Drive Suite 639
## 3195 Travis Hayes M 1561 Chase Grove
## 3196 John Clarke M 27909 Peter Motorway
## 3197 Michael Rodriguez M 172 Paula Inlet Apt. 650
## 3198 Jessica Perez F 8172 Robertson Parkways Suite 072
## 3199 Danielle Evans F 76752 David Lodge Apt. 064
## 3200 Robert Ashley M 1250 Christopher Prairie Suite 016
## 3201 Judy Hogan F 4970 Michelle Burgs
## 3202 Stephanie Murphy F 526 Stacy Walks
## 3203 Joseph Wagner M 822 Austin Spur
## 3204 Mario Johns M 62130 Miller Square Suite 785
## 3205 Christopher Patterson M 16744 Campbell Wall Apt. 372
## 3206 Margaret Curtis F 742 Oneill Shore
## 3207 Denise Barnett F 23220 Eaton Harbors
## 3208 Kayla Sutton F 010 Weaver Land
## 3209 Rebecca Erickson F 594 Berry Lights Apt. 392
## 3210 Nathan Martinez M 586 Thomas Cliffs
## 3211 Edward Tapia M 354 Gutierrez Gateway
## 3212 Timothy Gomez M 707 Anthony Causeway
## 3213 Dale Smith M 25036 Contreras Turnpike Suite 270
## 3214 Jeffrey Smith M 713 Scott Pike Apt. 712
## 3215 Sabrina Nolan F 312 Eric Expressway Apt. 014
## 3216 Candice Brown F 9412 Harris Mews
## 3217 Becky Mckinney F 250 Benjamin Hill Apt. 026
## 3218 Jesse Roberts M 8415 Vaughn Squares Apt. 788
## 3219 Lauren Torres F 03030 White Lakes
## 3220 Angela Taylor F 6343 Ramirez Skyway Apt. 518
## 3221 Jenna Brooks F 50872 Alex Plain Suite 088
## 3222 Stephanie Taylor F 598 Martin Pine Suite 365
## 3223 Michael Williams M 35822 Clayton Street Apt. 679
## 3224 Mark Tyler M 82201 Bradley Radial Suite 703
## 3225 Holly Mann F 7644 Joseph Fields
## 3226 Tyler Wright M 615 Clarke Spring Apt. 172
## 3227 Grace Williams F 28812 Charles Mill Apt. 628
## 3228 Julian Price M 086 Pierce Cove
## 3229 Christopher Luna M 242 Brian Mountain
## 3230 Terrance Mckinney M 42965 Christopher Fords Suite 659
## 3231 Ryan Johnson M 40178 Lisa Mission
## 3232 Jacqueline Prince F 27823 Andrew Underpass Suite 948
## 3233 Debbie Payne F 204 Ashley Neck Apt. 169
## 3234 Angela West F 9471 Wong Islands
## 3235 Alicia Bishop F 222 Freeman Islands
## 3236 John Peters M 555 Michael Burgs
## 3237 Jessica Ward F 72269 Elizabeth Field Apt. 132
## 3238 Emily Hall F 8851 Reese Neck
## 3239 Sabrina Nolan F 312 Eric Expressway Apt. 014
## 3240 John Hudson M 886 Nicole Key
## 3241 Brittany Cox F 07177 William Dale Apt. 547
## 3242 Brianna Page F 0043 Henry Plaza
## 3243 Charles Rodriguez M 240 Tracy Forges
## 3244 Shannon Bell F 2918 David Spurs
## 3245 Allison Allen F 40624 Rebecca Spurs
## 3246 Rachel Daniels F 561 Little Plain Apt. 738
## 3247 Mark Wood M 854 Walker Dale Suite 488
## 3248 Kathy Hughes F 02110 Lucas Freeway Suite 517
## 3249 Phillip Delacruz M 26678 Lisa Locks Apt. 904
## 3250 Adam Riddle M 27718 Mason Bypass
## 3251 Francisco Kemp M 9554 Flores Drive
## 3252 Amber Lewis F 6296 John Keys Suite 858
## 3253 Willie Jordan M 529 West Key
## 3254 Mackenzie Salazar F 982 Melissa Lock
## 3255 Michelle Woods F 952 Joseph Throughway
## 3256 Jamie Olson F 3423 Michael Canyon Suite 276
## 3257 Christopher Rodgers M 30587 Fox Shores Apt. 627
## 3258 Melissa Mcclure F 2027 Snyder Track
## 3259 Veronica Burton F 08932 Bonnie Stravenue
## 3260 Jeffrey Smith M 713 Scott Pike Apt. 712
## 3261 Carrie Washington F 6114 Adams Harbor Suite 096
## 3262 Eric Preston M 7020 Doyle Stream Apt. 951
## 3263 Michelle Johnston F 3531 Hamilton Highway
## 3264 Nathan Byrd M 155 Gregory Mount Suite 791
## 3265 Margaret Ward F 244 Jeffery Rapids
## 3266 Jodi Foster F 551 Zachary Freeway
## 3267 Barbara Nelson F 7337 Browning Falls Suite 027
## 3268 Emily Hall F 8851 Reese Neck
## 3269 Jeremy Whitney M 0371 Aimee Neck Suite 856
## 3270 Ashley Whitehead F 58188 Madison Meadow Apt. 949
## 3271 Danielle Yu F 5395 Colon Burgs Suite 037
## 3272 Dorothy Thomas F 537 Rice Square Suite 040
## 3273 James Cooper M 663 Ramirez Trace Apt. 951
## 3274 Edward Hensley M 24318 Dixon Mills
## 3275 Greg Villarreal M 2851 Foster Shoals
## 3276 Lisa Collins F 44197 Jeffrey Port Suite 050
## 3277 Crystal Fuller F 000 Jennifer Mills
## 3278 Christie Williamson F 519 Jerry Views
## 3279 Stephen Marshall M 47144 Roberts Keys
## 3280 Stephanie Gill F 43039 Riley Greens Suite 393
## 3281 Melissa Meza F 244 Abbott Parkway
## 3282 Grace Williams F 28812 Charles Mill Apt. 628
## 3283 Julie Sanchez F 916 Charles Road
## 3284 Kathleen Nash F 010 Salazar Walk
## 3285 Briana Santos F 702 Tabitha Drive
## 3286 Lauren Anderson F 11014 Chad Lake Apt. 573
## 3287 Eric Preston M 7020 Doyle Stream Apt. 951
## 3288 Frank Anderson M 0611 Stafford Valley Suite 504
## 3289 Tammie Harper F 57887 Gutierrez Harbor
## 3290 Collin Brown M 995 Benjamin Bypass
## 3291 Susan Hardy F 516 Brown Parks
## 3292 Ashley Lopez F 9333 Valentine Point
## 3293 Billy Mcdonald M 304 Ryan Port Suite 335
## 3294 Nathan Mendoza M 767 Adam Mill Apt. 115
## 3295 Tyler Mills M 7838 Jason Squares
## 3296 Krystal Gamble F 47152 Clayton Burg
## 3297 Michael Garner M 0157 Samuel Mission Suite 379
## 3298 Ann Lawson F 144 Evans Islands Apt. 683
## 3299 Robert Nguyen M 74835 Garner Point
## 3300 Justin Gay M 268 Hayes Rue Suite 811
## 3301 Kimberly Miller F 75533 Tamara Valleys
## 3302 Kimberly Gonzalez F 72966 Shannon Pass Apt. 391
## 3303 Savannah Lewis F 537 Walker Freeway
## 3304 David Serrano M 4739 Martin Common
## 3305 Drew Garcia M 70858 Jasmine Meadows Apt. 135
## 3306 Patrick Vaughan M 651 Miller Common
## 3307 Kevin Elliott M 1852 Vincent Isle Suite 328
## 3308 Claire Davis F 83685 Matthew Center Suite 870
## 3309 Beth Lambert F 6447 Johnson Estates Apt. 986
## 3310 Kimberly Rice F 63991 Destiny Rue Apt. 651
## 3311 Pamela Lewis F 653 Jessica Extension Apt. 668
## 3312 Vincent Cain M 64851 Cole Turnpike
## 3313 Andrew Tucker M 583 Gray Creek
## 3314 Lisa Hendrix F 35737 Kirby Fall Suite 409
## 3315 Joanne Williams F 3638 Marsh Union
## 3316 Lisa Lopez F 32343 Saunders Course
## 3317 Meredith Campbell F 043 Hanson Turnpike
## 3318 Tyler Small M 047 Kevin Haven
## 3319 Kelly Zimmerman F 1893 Katie Tunnel
## 3320 Mary Juarez F 35440 Ryan Islands
## 3321 Matthew Huerta M 622 Williams Trafficway
## 3322 Sabrina Nolan F 312 Eric Expressway Apt. 014
## 3323 Lisa Lowe F 574 David Locks Suite 207
## 3324 Ashley Whitney F 4038 Smith Avenue
## 3325 Chris White M 98897 Bennett Lodge
## 3326 Donna Davis F 6760 Donovan Lakes
## 3327 Tyler Small M 047 Kevin Haven
## 3328 Debbie Hughes F 0182 Owens Burgs Suite 480
## 3329 Rebecca Erickson F 594 Berry Lights Apt. 392
## 3330 Jacqueline Allen F 166 Lisa Fords
## 3331 Christopher Rodgers M 30587 Fox Shores Apt. 627
## 3332 David Wolfe M 81261 Garcia Underpass Suite 741
## 3333 Nathan Mayer M 478 Donovan Corners Apt. 803
## 3334 Meredith Ayala F 7107 Henderson Station
## 3335 Tina Lawrence F 12444 Jacob Pines
## 3336 Stephanie Gill F 43039 Riley Greens Suite 393
## 3337 Lisa Mendez F 44259 Beth Station Suite 215
## 3338 William Thomas M 39227 Mcpherson Shoals
## 3339 Bryan Pugh M 6366 French Field
## 3340 Joseph Gonzalez M 319 Wendy Fort Suite 179
## 3341 Robert Evans M 01892 Patricia Vista Apt. 828
## 3342 Stacy Villegas F 20581 Pena Walks
## 3343 Jodi Rodriguez F 5796 Lee Coves Apt. 286
## 3344 Amanda Williams F 02018 Gary Key Apt. 911
## 3345 Jessica Garcia F 13108 Jennifer Passage
## 3346 Gloria Wallace F 234 Bridges Wells Apt. 389
## 3347 Steven Yoder M 94975 David Mews Apt. 316
## 3348 Tami Forbes F 5204 Robinson Plaza Suite 897
## 3349 Rita Myers F 75703 Hernandez Corner Suite 348
## 3350 Jennifer Spencer F 477 Wheeler Burg
## 3351 Jenna Brooks F 50872 Alex Plain Suite 088
## 3352 Nathan Mendoza M 767 Adam Mill Apt. 115
## 3353 Kristen Hanson F 26544 Andrea Glen
## 3354 Kristina Stewart F 47029 Jimmy Tunnel Apt. 106
## 3355 Joanne Williams F 3638 Marsh Union
## 3356 Elizabeth Maxwell F 194 Goodman Fall Apt. 569
## 3357 Samuel Frey M 830 Myers Plaza Apt. 384
## 3358 Christopher Gilbert M 20937 Reed Lakes Apt. 271
## 3359 Ellen Smith F 285 George Lake
## 3360 Karen Warren F 4900 Curtis Gardens Suite 952
## 3361 Robert Sanchez M 7314 Johnson Square Apt. 296
## 3362 John Stevens M 428 Morgan River
## 3363 Heather Hines F 13776 Hicks Plains
## 3364 Jamie Robinson F 67089 Caitlin Meadow Apt. 905
## 3365 Gregory Graham M 4005 Dana Glens
## 3366 Monique Martin F 68276 Matthew Springs
## 3367 Nicholas Mcmahon M 2123 Jonathan Falls Suite 753
## 3368 Morgan Smith F 1441 Bradley Place
## 3369 Jeremy Whitney M 0371 Aimee Neck Suite 856
## 3370 Michelle Johnston F 3531 Hamilton Highway
## 3371 Robert Long M 529 Joshua Knoll Apt. 511
## 3372 Monique Robinson F 07712 Marcus Divide Apt. 831
## 3373 Alicia Miller F 976 Hubbard Lodge
## 3374 Aaron Murray M 624 Hale Springs Apt. 572
## 3375 Michael Gross M 230 Ryan Tunnel Apt. 025
## 3376 Jodi Rodriguez F 5796 Lee Coves Apt. 286
## 3377 Julie Sanchez F 916 Charles Road
## 3378 Melissa Mcclure F 2027 Snyder Track
## 3379 Debbie Payne F 204 Ashley Neck Apt. 169
## 3380 Rebecca Butler F 0665 Lisa Alley
## 3381 Marissa Powell F 474 Allen Haven
## 3382 Danielle Yu F 5395 Colon Burgs Suite 037
## 3383 Brooke Smith F 63542 Luna Brook Apt. 012
## 3384 Scott Fuller M 861 Karen Common
## 3385 Joseph Wagner M 822 Austin Spur
## 3386 Tanya Williams F 566 Megan Well
## 3387 Brittany Guerra F 79209 Gary Dale
## 3388 Sharon Johnson F 7202 Jeffrey Mills
## 3389 Rebecca Butler F 0665 Lisa Alley
## 3390 Melissa Krause F 67632 Martin Gateway
## 3391 Adam Kirk M 40847 Stark Junctions
## 3392 Bianca Novak F 0953 David Skyway
## 3393 Richard Vance M 169 Shelia Knoll Suite 753
## 3394 Joanna Hudson F 2924 Bobby Trafficway
## 3395 Donna Moreno F 32301 Albert River Suite 364
## 3396 Allison Ayala F 87665 Karen Mill Apt. 586
## 3397 Jessica Ward F 72269 Elizabeth Field Apt. 132
## 3398 Sheila Baker F 8030 Walker Heights
## 3399 Jared Walters M 3326 Hannah Fords
## 3400 Renee Parrish F 174 Jennifer Meadow Apt. 467
## 3401 Vincent Flowers M 0189 Emily Prairie
## 3402 Christina Eaton F 3256 Brooks Field
## 3403 Stephanie Crane F 144 Martinez Curve
## 3404 Dawn Gray F 9486 Joel Common Suite 554
## 3405 Samuel Farrell M 428 Michael Tunnel Apt. 377
## 3406 John Stevens M 428 Morgan River
## 3407 Lauren Butler F 030 Seth Divide Suite 355
## 3408 Candice Brown F 9412 Harris Mews
## 3409 Kimberly Martin F 1943 Dennis Inlet Suite 145
## 3410 Laura Johns F 95835 Garcia Rue
## 3411 Melissa Brown F 330 Montoya Ramp
## 3412 Bill Lane M 4725 Hurst Curve Apt. 634
## 3413 Diane Smith F 195 Murray Overpass Apt. 384
## 3414 Gina Gomez F 72030 Shelton Crossing Apt. 742
## 3415 John Chandler M 88325 Brandon Greens Apt. 477
## 3416 David Rodriguez M 821 Solis Points
## 3417 Karen Gordon F 543 Ware Path Apt. 593
## 3418 Stanley Mayo M 3433 Jones Branch
## 3419 Morgan Smith F 1441 Bradley Place
## 3420 Jessica Werner F 4529 Cannon Alley
## 3421 Adam Mcdonald M 997 Cameron Meadow Apt. 980
## 3422 Jeremy Whitney M 0371 Aimee Neck Suite 856
## 3423 Amanda Vance F 14601 Downs Skyway Apt. 440
## 3424 Cassandra Sanders F 78117 George Mountains
## 3425 Kayla Sutton F 010 Weaver Land
## 3426 Amanda Jones F 7320 Jennifer Forges
## 3427 Amanda Gomez F 8152 Brittany Centers
## 3428 Lauren Butler F 030 Seth Divide Suite 355
## 3429 Amanda Gomez F 8152 Brittany Centers
## 3430 Kristen Hanson F 26544 Andrea Glen
## 3431 Christopher Horn M 956 Sanchez Highway
## 3432 Jessica Bell F 669 Moore Shoal
## 3433 Susan Garcia F 582 Rodriguez Wells
## 3434 Kristin Williams F 36366 Smith Road
## 3435 Tyler Mills M 7838 Jason Squares
## 3436 Erika Mason F 083 Karen Island Apt. 656
## 3437 Dwayne Martinez M 490 Baldwin Alley Apt. 468
## 3438 Michelle Johnston F 3531 Hamilton Highway
## 3439 Christopher Carr M 62931 Ralph Court
## 3440 Elizabeth Mckee F 358 Pruitt Square
## 3441 Paula Estrada F 350 Stacy Glens
## 3442 Jennifer Gonzalez F 5517 Stacy Land
## 3443 Dawn Cox F 193 Catherine Ways
## 3444 Brianna Foley F 57256 Raymond Ports
## 3445 Angela Edwards F 486 Wilkins Pines
## 3446 Christopher Miller M 493 Fitzgerald Fields Suite 454
## 3447 Michelle Gregory F 6983 Carrillo Isle
## 3448 Joshua Bryant M 5452 Patricia Inlet Apt. 280
## 3449 Shannon Williams F 9345 Spencer Junctions Suite 183
## 3450 Melissa Flores F 7529 Carter Well Suite 262
## 3451 Justin Bell M 954 Green Wall
## 3452 Daniel Escobar M 61390 Hayes Port
## 3453 Linda Hurst F 31701 Tucker Square Suite 893
## 3454 Shannon Patterson F 9808 Ellis Bypass
## 3455 Joanne Williams F 3638 Marsh Union
## 3456 Jessica Ward F 72269 Elizabeth Field Apt. 132
## 3457 Stephanie Taylor F 598 Martin Pine Suite 365
## 3458 Tara Campbell F 05050 Rogers Well Apt. 439
## 3459 Alyssa Morgan F 622 Robin Run Suite 764
## 3460 Teresa Stein F 2838 White Fields Apt. 473
## 3461 Michael Gross M 230 Ryan Tunnel Apt. 025
## 3462 Edward Tapia M 354 Gutierrez Gateway
## 3463 Jessica Shaw F 5745 Blair Locks
## 3464 Theresa Blackwell F 43576 Kristina Islands
## 3465 Margaret Lam F 6911 Nicholas Keys Apt. 237
## 3466 Amy Garrett F 6014 Thomas Throughway
## 3467 Kelsey Richards F 889 Sarah Station Suite 624
## 3468 Sharon Johnson F 7202 Jeffrey Mills
## 3469 Michael Fisher M 401 Escobar Port
## 3470 Stephen Marshall M 47144 Roberts Keys
## 3471 Timothy Simmons M 1049 John Ports Suite 057
## 3472 Beth Lambert F 6447 Johnson Estates Apt. 986
## 3473 Lisa Lowe F 574 David Locks Suite 207
## 3474 Tanner Carroll M 494 Burke Ports
## 3475 Brandon Bridges M 957 Miller Falls
## 3476 Dawn Tucker F 789 Herring Manors
## 3477 Christopher Ortega M 5045 Emily Wall
## 3478 Robert Holland M 431 Tracy Expressway
## 3479 Samuel Sandoval M 0005 Morrison Land
## 3480 Andrea Lewis F 43075 Cohen Shoals
## 3481 Alan Parsons M 0547 Russell Ford Suite 574
## 3482 Christopher Sheppard M 39218 Baker Shoals
## 3483 Lisa Lin F 908 Brooks Brook
## 3484 Jessica Ward F 72269 Elizabeth Field Apt. 132
## 3485 Monica Cohen F 864 Reynolds Plains
## 3486 Brooke Smith F 63542 Luna Brook Apt. 012
## 3487 Gregory Wallace M 27203 Darrell Landing
## 3488 Melissa Mcclure F 2027 Snyder Track
## 3489 Samuel Short M 23383 Denise Pine Apt. 099
## 3490 Angela West F 9471 Wong Islands
## 3491 Debbie Hughes F 0182 Owens Burgs Suite 480
## 3492 Christopher Gregory M 9579 Porter Tunnel
## 3493 Elizabeth Maxwell F 194 Goodman Fall Apt. 569
## 3494 Breanna Rodriguez F 118 Cabrera Springs Apt. 105
## 3495 Steven Walters M 3206 Hall Divide Suite 282
## 3496 Stephanie Middleton F 99736 Rose Shoals Apt. 504
## 3497 Joanna Hudson F 2924 Bobby Trafficway
## 3498 Patricia Leach F 71309 Martinez Stravenue
## 3499 Margaret Curtis F 742 Oneill Shore
## 3500 Margaret Gibson F 382 Williams Stream Suite 197
## 3501 Sophia Dickson F 9047 Rodriguez Turnpike
## 3502 Joseph Murray M 42933 Ryan Underpass
## 3503 Carolyn Perez F 433 Blake Roads Suite 967
## 3504 Kimberly Gonzalez F 72966 Shannon Pass Apt. 391
## 3505 Carol Dillon F 27479 Reeves Dale
## 3506 Sharon Smith F 17666 David Valleys
## 3507 Jeremy Jones M 5758 Yates Center
## 3508 Crystal Fuller F 000 Jennifer Mills
## 3509 Michelle Juarez F 44864 Melton Vista Suite 310
## 3510 Paula Estrada F 350 Stacy Glens
## 3511 Susan Shah F 9016 Jordan Bypass Apt. 516
## 3512 Joseph Spencer M 7854 Stephanie Island Suite 788
## 3513 Brandon Bridges M 957 Miller Falls
## 3514 Ian Patton M 8088 Sherman Radial Suite 689
## 3515 Laura Casey F 6114 Moran Way
## 3516 Brenda Perez F 033 Tara Brook Suite 523
## 3517 Stephanie Gill F 43039 Riley Greens Suite 393
## 3518 John Davis M 9670 Monroe Junctions
## 3519 Amanda Williams F 02018 Gary Key Apt. 911
## 3520 David Everett M 4138 David Fall
## 3521 Lisa Hendrix F 35737 Kirby Fall Suite 409
## 3522 Dale Smith M 25036 Contreras Turnpike Suite 270
## 3523 Mary Pruitt F 2819 Luke Greens Suite 563
## 3524 Mary Wall F 2481 Mills Lock
## 3525 Mackenzie Smith F 7178 Willis Drive
## 3526 Tara Richards F 4879 Cristina Station
## 3527 Melinda Gutierrez F 1497 West Gateway
## 3528 Jason Murphy M 542 Steve Curve Suite 011
## 3529 Frank Anderson M 0611 Stafford Valley Suite 504
## 3530 Tina Alvarez F 1976 Tyler Underpass
## 3531 David Rodriguez M 821 Solis Points
## 3532 Cheryl Morgan F 7535 Amanda Manors Suite 293
## 3533 Jackie Davis F 1898 Parker Fork Apt. 057
## 3534 Nathan Massey M 5783 Evan Roads Apt. 465
## 3535 Justin Fowler M 5569 Phillips Neck Apt. 003
## 3536 Vincent Ward M 06730 Joshua Isle Suite 555
## 3537 Amanda Molina F 8425 Daniel Knolls Suite 288
## 3538 Samuel Johnston M 16285 Jessica Lights
## 3539 Kenneth Doyle M 8614 Reed Glen
## 3540 Samuel Short M 23383 Denise Pine Apt. 099
## 3541 Kelly Zimmerman F 1893 Katie Tunnel
## 3542 Marcia Molina F 6744 Jimmy Extensions
## 3543 Lisa Collins F 44197 Jeffrey Port Suite 050
## 3544 Sabrina Johnson F 320 Nicholson Orchard
## 3545 Ian Patton M 8088 Sherman Radial Suite 689
## 3546 Samuel Frey M 830 Myers Plaza Apt. 384
## 3547 Kenneth Sanchez M 0110 Ashley Forest
## 3548 Shawn King M 31493 Garcia Summit
## 3549 Laura Walker F 611 Michael Rue
## 3550 Dylan Garcia M 923 Jordan Road
## 3551 Allen Bell M 70147 Amanda Fields
## 3552 Benjamin Harris M 0881 Lori Pines
## 3553 Janet Carpenter F 9870 Collins Flat
## 3554 James Lynch M 5155 Mary Common Apt. 927
## 3555 Cody Hooper M 7233 John Parks
## 3556 Megan Bernard F 128 Nathan Ramp
## 3557 Jennifer Conner F 4655 David Island
## 3558 Ana Mccormick F 4503 Patricia Route
## 3559 Cassandra Nunez F 9572 Austin Forge Suite 612
## 3560 Monique Martin F 68276 Matthew Springs
## 3561 Susan Washington F 759 Erin Mount Suite 956
## 3562 Pamela Lewis F 653 Jessica Extension Apt. 668
## 3563 Tyler Wright M 615 Clarke Spring Apt. 172
## 3564 Gregory Wood M 622 Robert Summit
## 3565 Daniel Martinez M 8510 Acevedo Burgs
## 3566 Samuel Sandoval M 0005 Morrison Land
## 3567 Allison Allen F 40624 Rebecca Spurs
## 3568 Dorothy Zuniga F 77321 Ford Via
## 3569 Denise Barnett F 23220 Eaton Harbors
## 3570 Jacqueline Caldwell F 54220 April Union Suite 403
## 3571 Ian Patton M 8088 Sherman Radial Suite 689
## 3572 Adriana Harvey F 715 Joy Prairie
## 3573 John Clarke M 27909 Peter Motorway
## 3574 Kathleen Nash F 010 Salazar Walk
## 3575 Sarah Bishop F 554 Mcdonald Valley Apt. 539
## 3576 Amanda Vance F 14601 Downs Skyway Apt. 440
## 3577 Bryan Torres M 152 James Centers Apt. 768
## 3578 Natasha Mclaughlin F 8699 Lindsay Ford Apt. 486
## 3579 Jennifer Jones F 5572 Kelly Plains Apt. 952
## 3580 Scott Sullivan M 776 Martin Ridge
## 3581 Misty Hart F 27954 Hall Mill Suite 575
## 3582 Gary Barnes M 2970 Flores Brooks
## 3583 Lisa Mendez F 44259 Beth Station Suite 215
## 3584 Douglas Willis M 619 Jeremy Garden Apt. 681
## 3585 Jennifer Bishop F 589 Matthew Brooks
## 3586 Lawrence Davis M 7421 Serrano Lane Apt. 580
## 3587 Connie Carroll F 872 Justin Views Suite 746
## 3588 Christie Mendoza F 53142 Katrina Roads Suite 889
## 3589 Daniel Jones M 290 Kathryn Fall
## 3590 Karen Gordon F 543 Ware Path Apt. 593
## 3591 Joseph Nixon M 86882 Desiree Camp Suite 047
## 3592 Helen Campbell F 182 Sergio Summit Apt. 129
## 3593 Jodi Rodriguez F 5796 Lee Coves Apt. 286
## 3594 Thomas Sullivan M 464 Newman Crossroad
## 3595 Margaret Williams F 165 Jerry Meadows Suite 460
## 3596 Kristina Lewis F 5449 Brandi Heights Apt. 111
## 3597 Justin Aguilar M 184 Miller Manors
## 3598 Rachel Lowe F 372 Jeffrey Course
## 3599 David Rodriguez M 821 Solis Points
## 3600 Crystal Gamble F 899 Michele View Suite 960
## 3601 Misty Hart F 27954 Hall Mill Suite 575
## 3602 Johnny Bennett M 321 Camacho Causeway
## 3603 Amanda Wheeler F 329 Emily Cape
## 3604 Craig Dunn M 721 Jacqueline Brooks
## 3605 Kimberly Rice F 63991 Destiny Rue Apt. 651
## 3606 Thomas Gibson M 32745 Silva Springs Suite 040
## 3607 Jennifer Banks F 561 Perry Cove
## 3608 Jason Hernandez M 220 Frank Gardens
## 3609 Monique Martin F 68276 Matthew Springs
## 3610 Shannon Bell F 2918 David Spurs
## 3611 James Baldwin M 3603 Mitchell Court
## 3612 Beth Lambert F 6447 Johnson Estates Apt. 986
## 3613 Jenna Brooks F 50872 Alex Plain Suite 088
## 3614 Wayne Marsh M 172 Leonard Island
## 3615 Ryan Joseph M 8850 Jessica Center
## 3616 Mary Pruitt F 2819 Luke Greens Suite 563
## 3617 Edward Tapia M 354 Gutierrez Gateway
## 3618 Lori Ramirez F 4293 Ramirez Squares
## 3619 Frederick Robinson M 1125 Ray Track
## 3620 Thomas Cross M 7566 Thompson Creek Apt. 827
## 3621 Amy Flynn F 46095 Tara Fords
## 3622 Gerald Anthony M 252 Melissa Rapids Suite 944
## 3623 Robert Ashley M 1250 Christopher Prairie Suite 016
## 3624 Kenneth Sanchez M 0110 Ashley Forest
## 3625 Jeffrey Lewis M 24255 Bryan Square
## 3626 Carrie Lewis F 28925 Powell Mountains Apt. 762
## 3627 Kristina Lewis F 5449 Brandi Heights Apt. 111
## 3628 Aaron Murray M 624 Hale Springs Apt. 572
## 3629 Omar Gay M 2161 Blankenship Freeway
## 3630 Brooke Fisher F 815 Heather Divide Apt. 965
## 3631 Justin Aguilar M 184 Miller Manors
## 3632 Daniel Boyd M 8925 Nicholas Points
## 3633 Joshua Carpenter M 04975 Allison Shoal
## 3634 Laura Casey F 6114 Moran Way
## 3635 Christina Eaton F 3256 Brooks Field
## 3636 Xavier Beltran M 61107 Edwards Dam Apt. 463
## 3637 Amanda Smith F 180 Graves Shore
## 3638 Cynthia Davis F 7177 Steven Forges
## 3639 Sophia Dickson F 9047 Rodriguez Turnpike
## 3640 Sharon Smith F 17666 David Valleys
## 3641 Lori Rodriguez F 12087 Michael Light
## 3642 Paula Estrada F 350 Stacy Glens
## 3643 Jill Flores F 639 Cruz Islands
## 3644 Emily Hall F 8851 Reese Neck
## 3645 James Bishop M 7055 Fernandez Estates Apt. 676
## 3646 Michelle Anderson F 28311 Dennis Trace
## 3647 Mary Mcintyre F 77921 Costa Villages
## 3648 Laura Casey F 6114 Moran Way
## 3649 Jerry Kelly M 3539 Mckenzie Stream
## 3650 Zachary Allen M 69252 Oconnor Alley Apt. 153
## 3651 Joanne Padilla F 477 Alejandro Knolls Suite 828
## 3652 Debra Becker F 384 Jonathan Hills
## 3653 Robert Hall M 371 Anthony Trail Suite 354
## 3654 Jeffrey Smith M 135 Joseph Mountains
## 3655 Briana Santos F 702 Tabitha Drive
## 3656 Angela Hodges F 08236 Kim Hill
## 3657 Tanner Davis M 2632 Stevens Light Apt. 213
## 3658 Jason Mcmahon M 6385 Donald Square Suite 429
## 3659 Joanne Padilla F 477 Alejandro Knolls Suite 828
## 3660 Ryan Johnson M 40178 Lisa Mission
## 3661 Julie Johnson F 9331 Robert Passage Suite 327
## 3662 Andrew Tucker M 583 Gray Creek
## 3663 Matthew Myers M 4936 Michelle Points
## 3664 Ashley Lopez F 9333 Valentine Point
## 3665 Justin Gay M 268 Hayes Rue Suite 811
## 3666 Robert Jordan M 4602 Lopez Glens Suite 900
## 3667 Patricia Rodriguez F 386 Randolph Throughway
## 3668 Linda Davis F 6602 Ortiz Pine Apt. 179
## 3669 Dawn Cox F 193 Catherine Ways
## 3670 Taylor Khan F 658 Diane Glen Apt. 677
## 3671 Scott Martin M 7483 Navarro Flats
## 3672 Misty Hart F 27954 Hall Mill Suite 575
## 3673 Jeffrey Smith M 135 Joseph Mountains
## 3674 Matthew Young M 8840 Miller Port Suite 645
## 3675 Aaron Pena M 793 Hooper Tunnel Suite 154
## 3676 Jeffrey Munoz M 836 Stephanie Union
## 3677 Shelby Mitchell F 974 Cindy Stream
## 3678 James Reese M 26975 Richardson Mills Apt. 402
## 3679 Susan Mills F 005 Cody Estates
## 3680 Joanna Hudson F 2924 Bobby Trafficway
## 3681 Kylie Kirby F 79816 Jackson Squares
## 3682 Anthony Roberts M 95488 Cabrera Well
## 3683 Samuel Frey M 830 Myers Plaza Apt. 384
## 3684 Christine Davis F 736 Moss Motorway Suite 549
## 3685 Corey Jones M 709 George Underpass Apt. 080
## 3686 Becky Mckinney F 250 Benjamin Hill Apt. 026
## 3687 Gary Hall M 69085 Short Shores
## 3688 Morgan Murray F 2788 Brittney Island
## 3689 John Miller M 153 Mccullough Springs Apt. 857
## 3690 Robert Velazquez M 3136 Silva Stream
## 3691 Mary Mcintyre F 77921 Costa Villages
## 3692 Teresa Blankenship F 6638 Lucero Mill Suite 952
## 3693 Teresa Stein F 2838 White Fields Apt. 473
## 3694 Lauren Williams F 065 Jones Stravenue
## 3695 Carlos Chung M 8957 Russell Key
## 3696 Amy Abbott F 01505 Amy Stravenue
## 3697 Jamie Carr F 55363 Aaron Circle Suite 450
## 3698 David Miller M 622 Bradley Knoll Apt. 758
## 3699 John Peters M 555 Michael Burgs
## 3700 Michael Flores M 70761 Fitzpatrick Brooks Suite 631
## 3701 Kathleen Martin F 659 Nicole Cove Suite 560
## 3702 Wayne Payne M 587 Bradley Inlet Suite 281
## 3703 Shelby Cannon F 1535 Ryan Burgs Suite 919
## 3704 Kathryn Smith F 19838 Tonya Prairie Apt. 947
## 3705 Pamela Matthews F 36659 Smith Club Apt. 080
## 3706 Marissa Powell F 474 Allen Haven
## 3707 Felicia Mckee F 84079 Thomas Burgs
## 3708 Martin Ford M 56812 Francis Courts
## 3709 Diana Jacobs F 69608 Perez Mountain Apt. 006
## 3710 Omar Gay M 2161 Blankenship Freeway
## 3711 Lori Bishop F 08056 Alvarado Club Suite 699
## 3712 Steven Faulkner M 841 Cheryl Centers Suite 115
## 3713 Amanda Smith F 180 Graves Shore
## 3714 John Hudson M 886 Nicole Key
## 3715 Kristen Hanson F 26544 Andrea Glen
## 3716 Tyler Wright M 615 Clarke Spring Apt. 172
## 3717 Laura Johns F 95835 Garcia Rue
## 3718 Ashley Robinson F 1007 Colton Forks
## 3719 Erika Mason F 083 Karen Island Apt. 656
## 3720 Susan Garcia F 582 Rodriguez Wells
## 3721 Aaron Rogers M 969 Huerta Path Apt. 270
## 3722 Daniel Melton M 6157 Nichols Mews
## 3723 James Cooper M 663 Ramirez Trace Apt. 951
## 3724 Grace Williams F 28812 Charles Mill Apt. 628
## 3725 Scott Martin M 31472 Cody Place Suite 740
## 3726 Cassandra Nunez F 9572 Austin Forge Suite 612
## 3727 Daniel Jones M 290 Kathryn Fall
## 3728 Brenda Perez F 033 Tara Brook Suite 523
## 3729 Theresa Blackwell F 43576 Kristina Islands
## 3730 Vincent Richards M 2064 Tyler Fork
## 3731 Tyler Wright M 615 Clarke Spring Apt. 172
## 3732 Tiffany Stephens F 1447 Ryan Lodge
## 3733 Frank Foster M 37910 Ward Lights
## 3734 Robert James M 92021 Miranda Meadows
## 3735 Adriana Harvey F 715 Joy Prairie
## 3736 David Miller M 622 Bradley Knoll Apt. 758
## 3737 Adriana Harvey F 715 Joy Prairie
## 3738 Rachel Daniels F 561 Little Plain Apt. 738
## 3739 Sharon Johnson F 7202 Jeffrey Mills
## 3740 George Floyd M 22502 Baker Mount Suite 241
## 3741 Richard Marshall M 295 Page Creek Suite 181
## 3742 Michelle Gregory F 6983 Carrillo Isle
## 3743 Jamie Robinson F 67089 Caitlin Meadow Apt. 905
## 3744 Jeremy Perry M 797 Jennifer Loop Suite 634
## 3745 Carlos Chung M 8957 Russell Key
## 3746 Eric Preston M 7020 Doyle Stream Apt. 951
## 3747 Jennifer Vance F 13299 Patrick Terrace
## 3748 Sonya Jensen F 4470 Jillian Courts
## 3749 Krystal Gamble F 47152 Clayton Burg
## 3750 Christopher Miller M 493 Fitzgerald Fields Suite 454
## 3751 Christopher Castaneda M 1632 Cohen Drive Suite 639
## 3752 Willie Jordan M 529 West Key
## 3753 Barbara Taylor F 0069 Robin Brooks Apt. 695
## 3754 Jason Mcmahon M 6385 Donald Square Suite 429
## 3755 Brent Terrell M 502 Rice Plaza Apt. 979
## 3756 Daniel Boyd M 8925 Nicholas Points
## 3757 Nicholas Mcmahon M 2123 Jonathan Falls Suite 753
## 3758 William Perry M 458 Phillips Island Apt. 768
## 3759 Billy Mcdonald M 304 Ryan Port Suite 335
## 3760 Jennifer Vance F 13299 Patrick Terrace
## 3761 Justin Gay M 268 Hayes Rue Suite 811
## 3762 Debbie Payne F 204 Ashley Neck Apt. 169
## 3763 Hayden Sanders M 8465 Reed Green Suite 559
## 3764 Michael Orozco M 13956 Hughes Causeway Suite 124
## 3765 James Hunt M 7369 Gabriel Tunnel
## 3766 William Jenkins M 50614 Kevin Point
## 3767 Mackenzie Smith F 7178 Willis Drive
## 3768 Sherry Martinez F 144 Yu Locks Apt. 754
## 3769 Erin Chavez F 3379 Williams Common
## 3770 Craig Dunn M 721 Jacqueline Brooks
## 3771 Donna Davis F 6760 Donovan Lakes
## 3772 Bryce Joseph M 148 Baker Field
## 3773 Kathleen Nash F 010 Salazar Walk
## 3774 Melissa Meza F 244 Abbott Parkway
## 3775 Monica Lane F 3270 Scott Islands
## 3776 Jared Velazquez M 01479 Murray Circle
## 3777 Shannon Bell F 2918 David Spurs
## 3778 Cassandra Sanders F 78117 George Mountains
## 3779 Renee Parrish F 174 Jennifer Meadow Apt. 467
## 3780 Connie Carroll F 872 Justin Views Suite 746
## 3781 Charles Moreno M 838 Franklin Prairie Apt. 902
## 3782 Dylan Bonilla M 2497 John Motorway Suite 922
## 3783 Amanda Gomez F 8152 Brittany Centers
## 3784 Pamela Matthews F 36659 Smith Club Apt. 080
## 3785 Robert Ashley M 1250 Christopher Prairie Suite 016
## 3786 Adam Riddle M 27718 Mason Bypass
## 3787 Eddie Mendez M 1831 Faith View Suite 653
## 3788 Melanie Jimenez F 77944 Daniels Valley Suite 921
## 3789 Anthony Velasquez M 609 Hunt Grove
## 3790 Elizabeth Mckee F 358 Pruitt Square
## 3791 Helen Campbell F 182 Sergio Summit Apt. 129
## 3792 Diana Jacobs F 69608 Perez Mountain Apt. 006
## 3793 Jacqueline Caldwell F 54220 April Union Suite 403
## 3794 Barbara Norman F 6278 Stephanie Unions
## 3795 John Robertson M 209 Austin Stream Apt. 231
## 3796 Wesley Parker M 7452 Browning Port
## 3797 Kayla Sutton F 010 Weaver Land
## 3798 Ana Howell F 4664 Sanchez Common Suite 930
## 3799 Bryce Joseph M 148 Baker Field
## 3800 Anthony Allen M 6993 Carr Lodge Apt. 311
## 3801 Kimberly Gonzalez F 72966 Shannon Pass Apt. 391
## 3802 Angela Taylor F 6343 Ramirez Skyway Apt. 518
## 3803 Ashley Cabrera F 94225 Smith Springs Apt. 617
## 3804 Joseph Moody M 5901 Foster Pine
## 3805 Stephanie Cummings F 1025 Robin Square
## 3806 Monica Cohen F 864 Reynolds Plains
## 3807 Kenneth Sanchez M 0110 Ashley Forest
## 3808 Christopher Patterson M 16744 Campbell Wall Apt. 372
## 3809 Jason Hernandez M 220 Frank Gardens
## 3810 Morgan Smith F 1441 Bradley Place
## 3811 Susan Washington F 759 Erin Mount Suite 956
## 3812 Alyssa Morgan F 622 Robin Run Suite 764
## 3813 Christopher Choi M 04611 Sandra Spring Suite 059
## 3814 Jacob Patel M 54822 Hill Forks
## 3815 David Serrano M 4739 Martin Common
## 3816 Shannon Williams F 9345 Spencer Junctions Suite 183
## 3817 Kimberly Gonzalez F 72966 Shannon Pass Apt. 391
## 3818 Tara Campbell F 05050 Rogers Well Apt. 439
## 3819 Spencer Williams M 1145 Tony Drive Suite 080
## 3820 Kayla Sutton F 010 Weaver Land
## 3821 Christopher Gilbert M 20937 Reed Lakes Apt. 271
## 3822 Rebecca Erickson F 594 Berry Lights Apt. 392
## 3823 Michelle Rodriguez F 1742 Brandon Squares Apt. 461
## 3824 Meredith Ayala F 7107 Henderson Station
## 3825 Jamie Robinson F 67089 Caitlin Meadow Apt. 905
## 3826 David Kirby M 133 Alyssa Plains
## 3827 Audrey Hickman F 3325 Gregory Square
## 3828 Jamie Robinson F 67089 Caitlin Meadow Apt. 905
## 3829 Allison Allen F 40624 Rebecca Spurs
## 3830 Kristin Williams F 36366 Smith Road
## 3831 Megan Bernard F 128 Nathan Ramp
## 3832 Brittany Cox F 07177 William Dale Apt. 547
## 3833 Robert Nguyen M 74835 Garner Point
## 3834 Valerie Davis F 3861 Anderson Ramp Apt. 536
## 3835 Kathleen Thompson F 199 Patterson Fords Apt. 132
## 3836 Kayla Jones F 6033 Young Track Suite 804
## 3837 Aaron Murray M 624 Hale Springs Apt. 572
## 3838 Christie Mendoza F 53142 Katrina Roads Suite 889
## 3839 Francisco Kemp M 9554 Flores Drive
## 3840 Michelle Woods F 952 Joseph Throughway
## 3841 Gregory Webster M 66035 Benjamin Villages
## 3842 Dale Smith M 25036 Contreras Turnpike Suite 270
## 3843 Alicia Hawkins F 507 John Overpass Suite 424
## 3844 Bianca Scott F 9588 Cox Rapid Apt. 257
## 3845 Brandy Quinn F 9734 Beard Fields Suite 885
## 3846 Maria Garcia F 865 Thomas Village
## 3847 Gina Morrison F 41851 Victor Drives Suite 219
## 3848 Timothy Gomez M 707 Anthony Causeway
## 3849 Melody Thompson F 0362 Anderson Wall
## 3850 Robin Smith F 0537 Margaret Common Suite 526
## 3851 Brenda Perez F 033 Tara Brook Suite 523
## 3852 Mckenzie Brooks F 3872 Matthew Skyway
## 3853 Melvin Wright M 210 Dean Causeway Suite 130
## 3854 Jerry Kelly M 3539 Mckenzie Stream
## 3855 Carol Dillon F 27479 Reeves Dale
## 3856 Chris Daniel M 025 White Fork Apt. 633
## 3857 Michelle Anderson F 28311 Dennis Trace
## 3858 Joanne Williams F 3638 Marsh Union
## 3859 Alan Taylor M 560 Molina Path
## 3860 Jonathan Castro M 200 Christie Mills Apt. 307
## 3861 Kayla Obrien F 7921 Robert Port Suite 343
## 3862 Erika Anderson F 3786 Hale Corners
## 3863 Barbara Norman F 6278 Stephanie Unions
## 3864 Alex White M 874 Fred Knolls Apt. 609
## 3865 Melinda Gutierrez F 1497 West Gateway
## 3866 Paul Wade M 2306 Clark Ranch Suite 515
## 3867 Christie Williamson F 519 Jerry Views
## 3868 Dylan Garcia M 923 Jordan Road
## 3869 Dustin Roberts M 3283 James Station
## 3870 Chris Daniel M 025 White Fork Apt. 633
## 3871 John Peters M 555 Michael Burgs
## 3872 Stephanie Cummings F 1025 Robin Square
## 3873 Susan Washington F 759 Erin Mount Suite 956
## 3874 Roberta Mccarthy F 94431 Matthew Mall Suite 296
## 3875 Monica Cohen F 864 Reynolds Plains
## 3876 Judy Hogan F 4970 Michelle Burgs
## 3877 Janet Carpenter F 9870 Collins Flat
## 3878 Matthew Lambert M 7188 Melissa Crest Apt. 151
## 3879 David Erickson M 616 Jimenez Meadow Apt. 701
## 3880 Derek Bentley M 782 Lee Crossing Apt. 209
## 3881 Philip Hart M 97405 Vazquez Plains
## 3882 John Myers M 701 Wilson Divide
## 3883 Christie Mendoza F 53142 Katrina Roads Suite 889
## 3884 Mario Johns M 62130 Miller Square Suite 785
## 3885 Lisa Mendez F 44259 Beth Station Suite 215
## 3886 Tammy Ayers F 1652 James Mews
## 3887 Gary Barnes M 2970 Flores Brooks
## 3888 Gregory Wallace M 27203 Darrell Landing
## 3889 Michael Gross M 230 Ryan Tunnel Apt. 025
## 3890 James Cooper M 663 Ramirez Trace Apt. 951
## 3891 Larry Williams M 6274 David Oval Suite 725
## 3892 Rachel Lowe F 372 Jeffrey Course
## 3893 Teresa Stein F 2838 White Fields Apt. 473
## 3894 Eric Preston M 7020 Doyle Stream Apt. 951
## 3895 Julian Price M 086 Pierce Cove
## 3896 Jessica Jordan F 071 Wise Trace
## 3897 Misty Rivera F 1980 Vasquez Manors Apt. 574
## 3898 Vincent Waller M 9379 Vanessa Run Apt. 400
## 3899 Andrew Mcgee M 4130 Tiffany Glen Apt. 562
## 3900 Stephen Lopez M 696 Matthew Ford Suite 157
## 3901 Ann Lawson F 144 Evans Islands Apt. 683
## 3902 William Fitzgerald M 715 Courtney Pike Suite 932
## 3903 Monica Tucker F 302 Christina Islands
## 3904 Joseph Gonzalez M 319 Wendy Fort Suite 179
## 3905 Thomas Gibson M 32745 Silva Springs Suite 040
## 3906 Mark Allen M 25360 Mcgee Forge
## 3907 Mark Allen M 25360 Mcgee Forge
## 3908 Cynthia Davis F 7177 Steven Forges
## 3909 Peter Caldwell M 08966 Beltran Route Suite 905
## 3910 Dylan Garcia M 923 Jordan Road
## 3911 Lauren Torres F 03030 White Lakes
## 3912 Joel Rivera M 121 Solis Summit Apt. 934
## 3913 Vincent Waller M 9379 Vanessa Run Apt. 400
## 3914 Gina Gomez F 72030 Shelton Crossing Apt. 742
## 3915 Vicki Mendoza F 3645 Atkins Island Apt. 238
## 3916 April Johnson F 9727 Deleon Mountain
## 3917 Kristin Williams F 36366 Smith Road
## 3918 Charles Robles M 3337 Lisa Divide
## 3919 Matthew Lambert M 7188 Melissa Crest Apt. 151
## 3920 Jacob Patel M 54822 Hill Forks
## 3921 Denise Barnett F 23220 Eaton Harbors
## 3922 Sally Moore F 835 Reese Views Suite 884
## 3923 Stephanie Crane F 144 Martinez Curve
## 3924 Heather Roberts F 62934 Maria Cliffs Suite 350
## 3925 Joseph Davis M 941 Adam Stravenue
## 3926 Jesse Roberts M 8415 Vaughn Squares Apt. 788
## 3927 Adam Kirk M 40847 Stark Junctions
## 3928 James Stephens M 1166 Castillo Mountains
## 3929 Joseph Moody M 5901 Foster Pine
## 3930 Bridget Bowen F 49120 Regina Island Apt. 170
## 3931 Jessica Benitez F 31281 Thomas Inlet
## 3932 Scott Martin M 31472 Cody Place Suite 740
## 3933 Tammy Ayers F 1652 James Mews
## 3934 Gregory Webster M 66035 Benjamin Villages
## 3935 Sara Ramirez F 23843 Scott Island
## 3936 Andrew Mcgee M 4130 Tiffany Glen Apt. 562
## 3937 Benjamin Robinson M 0701 John Ranch
## 3938 Aaron Pena M 793 Hooper Tunnel Suite 154
## 3939 Alyssa Morgan F 622 Robin Run Suite 764
## 3940 Matthew Lambert M 7188 Melissa Crest Apt. 151
## 3941 Linda Davis F 493 Todd Views
## 3942 Becky Mckinney F 250 Benjamin Hill Apt. 026
## 3943 Terrance Mckinney M 42965 Christopher Fords Suite 659
## 3944 Timothy Gomez M 707 Anthony Causeway
## 3945 Mark Nguyen M 62631 Ashley Ramp Apt. 965
## 3946 Theresa Blackwell F 43576 Kristina Islands
## 3947 Joshua Bryant M 5452 Patricia Inlet Apt. 280
## 3948 Karen Ryan F 82468 Michelle Village Suite 556
## 3949 Shelby Cannon F 1535 Ryan Burgs Suite 919
## 3950 Andrew Patterson M 06959 Stephen Branch Suite 246
## 3951 Scott Martin M 7483 Navarro Flats
## 3952 Charles Moreno M 838 Franklin Prairie Apt. 902
## 3953 Christopher Henry M 1198 Robert Stravenue Apt. 479
## 3954 Lauren Torres F 03030 White Lakes
## 3955 Nathan Massey M 5783 Evan Roads Apt. 465
## 3956 Vincent Waller M 9379 Vanessa Run Apt. 400
## 3957 Ariana Campbell F 50932 Neal Valley
## 3958 Megan Murphy F 53696 Laura Radial
## 3959 Kenneth Robinson M 269 Sanchez Rapids
## 3960 Vincent Cain M 64851 Cole Turnpike
## 3961 Elizabeth Payne F 897 Daugherty Mission
## 3962 Denise Barnett F 23220 Eaton Harbors
## 3963 Larry House M 911 Sabrina Trafficway
## 3964 Frank Anderson M 0611 Stafford Valley Suite 504
## 3965 Nathan Mayer M 478 Donovan Corners Apt. 803
## 3966 Ronald Carson M 870 Rocha Drive
## 3967 Shannon Patterson F 9808 Ellis Bypass
## 3968 Kendra King F 154 Hernandez Keys
## 3969 Melissa Flores F 7529 Carter Well Suite 262
## 3970 Ronald Carson M 870 Rocha Drive
## 3971 Shelby Cannon F 1535 Ryan Burgs Suite 919
## 3972 Ashley Blanchard F 292 Lowe Dam Suite 858
## 3973 Karen Cooper F 425 Caleb Point Apt. 050
## 3974 Gina Gomez F 72030 Shelton Crossing Apt. 742
## 3975 Joseph Nixon M 86882 Desiree Camp Suite 047
## 3976 Frank Foster M 37910 Ward Lights
## 3977 Erik Stevens M 84033 Pitts Overpass
## 3978 Adam Stark M 0912 Mark Fields Apt. 080
## 3979 Belinda Jimenez F 6807 Jacob Skyway Apt. 331
## 3980 Richard Vance M 169 Shelia Knoll Suite 753
## 3981 Audrey Martinez F 343 Joshua Views
## 3982 Charles Moreno M 838 Franklin Prairie Apt. 902
## 3983 Eric Preston M 7020 Doyle Stream Apt. 951
## 3984 Ryan Cook M 75952 Wilson Course
## 3985 Dustin Roberts M 3283 James Station
## 3986 Jeffrey Rice M 21447 Powell Circle
## 3987 Jonathan Castro M 200 Christie Mills Apt. 307
## 3988 Jessica Potter F 7600 Stephen Course Suite 031
## 3989 Scott Fuller M 861 Karen Common
## 3990 Kristina Lewis F 5449 Brandi Heights Apt. 111
## 3991 Larry House M 911 Sabrina Trafficway
## 3992 Jessica Garcia F 13108 Jennifer Passage
## 3993 Lauren Torres F 03030 White Lakes
## 3994 Jacqueline Marsh F 950 Sheryl Spurs
## 3995 Willie Jordan M 529 West Key
## 3996 Jacqueline Washington F 138 Stephen Ridges Apt. 978
## 3997 Grace Williams F 28812 Charles Mill Apt. 628
## 3998 Andrew Mcgee M 4130 Tiffany Glen Apt. 562
## 3999 Vicki Mendoza F 3645 Atkins Island Apt. 238
## 4000 Kristina Stewart F 47029 Jimmy Tunnel Apt. 106
## 4001 Zachary Allen M 69252 Oconnor Alley Apt. 153
## 4002 Christopher Luna M 242 Brian Mountain
## 4003 Christopher Castaneda M 1632 Cohen Drive Suite 639
## 4004 Monique Robinson F 07712 Marcus Divide Apt. 831
## 4005 Tyler Wright M 615 Clarke Spring Apt. 172
## 4006 Destiny Lowe F 79472 Stevens Trace Apt. 120
## 4007 Valerie Clark F 7402 West Ranch
## 4008 James Reese M 26975 Richardson Mills Apt. 402
## 4009 Sarah Clark F 25961 Beverly Union Apt. 042
## 4010 Joseph Nixon M 86882 Desiree Camp Suite 047
## 4011 Monique Martin F 68276 Matthew Springs
## 4012 Debbie Hughes F 0182 Owens Burgs Suite 480
## 4013 Sabrina Nolan F 312 Eric Expressway Apt. 014
## 4014 Kenneth Edwards M 3653 Ryan Crossroad
## 4015 Jeremy Whitney M 0371 Aimee Neck Suite 856
## 4016 Linda Gonzalez F 17667 Price Spur Apt. 366
## 4017 Christopher Castaneda M 1632 Cohen Drive Suite 639
## 4018 Mackenzie Smith F 7178 Willis Drive
## 4019 Richard Carter M 5097 Martin Ridges
## 4020 Shawn King M 31493 Garcia Summit
## 4021 Jacob Patel M 54822 Hill Forks
## 4022 Carol Dillon F 27479 Reeves Dale
## 4023 Rachel Lowe F 372 Jeffrey Course
## 4024 Mary Williams F 00315 Ashley Valleys
## 4025 Jeremy Whitney M 0371 Aimee Neck Suite 856
## 4026 Ashley Cruz F 65417 Walsh Radial Suite 691
## 4027 Jared Walters M 3326 Hannah Fords
## 4028 Barbara Taylor F 0069 Robin Brooks Apt. 695
## 4029 Juan Taylor M 7911 Campbell Crossing Apt. 725
## 4030 Roberta Mccarthy F 94431 Matthew Mall Suite 296
## 4031 Lindsay Wilson F 7618 Gonzales Mission
## 4032 Mary Rodriguez F 8986 Fitzgerald Plains
## 4033 Melissa Mcclure F 2027 Snyder Track
## 4034 Mary Rodriguez F 8986 Fitzgerald Plains
## 4035 Rachel Lowe F 372 Jeffrey Course
## 4036 Thomas Cross M 7566 Thompson Creek Apt. 827
## 4037 Jessica Potter F 7600 Stephen Course Suite 031
## 4038 Joseph Nixon M 86882 Desiree Camp Suite 047
## 4039 Kenneth Doyle M 8614 Reed Glen
## 4040 Matthew Myers M 4936 Michelle Points
## 4041 Brandy Quinn F 9734 Beard Fields Suite 885
## 4042 Ann Lawson F 144 Evans Islands Apt. 683
## 4043 Samuel Frey M 830 Myers Plaza Apt. 384
## 4044 Cory Thomas M 6458 Roberson Alley
## 4045 Derek Jones M 198 Candace Plaza
## 4046 Christine Johnson F 8011 Chapman Tunnel Apt. 568
## 4047 Joel Rivera M 121 Solis Summit Apt. 934
## 4048 Kristina Stewart F 47029 Jimmy Tunnel Apt. 106
## 4049 Billy Gallagher M 673 Delgado Burg
## 4050 David Miller M 622 Bradley Knoll Apt. 758
## 4051 Tamara Martinez F 471 Marquez Prairie Suite 680
## 4052 Daniel Briggs M 7118 Jessica Unions Apt. 789
## 4053 Jackie Davis F 1898 Parker Fork Apt. 057
## 4054 Cassandra Sanders F 78117 George Mountains
## 4055 Ashley Lopez F 9333 Valentine Point
## 4056 Christie Mendoza F 53142 Katrina Roads Suite 889
## 4057 Julie Johnson F 9331 Robert Passage Suite 327
## 4058 Lori Mclean F 4548 Werner Wells Apt. 441
## 4059 Daniel Owens M 88794 Mandy Lodge Apt. 874
## 4060 Jacqueline Curry F 3047 Jeff Place
## 4061 Justin Fowler M 5569 Phillips Neck Apt. 003
## 4062 Christine Best F 68248 Deanna Land
## 4063 Valerie Davis F 3861 Anderson Ramp Apt. 536
## 4064 James Stephens M 1166 Castillo Mountains
## 4065 Rebecca Farley F 383 Long Islands
## 4066 Teresa Blankenship F 6638 Lucero Mill Suite 952
## 4067 Mark Wood M 854 Walker Dale Suite 488
## 4068 Christopher Patterson M 16744 Campbell Wall Apt. 372
## 4069 Meredith Ayala F 7107 Henderson Station
## 4070 Michael Orozco M 13956 Hughes Causeway Suite 124
## 4071 Rachel Daniels F 561 Little Plain Apt. 738
## 4072 Monica Cohen F 864 Reynolds Plains
## 4073 Melinda Gutierrez F 1497 West Gateway
## 4074 Brenda Perez F 033 Tara Brook Suite 523
## 4075 Johnny Bennett M 321 Camacho Causeway
## 4076 Joel Rivera M 121 Solis Summit Apt. 934
## 4077 Margaret Williams F 165 Jerry Meadows Suite 460
## 4078 Adam Mcdonald M 997 Cameron Meadow Apt. 980
## 4079 Bryan Torres M 152 James Centers Apt. 768
## 4080 Elizabeth Maxwell F 194 Goodman Fall Apt. 569
## 4081 Susan Shah F 9016 Jordan Bypass Apt. 516
## 4082 James Lynch M 5155 Mary Common Apt. 927
## 4083 Cory Thomas M 6458 Roberson Alley
## 4084 Stephanie Taylor F 598 Martin Pine Suite 365
## 4085 Laura Walker F 611 Michael Rue
## 4086 Jacqueline Howard F 4511 Choi Lock
## 4087 Nathan Mendoza M 767 Adam Mill Apt. 115
## 4088 Kendra King F 154 Hernandez Keys
## 4089 Michael Rodriguez M 172 Paula Inlet Apt. 650
## 4090 Monica West F 22084 Smith Roads Suite 776
## 4091 Thomas Hale M 949 Smith Parkway
## 4092 Holly Mann F 7644 Joseph Fields
## 4093 Daniel Boyd M 8925 Nicholas Points
## 4094 Heather Hines F 13776 Hicks Plains
## 4095 Margaret Lam F 6911 Nicholas Keys Apt. 237
## 4096 Tanner Carroll M 494 Burke Ports
## 4097 Ana Howell F 4664 Sanchez Common Suite 930
## 4098 Destiny Lowe F 79472 Stevens Trace Apt. 120
## 4099 Margaret Curtis F 742 Oneill Shore
## 4100 Warren Daniels M 23656 Harris Gardens Suite 698
## 4101 Daniel Briggs M 7118 Jessica Unions Apt. 789
## 4102 Morgan Murray F 2788 Brittney Island
## 4103 Susan Hardy F 516 Brown Parks
## 4104 Sara Ramirez F 23843 Scott Island
## 4105 Shawn King M 31493 Garcia Summit
## 4106 Charles Carrillo M 17547 Stephen Turnpike Apt. 846
## 4107 Melvin Wright M 210 Dean Causeway Suite 130
## 4108 Hannah Thomas F 1004 Willis Pass
## 4109 Joshua Carpenter M 04975 Allison Shoal
## 4110 Christopher Adkins M 3512 Knight Center
## 4111 Lisa Lin F 908 Brooks Brook
## 4112 Cassandra Sanders F 78117 George Mountains
## 4113 Michelle Gregory F 6983 Carrillo Isle
## 4114 Jeffrey Vargas M 478 Alexandria Mount
## 4115 Jeremy Perry M 797 Jennifer Loop Suite 634
## 4116 Monica Cohen F 864 Reynolds Plains
## 4117 Monica Tucker F 302 Christina Islands
## 4118 Christopher Matthews M 433 John Heights Apt. 849
## 4119 Teresa Stein F 2838 White Fields Apt. 473
## 4120 Samuel Frey M 830 Myers Plaza Apt. 384
## 4121 Ashley Cabrera F 94225 Smith Springs Apt. 617
## 4122 Adam Riddle M 27718 Mason Bypass
## 4123 Joanne Williams F 3638 Marsh Union
## 4124 Lawrence Davis M 7421 Serrano Lane Apt. 580
## 4125 Brian Williams M 32941 Krystal Mill Apt. 552
## 4126 Jamie Robinson F 67089 Caitlin Meadow Apt. 905
## 4127 Lisa Fitzpatrick F 58761 Brewer Rapids
## 4128 Joshua Cohen M 426 Mark Ports
## 4129 Stephanie Gill F 43039 Riley Greens Suite 393
## 4130 Stephanie Gill F 43039 Riley Greens Suite 393
## 4131 Stephanie Crane F 144 Martinez Curve
## 4132 Tina Lawrence F 12444 Jacob Pines
## 4133 John Miller M 153 Mccullough Springs Apt. 857
## 4134 Joseph Gonzalez M 319 Wendy Fort Suite 179
## 4135 Jared Walters M 3326 Hannah Fords
## 4136 Mary Diaz F 9886 Anita Drive
## 4137 Bianca Scott F 9588 Cox Rapid Apt. 257
## 4138 Sarah Clark F 25961 Beverly Union Apt. 042
## 4139 Jason Singh M 4720 Anna Ways
## 4140 Brandon Pittman M 2881 Frey Village
## 4141 Susan Shah F 9016 Jordan Bypass Apt. 516
## 4142 Amanda Gomez F 8152 Brittany Centers
## 4143 Valerie Clark F 7402 West Ranch
## 4144 Wayne Payne M 587 Bradley Inlet Suite 281
## 4145 Stephen Marshall M 47144 Roberts Keys
## 4146 Natasha Mclaughlin F 8699 Lindsay Ford Apt. 486
## 4147 Linda Gonzalez F 17667 Price Spur Apt. 366
## 4148 Nathan Mayer M 478 Donovan Corners Apt. 803
## 4149 Joanna Hudson F 2924 Bobby Trafficway
## 4150 David Kirby M 133 Alyssa Plains
## 4151 Joanne Williams F 3638 Marsh Union
## 4152 Brooke Fisher F 815 Heather Divide Apt. 965
## 4153 Sally Moore F 835 Reese Views Suite 884
## 4154 Ashley Cabrera F 94225 Smith Springs Apt. 617
## 4155 Felicia Combs F 825 Martinez Springs Apt. 625
## 4156 Gary Barnes M 2970 Flores Brooks
## 4157 Daniel Briggs M 7118 Jessica Unions Apt. 789
## 4158 Pamela Matthews F 36659 Smith Club Apt. 080
## 4159 Christine Harris F 29606 Martinez Views Suite 653
## 4160 Jerry Kelly M 3539 Mckenzie Stream
## 4161 Brandy Quinn F 9734 Beard Fields Suite 885
## 4162 Martin Ford M 56812 Francis Courts
## 4163 Angela Hodges F 08236 Kim Hill
## 4164 John Peters M 555 Michael Burgs
## 4165 Jennifer Scott F 376 John Fork Suite 848
## 4166 Christopher Gregory M 9579 Porter Tunnel
## 4167 Alicia Miller F 976 Hubbard Lodge
## 4168 Thomas Sullivan M 464 Newman Crossroad
## 4169 Renee Parrish F 174 Jennifer Meadow Apt. 467
## 4170 Allen Bell M 70147 Amanda Fields
## 4171 Jennifer Black F 2870 Bean Terrace Apt. 756
## 4172 Dylan Garcia M 923 Jordan Road
## 4173 Mackenzie Smith F 7178 Willis Drive
## 4174 Theresa Powell F 117 Natasha Vista Suite 936
## 4175 Patricia Rodriguez F 386 Randolph Throughway
## 4176 Deborah Fisher F 1911 Fisher Brook
## 4177 Crystal Gamble F 899 Michele View Suite 960
## 4178 Joseph Gonzalez M 319 Wendy Fort Suite 179
## 4179 Gary Barnes M 2970 Flores Brooks
## 4180 Joshua Carpenter M 04975 Allison Shoal
## 4181 Emily Hall F 8851 Reese Neck
## 4182 Jeffrey Munoz M 836 Stephanie Union
## 4183 Thomas Sullivan M 464 Newman Crossroad
## 4184 Jessica Garcia F 13108 Jennifer Passage
## 4185 Felicia Combs F 825 Martinez Springs Apt. 625
## 4186 Barbara Lowe F 67210 Lori Creek
## 4187 Cody Hooper M 7233 John Parks
## 4188 Kimberly Martin F 1943 Dennis Inlet Suite 145
## 4189 Michelle Gregory F 6983 Carrillo Isle
## 4190 Stephanie Gill F 43039 Riley Greens Suite 393
## 4191 Hannah Thomas F 1004 Willis Pass
## 4192 Kristina Stewart F 47029 Jimmy Tunnel Apt. 106
## 4193 Crystal Gamble F 899 Michele View Suite 960
## 4194 Savannah Lewis F 537 Walker Freeway
## 4195 Lisa Mendez F 44259 Beth Station Suite 215
## 4196 Craig Dunn M 721 Jacqueline Brooks
## 4197 Rebecca Erickson F 594 Berry Lights Apt. 392
## 4198 Jasmine Foster F 954 White Alley Apt. 251
## 4199 Gerald Anthony M 252 Melissa Rapids Suite 944
## 4200 Ann Lawson F 144 Evans Islands Apt. 683
## 4201 Angela West F 9471 Wong Islands
## 4202 Kristen Hanson F 26544 Andrea Glen
## 4203 Marissa Powell F 474 Allen Haven
## 4204 Dawn Tucker F 789 Herring Manors
## 4205 Scott Martin M 31472 Cody Place Suite 740
## 4206 Dawn Gray F 9486 Joel Common Suite 554
## 4207 Juan Sherman M 5939 Garcia Forges Suite 297
## 4208 Cody Miller M 25748 John Wells
## 4209 Chris White M 98897 Bennett Lodge
## 4210 Linda Park F 24607 Charles Mountains
## 4211 Judy Hogan F 4970 Michelle Burgs
## 4212 Tina Lawrence F 12444 Jacob Pines
## 4213 Kevin Walters M 87227 Tapia Burgs
## 4214 Debra Eaton F 72743 Brian Run
## 4215 Jennifer Gonzalez F 5517 Stacy Land
## 4216 Jacqueline Howard F 4511 Choi Lock
## 4217 Joshua Cohen M 426 Mark Ports
## 4218 Kathleen Heath F 9297 Victor Rest Apt. 382
## 4219 Mackenzie Salazar F 982 Melissa Lock
## 4220 Anna Logan F 3522 Park Wells Suite 528
## 4221 Phillip Robertson M 85344 Smith Gateway Apt. 280
## 4222 Laura Johns F 95835 Garcia Rue
## 4223 William Thompson M 977 Rita Grove Apt. 000
## 4224 Kenneth Robinson M 269 Sanchez Rapids
## 4225 Christopher Luna M 242 Brian Mountain
## 4226 Tyler Mills M 7838 Jason Squares
## 4227 Samuel Johnston M 16285 Jessica Lights
## 4228 Jennifer Banks F 561 Perry Cove
## 4229 Jennifer Vance F 13299 Patrick Terrace
## 4230 Barbara Nelson F 7337 Browning Falls Suite 027
## 4231 Valerie Clark F 7402 West Ranch
## 4232 Zachary Allen M 69252 Oconnor Alley Apt. 153
## 4233 Michael Flores M 70761 Fitzpatrick Brooks Suite 631
## 4234 Vincent Ward M 06730 Joshua Isle Suite 555
## 4235 Christine Burns F 343 Hannah Parkway
## 4236 Rita Myers F 75703 Hernandez Corner Suite 348
## 4237 Angela White F 137 Adam Dale
## 4238 Carlos Chung M 8957 Russell Key
## 4239 Ryan Johnson M 40178 Lisa Mission
## 4240 Michael Flores M 70761 Fitzpatrick Brooks Suite 631
## 4241 Barbara Norman F 6278 Stephanie Unions
## 4242 Melissa Rodriguez F 81708 Christopher Plaza
## 4243 Vincent Richards M 2064 Tyler Fork
## 4244 Robert Williams M 09419 Lewis Rapids
## 4245 Kayla Jones F 6033 Young Track Suite 804
## 4246 Janet Carpenter F 9870 Collins Flat
## 4247 Tammy Ayers F 1652 James Mews
## 4248 Ashley Whitney F 4038 Smith Avenue
## 4249 Rebecca Conley F 181 Moreno Light Apt. 215
## 4250 Jeremy Whitney M 0371 Aimee Neck Suite 856
## 4251 Tommy Dixon M 8829 Steele Station
## 4252 Christine Johnson F 8011 Chapman Tunnel Apt. 568
## 4253 Stephanie Taylor F 598 Martin Pine Suite 365
## 4254 Mackenzie Smith F 7178 Willis Drive
## 4255 Amanda Williams F 02018 Gary Key Apt. 911
## 4256 Christie Mendoza F 53142 Katrina Roads Suite 889
## 4257 Ian Patton M 8088 Sherman Radial Suite 689
## 4258 Christopher Sheppard M 39218 Baker Shoals
## 4259 Linda Davis F 6602 Ortiz Pine Apt. 179
## 4260 Gloria Wallace F 234 Bridges Wells Apt. 389
## 4261 Mary Williams F 00315 Ashley Valleys
## 4262 Cody Miller M 25748 John Wells
## 4263 Rebecca Butler F 0665 Lisa Alley
## 4264 Richard Waters M 7683 Natasha Way Apt. 945
## 4265 Kayla Jones F 6033 Young Track Suite 804
## 4266 Jordan May M 1626 Susan Course
## 4267 Dawn Tucker F 789 Herring Manors
## 4268 Joanne Padilla F 477 Alejandro Knolls Suite 828
## 4269 Samuel Johnston M 16285 Jessica Lights
## 4270 Jacqueline Curry F 3047 Jeff Place
## 4271 Patrick Vaughan M 651 Miller Common
## 4272 Emily Hall F 8851 Reese Neck
## 4273 Carrie Washington F 6114 Adams Harbor Suite 096
## 4274 Theresa Powell F 117 Natasha Vista Suite 936
## 4275 Kimberly Castro F 588 Smith Lights Suite 786
## 4276 Tina Zimmerman F 3595 Susan Island Suite 063
## 4277 Joseph Davis M 941 Adam Stravenue
## 4278 Michael Johnson M 094 Owens Underpass
## 4279 Jeremy Jones M 5758 Yates Center
## 4280 Mary Williams F 00315 Ashley Valleys
## 4281 Danielle Walker F 9824 Mitchell Run
## 4282 Judy Hogan F 4970 Michelle Burgs
## 4283 Margaret Ray F 927 Cummings Manor Suite 318
## 4284 Jeffrey Munoz M 836 Stephanie Union
## 4285 James Lynch M 5155 Mary Common Apt. 927
## 4286 John Robertson M 209 Austin Stream Apt. 231
## 4287 Carolyn Perez F 433 Blake Roads Suite 967
## 4288 Daniel Briggs M 7118 Jessica Unions Apt. 789
## 4289 Juan Henry M 9795 Lori Island Suite 346
## 4290 Patricia Gonzalez F 8973 Mark Drive
## 4291 Samuel Sandoval M 0005 Morrison Land
## 4292 Matthew Lambert M 7188 Melissa Crest Apt. 151
## 4293 Ryan Johnson M 40178 Lisa Mission
## 4294 Ashley Whitehead F 58188 Madison Meadow Apt. 949
## 4295 Walter Blair M 44951 Williams Brooks
## 4296 Kyle James M 621 Smith Hollow Apt. 738
## 4297 Susan Hardy F 516 Brown Parks
## 4298 Margaret Ward F 244 Jeffery Rapids
## 4299 John Vega M 4483 Sharp Ferry Apt. 468
## 4300 Jodi Rodriguez F 5796 Lee Coves Apt. 286
## 4301 Barbara Lowe F 67210 Lori Creek
## 4302 Christine Best F 68248 Deanna Land
## 4303 Margaret Gibson F 382 Williams Stream Suite 197
## 4304 Veronica Burton F 08932 Bonnie Stravenue
## 4305 Jill Jacobs F 034 Kimberly Mountains
## 4306 Stanley Mayo M 3433 Jones Branch
## 4307 Aaron Stewart M 400 Zuniga Pine
## 4308 Xavier Beltran M 61107 Edwards Dam Apt. 463
## 4309 Lindsay Wilson F 7618 Gonzales Mission
## 4310 Gregory Graham M 4005 Dana Glens
## 4311 Linda Davis F 6602 Ortiz Pine Apt. 179
## 4312 Jessica Ward F 72269 Elizabeth Field Apt. 132
## 4313 Ashley Cruz F 65417 Walsh Radial Suite 691
## 4314 Stacy Lambert F 85430 Julie Trafficway Suite 792
## 4315 Thomas Gibson M 32745 Silva Springs Suite 040
## 4316 Angela Hodges F 08236 Kim Hill
## 4317 Wayne Payne M 587 Bradley Inlet Suite 281
## 4318 Kimberly Gonzalez F 72966 Shannon Pass Apt. 391
## 4319 Linda Hurst F 31701 Tucker Square Suite 893
## 4320 Alex White M 874 Fred Knolls Apt. 609
## 4321 Donna Moreno F 32301 Albert River Suite 364
## 4322 John Nichols M 00821 Joanna Meadow
## 4323 Theresa Powell F 117 Natasha Vista Suite 936
## 4324 Julian Price M 086 Pierce Cove
## 4325 Heather Chase F 6888 Hicks Stream Suite 954
## 4326 Christine Leblanc F 5097 Jodi Vista Suite 811
## 4327 Joseph Murray M 42933 Ryan Underpass
## 4328 Joanna Hudson F 2924 Bobby Trafficway
## 4329 Michael Garner M 0157 Samuel Mission Suite 379
## 4330 Christopher Castaneda M 1632 Cohen Drive Suite 639
## 4331 Allison Allen F 40624 Rebecca Spurs
## 4332 David Rodriguez M 821 Solis Points
## 4333 Karen Gordon F 543 Ware Path Apt. 593
## 4334 Samuel Jenkins M 43235 Mckenzie Views Apt. 837
## 4335 Jodi Rodriguez F 5796 Lee Coves Apt. 286
## 4336 Erica Walker F 084 Holmes Avenue Suite 206
## 4337 Jessica Ward F 72269 Elizabeth Field Apt. 132
## 4338 Mary Diaz F 9886 Anita Drive
## 4339 Amber Perez F 954 Reyes Ways
## 4340 Charles Preston M 5364 William Harbor
## 4341 Andrew Patterson M 06959 Stephen Branch Suite 246
## 4342 Joseph Davis M 941 Adam Stravenue
## 4343 David Miller M 622 Bradley Knoll Apt. 758
## 4344 Jeffrey Smith M 135 Joseph Mountains
## 4345 Xavier Beltran M 61107 Edwards Dam Apt. 463
## 4346 Kayla Jones F 6033 Young Track Suite 804
## 4347 Felicia Mckee F 84079 Thomas Burgs
## city state zip lat long city_pop
## 1 Moravian Falls NC 28654 36.0788 -81.1781 3495
## 2 Orient WA 99160 48.8878 -118.2105 149
## 3 Malad City ID 83252 42.1808 -112.2620 4154
## 4 Boulder MT 59632 46.2306 -112.1138 1939
## 5 Doe Hill VA 24433 38.4207 -79.4629 99
## 6 Dublin PA 18917 40.3750 -75.2045 2158
## 7 Holcomb KS 67851 37.9931 -100.9893 2691
## 8 Edinburg VA 22824 38.8432 -78.6003 6018
## 9 Manor PA 15665 40.3359 -79.6607 1472
## 10 Clarksville TN 37040 36.5220 -87.3490 151785
## 11 Clarinda IA 51632 40.7491 -95.0380 7297
## 12 Shenandoah Junction WV 25442 39.3716 -77.8229 1925
## 13 Saint Petersburg FL 33710 27.7898 -82.7243 341043
## 14 Grenada CA 96038 41.6125 -122.5258 589
## 15 High Rolls Mountain Park NM 88325 32.9396 -105.8189 899
## 16 Harrington Park NJ 7640 40.9918 -73.9800 4664
## 17 Lahoma OK 73754 36.3850 -98.0727 1078
## 18 Carlisle IN 47838 38.9763 -87.3667 4081
## 19 Harborcreek PA 16421 42.1767 -79.9416 2518
## 20 Elizabeth NJ 7208 40.6747 -74.2239 124967
## 21 Methuen MA 1844 42.7280 -71.1810 47249
## 22 Moulton IA 52572 40.6866 -92.6833 1132
## 23 Plainfield NJ 7060 40.6152 -74.4150 71485
## 24 May TX 76857 31.9571 -98.9656 1791
## 25 Waukesha WI 53186 42.9993 -88.2196 95015
## 26 Bailey NC 27807 35.8072 -78.0892 6629
## 27 Romulus MI 48174 42.2203 -83.3583 31515
## 28 Freedom WY 83120 43.0172 -111.0292 471
## 29 Honokaa HI 96727 20.0827 -155.4880 4878
## 30 Valentine NE 69201 42.8062 -100.6215 4005
## 31 Westfir OR 97492 43.7575 -122.4810 597
## 32 Tiptonville TN 38079 36.3846 -89.4649 5577
## 33 Republic MI 49879 46.3680 -87.9938 1038
## 34 Baton Rouge LA 70808 30.4066 -91.1468 378909
## 35 Washington DC 20012 38.9757 -77.0282 601723
## 36 Big Creek KY 40914 37.1046 -83.5706 467
## 37 Bellmore NY 11710 40.6729 -73.5365 34496
## 38 Florence MS 39073 32.1530 -90.1217 19685
## 39 Allentown PA 18103 40.5891 -75.4645 166081
## 40 Moriches NY 11955 40.8095 -72.8229 3285
## 41 Esbon KS 66941 39.7562 -98.4462 242
## 42 Chatham NY 12037 42.3496 -73.5873 4015
## 43 Thompson UT 84540 38.9999 -109.6150 46
## 44 Holcomb KS 67851 37.9931 -100.9893 2691
## 45 North Prairie WI 53153 42.9385 -88.3950 2328
## 46 Laredo TX 78040 27.5155 -99.4986 248858
## 47 Grant AL 35747 34.4959 -86.2590 5901
## 48 Conway WA 98238 48.3400 -122.3456 85
## 49 New Goshen IN 47863 39.5803 -87.4616 205
## 50 Sunflower MS 38778 33.5567 -90.5451 1686
## 51 Enola AR 72047 35.2087 -92.2123 969
## 52 Roosevelt OK 73564 34.8470 -98.9836 551
## 53 Pointe Aux Pins MI 49775 45.7549 -84.4470 95
## 54 Dallas TX 75210 32.7699 -96.7430 1263321
## 55 Jay FL 32565 30.8985 -87.1332 5719
## 56 North Tonawanda NY 14120 43.0498 -78.8510 45100
## 57 Athena OR 97813 45.8289 -118.4971 1302
## 58 Chester MD 21619 38.9583 -76.2842 5848
## 59 Elkhart IA 50073 41.8114 -93.4855 1195
## 60 Thompson UT 84540 38.9999 -109.6150 46
## 61 Surrency GA 31563 31.6489 -82.1982 1324
## 62 Arcadia MI 49613 44.5232 -86.2061 680
## 63 Gaithersburg MD 20882 39.2335 -77.1458 135332
## 64 Bowdoin ME 4287 44.0575 -69.9656 3224
## 65 Heart Butte MT 59448 48.2777 -112.8456 743
## 66 San Jose CA 95148 37.3304 -121.7913 973849
## 67 Rumely MI 49826 46.3481 -87.0436 137
## 68 Cranks KY 40820 36.7558 -83.1838 581
## 69 Ravenna NE 68869 41.0233 -98.9041 2202
## 70 Utica KS 67584 38.6411 -100.1380 269
## 71 Uledi PA 15484 39.8936 -79.7856 328
## 72 Naples FL 34112 26.1184 -81.7361 276002
## 73 Thida AR 72165 35.5762 -91.4539 111
## 74 Parks AZ 86018 35.2563 -111.9500 759
## 75 Central IN 47110 38.0970 -86.1723 350
## 76 Fort Washakie WY 82514 43.0048 -108.8964 1645
## 77 Etlan VA 22719 38.5095 -78.2638 395
## 78 Brinson GA 39825 30.9788 -84.7373 1461
## 79 Shrewsbury MA 1545 42.2848 -71.7205 35299
## 80 Bigelow MN 56117 43.5336 -95.6515 399
## 81 North Washington PA 16048 41.0472 -79.8089 139
## 82 Holloway OH 43985 40.0113 -80.9701 128
## 83 Littleton CO 80120 39.5994 -105.0044 320420
## 84 Hinesburg VT 5461 44.3346 -73.0980 4542
## 85 Meadville MO 64659 39.7795 -93.3014 964
## 86 Elberta MI 49628 44.5995 -86.2141 372
## 87 Moab UT 84532 38.5677 -109.5271 9772
## 88 North Washington PA 16048 41.0472 -79.8089 139
## 89 Diamond OH 44412 41.0935 -81.0425 2644
## 90 Bradley SC 29819 34.0326 -82.2027 1523
## 91 Hopewell VA 23860 37.2876 -77.2950 31970
## 92 Hawthorne CA 90250 33.9143 -118.3493 93193
## 93 Kensington MD 20895 39.0298 -77.0793 19054
## 94 Plainfield NJ 7060 40.6152 -74.4150 71485
## 95 Ruth NV 89319 39.3426 -114.8859 450
## 96 Avoca IA 51521 41.4768 -95.3509 2036
## 97 Princeton IA 52768 41.6858 -90.3706 1426
## 98 Sherman TX 75092 33.6372 -96.6184 46563
## 99 Loxahatchee FL 33470 26.7383 -80.2760 26551
## 100 Smackover AR 71762 33.3398 -92.7442 2501
## 101 Loxahatchee FL 33470 26.7383 -80.2760 26551
## 102 Cokeburg PA 15324 40.1008 -80.0652 632
## 103 Leetsdale PA 15056 40.5662 -80.2099 1140
## 104 Manville WY 82227 42.7300 -104.7024 241
## 105 Westhampton Beach NY 11978 40.8295 -72.6473 3255
## 106 New York City NY 10162 40.7699 -73.9511 1577385
## 107 Halstad MN 56548 47.3551 -96.7980 771
## 108 Allenhurst NJ 7711 40.2367 -74.0067 1533
## 109 June Lake CA 93529 37.7773 -119.0825 633
## 110 Sixes OR 97476 42.8250 -124.4409 217
## 111 Holstein NE 68950 40.4542 -98.6538 331
## 112 Brantley AL 36009 31.5710 -86.2743 2566
## 113 Paxton MA 1612 42.3066 -71.9202 4845
## 114 Westerville NE 68881 41.4193 -99.3844 73
## 115 Timberville VA 22853 38.6476 -78.7717 4367
## 116 Dunlevy PA 15432 40.1151 -79.8627 427
## 117 Hopewell VA 23860 37.2876 -77.2950 31970
## 118 Coyle OK 73027 35.8985 -97.2607 1493
## 119 Elizabethtown KY 42701 37.6848 -85.8784 48194
## 120 Garrattsville NY 13342 42.6315 -75.1866 165
## 121 Clarinda IA 51632 40.7491 -95.0380 7297
## 122 Meadville MS 39653 31.4285 -90.8578 2799
## 123 Lomax IL 61454 40.6761 -91.0391 725
## 124 Egan LA 70531 30.2510 -92.5002 1261
## 125 Brownville NY 13615 44.0577 -76.0196 1271
## 126 Elkhart IA 50073 41.8114 -93.4855 1195
## 127 Brownville NY 13615 44.0577 -76.0196 1271
## 128 Westhampton Beach NY 11978 40.8295 -72.6473 3255
## 129 Drakes Branch VA 23937 36.9688 -78.5615 1970
## 130 Ballwin MO 63021 38.5770 -90.5255 92608
## 131 Fields Landing CA 95537 40.7268 -124.2174 276
## 132 West Palm Beach FL 33417 26.7197 -80.1248 459921
## 133 West Chazy NY 12992 44.7970 -73.5112 4778
## 134 Lebanon VA 24266 36.8809 -82.0956 9521
## 135 Jones AL 36749 32.5104 -86.8138 1089
## 136 Brownville NY 13615 44.0577 -76.0196 1271
## 137 Burke VA 22015 38.7894 -77.2818 43102
## 138 Webster City IA 50595 42.4657 -93.8262 9165
## 139 Ozawkie KS 66070 39.2136 -95.4404 2661
## 140 Blackville SC 29817 33.3645 -81.2718 4913
## 141 Grenada CA 96038 41.6125 -122.5258 589
## 142 Damascus VA 24236 36.6403 -81.7776 3085
## 143 Holcomb KS 67851 37.9931 -100.9893 2691
## 144 Sea Island GA 31561 31.1989 -81.3322 298
## 145 Rule TX 79548 33.0771 -99.9590 932
## 146 Jefferson NY 12093 42.4999 -74.6117 1666
## 147 Huntsville AL 35811 34.7789 -86.5438 190178
## 148 Hinckley OH 44233 41.2419 -81.7453 7646
## 149 Acworth NH 3601 43.1960 -72.3001 477
## 150 Camden NY 13316 43.3392 -75.7543 6460
## 151 Smiths Grove KY 42171 37.0581 -86.1938 6841
## 152 Washington DC 20012 38.9757 -77.0282 601723
## 153 Holcomb KS 67851 37.9931 -100.9893 2691
## 154 Philadelphia PA 19149 40.0369 -75.0664 1526206
## 155 Murrayville IL 62668 39.5723 -90.2379 1512
## 156 Fields Landing CA 95537 40.7268 -124.2174 276
## 157 Melbourne FL 32935 28.1384 -80.6524 139650
## 158 Egan LA 70531 30.2510 -92.5002 1261
## 159 Palmyra NY 14522 43.0622 -77.2218 9565
## 160 Jermyn PA 18433 41.5744 -75.5881 6508
## 161 Belfast NY 14711 42.3200 -78.0943 1766
## 162 West Sayville NY 11796 40.7320 -73.1000 4056
## 163 Sturgis MS 39769 33.3570 -89.0473 1923
## 164 Lohrville IA 51453 42.2619 -94.5566 695
## 165 Arlington VA 22213 38.8954 -77.1633 207410
## 166 Saint Paul MN 55128 44.9913 -92.9487 753116
## 167 Girard GA 30426 33.0437 -81.7106 1100
## 168 Fairview NJ 7022 40.8170 -74.0000 13835
## 169 Farmington NY 14425 42.9580 -77.3083 10717
## 170 Kilgore TX 75662 32.3836 -94.8653 24536
## 171 Springfield GA 31329 32.3697 -81.3618 9034
## 172 Lepanto AR 72354 35.6069 -90.3359 2470
## 173 Karnack TX 75661 32.6205 -94.2000 2807
## 174 Louisiana MO 63353 39.4336 -91.0664 4593
## 175 Kansas City MO 64114 38.9621 -94.5959 545147
## 176 Mesa ID 83643 44.6255 -116.4493 129
## 177 Pomona NY 10970 41.1901 -74.0436 9993
## 178 Westerville NE 68881 41.4193 -99.3844 73
## 179 Lonetree WY 82936 41.0552 -110.1603 49
## 180 Port Saint Lucie FL 34953 27.2625 -80.3793 181438
## 181 Centerview MO 64019 38.7897 -93.8702 2368
## 182 Colorado Springs CO 80951 38.8881 -104.6556 525713
## 183 Easton KS 66020 39.3391 -95.0999 1442
## 184 West Columbia SC 29170 33.9568 -81.1405 52126
## 185 Maysville KY 41056 38.6207 -83.8067 14228
## 186 Avoca IA 51521 41.4768 -95.3509 2036
## 187 Muskegon MI 49440 43.2326 -86.2492 128715
## 188 Hawthorne CA 90250 33.9143 -118.3493 93193
## 189 Johns Island SC 29455 32.8357 -79.8217 20478
## 190 Metairie LA 70003 29.9975 -90.2146 137067
## 191 Blairsden-Graeagle CA 96103 39.8127 -120.6405 1725
## 192 Hampton VA 23666 37.0462 -76.4096 136895
## 193 Viola AR 72583 36.3924 -91.9932 1679
## 194 Paulding OH 45879 41.1410 -84.5722 6284
## 195 Sontag MS 39665 31.6453 -90.1801 1196
## 196 Clutier IA 52217 42.0789 -92.3763 590
## 197 Reno NV 89512 39.5483 -119.7957 276896
## 198 Freedom WY 83120 43.0172 -111.0292 471
## 199 Methuen MA 1844 42.7280 -71.1810 47249
## 200 Barnstable MA 2630 41.6983 -70.3001 1850
## 201 Cardwell MO 63829 36.0434 -90.2907 1120
## 202 Kingsford Heights IN 46346 41.4802 -86.6919 1423
## 203 Kansas City MO 64114 38.9621 -94.5959 545147
## 204 Phoenix AZ 85020 33.5623 -112.0559 1312922
## 205 Newhall CA 91321 34.3795 -118.5230 34882
## 206 Norwalk OH 44857 41.2403 -82.6078 23805
## 207 Doe Hill VA 24433 38.4207 -79.4629 99
## 208 Mc Nabb IL 61335 41.1730 -89.2187 532
## 209 Tulsa OK 74130 36.2395 -95.9596 413574
## 210 Barnard SD 57426 45.7205 -98.5534 63
## 211 San Antonio TX 78214 29.3641 -98.4924 1595797
## 212 Bridger MT 59014 45.2857 -108.9082 1446
## 213 Tomales CA 94971 38.2427 -122.9145 337
## 214 Mallie KY 41836 37.2692 -82.9161 798
## 215 Oxford MI 48371 42.8223 -83.2829 24840
## 216 Turner MT 59542 48.8328 -108.3961 192
## 217 Eureka IL 61530 40.7152 -89.2706 6713
## 218 Marietta SC 29661 35.0296 -82.5136 5648
## 219 Redford MO 63665 37.3272 -91.0243 241
## 220 Weeping Water NE 68463 40.8731 -96.1528 1517
## 221 Waynesfield OH 45896 40.6072 -83.9585 2089
## 222 Burke VA 22015 38.7894 -77.2818 43102
## 223 Portland OR 97210 45.5303 -122.7033 841711
## 224 Mallie KY 41836 37.2692 -82.9161 798
## 225 Greenwood IN 46143 39.5960 -86.1309 78968
## 226 Boonton NJ 7005 40.9115 -74.4140 15269
## 227 Murfreesboro TN 37132 35.8596 -86.4210 158701
## 228 Warren MI 48088 42.5164 -82.9832 134056
## 229 Meridian TX 76665 31.9290 -97.6443 2526
## 230 Cherokee Village AR 72529 36.3011 -91.5281 4726
## 231 Bristow IN 47515 38.1981 -86.6821 965
## 232 Ash Flat AR 72513 36.2201 -91.6421 2856
## 233 Iliff CO 80736 40.7692 -103.0968 648
## 234 North Prairie WI 53153 42.9385 -88.3950 2328
## 235 Deadwood SD 57732 44.3566 -103.6999 1979
## 236 Burlington WA 98233 48.4786 -122.3345 14871
## 237 Wales AK 99783 64.7556 -165.6723 145
## 238 Allentown PA 18103 40.5891 -75.4645 166081
## 239 Churubusco IN 46723 41.2290 -85.3244 7692
## 240 Afton MI 49705 45.3637 -84.4695 937
## 241 Cochranton PA 16314 41.5205 -80.0573 5507
## 242 Mound City MO 64470 40.1362 -95.2138 1631
## 243 West Harrison NY 10604 41.0592 -73.7395 11250
## 244 Pembroke Township IL 60958 41.0646 -87.5917 2135
## 245 Joliet IL 60432 41.5378 -88.0572 128354
## 246 Burlington WA 98233 48.4786 -122.3345 14871
## 247 Bailey NC 27807 35.8072 -78.0892 6629
## 248 Fulton OH 43321 40.4971 -82.8342 267
## 249 Saint Bonaventure NY 14778 42.2701 -78.6847 1453
## 250 Pembroke Township IL 60958 41.0646 -87.5917 2135
## 251 Philadelphia PA 19154 40.0897 -74.9781 1526206
## 252 Keisterville PA 15449 39.9636 -79.7853 184
## 253 Greenview CA 96037 41.5403 -122.9366 308
## 254 Lakeport CA 95453 39.0470 -122.9328 11256
## 255 Westerville NE 68881 41.4193 -99.3844 73
## 256 Ash Flat AR 72513 36.2201 -91.6421 2856
## 257 Honokaa HI 96727 20.0827 -155.4880 4878
## 258 Keisterville PA 15449 39.9636 -79.7853 184
## 259 Clarinda IA 51632 40.7491 -95.0380 7297
## 260 Rock Tavern NY 12575 41.4575 -74.1659 2258
## 261 Llano NM 87543 36.1486 -105.6648 247
## 262 Altair TX 77412 29.6047 -96.5249 106
## 263 Harrodsburg IN 47434 39.0130 -86.5457 76
## 264 Carlotta CA 95528 40.5070 -123.9743 1139
## 265 Wittenberg WI 54499 44.8232 -89.1665 3223
## 266 Ballwin MO 63021 38.5770 -90.5255 92608
## 267 Blackville SC 29817 33.3645 -81.2718 4913
## 268 Des Moines IA 50312 41.5855 -93.6719 222785
## 269 Auburn ME 4210 44.0948 -70.2390 23045
## 270 Dadeville AL 36853 32.8224 -85.7704 8269
## 271 New Goshen IN 47863 39.5803 -87.4616 205
## 272 Mallie KY 41836 37.2692 -82.9161 798
## 273 Wilton ND 58579 47.1709 -100.7944 1190
## 274 Ollie IA 52576 41.2001 -92.1354 568
## 275 Mifflin PA 17058 40.5553 -77.4001 1909
## 276 Amsterdam OH 43903 40.4731 -80.9596 2208
## 277 Acworth NH 3601 43.1960 -72.3001 477
## 278 Manderson SD 57756 43.3526 -102.5411 1126
## 279 Holliday TX 76366 33.6751 -98.6576 2317
## 280 Dumont CO 80436 39.7532 -105.6356 565
## 281 Camden NY 13316 43.3392 -75.7543 6460
## 282 Big Creek KY 40914 37.1046 -83.5706 467
## 283 Manor PA 15665 40.3359 -79.6607 1472
## 284 Arcadia MI 49613 44.5232 -86.2061 680
## 285 Payson IL 62360 39.8153 -91.2627 1656
## 286 Birmingham IA 52535 40.8626 -91.9534 888
## 287 Grenada CA 96038 41.6125 -122.5258 589
## 288 Creola OH 45622 39.3543 -82.5030 321
## 289 Texarkana AR 71854 33.4310 -93.8765 36438
## 290 Philadelphia PA 19149 40.0369 -75.0664 1526206
## 291 Fullerton NE 68638 41.3660 -98.0054 1749
## 292 Ruckersville VA 22968 38.2586 -78.4074 9815
## 293 Blooming Grove TX 76626 32.0758 -96.7010 1563
## 294 West Sayville NY 11796 40.7320 -73.1000 4056
## 295 Marietta SC 29661 35.0296 -82.5136 5648
## 296 Comfort WV 25049 38.1372 -81.5962 630
## 297 Louisville KY 40202 38.2507 -85.7476 736284
## 298 Atglen PA 19310 39.9458 -75.9703 3066
## 299 North Loup NE 68859 41.4972 -98.7858 509
## 300 Grassflat PA 16839 41.0036 -78.1104 489
## 301 Mill Creek PA 17060 40.4679 -77.8967 1334
## 302 Moores Hill IN 47032 39.0945 -85.0638 3289
## 303 Browning MO 64630 40.0290 -93.1607 602
## 304 Dallas TX 75236 32.6900 -96.9177 1263321
## 305 Smithfield IL 61477 40.4855 -90.2856 631
## 306 Eureka IL 61530 40.7152 -89.2706 6713
## 307 Cromona KY 41810 37.1788 -82.6950 502
## 308 Rock Tavern NY 12575 41.4575 -74.1659 2258
## 309 Kent OR 97033 45.0838 -120.6649 60
## 310 Laredo TX 78040 27.5155 -99.4986 248858
## 311 Harwood MD 20776 38.8582 -76.6145 3289
## 312 Delhi LA 71232 32.3929 -91.4714 6581
## 313 Gadsden AL 35901 34.0480 -85.9246 67082
## 314 Holstein NE 68950 40.4542 -98.6538 331
## 315 Brooklin ME 4616 44.2541 -68.5565 824
## 316 Diamond OH 44412 41.0935 -81.0425 2644
## 317 Bay Minette AL 36507 30.8635 -87.7644 19090
## 318 Cromona KY 41810 37.1788 -82.6950 502
## 319 Mound City MO 64470 40.1362 -95.2138 1631
## 320 Washington DC 20012 38.9757 -77.0282 601723
## 321 Higganum CT 6441 41.4682 -72.5751 5438
## 322 Naples FL 34112 26.1184 -81.7361 276002
## 323 Ashfield MA 1330 42.5232 -72.8110 1506
## 324 Fiddletown CA 95629 38.5234 -120.6763 832
## 325 Andrews IN 46702 40.8618 -85.6067 2304
## 326 Huntington Beach CA 92648 33.6773 -118.0051 190249
## 327 Holcomb KS 67851 37.9931 -100.9893 2691
## 328 Westport KY 40077 38.4921 -85.4524 564
## 329 Boulder MT 59632 46.2306 -112.1138 1939
## 330 Manor PA 15665 40.3359 -79.6607 1472
## 331 Comfrey MN 56019 44.1111 -94.9134 914
## 332 Creola OH 45622 39.3543 -82.5030 321
## 333 Heidelberg MS 39439 31.8820 -88.9981 4573
## 334 Lebanon VA 24266 36.8809 -82.0956 9521
## 335 Powell TN 37849 36.0435 -84.0400 25459
## 336 Heidelberg MS 39439 31.8820 -88.9981 4573
## 337 Blairsden-Graeagle CA 96103 39.8127 -120.6405 1725
## 338 De Witt AR 72042 34.2853 -91.3336 5161
## 339 Howes Cave NY 12092 42.7045 -74.3648 1304
## 340 Oolitic IN 47451 38.8938 -86.5246 1228
## 341 Centerview MO 64019 38.7897 -93.8702 2368
## 342 Eureka IL 61530 40.7152 -89.2706 6713
## 343 Mallie KY 41836 37.2692 -82.9161 798
## 344 Tomales CA 94971 38.2427 -122.9145 337
## 345 Belmond IA 50421 42.8511 -93.6200 3032
## 346 Shenandoah Junction WV 25442 39.3716 -77.8229 1925
## 347 Mooresville NC 28117 35.5840 -80.8685 69793
## 348 Manville WY 82227 42.7300 -104.7024 241
## 349 Farmington NY 14425 42.9580 -77.3083 10717
## 350 San Antonio TX 78248 29.5894 -98.5201 1595797
## 351 Steuben ME 4680 44.4971 -67.9503 1131
## 352 Wilton ND 58579 47.1709 -100.7944 1190
## 353 May TX 76857 31.9571 -98.9656 1791
## 354 Bay Minette AL 36507 30.8635 -87.7644 19090
## 355 Central IN 47110 38.0970 -86.1723 350
## 356 Armagh PA 15920 40.4603 -79.0097 922
## 357 North Tonawanda NY 14120 43.0498 -78.8510 45100
## 358 Edisto Island SC 29438 32.5486 -80.3070 2408
## 359 Newhall CA 91321 34.3795 -118.5230 34882
## 360 Kilgore TX 75662 32.3836 -94.8653 24536
## 361 Marathon TX 79842 30.1886 -103.2214 498
## 362 Port Gibson NY 14537 43.0330 -77.1575 207
## 363 Grenada CA 96038 41.6125 -122.5258 589
## 364 De Witt AR 72042 34.2853 -91.3336 5161
## 365 Brandon VT 5733 43.8065 -73.0882 5895
## 366 Uledi PA 15484 39.8936 -79.7856 328
## 367 Mifflin PA 17058 40.5553 -77.4001 1909
## 368 Keisterville PA 15449 39.9636 -79.7853 184
## 369 Phoenix AZ 85020 33.5623 -112.0559 1312922
## 370 Tallmansville WV 26237 38.8564 -80.1580 571
## 371 Meridian ID 83646 43.6498 -116.4306 84106
## 372 Centerview MO 64019 38.7897 -93.8702 2368
## 373 Glendale CA 91206 34.1556 -118.2322 172817
## 374 Holloway OH 43985 40.0113 -80.9701 128
## 375 Orient WA 99160 48.8878 -118.2105 149
## 376 El Paso TX 79906 31.8092 -106.4247 749635
## 377 Lamberton MN 56152 44.2378 -95.2739 1507
## 378 Manchester MD 21102 39.6747 -76.8941 11751
## 379 Emporium PA 15834 41.5177 -78.2536 4533
## 380 Alva WY 82711 44.6873 -104.4414 110
## 381 Blooming Grove TX 76626 32.0758 -96.7010 1563
## 382 Roma TX 78584 26.4215 -99.0025 18128
## 383 Prairie Hill TX 76678 31.6591 -96.8094 263
## 384 Blairstown MO 64726 38.5319 -93.9221 467
## 385 Tiptonville TN 38079 36.3846 -89.4649 5577
## 386 Bridgeport NJ 8014 39.8016 -75.3478 504
## 387 Grand Junction TN 38039 35.0659 -89.1534 1804
## 388 Tamaroa IL 62888 38.1380 -89.2231 2135
## 389 Great Mills MD 20634 38.2674 -76.4954 5927
## 390 Atglen PA 19310 39.9458 -75.9703 3066
## 391 Laguna Hills CA 92637 33.6150 -117.7114 45303
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## 409 Cuyahoga Falls OH 44223 41.1464 -81.5107 47772
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## 412 Manistique MI 49854 46.0062 -86.2555 6469
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## 460 Springfield VA 22151 38.8029 -77.2116 104396
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## 496 Thrall TX 76578 30.5920 -97.2893 1766
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## 501 Hannawa Falls NY 13647 44.6087 -74.9732 69
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## 503 North Judson IN 46366 41.2244 -86.6966 5791
## 504 Barnstable MA 2630 41.6983 -70.3001 1850
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## 514 Laredo TX 78040 27.5155 -99.4986 248858
## 515 Santa Monica CA 90403 34.0287 -118.4924 92043
## 516 Cochranton PA 16314 41.5205 -80.0573 5507
## 517 Amorita OK 73719 36.9412 -98.2458 83
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## 531 Rock Tavern NY 12575 41.4575 -74.1659 2258
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## 537 Tupper Lake NY 12986 44.2320 -74.4905 6120
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## 607 Edisto Island SC 29438 32.5486 -80.3070 2408
## 608 Gadsden AL 35903 33.9845 -85.9077 67082
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## 610 Acworth NH 3601 43.1960 -72.3001 477
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## 618 Daly City CA 94015 37.6787 -122.4780 107941
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## 626 San Jose CA 95148 37.3304 -121.7913 973849
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## 703 High Rolls Mountain Park NM 88325 32.9396 -105.8189 899
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## 710 Phoenix AZ 85020 33.5623 -112.0559 1312922
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## 720 San Diego CA 92128 33.0067 -117.0690 1241364
## 721 Grand Junction TN 38039 35.0659 -89.1534 1804
## 722 Laguna Hills CA 92637 33.6150 -117.7114 45303
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## 725 Knoxville TN 37932 35.9335 -84.1481 391389
## 726 Highland IN 46322 41.5500 -87.4569 23727
## 727 Hazel KY 42049 36.5422 -88.3319 1480
## 728 Stillwater OK 74074 36.1043 -97.0609 55345
## 729 Warren MI 48088 42.5164 -82.9832 134056
## 730 Alexandria VA 22311 38.8320 -77.1200 321490
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## 736 Lamy NM 87540 35.4311 -105.9409 923
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## 738 Huntsville AL 35811 34.7789 -86.5438 190178
## 739 Cass WV 24927 38.3880 -79.9906 365
## 740 Mount Clemens MI 48043 42.5978 -82.8823 16305
## 741 Naples FL 34112 26.1184 -81.7361 276002
## 742 Ogdensburg NJ 7439 41.0767 -74.5982 2456
## 743 North Wilkesboro NC 28659 36.2017 -81.1286 21134
## 744 Holstein NE 68950 40.4542 -98.6538 331
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## 746 Maysville KY 41056 38.6207 -83.8067 14228
## 747 Knoxville TN 37932 35.9335 -84.1481 391389
## 748 Saint Bonaventure NY 14778 42.2701 -78.6847 1453
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## 753 Keisterville PA 15449 39.9636 -79.7853 184
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## 756 Afton MN 55001 44.8696 -92.8234 2916
## 757 Reno NV 89512 39.5483 -119.7957 276896
## 758 Bowdoin ME 4287 44.0575 -69.9656 3224
## 759 Falmouth MI 49632 44.2529 -85.0170 1126
## 760 Muskegon MI 49440 43.2326 -86.2492 128715
## 761 Olmsted IL 62970 37.1935 -89.0933 639
## 762 Margaretville NY 12455 42.1852 -74.6178 1988
## 763 Goodrich MI 48438 42.9147 -83.4845 6951
## 764 Manistique MI 49854 46.0062 -86.2555 6469
## 765 Cuyahoga Falls OH 44223 41.1464 -81.5107 47772
## 766 Ford VA 23850 37.1349 -77.7364 1051
## 767 Ozawkie KS 66070 39.2136 -95.4404 2661
## 768 North Prairie WI 53153 42.9385 -88.3950 2328
## 769 South Londonderry VT 5155 43.1699 -72.8515 828
## 770 Cross Plains TX 76443 32.1482 -99.1872 1897
## 771 Noonan ND 58765 48.8856 -103.0098 248
## 772 Bradley SC 29819 34.0326 -82.2027 1523
## 773 Bristow IN 47515 38.1981 -86.6821 965
## 774 Bay Minette AL 36507 30.8635 -87.7644 19090
## 775 Bethel Springs TN 38315 35.2289 -88.6440 3876
## 776 Gainesville TX 76240 33.6547 -97.1583 26120
## 777 Lake Jackson TX 77566 29.0393 -95.4401 28739
## 778 Orangeburg NY 10962 41.0442 -73.9609 5950
## 779 Steuben ME 4680 44.4971 -67.9503 1131
## 780 Walnut Ridge AR 72476 36.0244 -90.9288 7155
## 781 Goodrich MI 48438 42.9147 -83.4845 6951
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## 876 Dallas TX 75218 32.8463 -96.6972 1263321
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## 1024 Collettsville NC 28611 35.9946 -81.7266 885
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## 1026 Greendale WI 53129 42.9373 -87.9943 13973
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## 1028 Johns Island SC 29455 32.8357 -79.8217 20478
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## 1030 Mallie KY 41836 37.2692 -82.9161 798
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## 1032 San Antonio TX 78214 29.3641 -98.4924 1595797
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## 1034 Benton WI 53803 42.5545 -90.3508 1306
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## 1041 Rosewood OH 43070 40.2158 -83.9579 133
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## 1076 Carlotta CA 95528 40.5070 -123.9743 1139
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## 1085 Louisville KY 40202 38.2507 -85.7476 736284
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## 1087 Hovland MN 55606 47.8342 -90.0476 272
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## 1089 Arvada CO 80005 39.8422 -105.1097 122111
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## 1091 Ruckersville VA 22968 38.2586 -78.4074 9815
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## 1098 Arvada CO 80005 39.8422 -105.1097 122111
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## 1100 Winthrop ME 4364 44.3229 -69.9576 6025
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## 1103 Lebanon VA 24266 36.8809 -82.0956 9521
## 1104 Minneapolis MN 55403 44.9673 -93.2828 1022298
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## 1110 Fayetteville NC 28314 35.0583 -79.0080 238602
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## 1116 Southfield MI 48034 42.4969 -83.2911 75830
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## 1119 Tyaskin MD 21865 38.2833 -75.8465 470
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## 1123 Lonetree WY 82936 41.0552 -110.1603 49
## 1124 Fort Washakie WY 82514 43.0048 -108.8964 1645
## 1125 Rock Tavern NY 12575 41.4575 -74.1659 2258
## 1126 Clarinda IA 51632 40.7491 -95.0380 7297
## 1127 Baton Rouge LA 70808 30.4066 -91.1468 378909
## 1128 Cuyahoga Falls OH 44223 41.1464 -81.5107 47772
## 1129 Phoenix AZ 85086 33.8155 -112.1202 1312922
## 1130 Sutherland NE 69165 41.1558 -101.1360 1789
## 1131 Apison TN 37302 35.0149 -85.0164 3730
## 1132 Fiddletown CA 95629 38.5234 -120.6763 832
## 1133 Esbon KS 66941 39.7562 -98.4462 242
## 1134 Heidelberg MS 39439 31.8820 -88.9981 4573
## 1135 Conway WA 98238 48.3400 -122.3456 85
## 1136 Clay Center OH 43408 41.5686 -83.3632 269
## 1137 Thomas OK 73669 35.7382 -98.7388 1675
## 1138 West Harrison NY 10604 41.0592 -73.7395 11250
## 1139 Ruckersville VA 22968 38.2586 -78.4074 9815
## 1140 Grandview TX 76050 32.2779 -97.2351 5875
## 1141 Manquin VA 23106 37.7184 -77.1860 976
## 1142 Sachse TX 75048 32.9643 -96.6012 20328
## 1143 Owensville MO 65066 38.3511 -91.4867 6703
## 1144 Wilmette IL 60091 42.0765 -87.7246 27020
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## 1148 Rock Springs WY 82901 41.6060 -109.2300 27971
## 1149 Oakland CA 94619 37.7878 -122.1884 381459
## 1150 Fulton SD 57340 43.7588 -97.8712 355
## 1151 Altonah UT 84002 40.3207 -110.4360 302
## 1152 Wilmette IL 60091 42.0765 -87.7246 27020
## 1153 Brunson SC 29911 32.9413 -81.1807 1725
## 1154 Titusville FL 32780 28.5697 -80.8191 54767
## 1155 Paris MS 38949 34.1992 -89.3820 297
## 1156 Elkhart IA 50073 41.8114 -93.4855 1195
## 1157 Thomas WV 26292 39.1505 -79.5030 836
## 1158 Cascade Locks OR 97014 45.6710 -121.8686 1288
## 1159 Humble TX 77338 30.0041 -95.2825 194500
## 1160 West Palm Beach FL 33417 26.7197 -80.1248 459921
## 1161 Egan LA 70531 30.2510 -92.5002 1261
## 1162 Fulton OH 43321 40.4971 -82.8342 267
## 1163 Dallas TX 75238 32.8770 -96.7080 1263321
## 1164 Browning MO 64630 40.0290 -93.1607 602
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## 1166 Cottekill NY 12419 41.8467 -74.1038 722
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## 1168 Roma TX 78584 26.4215 -99.0025 18128
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## 1173 Hopkins SC 29061 33.9349 -80.8449 13717
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## 1175 O Brien TX 79539 33.3749 -99.8473 178
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## 1178 Roosevelt OK 73564 34.8470 -98.9836 551
## 1179 Amanda OH 43102 39.6251 -82.7552 4512
## 1180 Surrency GA 31563 31.6489 -82.1982 1324
## 1181 Scotia SC 29939 32.6786 -81.2455 302
## 1182 South Richmond Hill NY 11419 40.6868 -73.8230 47211
## 1183 West Henrietta NY 14586 43.0397 -77.6871 10256
## 1184 Coleharbor ND 58531 47.5196 -101.2332 307
## 1185 Pueblo CO 81005 38.2352 -104.6600 151815
## 1186 Murrayville IL 62668 39.5723 -90.2379 1512
## 1187 Lebanon VA 24266 36.8809 -82.0956 9521
## 1188 Fayetteville NC 28314 35.0583 -79.0080 238602
## 1189 Lagrange WY 82221 41.6423 -104.1974 635
## 1190 Smith River CA 95567 41.9404 -124.1587 1930
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## 1192 Purmela TX 76566 31.4841 -97.9903 258
## 1193 Chester Heights PA 19017 39.8839 -75.4669 348
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## 1195 Thompson UT 84540 38.9999 -109.6150 46
## 1196 Clarks Mills PA 16114 41.3851 -80.1752 606
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## 1203 Arcadia MI 49613 44.5232 -86.2061 680
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## 1206 Tupper Lake NY 12986 44.2320 -74.4905 6120
## 1207 West Eaton NY 13484 42.8546 -75.6605 176
## 1208 Afton MI 49705 45.3637 -84.4695 937
## 1209 Pembroke Township IL 60958 41.0646 -87.5917 2135
## 1210 Phoenix AZ 85020 33.5623 -112.0559 1312922
## 1211 Beaverdam OH 45808 40.8314 -83.9758 349
## 1212 Fordoche LA 70732 30.6576 -91.6264 1178
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## 1214 Norman AR 71960 34.4596 -93.6743 1383
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## 1217 Kingsford Heights IN 46346 41.4802 -86.6919 1423
## 1218 Lebanon VA 24266 36.8809 -82.0956 9521
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## 1220 Noonan ND 58765 48.8856 -103.0098 248
## 1221 Greenwich NJ 8323 39.4055 -75.3209 804
## 1222 Saint Petersburg FL 33710 27.7898 -82.7243 341043
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## 1224 Lonsdale MN 55046 44.4477 -93.4252 5211
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## 1226 West Sayville NY 11796 40.7320 -73.1000 4056
## 1227 Moab UT 84532 38.5677 -109.5271 9772
## 1228 Heidelberg MS 39439 31.8820 -88.9981 4573
## 1229 Phenix City AL 36869 32.4204 -85.0796 59744
## 1230 Leetsdale PA 15056 40.5662 -80.2099 1140
## 1231 Coffeeville MS 38922 33.9215 -89.6782 3451
## 1232 Stirling NJ 7980 40.6774 -74.4968 2307
## 1233 Issaquah WA 98027 47.4974 -122.0107 50489
## 1234 Old Hickory TN 37138 36.2416 -86.6117 22191
## 1235 West Long Branch NJ 7764 40.2878 -74.0162 8097
## 1236 Auburn ME 4210 44.0948 -70.2390 23045
## 1237 Arcadia SC 29320 34.9572 -81.9916 530
## 1238 Rule TX 79548 33.0771 -99.9590 932
## 1239 East Andover ME 4226 44.6084 -70.6993 190
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## 1241 Lohrville IA 51453 42.2619 -94.5566 695
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## 1250 Vero Beach FL 32960 27.6330 -80.4031 105638
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## 1254 Muskegon MI 49440 43.2326 -86.2492 128715
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## 1258 Ratcliff TX 75858 31.3833 -95.0619 43
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## 1260 Miamisburg OH 45342 39.6321 -84.2675 36784
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## 1262 Brandon VT 5733 43.8065 -73.0882 5895
## 1263 Hawthorne CA 90250 33.9143 -118.3493 93193
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## 1266 Bradley SC 29819 34.0326 -82.2027 1523
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## 1270 Duncan MS 38740 34.0470 -90.7652 466
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## 1272 Sachse TX 75048 32.9643 -96.6012 20328
## 1273 Kingsford Heights IN 46346 41.4802 -86.6919 1423
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## 1278 Tryon OK 74875 35.8759 -96.9623 1165
## 1279 Lowell OR 97452 43.9210 -122.7806 1420
## 1280 Mc Cracken KS 67556 38.5957 -99.5540 320
## 1281 Wales AK 99783 64.7556 -165.6723 145
## 1282 Southfield MI 48034 42.4969 -83.2911 75830
## 1283 Milwaukee WI 53228 42.9676 -88.0434 817312
## 1284 Girard GA 30426 33.0437 -81.7106 1100
## 1285 Cass WV 24927 38.3880 -79.9906 365
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## 1288 New Ellenton SC 29809 33.4130 -81.6900 2206
## 1289 Enola AR 72047 35.2087 -92.2123 969
## 1290 Paulding OH 45879 41.1410 -84.5722 6284
## 1291 Coleman TX 76834 31.8287 -99.4270 5908
## 1292 Bailey NC 27807 35.8072 -78.0892 6629
## 1293 Littleton CO 80120 39.5994 -105.0044 320420
## 1294 Fiddletown CA 95629 38.5234 -120.6763 832
## 1295 East Troy WI 53120 42.8035 -88.4092 9679
## 1296 Iliff CO 80736 40.7692 -103.0968 648
## 1297 Greendale WI 53129 42.9373 -87.9943 13973
## 1298 Fulton OH 43321 40.4971 -82.8342 267
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## 1300 Nazareth TX 79063 34.5444 -102.1069 686
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## 1302 Saxon WI 54559 46.4959 -90.4383 795
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## 1306 Burlington WA 98233 48.4786 -122.3345 14871
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## 1314 Armagh PA 15920 40.4603 -79.0097 922
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## 1316 Breesport NY 14816 42.1939 -76.7361 520
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## 1318 Atlantic VA 23303 37.9073 -75.5089 741
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## 1320 Prairie Hill TX 76678 31.6591 -96.8094 263
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## 1322 Haw River NC 27258 36.0424 -79.3242 6006
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## 1333 Moriarty NM 87035 34.9889 -106.0609 7268
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## 1335 Blackville SC 29817 33.3645 -81.2718 4913
## 1336 New Ellenton SC 29809 33.4130 -81.6900 2206
## 1337 Allentown NY 14707 42.0737 -78.0594 239
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## 1350 Hudson KS 67545 38.1485 -98.6408 215
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## 1354 Wheaton MO 64874 36.7651 -94.0492 760
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## 1356 North Prairie WI 53153 42.9385 -88.3950 2328
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## 1358 Orient WA 99160 48.8878 -118.2105 149
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## 1360 New Memphis IL 62266 38.4857 -89.6816 254
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## 1362 Burbank WA 99323 46.1966 -118.9017 3684
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## 1364 Wheaton MO 64874 36.7651 -94.0492 760
## 1365 Esbon KS 66941 39.7562 -98.4462 242
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## 1368 West Hartford VT 5084 43.7185 -72.4439 140
## 1369 Saint Petersburg FL 33710 27.7898 -82.7243 341043
## 1370 Grandview TX 76050 32.2779 -97.2351 5875
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## 1372 Whaleyville MD 21872 38.4121 -75.2811 718
## 1373 Sutherland NE 69165 41.1558 -101.1360 1789
## 1374 Kilgore TX 75662 32.3836 -94.8653 24536
## 1375 Southfield MI 48034 42.4969 -83.2911 75830
## 1376 Jordan Valley OR 97910 42.8801 -117.2810 641
## 1377 Belgrade MT 59714 45.7801 -111.1439 18182
## 1378 Edmond OK 73034 35.6665 -97.4798 116001
## 1379 Surrency GA 31563 31.6489 -82.1982 1324
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## 1384 Waupaca WI 54981 44.3481 -89.1101 15426
## 1385 Darien GA 31305 31.3826 -81.4312 5989
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## 1387 Milford OH 45150 39.1657 -84.2330 31394
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## 1389 Newberg OR 97132 45.3099 -122.9685 28278
## 1390 Plymouth CT 6782 41.6611 -73.0449 2376
## 1391 Columbia SC 29209 33.9659 -80.9355 333497
## 1392 Utica PA 16362 41.4798 -79.9403 1102
## 1393 Highland IN 46322 41.5500 -87.4569 23727
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## 1395 De Queen AR 71832 34.0442 -94.3386 11253
## 1396 Blooming Grove TX 76626 32.0758 -96.7010 1563
## 1397 Steuben ME 4680 44.4971 -67.9503 1131
## 1398 Mounds OK 74047 35.8896 -96.0887 7163
## 1399 Hawthorne CA 90250 33.9143 -118.3493 93193
## 1400 Ferney SD 57439 45.3290 -98.0837 52
## 1401 Saint Petersburg FL 33710 27.7898 -82.7243 341043
## 1402 Phoenix AZ 85020 33.5623 -112.0559 1312922
## 1403 East Troy WI 53120 42.8035 -88.4092 9679
## 1404 Belmont NH 3220 43.4512 -71.4890 7430
## 1405 Carlotta CA 95528 40.5070 -123.9743 1139
## 1406 Bellmore NY 11710 40.6729 -73.5365 34496
## 1407 Quanah TX 79252 34.2956 -99.7494 3202
## 1408 Thrall TX 76578 30.5920 -97.2893 1766
## 1409 Sturgis MS 39769 33.3570 -89.0473 1923
## 1410 Prairie Hill TX 76678 31.6591 -96.8094 263
## 1411 Roseland NE 68973 40.4591 -98.5551 463
## 1412 Murrayville IL 62668 39.5723 -90.2379 1512
## 1413 Dumont CO 80436 39.7532 -105.6356 565
## 1414 Barneveld NY 13304 43.2237 -75.1612 1684
## 1415 Blairstown MO 64726 38.5319 -93.9221 467
## 1416 Ronceverte WV 24970 37.7418 -80.4626 4575
## 1417 Oaks PA 19456 40.1334 -75.4536 737
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## 1419 Newark Valley NY 13811 42.2281 -76.1625 4354
## 1420 Laramie WY 82072 41.4247 -105.4781 35371
## 1421 Downsville NY 13755 42.0716 -75.0152 1228
## 1422 Bowdoin ME 4287 44.0575 -69.9656 3224
## 1423 Port Gibson NY 14537 43.0330 -77.1575 207
## 1424 Battle Creek IA 51006 42.3327 -95.6045 1075
## 1425 Mulberry Grove IL 62262 38.9311 -89.2463 1810
## 1426 Tomales CA 94971 38.2427 -122.9145 337
## 1427 Thomas WV 26292 39.1505 -79.5030 836
## 1428 Browning MO 64630 40.0290 -93.1607 602
## 1429 Tower Hill IL 62571 39.3900 -88.9597 1532
## 1430 American Fork UT 84003 40.3928 -111.7941 42384
## 1431 Clifton SC 29324 34.9906 -81.8327 167
## 1432 Oakland CA 94619 37.7878 -122.1884 381459
## 1433 Creedmoor NC 27522 36.1124 -78.6476 12335
## 1434 Albuquerque NM 87109 35.1506 -106.5690 641349
## 1435 Falls Church VA 22046 38.8856 -77.1802 116155
## 1436 Hancock MD 21750 39.6991 -78.1762 3766
## 1437 Thomas WV 26292 39.1505 -79.5030 836
## 1438 Texarkana AR 71854 33.4310 -93.8765 36438
## 1439 Bauxite AR 72011 34.5091 -92.4828 4074
## 1440 Kensington MD 20895 39.0298 -77.0793 19054
## 1441 Stayton OR 97383 44.8021 -122.7624 9587
## 1442 Pointe Aux Pins MI 49775 45.7549 -84.4470 95
## 1443 Bonfield IL 60913 41.1573 -88.0619 1617
## 1444 Napa CA 94558 38.4549 -122.2564 94014
## 1445 Bailey NC 27807 35.8072 -78.0892 6629
## 1446 West Henrietta NY 14586 43.0397 -77.6871 10256
## 1447 Newark Valley NY 13811 42.2281 -76.1625 4354
## 1448 Lohrville IA 51453 42.2619 -94.5566 695
## 1449 Brandon FL 33510 27.9551 -82.2966 79613
## 1450 Moriarty NM 87035 34.9889 -106.0609 7268
## 1451 Moulton IA 52572 40.6866 -92.6833 1132
## 1452 Goodrich MI 48438 42.9147 -83.4845 6951
## 1453 Thomas OK 73669 35.7382 -98.7388 1675
## 1454 Fort Myers FL 33967 26.4722 -81.8122 224256
## 1455 Grandview TX 76050 32.2779 -97.2351 5875
## 1456 Fayetteville NC 28314 35.0583 -79.0080 238602
## 1457 Elberta MI 49628 44.5995 -86.2141 372
## 1458 Esbon KS 66941 39.7562 -98.4462 242
## 1459 Cochranton PA 16314 41.5205 -80.0573 5507
## 1460 Tyler TX 75703 32.2768 -95.3031 144160
## 1461 Burbank WA 99323 46.1966 -118.9017 3684
## 1462 Wichita KS 67216 37.6223 -97.3136 409656
## 1463 Bristol PA 19007 40.1159 -74.8536 21125
## 1464 Pittsburgh PA 15217 40.4308 -79.9205 687276
## 1465 Valdosta GA 31605 30.9460 -83.2474 94325
## 1466 Notrees TX 79759 31.8599 -102.7413 23
## 1467 West Monroe LA 71291 32.5317 -92.1760 54185
## 1468 Dayton OH 45415 39.8355 -84.2613 479994
## 1469 North Washington PA 16048 41.0472 -79.8089 139
## 1470 Lakeland FL 33809 28.1762 -81.9591 237282
## 1471 Fordoche LA 70732 30.6576 -91.6264 1178
## 1472 Smithfield IL 61477 40.4855 -90.2856 631
## 1473 Kingsford Heights IN 46346 41.4802 -86.6919 1423
## 1474 Birmingham IA 52535 40.8626 -91.9534 888
## 1475 Hawley MN 56549 46.9777 -96.4092 4508
## 1476 Birmingham IA 52535 40.8626 -91.9534 888
## 1477 Redford MO 63665 37.3272 -91.0243 241
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## 1479 Jones AL 36749 32.5104 -86.8138 1089
## 1480 Riverton WY 82501 43.0351 -108.2024 19408
## 1481 Kingsport TN 37663 36.4715 -82.4834 87124
## 1482 Hancock MD 21750 39.6991 -78.1762 3766
## 1483 North Prairie WI 53153 42.9385 -88.3950 2328
## 1484 San Diego CA 92128 33.0067 -117.0690 1241364
## 1485 Arcadia SC 29320 34.9572 -81.9916 530
## 1486 Oakland TN 38060 35.2229 -89.5518 9496
## 1487 West Harrison NY 10604 41.0592 -73.7395 11250
## 1488 Sutherland NE 69165 41.1558 -101.1360 1789
## 1489 Lahoma OK 73754 36.3850 -98.0727 1078
## 1490 Brandon VT 5733 43.8065 -73.0882 5895
## 1491 Wetmore MI 49895 46.3535 -86.6345 765
## 1492 Cisco IL 61830 39.9972 -88.6962 478
## 1493 Reno NV 89512 39.5483 -119.7957 276896
## 1494 Moro IL 62067 38.9318 -89.9618 2401
## 1495 Laguna Hills CA 92637 33.6150 -117.7114 45303
## 1496 Livonia MI 48154 42.3958 -83.3772 96942
## 1497 Dubre KY 42731 36.8421 -85.5396 341
## 1498 Tyler TX 75703 32.2768 -95.3031 144160
## 1499 Pikesville MD 21208 39.3764 -76.7290 33917
## 1500 Bonfield IL 60913 41.1573 -88.0619 1617
## 1501 Moundsville WV 26041 39.9148 -80.7310 16183
## 1502 Hudson NY 12534 42.2470 -73.7552 17867
## 1503 Edinburg VA 22824 38.8432 -78.6003 6018
## 1504 Brantley AL 36009 31.5710 -86.2743 2566
## 1505 Orient WA 99160 48.8878 -118.2105 149
## 1506 Marathon TX 79842 30.1886 -103.2214 498
## 1507 Belgrade MT 59714 45.7801 -111.1439 18182
## 1508 Bonfield IL 60913 41.1573 -88.0619 1617
## 1509 Roosevelt OK 73564 34.8470 -98.9836 551
## 1510 Avera GA 30803 33.1410 -82.5150 741
## 1511 Baton Rouge LA 70808 30.4066 -91.1468 378909
## 1512 Canton OH 44702 40.8027 -81.3739 192805
## 1513 Littleton CO 80120 39.5994 -105.0044 320420
## 1514 Jones AL 36749 32.5104 -86.8138 1089
## 1515 Sheffield MA 1257 42.1001 -73.3611 2121
## 1516 Red River NM 87558 36.6659 -105.4694 606
## 1517 Tamaroa IL 62888 38.1380 -89.2231 2135
## 1518 Chester Heights PA 19017 39.8839 -75.4669 348
## 1519 Center Tuftonboro NH 3816 43.6849 -71.2551 1368
## 1520 Creedmoor NC 27522 36.1124 -78.6476 12335
## 1521 Parker Dam CA 92267 34.2980 -114.1560 126
## 1522 Ozawkie KS 66070 39.2136 -95.4404 2661
## 1523 Huntington Beach CA 92648 33.6773 -118.0051 190249
## 1524 Manville WY 82227 42.7300 -104.7024 241
## 1525 Ogdensburg NJ 7439 41.0767 -74.5982 2456
## 1526 Gretna LA 70056 29.8872 -90.0331 55581
## 1527 Gadsden AL 35903 33.9845 -85.9077 67082
## 1528 Haines City FL 33844 28.0758 -81.5929 33804
## 1529 Cottekill NY 12419 41.8467 -74.1038 722
## 1530 Edmond OK 73034 35.6665 -97.4798 116001
## 1531 Alva WY 82711 44.6873 -104.4414 110
## 1532 Grand Junction TN 38039 35.0659 -89.1534 1804
## 1533 Cisco IL 61830 39.9972 -88.6962 478
## 1534 Clarks Mills PA 16114 41.3851 -80.1752 606
## 1535 Hooper NE 68031 41.6414 -96.5232 1745
## 1536 Luzerne MI 48636 44.6001 -84.2931 864
## 1537 Elizabethtown KY 42701 37.6848 -85.8784 48194
## 1538 Lima OH 45801 40.7641 -84.0973 86954
## 1539 Ozawkie KS 66070 39.2136 -95.4404 2661
## 1540 Great Mills MD 20634 38.2674 -76.4954 5927
## 1541 Whaleyville MD 21872 38.4121 -75.2811 718
## 1542 Napa CA 94558 38.4549 -122.2564 94014
## 1543 Key West FL 33040 24.6557 -81.3824 32891
## 1544 Harper TX 78631 30.2816 -99.2410 2395
## 1545 Great Mills MD 20634 38.2674 -76.4954 5927
## 1546 Birmingham IA 52535 40.8626 -91.9534 888
## 1547 Pearlington MS 39572 30.2508 -89.6011 1414
## 1548 Marion CT 6444 41.7918 -72.7188 370
## 1549 Mounds OK 74047 35.8896 -96.0887 7163
## 1550 Stanchfield MN 55080 45.6675 -93.2433 2607
## 1551 Mulberry Grove IL 62262 38.9311 -89.2463 1810
## 1552 West Sayville NY 11796 40.7320 -73.1000 4056
## 1553 Cardwell MO 63829 36.0434 -90.2907 1120
## 1554 Grover NC 28073 35.1836 -81.4552 5621
## 1555 Halstad MN 56548 47.3551 -96.7980 771
## 1556 East Canaan CT 6024 42.0158 -73.2913 647
## 1557 Thomas OK 73669 35.7382 -98.7388 1675
## 1558 Azusa CA 91702 34.1248 -117.9031 59705
## 1559 Maysville KY 41056 38.6207 -83.8067 14228
## 1560 De Soto KS 66018 38.9462 -94.9714 5760
## 1561 Phoenix AZ 85086 33.8155 -112.1202 1312922
## 1562 Hooper NE 68031 41.6414 -96.5232 1745
## 1563 Manderson SD 57756 43.3526 -102.5411 1126
## 1564 Wales AK 99783 64.7556 -165.6723 145
## 1565 Oakland CA 94619 37.7878 -122.1884 381459
## 1566 Moravian Falls NC 28654 36.0788 -81.1781 3495
## 1567 Birmingham AL 35229 33.4629 -86.7904 493806
## 1568 Goodrich MI 48438 42.9147 -83.4845 6951
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## 1572 Rockwood PA 15557 39.9373 -79.1865 3684
## 1573 Belgrade MT 59714 45.7801 -111.1439 18182
## 1574 Moulton IA 52572 40.6866 -92.6833 1132
## 1575 Smackover AR 71762 33.3398 -92.7442 2501
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## 1579 Belmond IA 50421 42.8511 -93.6200 3032
## 1580 Wichita KS 67216 37.6223 -97.3136 409656
## 1581 Murrayville IL 62668 39.5723 -90.2379 1512
## 1582 Bronx NY 10463 40.8798 -73.9067 1382480
## 1583 Gretna LA 70056 29.8872 -90.0331 55581
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## 1585 Drakes Branch VA 23937 36.9688 -78.5615 1970
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## 1589 Birmingham AL 35229 33.4629 -86.7904 493806
## 1590 Littleton CO 80120 39.5994 -105.0044 320420
## 1591 Cord AR 72524 35.8184 -91.3375 376
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## 1593 Norwalk CA 90650 33.9056 -118.0818 105549
## 1594 Parsonsfield ME 4047 43.7450 -70.9092 1892
## 1595 Port Saint Lucie FL 34953 27.2625 -80.3793 181438
## 1596 Munith MI 49259 42.3703 -84.2485 2523
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## 1599 Southfield MI 48034 42.4969 -83.2911 75830
## 1600 Fort Myers FL 33967 26.4722 -81.8122 224256
## 1601 Zaleski OH 45698 39.2830 -82.3977 341
## 1602 Minnesota Lake MN 56068 43.8295 -93.8282 1087
## 1603 Logan IL 62856 37.9943 -88.9417 324
## 1604 Helm CA 93627 36.4992 -120.0936 123
## 1605 Conway NH 3818 43.9742 -71.1503 3807
## 1606 Indian Wells CA 92210 33.7163 -116.3381 4677
## 1607 Alexandria VA 22311 38.8320 -77.1200 321490
## 1608 East Canaan CT 6024 42.0158 -73.2913 647
## 1609 Quanah TX 79252 34.2956 -99.7494 3202
## 1610 Chester MD 21619 38.9583 -76.2842 5848
## 1611 Pomona NY 10970 41.1901 -74.0436 9993
## 1612 New Waverly TX 77358 30.5354 -95.4532 4993
## 1613 Newark Valley NY 13811 42.2281 -76.1625 4354
## 1614 Bristol PA 19007 40.1159 -74.8536 21125
## 1615 Sprague NE 68438 40.6267 -96.7456 142
## 1616 Barneveld NY 13304 43.2237 -75.1612 1684
## 1617 Farmington NY 14425 42.9580 -77.3083 10717
## 1618 Orient WA 99160 48.8878 -118.2105 149
## 1619 Utica KS 67584 38.6411 -100.1380 269
## 1620 Laredo TX 78040 27.5155 -99.4986 248858
## 1621 Mountain Center CA 92561 33.6401 -116.5567 1661
## 1622 Goodrich MI 48438 42.9147 -83.4845 6951
## 1623 Dieterich IL 62424 39.0319 -88.4074 2092
## 1624 Ravenna NE 68869 41.0233 -98.9041 2202
## 1625 Grant AL 35747 34.4959 -86.2590 5901
## 1626 Sebring FL 33872 27.4703 -81.4872 50835
## 1627 Naples FL 34112 26.1184 -81.7361 276002
## 1628 Hahira GA 31632 30.9416 -83.3574 10295
## 1629 Cottekill NY 12419 41.8467 -74.1038 722
## 1630 Blooming Grove TX 76626 32.0758 -96.7010 1563
## 1631 Cokeburg PA 15324 40.1008 -80.0652 632
## 1632 Moundsville WV 26041 39.9148 -80.7310 16183
## 1633 Mount Saint Joseph OH 45051 39.0965 -84.6431 177
## 1634 Ruckersville VA 22968 38.2586 -78.4074 9815
## 1635 Mansfield OH 44902 40.7559 -82.5123 92985
## 1636 Elberta MI 49628 44.5995 -86.2141 372
## 1637 Roma TX 78584 26.4215 -99.0025 18128
## 1638 Fort Washakie WY 82514 43.0048 -108.8964 1645
## 1639 Sacramento CA 95842 38.6865 -121.3494 757530
## 1640 Cisco IL 61830 39.9972 -88.6962 478
## 1641 New Holstein WI 53061 43.9446 -88.0911 5196
## 1642 Brandon VT 5733 43.8065 -73.0882 5895
## 1643 Winfield WV 25213 38.5072 -81.8900 5512
## 1644 Milner GA 30257 33.1410 -84.1759 4138
## 1645 Saint Petersburg FL 33710 27.7898 -82.7243 341043
## 1646 Kirtland Afb NM 87117 35.0203 -106.5503 310
## 1647 Mount Saint Joseph OH 45051 39.0965 -84.6431 177
## 1648 Romulus MI 48174 42.2203 -83.3583 31515
## 1649 Florence MS 39073 32.1530 -90.1217 19685
## 1650 Topeka KS 66618 39.1329 -95.7023 163415
## 1651 Murrayville IL 62668 39.5723 -90.2379 1512
## 1652 Espanola NM 87533 35.9866 -106.0654 18408
## 1653 Centerview MO 64019 38.7897 -93.8702 2368
## 1654 Brunson SC 29911 32.9413 -81.1807 1725
## 1655 Montrose NY 10548 41.2496 -73.9446 3487
## 1656 Haynes AR 72341 34.8838 -90.7666 222
## 1657 Hinesburg VT 5461 44.3346 -73.0980 4542
## 1658 Falls Church VA 22046 38.8856 -77.1802 116155
## 1659 Rochester KY 42273 37.2048 -86.8592 443
## 1660 Clayton OK 74536 34.5906 -95.3800 1760
## 1661 Littleton CO 80120 39.5994 -105.0044 320420
## 1662 Mallie KY 41836 37.2692 -82.9161 798
## 1663 Superior AZ 85173 33.2887 -111.0985 2872
## 1664 Baton Rouge LA 70808 30.4066 -91.1468 378909
## 1665 Greenwich NJ 8323 39.4055 -75.3209 804
## 1666 Rock Tavern NY 12575 41.4575 -74.1659 2258
## 1667 Hinckley OH 44233 41.2419 -81.7453 7646
## 1668 Rock Springs WY 82901 41.6060 -109.2300 27971
## 1669 Andrews NC 28901 35.1959 -83.8228 5354
## 1670 Cokeburg PA 15324 40.1008 -80.0652 632
## 1671 Brandon VT 5733 43.8065 -73.0882 5895
## 1672 Wheaton MO 64874 36.7651 -94.0492 760
## 1673 West Hartford VT 5084 43.7185 -72.4439 140
## 1674 Sherman TX 75092 33.6372 -96.6184 46563
## 1675 Tallmansville WV 26237 38.8564 -80.1580 571
## 1676 Oran IA 50664 42.7012 -92.0762 53
## 1677 Cowlesville NY 14037 42.8112 -78.4481 1166
## 1678 Wilmette IL 60091 42.0765 -87.7246 27020
## 1679 Elk Rapids MI 49629 44.8955 -85.4082 2223
## 1680 Bridgeport NJ 8014 39.8016 -75.3478 504
## 1681 Cass WV 24927 38.3880 -79.9906 365
## 1682 Orangeburg NY 10962 41.0442 -73.9609 5950
## 1683 Cherokee Village AR 72529 36.3011 -91.5281 4726
## 1684 Tyler TX 75703 32.2768 -95.3031 144160
## 1685 Saint Petersburg FL 33710 27.7898 -82.7243 341043
## 1686 Orr MN 55771 48.1439 -92.8561 1680
## 1687 Fairview NJ 7022 40.8170 -74.0000 13835
## 1688 Birmingham IA 52535 40.8626 -91.9534 888
## 1689 Falls Church VA 22046 38.8856 -77.1802 116155
## 1690 Barnstable MA 2630 41.6983 -70.3001 1850
## 1691 Crownpoint NM 87313 35.7206 -108.0271 5662
## 1692 Kingsford Heights IN 46346 41.4802 -86.6919 1423
## 1693 Holstein NE 68950 40.4542 -98.6538 331
## 1694 Saxon WI 54559 46.4959 -90.4383 795
## 1695 Clay Center OH 43408 41.5686 -83.3632 269
## 1696 Tomales CA 94971 38.2427 -122.9145 337
## 1697 Fiddletown CA 95629 38.5234 -120.6763 832
## 1698 Honokaa HI 96727 20.0827 -155.4880 4878
## 1699 Stayton OR 97383 44.8021 -122.7624 9587
## 1700 Putnam IL 61560 41.1949 -89.4409 754
## 1701 Jones AL 36749 32.5104 -86.8138 1089
## 1702 Ford VA 23850 37.1349 -77.7364 1051
## 1703 Saint Petersburg FL 33710 27.7898 -82.7243 341043
## 1704 Hinesburg VT 5461 44.3346 -73.0980 4542
## 1705 Andrews IN 46702 40.8618 -85.6067 2304
## 1706 Fort Myers FL 33967 26.4722 -81.8122 224256
## 1707 Owensville MO 65066 38.3511 -91.4867 6703
## 1708 Mount Saint Joseph OH 45051 39.0965 -84.6431 177
## 1709 Andrews NC 28901 35.1959 -83.8228 5354
## 1710 Cokeburg PA 15324 40.1008 -80.0652 632
## 1711 Andrews IN 46702 40.8618 -85.6067 2304
## 1712 Norman Park GA 31771 31.2462 -83.6549 5666
## 1713 Smiths Grove KY 42171 37.0581 -86.1938 6841
## 1714 Jelm WY 82063 41.0539 -106.0763 100
## 1715 San Angelo TX 76905 31.4647 -100.3900 103927
## 1716 Meadville MO 64659 39.7795 -93.3014 964
## 1717 Brownville NY 13615 44.0577 -76.0196 1271
## 1718 Eagarville IL 62023 39.1118 -89.7855 91
## 1719 Harborcreek PA 16421 42.1767 -79.9416 2518
## 1720 Leonard TX 75452 33.4044 -96.2238 4090
## 1721 Orr MN 55771 48.1439 -92.8561 1680
## 1722 Leo IN 46765 41.2249 -85.0301 5341
## 1723 Claremont CA 91711 34.1092 -117.7183 35705
## 1724 Spencer SD 57374 43.7557 -97.5936 343
## 1725 Centerview MO 64019 38.7897 -93.8702 2368
## 1726 Nelson NE 68961 40.2010 -98.0684 732
## 1727 Topeka KS 66618 39.1329 -95.7023 163415
## 1728 Randolph MN 55065 44.5274 -93.0196 1201
## 1729 East Canaan CT 6024 42.0158 -73.2913 647
## 1730 Lakeport CA 95453 39.0470 -122.9328 11256
## 1731 Schaefferstown PA 17088 40.3087 -76.2963 823
## 1732 Manville WY 82227 42.7300 -104.7024 241
## 1733 Ash Flat AR 72513 36.2201 -91.6421 2856
## 1734 Harrington Park NJ 7640 40.9918 -73.9800 4664
## 1735 Rockwell IA 50469 43.0032 -93.2167 1574
## 1736 Hinesburg VT 5461 44.3346 -73.0980 4542
## 1737 Noonan ND 58765 48.8856 -103.0098 248
## 1738 Philadelphia PA 19149 40.0369 -75.0664 1526206
## 1739 Bradley SC 29819 34.0326 -82.2027 1523
## 1740 Ringwood IL 60072 42.4048 -88.3054 928
## 1741 Woodville AL 35776 34.6689 -86.2296 3395
## 1742 Amorita OK 73719 36.9412 -98.2458 83
## 1743 Gardiner OR 97441 43.7857 -124.1437 260
## 1744 Brownville NY 13615 44.0577 -76.0196 1271
## 1745 Belle Fourche SD 57717 44.6723 -103.8396 8007
## 1746 West Henrietta NY 14586 43.0397 -77.6871 10256
## 1747 Winthrop ME 4364 44.3229 -69.9576 6025
## 1748 Fort Myers FL 33967 26.4722 -81.8122 224256
## 1749 Norman AR 71960 34.4596 -93.6743 1383
## 1750 Basye VA 22810 38.8089 -78.7776 863
## 1751 Goodrich MI 48438 42.9147 -83.4845 6951
## 1752 Stanchfield MN 55080 45.6675 -93.2433 2607
## 1753 Cottekill NY 12419 41.8467 -74.1038 722
## 1754 Grandview TX 76050 32.2779 -97.2351 5875
## 1755 Blackville SC 29817 33.3645 -81.2718 4913
## 1756 Newark Valley NY 13811 42.2281 -76.1625 4354
## 1757 Norwalk OH 44857 41.2403 -82.6078 23805
## 1758 Walnut Ridge AR 72476 36.0244 -90.9288 7155
## 1759 Baton Rouge LA 70808 30.4066 -91.1468 378909
## 1760 Fort Washakie WY 82514 43.0048 -108.8964 1645
## 1761 Lanark Village FL 32323 29.8826 -84.5964 217
## 1762 Oakdale NY 11769 40.7382 -73.1297 9506
## 1763 Arcadia SC 29320 34.9572 -81.9916 530
## 1764 Nokomis IL 62075 39.3036 -89.2853 3458
## 1765 Lake Jackson TX 77566 29.0393 -95.4401 28739
## 1766 Sun City CA 92585 33.7467 -117.1721 54287
## 1767 Brunson SC 29911 32.9413 -81.1807 1725
## 1768 Cuyahoga Falls OH 44223 41.1464 -81.5107 47772
## 1769 Scotland MD 20687 38.0828 -76.3477 313
## 1770 Clifton SC 29324 34.9906 -81.8327 167
## 1771 Miamisburg OH 45342 39.6321 -84.2675 36784
## 1772 Mountain Park OK 73559 34.7032 -98.9591 540
## 1773 Hinckley OH 44233 41.2419 -81.7453 7646
## 1774 Smith River CA 95567 41.9404 -124.1587 1930
## 1775 Topeka KS 66618 39.1329 -95.7023 163415
## 1776 Johns Island SC 29455 32.8357 -79.8217 20478
## 1777 Phoenix AZ 85020 33.5623 -112.0559 1312922
## 1778 Lakeport CA 95453 39.0470 -122.9328 11256
## 1779 Bethel OH 45106 38.9424 -84.0920 12349
## 1780 Phoenix AZ 85020 33.5623 -112.0559 1312922
## 1781 Cedar MI 49621 44.8605 -85.8138 3096
## 1782 Cochranton PA 16314 41.5205 -80.0573 5507
## 1783 Lomax IL 61454 40.6761 -91.0391 725
## 1784 Brantley AL 36009 31.5710 -86.2743 2566
## 1785 Wales AK 99783 64.7556 -165.6723 145
## 1786 Loami IL 62661 39.6704 -89.8588 1213
## 1787 Key West FL 33040 24.6557 -81.3824 32891
## 1788 Scotia SC 29939 32.6786 -81.2455 302
## 1789 Spring Church PA 15686 40.6153 -79.4545 972
## 1790 Smackover AR 71762 33.3398 -92.7442 2501
## 1791 Philadelphia PA 19149 40.0369 -75.0664 1526206
## 1792 Laredo TX 78040 27.5155 -99.4986 248858
## 1793 Winfield WV 25213 38.5072 -81.8900 5512
## 1794 Surrency GA 31563 31.6489 -82.1982 1324
## 1795 Dallas TX 75218 32.8463 -96.6972 1263321
## 1796 Rocky Mount MO 65072 38.2911 -92.7059 1847
## 1797 Cromona KY 41810 37.1788 -82.6950 502
## 1798 Scotland MD 20687 38.0828 -76.3477 313
## 1799 Kensington MD 20895 39.0298 -77.0793 19054
## 1800 Topeka KS 66618 39.1329 -95.7023 163415
## 1801 Meredith CO 81642 39.3199 -106.6596 61
## 1802 Alexandria VA 22311 38.8320 -77.1200 321490
## 1803 Brashear MO 63533 40.1959 -92.4333 805
## 1804 Zavalla TX 75980 31.1569 -94.3871 2836
## 1805 Tulsa OK 74130 36.2395 -95.9596 413574
## 1806 Clarks Mills PA 16114 41.3851 -80.1752 606
## 1807 Tekoa WA 99033 47.2271 -117.0819 895
## 1808 Sherman TX 75092 33.6372 -96.6184 46563
## 1809 Wetmore MI 49895 46.3535 -86.6345 765
## 1810 Orient WA 99160 48.8878 -118.2105 149
## 1811 Kingsville MD 21087 39.4558 -76.4147 5451
## 1812 Galatia IL 62935 37.8274 -88.6235 1943
## 1813 Kenner LA 70062 29.9912 -90.2479 68211
## 1814 Dell City TX 79837 31.9240 -105.2099 579
## 1815 Moab UT 84532 38.5677 -109.5271 9772
## 1816 Glen Rock PA 17327 39.7813 -76.7477 7565
## 1817 Eureka IL 61530 40.7152 -89.2706 6713
## 1818 Shenandoah Junction WV 25442 39.3716 -77.8229 1925
## 1819 Christine ND 58015 46.5522 -96.7909 291
## 1820 Margaretville NY 12455 42.1852 -74.6178 1988
## 1821 Scotland MD 20687 38.0828 -76.3477 313
## 1822 Burke VA 22015 38.7894 -77.2818 43102
## 1823 Morrisdale PA 16858 41.0001 -78.2357 3688
## 1824 Saint Amant LA 70774 30.2385 -90.8435 10076
## 1825 Emmons MN 56029 43.5089 -93.4824 744
## 1826 Cochranton PA 16314 41.5205 -80.0573 5507
## 1827 Jones AL 36749 32.5104 -86.8138 1089
## 1828 Norwich OH 43767 39.9934 -81.8024 1443
## 1829 Norwich OH 43767 39.9934 -81.8024 1443
## 1830 Mc Cracken KS 67556 38.5957 -99.5540 320
## 1831 Stirling NJ 7980 40.6774 -74.4968 2307
## 1832 Beaver Falls PA 15010 40.7687 -80.3592 28425
## 1833 Tulsa OK 74131 36.0557 -96.0602 413574
## 1834 Murfreesboro TN 37132 35.8596 -86.4210 158701
## 1835 Alva WY 82711 44.6873 -104.4414 110
## 1836 Lohrville IA 51453 42.2619 -94.5566 695
## 1837 Portland OR 97210 45.5303 -122.7033 841711
## 1838 Kenner LA 70062 29.9912 -90.2479 68211
## 1839 Steuben ME 4680 44.4971 -67.9503 1131
## 1840 Kenner LA 70062 29.9912 -90.2479 68211
## 1841 Saint Amant LA 70774 30.2385 -90.8435 10076
## 1842 Haynes AR 72341 34.8838 -90.7666 222
## 1843 Andrews IN 46702 40.8618 -85.6067 2304
## 1844 Philadelphia PA 19149 40.0369 -75.0664 1526206
## 1845 Comfort WV 25049 38.1372 -81.5962 630
## 1846 Morrisdale PA 16858 41.0001 -78.2357 3688
## 1847 Springfield GA 31329 32.3697 -81.3618 9034
## 1848 Oran IA 50664 42.7012 -92.0762 53
## 1849 Sachse TX 75048 32.9643 -96.6012 20328
## 1850 Minneapolis MN 55403 44.9673 -93.2828 1022298
## 1851 Birmingham IA 52535 40.8626 -91.9534 888
## 1852 Lawn PA 17041 40.2236 -76.5380 213
## 1853 Fort Myers FL 33967 26.4722 -81.8122 224256
## 1854 Lawn PA 17041 40.2236 -76.5380 213
## 1855 Burbank OK 74633 36.6966 -96.7869 471
## 1856 New Holstein WI 53061 43.9446 -88.0911 5196
## 1857 Loami IL 62661 39.6704 -89.8588 1213
## 1858 Alva WY 82711 44.6873 -104.4414 110
## 1859 Coyle OK 73027 35.8985 -97.2607 1493
## 1860 North Judson IN 46366 41.2244 -86.6966 5791
## 1861 Cord AR 72524 35.8184 -91.3375 376
## 1862 Maria Stein OH 45860 40.4062 -84.5076 2274
## 1863 Newark Valley NY 13811 42.2281 -76.1625 4354
## 1864 Plymouth CT 6782 41.6611 -73.0449 2376
## 1865 Karnack TX 75661 32.6205 -94.2000 2807
## 1866 Fort Myers FL 33967 26.4722 -81.8122 224256
## 1867 Weeping Water NE 68463 40.8731 -96.1528 1517
## 1868 Webster City IA 50595 42.4657 -93.8262 9165
## 1869 Maria Stein OH 45860 40.4062 -84.5076 2274
## 1870 Milwaukee WI 53228 42.9676 -88.0434 817312
## 1871 Clarinda IA 51632 40.7491 -95.0380 7297
## 1872 Sontag MS 39665 31.6453 -90.1801 1196
## 1873 Orient WA 99160 48.8878 -118.2105 149
## 1874 Jones AL 36749 32.5104 -86.8138 1089
## 1875 Thrall TX 76578 30.5920 -97.2893 1766
## 1876 Reno NV 89512 39.5483 -119.7957 276896
## 1877 Ruth NV 89319 39.3426 -114.8859 450
## 1878 Lubbock TX 79413 33.5466 -101.8871 254282
## 1879 Du Pont GA 31630 31.0000 -82.8555 419
## 1880 Cass WV 24927 38.3880 -79.9906 365
## 1881 Randolph MN 55065 44.5274 -93.0196 1201
## 1882 East Troy WI 53120 42.8035 -88.4092 9679
## 1883 Ringwood IL 60072 42.4048 -88.3054 928
## 1884 Georgetown MN 56546 47.0999 -96.7270 346
## 1885 Birmingham IA 52535 40.8626 -91.9534 888
## 1886 Eldridge AL 35554 33.9315 -87.6194 1186
## 1887 Grandview TX 76050 32.2779 -97.2351 5875
## 1888 Whaleyville MD 21872 38.4121 -75.2811 718
## 1889 Wilmette IL 60091 42.0765 -87.7246 27020
## 1890 Clearwater FL 33760 27.9004 -82.7152 172247
## 1891 Cochranton PA 16314 41.5205 -80.0573 5507
## 1892 Orient NY 11957 41.1437 -72.2879 743
## 1893 Grandview TX 76050 32.2779 -97.2351 5875
## 1894 Manistique MI 49854 46.0062 -86.2555 6469
## 1895 Keisterville PA 15449 39.9636 -79.7853 184
## 1896 Santa Monica CA 90403 34.0287 -118.4924 92043
## 1897 Ruckersville VA 22968 38.2586 -78.4074 9815
## 1898 Haw River NC 27258 36.0424 -79.3242 6006
## 1899 Espanola NM 87533 35.9866 -106.0654 18408
## 1900 Churubusco IN 46723 41.2290 -85.3244 7692
## 1901 Tyaskin MD 21865 38.2833 -75.8465 470
## 1902 Drakes Branch VA 23937 36.9688 -78.5615 1970
## 1903 Winger MN 56592 47.5375 -95.9941 516
## 1904 Livonia MI 48154 42.3958 -83.3772 96942
## 1905 Moro IL 62067 38.9318 -89.9618 2401
## 1906 Mc Veytown PA 17051 40.5046 -77.7186 4653
## 1907 Breesport NY 14816 42.1939 -76.7361 520
## 1908 West Sayville NY 11796 40.7320 -73.1000 4056
## 1909 Gadsden AL 35903 33.9845 -85.9077 67082
## 1910 American Fork UT 84003 40.3928 -111.7941 42384
## 1911 Brownville NY 13615 44.0577 -76.0196 1271
## 1912 Bradley SC 29819 34.0326 -82.2027 1523
## 1913 Munith MI 49259 42.3703 -84.2485 2523
## 1914 Mulberry Grove IL 62262 38.9311 -89.2463 1810
## 1915 Murrayville IL 62668 39.5723 -90.2379 1512
## 1916 O Brien TX 79539 33.3749 -99.8473 178
## 1917 Smiths Grove KY 42171 37.0581 -86.1938 6841
## 1918 Gregory AR 72059 35.1791 -91.2594 37
## 1919 Albany NY 12222 42.6853 -73.8253 151022
## 1920 Stanchfield MN 55080 45.6675 -93.2433 2607
## 1921 Wetmore MI 49895 46.3535 -86.6345 765
## 1922 Grenada CA 96038 41.6125 -122.5258 589
## 1923 Breesport NY 14816 42.1939 -76.7361 520
## 1924 Blooming Grove TX 76626 32.0758 -96.7010 1563
## 1925 Superior AZ 85173 33.2887 -111.0985 2872
## 1926 Kingsford Heights IN 46346 41.4802 -86.6919 1423
## 1927 Spencer SD 57374 43.7557 -97.5936 343
## 1928 Logan IL 62856 37.9943 -88.9417 324
## 1929 Union WV 24983 37.5802 -80.5248 2443
## 1930 Garfield KS 67529 38.0649 -99.2374 365
## 1931 Roosevelt OK 73564 34.8470 -98.9836 551
## 1932 Indianapolis IN 46254 39.8490 -86.2720 910148
## 1933 Atlantic VA 23303 37.9073 -75.5089 741
## 1934 Webster City IA 50595 42.4657 -93.8262 9165
## 1935 Allentown PA 18103 40.5891 -75.4645 166081
## 1936 Phenix City AL 36869 32.4204 -85.0796 59744
## 1937 North Washington PA 16048 41.0472 -79.8089 139
## 1938 Heart Butte MT 59448 48.2777 -112.8456 743
## 1939 Saint Paul MN 55128 44.9913 -92.9487 753116
## 1940 Wilmington NC 28405 34.2651 -77.8670 186140
## 1941 Lahoma OK 73754 36.3850 -98.0727 1078
## 1942 Meadville MO 64659 39.7795 -93.3014 964
## 1943 Cochranton PA 16314 41.5205 -80.0573 5507
## 1944 Glendale CA 91206 34.1556 -118.2322 172817
## 1945 Phoenix AZ 85020 33.5623 -112.0559 1312922
## 1946 Issaquah WA 98027 47.4974 -122.0107 50489
## 1947 Red Cliff CO 81649 39.4584 -106.3851 277
## 1948 O Brien TX 79539 33.3749 -99.8473 178
## 1949 Andrews IN 46702 40.8618 -85.6067 2304
## 1950 Beaver Falls PA 15010 40.7687 -80.3592 28425
## 1951 Bowdoin ME 4287 44.0575 -69.9656 3224
## 1952 Rochester KY 42273 37.2048 -86.8592 443
## 1953 Newark Valley NY 13811 42.2281 -76.1625 4354
## 1954 North Judson IN 46366 41.2244 -86.6966 5791
## 1955 Birmingham IA 52535 40.8626 -91.9534 888
## 1956 Bonfield IL 60913 41.1573 -88.0619 1617
## 1957 Burlington WA 98233 48.4786 -122.3345 14871
## 1958 Harper TX 78631 30.2816 -99.2410 2395
## 1959 Shedd OR 97377 44.4530 -123.1065 917
## 1960 Saint Paul MN 55128 44.9913 -92.9487 753116
## 1961 Omaha NE 68117 41.2064 -95.9953 518429
## 1962 Southfield MI 48034 42.4969 -83.2911 75830
## 1963 Fayetteville NC 28314 35.0583 -79.0080 238602
## 1964 Westport KY 40077 38.4921 -85.4524 564
## 1965 Breesport NY 14816 42.1939 -76.7361 520
## 1966 Rock Springs WY 82901 41.6060 -109.2300 27971
## 1967 High Rolls Mountain Park NM 88325 32.9396 -105.8189 899
## 1968 Tulsa OK 74130 36.2395 -95.9596 413574
## 1969 Red River NM 87558 36.6659 -105.4694 606
## 1970 Cazenovia WI 53924 43.4987 -90.2796 1360
## 1971 Dresden KS 67635 39.6094 -100.4112 169
## 1972 Alpharetta GA 30009 34.0770 -84.3033 165556
## 1973 Coyle OK 73027 35.8985 -97.2607 1493
## 1974 Washington DC 20012 38.9757 -77.0282 601723
## 1975 Manistique MI 49854 46.0062 -86.2555 6469
## 1976 Hudson NY 12534 42.2470 -73.7552 17867
## 1977 Heart Butte MT 59448 48.2777 -112.8456 743
## 1978 Brooklyn NY 11217 40.6816 -73.9798 2504700
## 1979 Darien GA 31305 31.3826 -81.4312 5989
## 1980 Pittsburgh PA 15217 40.4308 -79.9205 687276
## 1981 Richland NJ 8350 39.4850 -74.8776 825
## 1982 Thrall TX 76578 30.5920 -97.2893 1766
## 1983 Aledo TX 76008 32.7004 -97.6039 13602
## 1984 Arnold MO 63010 38.4305 -90.3870 35439
## 1985 June Lake CA 93529 37.7773 -119.0825 633
## 1986 New York City NY 10039 40.8265 -73.9383 1577385
## 1987 Union WV 24983 37.5802 -80.5248 2443
## 1988 Shelter Island NY 11964 41.0640 -72.3366 1858
## 1989 Viola AR 72583 36.3924 -91.9932 1679
## 1990 Thomas WV 26292 39.1505 -79.5030 836
## 1991 Houston TX 77026 29.7972 -95.3288 2906700
## 1992 Detroit MI 48206 42.3749 -83.1087 673342
## 1993 Drakes Branch VA 23937 36.9688 -78.5615 1970
## 1994 Milford OH 45150 39.1657 -84.2330 31394
## 1995 Nazareth TX 79063 34.5444 -102.1069 686
## 1996 Hannawa Falls NY 13647 44.6087 -74.9732 69
## 1997 Heart Butte MT 59448 48.2777 -112.8456 743
## 1998 Odessa MO 64076 38.9829 -93.9757 9512
## 1999 Iselin NJ 8830 40.5716 -74.3167 18459
## 2000 Washoe Valley NV 89704 39.2669 -119.8174 4290
## 2001 Sacramento CA 95827 38.5662 -121.3286 757530
## 2002 Birmingham AL 35229 33.4629 -86.7904 493806
## 2003 North Washington PA 16048 41.0472 -79.8089 139
## 2004 Brandon VT 5733 43.8065 -73.0882 5895
## 2005 Denham Springs LA 70726 30.4590 -90.9027 71335
## 2006 Lakeland FL 33811 27.9865 -82.0139 237282
## 2007 Wales AK 99783 64.7556 -165.6723 145
## 2008 Redford MO 63665 37.3272 -91.0243 241
## 2009 Mobile AL 36617 30.7145 -88.0918 270712
## 2010 Romulus MI 48174 42.2203 -83.3583 31515
## 2011 Smiths Grove KY 42171 37.0581 -86.1938 6841
## 2012 Vero Beach FL 32960 27.6330 -80.4031 105638
## 2013 Vanderbilt PA 15486 40.0246 -79.6955 2303
## 2014 Topeka KS 66618 39.1329 -95.7023 163415
## 2015 Grand Junction TN 38039 35.0659 -89.1534 1804
## 2016 Varnell GA 30756 34.9298 -84.9885 74
## 2017 Diamond OH 44412 41.0935 -81.0425 2644
## 2018 Bridgeport NJ 8014 39.8016 -75.3478 504
## 2019 Highland IN 46322 41.5500 -87.4569 23727
## 2020 Littleton CO 80120 39.5994 -105.0044 320420
## 2021 Lake Jackson TX 77566 29.0393 -95.4401 28739
## 2022 Tallmansville WV 26237 38.8564 -80.1580 571
## 2023 Luzerne MI 48636 44.6001 -84.2931 864
## 2024 Purmela TX 76566 31.4841 -97.9903 258
## 2025 Jefferson NY 12093 42.4999 -74.6117 1666
## 2026 Fort Myers FL 33967 26.4722 -81.8122 224256
## 2027 Fullerton NE 68638 41.3660 -98.0054 1749
## 2028 Halma MN 56729 48.6669 -96.5969 140
## 2029 Oriskany Falls NY 13425 42.9576 -75.4838 1970
## 2030 Orr MN 55771 48.1439 -92.8561 1680
## 2031 Corsica PA 15829 41.1762 -79.1976 1274
## 2032 San Antonio TX 78248 29.5894 -98.5201 1595797
## 2033 Birmingham AL 35229 33.4629 -86.7904 493806
## 2034 Hurricane WV 25526 38.4257 -81.9943 21902
## 2035 Winfield WV 25213 38.5072 -81.8900 5512
## 2036 West Sayville NY 11796 40.7320 -73.1000 4056
## 2037 Cottekill NY 12419 41.8467 -74.1038 722
## 2038 Coleman TX 76834 31.8287 -99.4270 5908
## 2039 Leonard TX 75452 33.4044 -96.2238 4090
## 2040 Sutherland NE 69165 41.1558 -101.1360 1789
## 2041 Reno NV 89512 39.5483 -119.7957 276896
## 2042 Bellmore NY 11710 40.6729 -73.5365 34496
## 2043 Paauilo HI 96776 20.0271 -155.3697 1490
## 2044 Clarinda IA 51632 40.7491 -95.0380 7297
## 2045 Johns Island SC 29455 32.8357 -79.8217 20478
## 2046 Saint Paul MN 55128 44.9913 -92.9487 753116
## 2047 Tiptonville TN 38079 36.3846 -89.4649 5577
## 2048 Hudson NY 12534 42.2470 -73.7552 17867
## 2049 Diamond OH 44412 41.0935 -81.0425 2644
## 2050 Pittsburgh PA 15217 40.4308 -79.9205 687276
## 2051 Rhame ND 58651 46.1664 -103.7079 475
## 2052 Ranier MN 56668 48.6031 -93.2977 136
## 2053 Rochester KY 42273 37.2048 -86.8592 443
## 2054 Atlantic VA 23303 37.9073 -75.5089 741
## 2055 Allentown PA 18103 40.5891 -75.4645 166081
## 2056 Sacramento CA 95827 38.5662 -121.3286 757530
## 2057 Edinburg VA 22824 38.8432 -78.6003 6018
## 2058 Nazareth TX 79063 34.5444 -102.1069 686
## 2059 Thomas WV 26292 39.1505 -79.5030 836
## 2060 Newhall CA 91321 34.3795 -118.5230 34882
## 2061 Grover NC 28073 35.1836 -81.4552 5621
## 2062 Topeka KS 66618 39.1329 -95.7023 163415
## 2063 Holliday TX 76366 33.6751 -98.6576 2317
## 2064 Harper TX 78631 30.2816 -99.2410 2395
## 2065 Scarborough ME 4074 43.5835 -70.3457 18760
## 2066 Bristow IN 47515 38.1981 -86.6821 965
## 2067 Luray MO 63453 40.4931 -91.8912 519
## 2068 Lawrence MA 1843 42.6911 -71.1605 76383
## 2069 Des Moines IA 50312 41.5855 -93.6719 222785
## 2070 Ollie IA 52576 41.2001 -92.1354 568
## 2071 Bessemer AL 35022 33.3224 -86.9657 71463
## 2072 Gadsden AL 35903 33.9845 -85.9077 67082
## 2073 West Eaton NY 13484 42.8546 -75.6605 176
## 2074 Eugene OR 97403 44.0385 -123.0614 191096
## 2075 Joliet IL 60432 41.5378 -88.0572 128354
## 2076 Hurley SD 57036 43.2893 -97.1904 811
## 2077 Shrewsbury MA 1545 42.2848 -71.7205 35299
## 2078 Grand Bay AL 36541 30.4983 -88.3282 15647
## 2079 Sardis AL 36775 32.2844 -86.9920 800
## 2080 Wetmore MI 49895 46.3535 -86.6345 765
## 2081 Riverview MI 48193 42.1782 -83.2461 15623
## 2082 Hinesburg VT 5461 44.3346 -73.0980 4542
## 2083 Woods Cross UT 84087 40.8874 -111.9027 13983
## 2084 Mount Clemens MI 48043 42.5978 -82.8823 16305
## 2085 Oakland CA 94619 37.7878 -122.1884 381459
## 2086 Mooresville NC 28117 35.5840 -80.8685 69793
## 2087 Manistique MI 49854 46.0062 -86.2555 6469
## 2088 Saint James City FL 33956 26.5290 -82.0916 3776
## 2089 Port Ewen NY 12466 41.8948 -73.9767 2471
## 2090 Brownville NY 13615 44.0577 -76.0196 1271
## 2091 Scotia SC 29939 32.6786 -81.2455 302
## 2092 Corona CA 92882 33.8419 -117.6043 233717
## 2093 Mulberry Grove IL 62262 38.9311 -89.2463 1810
## 2094 Sherman TX 75092 33.6372 -96.6184 46563
## 2095 Jordan Valley OR 97910 42.8801 -117.2810 641
## 2096 West Sayville NY 11796 40.7320 -73.1000 4056
## 2097 Lakeland FL 33811 27.9865 -82.0139 237282
## 2098 Saint Amant LA 70774 30.2385 -90.8435 10076
## 2099 Bowdoin ME 4287 44.0575 -69.9656 3224
## 2100 Harrodsburg IN 47434 39.0130 -86.5457 76
## 2101 Phenix City AL 36869 32.4204 -85.0796 59744
## 2102 De Lancey NY 13752 42.1890 -74.9229 782
## 2103 Cleveland TX 77327 30.3300 -95.0202 34153
## 2104 San Antonio TX 78248 29.5894 -98.5201 1595797
## 2105 Spearsville LA 71277 32.9550 -92.5870 1758
## 2106 Orient WA 99160 48.8878 -118.2105 149
## 2107 Paauilo HI 96776 20.0271 -155.3697 1490
## 2108 Napa CA 94558 38.4549 -122.2564 94014
## 2109 Lonetree WY 82936 41.0552 -110.1603 49
## 2110 Henderson WV 25106 38.8265 -82.1364 642
## 2111 Hudson KS 67545 38.1485 -98.6408 215
## 2112 Moriarty NM 87035 34.9889 -106.0609 7268
## 2113 North Tonawanda NY 14120 43.0498 -78.8510 45100
## 2114 Glendale CA 91206 34.1556 -118.2322 172817
## 2115 Monmouth Beach NJ 7750 40.3330 -73.9809 3279
## 2116 San Antonio TX 78214 29.3641 -98.4924 1595797
## 2117 Parsonsfield ME 4047 43.7450 -70.9092 1892
## 2118 Rockwood PA 15557 39.9373 -79.1865 3684
## 2119 Newhall CA 91321 34.3795 -118.5230 34882
## 2120 Roma TX 78584 26.4215 -99.0025 18128
## 2121 Smiths Grove KY 42171 37.0581 -86.1938 6841
## 2122 Cisco IL 61830 39.9972 -88.6962 478
## 2123 Haw River NC 27258 36.0424 -79.3242 6006
## 2124 Browning MO 64630 40.0290 -93.1607 602
## 2125 Lake Jackson TX 77566 29.0393 -95.4401 28739
## 2126 Curlew IA 50527 42.9633 -94.7975 223
## 2127 Bronx NY 10463 40.8798 -73.9067 1382480
## 2128 Tekoa WA 99033 47.2271 -117.0819 895
## 2129 Drakes Branch VA 23937 36.9688 -78.5615 1970
## 2130 Norman Park GA 31771 31.2462 -83.6549 5666
## 2131 Cherokee Village AR 72529 36.3011 -91.5281 4726
## 2132 Greendale WI 53129 42.9373 -87.9943 13973
## 2133 Maysville KY 41056 38.6207 -83.8067 14228
## 2134 Andrews IN 46702 40.8618 -85.6067 2304
## 2135 Carlotta CA 95528 40.5070 -123.9743 1139
## 2136 Newhall CA 91321 34.3795 -118.5230 34882
## 2137 Greenbush VA 23357 37.7681 -75.6664 776
## 2138 Mount Saint Joseph OH 45051 39.0965 -84.6431 177
## 2139 Alexandria VA 22311 38.8320 -77.1200 321490
## 2140 Bronx NY 10463 40.8798 -73.9067 1382480
## 2141 Broomfield CO 80021 39.8854 -105.1139 92337
## 2142 Muskegon MI 49440 43.2326 -86.2492 128715
## 2143 Brunson SC 29911 32.9413 -81.1807 1725
## 2144 Avoca IA 51521 41.4768 -95.3509 2036
## 2145 Kissee Mills MO 65680 36.6704 -93.0377 1201
## 2146 Jay FL 32565 30.8985 -87.1332 5719
## 2147 Desdemona TX 76445 32.2819 -98.5673 407
## 2148 Wheaton MO 64874 36.7651 -94.0492 760
## 2149 Newark Valley NY 13811 42.2281 -76.1625 4354
## 2150 Cedar MI 49621 44.8605 -85.8138 3096
## 2151 Mc Cracken KS 67556 38.5957 -99.5540 320
## 2152 Fort Washakie WY 82514 43.0048 -108.8964 1645
## 2153 Romulus MI 48174 42.2203 -83.3583 31515
## 2154 Schaumburg IL 60193 42.0144 -88.0935 92294
## 2155 Sunflower MS 38778 33.5567 -90.5451 1686
## 2156 Creola OH 45622 39.3543 -82.5030 321
## 2157 Nazareth TX 79063 34.5444 -102.1069 686
## 2158 Saint Francis KY 40062 37.6047 -85.4251 301
## 2159 Philadelphia PA 19149 40.0369 -75.0664 1526206
## 2160 Monmouth Beach NJ 7750 40.3330 -73.9809 3279
## 2161 Drakes Branch VA 23937 36.9688 -78.5615 1970
## 2162 Murrayville IL 62668 39.5723 -90.2379 1512
## 2163 Nazareth TX 79063 34.5444 -102.1069 686
## 2164 Elberta MI 49628 44.5995 -86.2141 372
## 2165 Littleton CO 80120 39.5994 -105.0044 320420
## 2166 Scotia SC 29939 32.6786 -81.2455 302
## 2167 Johns Island SC 29455 32.8357 -79.8217 20478
## 2168 Meadville MO 64659 39.7795 -93.3014 964
## 2169 West Hartford VT 5084 43.7185 -72.4439 140
## 2170 Ballwin MO 63021 38.5770 -90.5255 92608
## 2171 Mc Cracken KS 67556 38.5957 -99.5540 320
## 2172 Hurricane WV 25526 38.4257 -81.9943 21902
## 2173 De Witt AR 72042 34.2853 -91.3336 5161
## 2174 Louisville KY 40202 38.2507 -85.7476 736284
## 2175 Centerview MO 64019 38.7897 -93.8702 2368
## 2176 Smiths Grove KY 42171 37.0581 -86.1938 6841
## 2177 Afton MI 49705 45.3637 -84.4695 937
## 2178 Hinesburg VT 5461 44.3346 -73.0980 4542
## 2179 Barnstable MA 2630 41.6983 -70.3001 1850
## 2180 Waupaca WI 54981 44.3481 -89.1101 15426
## 2181 Superior AZ 85173 33.2887 -111.0985 2872
## 2182 Pembroke NC 28372 34.6902 -79.1834 14783
## 2183 Centerview MO 64019 38.7897 -93.8702 2368
## 2184 High Rolls Mountain Park NM 88325 32.9396 -105.8189 899
## 2185 Belfast NY 14711 42.3200 -78.0943 1766
## 2186 Heiskell TN 37754 36.1150 -84.0438 4729
## 2187 Payson IL 62360 39.8153 -91.2627 1656
## 2188 Tower Hill IL 62571 39.3900 -88.9597 1532
## 2189 Fordoche LA 70732 30.6576 -91.6264 1178
## 2190 Brooklyn NY 11217 40.6816 -73.9798 2504700
## 2191 Barneveld NY 13304 43.2237 -75.1612 1684
## 2192 North Loup NE 68859 41.4972 -98.7858 509
## 2193 Seneca WI 54654 43.2064 -90.9405 153
## 2194 Bradley SC 29819 34.0326 -82.2027 1523
## 2195 Daly City CA 94015 37.6787 -122.4780 107941
## 2196 Miamisburg OH 45342 39.6321 -84.2675 36784
## 2197 Meridian TX 76665 31.9290 -97.6443 2526
## 2198 Unionville MO 63565 40.4815 -92.9951 3805
## 2199 Lonsdale MN 55046 44.4477 -93.4252 5211
## 2200 Burlington WA 98233 48.4786 -122.3345 14871
## 2201 Superior AZ 85173 33.2887 -111.0985 2872
## 2202 Goodrich MI 48438 42.9147 -83.4845 6951
## 2203 Bridgeport NJ 8014 39.8016 -75.3478 504
## 2204 West Harrison NY 10604 41.0592 -73.7395 11250
## 2205 Cokeburg PA 15324 40.1008 -80.0652 632
## 2206 Deadwood SD 57732 44.3566 -103.6999 1979
## 2207 Loami IL 62661 39.6704 -89.8588 1213
## 2208 Lomax IL 61454 40.6761 -91.0391 725
## 2209 Dresden KS 67635 39.6094 -100.4112 169
## 2210 Cisco IL 61830 39.9972 -88.6962 478
## 2211 Nobleboro ME 4555 44.0943 -69.4828 1643
## 2212 Muskegon MI 49440 43.2326 -86.2492 128715
## 2213 Creola OH 45622 39.3543 -82.5030 321
## 2214 Clayton OK 74536 34.5906 -95.3800 1760
## 2215 Lomax IL 61454 40.6761 -91.0391 725
## 2216 Edisto Island SC 29438 32.5486 -80.3070 2408
## 2217 Utica PA 16362 41.4798 -79.9403 1102
## 2218 Wilmette IL 60091 42.0765 -87.7246 27020
## 2219 Hudson KS 67545 38.1485 -98.6408 215
## 2220 Ogdensburg NJ 7439 41.0767 -74.5982 2456
## 2221 Elkhart IA 50073 41.8114 -93.4855 1195
## 2222 South Hero VT 5486 44.6400 -73.3113 1654
## 2223 Reno NV 89512 39.5483 -119.7957 276896
## 2224 Bay City OR 97107 45.5197 -123.8761 1530
## 2225 Crownpoint NM 87313 35.7206 -108.0271 5662
## 2226 Diamond OH 44412 41.0935 -81.0425 2644
## 2227 Rock Springs WY 82901 41.6060 -109.2300 27971
## 2228 Hinckley OH 44233 41.2419 -81.7453 7646
## 2229 Methuen MA 1844 42.7280 -71.1810 47249
## 2230 Carroll NE 68723 42.2770 -97.1926 566
## 2231 Thrall TX 76578 30.5920 -97.2893 1766
## 2232 Noonan ND 58765 48.8856 -103.0098 248
## 2233 Grandview TX 76050 32.2779 -97.2351 5875
## 2234 Moab UT 84532 38.5677 -109.5271 9772
## 2235 Florence MS 39073 32.1530 -90.1217 19685
## 2236 Brooklin ME 4616 44.2541 -68.5565 824
## 2237 Alder MT 59710 45.1939 -112.0568 286
## 2238 Burlington WA 98233 48.4786 -122.3345 14871
## 2239 De Soto KS 66018 38.9462 -94.9714 5760
## 2240 Achille OK 74720 33.8396 -96.3648 608
## 2241 Rocky Mount MO 65072 38.2911 -92.7059 1847
## 2242 Lithopolis OH 43136 39.8013 -82.8125 460
## 2243 Orient WA 99160 48.8878 -118.2105 149
## 2244 Altair TX 77412 29.6047 -96.5249 106
## 2245 Tyler TX 75703 32.2768 -95.3031 144160
## 2246 Woodville AL 35776 34.6689 -86.2296 3395
## 2247 Barnstable MA 2630 41.6983 -70.3001 1850
## 2248 Basye VA 22810 38.8089 -78.7776 863
## 2249 Grant AL 35747 34.4959 -86.2590 5901
## 2250 Tulsa OK 74131 36.0557 -96.0602 413574
## 2251 Altair TX 77412 29.6047 -96.5249 106
## 2252 Wilmette IL 60091 42.0765 -87.7246 27020
## 2253 Clayton OK 74536 34.5906 -95.3800 1760
## 2254 Montandon PA 17850 40.9661 -76.8575 645
## 2255 Washington DC 20012 38.9757 -77.0282 601723
## 2256 Grover NC 28073 35.1836 -81.4552 5621
## 2257 Harper TX 78631 30.2816 -99.2410 2395
## 2258 Smackover AR 71762 33.3398 -92.7442 2501
## 2259 Bradley SC 29819 34.0326 -82.2027 1523
## 2260 Hudson KS 67545 38.1485 -98.6408 215
## 2261 Egan LA 70531 30.2510 -92.5002 1261
## 2262 Washington DC 20036 38.9087 -77.0414 601723
## 2263 Cord AR 72524 35.8184 -91.3375 376
## 2264 Hannawa Falls NY 13647 44.6087 -74.9732 69
## 2265 Norman AR 71960 34.4596 -93.6743 1383
## 2266 Harrodsburg IN 47434 39.0130 -86.5457 76
## 2267 Utica MO 64686 39.7417 -93.6289 271
## 2268 Tomales CA 94971 38.2427 -122.9145 337
## 2269 Paxton MA 1612 42.3066 -71.9202 4845
## 2270 Issaquah WA 98027 47.4974 -122.0107 50489
## 2271 Westport KY 40077 38.4921 -85.4524 564
## 2272 Colorado Springs CO 80951 38.8881 -104.6556 525713
## 2273 Blairstown MO 64726 38.5319 -93.9221 467
## 2274 Loxahatchee FL 33470 26.7383 -80.2760 26551
## 2275 Winger MN 56592 47.5375 -95.9941 516
## 2276 Manley NE 68403 40.9207 -96.1680 206
## 2277 Bowdoin ME 4287 44.0575 -69.9656 3224
## 2278 Lawn PA 17041 40.2236 -76.5380 213
## 2279 Walnut Ridge AR 72476 36.0244 -90.9288 7155
## 2280 Doe Hill VA 24433 38.4207 -79.4629 99
## 2281 San Antonio TX 78214 29.3641 -98.4924 1595797
## 2282 Lohrville IA 51453 42.2619 -94.5566 695
## 2283 Burbank WA 99323 46.1966 -118.9017 3684
## 2284 Highland IN 46322 41.5500 -87.4569 23727
## 2285 Cecilton MD 21913 39.4015 -75.8654 663
## 2286 Lagrange WY 82221 41.6423 -104.1974 635
## 2287 Fayetteville NC 28314 35.0583 -79.0080 238602
## 2288 Graniteville VT 5654 44.1554 -72.4847 970
## 2289 Mulberry Grove IL 62262 38.9311 -89.2463 1810
## 2290 Rockwood PA 15557 39.9373 -79.1865 3684
## 2291 Bellmore NY 11710 40.6729 -73.5365 34496
## 2292 Scotland MD 20687 38.0828 -76.3477 313
## 2293 Tyler TX 75703 32.2768 -95.3031 144160
## 2294 Clarinda IA 51632 40.7491 -95.0380 7297
## 2295 Bronx NY 10463 40.8798 -73.9067 1382480
## 2296 West Columbia SC 29170 33.9568 -81.1405 52126
## 2297 Espanola NM 87533 35.9866 -106.0654 18408
## 2298 Hewitt WI 54441 44.6437 -90.1031 828
## 2299 Holcomb KS 67851 37.9931 -100.9893 2691
## 2300 Moravian Falls NC 28654 36.0788 -81.1781 3495
## 2301 Monmouth Beach NJ 7750 40.3330 -73.9809 3279
## 2302 Mill Creek PA 17060 40.4679 -77.8967 1334
## 2303 Edmond OK 73034 35.6665 -97.4798 116001
## 2304 Creola OH 45622 39.3543 -82.5030 321
## 2305 Elkhart IA 50073 41.8114 -93.4855 1195
## 2306 Leetsdale PA 15056 40.5662 -80.2099 1140
## 2307 Marienville PA 16239 41.4622 -79.1306 4172
## 2308 Haw River NC 27258 36.0424 -79.3242 6006
## 2309 Valdosta GA 31605 30.9460 -83.2474 94325
## 2310 Breesport NY 14816 42.1939 -76.7361 520
## 2311 Hovland MN 55606 47.8342 -90.0476 272
## 2312 Old Hickory TN 37138 36.2416 -86.6117 22191
## 2313 Laguna Hills CA 92637 33.6150 -117.7114 45303
## 2314 Thompson UT 84540 38.9999 -109.6150 46
## 2315 Romulus MI 48174 42.2203 -83.3583 31515
## 2316 Great Mills MD 20634 38.2674 -76.4954 5927
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## 2318 Kingsford Heights IN 46346 41.4802 -86.6919 1423
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## 2320 Greendale WI 53129 42.9373 -87.9943 13973
## 2321 Laramie WY 82072 41.4247 -105.4781 35371
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## 2324 Andrews IN 46702 40.8618 -85.6067 2304
## 2325 Esbon KS 66941 39.7562 -98.4462 242
## 2326 North Wilkesboro NC 28659 36.2017 -81.1286 21134
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## 2333 Smiths Grove KY 42171 37.0581 -86.1938 6841
## 2334 Meridian ID 83646 43.6498 -116.4306 84106
## 2335 Pecos TX 79772 31.4467 -103.5791 12747
## 2336 Sunflower MS 38778 33.5567 -90.5451 1686
## 2337 Milford OH 45150 39.1657 -84.2330 31394
## 2338 Moulton IA 52572 40.6866 -92.6833 1132
## 2339 Conway NH 3818 43.9742 -71.1503 3807
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## 2346 Pembroke Township IL 60958 41.0646 -87.5917 2135
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## 2348 Johns Island SC 29455 32.8357 -79.8217 20478
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## 2358 New Memphis IL 62266 38.4857 -89.6816 254
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## 2367 Atlantic VA 23303 37.9073 -75.5089 741
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## 2381 Red River NM 87558 36.6659 -105.4694 606
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## 2398 Heiskell TN 37754 36.1150 -84.0438 4729
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## 2400 Mount Saint Joseph OH 45051 39.0965 -84.6431 177
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## 2402 Nokomis IL 62075 39.3036 -89.2853 3458
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## 2412 Dumont CO 80436 39.7532 -105.6356 565
## 2413 Munith MI 49259 42.3703 -84.2485 2523
## 2414 Scotia SC 29939 32.6786 -81.2455 302
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## 2425 Mound City MO 64470 40.1362 -95.2138 1631
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## 2428 Clay Center OH 43408 41.5686 -83.3632 269
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## 2439 Seneca WI 54654 43.2064 -90.9405 153
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## 2441 Humble TX 77338 30.0041 -95.2825 194500
## 2442 Dubre KY 42731 36.8421 -85.5396 341
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## 2446 Lakeview MI 48850 43.4269 -85.2924 4474
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## 2448 Cascade Locks OR 97014 45.6710 -121.8686 1288
## 2449 Lane OK 74555 34.2691 -95.9685 861
## 2450 Collettsville NC 28611 35.9946 -81.7266 885
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## 2452 Pewee Valley KY 40056 38.3039 -85.4834 3263
## 2453 Issaquah WA 98027 47.4974 -122.0107 50489
## 2454 Indianapolis IN 46254 39.8490 -86.2720 910148
## 2455 Fields Landing CA 95537 40.7268 -124.2174 276
## 2456 May TX 76857 31.9571 -98.9656 1791
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## 2465 West Sayville NY 11796 40.7320 -73.1000 4056
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## 2477 Cuyahoga Falls OH 44223 41.1464 -81.5107 47772
## 2478 Edisto Island SC 29438 32.5486 -80.3070 2408
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## 2489 Jordanville NY 13361 42.8948 -74.8209 824
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## 2492 Sheffield MA 1257 42.1001 -73.3611 2121
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## 2494 Superior AZ 85173 33.2887 -111.0985 2872
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## 2500 West Palm Beach FL 33417 26.7197 -80.1248 459921
## 2501 Falmouth MI 49632 44.2529 -85.0170 1126
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## 2504 Muskegon MI 49440 43.2326 -86.2492 128715
## 2505 Miamisburg OH 45342 39.6321 -84.2675 36784
## 2506 Ozawkie KS 66070 39.2136 -95.4404 2661
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## 2508 Pelham NC 27311 36.4899 -79.4736 3402
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## 2512 Mount Morris NY 14510 42.6835 -77.8664 4895
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## 2517 Ruidoso NM 88355 33.3305 -105.6933 8874
## 2518 Sacramento CA 95827 38.5662 -121.3286 757530
## 2519 Bridgeport NJ 8014 39.8016 -75.3478 504
## 2520 Moorhead MS 38761 33.4783 -90.5142 2870
## 2521 Moundsville WV 26041 39.9148 -80.7310 16183
## 2522 Nazareth TX 79063 34.5444 -102.1069 686
## 2523 Sutherland NE 69165 41.1558 -101.1360 1789
## 2524 San Antonio TX 78208 29.4400 -98.4590 1595797
## 2525 Jefferson NY 12093 42.4999 -74.6117 1666
## 2526 Detroit MI 48202 42.3770 -83.0796 673342
## 2527 Tower Hill IL 62571 39.3900 -88.9597 1532
## 2528 Oak Hill NY 12460 42.4069 -74.1528 277
## 2529 Mount Morris NY 14510 42.6835 -77.8664 4895
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## 2531 Christine ND 58015 46.5522 -96.7909 291
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## 2534 Eugene OR 97403 44.0385 -123.0614 191096
## 2535 Tickfaw LA 70466 30.5668 -90.4820 8512
## 2536 Denham Springs LA 70726 30.4590 -90.9027 71335
## 2537 Hawthorne CA 90250 33.9143 -118.3493 93193
## 2538 Red Cliff CO 81649 39.4584 -106.3851 277
## 2539 Kirby OH 43330 40.8130 -83.4196 118
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## 2542 Big Creek KY 40914 37.1046 -83.5706 467
## 2543 Saint Bonaventure NY 14778 42.2701 -78.6847 1453
## 2544 Lolita TX 77971 28.7724 -96.4793 911
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## 2546 Garrattsville NY 13342 42.6315 -75.1866 165
## 2547 Collettsville NC 28611 35.9946 -81.7266 885
## 2548 Albany NY 12222 42.6853 -73.8253 151022
## 2549 Romulus MI 48174 42.2203 -83.3583 31515
## 2550 Pointe Aux Pins MI 49775 45.7549 -84.4470 95
## 2551 Sebring FL 33872 27.4703 -81.4872 50835
## 2552 San Jose CA 95148 37.3304 -121.7913 973849
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## 2554 San Antonio TX 78208 29.4400 -98.4590 1595797
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## 2556 East Canaan CT 6024 42.0158 -73.2913 647
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## 2560 Jaffrey NH 3452 42.8178 -72.0275 5457
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## 2578 Ringwood IL 60072 42.4048 -88.3054 928
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## 2583 Parsonsfield ME 4047 43.7450 -70.9092 1892
## 2584 San Diego CA 92128 33.0067 -117.0690 1241364
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## 2589 Iliff CO 80736 40.7692 -103.0968 648
## 2590 Rock Springs WY 82901 41.6060 -109.2300 27971
## 2591 Duncan MS 38740 34.0470 -90.7652 466
## 2592 Roseland NE 68973 40.4591 -98.5551 463
## 2593 Canton OH 44702 40.8027 -81.3739 192805
## 2594 Bynum TX 76631 31.9907 -96.9837 522
## 2595 Miamisburg OH 45342 39.6321 -84.2675 36784
## 2596 Brownville NY 13615 44.0577 -76.0196 1271
## 2597 Karnack TX 75661 32.6205 -94.2000 2807
## 2598 Garrattsville NY 13342 42.6315 -75.1866 165
## 2599 Creola OH 45622 39.3543 -82.5030 321
## 2600 Allentown GA 31003 32.6064 -83.2095 112
## 2601 Carlisle IN 47838 38.9763 -87.3667 4081
## 2602 Waupaca WI 54981 44.3481 -89.1101 15426
## 2603 Washington Court House OH 43160 39.5370 -83.4550 22305
## 2604 Burke VA 22015 38.7894 -77.2818 43102
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## 2612 Farmington NY 14425 42.9580 -77.3083 10717
## 2613 Palermo ND 58769 48.3396 -102.2400 229
## 2614 Turner MT 59542 48.8328 -108.3961 192
## 2615 Harper TX 78631 30.2816 -99.2410 2395
## 2616 Paradise Valley AZ 85253 33.5494 -111.9565 17047
## 2617 Norwalk CA 90650 33.9056 -118.0818 105549
## 2618 Hewitt WI 54441 44.6437 -90.1031 828
## 2619 Saint Bonaventure NY 14778 42.2701 -78.6847 1453
## 2620 Union WV 24983 37.5802 -80.5248 2443
## 2621 Ash Flat AR 72513 36.2201 -91.6421 2856
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## 2623 Damascus VA 24236 36.6403 -81.7776 3085
## 2624 Mifflin PA 17058 40.5553 -77.4001 1909
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## 2626 Holliday TX 76366 33.6751 -98.6576 2317
## 2627 Falmouth MI 49632 44.2529 -85.0170 1126
## 2628 Issaquah WA 98027 47.4974 -122.0107 50489
## 2629 West Sayville NY 11796 40.7320 -73.1000 4056
## 2630 Gadsden AL 35901 34.0480 -85.9246 67082
## 2631 Halma MN 56729 48.6669 -96.5969 140
## 2632 Fairview NJ 7022 40.8170 -74.0000 13835
## 2633 Breesport NY 14816 42.1939 -76.7361 520
## 2634 Steuben ME 4680 44.4971 -67.9503 1131
## 2635 Baton Rouge LA 70808 30.4066 -91.1468 378909
## 2636 Morrisdale PA 16858 41.0001 -78.2357 3688
## 2637 Grand Junction TN 38039 35.0659 -89.1534 1804
## 2638 Arcadia SC 29320 34.9572 -81.9916 530
## 2639 East Canaan CT 6024 42.0158 -73.2913 647
## 2640 West Henrietta NY 14586 43.0397 -77.6871 10256
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## 2642 Clarks Mills PA 16114 41.3851 -80.1752 606
## 2643 Browning MO 64630 40.0290 -93.1607 602
## 2644 Marion CT 6444 41.7918 -72.7188 370
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## 2646 De Witt AR 72042 34.2853 -91.3336 5161
## 2647 Cisco IL 61830 39.9972 -88.6962 478
## 2648 Remer MN 56672 47.0874 -93.9196 2097
## 2649 Baroda MI 49101 41.9488 -86.4913 3104
## 2650 Kansas City MO 64114 38.9621 -94.5959 545147
## 2651 Kirtland Afb NM 87117 35.0203 -106.5503 310
## 2652 Key West FL 33040 24.6557 -81.3824 32891
## 2653 Dunlevy PA 15432 40.1151 -79.8627 427
## 2654 Randolph OH 44265 41.0109 -81.2977 51
## 2655 Churubusco IN 46723 41.2290 -85.3244 7692
## 2656 Santa Monica CA 90403 34.0287 -118.4924 92043
## 2657 Heiskell TN 37754 36.1150 -84.0438 4729
## 2658 Eureka IL 61530 40.7152 -89.2706 6713
## 2659 Warren MI 48088 42.5164 -82.9832 134056
## 2660 Murfreesboro TN 37132 35.8596 -86.4210 158701
## 2661 Howells NE 68641 41.6964 -96.9858 1063
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## 2663 Washington DC 20012 38.9757 -77.0282 601723
## 2664 Fort Myers FL 33967 26.4722 -81.8122 224256
## 2665 Saint James City FL 33956 26.5290 -82.0916 3776
## 2666 Browning MO 64630 40.0290 -93.1607 602
## 2667 Beasley TX 77417 29.4790 -95.9681 2457
## 2668 Coyle OK 73027 35.8985 -97.2607 1493
## 2669 Colton WA 99113 46.5901 -117.1692 761
## 2670 Phil Campbell AL 35581 34.3470 -87.7154 5778
## 2671 Hopewell VA 23860 37.2876 -77.2950 31970
## 2672 Vero Beach FL 32960 27.6330 -80.4031 105638
## 2673 Tower Hill IL 62571 39.3900 -88.9597 1532
## 2674 Thomas OK 73669 35.7382 -98.7388 1675
## 2675 Sprague NE 68438 40.6267 -96.7456 142
## 2676 Columbia SC 29209 33.9659 -80.9355 333497
## 2677 Deane KY 41812 37.2409 -82.7696 230
## 2678 Mc Nabb IL 61335 41.1730 -89.2187 532
## 2679 Bonfield IL 60913 41.1573 -88.0619 1617
## 2680 Catawba VA 24070 37.3696 -80.1284 1363
## 2681 Mayersville MS 39113 32.9013 -91.0286 595
## 2682 Dieterich IL 62424 39.0319 -88.4074 2092
## 2683 West Decatur PA 16878 40.9493 -78.3129 1762
## 2684 Leetsdale PA 15056 40.5662 -80.2099 1140
## 2685 Fulton SD 57340 43.7588 -97.8712 355
## 2686 Corona CA 92882 33.8419 -117.6043 233717
## 2687 Murfreesboro TN 37132 35.8596 -86.4210 158701
## 2688 Ash Flat AR 72513 36.2201 -91.6421 2856
## 2689 Jones AL 36749 32.5104 -86.8138 1089
## 2690 Greenview CA 96037 41.5403 -122.9366 308
## 2691 Greenview CA 96037 41.5403 -122.9366 308
## 2692 Bowersville OH 45307 39.5756 -83.7153 338
## 2693 Wauchula FL 33873 27.5517 -81.8074 14742
## 2694 Cazenovia WI 53924 43.4987 -90.2796 1360
## 2695 June Lake CA 93529 37.7773 -119.0825 633
## 2696 Rock Tavern NY 12575 41.4575 -74.1659 2258
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## 2728 Indian Wells CA 92210 33.7163 -116.3381 4677
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## 2764 Munith MI 49259 42.3703 -84.2485 2523
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## 2783 Columbia SC 29209 33.9659 -80.9355 333497
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## 2812 Ashford WA 98304 46.7531 -121.9898 759
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## 2910 Bradley SC 29819 34.0326 -82.2027 1523
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## 2912 Ehrhardt SC 29081 33.1044 -81.0221 1352
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## 2916 Pembroke Township IL 60958 41.0646 -87.5917 2135
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## 2918 Houston TX 77007 29.7736 -95.4034 2906700
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## 2941 Clarinda IA 51632 40.7491 -95.0380 7297
## 2942 Smiths Grove KY 42171 37.0581 -86.1938 6841
## 2943 Fairhope AL 36532 30.5012 -87.8835 27829
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## 2950 Prairie Hill TX 76678 31.6591 -96.8094 263
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## 2954 Zaleski OH 45698 39.2830 -82.3977 341
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## 2960 Greenwich NJ 8323 39.4055 -75.3209 804
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## 2962 Harper TX 78631 30.2816 -99.2410 2395
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## 2968 Mount Hope AL 35651 34.4793 -87.4769 1312
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## 2970 Elkhart IA 50073 41.8114 -93.4855 1195
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## 2979 Arcadia SC 29320 34.9572 -81.9916 530
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## 2982 Spencer SD 57374 43.7557 -97.5936 343
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## 2985 Saint Paul MN 55128 44.9913 -92.9487 753116
## 2986 Smith River CA 95567 41.9404 -124.1587 1930
## 2987 Palmdale CA 93552 34.5715 -118.0231 171170
## 2988 Edinburg VA 22824 38.8432 -78.6003 6018
## 2989 Blooming Grove TX 76626 32.0758 -96.7010 1563
## 2990 Oxford MI 48371 42.8223 -83.2829 24840
## 2991 Kissee Mills MO 65680 36.6704 -93.0377 1201
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## 2993 Maysville KY 41056 38.6207 -83.8067 14228
## 2994 San Angelo TX 76905 31.4647 -100.3900 103927
## 2995 Meredith CO 81642 39.3199 -106.6596 61
## 2996 Fields Landing CA 95537 40.7268 -124.2174 276
## 2997 Bonfield IL 60913 41.1573 -88.0619 1617
## 2998 Rumely MI 49826 46.3481 -87.0436 137
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## 3000 Brooklin ME 4616 44.2541 -68.5565 824
## 3001 Knoxville TN 37932 35.9335 -84.1481 391389
## 3002 Seneca WI 54654 43.2064 -90.9405 153
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## 3004 Knoxville TN 37932 35.9335 -84.1481 391389
## 3005 Ruth NV 89319 39.3426 -114.8859 450
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## 3007 Plainfield NJ 7060 40.6152 -74.4150 71485
## 3008 Edmond OK 73034 35.6665 -97.4798 116001
## 3009 Arcadia MI 49613 44.5232 -86.2061 680
## 3010 Indianapolis IN 46254 39.8490 -86.2720 910148
## 3011 Newark Valley NY 13811 42.2281 -76.1625 4354
## 3012 Paauilo HI 96776 20.0271 -155.3697 1490
## 3013 Mc Nabb IL 61335 41.1730 -89.2187 532
## 3014 Amorita OK 73719 36.9412 -98.2458 83
## 3015 Brunson SC 29911 32.9413 -81.1807 1725
## 3016 Mountain Park OK 73559 34.7032 -98.9591 540
## 3017 Alexandria VA 22311 38.8320 -77.1200 321490
## 3018 Nobleboro ME 4555 44.0943 -69.4828 1643
## 3019 Brownville NY 13615 44.0577 -76.0196 1271
## 3020 New Holstein WI 53061 43.9446 -88.0911 5196
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## 3022 Spring TX 77379 30.0377 -95.5326 316665
## 3023 North Washington PA 16048 41.0472 -79.8089 139
## 3024 Baton Rouge LA 70808 30.4066 -91.1468 378909
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## 3026 Tyaskin MD 21865 38.2833 -75.8465 470
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## 3028 Centerview MO 64019 38.7897 -93.8702 2368
## 3029 Jordanville NY 13361 42.8948 -74.8209 824
## 3030 Clarks Mills PA 16114 41.3851 -80.1752 606
## 3031 Hinesburg VT 5461 44.3346 -73.0980 4542
## 3032 Stanchfield MN 55080 45.6675 -93.2433 2607
## 3033 West Harrison NY 10604 41.0592 -73.7395 11250
## 3034 Morrisdale PA 16858 41.0001 -78.2357 3688
## 3035 Des Moines IA 50312 41.5855 -93.6719 222785
## 3036 Phoenix AZ 85020 33.5623 -112.0559 1312922
## 3037 Manistique MI 49854 46.0062 -86.2555 6469
## 3038 Cottekill NY 12419 41.8467 -74.1038 722
## 3039 Birmingham AL 35229 33.4629 -86.7904 493806
## 3040 Birmingham IA 52535 40.8626 -91.9534 888
## 3041 Edmond OK 73034 35.6665 -97.4798 116001
## 3042 Egan LA 70531 30.2510 -92.5002 1261
## 3043 Bristow IN 47515 38.1981 -86.6821 965
## 3044 Orient WA 99160 48.8878 -118.2105 149
## 3045 Hawthorne CA 90250 33.9143 -118.3493 93193
## 3046 Alexandria VA 22311 38.8320 -77.1200 321490
## 3047 Rockwood PA 15557 39.9373 -79.1865 3684
## 3048 Ridgeland MS 39157 32.4122 -90.1207 24645
## 3049 O Brien TX 79539 33.3749 -99.8473 178
## 3050 Atlantic VA 23303 37.9073 -75.5089 741
## 3051 Llano NM 87543 36.1486 -105.6648 247
## 3052 American Fork UT 84003 40.3928 -111.7941 42384
## 3053 Ruth NV 89319 39.3426 -114.8859 450
## 3054 Warren OH 44483 41.2639 -80.8164 75903
## 3055 Wittenberg WI 54499 44.8232 -89.1665 3223
## 3056 Lakeport CA 95453 39.0470 -122.9328 11256
## 3057 Saint Amant LA 70774 30.2385 -90.8435 10076
## 3058 Arcadia SC 29320 34.9572 -81.9916 530
## 3059 Ruckersville VA 22968 38.2586 -78.4074 9815
## 3060 Titusville FL 32780 28.5697 -80.8191 54767
## 3061 Saint Francis KY 40062 37.6047 -85.4251 301
## 3062 Grandview TX 76050 32.2779 -97.2351 5875
## 3063 Delhi LA 71232 32.3929 -91.4714 6581
## 3064 Emporium PA 15834 41.5177 -78.2536 4533
## 3065 Catawba VA 24070 37.3696 -80.1284 1363
## 3066 Goodrich MI 48438 42.9147 -83.4845 6951
## 3067 Shippingport PA 15077 40.6025 -80.3863 198
## 3068 Wetmore MI 49895 46.3535 -86.6345 765
## 3069 Grover NC 28073 35.1836 -81.4552 5621
## 3070 Moriarty NM 87035 34.9889 -106.0609 7268
## 3071 Altonah UT 84002 40.3207 -110.4360 302
## 3072 Monmouth Beach NJ 7750 40.3330 -73.9809 3279
## 3073 Orangeburg NY 10962 41.0442 -73.9609 5950
## 3074 Redford MO 63665 37.3272 -91.0243 241
## 3075 Greenview CA 96037 41.5403 -122.9366 308
## 3076 Bowdoin ME 4287 44.0575 -69.9656 3224
## 3077 Thida AR 72165 35.5762 -91.4539 111
## 3078 Chester Heights PA 19017 39.8839 -75.4669 348
## 3079 New Holstein WI 53061 43.9446 -88.0911 5196
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## 3082 Burlington WA 98233 48.4786 -122.3345 14871
## 3083 Sutherland NE 69165 41.1558 -101.1360 1789
## 3084 O Brien TX 79539 33.3749 -99.8473 178
## 3085 Roma TX 78584 26.4215 -99.0025 18128
## 3086 Cranks KY 40820 36.7558 -83.1838 581
## 3087 Detroit MI 48206 42.3749 -83.1087 673342
## 3088 Pembroke Township IL 60958 41.0646 -87.5917 2135
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## 3090 Ratcliff TX 75858 31.3833 -95.0619 43
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## 3097 North Wilkesboro NC 28659 36.2017 -81.1286 21134
## 3098 Superior AZ 85173 33.2887 -111.0985 2872
## 3099 Sacramento CA 95827 38.5662 -121.3286 757530
## 3100 Naples FL 34112 26.1184 -81.7361 276002
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## 3104 Coleharbor ND 58531 47.5196 -101.2332 307
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## 3106 Pecos TX 79772 31.4467 -103.5791 12747
## 3107 Lahoma OK 73754 36.3850 -98.0727 1078
## 3108 Norman AR 71960 34.4596 -93.6743 1383
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## 3110 Mc Nabb IL 61335 41.1730 -89.2187 532
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## 3115 Bellmore NY 11710 40.6729 -73.5365 34496
## 3116 Altona NY 12910 44.8816 -73.6408 2148
## 3117 Milford OH 45150 39.1657 -84.2330 31394
## 3118 West Sayville NY 11796 40.7320 -73.1000 4056
## 3119 Grenada CA 96038 41.6125 -122.5258 589
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## 3121 Allentown PA 18103 40.5891 -75.4645 166081
## 3122 Turner MT 59542 48.8328 -108.3961 192
## 3123 Meridian TX 76665 31.9290 -97.6443 2526
## 3124 North Loup NE 68859 41.4972 -98.7858 509
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## 3127 New Ellenton SC 29809 33.4130 -81.6900 2206
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## 3129 Thomas WV 26292 39.1505 -79.5030 836
## 3130 Hannawa Falls NY 13647 44.6087 -74.9732 69
## 3131 Grandview TX 76050 32.2779 -97.2351 5875
## 3132 Orient WA 99160 48.8878 -118.2105 149
## 3133 Purmela TX 76566 31.4841 -97.9903 258
## 3134 Cranks KY 40820 36.7558 -83.1838 581
## 3135 Llano NM 87543 36.1486 -105.6648 247
## 3136 Baroda MI 49101 41.9488 -86.4913 3104
## 3137 Mayersville MS 39113 32.9013 -91.0286 595
## 3138 Juliette GA 31046 33.1194 -83.8235 3343
## 3139 Breesport NY 14816 42.1939 -76.7361 520
## 3140 Falls Church VA 22046 38.8856 -77.1802 116155
## 3141 Zaleski OH 45698 39.2830 -82.3977 341
## 3142 Ranier MN 56668 48.6031 -93.2977 136
## 3143 Brashear MO 63533 40.1959 -92.4333 805
## 3144 Comfrey MN 56019 44.1111 -94.9134 914
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## 3146 West Finley PA 15377 39.9914 -80.4408 724
## 3147 Norwalk CA 90650 33.9056 -118.0818 105549
## 3148 Lorenzo TX 79343 33.6666 -101.5277 1571
## 3149 Tupper Lake NY 12986 44.2320 -74.4905 6120
## 3150 Phoenix AZ 85020 33.5623 -112.0559 1312922
## 3151 Ronceverte WV 24970 37.7418 -80.4626 4575
## 3152 May TX 76857 31.9571 -98.9656 1791
## 3153 Birmingham AL 35229 33.4629 -86.7904 493806
## 3154 Issaquah WA 98027 47.4974 -122.0107 50489
## 3155 Creedmoor NC 27522 36.1124 -78.6476 12335
## 3156 Orient WA 99160 48.8878 -118.2105 149
## 3157 Higganum CT 6441 41.4682 -72.5751 5438
## 3158 Montgomery AL 36111 32.3374 -86.2715 214703
## 3159 Kansas City MO 64114 38.9621 -94.5959 545147
## 3160 Damascus VA 24236 36.6403 -81.7776 3085
## 3161 Manderson SD 57756 43.3526 -102.5411 1126
## 3162 Louisiana MO 63353 39.4336 -91.0664 4593
## 3163 Creola OH 45622 39.3543 -82.5030 321
## 3164 Coleharbor ND 58531 47.5196 -101.2332 307
## 3165 Mc Veytown PA 17051 40.5046 -77.7186 4653
## 3166 Moulton IA 52572 40.6866 -92.6833 1132
## 3167 Seneca WI 54654 43.2064 -90.9405 153
## 3168 Tekoa WA 99033 47.2271 -117.0819 895
## 3169 Coyle OK 73027 35.8985 -97.2607 1493
## 3170 Pittsburgh PA 15217 40.4308 -79.9205 687276
## 3171 New Waverly TX 77358 30.5354 -95.4532 4993
## 3172 Lomax IL 61454 40.6761 -91.0391 725
## 3173 Muskegon MI 49440 43.2326 -86.2492 128715
## 3174 Breesport NY 14816 42.1939 -76.7361 520
## 3175 Zaleski OH 45698 39.2830 -82.3977 341
## 3176 Graniteville VT 5654 44.1554 -72.4847 970
## 3177 Clune PA 15727 40.5503 -79.3237 168
## 3178 Westerville NE 68881 41.4193 -99.3844 73
## 3179 Elberta MI 49628 44.5995 -86.2141 372
## 3180 Washington Court House OH 43160 39.5370 -83.4550 22305
## 3181 West Monroe LA 71291 32.5317 -92.1760 54185
## 3182 Wales AK 99783 64.7556 -165.6723 145
## 3183 Fort Washakie WY 82514 43.0048 -108.8964 1645
## 3184 West Decatur PA 16878 40.9493 -78.3129 1762
## 3185 Cokeburg PA 15324 40.1008 -80.0652 632
## 3186 Glen Rock PA 17327 39.7813 -76.7477 7565
## 3187 Thompson UT 84540 38.9999 -109.6150 46
## 3188 Rock Springs WY 82901 41.6060 -109.2300 27971
## 3189 Thomas OK 73669 35.7382 -98.7388 1675
## 3190 Heiskell TN 37754 36.1150 -84.0438 4729
## 3191 Philadelphia PA 19149 40.0369 -75.0664 1526206
## 3192 Blooming Grove TX 76626 32.0758 -96.7010 1563
## 3193 Altair TX 77412 29.6047 -96.5249 106
## 3194 High Rolls Mountain Park NM 88325 32.9396 -105.8189 899
## 3195 Conway NH 3818 43.9742 -71.1503 3807
## 3196 Cadiz KY 42211 36.8020 -87.8286 13422
## 3197 Cross Plains TX 76443 32.1482 -99.1872 1897
## 3198 Superior AZ 85173 33.2887 -111.0985 2872
## 3199 Breesport NY 14816 42.1939 -76.7361 520
## 3200 Port Costa CA 94569 38.0460 -122.1866 198
## 3201 Brooklyn NY 11217 40.6816 -73.9798 2504700
## 3202 Barnard SD 57426 45.7205 -98.5534 63
## 3203 North Judson IN 46366 41.2244 -86.6966 5791
## 3204 Brinson GA 39825 30.9788 -84.7373 1461
## 3205 Timberville VA 22853 38.6476 -78.7717 4367
## 3206 Florence MS 39073 32.1530 -90.1217 19685
## 3207 Kirby OH 43330 40.8130 -83.4196 118
## 3208 Carlotta CA 95528 40.5070 -123.9743 1139
## 3209 Wilmington NC 28405 34.2651 -77.8670 186140
## 3210 Oconto Falls WI 54154 44.8755 -88.1555 5548
## 3211 Comfrey MN 56019 44.1111 -94.9134 914
## 3212 Leo IN 46765 41.2249 -85.0301 5341
## 3213 Purmela TX 76566 31.4841 -97.9903 258
## 3214 Bridger MT 59014 45.2857 -108.9082 1446
## 3215 Phenix City AL 36869 32.4204 -85.0796 59744
## 3216 O Brien TX 79539 33.3749 -99.8473 178
## 3217 Mobile AL 36617 30.7145 -88.0918 270712
## 3218 Acworth NH 3601 43.1960 -72.3001 477
## 3219 Grandview TX 76050 32.2779 -97.2351 5875
## 3220 Lakeport CA 95453 39.0470 -122.9328 11256
## 3221 Baton Rouge LA 70808 30.4066 -91.1468 378909
## 3222 Saint Paul MN 55128 44.9913 -92.9487 753116
## 3223 Great Mills MD 20634 38.2674 -76.4954 5927
## 3224 Avera GA 30803 33.1410 -82.5150 741
## 3225 Nokomis IL 62075 39.3036 -89.2853 3458
## 3226 Warren MI 48088 42.5164 -82.9832 134056
## 3227 Plantersville AL 36758 32.6176 -86.9475 1412
## 3228 Pikesville MD 21208 39.3764 -76.7290 33917
## 3229 Laredo TX 78040 27.5155 -99.4986 248858
## 3230 Norman AR 71960 34.4596 -93.6743 1383
## 3231 Alva WY 82711 44.6873 -104.4414 110
## 3232 Metairie LA 70003 29.9975 -90.2146 137067
## 3233 Preston CT 6365 41.5224 -71.9934 4720
## 3234 Mansfield OH 44902 40.7559 -82.5123 92985
## 3235 Whigham GA 39897 30.8836 -84.3246 3430
## 3236 Mayersville MS 39113 32.9013 -91.0286 595
## 3237 Phoenix AZ 85020 33.5623 -112.0559 1312922
## 3238 Basye VA 22810 38.8089 -78.7776 863
## 3239 Phenix City AL 36869 32.4204 -85.0796 59744
## 3240 Stillwater OK 74074 36.1043 -97.0609 55345
## 3241 Santa Monica CA 90403 34.0287 -118.4924 92043
## 3242 Brantley AL 36009 31.5710 -86.2743 2566
## 3243 Easton KS 66020 39.3391 -95.0999 1442
## 3244 Georgetown MN 56546 47.0999 -96.7270 346
## 3245 De Witt AR 72042 34.2853 -91.3336 5161
## 3246 Wetmore MI 49895 46.3535 -86.6345 765
## 3247 Bowdoin ME 4287 44.0575 -69.9656 3224
## 3248 Battle Creek IA 51006 42.3327 -95.6045 1075
## 3249 Iliff CO 80736 40.7692 -103.0968 648
## 3250 Mount Saint Joseph OH 45051 39.0965 -84.6431 177
## 3251 Arnold MO 63010 38.4305 -90.3870 35439
## 3252 Pembroke Township IL 60958 41.0646 -87.5917 2135
## 3253 Spearsville LA 71277 32.9550 -92.5870 1758
## 3254 Bagley WI 53801 42.9207 -91.0685 878
## 3255 Munith MI 49259 42.3703 -84.2485 2523
## 3256 River KY 41254 37.8795 -82.7251 571
## 3257 Fenelton PA 16034 40.8555 -79.7372 2054
## 3258 Manville WY 82227 42.7300 -104.7024 241
## 3259 Bonita Springs FL 34135 26.3771 -81.7334 51427
## 3260 Bridger MT 59014 45.2857 -108.9082 1446
## 3261 Kingsford Heights IN 46346 41.4802 -86.6919 1423
## 3262 Mesa ID 83643 44.6255 -116.4493 129
## 3263 Roma TX 78584 26.4215 -99.0025 18128
## 3264 Red Cliff CO 81649 39.4584 -106.3851 277
## 3265 Azusa CA 91702 34.1248 -117.9031 59705
## 3266 Bailey NC 27807 35.8072 -78.0892 6629
## 3267 Valdosta GA 31605 30.9460 -83.2474 94325
## 3268 Basye VA 22810 38.8089 -78.7776 863
## 3269 Sacramento CA 95827 38.5662 -121.3286 757530
## 3270 Cowlesville NY 14037 42.8112 -78.4481 1166
## 3271 Thrall TX 76578 30.5920 -97.2893 1766
## 3272 Milford OH 45150 39.1657 -84.2330 31394
## 3273 Huntsville AL 35811 34.7789 -86.5438 190178
## 3274 Elk Rapids MI 49629 44.8955 -85.4082 2223
## 3275 Schaefferstown PA 17088 40.3087 -76.2963 823
## 3276 Bridgeport NJ 8014 39.8016 -75.3478 504
## 3277 Issaquah WA 98027 47.4974 -122.0107 50489
## 3278 Avoca IA 51521 41.4768 -95.3509 2036
## 3279 Monmouth Beach NJ 7750 40.3330 -73.9809 3279
## 3280 Orient WA 99160 48.8878 -118.2105 149
## 3281 Loxahatchee FL 33470 26.7383 -80.2760 26551
## 3282 Plantersville AL 36758 32.6176 -86.9475 1412
## 3283 Bowersville OH 45307 39.5756 -83.7153 338
## 3284 Cromona KY 41810 37.1788 -82.6950 502
## 3285 New Goshen IN 47863 39.5803 -87.4616 205
## 3286 Heart Butte MT 59448 48.2777 -112.8456 743
## 3287 Mesa ID 83643 44.6255 -116.4493 129
## 3288 Naples FL 34112 26.1184 -81.7361 276002
## 3289 Westfir OR 97492 43.7575 -122.4810 597
## 3290 Du Pont GA 31630 31.0000 -82.8555 419
## 3291 Manistique MI 49854 46.0062 -86.2555 6469
## 3292 Bellmore NY 11710 40.6729 -73.5365 34496
## 3293 Camden MO 64017 39.2048 -94.0259 464
## 3294 Espanola NM 87533 35.9866 -106.0654 18408
## 3295 Elizabethtown KY 42701 37.6848 -85.8784 48194
## 3296 Manchester MD 21102 39.6747 -76.8941 11751
## 3297 South Richmond Hill NY 11419 40.6868 -73.8230 47211
## 3298 Burbank WA 99323 46.1966 -118.9017 3684
## 3299 Ruth NV 89319 39.3426 -114.8859 450
## 3300 Harborcreek PA 16421 42.1767 -79.9416 2518
## 3301 Logan IL 62856 37.9943 -88.9417 324
## 3302 Bauxite AR 72011 34.5091 -92.4828 4074
## 3303 North Tonawanda NY 14120 43.0498 -78.8510 45100
## 3304 Zaleski OH 45698 39.2830 -82.3977 341
## 3305 Lima OH 45801 40.7641 -84.0973 86954
## 3306 Parsonsfield ME 4047 43.7450 -70.9092 1892
## 3307 Newark Valley NY 13811 42.2281 -76.1625 4354
## 3308 Cherokee Village AR 72529 36.3011 -91.5281 4726
## 3309 Roosevelt OK 73564 34.8470 -98.9836 551
## 3310 Tyler TX 75703 32.2768 -95.3031 144160
## 3311 Clifton SC 29324 34.9906 -81.8327 167
## 3312 Hartford AL 36344 31.0860 -85.7192 5732
## 3313 Oak Hill NY 12460 42.4069 -74.1528 277
## 3314 Vanderbilt PA 15486 40.0246 -79.6955 2303
## 3315 Altonah UT 84002 40.3207 -110.4360 302
## 3316 Dongola IL 62926 37.3712 -89.1349 2263
## 3317 Hedrick IA 52563 41.1826 -92.3097 1583
## 3318 Boyd WI 54726 44.9437 -91.0294 1690
## 3319 Westerville NE 68881 41.4193 -99.3844 73
## 3320 North Prairie WI 53153 42.9385 -88.3950 2328
## 3321 Ringwood IL 60072 42.4048 -88.3054 928
## 3322 Phenix City AL 36869 32.4204 -85.0796 59744
## 3323 Cottekill NY 12419 41.8467 -74.1038 722
## 3324 Jones AL 36749 32.5104 -86.8138 1089
## 3325 Bessemer AL 35022 33.3224 -86.9657 71463
## 3326 Clayton OK 74536 34.5906 -95.3800 1760
## 3327 Boyd WI 54726 44.9437 -91.0294 1690
## 3328 Diamond OH 44412 41.0935 -81.0425 2644
## 3329 Wilmington NC 28405 34.2651 -77.8670 186140
## 3330 Greenwood IN 46143 39.5960 -86.1309 78968
## 3331 Fenelton PA 16034 40.8555 -79.7372 2054
## 3332 Southfield MI 48034 42.4969 -83.2911 75830
## 3333 Schaumburg IL 60193 42.0144 -88.0935 92294
## 3334 Cascade Locks OR 97014 45.6710 -121.8686 1288
## 3335 Nobleboro ME 4555 44.0943 -69.4828 1643
## 3336 Orient WA 99160 48.8878 -118.2105 149
## 3337 Lahoma OK 73754 36.3850 -98.0727 1078
## 3338 Lahoma OK 73754 36.3850 -98.0727 1078
## 3339 Margaretville NY 12455 42.1852 -74.6178 1988
## 3340 Murfreesboro TN 37132 35.8596 -86.4210 158701
## 3341 Sachse TX 75048 32.9643 -96.6012 20328
## 3342 Colorado Springs CO 80951 38.8881 -104.6556 525713
## 3343 Walnut Ridge AR 72476 36.0244 -90.9288 7155
## 3344 Independence MO 64058 39.1412 -94.3515 123373
## 3345 Mc Cracken KS 67556 38.5957 -99.5540 320
## 3346 Center Tuftonboro NH 3816 43.6849 -71.2551 1368
## 3347 Summerfield TX 79085 34.7437 -102.5064 53
## 3348 Barnstable MA 2630 41.6983 -70.3001 1850
## 3349 Tampa FL 33620 28.0600 -82.4079 717255
## 3350 Amanda OH 43102 39.6251 -82.7552 4512
## 3351 Baton Rouge LA 70808 30.4066 -91.1468 378909
## 3352 Espanola NM 87533 35.9866 -106.0654 18408
## 3353 Goodrich MI 48438 42.9147 -83.4845 6951
## 3354 Newhall CA 91321 34.3795 -118.5230 34882
## 3355 Altonah UT 84002 40.3207 -110.4360 302
## 3356 Burlington WA 98233 48.4786 -122.3345 14871
## 3357 Edmond OK 73034 35.6665 -97.4798 116001
## 3358 Washington DC 20012 38.9757 -77.0282 601723
## 3359 Beaver Falls PA 15010 40.7687 -80.3592 28425
## 3360 Hahira GA 31632 30.9416 -83.3574 10295
## 3361 Parkers Lake KY 42634 36.8347 -84.4436 1565
## 3362 Hudson NY 12534 42.2470 -73.7552 17867
## 3363 Pomona NY 10970 41.1901 -74.0436 9993
## 3364 Sturgis MS 39769 33.3570 -89.0473 1923
## 3365 Methuen MA 1844 42.7280 -71.1810 47249
## 3366 Ratcliff TX 75858 31.3833 -95.0619 43
## 3367 Heiskell TN 37754 36.1150 -84.0438 4729
## 3368 Grover NC 28073 35.1836 -81.4552 5621
## 3369 Sacramento CA 95827 38.5662 -121.3286 757530
## 3370 Roma TX 78584 26.4215 -99.0025 18128
## 3371 Lonetree WY 82936 41.0552 -110.1603 49
## 3372 Laguna Hills CA 92637 33.6150 -117.7114 45303
## 3373 Randolph MN 55065 44.5274 -93.0196 1201
## 3374 Meadville MO 64659 39.7795 -93.3014 964
## 3375 Fulton OH 43321 40.4971 -82.8342 267
## 3376 Walnut Ridge AR 72476 36.0244 -90.9288 7155
## 3377 Bowersville OH 45307 39.5756 -83.7153 338
## 3378 Manville WY 82227 42.7300 -104.7024 241
## 3379 Preston CT 6365 41.5224 -71.9934 4720
## 3380 Winger MN 56592 47.5375 -95.9941 516
## 3381 North Loup NE 68859 41.4972 -98.7858 509
## 3382 Thrall TX 76578 30.5920 -97.2893 1766
## 3383 Notrees TX 79759 31.8599 -102.7413 23
## 3384 Haw River NC 27258 36.0424 -79.3242 6006
## 3385 North Judson IN 46366 41.2244 -86.6966 5791
## 3386 Brownville NY 13615 44.0577 -76.0196 1271
## 3387 Colton WA 99113 46.5901 -117.1692 761
## 3388 Conway WA 98238 48.3400 -122.3456 85
## 3389 Winger MN 56592 47.5375 -95.9941 516
## 3390 Fordoche LA 70732 30.6576 -91.6264 1178
## 3391 Big Indian NY 12410 42.0740 -74.4530 397
## 3392 Cuthbert GA 39840 31.7706 -84.7936 5726
## 3393 Zavalla TX 75980 31.1569 -94.3871 2836
## 3394 Sebring FL 33872 27.4703 -81.4872 50835
## 3395 Ronceverte WV 24970 37.7418 -80.4626 4575
## 3396 Fort Myers FL 33967 26.4722 -81.8122 224256
## 3397 Phoenix AZ 85020 33.5623 -112.0559 1312922
## 3398 Belle Fourche SD 57717 44.6723 -103.8396 8007
## 3399 Cord AR 72524 35.8184 -91.3375 376
## 3400 Mountain Park OK 73559 34.7032 -98.9591 540
## 3401 Wichita KS 67232 37.6395 -97.1714 409656
## 3402 Eldridge AL 35554 33.9315 -87.6194 1186
## 3403 Central IN 47110 38.0970 -86.1723 350
## 3404 Topeka KS 66618 39.1329 -95.7023 163415
## 3405 Cleveland AL 35049 33.9778 -86.5598 3996
## 3406 Hudson NY 12534 42.2470 -73.7552 17867
## 3407 Tulsa OK 74131 36.0557 -96.0602 413574
## 3408 O Brien TX 79539 33.3749 -99.8473 178
## 3409 Hurricane WV 25526 38.4257 -81.9943 21902
## 3410 Arcadia SC 29320 34.9572 -81.9916 530
## 3411 Washington DC 20036 38.9087 -77.0414 601723
## 3412 Holliday TX 76366 33.6751 -98.6576 2317
## 3413 Winter WI 54896 45.8327 -91.0144 1478
## 3414 Stirling NJ 7980 40.6774 -74.4968 2307
## 3415 Detroit MI 48202 42.3770 -83.0796 673342
## 3416 Muskegon MI 49440 43.2326 -86.2492 128715
## 3417 Utica MO 64686 39.7417 -93.6289 271
## 3418 Fiddletown CA 95629 38.5234 -120.6763 832
## 3419 Grover NC 28073 35.1836 -81.4552 5621
## 3420 Center Point WV 26339 39.4125 -80.6352 255
## 3421 South Hero VT 5486 44.6400 -73.3113 1654
## 3422 Sacramento CA 95827 38.5662 -121.3286 757530
## 3423 Sterling City TX 76951 31.8351 -101.0017 1143
## 3424 Paauilo HI 96776 20.0271 -155.3697 1490
## 3425 Carlotta CA 95528 40.5070 -123.9743 1139
## 3426 Queenstown MD 21658 39.0026 -76.1424 3862
## 3427 Dallas TX 75218 32.8463 -96.6972 1263321
## 3428 Tulsa OK 74131 36.0557 -96.0602 413574
## 3429 Dallas TX 75218 32.8463 -96.6972 1263321
## 3430 Goodrich MI 48438 42.9147 -83.4845 6951
## 3431 Mallie KY 41836 37.2692 -82.9161 798
## 3432 Bethel OH 45106 38.9424 -84.0920 12349
## 3433 Albuquerque NM 87109 35.1506 -106.5690 641349
## 3434 Miamisburg OH 45342 39.6321 -84.2675 36784
## 3435 Elizabethtown KY 42701 37.6848 -85.8784 48194
## 3436 Goreville IL 62939 37.5750 -88.9655 3119
## 3437 Crownpoint NM 87313 35.7206 -108.0271 5662
## 3438 Roma TX 78584 26.4215 -99.0025 18128
## 3439 Lakeland FL 33813 27.9611 -81.9398 237282
## 3440 Jay FL 32565 30.8985 -87.1332 5719
## 3441 Spencer SD 57374 43.7557 -97.5936 343
## 3442 Jelm WY 82063 41.0539 -106.0763 100
## 3443 Hills MN 56138 43.5335 -96.3645 899
## 3444 Knoxville TN 37932 35.9335 -84.1481 391389
## 3445 Lithopolis OH 43136 39.8013 -82.8125 460
## 3446 Varnell GA 30756 34.9298 -84.9885 74
## 3447 Edisto Island SC 29438 32.5486 -80.3070 2408
## 3448 Nelson NE 68961 40.2010 -98.0684 732
## 3449 Alpharetta GA 30009 34.0770 -84.3033 165556
## 3450 Huntington Beach CA 92648 33.6773 -118.0051 190249
## 3451 Churubusco IN 46723 41.2290 -85.3244 7692
## 3452 Romulus MI 48174 42.2203 -83.3583 31515
## 3453 Wilton ND 58579 47.1709 -100.7944 1190
## 3454 Mount Morris NY 14510 42.6835 -77.8664 4895
## 3455 Altonah UT 84002 40.3207 -110.4360 302
## 3456 Phoenix AZ 85020 33.5623 -112.0559 1312922
## 3457 Saint Paul MN 55128 44.9913 -92.9487 753116
## 3458 Rock Springs WY 82901 41.6060 -109.2300 27971
## 3459 Gadsden AL 35901 34.0480 -85.9246 67082
## 3460 Brunson SC 29911 32.9413 -81.1807 1725
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## 3476 Houston TX 77007 29.7736 -95.4034 2906700
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## 3481 Kirk CO 80824 39.6171 -102.4776 207
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## 3562 Clifton SC 29324 34.9906 -81.8327 167
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## 3576 Sterling City TX 76951 31.8351 -101.0017 1143
## 3577 Detroit MI 48221 42.4260 -83.1500 673342
## 3578 Napa CA 94558 38.4549 -122.2564 94014
## 3579 Waupaca WI 54981 44.3481 -89.1101 15426
## 3580 Newton NH 3858 42.8678 -71.0420 4603
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## 3582 Smackover AR 71762 33.3398 -92.7442 2501
## 3583 Lahoma OK 73754 36.3850 -98.0727 1078
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## 3599 Muskegon MI 49440 43.2326 -86.2492 128715
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## 3601 San Antonio TX 78208 29.4400 -98.4590 1595797
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## 3603 Cape Coral FL 33909 26.6939 -81.9452 156391
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## 3607 Moravian Falls NC 28654 36.0788 -81.1781 3495
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## 3615 Atlantic VA 23303 37.9073 -75.5089 741
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## 3621 Jaffrey NH 3452 42.8178 -72.0275 5457
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## 3629 West Hartford VT 5084 43.7185 -72.4439 140
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## 3648 Steuben ME 4680 44.4971 -67.9503 1131
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## 3653 Glade Spring VA 24340 36.7779 -81.7676 5657
## 3654 Sula MT 59871 45.8433 -113.8748 218
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## 3656 Indianapolis IN 46254 39.8490 -86.2720 910148
## 3657 Payson IL 62360 39.8153 -91.2627 1656
## 3658 Springfield VA 22151 38.8029 -77.2116 104396
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## 3666 Arcadia OH 44804 41.1116 -83.5020 1202
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## 3672 San Antonio TX 78208 29.4400 -98.4590 1595797
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## 3676 Cedar MI 49621 44.8605 -85.8138 3096
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## 3679 Louisville KY 40202 38.2507 -85.7476 736284
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## 3684 Humboldt AZ 86329 34.5189 -112.2523 1179
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## 3701 New Waverly TX 77358 30.5354 -95.4532 4993
## 3702 Cuyahoga Falls OH 44223 41.1464 -81.5107 47772
## 3703 Des Moines IA 50312 41.5855 -93.6719 222785
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## 3705 Llano NM 87543 36.1486 -105.6648 247
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## 3713 Scotia SC 29939 32.6786 -81.2455 302
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## 3716 Warren MI 48088 42.5164 -82.9832 134056
## 3717 Arcadia SC 29320 34.9572 -81.9916 530
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## 3719 Goreville IL 62939 37.5750 -88.9655 3119
## 3720 Albuquerque NM 87109 35.1506 -106.5690 641349
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## 3739 Conway WA 98238 48.3400 -122.3456 85
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## 3741 Greenbush VA 23357 37.7681 -75.6664 776
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## 3743 Sturgis MS 39769 33.3570 -89.0473 1923
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## 3752 Spearsville LA 71277 32.9550 -92.5870 1758
## 3753 Elberta MI 49628 44.5995 -86.2141 372
## 3754 Springfield VA 22151 38.8029 -77.2116 104396
## 3755 Port Ewen NY 12466 41.8948 -73.9767 2471
## 3756 Egan LA 70531 30.2510 -92.5002 1261
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## 3764 Alder MT 59710 45.1939 -112.0568 286
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## 3766 Harper TX 78631 30.2816 -99.2410 2395
## 3767 Hooper NE 68031 41.6414 -96.5232 1745
## 3768 Garrattsville NY 13342 42.6315 -75.1866 165
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## 3770 New Boston IL 61272 41.2153 -90.9879 1504
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## 3775 East Andover ME 4226 44.6084 -70.6993 190
## 3776 Matawan NJ 7747 40.4109 -74.2380 30770
## 3777 Georgetown MN 56546 47.0999 -96.7270 346
## 3778 Paauilo HI 96776 20.0271 -155.3697 1490
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## 3783 Dallas TX 75218 32.8463 -96.6972 1263321
## 3784 Llano NM 87543 36.1486 -105.6648 247
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## 3786 Mount Saint Joseph OH 45051 39.0965 -84.6431 177
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## 3788 Camden NY 13316 43.3392 -75.7543 6460
## 3789 Saint Francis KY 40062 37.6047 -85.4251 301
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## 3794 New York City NY 10039 40.8265 -73.9383 1577385
## 3795 Indianapolis IN 46290 39.9347 -86.1633 910148
## 3796 Mc Intosh SD 57641 45.7084 -101.1546 295
## 3797 Carlotta CA 95528 40.5070 -123.9743 1139
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## 3803 Vero Beach FL 32960 27.6330 -80.4031 105638
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## 3805 Ash Flat AR 72513 36.2201 -91.6421 2856
## 3806 Uledi PA 15484 39.8936 -79.7856 328
## 3807 Tekoa WA 99033 47.2271 -117.0819 895
## 3808 Timberville VA 22853 38.6476 -78.7717 4367
## 3809 Hewitt WI 54441 44.6437 -90.1031 828
## 3810 Grover NC 28073 35.1836 -81.4552 5621
## 3811 May TX 76857 31.9571 -98.9656 1791
## 3812 Gadsden AL 35901 34.0480 -85.9246 67082
## 3813 Rumely MI 49826 46.3481 -87.0436 137
## 3814 Dieterich IL 62424 39.0319 -88.4074 2092
## 3815 Zaleski OH 45698 39.2830 -82.3977 341
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## 3818 Rock Springs WY 82901 41.6060 -109.2300 27971
## 3819 Watertown MN 55388 44.9595 -93.8482 5619
## 3820 Carlotta CA 95528 40.5070 -123.9743 1139
## 3821 Washington DC 20012 38.9757 -77.0282 601723
## 3822 Wilmington NC 28405 34.2651 -77.8670 186140
## 3823 Ruidoso NM 88355 33.3305 -105.6933 8874
## 3824 Cascade Locks OR 97014 45.6710 -121.8686 1288
## 3825 Sturgis MS 39769 33.3570 -89.0473 1923
## 3826 Lolita TX 77971 28.7724 -96.4793 911
## 3827 Mount Clemens MI 48043 42.5978 -82.8823 16305
## 3828 Sturgis MS 39769 33.3570 -89.0473 1923
## 3829 De Witt AR 72042 34.2853 -91.3336 5161
## 3830 Miamisburg OH 45342 39.6321 -84.2675 36784
## 3831 Barneveld NY 13304 43.2237 -75.1612 1684
## 3832 Santa Monica CA 90403 34.0287 -118.4924 92043
## 3833 Ruth NV 89319 39.3426 -114.8859 450
## 3834 Drakes Branch VA 23937 36.9688 -78.5615 1970
## 3835 Naples FL 34112 26.1184 -81.7361 276002
## 3836 East Canaan CT 6024 42.0158 -73.2913 647
## 3837 Meadville MO 64659 39.7795 -93.3014 964
## 3838 Monitor WA 98836 47.4852 -120.4158 584
## 3839 Arnold MO 63010 38.4305 -90.3870 35439
## 3840 Munith MI 49259 42.3703 -84.2485 2523
## 3841 Syracuse MO 65354 38.6547 -92.8929 628
## 3842 Purmela TX 76566 31.4841 -97.9903 258
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## 3859 Oakdale NY 11769 40.7382 -73.1297 9506
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## 3915 Esbon KS 66941 39.7562 -98.4462 242
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## 3919 New Holstein WI 53061 43.9446 -88.0911 5196
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## 3923 Central IN 47110 38.0970 -86.1723 350
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## 3925 Nazareth TX 79063 34.5444 -102.1069 686
## 3926 Acworth NH 3601 43.1960 -72.3001 477
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## 3977 Lakeland FL 33809 28.1762 -81.9591 237282
## 3978 Mc Veytown PA 17051 40.5046 -77.7186 4653
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## 3982 Key West FL 33040 24.6557 -81.3824 32891
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## 4003 High Rolls Mountain Park NM 88325 32.9396 -105.8189 899
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## 4005 Warren MI 48088 42.5164 -82.9832 134056
## 4006 Hannawa Falls NY 13647 44.6087 -74.9732 69
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## 4047 Tryon OK 74875 35.8759 -96.9623 1165
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## 4064 Ruckersville VA 22968 38.2586 -78.4074 9815
## 4065 Downsville NY 13755 42.0716 -75.0152 1228
## 4066 Karnack TX 75661 32.6205 -94.2000 2807
## 4067 Bowdoin ME 4287 44.0575 -69.9656 3224
## 4068 Timberville VA 22853 38.6476 -78.7717 4367
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## 4070 Alder MT 59710 45.1939 -112.0568 286
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## 4072 Uledi PA 15484 39.8936 -79.7856 328
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## 4074 Coyle OK 73027 35.8985 -97.2607 1493
## 4075 Boonton NJ 7005 40.9115 -74.4140 15269
## 4076 Tryon OK 74875 35.8759 -96.9623 1165
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## 4078 South Hero VT 5486 44.6400 -73.3113 1654
## 4079 Detroit MI 48221 42.4260 -83.1500 673342
## 4080 Burlington WA 98233 48.4786 -122.3345 14871
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## 4087 Espanola NM 87533 35.9866 -106.0654 18408
## 4088 Smith River CA 95567 41.9404 -124.1587 1930
## 4089 Cross Plains TX 76443 32.1482 -99.1872 1897
## 4090 Hurley SD 57036 43.2893 -97.1904 811
## 4091 Cazenovia WI 53924 43.4987 -90.2796 1360
## 4092 Nokomis IL 62075 39.3036 -89.2853 3458
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## 4100 El Paso TX 79906 31.8092 -106.4247 749635
## 4101 Moriarty NM 87035 34.9889 -106.0609 7268
## 4102 Blairstown MO 64726 38.5319 -93.9221 467
## 4103 Manistique MI 49854 46.0062 -86.2555 6469
## 4104 Birmingham IA 52535 40.8626 -91.9534 888
## 4105 Athena OR 97813 45.8289 -118.4971 1302
## 4106 Hawthorne CA 90250 33.9143 -118.3493 93193
## 4107 Alton IA 51003 42.9782 -96.0173 1700
## 4108 Hedley TX 79237 34.8698 -100.6806 513
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## 4110 Lorenzo TX 79343 33.6666 -101.5277 1571
## 4111 Lomax IL 61454 40.6761 -91.0391 725
## 4112 Paauilo HI 96776 20.0271 -155.3697 1490
## 4113 Edisto Island SC 29438 32.5486 -80.3070 2408
## 4114 Bolton NC 28423 34.3091 -78.3372 2290
## 4115 Minnesota Lake MN 56068 43.8295 -93.8282 1087
## 4116 Uledi PA 15484 39.8936 -79.7856 328
## 4117 Smiths Grove KY 42171 37.0581 -86.1938 6841
## 4118 Etlan VA 22719 38.5095 -78.2638 395
## 4119 Brunson SC 29911 32.9413 -81.1807 1725
## 4120 Edmond OK 73034 35.6665 -97.4798 116001
## 4121 Vero Beach FL 32960 27.6330 -80.4031 105638
## 4122 Mount Saint Joseph OH 45051 39.0965 -84.6431 177
## 4123 Altonah UT 84002 40.3207 -110.4360 302
## 4124 Powell TN 37849 36.0435 -84.0400 25459
## 4125 Titusville FL 32780 28.5697 -80.8191 54767
## 4126 Sturgis MS 39769 33.3570 -89.0473 1923
## 4127 Skytop PA 18357 41.2336 -75.2389 104
## 4128 Brooklin ME 4616 44.2541 -68.5565 824
## 4129 Orient WA 99160 48.8878 -118.2105 149
## 4130 Orient WA 99160 48.8878 -118.2105 149
## 4131 Central IN 47110 38.0970 -86.1723 350
## 4132 Nobleboro ME 4555 44.0943 -69.4828 1643
## 4133 Lamberton MN 56152 44.2378 -95.2739 1507
## 4134 Murfreesboro TN 37132 35.8596 -86.4210 158701
## 4135 Cord AR 72524 35.8184 -91.3375 376
## 4136 Fort Washakie WY 82514 43.0048 -108.8964 1645
## 4137 Atglen PA 19310 39.9458 -75.9703 3066
## 4138 North Wilkesboro NC 28659 36.2017 -81.1286 21134
## 4139 Murrayville IL 62668 39.5723 -90.2379 1512
## 4140 Cross SC 29436 33.3364 -80.1859 4471
## 4141 Cranks KY 40820 36.7558 -83.1838 581
## 4142 Dallas TX 75218 32.8463 -96.6972 1263321
## 4143 Lowell OR 97452 43.9210 -122.7806 1420
## 4144 Cuyahoga Falls OH 44223 41.1464 -81.5107 47772
## 4145 Monmouth Beach NJ 7750 40.3330 -73.9809 3279
## 4146 Napa CA 94558 38.4549 -122.2564 94014
## 4147 Glen Rock PA 17327 39.7813 -76.7477 7565
## 4148 Schaumburg IL 60193 42.0144 -88.0935 92294
## 4149 Sebring FL 33872 27.4703 -81.4872 50835
## 4150 Lolita TX 77971 28.7724 -96.4793 911
## 4151 Altonah UT 84002 40.3207 -110.4360 302
## 4152 San Angelo TX 76905 31.4647 -100.3900 103927
## 4153 Hopkins SC 29061 33.9349 -80.8449 13717
## 4154 Vero Beach FL 32960 27.6330 -80.4031 105638
## 4155 White Sulphur Springs WV 24986 37.7827 -80.3129 5216
## 4156 Smackover AR 71762 33.3398 -92.7442 2501
## 4157 Moriarty NM 87035 34.9889 -106.0609 7268
## 4158 Llano NM 87543 36.1486 -105.6648 247
## 4159 Hinesburg VT 5461 44.3346 -73.0980 4542
## 4160 Fairview NJ 7022 40.8170 -74.0000 13835
## 4161 Altair TX 77412 29.6047 -96.5249 106
## 4162 Corriganville MD 21524 39.6967 -78.8031 626
## 4163 Indianapolis IN 46254 39.8490 -86.2720 910148
## 4164 Mayersville MS 39113 32.9013 -91.0286 595
## 4165 Randolph OH 44265 41.0109 -81.2977 51
## 4166 Wauchula FL 33873 27.5517 -81.8074 14742
## 4167 Randolph MN 55065 44.5274 -93.0196 1201
## 4168 Milwaukee WI 53228 42.9676 -88.0434 817312
## 4169 Mountain Park OK 73559 34.7032 -98.9591 540
## 4170 Saint Bonaventure NY 14778 42.2701 -78.6847 1453
## 4171 Thomas WV 26292 39.1505 -79.5030 836
## 4172 Afton MN 55001 44.8696 -92.8234 2916
## 4173 Hooper NE 68031 41.6414 -96.5232 1745
## 4174 Leonard TX 75452 33.4044 -96.2238 4090
## 4175 Warren OH 44483 41.2639 -80.8164 75903
## 4176 Kirtland Afb NM 87117 35.0203 -106.5503 310
## 4177 Philadelphia PA 19149 40.0369 -75.0664 1526206
## 4178 Murfreesboro TN 37132 35.8596 -86.4210 158701
## 4179 Smackover AR 71762 33.3398 -92.7442 2501
## 4180 Bronx NY 10463 40.8798 -73.9067 1382480
## 4181 Basye VA 22810 38.8089 -78.7776 863
## 4182 Cedar MI 49621 44.8605 -85.8138 3096
## 4183 Milwaukee WI 53228 42.9676 -88.0434 817312
## 4184 Mc Cracken KS 67556 38.5957 -99.5540 320
## 4185 White Sulphur Springs WV 24986 37.7827 -80.3129 5216
## 4186 Sherman TX 75092 33.6372 -96.6184 46563
## 4187 Lepanto AR 72354 35.6069 -90.3359 2470
## 4188 Hurricane WV 25526 38.4257 -81.9943 21902
## 4189 Edisto Island SC 29438 32.5486 -80.3070 2408
## 4190 Orient WA 99160 48.8878 -118.2105 149
## 4191 Hedley TX 79237 34.8698 -100.6806 513
## 4192 Newhall CA 91321 34.3795 -118.5230 34882
## 4193 Philadelphia PA 19149 40.0369 -75.0664 1526206
## 4194 North Tonawanda NY 14120 43.0498 -78.8510 45100
## 4195 Lahoma OK 73754 36.3850 -98.0727 1078
## 4196 New Boston IL 61272 41.2153 -90.9879 1504
## 4197 Wilmington NC 28405 34.2651 -77.8670 186140
## 4198 Phil Campbell AL 35581 34.3470 -87.7154 5778
## 4199 Monetta SC 29105 33.8084 -81.5956 1514
## 4200 Burbank WA 99323 46.1966 -118.9017 3684
## 4201 Mansfield OH 44902 40.7559 -82.5123 92985
## 4202 Goodrich MI 48438 42.9147 -83.4845 6951
## 4203 North Loup NE 68859 41.4972 -98.7858 509
## 4204 Houston TX 77007 29.7736 -95.4034 2906700
## 4205 Kensington MD 20895 39.0298 -77.0793 19054
## 4206 Topeka KS 66618 39.1329 -95.7023 163415
## 4207 San Antonio TX 78214 29.3641 -98.4924 1595797
## 4208 Mooresville NC 28117 35.5840 -80.8685 69793
## 4209 Bessemer AL 35022 33.3224 -86.9657 71463
## 4210 Fenelton PA 16034 40.8555 -79.7372 2054
## 4211 Brooklyn NY 11217 40.6816 -73.9798 2504700
## 4212 Nobleboro ME 4555 44.0943 -69.4828 1643
## 4213 Auburn ME 4210 44.0948 -70.2390 23045
## 4214 Paradise Valley AZ 85253 33.5494 -111.9565 17047
## 4215 Jelm WY 82063 41.0539 -106.0763 100
## 4216 Delhi LA 71232 32.3929 -91.4714 6581
## 4217 Brooklin ME 4616 44.2541 -68.5565 824
## 4218 Albuquerque NM 87116 35.0561 -106.5506 641349
## 4219 Bagley WI 53801 42.9207 -91.0685 878
## 4220 Cleveland TX 77327 30.3300 -95.0202 34153
## 4221 Harrodsburg IN 47434 39.0130 -86.5457 76
## 4222 Arcadia SC 29320 34.9572 -81.9916 530
## 4223 Rock Tavern NY 12575 41.4575 -74.1659 2258
## 4224 Elizabeth NJ 7208 40.6747 -74.2239 124967
## 4225 Laredo TX 78040 27.5155 -99.4986 248858
## 4226 Elizabethtown KY 42701 37.6848 -85.8784 48194
## 4227 Birmingham AL 35229 33.4629 -86.7904 493806
## 4228 Moravian Falls NC 28654 36.0788 -81.1781 3495
## 4229 Rhame ND 58651 46.1664 -103.7079 475
## 4230 Valdosta GA 31605 30.9460 -83.2474 94325
## 4231 Lowell OR 97452 43.9210 -122.7806 1420
## 4232 Ollie IA 52576 41.2001 -92.1354 568
## 4233 Saxon WI 54559 46.4959 -90.4383 795
## 4234 North Brookfield MA 1535 42.2665 -72.0821 4680
## 4235 Comfort WV 25049 38.1372 -81.5962 630
## 4236 Tampa FL 33620 28.0600 -82.4079 717255
## 4237 Lebanon VA 24266 36.8809 -82.0956 9521
## 4238 Grant AL 35747 34.4959 -86.2590 5901
## 4239 Alva WY 82711 44.6873 -104.4414 110
## 4240 Saxon WI 54559 46.4959 -90.4383 795
## 4241 New York City NY 10039 40.8265 -73.9383 1577385
## 4242 Jordanville NY 13361 42.8948 -74.8209 824
## 4243 Beasley TX 77417 29.4790 -95.9681 2457
## 4244 Bay City MI 48706 43.6088 -83.9530 67858
## 4245 East Canaan CT 6024 42.0158 -73.2913 647
## 4246 Laramie WY 82072 41.4247 -105.4781 35371
## 4247 Hinckley OH 44233 41.2419 -81.7453 7646
## 4248 Jones AL 36749 32.5104 -86.8138 1089
## 4249 Tomahawk WI 54487 45.4963 -89.7273 9594
## 4250 Sacramento CA 95827 38.5662 -121.3286 757530
## 4251 Dresden KS 67635 39.6094 -100.4112 169
## 4252 Blairsden-Graeagle CA 96103 39.8127 -120.6405 1725
## 4253 Saint Paul MN 55128 44.9913 -92.9487 753116
## 4254 Hooper NE 68031 41.6414 -96.5232 1745
## 4255 Independence MO 64058 39.1412 -94.3515 123373
## 4256 Monitor WA 98836 47.4852 -120.4158 584
## 4257 Helm CA 93627 36.4992 -120.0936 123
## 4258 Bristow IN 47515 38.1981 -86.6821 965
## 4259 Blooming Grove TX 76626 32.0758 -96.7010 1563
## 4260 Center Tuftonboro NH 3816 43.6849 -71.2551 1368
## 4261 Burrton KS 67020 38.0261 -97.6666 1689
## 4262 Mooresville NC 28117 35.5840 -80.8685 69793
## 4263 Winger MN 56592 47.5375 -95.9941 516
## 4264 Waukesha WI 53186 42.9993 -88.2196 95015
## 4265 East Canaan CT 6024 42.0158 -73.2913 647
## 4266 Aledo TX 76008 32.7004 -97.6039 13602
## 4267 Houston TX 77007 29.7736 -95.4034 2906700
## 4268 Gardiner OR 97441 43.7857 -124.1437 260
## 4269 Birmingham AL 35229 33.4629 -86.7904 493806
## 4270 Marathon TX 79842 30.1886 -103.2214 498
## 4271 Parsonsfield ME 4047 43.7450 -70.9092 1892
## 4272 Basye VA 22810 38.8089 -78.7776 863
## 4273 Kingsford Heights IN 46346 41.4802 -86.6919 1423
## 4274 Leonard TX 75452 33.4044 -96.2238 4090
## 4275 Rosewood OH 43070 40.2158 -83.9579 133
## 4276 Thomas OK 73669 35.7382 -98.7388 1675
## 4277 Nazareth TX 79063 34.5444 -102.1069 686
## 4278 Norwalk CA 90650 33.9056 -118.0818 105549
## 4279 Vinton CA 96135 40.0235 -120.7986 128
## 4280 Burrton KS 67020 38.0261 -97.6666 1689
## 4281 Powell Butte OR 97753 44.2415 -121.0113 2016
## 4282 Brooklyn NY 11217 40.6816 -73.9798 2504700
## 4283 Greendale WI 53129 42.9373 -87.9943 13973
## 4284 Cedar MI 49621 44.8605 -85.8138 3096
## 4285 Utica PA 16362 41.4798 -79.9403 1102
## 4286 Indianapolis IN 46290 39.9347 -86.1633 910148
## 4287 Wheaton MO 64874 36.7651 -94.0492 760
## 4288 Moriarty NM 87035 34.9889 -106.0609 7268
## 4289 Turner MT 59542 48.8328 -108.3961 192
## 4290 Stephensport KY 40170 37.9048 -86.5240 344
## 4291 Mounds OK 74047 35.8896 -96.0887 7163
## 4292 New Holstein WI 53061 43.9446 -88.0911 5196
## 4293 Alva WY 82711 44.6873 -104.4414 110
## 4294 Cowlesville NY 14037 42.8112 -78.4481 1166
## 4295 Pearlington MS 39572 30.2508 -89.6011 1414
## 4296 Topeka KS 66616 39.0645 -95.6413 163415
## 4297 Manistique MI 49854 46.0062 -86.2555 6469
## 4298 Azusa CA 91702 34.1248 -117.9031 59705
## 4299 Garfield KS 67529 38.0649 -99.2374 365
## 4300 Walnut Ridge AR 72476 36.0244 -90.9288 7155
## 4301 Sherman TX 75092 33.6372 -96.6184 46563
## 4302 Enola AR 72047 35.2087 -92.2123 969
## 4303 Scotland MD 20687 38.0828 -76.3477 313
## 4304 Bonita Springs FL 34135 26.3771 -81.7334 51427
## 4305 Brandon FL 33510 27.9551 -82.2966 79613
## 4306 Fiddletown CA 95629 38.5234 -120.6763 832
## 4307 Winthrop ME 4364 44.3229 -69.9576 6025
## 4308 Big Creek KY 40914 37.1046 -83.5706 467
## 4309 Centerview MO 64019 38.7897 -93.8702 2368
## 4310 Methuen MA 1844 42.7280 -71.1810 47249
## 4311 Blooming Grove TX 76626 32.0758 -96.7010 1563
## 4312 Phoenix AZ 85020 33.5623 -112.0559 1312922
## 4313 Saint Amant LA 70774 30.2385 -90.8435 10076
## 4314 Mulberry Grove IL 62262 38.9311 -89.2463 1810
## 4315 Grand Bay AL 36541 30.4983 -88.3282 15647
## 4316 Indianapolis IN 46254 39.8490 -86.2720 910148
## 4317 Cuyahoga Falls OH 44223 41.1464 -81.5107 47772
## 4318 Bauxite AR 72011 34.5091 -92.4828 4074
## 4319 Wilton ND 58579 47.1709 -100.7944 1190
## 4320 Orient NY 11957 41.1437 -72.2879 743
## 4321 Ronceverte WV 24970 37.7418 -80.4626 4575
## 4322 Dalton WI 53926 43.6718 -89.1918 1628
## 4323 Leonard TX 75452 33.4044 -96.2238 4090
## 4324 Pikesville MD 21208 39.3764 -76.7290 33917
## 4325 Manor PA 15665 40.3359 -79.6607 1472
## 4326 Deltona FL 32725 28.8989 -81.2473 88735
## 4327 Manderson SD 57756 43.3526 -102.5411 1126
## 4328 Sebring FL 33872 27.4703 -81.4872 50835
## 4329 South Richmond Hill NY 11419 40.6868 -73.8230 47211
## 4330 High Rolls Mountain Park NM 88325 32.9396 -105.8189 899
## 4331 De Witt AR 72042 34.2853 -91.3336 5161
## 4332 Muskegon MI 49440 43.2326 -86.2492 128715
## 4333 Utica MO 64686 39.7417 -93.6289 271
## 4334 Westport KY 40077 38.4921 -85.4524 564
## 4335 Walnut Ridge AR 72476 36.0244 -90.9288 7155
## 4336 Stayton OR 97383 44.8021 -122.7624 9587
## 4337 Phoenix AZ 85020 33.5623 -112.0559 1312922
## 4338 Fort Washakie WY 82514 43.0048 -108.8964 1645
## 4339 Fulton SD 57340 43.7588 -97.8712 355
## 4340 Seneca WI 54654 43.2064 -90.9405 153
## 4341 Thida AR 72165 35.5762 -91.4539 111
## 4342 Nazareth TX 79063 34.5444 -102.1069 686
## 4343 Hancock MD 21750 39.6991 -78.1762 3766
## 4344 Sula MT 59871 45.8433 -113.8748 218
## 4345 Big Creek KY 40914 37.1046 -83.5706 467
## 4346 East Canaan CT 6024 42.0158 -73.2913 647
## 4347 Tomales CA 94971 38.2427 -122.9145 337
## job dob
## 1 Psychologist, counselling 1988-03-09
## 2 Special educational needs teacher 1978-06-21
## 3 Nature conservation officer 1962-01-19
## 4 Patent attorney 1967-01-12
## 5 Dance movement psychotherapist 1986-03-28
## 6 Transport planner 1961-06-19
## 7 Arboriculturist 1993-08-16
## 8 Designer, multimedia 1947-08-21
## 9 Public affairs consultant 1941-03-07
## 10 Pathologist 1974-03-28
## 11 IT trainer 1990-07-13
## 12 Systems developer 1966-02-14
## 13 Engineer, land 1989-02-28
## 14 Systems analyst 1945-12-21
## 15 Naval architect 1967-08-30
## 16 Radiographer, diagnostic 1965-06-30
## 17 Programme researcher, broadcasting/film/video 1952-07-06
## 18 Energy engineer 1938-03-15
## 19 Event organiser 1946-02-02
## 20 Operational researcher 1980-12-21
## 21 Market researcher 1980-11-22
## 22 Probation officer 1961-02-14
## 23 Leisure centre manager 1974-07-19
## 24 Corporate investment banker 1965-07-26
## 25 Therapist, occupational 1946-01-02
## 26 Call centre manager 1962-08-13
## 27 Police officer 1971-11-05
## 28 Education officer, museum 1967-08-02
## 29 Physiotherapist 1966-12-03
## 30 Network engineer 1945-03-15
## 31 Forensic psychologist 1961-05-19
## 32 Geochemist 1964-12-30
## 33 Armed forces training and education officer 1964-04-22
## 34 Designer, furniture 1977-02-22
## 35 Optician, dispensing 1970-07-20
## 36 Psychologist, forensic 1984-06-04
## 37 Librarian, public 1970-10-21
## 38 Fine artist 1984-12-24
## 39 Scientist, research (maths) 1998-10-01
## 40 Research officer, trade union 1988-04-27
## 41 Tourism officer 1987-07-18
## 42 Human resources officer 1971-10-14
## 43 Surveyor, minerals 1987-04-23
## 44 Arboriculturist 1993-08-16
## 45 Applications developer 1942-01-06
## 46 Video editor 1971-01-28
## 47 Curator 1972-07-25
## 48 Research officer, political party 1984-09-01
## 49 Engineer, mining 1960-01-06
## 50 Education officer, community 1986-11-06
## 51 Physicist, medical 1954-01-05
## 52 Amenity horticulturist 1970-09-27
## 53 Electrical engineer 1994-02-09
## 54 Television camera operator 1942-11-24
## 55 Higher education careers adviser 1994-11-05
## 56 Ambulance person 1993-10-25
## 57 Dealer 1976-10-18
## 58 Paediatric nurse 1981-02-15
## 59 Trading standards officer 1974-03-13
## 60 Surveyor, minerals 1987-04-23
## 61 Engineer, technical sales 1926-07-12
## 62 Designer, jewellery 1966-12-21
## 63 Clinical biochemist 1936-03-28
## 64 Engineer, electronics 1997-08-22
## 65 Water engineer 1972-05-04
## 66 Science writer 1955-06-12
## 67 Film/video editor 1990-08-13
## 68 Psychologist, counselling 1967-02-04
## 69 Solicitor, Scotland 1974-06-21
## 70 Product/process development scientist 1962-11-11
## 71 Tree surgeon 1983-07-25
## 72 Programme researcher, broadcasting/film/video 1979-01-02
## 73 Careers information officer 2000-06-13
## 74 Geologist, engineering 1957-03-28
## 75 Counsellor 1955-01-05
## 76 Freight forwarder 1976-02-26
## 77 Senior tax professional/tax inspector 1982-01-07
## 78 Engineer, broadcasting (operations) 1935-09-08
## 79 English as a second language teacher 1975-04-30
## 80 Economist 1977-04-28
## 81 Patent attorney 1954-05-25
## 82 Child psychotherapist 1946-04-03
## 83 Water engineer 1975-07-31
## 84 Claims inspector/assessor 1998-03-19
## 85 Tourist information centre manager 1974-12-23
## 86 Exhibitions officer, museum/gallery 1995-07-12
## 87 Location manager 1989-11-24
## 88 Patent attorney 1954-05-25
## 89 Engineer, biomedical 1983-08-25
## 90 Research scientist (physical sciences) 1984-06-03
## 91 Purchasing manager 1935-08-15
## 92 Editor, magazine features 1995-04-19
## 93 Operations geologist 1976-09-08
## 94 Leisure centre manager 1974-07-19
## 95 Interpreter 1946-08-24
## 96 Engineering geologist 1971-08-20
## 97 Agricultural consultant 1957-03-06
## 98 Systems developer 1970-09-11
## 99 Paramedic 1977-01-04
## 100 Financial adviser 1986-06-11
## 101 Paramedic 1977-01-04
## 102 Dealer 1989-04-08
## 103 Administrator, education 1986-06-20
## 104 Educational psychologist 1980-12-16
## 105 Financial trader 1978-07-08
## 106 Audiological scientist 1957-12-29
## 107 Scientist, audiological 1972-06-14
## 108 Administrator, charities/voluntary organisations 1935-04-15
## 109 Health service manager 1927-09-09
## 110 Retail merchandiser 1928-10-01
## 111 Telecommunications researcher 1950-08-19
## 112 Exercise physiologist 1958-06-26
## 113 Accounting technician 1926-09-14
## 114 Product designer 1935-02-10
## 115 Waste management officer 1962-04-12
## 116 Mining engineer 1951-02-05
## 117 Purchasing manager 1935-08-15
## 118 Amenity horticulturist 1985-03-21
## 119 Surgeon 1990-05-03
## 120 Naval architect 1945-09-20
## 121 IT trainer 1990-07-13
## 122 Therapist, horticultural 1961-01-21
## 123 Environmental consultant 1972-11-28
## 124 Broadcast presenter 1972-07-01
## 125 Producer, radio 1958-08-14
## 126 Trading standards officer 1974-03-13
## 127 Producer, radio 1958-08-14
## 128 Financial trader 1978-07-08
## 129 Energy engineer 1985-09-02
## 130 Engineer, communications 2001-07-26
## 131 Scientist, audiological 1929-05-06
## 132 Historic buildings inspector/conservation officer 1960-06-14
## 133 Engineering geologist 1954-06-14
## 134 Teacher, English as a foreign language 1977-10-19
## 135 Materials engineer 1971-11-02
## 136 Producer, radio 1958-08-14
## 137 Health visitor 1950-11-27
## 138 Medical secretary 1963-05-23
## 139 Theatre director 1948-11-14
## 140 Technical brewer 1966-11-10
## 141 Systems analyst 1945-12-21
## 142 Land/geomatics surveyor 1990-10-15
## 143 Arboriculturist 1993-08-16
## 144 Engineer, structural 1963-04-22
## 145 Physicist, medical 1954-12-10
## 146 Diagnostic radiographer 1968-07-01
## 147 Television production assistant 1973-04-01
## 148 Medical sales representative 1988-09-15
## 149 Naval architect 1988-04-15
## 150 Building control surveyor 1959-09-27
## 151 Therapist, sports 1999-06-06
## 152 Optician, dispensing 1970-07-20
## 153 Arboriculturist 1993-08-16
## 154 Structural engineer 1985-01-01
## 155 Commercial/residential surveyor 2003-05-07
## 156 Scientist, audiological 1929-05-06
## 157 Database administrator 1957-01-23
## 158 Broadcast presenter 1972-07-01
## 159 Exhibition designer 1927-12-11
## 160 Training and development officer 1981-06-22
## 161 Mechanical engineer 1962-06-04
## 162 Film/video editor 1990-06-25
## 163 Medical physicist 1960-01-16
## 164 Administrator 1954-07-15
## 165 Mudlogger 1984-07-03
## 166 Fisheries officer 1971-08-06
## 167 Conservator, museum/gallery 1950-04-05
## 168 Programmer, multimedia 1967-05-28
## 169 Cytogeneticist 1952-10-13
## 170 Multimedia programmer 1983-10-14
## 171 Therapist, occupational 1969-03-02
## 172 Counselling psychologist 1968-10-06
## 173 Chiropodist 1931-01-26
## 174 Teacher, early years/pre 1940-11-11
## 175 Counsellor 1987-11-18
## 176 Cartographer 1965-12-15
## 177 Pensions consultant 1962-10-16
## 178 Product designer 1935-02-10
## 179 Research scientist (physical sciences) 1981-07-05
## 180 Primary school teacher 1934-03-19
## 181 Electronics engineer 1989-07-17
## 182 Museum/gallery exhibitions officer 1992-05-09
## 183 Air broker 1982-05-20
## 184 Chemical engineer 1929-08-23
## 185 Advertising account executive 1971-03-26
## 186 Engineering geologist 1971-08-20
## 187 Historic buildings inspector/conservation officer 1995-05-25
## 188 Editor, magazine features 1995-04-19
## 189 Materials engineer 1997-06-04
## 190 Advertising account planner 1951-12-04
## 191 Chartered legal executive (England and Wales) 1967-05-27
## 192 Accounting technician 1939-09-19
## 193 Psychiatric nurse 1986-05-02
## 194 Secondary school teacher 1936-03-27
## 195 Librarian, academic 1958-06-11
## 196 Embryologist, clinical 1953-03-30
## 197 Immunologist 1997-03-12
## 198 Education officer, museum 1967-08-02
## 199 Market researcher 1980-11-22
## 200 Counselling psychologist 1963-12-29
## 201 Television floor manager 1957-04-17
## 202 Psychologist, forensic 1998-10-07
## 203 Counsellor 1987-11-18
## 204 Contractor 1981-10-24
## 205 Health physicist 1971-04-25
## 206 Copy 1970-02-22
## 207 Dance movement psychotherapist 1986-03-28
## 208 Audiological scientist 1956-01-09
## 209 Bookseller 1968-06-18
## 210 Systems developer 1969-10-30
## 211 Land 1995-10-17
## 212 Chartered loss adjuster 1978-01-15
## 213 Occupational psychologist 1954-07-05
## 214 Facilities manager 1926-06-26
## 215 Agricultural consultant 1960-01-20
## 216 Further education lecturer 1964-01-04
## 217 Archivist 1945-08-19
## 218 Museum/gallery exhibitions officer 1934-10-06
## 219 Investment analyst 1974-10-27
## 220 Dealer 1951-11-08
## 221 Building control surveyor 1963-06-22
## 222 Health visitor 1950-11-27
## 223 Engineer, building services 1963-04-04
## 224 Facilities manager 1926-06-26
## 225 Financial adviser 1968-02-10
## 226 Psychologist, sport and exercise 1993-07-05
## 227 Journalist, newspaper 1978-03-06
## 228 Doctor, hospital 1980-05-18
## 229 Phytotherapist 1970-11-12
## 230 Pharmacologist 1977-06-07
## 231 Horticultural therapist 1982-02-10
## 232 Hydrologist 1926-08-27
## 233 Community arts worker 1969-09-21
## 234 Applications developer 1942-01-06
## 235 Multimedia programmer 1970-03-13
## 236 Public house manager 1974-03-10
## 237 Administrator, education 1939-11-09
## 238 Scientist, research (maths) 1998-10-01
## 239 Research officer, trade union 1986-12-13
## 240 Technical brewer 1958-04-06
## 241 Retail merchandiser 1973-07-28
## 242 Architect 1953-01-20
## 243 Lexicographer 1977-08-16
## 244 Psychotherapist, child 2004-05-08
## 245 Teacher, secondary school 1992-01-20
## 246 Public house manager 1974-03-10
## 247 Call centre manager 1962-08-13
## 248 Facilities manager 2005-01-29
## 249 Toxicologist 1974-02-15
## 250 Psychotherapist, child 2004-05-08
## 251 Commercial horticulturist 1972-05-23
## 252 Systems developer 1945-11-04
## 253 Call centre manager 1958-09-20
## 254 Podiatrist 1972-10-18
## 255 Product designer 1935-02-10
## 256 Hydrologist 1926-08-27
## 257 Physiotherapist 1966-12-03
## 258 Systems developer 1945-11-04
## 259 IT trainer 1990-07-13
## 260 Building surveyor 1937-03-17
## 261 Architectural technologist 1961-10-24
## 262 Editor, film/video 1983-07-24
## 263 Social researcher 1955-05-06
## 264 Therapist, occupational 1951-01-15
## 265 Senior tax professional/tax inspector 1954-06-30
## 266 Engineer, communications 2001-07-26
## 267 Technical brewer 1966-11-10
## 268 Wellsite geologist 1956-01-24
## 269 Tourist information centre manager 1958-09-02
## 270 Minerals surveyor 1977-01-04
## 271 Engineer, mining 1960-01-06
## 272 Facilities manager 1926-06-26
## 273 Designer, ceramics/pottery 1948-06-30
## 274 Commercial horticulturist 1969-07-24
## 275 Mining engineer 1954-08-22
## 276 Mental health nurse 1961-09-10
## 277 Naval architect 1988-04-15
## 278 Volunteer coordinator 1980-08-18
## 279 Chief Technology Officer 1964-08-23
## 280 Mental health nurse 1978-08-27
## 281 Building control surveyor 1959-09-27
## 282 Psychologist, forensic 1984-06-04
## 283 Public affairs consultant 1941-03-07
## 284 Designer, jewellery 1966-12-21
## 285 Exhibition designer 1969-08-04
## 286 Camera operator 1988-03-25
## 287 Systems analyst 1945-12-21
## 288 Copywriter, advertising 1979-06-24
## 289 Surgeon 1985-04-15
## 290 Structural engineer 1985-01-01
## 291 Surveyor, mining 1973-05-07
## 292 Designer, ceramics/pottery 1975-07-07
## 293 Financial adviser 1978-03-04
## 294 Film/video editor 1990-06-25
## 295 Museum/gallery exhibitions officer 1934-10-06
## 296 Fine artist 1959-07-30
## 297 Engineering geologist 1952-04-02
## 298 Product manager 1928-07-15
## 299 Nurse, children's 1980-09-15
## 300 Pension scheme manager 1956-09-15
## 301 Archaeologist 1986-12-17
## 302 Sub 1969-11-22
## 303 Cytogeneticist 1954-07-14
## 304 Designer, interior/spatial 1952-09-27
## 305 Futures trader 1973-02-14
## 306 Archivist 1945-08-19
## 307 Chief Financial Officer 1960-02-01
## 308 Building surveyor 1937-03-17
## 309 Museum education officer 1942-04-03
## 310 Video editor 1971-01-28
## 311 Quantity surveyor 1933-03-15
## 312 Multimedia programmer 1964-02-13
## 313 Physiological scientist 1963-02-09
## 314 Telecommunications researcher 1950-08-19
## 315 Loss adjuster, chartered 1974-11-02
## 316 Engineer, biomedical 1983-08-25
## 317 Science writer 1929-05-30
## 318 Chief Financial Officer 1960-02-01
## 319 Architect 1953-01-20
## 320 Optician, dispensing 1970-07-20
## 321 Librarian, academic 1964-11-17
## 322 Pilot, airline 1934-06-23
## 323 Production assistant, radio 1960-04-03
## 324 Immigration officer 1987-05-19
## 325 Retail banker 1955-07-25
## 326 Therapist, horticultural 1976-09-17
## 327 Arboriculturist 1993-08-16
## 328 Pensions consultant 1996-04-10
## 329 Patent attorney 1967-01-12
## 330 Public affairs consultant 1941-03-07
## 331 Health and safety adviser 1944-07-26
## 332 Copywriter, advertising 1979-06-24
## 333 Exhibitions officer, museum/gallery 1988-02-15
## 334 Teacher, English as a foreign language 1977-10-19
## 335 Teacher, special educational needs 1969-02-22
## 336 Exhibitions officer, museum/gallery 1988-02-15
## 337 Chartered legal executive (England and Wales) 1967-05-27
## 338 Electrical engineer 1993-04-08
## 339 Jewellery designer 1970-06-09
## 340 Counsellor 1991-03-13
## 341 Electronics engineer 1989-07-17
## 342 Archivist 1945-08-19
## 343 Facilities manager 1926-06-26
## 344 Occupational psychologist 1954-07-05
## 345 Community pharmacist 1964-08-08
## 346 Systems developer 1966-02-14
## 347 Control and instrumentation engineer 1953-12-08
## 348 Educational psychologist 1980-12-16
## 349 Cytogeneticist 1952-10-13
## 350 Exhibition designer 1975-12-28
## 351 Make 1959-05-10
## 352 Designer, ceramics/pottery 1948-06-30
## 353 Corporate investment banker 1965-07-26
## 354 Science writer 1929-05-30
## 355 Counsellor 1955-01-05
## 356 Early years teacher 1972-10-04
## 357 Ambulance person 1993-10-25
## 358 Sales professional, IT 1997-07-05
## 359 Health physicist 1971-04-25
## 360 Multimedia programmer 1983-10-14
## 361 Lexicographer 1990-11-23
## 362 Database administrator 1962-09-27
## 363 Systems analyst 1945-12-21
## 364 Electrical engineer 1993-04-08
## 365 Scientist, marine 1975-07-13
## 366 Tree surgeon 1983-07-25
## 367 Mining engineer 1954-08-22
## 368 Systems developer 1945-11-04
## 369 Contractor 1981-10-24
## 370 Accounting technician 1967-09-16
## 371 Intelligence analyst 1971-02-11
## 372 Electronics engineer 1989-07-17
## 373 Advertising account planner 1982-07-30
## 374 Child psychotherapist 1946-04-03
## 375 Special educational needs teacher 1978-06-21
## 376 Market researcher 1973-01-21
## 377 Land/geomatics surveyor 1993-10-12
## 378 Clinical research associate 1964-02-15
## 379 Public affairs consultant 1969-11-01
## 380 Administrator, local government 1973-05-16
## 381 Financial adviser 1978-03-04
## 382 IT trainer 1990-11-07
## 383 Barrister 1956-05-30
## 384 Agricultural consultant 1950-05-27
## 385 Geochemist 1964-12-30
## 386 Engineer, control and instrumentation 1980-08-17
## 387 Clothing/textile technologist 1974-10-15
## 388 Development worker, community 1961-01-31
## 389 Art therapist 1973-06-09
## 390 Product manager 1928-07-15
## 391 Sales executive 1969-12-22
## 392 Teacher, secondary school 1992-01-20
## 393 Armed forces logistics/support/administrative officer 1962-05-04
## 394 Archivist 1945-08-19
## 395 Optometrist 1984-07-05
## 396 Insurance underwriter 1927-10-24
## 397 Clinical research associate 1964-02-15
## 398 Mental health nurse 1978-08-27
## 399 Charity officer 1967-01-24
## 400 Science writer 1929-05-30
## 401 Electrical engineer 1993-04-08
## 402 Insurance underwriter 1976-03-26
## 403 Civil Service fast streamer 1983-06-23
## 404 Retail merchandiser 1973-07-28
## 405 Television production assistant 1990-01-24
## 406 Retail buyer 1965-04-13
## 407 Market researcher 1980-11-22
## 408 Magazine features editor 1957-04-05
## 409 Equities trader 1966-01-04
## 410 Arboriculturist 1993-08-16
## 411 Trade mark attorney 1979-04-12
## 412 Trade mark attorney 1979-04-12
## 413 Research scientist (life sciences) 1983-10-12
## 414 Curator 2001-06-22
## 415 Lexicographer 1977-08-16
## 416 Psychotherapist 1991-10-13
## 417 Pharmacist, community 1993-11-17
## 418 Risk analyst 1974-11-20
## 419 Operations geologist 1963-08-04
## 420 Engineer, maintenance 1956-09-01
## 421 Architect 1953-01-20
## 422 Logistics and distribution manager 1981-05-06
## 423 Water quality scientist 1995-03-13
## 424 Tourist information centre manager 1958-09-02
## 425 Chemical engineer 1976-09-29
## 426 Lecturer, further education 1958-01-01
## 427 Chartered legal executive (England and Wales) 1967-05-27
## 428 Programme researcher, broadcasting/film/video 1952-07-06
## 429 Production assistant, television 1979-12-11
## 430 Museum/gallery exhibitions officer 1934-10-06
## 431 Tour manager 1976-05-16
## 432 Music therapist 1984-08-01
## 433 Surveyor, land/geomatics 1953-05-23
## 434 Scientist, research (maths) 1991-04-13
## 435 Secondary school teacher 1936-03-27
## 436 Copy 1970-02-22
## 437 Engineer, production 1949-10-04
## 438 Acupuncturist 1958-10-29
## 439 Hospital doctor 1955-11-07
## 440 Scientist, marine 1973-10-19
## 441 Teacher, primary school 1968-06-24
## 442 Accountant, chartered public finance 1951-09-03
## 443 Cytogeneticist 1954-07-14
## 444 Illustrator 1955-11-10
## 445 Scientist, physiological 1964-04-06
## 446 Product/process development scientist 1962-11-11
## 447 Patent attorney 1954-05-25
## 448 Quantity surveyor 1962-02-14
## 449 Engineer, production 1949-10-04
## 450 Pilot, airline 1934-06-23
## 451 Buyer, industrial 1991-10-04
## 452 Scientist, research (physical sciences) 1976-06-15
## 453 Radio producer 1962-04-05
## 454 Scientist, marine 1973-10-19
## 455 Counselling psychologist 1963-12-29
## 456 Manufacturing engineer 1999-09-11
## 457 Research scientist (life sciences) 1983-10-12
## 458 Animal technologist 1989-05-14
## 459 Higher education careers adviser 1968-02-09
## 460 Production engineer 1950-11-20
## 461 Fisheries officer 1992-06-19
## 462 Water engineer 1972-05-04
## 463 Biochemist, clinical 1936-11-05
## 464 Waste management officer 1966-09-16
## 465 Science writer 1929-05-30
## 466 Engineer, manufacturing 1954-01-06
## 467 Comptroller 1987-09-26
## 468 Pilot, airline 1934-06-23
## 469 Librarian, public 1953-07-30
## 470 General practice doctor 1942-05-04
## 471 Designer, industrial/product 1968-07-24
## 472 Mechanical engineer 1982-08-01
## 473 Scientist, audiological 1963-06-13
## 474 Programme researcher, broadcasting/film/video 1952-07-06
## 475 Scientist, research (maths) 1993-05-14
## 476 Prison officer 1986-03-14
## 477 Cytogeneticist 1969-09-15
## 478 Systems developer 1945-11-04
## 479 Merchandiser, retail 1987-05-05
## 480 Water engineer 1975-07-31
## 481 Social researcher 1974-12-05
## 482 Engineer, drilling 1975-06-29
## 483 Engineer, petroleum 1941-04-23
## 484 Cabin crew 1948-05-01
## 485 Commissioning editor 1961-09-03
## 486 Claims inspector/assessor 1986-04-28
## 487 Special educational needs teacher 1978-06-21
## 488 Fine artist 1959-07-30
## 489 Accountant, chartered certified 1943-05-28
## 490 Cartographer 1965-12-15
## 491 Local government officer 1953-12-25
## 492 Health and safety adviser 1944-07-26
## 493 Product manager 1928-07-15
## 494 Professor Emeritus 1954-01-29
## 495 Copywriter, advertising 1992-07-23
## 496 Press sub 1976-01-02
## 497 Programme researcher, broadcasting/film/video 1952-07-06
## 498 Chartered public finance accountant 1941-10-16
## 499 Land/geomatics surveyor 1972-04-18
## 500 Writer 1993-11-02
## 501 Chief Executive Officer 1991-06-05
## 502 Occupational hygienist 1984-11-06
## 503 Doctor, general practice 1959-10-07
## 504 Counselling psychologist 1963-12-29
## 505 Community education officer 1951-06-13
## 506 Primary school teacher 1934-03-19
## 507 Scientist, audiological 1975-12-20
## 508 Community education officer 1951-06-13
## 509 Landscape architect 1960-01-13
## 510 Occupational therapist 1991-01-28
## 511 Special effects artist 1970-03-14
## 512 Engineer, technical sales 1926-07-12
## 513 Agricultural consultant 1957-03-06
## 514 Video editor 1971-01-28
## 515 Civil engineer, contracting 1961-04-25
## 516 Retail merchandiser 1973-07-28
## 517 Barrister's clerk 1958-07-28
## 518 Pilot, airline 1988-09-02
## 519 Travel agency manager 1998-07-29
## 520 Naval architect 1988-04-15
## 521 Chief Executive Officer 1971-12-10
## 522 Product/process development scientist 1973-07-13
## 523 Control and instrumentation engineer 1953-12-08
## 524 Surgeon 1999-10-25
## 525 Volunteer coordinator 1980-08-18
## 526 Buyer, industrial 1958-10-26
## 527 Associate Professor 1967-06-20
## 528 Event organiser 1946-02-02
## 529 Applications developer 1966-06-07
## 530 Risk analyst 1974-11-20
## 531 Building surveyor 1937-03-17
## 532 Barrister 1986-05-01
## 533 Tree surgeon 1983-07-25
## 534 Camera operator 1988-03-25
## 535 Clinical biochemist 1984-03-03
## 536 Designer, ceramics/pottery 1975-07-07
## 537 Chartered loss adjuster 1976-10-09
## 538 Community education officer 1951-06-13
## 539 Therapist, sports 1999-06-06
## 540 Financial adviser 1986-06-11
## 541 Civil engineer, contracting 1955-01-20
## 542 Producer, radio 1956-10-08
## 543 Lecturer, further education 1958-01-01
## 544 Archivist 1945-08-19
## 545 Neurosurgeon 1965-04-27
## 546 Doctor, general practice 1959-10-07
## 547 English as a second language teacher 1975-04-30
## 548 Counselling psychologist 1999-11-30
## 549 Scientist, audiological 1963-06-13
## 550 Loss adjuster, chartered 1974-11-02
## 551 Investment analyst 1974-10-27
## 552 Television production assistant 1973-04-01
## 553 Wellsite geologist 1966-05-22
## 554 Plant breeder/geneticist 1949-10-13
## 555 Secondary school teacher 1936-03-27
## 556 Mental health nurse 1961-09-10
## 557 Diagnostic radiographer 1968-07-01
## 558 Phytotherapist 1957-01-15
## 559 Event organiser 1946-02-02
## 560 Teacher, secondary school 1942-04-17
## 561 Location manager 1989-11-24
## 562 Dance movement psychotherapist 1986-03-28
## 563 Chemical engineer 1929-08-23
## 564 Chief Executive Officer 1971-12-10
## 565 Materials engineer 1941-11-16
## 566 Radio broadcast assistant 1995-07-08
## 567 Counsellor 1987-11-18
## 568 Chemical engineer 1976-09-29
## 569 English as a second language teacher 1983-02-08
## 570 Film/video editor 1961-04-22
## 571 Field seismologist 1969-05-16
## 572 Counsellor 1987-11-18
## 573 Chartered public finance accountant 1941-10-16
## 574 Industrial/product designer 1968-05-13
## 575 Mechanical engineer 1982-08-01
## 576 Metallurgist 1970-10-09
## 577 Forensic psychologist 1961-05-19
## 578 Technical brewer 1958-04-06
## 579 Clothing/textile technologist 1978-08-08
## 580 Probation officer 1968-11-22
## 581 Ambulance person 1993-10-25
## 582 Development worker, community 1961-01-31
## 583 Senior tax professional/tax inspector 1960-11-19
## 584 Landscape architect 1960-01-13
## 585 Water engineer 1975-07-31
## 586 Clinical research associate 1964-02-15
## 587 Politician's assistant 1976-06-30
## 588 Insurance claims handler 1952-03-08
## 589 Engineer, mining 1972-08-09
## 590 Tourist information centre manager 1974-12-23
## 591 Theme park manager 1991-03-29
## 592 Advertising account executive 1990-10-28
## 593 Health service manager 1927-09-09
## 594 Engineer, electronics 1997-08-22
## 595 Make 1959-05-10
## 596 Gaffer 1997-11-18
## 597 Doctor, general practice 1952-01-29
## 598 Engineer, production 1992-11-27
## 599 Chief Strategy Officer 1987-09-19
## 600 Heritage manager 1985-12-27
## 601 Agricultural consultant 1960-01-20
## 602 Television floor manager 1957-04-17
## 603 Cartographer 1965-12-15
## 604 Exhibition designer 1969-08-04
## 605 Wellsite geologist 1966-05-22
## 606 Occupational hygienist 1984-11-06
## 607 Sales professional, IT 1997-07-05
## 608 Ceramics designer 1970-01-08
## 609 Animator 1983-08-24
## 610 Naval architect 1988-04-15
## 611 Radio producer 1956-05-02
## 612 Podiatrist 1989-10-06
## 613 Insurance underwriter 1965-09-15
## 614 Toxicologist 1974-02-15
## 615 Engineering geologist 1954-06-14
## 616 Engineer, technical sales 1926-07-12
## 617 Copywriter, advertising 1992-07-23
## 618 Buyer, industrial 1991-10-04
## 619 Designer, jewellery 1966-12-21
## 620 Pharmacist, community 1993-11-17
## 621 Clothing/textile technologist 1979-07-03
## 622 Product designer 1935-02-10
## 623 Doctor, hospital 1980-05-18
## 624 Science writer 1955-06-12
## 625 Environmental consultant 1986-01-30
## 626 Science writer 1955-06-12
## 627 Therapist, occupational 1946-01-02
## 628 Optometrist 1968-05-16
## 629 Senior tax professional/tax inspector 1994-03-13
## 630 Engineer, maintenance 1956-09-01
## 631 Psychologist, forensic 1957-08-08
## 632 Oceanographer 1987-04-24
## 633 Building surveyor 1935-01-29
## 634 Sub 1941-03-30
## 635 Child psychotherapist 1978-01-22
## 636 Land 1995-10-17
## 637 Gaffer 1982-07-02
## 638 Accountant, chartered certified 1943-05-28
## 639 Public house manager 1974-03-10
## 640 Colour technologist 1959-05-28
## 641 Television floor manager 1939-03-09
## 642 Politician's assistant 1986-11-12
## 643 Chartered public finance accountant 1959-08-05
## 644 Copywriter, advertising 1962-03-20
## 645 Sub 1941-03-30
## 646 Contractor 1981-10-24
## 647 Engineer, petroleum 1941-04-23
## 648 Paramedic 1985-08-29
## 649 Operations geologist 1976-09-08
## 650 Engineer, agricultural 1980-03-18
## 651 Therapist, drama 1990-11-09
## 652 Orthoptist 1974-05-18
## 653 Historic buildings inspector/conservation officer 1972-07-18
## 654 Surveyor, minerals 1940-09-13
## 655 Engineer, control and instrumentation 1980-08-17
## 656 Physiological scientist 1963-02-09
## 657 Learning mentor 1955-05-06
## 658 Arts development officer 1991-08-19
## 659 English as a second language teacher 1983-02-08
## 660 Structural engineer 1985-01-01
## 661 Biomedical engineer 1994-11-24
## 662 IT trainer 1990-11-07
## 663 Nurse, children's 1980-09-15
## 664 Commercial horticulturist 1969-07-24
## 665 Patent attorney 1954-05-25
## 666 Race relations officer 1974-12-24
## 667 Database administrator 1962-09-27
## 668 Forensic psychologist 1981-08-29
## 669 Therapist, music 1988-09-19
## 670 Editor, film/video 1983-07-24
## 671 Land/geomatics surveyor 1972-04-18
## 672 Administrator, education 1939-11-09
## 673 Producer, radio 1956-10-08
## 674 Radiographer, diagnostic 1965-06-30
## 675 Designer, jewellery 1966-12-21
## 676 Early years teacher 1973-02-07
## 677 Buyer, industrial 1958-10-26
## 678 Engineer, drilling 1975-06-29
## 679 Landscape architect 1960-01-13
## 680 Architect 1953-01-20
## 681 Retail manager 1967-06-19
## 682 Librarian, public 1953-07-30
## 683 Geochemist 1964-12-30
## 684 Surgeon 1985-04-15
## 685 Engineer, broadcasting (operations) 1935-09-08
## 686 Psychotherapist 1991-10-13
## 687 Chemical engineer 1929-08-23
## 688 Systems developer 1945-11-04
## 689 Clothing/textile technologist 1978-08-08
## 690 Physiotherapist 1977-08-12
## 691 Designer, ceramics/pottery 1948-06-30
## 692 Furniture designer 1955-07-06
## 693 Accounting technician 1978-12-18
## 694 Agricultural consultant 1960-01-20
## 695 Systems analyst 1965-11-11
## 696 Building control surveyor 1963-06-22
## 697 Product/process development scientist 1962-11-11
## 698 Fine artist 1959-07-30
## 699 Geologist, engineering 1957-03-28
## 700 Sub 1969-11-22
## 701 Building services engineer 1946-08-30
## 702 Therapist, occupational 1946-01-02
## 703 Naval architect 1967-08-30
## 704 Financial adviser 1978-03-04
## 705 Maintenance engineer 1949-03-20
## 706 Press sub 1976-01-02
## 707 Chartered public finance accountant 1941-10-16
## 708 Freight forwarder 1976-02-26
## 709 Trade mark attorney 1986-07-23
## 710 Contractor 1981-10-24
## 711 Technical brewer 1979-09-03
## 712 Therapist, occupational 1958-02-17
## 713 Aid worker 1977-06-14
## 714 Editor, commissioning 1950-03-25
## 715 Engineer, petroleum 1941-04-23
## 716 Child psychotherapist 1978-01-22
## 717 Wellsite geologist 1956-01-24
## 718 Private music teacher 1957-11-12
## 719 Naval architect 1967-08-30
## 720 Chartered public finance accountant 1959-08-05
## 721 Clothing/textile technologist 1974-10-15
## 722 Sales executive 1969-12-22
## 723 Counselling psychologist 1963-12-29
## 724 Physicist, medical 1954-01-05
## 725 Designer, industrial/product 1994-04-22
## 726 Community arts worker 1982-02-08
## 727 Designer, interior/spatial 1974-09-14
## 728 Cabin crew 1948-05-01
## 729 Doctor, hospital 1980-05-18
## 730 Scientist, biomedical 1991-10-04
## 731 Surveyor, minerals 1987-04-23
## 732 Intelligence analyst 1971-02-11
## 733 Clinical research associate 1964-02-15
## 734 Probation officer 1961-02-14
## 735 Heritage manager 1966-01-21
## 736 Public relations account executive 1964-06-22
## 737 Community pharmacist 1964-08-08
## 738 Television production assistant 1973-04-01
## 739 Special effects artist 1970-03-14
## 740 Psychologist, sport and exercise 1927-05-25
## 741 Programme researcher, broadcasting/film/video 1979-01-02
## 742 Senior tax professional/tax inspector 1994-03-13
## 743 Dispensing optician 1984-03-06
## 744 Telecommunications researcher 1950-08-19
## 745 Advice worker 1973-05-27
## 746 Advertising account executive 1971-03-26
## 747 Designer, industrial/product 1994-04-22
## 748 Toxicologist 1974-02-15
## 749 Designer, ceramics/pottery 1938-09-08
## 750 Television floor manager 1957-04-17
## 751 Hydrographic surveyor 1987-02-22
## 752 Optician, dispensing 1971-08-05
## 753 Systems developer 1945-11-04
## 754 Geoscientist 1961-11-24
## 755 Wellsite geologist 1956-01-24
## 756 Barrister's clerk 1935-06-29
## 757 Immunologist 1997-03-12
## 758 Engineer, electronics 1997-08-22
## 759 Furniture designer 1955-07-06
## 760 Historic buildings inspector/conservation officer 1995-05-25
## 761 Mechanical engineer 1982-08-01
## 762 Environmental health practitioner 1978-05-23
## 763 Learning disability nurse 1985-06-18
## 764 Trade mark attorney 1979-04-12
## 765 Equities trader 1966-01-04
## 766 Chief Operating Officer 1976-11-21
## 767 Theatre director 1948-11-14
## 768 Applications developer 1942-01-06
## 769 Scientific laboratory technician 1957-08-30
## 770 Chief Operating Officer 1953-04-19
## 771 Industrial/product designer 1968-05-13
## 772 Research scientist (physical sciences) 1984-06-03
## 773 Horticultural therapist 1982-02-10
## 774 Science writer 1929-05-30
## 775 Senior tax professional/tax inspector 1960-11-19
## 776 Engineer, manufacturing 1954-01-06
## 777 Futures trader 1999-12-27
## 778 Records manager 1971-07-02
## 779 Make 1959-05-10
## 780 Engineer, control and instrumentation 1977-03-23
## 781 Learning disability nurse 1985-06-18
## 782 Museum education officer 1942-04-03
## 783 Careers information officer 2000-06-13
## 784 Toxicologist 1974-02-15
## 785 Radio broadcast assistant 1980-01-09
## 786 Accounting technician 1978-12-18
## 787 Barista 1974-01-03
## 788 Technical brewer 1966-11-10
## 789 Race relations officer 1960-01-13
## 790 Scientist, audiological 1929-05-06
## 791 Marketing executive 1992-10-07
## 792 Operations geologist 1963-08-04
## 793 Physicist, medical 1954-12-10
## 794 Commissioning editor 1961-09-03
## 795 Tax inspector 1988-10-26
## 796 Accounting technician 1978-12-18
## 797 Dealer 1951-11-08
## 798 Musician 1980-07-12
## 799 Make 1930-08-13
## 800 Location manager 1989-11-24
## 801 Engineer, mining 1967-04-09
## 802 Therapist, art 1988-08-04
## 803 Building surveyor 1935-01-29
## 804 Dispensing optician 1984-03-06
## 805 Engineer, automotive 1974-12-28
## 806 Probation officer 1968-11-22
## 807 Clinical psychologist 1987-04-29
## 808 Teacher, special educational needs 1969-02-22
## 809 Prison officer 1956-06-22
## 810 Training and development officer 1981-06-22
## 811 Learning disability nurse 1985-06-18
## 812 Warden/ranger 1983-06-14
## 813 Administrator, charities/voluntary organisations 1985-05-25
## 814 Prison officer 1986-03-14
## 815 Dealer 1989-04-08
## 816 Facilities manager 2005-01-29
## 817 Private music teacher 1986-03-31
## 818 Engineer, automotive 1973-12-26
## 819 Surveyor, rural practice 1977-12-16
## 820 Child psychotherapist 1978-01-22
## 821 Occupational psychologist 1972-01-20
## 822 Clinical biochemist 1984-03-03
## 823 Equities trader 1966-01-04
## 824 Health and safety adviser 1944-07-26
## 825 Barrister 1936-05-01
## 826 Sport and exercise psychologist 1976-09-12
## 827 Geologist, engineering 1957-03-28
## 828 Environmental health practitioner 1978-05-23
## 829 Teacher, English as a foreign language 1977-10-19
## 830 Therapist, occupational 1969-03-02
## 831 Dealer 1989-04-08
## 832 Education administrator 1966-02-21
## 833 Television floor manager 1991-05-01
## 834 Chief of Staff 1989-03-09
## 835 Nurse, mental health 1948-05-31
## 836 Scientist, research (maths) 1993-05-14
## 837 Forensic psychologist 1961-05-19
## 838 Geochemist 1964-12-30
## 839 Music tutor 1965-04-07
## 840 Secondary school teacher 1936-03-27
## 841 Mining engineer 1954-08-22
## 842 Paramedic 1985-08-29
## 843 Surveyor, minerals 1940-09-13
## 844 Planning and development surveyor 1982-05-28
## 845 Dealer 1976-10-18
## 846 Bookseller 1968-06-18
## 847 Video editor 1971-01-28
## 848 Health visitor 1950-11-27
## 849 Engineer, control and instrumentation 1977-03-23
## 850 Scientist, physiological 1964-04-06
## 851 Materials engineer 1932-03-10
## 852 Building services engineer 1946-08-30
## 853 Mining engineer 1951-02-05
## 854 Trading standards officer 1946-11-01
## 855 Teaching laboratory technician 1993-02-26
## 856 Music tutor 1965-04-07
## 857 Librarian, academic 1958-06-11
## 858 Equities trader 1966-01-04
## 859 Dealer 1989-04-08
## 860 Accounting technician 1967-09-16
## 861 Chief Marketing Officer 1943-06-30
## 862 Research officer, political party 1984-09-01
## 863 Lecturer, further education 1958-01-01
## 864 Corporate investment banker 1965-07-26
## 865 Producer, radio 1958-08-14
## 866 Paramedic 1985-08-29
## 867 Leisure centre manager 1974-07-19
## 868 Theatre manager 1990-06-08
## 869 Product designer 1935-02-10
## 870 Psychiatric nurse 1986-05-02
## 871 Quarry manager 1931-03-07
## 872 Podiatrist 2000-06-09
## 873 Copy 1970-02-22
## 874 Environmental consultant 1986-01-30
## 875 Control and instrumentation engineer 1953-12-08
## 876 Designer, ceramics/pottery 1975-04-16
## 877 Chief Financial Officer 1986-01-18
## 878 Lexicographer 1990-11-23
## 879 Interior and spatial designer 1981-08-10
## 880 Chief Strategy Officer 1987-01-27
## 881 Engineer, maintenance 1956-09-01
## 882 Arboriculturist 1993-08-16
## 883 Volunteer coordinator 1980-08-18
## 884 Teacher, special educational needs 1969-02-22
## 885 Development worker, community 1989-10-28
## 886 Music tutor 1965-04-07
## 887 Technical brewer 1966-11-10
## 888 Surveyor, land/geomatics 1978-09-30
## 889 Exhibition designer 1927-12-11
## 890 Designer, ceramics/pottery 1948-06-30
## 891 Copywriter, advertising 1992-07-23
## 892 Health visitor 1983-09-02
## 893 Agricultural consultant 1950-05-27
## 894 Film/video editor 1989-12-17
## 895 Lecturer, higher education 1993-09-11
## 896 Music tutor 1965-04-07
## 897 Surveyor, minerals 1940-09-13
## 898 Regulatory affairs officer 1985-03-19
## 899 Magazine features editor 1979-04-30
## 900 Health service manager 1962-02-13
## 901 Insurance underwriter 1976-03-26
## 902 Sport and exercise psychologist 1946-08-11
## 903 Engineer, automotive 1974-12-28
## 904 Retail banker 1955-07-25
## 905 Designer, jewellery 1985-12-03
## 906 Comptroller 1990-10-19
## 907 Make 1959-05-10
## 908 Purchasing manager 1935-08-15
## 909 Secretary/administrator 1978-10-26
## 910 Risk analyst 1974-11-20
## 911 Advertising account planner 1982-07-30
## 912 Telecommunications researcher 1950-08-19
## 913 Chemist, analytical 1994-10-07
## 914 Designer, exhibition/display 1972-09-22
## 915 Forensic psychologist 1981-08-29
## 916 Telecommunications researcher 1950-08-19
## 917 Trade mark attorney 1979-04-12
## 918 Dispensing optician 1984-03-06
## 919 Toxicologist 1973-11-14
## 920 Designer, interior/spatial 1952-09-27
## 921 Broadcast presenter 1972-07-01
## 922 Systems developer 1966-02-14
## 923 Pharmacist, hospital 1960-03-01
## 924 Archivist 1945-08-19
## 925 Market researcher 1980-11-22
## 926 Lexicographer 1995-12-28
## 927 Teacher, English as a foreign language 1977-10-19
## 928 Site engineer 1937-02-01
## 929 Radio broadcast assistant 1980-01-09
## 930 Radio producer 1962-04-05
## 931 Associate Professor 1967-06-20
## 932 Audiological scientist 1956-03-02
## 933 Engineer, broadcasting (operations) 1935-09-08
## 934 Counsellor 1987-11-18
## 935 Applications developer 1942-01-06
## 936 Systems developer 1966-02-14
## 937 Pilot, airline 1934-06-23
## 938 Therapist, sports 1999-06-06
## 939 Equality and diversity officer 1991-02-03
## 940 Public librarian 1974-04-16
## 941 Materials engineer 1971-11-02
## 942 Hydrologist 1926-08-27
## 943 Forensic psychologist 1981-08-29
## 944 Barrister 1956-05-30
## 945 Call centre manager 1962-08-13
## 946 Programme researcher, broadcasting/film/video 1979-01-02
## 947 Public relations account executive 1939-11-04
## 948 Water engineer 1972-05-04
## 949 Public relations account executive 1939-11-04
## 950 Hydrographic surveyor 1987-02-22
## 951 Comptroller 1990-10-19
## 952 Market researcher 1980-11-22
## 953 Physiotherapist 1977-08-12
## 954 Comptroller 1987-09-26
## 955 Tourist information centre manager 1974-12-23
## 956 Video editor 1971-01-28
## 957 Camera operator 1988-03-25
## 958 Teacher, early years/pre 1997-01-02
## 959 Tourism officer 1987-07-18
## 960 Mudlogger 1984-07-03
## 961 Editor, commissioning 1979-01-21
## 962 Materials engineer 1997-06-04
## 963 Comptroller 1987-09-26
## 964 Town planner 1966-02-13
## 965 Water engineer 1975-07-31
## 966 Plant breeder/geneticist 1949-10-13
## 967 Scientist, physiological 1964-04-06
## 968 Colour technologist 1983-06-12
## 969 Physicist, medical 1954-01-05
## 970 Paramedic 1984-07-20
## 971 Administrator 1954-07-15
## 972 Forensic psychologist 1981-08-29
## 973 Psychiatric nurse 1986-05-02
## 974 Chartered accountant 1983-07-10
## 975 Therapist, sports 1999-06-06
## 976 Counsellor 1955-01-05
## 977 Research officer, political party 1984-09-01
## 978 Chartered loss adjuster 1976-10-09
## 979 Phytotherapist 1970-11-12
## 980 Financial adviser 1978-03-04
## 981 Scientist, research (physical sciences) 1976-06-15
## 982 Secondary school teacher 2004-12-30
## 983 Maintenance engineer 1949-03-20
## 984 Radiographer, diagnostic 1965-06-30
## 985 Programmer, applications 1963-05-19
## 986 Manufacturing systems engineer 1993-10-07
## 987 Therapist, art 1988-08-04
## 988 Operations geologist 1976-09-08
## 989 Toxicologist 1973-11-14
## 990 Health service manager 1962-02-13
## 991 Occupational hygienist 1984-11-06
## 992 Web designer 1983-06-13
## 993 Chartered public finance accountant 1999-03-05
## 994 Child psychotherapist 1978-01-22
## 995 Waste management officer 1966-09-16
## 996 Chemist, analytical 1994-10-07
## 997 Therapist, sports 1999-06-06
## 998 Lexicographer 1990-11-23
## 999 Community development worker 1993-10-05
## 1000 Animal nutritionist 1970-04-17
## 1001 Systems analyst 1945-12-21
## 1002 Petroleum engineer 1987-10-28
## 1003 Engineer, broadcasting (operations) 1935-09-08
## 1004 Scientist, research (maths) 1991-04-13
## 1005 Journalist, newspaper 1978-03-06
## 1006 Psychotherapist, child 1991-02-04
## 1007 Acupuncturist 1958-10-29
## 1008 Television camera operator 1942-11-24
## 1009 Electrical engineer 1993-04-08
## 1010 Operational researcher 1980-12-21
## 1011 Engineer, electronics 1997-08-22
## 1012 Insurance underwriter 1976-03-26
## 1013 Freight forwarder 1976-02-26
## 1014 Interpreter 1946-08-24
## 1015 Teacher, English as a foreign language 1977-10-19
## 1016 Sub 1980-09-18
## 1017 Web designer 1983-06-13
## 1018 Information systems manager 1986-02-17
## 1019 Quantity surveyor 1988-07-28
## 1020 Exhibition designer 1974-05-30
## 1021 Press photographer 1984-02-14
## 1022 Insurance risk surveyor 1932-11-19
## 1023 Local government officer 1953-12-25
## 1024 Soil scientist 1988-09-15
## 1025 Buyer, retail 1975-06-02
## 1026 Logistics and distribution manager 1981-05-06
## 1027 Surveyor, land/geomatics 1988-09-06
## 1028 Materials engineer 1997-06-04
## 1029 Building surveyor 1937-03-17
## 1030 Facilities manager 1926-06-26
## 1031 Contractor 1981-10-24
## 1032 Land 1995-10-17
## 1033 Lecturer, higher education 1993-09-11
## 1034 Public relations officer 1958-09-10
## 1035 Child psychotherapist 1946-04-03
## 1036 Education officer, museum 1967-08-02
## 1037 Fisheries officer 1971-08-06
## 1038 Health promotion specialist 1978-10-05
## 1039 Film/video editor 1990-06-25
## 1040 Engineer, production 1992-11-27
## 1041 Professor Emeritus 1954-01-29
## 1042 Television camera operator 1942-11-24
## 1043 Radio broadcast assistant 1989-02-08
## 1044 Water engineer 1972-05-04
## 1045 Designer, jewellery 1966-12-21
## 1046 Exhibitions officer, museum/gallery 1995-07-12
## 1047 Psychiatric nurse 1986-05-02
## 1048 Psychiatrist 1949-11-17
## 1049 Surveyor, rural practice 1977-12-16
## 1050 Water engineer 1972-05-04
## 1051 Visual merchandiser 1994-11-12
## 1052 Petroleum engineer 1980-07-30
## 1053 Planning and development surveyor 1982-05-28
## 1054 Metallurgist 1970-10-09
## 1055 Freight forwarder 2001-07-05
## 1056 Radio broadcast assistant 1995-07-08
## 1057 Engineer, drilling 1975-06-29
## 1058 Prison officer 1997-12-27
## 1059 Building control surveyor 1963-06-30
## 1060 Surveyor, land/geomatics 1978-09-30
## 1061 Claims inspector/assessor 1986-04-28
## 1062 Equality and diversity officer 1940-08-23
## 1063 Make 1933-04-02
## 1064 Dealer 1976-10-18
## 1065 Psychiatric nurse 1986-05-02
## 1066 Geologist, engineering 1957-03-28
## 1067 Podiatrist 2000-06-09
## 1068 Clinical research associate 1964-02-15
## 1069 Secretary/administrator 1978-10-26
## 1070 Engineer, agricultural 1980-03-18
## 1071 Tourist information centre manager 1974-12-23
## 1072 Civil engineer, contracting 1961-04-25
## 1073 Engineer, mining 1967-04-09
## 1074 Programme researcher, broadcasting/film/video 1979-01-02
## 1075 Chiropodist 1949-11-16
## 1076 Therapist, occupational 1951-01-15
## 1077 Scientist, research (maths) 1991-04-13
## 1078 Toxicologist 1974-02-15
## 1079 Cartographer 1965-12-15
## 1080 Museum education officer 1942-04-03
## 1081 Rural practice surveyor 2003-09-14
## 1082 Architect 1953-01-20
## 1083 Broadcast presenter 1972-07-01
## 1084 Copywriter, advertising 1992-07-23
## 1085 Engineering geologist 1952-04-02
## 1086 Site engineer 1985-06-20
## 1087 Freight forwarder 2001-07-05
## 1088 Early years teacher 1972-10-04
## 1089 Hotel manager 1987-05-23
## 1090 Futures trader 1999-12-27
## 1091 Designer, ceramics/pottery 1975-07-07
## 1092 Electronics engineer 1989-07-17
## 1093 Electrical engineer 1993-04-08
## 1094 Claims inspector/assessor 1998-03-19
## 1095 Medical physicist 1960-01-16
## 1096 Freight forwarder 1976-02-26
## 1097 Scientist, research (maths) 1998-10-01
## 1098 Hotel manager 1987-05-23
## 1099 Senior tax professional/tax inspector 1994-03-13
## 1100 Advertising account planner 1995-04-22
## 1101 Forensic psychologist 1981-08-29
## 1102 Heritage manager 1985-12-27
## 1103 Teacher, English as a foreign language 1977-10-19
## 1104 Chemical engineer 1976-09-29
## 1105 Engineering geologist 1971-08-20
## 1106 Chief Executive Officer 1978-10-01
## 1107 Communications engineer 1976-09-29
## 1108 Magazine features editor 1966-08-08
## 1109 Financial adviser 1978-03-04
## 1110 Scientist, research (maths) 1993-05-14
## 1111 Chief Executive Officer 1971-12-10
## 1112 Colour technologist 1986-11-24
## 1113 Surgeon 1999-10-25
## 1114 Town planner 1966-02-13
## 1115 Water engineer 1975-07-31
## 1116 Engineer, automotive 1974-12-28
## 1117 Location manager 1989-11-24
## 1118 Counsellor 1987-11-18
## 1119 Music tutor 1965-04-07
## 1120 Quantity surveyor 1933-03-15
## 1121 Warden/ranger 1983-06-14
## 1122 Television production assistant 1973-04-01
## 1123 Research scientist (physical sciences) 1981-07-05
## 1124 Freight forwarder 1976-02-26
## 1125 Building surveyor 1937-03-17
## 1126 IT trainer 1990-07-13
## 1127 Designer, furniture 1977-02-22
## 1128 Equities trader 1966-01-04
## 1129 Counselling psychologist 1999-11-30
## 1130 Insurance broker 1982-02-11
## 1131 Occupational therapist 1991-01-28
## 1132 Immigration officer 1987-05-19
## 1133 Tourism officer 1987-07-18
## 1134 Exhibitions officer, museum/gallery 1988-02-15
## 1135 Research officer, political party 1984-09-01
## 1136 Insurance underwriter 1965-09-15
## 1137 Barrister 1986-05-01
## 1138 Lexicographer 1977-08-16
## 1139 Designer, ceramics/pottery 1975-07-07
## 1140 Radiographer, therapeutic 1992-07-24
## 1141 Engineer, automotive 1999-06-19
## 1142 Site engineer 1985-06-20
## 1143 Naval architect 1998-05-20
## 1144 Trade mark attorney 1986-07-23
## 1145 Tree surgeon 1983-07-25
## 1146 Surgeon 1985-04-15
## 1147 Prison officer 1997-12-27
## 1148 Music therapist 1984-08-01
## 1149 Barista 1974-01-03
## 1150 Financial adviser 1955-06-26
## 1151 Sales professional, IT 1990-01-17
## 1152 Trade mark attorney 1986-07-23
## 1153 Social researcher 1974-12-05
## 1154 Set designer 1987-07-25
## 1155 Administrator, local government 1961-12-14
## 1156 Trading standards officer 1974-03-13
## 1157 Forensic psychologist 1981-08-29
## 1158 Barrister 1936-05-01
## 1159 Tax adviser 1990-12-18
## 1160 Historic buildings inspector/conservation officer 1960-06-14
## 1161 Broadcast presenter 1972-07-01
## 1162 Facilities manager 2005-01-29
## 1163 Drilling engineer 1959-06-28
## 1164 Cytogeneticist 1954-07-14
## 1165 Land 1995-10-17
## 1166 Comptroller 1990-10-19
## 1167 Fitness centre manager 1982-02-05
## 1168 IT trainer 1990-11-07
## 1169 Archaeologist 1970-01-18
## 1170 Immunologist 1972-06-12
## 1171 Careers information officer 2000-06-13
## 1172 Tourism officer 1987-07-18
## 1173 Chiropodist 1949-11-16
## 1174 Politician's assistant 1986-11-12
## 1175 Warden/ranger 1983-06-14
## 1176 Press photographer 1984-02-14
## 1177 Probation officer 1987-06-13
## 1178 Amenity horticulturist 1970-09-27
## 1179 Farm manager 1992-10-03
## 1180 Engineer, technical sales 1926-07-12
## 1181 Magazine features editor 1973-05-04
## 1182 Site engineer 1937-02-01
## 1183 Teacher, primary school 1968-06-24
## 1184 Make 1930-08-13
## 1185 Further education lecturer 1988-01-04
## 1186 Commercial/residential surveyor 2003-05-07
## 1187 Teacher, English as a foreign language 1977-10-19
## 1188 Scientist, research (maths) 1993-05-14
## 1189 Product/process development scientist 1973-07-13
## 1190 Web designer 1983-06-13
## 1191 Community arts worker 1982-02-08
## 1192 Web designer 1943-12-15
## 1193 Management consultant 1945-05-05
## 1194 Exhibition designer 1975-12-28
## 1195 Surveyor, minerals 1987-04-23
## 1196 Energy manager 1997-09-22
## 1197 Orthoptist 1974-05-18
## 1198 Clinical research associate 1964-02-15
## 1199 Librarian, academic 1955-02-01
## 1200 Chief Executive Officer 1978-10-01
## 1201 Scientist, audiological 1975-12-20
## 1202 Chartered loss adjuster 1978-01-15
## 1203 Designer, jewellery 1966-12-21
## 1204 Systems developer 1970-09-11
## 1205 Music therapist 1984-08-01
## 1206 Chartered loss adjuster 1976-10-09
## 1207 Science writer 1963-12-28
## 1208 Technical brewer 1958-04-06
## 1209 Psychotherapist, child 2004-05-08
## 1210 Contractor 1981-10-24
## 1211 Museum/gallery conservator 1978-12-25
## 1212 Community education officer 1951-06-13
## 1213 Radiographer, diagnostic 1965-06-30
## 1214 Manufacturing engineer 1999-09-11
## 1215 Multimedia programmer 1970-03-13
## 1216 Mechanical engineer 1960-08-05
## 1217 Psychologist, forensic 1998-10-07
## 1218 Teacher, English as a foreign language 1977-10-19
## 1219 Exhibitions officer, museum/gallery 1988-02-15
## 1220 Industrial/product designer 1968-05-13
## 1221 Insurance risk surveyor 1965-03-25
## 1222 Engineer, land 1989-02-28
## 1223 Herbalist 1981-08-29
## 1224 Chief Strategy Officer 1987-01-27
## 1225 Educational psychologist 1998-02-03
## 1226 Film/video editor 1990-06-25
## 1227 Location manager 1989-11-24
## 1228 Exhibitions officer, museum/gallery 1988-02-15
## 1229 Chemical engineer 1984-02-07
## 1230 Administrator, education 1986-06-20
## 1231 Financial trader 1984-05-19
## 1232 Science writer 1969-09-11
## 1233 Osteopath 1984-02-29
## 1234 Prison officer 1994-07-27
## 1235 Mechanical engineer 1964-02-18
## 1236 Tourist information centre manager 1958-09-02
## 1237 Animal technologist 1989-05-14
## 1238 Physicist, medical 1954-12-10
## 1239 Animal nutritionist 1970-04-17
## 1240 Naval architect 1967-08-30
## 1241 Administrator 1954-07-15
## 1242 Manufacturing engineer 1999-09-11
## 1243 Statistician 1991-10-22
## 1244 Therapist, horticultural 1995-08-16
## 1245 Contractor 1981-10-24
## 1246 Hospital pharmacist 1940-09-17
## 1247 Electronics engineer 1989-07-17
## 1248 Location manager 1989-11-24
## 1249 Industrial/product designer 1968-05-13
## 1250 Librarian, public 1986-05-07
## 1251 Estate manager/land agent 1939-04-14
## 1252 Solicitor, Scotland 1974-06-21
## 1253 Animal technologist 1989-05-14
## 1254 Historic buildings inspector/conservation officer 1995-05-25
## 1255 Chief of Staff 1989-03-09
## 1256 Plant breeder/geneticist 1949-10-13
## 1257 Financial adviser 1986-06-11
## 1258 Engineer, production 1949-10-04
## 1259 Sports development officer 1984-05-04
## 1260 Investment banker, corporate 1941-07-31
## 1261 Sub 1980-09-18
## 1262 Scientist, marine 1975-07-13
## 1263 Editor, magazine features 1995-04-19
## 1264 Engineer, electronics 1997-08-22
## 1265 Nurse, children's 1995-11-29
## 1266 Research scientist (physical sciences) 1984-06-03
## 1267 Magazine features editor 1973-05-04
## 1268 Film/video editor 1989-12-17
## 1269 Occupational hygienist 1960-03-12
## 1270 Trading standards officer 1955-04-03
## 1271 Chartered accountant 2000-08-28
## 1272 Site engineer 1985-06-20
## 1273 Psychologist, forensic 1998-10-07
## 1274 Special educational needs teacher 1972-02-15
## 1275 Psychotherapist, child 2004-05-08
## 1276 Records manager 1971-07-02
## 1277 Agricultural consultant 1950-05-27
## 1278 Psychotherapist, child 1944-11-11
## 1279 Systems analyst 1965-11-11
## 1280 Film/video editor 1961-04-22
## 1281 Administrator, education 1939-11-09
## 1282 Engineer, automotive 1974-12-28
## 1283 Accountant, chartered public finance 2004-03-18
## 1284 Conservator, museum/gallery 1950-04-05
## 1285 Special effects artist 1970-03-14
## 1286 Armed forces logistics/support/administrative officer 1962-05-04
## 1287 Engineer, biomedical 1983-08-25
## 1288 Biomedical scientist 1986-12-31
## 1289 Physicist, medical 1954-01-05
## 1290 Secondary school teacher 1936-03-27
## 1291 Radio producer 1962-04-05
## 1292 Call centre manager 1962-08-13
## 1293 Water engineer 1975-07-31
## 1294 Immigration officer 1987-05-19
## 1295 Engineer, production 1991-04-11
## 1296 Community arts worker 1969-09-21
## 1297 Logistics and distribution manager 1981-05-06
## 1298 Facilities manager 2005-01-29
## 1299 Building surveyor 1995-09-11
## 1300 Petroleum engineer 1980-07-30
## 1301 Surgeon 1985-04-15
## 1302 Television/film/video producer 1986-04-15
## 1303 Social researcher 1974-12-05
## 1304 Barrister 1936-05-01
## 1305 Counsellor 1987-11-18
## 1306 Public house manager 1974-03-10
## 1307 Radio broadcast assistant 1980-01-09
## 1308 Electronics engineer 1989-07-17
## 1309 Audiological scientist 1982-01-16
## 1310 Editor, commissioning 1979-01-21
## 1311 Regulatory affairs officer 1985-03-19
## 1312 Psychiatric nurse 1986-05-02
## 1313 Physicist, medical 1954-12-10
## 1314 Early years teacher 1972-10-04
## 1315 Systems analyst 1945-12-21
## 1316 Psychotherapist 1991-10-13
## 1317 Librarian, public 1970-10-21
## 1318 Geologist, engineering 1986-08-17
## 1319 Financial adviser 1978-03-04
## 1320 Barrister 1956-05-30
## 1321 Oceanographer 1987-04-24
## 1322 Paramedic 1984-07-20
## 1323 IT trainer 1990-07-13
## 1324 Nutritional therapist 1997-07-01
## 1325 Bookseller 1990-05-22
## 1326 Counsellor 1991-03-13
## 1327 Statistician 1991-10-22
## 1328 Make 1959-05-10
## 1329 Magazine features editor 1973-05-04
## 1330 Engineering geologist 1971-08-20
## 1331 Energy engineer 1960-12-13
## 1332 Podiatrist 1972-10-18
## 1333 Therapist, art 1988-08-04
## 1334 Dispensing optician 1984-03-06
## 1335 Technical brewer 1966-11-10
## 1336 Biomedical scientist 1986-12-31
## 1337 Radio producer 1956-05-02
## 1338 Building surveyor 1995-09-11
## 1339 Statistician 1991-10-22
## 1340 Health promotion specialist 1978-10-05
## 1341 Physiotherapist 1977-08-12
## 1342 Arboriculturist 1993-08-16
## 1343 Waste management officer 1966-09-16
## 1344 Operations geologist 1976-09-08
## 1345 Company secretary 1977-06-12
## 1346 Plant breeder/geneticist 1949-10-13
## 1347 Water quality scientist 1995-03-13
## 1348 Librarian, public 1986-05-07
## 1349 Metallurgist 1970-10-09
## 1350 Probation officer 1968-11-22
## 1351 Agricultural consultant 1957-03-06
## 1352 Podiatrist 1969-01-14
## 1353 Doctor, hospital 1980-05-18
## 1354 Production manager 1985-08-31
## 1355 Chemical engineer 1963-06-04
## 1356 Applications developer 1942-01-06
## 1357 Bookseller 1968-06-18
## 1358 Special educational needs teacher 1978-06-21
## 1359 Probation officer 1961-02-14
## 1360 Magazine journalist 1952-05-07
## 1361 Theatre manager 1990-06-08
## 1362 Musician 1981-11-29
## 1363 Therapist, music 1952-12-07
## 1364 Production manager 1985-08-31
## 1365 Tourism officer 1987-07-18
## 1366 Barrister 1986-05-01
## 1367 Engineer, automotive 1959-06-06
## 1368 Development worker, community 1989-10-28
## 1369 Engineer, land 1989-02-28
## 1370 Radiographer, therapeutic 1992-07-24
## 1371 Educational psychologist 1987-09-08
## 1372 Regulatory affairs officer 1985-03-19
## 1373 Insurance broker 1982-02-11
## 1374 Multimedia programmer 1983-10-14
## 1375 Engineer, automotive 1974-12-28
## 1376 Economist 1993-11-24
## 1377 Engineer, drilling 1975-06-29
## 1378 Media buyer 1993-05-10
## 1379 Engineer, technical sales 1926-07-12
## 1380 Engineer, production 1949-10-04
## 1381 Forensic psychologist 1981-08-29
## 1382 Data scientist 1995-01-15
## 1383 English as a second language teacher 1975-04-30
## 1384 Engineer, civil (contracting) 1936-07-22
## 1385 Tax adviser 1967-05-05
## 1386 Materials engineer 1997-06-04
## 1387 Hospital doctor 1996-11-12
## 1388 Scientist, biomedical 1957-04-25
## 1389 Research scientist (physical sciences) 1977-07-17
## 1390 Herpetologist 1973-04-06
## 1391 Mechanical engineer 1968-03-19
## 1392 Garment/textile technologist 1989-07-08
## 1393 Community arts worker 1982-02-08
## 1394 Historic buildings inspector/conservation officer 1972-07-18
## 1395 Scientist, biomedical 1957-04-25
## 1396 Financial adviser 1978-03-04
## 1397 Make 1959-05-10
## 1398 Fitness centre manager 1982-02-05
## 1399 Editor, magazine features 1995-04-19
## 1400 Bookseller 1990-05-22
## 1401 Engineer, land 1989-02-28
## 1402 Contractor 1981-10-24
## 1403 Engineer, production 1991-04-11
## 1404 Scientist, research (medical) 1955-01-13
## 1405 Therapist, occupational 1951-01-15
## 1406 Librarian, public 1970-10-21
## 1407 Librarian, public 1998-03-18
## 1408 Press sub 1976-01-02
## 1409 Medical physicist 1960-01-16
## 1410 Barrister 1956-05-30
## 1411 Nurse, mental health 1948-05-31
## 1412 Commercial/residential surveyor 2003-05-07
## 1413 Mental health nurse 1978-08-27
## 1414 IT trainer 1994-03-01
## 1415 Agricultural consultant 1950-05-27
## 1416 Statistician 1991-10-22
## 1417 Oceanographer 1987-04-24
## 1418 Doctor, hospital 1980-05-18
## 1419 Further education lecturer 1994-02-16
## 1420 Pilot, airline 1988-09-02
## 1421 Psychotherapist, child 1990-02-25
## 1422 Engineer, electronics 1997-08-22
## 1423 Database administrator 1962-09-27
## 1424 Teacher, early years/pre 1997-01-02
## 1425 Race relations officer 1974-12-24
## 1426 Occupational psychologist 1954-07-05
## 1427 Forensic psychologist 1981-08-29
## 1428 Cytogeneticist 1954-07-14
## 1429 Radio broadcast assistant 1980-01-09
## 1430 Futures trader 1992-12-29
## 1431 Museum/gallery conservator 1988-11-01
## 1432 Barista 1974-01-03
## 1433 Chief Strategy Officer 1987-09-19
## 1434 Civil Service administrator 1976-04-11
## 1435 Chartered accountant 1983-07-10
## 1436 Press photographer 1984-02-14
## 1437 Forensic psychologist 1981-08-29
## 1438 Surgeon 1985-04-15
## 1439 Scientist, audiological 1975-12-20
## 1440 Operations geologist 1976-09-08
## 1441 Engineer, biomedical 1968-03-24
## 1442 Electrical engineer 1994-02-09
## 1443 Medical secretary 1990-04-25
## 1444 Airline pilot 1985-08-21
## 1445 Call centre manager 1962-08-13
## 1446 Teacher, primary school 1968-06-24
## 1447 Further education lecturer 1994-02-16
## 1448 Administrator 1954-07-15
## 1449 Environmental consultant 1978-11-30
## 1450 Therapist, art 1988-08-04
## 1451 Probation officer 1961-02-14
## 1452 Learning disability nurse 1985-06-18
## 1453 Barrister 1986-05-01
## 1454 Paramedic 1985-08-29
## 1455 Radiographer, therapeutic 1992-07-24
## 1456 Scientist, research (maths) 1993-05-14
## 1457 Exhibitions officer, museum/gallery 1995-07-12
## 1458 Tourism officer 1987-07-18
## 1459 Retail merchandiser 1973-07-28
## 1460 Sports development officer 1984-05-04
## 1461 Musician 1981-11-29
## 1462 Textile designer 1930-10-21
## 1463 Administrator, charities/voluntary organisations 1985-05-25
## 1464 Scientist, marine 1973-10-19
## 1465 Educational psychologist 1987-09-08
## 1466 Cytogeneticist 1969-09-15
## 1467 Radiographer, diagnostic 1992-11-20
## 1468 Environmental manager 1970-11-09
## 1469 Patent attorney 1954-05-25
## 1470 Plant breeder/geneticist 1949-10-13
## 1471 Community education officer 1951-06-13
## 1472 Futures trader 1973-02-14
## 1473 Psychologist, forensic 1998-10-07
## 1474 Camera operator 1988-03-25
## 1475 Naval architect 1949-04-24
## 1476 Camera operator 1988-03-25
## 1477 Investment analyst 1974-10-27
## 1478 Tree surgeon 1983-07-25
## 1479 Materials engineer 1971-11-02
## 1480 Lecturer, higher education 1993-09-11
## 1481 Warden/ranger 1987-02-14
## 1482 Press photographer 1984-02-14
## 1483 Applications developer 1942-01-06
## 1484 Chartered public finance accountant 1959-08-05
## 1485 Animal technologist 1989-05-14
## 1486 Furniture conservator/restorer 1993-03-23
## 1487 Lexicographer 1977-08-16
## 1488 Insurance broker 1982-02-11
## 1489 Programme researcher, broadcasting/film/video 1952-07-06
## 1490 Scientist, marine 1975-07-13
## 1491 Immunologist 1972-06-12
## 1492 Landscape architect 1960-01-13
## 1493 Immunologist 1997-03-12
## 1494 Buyer, industrial 1972-01-03
## 1495 Sales executive 1969-12-22
## 1496 Horticultural consultant 1965-04-01
## 1497 Insurance risk surveyor 1932-11-19
## 1498 Sports development officer 1984-05-04
## 1499 Company secretary 1977-06-12
## 1500 Medical secretary 1990-04-25
## 1501 Physiotherapist 1977-08-12
## 1502 Travel agency manager 1998-07-29
## 1503 Designer, multimedia 1947-08-21
## 1504 Exercise physiologist 1958-06-26
## 1505 Special educational needs teacher 1978-06-21
## 1506 Lexicographer 1990-11-23
## 1507 Engineer, drilling 1975-06-29
## 1508 Medical secretary 1990-04-25
## 1509 Amenity horticulturist 1970-09-27
## 1510 Claims inspector/assessor 1986-04-28
## 1511 Designer, furniture 1977-02-22
## 1512 Building control surveyor 1963-06-30
## 1513 Water engineer 1975-07-31
## 1514 Materials engineer 1971-11-02
## 1515 Radio producer 1973-10-14
## 1516 Surveyor, land/geomatics 1988-09-06
## 1517 Development worker, community 1961-01-31
## 1518 Management consultant 1945-05-05
## 1519 Optician, dispensing 1971-08-05
## 1520 Chief Strategy Officer 1987-09-19
## 1521 Marketing executive 1992-10-07
## 1522 Theatre director 1948-11-14
## 1523 Therapist, horticultural 1976-09-17
## 1524 Educational psychologist 1980-12-16
## 1525 Senior tax professional/tax inspector 1994-03-13
## 1526 Biomedical scientist 1972-09-12
## 1527 Ceramics designer 1970-01-08
## 1528 Exercise physiologist 1991-01-01
## 1529 Comptroller 1990-10-19
## 1530 Media buyer 1993-05-10
## 1531 Administrator, local government 1973-05-16
## 1532 Clothing/textile technologist 1974-10-15
## 1533 Landscape architect 1960-01-13
## 1534 Energy manager 1997-09-22
## 1535 Engineer, automotive 1973-12-26
## 1536 General practice doctor 1942-05-04
## 1537 Surgeon 1990-05-03
## 1538 Copywriter, advertising 1992-07-23
## 1539 Theatre director 1948-11-14
## 1540 Art therapist 1973-06-09
## 1541 Regulatory affairs officer 1985-03-19
## 1542 Airline pilot 1985-08-21
## 1543 Town planner 1987-02-13
## 1544 Pharmacist, community 1993-11-17
## 1545 Art therapist 1973-06-09
## 1546 Camera operator 1988-03-25
## 1547 Therapist, occupational 1958-02-17
## 1548 Health service manager 1962-02-13
## 1549 Fitness centre manager 1982-02-05
## 1550 Lecturer, further education 1995-12-04
## 1551 Race relations officer 1974-12-24
## 1552 Film/video editor 1990-06-25
## 1553 Television floor manager 1957-04-17
## 1554 Toxicologist 1973-11-14
## 1555 Scientist, audiological 1972-06-14
## 1556 Comptroller 1987-09-26
## 1557 Barrister 1986-05-01
## 1558 Civil Service fast streamer 1983-06-23
## 1559 Advertising account executive 1971-03-26
## 1560 Chief Executive Officer 1978-10-01
## 1561 Counselling psychologist 1999-11-30
## 1562 Engineer, automotive 1973-12-26
## 1563 Volunteer coordinator 1980-08-18
## 1564 Administrator, education 1939-11-09
## 1565 Barista 1974-01-03
## 1566 Psychologist, counselling 1988-03-09
## 1567 Musician 1980-07-12
## 1568 Learning disability nurse 1985-06-18
## 1569 Exhibition designer 1969-08-04
## 1570 Public relations account executive 1964-06-22
## 1571 Doctor, hospital 1980-05-18
## 1572 General practice doctor 1976-01-10
## 1573 Engineer, drilling 1975-06-29
## 1574 Probation officer 1961-02-14
## 1575 Financial adviser 1986-06-11
## 1576 Herpetologist 1973-04-06
## 1577 Trade mark attorney 1979-04-12
## 1578 Teacher, special educational needs 1997-12-26
## 1579 Community pharmacist 1964-08-08
## 1580 Textile designer 1930-10-21
## 1581 Commercial/residential surveyor 2003-05-07
## 1582 Therapist, drama 1990-11-09
## 1583 Biomedical scientist 1972-09-12
## 1584 Insurance underwriter 1976-03-26
## 1585 Energy engineer 1985-09-02
## 1586 Pharmacist, hospital 1961-05-13
## 1587 Chief Operating Officer 1976-11-21
## 1588 Copywriter, advertising 1984-12-16
## 1589 Musician 1980-07-12
## 1590 Water engineer 1975-07-31
## 1591 Designer, ceramics/pottery 1938-09-08
## 1592 Fine artist 1984-12-24
## 1593 Firefighter 1973-09-22
## 1594 Audiological scientist 1956-03-02
## 1595 Primary school teacher 1934-03-19
## 1596 Geophysicist/field seismologist 1988-03-21
## 1597 Surgeon 1999-10-25
## 1598 Press photographer 1984-02-14
## 1599 Engineer, automotive 1974-12-28
## 1600 Paramedic 1985-08-29
## 1601 Accounting technician 1978-12-18
## 1602 Music tutor 1963-07-14
## 1603 Scientist, research (physical sciences) 1976-06-15
## 1604 Early years teacher 1973-02-07
## 1605 Surgeon 1999-10-25
## 1606 Learning mentor 1955-05-06
## 1607 Scientist, biomedical 1991-10-04
## 1608 Comptroller 1987-09-26
## 1609 Librarian, public 1998-03-18
## 1610 Paediatric nurse 1981-02-15
## 1611 Pensions consultant 1962-10-16
## 1612 Scientist, biomedical 1948-11-30
## 1613 Further education lecturer 1994-02-16
## 1614 Administrator, charities/voluntary organisations 1985-05-25
## 1615 Chiropodist 1967-08-24
## 1616 IT trainer 1994-03-01
## 1617 Cytogeneticist 1952-10-13
## 1618 Special educational needs teacher 1978-06-21
## 1619 Product/process development scientist 1962-11-11
## 1620 Video editor 1971-01-28
## 1621 Therapist, music 1988-09-19
## 1622 Learning disability nurse 1985-06-18
## 1623 Psychologist, clinical 1962-04-30
## 1624 Solicitor, Scotland 1974-06-21
## 1625 Curator 1972-07-25
## 1626 Environmental consultant 1986-01-30
## 1627 Programme researcher, broadcasting/film/video 1979-01-02
## 1628 Teacher, special educational needs 1997-12-26
## 1629 Comptroller 1990-10-19
## 1630 Financial adviser 1978-03-04
## 1631 Dealer 1989-04-08
## 1632 Physiotherapist 1977-08-12
## 1633 Exhibition designer 1974-05-30
## 1634 Designer, ceramics/pottery 1975-07-07
## 1635 Press photographer 1968-05-29
## 1636 Exhibitions officer, museum/gallery 1995-07-12
## 1637 IT trainer 1990-11-07
## 1638 Freight forwarder 1976-02-26
## 1639 Soil scientist 1966-09-19
## 1640 Landscape architect 1960-01-13
## 1641 Child psychotherapist 1978-01-22
## 1642 Scientist, marine 1975-07-13
## 1643 Exhibition designer 1980-03-24
## 1644 Field seismologist 1969-05-16
## 1645 Engineer, land 1989-02-28
## 1646 Surveyor, land/geomatics 1978-09-30
## 1647 Exhibition designer 1974-05-30
## 1648 Police officer 1971-11-05
## 1649 Fine artist 1984-12-24
## 1650 Secondary school teacher 2004-12-30
## 1651 Commercial/residential surveyor 2003-05-07
## 1652 Historic buildings inspector/conservation officer 1972-07-18
## 1653 Electronics engineer 1989-07-17
## 1654 Social researcher 1974-12-05
## 1655 Race relations officer 1960-01-13
## 1656 Programmer, applications 1963-05-19
## 1657 Claims inspector/assessor 1998-03-19
## 1658 Chartered accountant 1983-07-10
## 1659 Development worker, international aid 1947-07-15
## 1660 Occupational psychologist 1972-01-20
## 1661 Water engineer 1975-07-31
## 1662 Facilities manager 1926-06-26
## 1663 Petroleum engineer 1987-10-28
## 1664 Designer, furniture 1977-02-22
## 1665 Insurance risk surveyor 1965-03-25
## 1666 Building surveyor 1937-03-17
## 1667 Medical sales representative 1988-09-15
## 1668 Music therapist 1984-08-01
## 1669 Retail buyer 1965-04-13
## 1670 Dealer 1989-04-08
## 1671 Scientist, marine 1975-07-13
## 1672 Production manager 1985-08-31
## 1673 Development worker, community 1989-10-28
## 1674 Systems developer 1970-09-11
## 1675 Accounting technician 1967-09-16
## 1676 Sports administrator 1972-10-05
## 1677 Colour technologist 1983-06-12
## 1678 Trade mark attorney 1986-07-23
## 1679 Chief Financial Officer 1986-01-18
## 1680 Engineer, control and instrumentation 1980-08-17
## 1681 Special effects artist 1970-03-14
## 1682 Records manager 1971-07-02
## 1683 Pharmacologist 1977-06-07
## 1684 Sports development officer 1984-05-04
## 1685 Engineer, land 1989-02-28
## 1686 Horticultural therapist 1976-12-10
## 1687 Programmer, multimedia 1967-05-28
## 1688 Camera operator 1988-03-25
## 1689 Chartered accountant 1983-07-10
## 1690 Counselling psychologist 1963-12-29
## 1691 IT consultant 1989-04-08
## 1692 Psychologist, forensic 1998-10-07
## 1693 Telecommunications researcher 1950-08-19
## 1694 Television/film/video producer 1986-04-15
## 1695 Insurance underwriter 1965-09-15
## 1696 Occupational psychologist 1954-07-05
## 1697 Immigration officer 1987-05-19
## 1698 Physiotherapist 1966-12-03
## 1699 Engineer, biomedical 1968-03-24
## 1700 Presenter, broadcasting 1962-05-13
## 1701 Materials engineer 1971-11-02
## 1702 Chief Operating Officer 1976-11-21
## 1703 Engineer, land 1989-02-28
## 1704 Claims inspector/assessor 1998-03-19
## 1705 Retail banker 1955-07-25
## 1706 Paramedic 1985-08-29
## 1707 Naval architect 1998-05-20
## 1708 Exhibition designer 1974-05-30
## 1709 Retail buyer 1965-04-13
## 1710 Dealer 1989-04-08
## 1711 Retail banker 1955-07-25
## 1712 Rural practice surveyor 2003-09-14
## 1713 Therapist, sports 1999-06-06
## 1714 Public librarian 1974-04-16
## 1715 Drilling engineer 1962-06-27
## 1716 Tourist information centre manager 1974-12-23
## 1717 Producer, radio 1958-08-14
## 1718 Materials engineer 1962-11-18
## 1719 Event organiser 1946-02-02
## 1720 Sub 1977-03-23
## 1721 Horticultural therapist 1976-12-10
## 1722 Biomedical engineer 1994-11-24
## 1723 Wellsite geologist 1956-05-15
## 1724 Development worker, international aid 1972-03-05
## 1725 Electronics engineer 1989-07-17
## 1726 Television/film/video producer 1956-12-13
## 1727 Secondary school teacher 2004-12-30
## 1728 Barrister 1979-12-27
## 1729 Comptroller 1987-09-26
## 1730 Podiatrist 1972-10-18
## 1731 Gaffer 1982-07-02
## 1732 Educational psychologist 1980-12-16
## 1733 Hydrologist 1926-08-27
## 1734 Radiographer, diagnostic 1965-06-30
## 1735 Scientist, audiological 1982-12-27
## 1736 Claims inspector/assessor 1998-03-19
## 1737 Industrial/product designer 1968-05-13
## 1738 Structural engineer 1985-01-01
## 1739 Research scientist (physical sciences) 1984-06-03
## 1740 Outdoor activities/education manager 1985-05-13
## 1741 Editor, commissioning 1979-01-21
## 1742 Barrister's clerk 1958-07-28
## 1743 Engineer, maintenance 1956-09-01
## 1744 Producer, radio 1958-08-14
## 1745 Hospital pharmacist 1940-09-17
## 1746 Teacher, primary school 1968-06-24
## 1747 Advertising account planner 1995-04-22
## 1748 Paramedic 1985-08-29
## 1749 Magazine features editor 1966-08-08
## 1750 Engineer, mining 1972-08-09
## 1751 Learning disability nurse 1985-06-18
## 1752 Lecturer, further education 1995-12-04
## 1753 Comptroller 1990-10-19
## 1754 Radiographer, therapeutic 1992-07-24
## 1755 Technical brewer 1966-11-10
## 1756 Further education lecturer 1994-02-16
## 1757 Copy 1970-02-22
## 1758 Engineer, control and instrumentation 1977-03-23
## 1759 Designer, furniture 1977-02-22
## 1760 Freight forwarder 1976-02-26
## 1761 Television production assistant 1990-01-24
## 1762 Biochemist, clinical 1953-04-13
## 1763 Animal technologist 1989-05-14
## 1764 Building surveyor 1985-12-08
## 1765 Futures trader 1999-12-27
## 1766 Designer, exhibition/display 1972-09-22
## 1767 Social researcher 1974-12-05
## 1768 Equities trader 1966-01-04
## 1769 Insurance underwriter 1976-03-26
## 1770 Museum/gallery conservator 1988-11-01
## 1771 Investment banker, corporate 1941-07-31
## 1772 Research scientist (life sciences) 1983-10-12
## 1773 Medical sales representative 1988-09-15
## 1774 Web designer 1983-06-13
## 1775 Secondary school teacher 2004-12-30
## 1776 Materials engineer 1997-06-04
## 1777 Contractor 1981-10-24
## 1778 Podiatrist 1972-10-18
## 1779 Field trials officer 1985-07-08
## 1780 Contractor 1981-10-24
## 1781 Social research officer, government 1975-10-11
## 1782 Retail merchandiser 1973-07-28
## 1783 Environmental consultant 1972-11-28
## 1784 Exercise physiologist 1958-06-26
## 1785 Administrator, education 1939-11-09
## 1786 English as a foreign language teacher 1991-04-22
## 1787 Town planner 1987-02-13
## 1788 Magazine features editor 1973-05-04
## 1789 Public relations account executive 1997-10-23
## 1790 Financial adviser 1986-06-11
## 1791 Structural engineer 1985-01-01
## 1792 Video editor 1971-01-28
## 1793 Exhibition designer 1980-03-24
## 1794 Engineer, technical sales 1926-07-12
## 1795 Designer, ceramics/pottery 1975-04-16
## 1796 Tax inspector 1988-10-26
## 1797 Chief Financial Officer 1960-02-01
## 1798 Insurance underwriter 1976-03-26
## 1799 Operations geologist 1976-09-08
## 1800 Secondary school teacher 2004-12-30
## 1801 Public relations account executive 1939-11-04
## 1802 Scientist, biomedical 1991-10-04
## 1803 Private music teacher 1970-06-27
## 1804 Designer, jewellery 1985-12-03
## 1805 Bookseller 1968-06-18
## 1806 Energy manager 1997-09-22
## 1807 Clothing/textile technologist 1999-05-31
## 1808 Systems developer 1970-09-11
## 1809 Immunologist 1972-06-12
## 1810 Special educational needs teacher 1978-06-21
## 1811 Science writer 1961-12-05
## 1812 Restaurant manager, fast food 1971-10-19
## 1813 Engineer, petroleum 1941-04-23
## 1814 Hydrogeologist 1945-11-26
## 1815 Location manager 1989-11-24
## 1816 Insurance claims handler 1952-03-08
## 1817 Archivist 1945-08-19
## 1818 Systems developer 1966-02-14
## 1819 Television floor manager 1991-05-01
## 1820 Environmental health practitioner 1978-05-23
## 1821 Insurance underwriter 1976-03-26
## 1822 Health visitor 1950-11-27
## 1823 Dispensing optician 1987-10-26
## 1824 Surveyor, rural practice 1977-12-16
## 1825 Communications engineer 1968-01-28
## 1826 Retail merchandiser 1973-07-28
## 1827 Materials engineer 1971-11-02
## 1828 Research scientist (medical) 1962-03-04
## 1829 Research scientist (medical) 1962-03-04
## 1830 Film/video editor 1961-04-22
## 1831 Science writer 1969-09-11
## 1832 Podiatrist 2000-06-09
## 1833 Teacher, special educational needs 1971-09-01
## 1834 Journalist, newspaper 1978-03-06
## 1835 Administrator, local government 1973-05-16
## 1836 Administrator 1954-07-15
## 1837 Engineer, building services 1963-04-04
## 1838 Engineer, petroleum 1941-04-23
## 1839 Make 1959-05-10
## 1840 Engineer, petroleum 1941-04-23
## 1841 Surveyor, rural practice 1977-12-16
## 1842 Programmer, applications 1963-05-19
## 1843 Retail banker 1955-07-25
## 1844 Structural engineer 1985-01-01
## 1845 Fine artist 1959-07-30
## 1846 Advice worker 1973-05-27
## 1847 Therapist, occupational 1969-03-02
## 1848 Sports administrator 1972-10-05
## 1849 Site engineer 1985-06-20
## 1850 Chemical engineer 1976-09-29
## 1851 Camera operator 1988-03-25
## 1852 Special educational needs teacher 1972-02-15
## 1853 Paramedic 1985-08-29
## 1854 Special educational needs teacher 1972-02-15
## 1855 Sub 1941-03-30
## 1856 Child psychotherapist 1978-01-22
## 1857 English as a foreign language teacher 1991-04-22
## 1858 Administrator, local government 1973-05-16
## 1859 Amenity horticulturist 1985-03-21
## 1860 Doctor, general practice 1959-10-07
## 1861 Designer, ceramics/pottery 1938-09-08
## 1862 Designer, television/film set 1943-12-17
## 1863 Further education lecturer 1994-02-16
## 1864 Herpetologist 1973-04-06
## 1865 Chiropodist 1931-01-26
## 1866 Paramedic 1985-08-29
## 1867 Dealer 1951-11-08
## 1868 Medical secretary 1963-05-23
## 1869 Designer, television/film set 1943-12-17
## 1870 Accountant, chartered public finance 2004-03-18
## 1871 IT trainer 1990-07-13
## 1872 Librarian, academic 1958-06-11
## 1873 Special educational needs teacher 1978-06-21
## 1874 Materials engineer 1971-11-02
## 1875 Press sub 1976-01-02
## 1876 Immunologist 1997-03-12
## 1877 Interpreter 1946-08-24
## 1878 Doctor, general practice 1952-01-29
## 1879 Advertising account executive 1990-10-28
## 1880 Special effects artist 1970-03-14
## 1881 Barrister 1979-12-27
## 1882 Engineer, production 1991-04-11
## 1883 Outdoor activities/education manager 1985-05-13
## 1884 Research officer, trade union 1976-12-14
## 1885 Camera operator 1988-03-25
## 1886 Politician's assistant 1986-11-12
## 1887 Radiographer, therapeutic 1992-07-24
## 1888 Regulatory affairs officer 1985-03-19
## 1889 Trade mark attorney 1986-07-23
## 1890 Geneticist, molecular 1979-10-22
## 1891 Retail merchandiser 1973-07-28
## 1892 Video editor 1968-09-19
## 1893 Radiographer, therapeutic 1992-07-24
## 1894 Trade mark attorney 1979-04-12
## 1895 Systems developer 1945-11-04
## 1896 Civil engineer, contracting 1961-04-25
## 1897 Designer, ceramics/pottery 1975-07-07
## 1898 Paramedic 1984-07-20
## 1899 Historic buildings inspector/conservation officer 1972-07-18
## 1900 Research officer, trade union 1986-12-13
## 1901 Music tutor 1965-04-07
## 1902 Energy engineer 1985-09-02
## 1903 Applications developer 1966-06-07
## 1904 Horticultural consultant 1965-04-01
## 1905 Buyer, industrial 1972-01-03
## 1906 Nutritional therapist 1997-07-01
## 1907 Psychotherapist 1991-10-13
## 1908 Film/video editor 1990-06-25
## 1909 Ceramics designer 1970-01-08
## 1910 Futures trader 1992-12-29
## 1911 Producer, radio 1958-08-14
## 1912 Research scientist (physical sciences) 1984-06-03
## 1913 Geophysicist/field seismologist 1988-03-21
## 1914 Race relations officer 1974-12-24
## 1915 Commercial/residential surveyor 2003-05-07
## 1916 Warden/ranger 1983-06-14
## 1917 Therapist, sports 1999-06-06
## 1918 Lecturer, further education 1958-01-01
## 1919 Designer, textile 1939-06-01
## 1920 Lecturer, further education 1995-12-04
## 1921 Immunologist 1972-06-12
## 1922 Systems analyst 1945-12-21
## 1923 Psychotherapist 1991-10-13
## 1924 Financial adviser 1978-03-04
## 1925 Petroleum engineer 1987-10-28
## 1926 Psychologist, forensic 1998-10-07
## 1927 Development worker, international aid 1972-03-05
## 1928 Scientist, research (physical sciences) 1976-06-15
## 1929 Chartered public finance accountant 1941-10-16
## 1930 Equality and diversity officer 1991-02-03
## 1931 Amenity horticulturist 1970-09-27
## 1932 Firefighter 1975-11-30
## 1933 Geologist, engineering 1986-08-17
## 1934 Medical secretary 1963-05-23
## 1935 Scientist, research (maths) 1998-10-01
## 1936 Chemical engineer 1984-02-07
## 1937 Patent attorney 1954-05-25
## 1938 Water engineer 1972-05-04
## 1939 Fisheries officer 1971-08-06
## 1940 English as a second language teacher 1983-02-08
## 1941 Programme researcher, broadcasting/film/video 1952-07-06
## 1942 Tourist information centre manager 1974-12-23
## 1943 Retail merchandiser 1973-07-28
## 1944 Advertising account planner 1982-07-30
## 1945 Contractor 1981-10-24
## 1946 Osteopath 1984-02-29
## 1947 Human resources officer 1985-04-03
## 1948 Warden/ranger 1983-06-14
## 1949 Retail banker 1955-07-25
## 1950 Podiatrist 2000-06-09
## 1951 Engineer, electronics 1997-08-22
## 1952 Development worker, international aid 1947-07-15
## 1953 Further education lecturer 1994-02-16
## 1954 Doctor, general practice 1959-10-07
## 1955 Camera operator 1988-03-25
## 1956 Medical secretary 1990-04-25
## 1957 Public house manager 1974-03-10
## 1958 Pharmacist, community 1993-11-17
## 1959 Radio broadcast assistant 1995-07-08
## 1960 Fisheries officer 1971-08-06
## 1961 Surveyor, land/geomatics 1995-10-10
## 1962 Engineer, automotive 1974-12-28
## 1963 Scientist, research (maths) 1993-05-14
## 1964 Pensions consultant 1996-04-10
## 1965 Psychotherapist 1991-10-13
## 1966 Music therapist 1984-08-01
## 1967 Naval architect 1967-08-30
## 1968 Bookseller 1968-06-18
## 1969 Surveyor, land/geomatics 1988-09-06
## 1970 Occupational hygienist 1984-11-06
## 1971 Librarian, public 1953-07-30
## 1972 Prison officer 1997-12-27
## 1973 Amenity horticulturist 1985-03-21
## 1974 Optician, dispensing 1970-07-20
## 1975 Trade mark attorney 1979-04-12
## 1976 Travel agency manager 1998-07-29
## 1977 Water engineer 1972-05-04
## 1978 Medical sales representative 1999-09-01
## 1979 Tax adviser 1967-05-05
## 1980 Scientist, marine 1973-10-19
## 1981 Licensed conveyancer 1991-07-06
## 1982 Press sub 1976-01-02
## 1983 Optometrist 1984-07-05
## 1984 Land/geomatics surveyor 1985-03-31
## 1985 Health service manager 1927-09-09
## 1986 Herbalist 1981-08-29
## 1987 Chartered public finance accountant 1941-10-16
## 1988 Clinical biochemist 1984-03-03
## 1989 Psychiatric nurse 1986-05-02
## 1990 Forensic psychologist 1981-08-29
## 1991 Animator 1983-08-24
## 1992 Trading standards officer 1946-11-01
## 1993 Energy engineer 1985-09-02
## 1994 Hospital doctor 1996-11-12
## 1995 Petroleum engineer 1980-07-30
## 1996 Chief Executive Officer 1991-06-05
## 1997 Water engineer 1972-05-04
## 1998 Clinical research associate 1972-12-31
## 1999 Emergency planning/management officer 1929-03-19
## 2000 Animal nutritionist 1989-12-10
## 2001 Magazine features editor 1979-04-30
## 2002 Musician 1980-07-12
## 2003 Patent attorney 1954-05-25
## 2004 Scientist, marine 1975-07-13
## 2005 Herbalist 1994-05-31
## 2006 Clothing/textile technologist 1979-07-03
## 2007 Administrator, education 1939-11-09
## 2008 Investment analyst 1974-10-27
## 2009 Surveyor, land/geomatics 1972-01-05
## 2010 Police officer 1971-11-05
## 2011 Therapist, sports 1999-06-06
## 2012 Librarian, public 1986-05-07
## 2013 Physiotherapist 1987-08-16
## 2014 Secondary school teacher 2004-12-30
## 2015 Clothing/textile technologist 1974-10-15
## 2016 Pensions consultant 1944-05-14
## 2017 Engineer, biomedical 1983-08-25
## 2018 Engineer, control and instrumentation 1980-08-17
## 2019 Community arts worker 1982-02-08
## 2020 Water engineer 1975-07-31
## 2021 Futures trader 1999-12-27
## 2022 Accounting technician 1967-09-16
## 2023 General practice doctor 1942-05-04
## 2024 Web designer 1943-12-15
## 2025 Diagnostic radiographer 1968-07-01
## 2026 Paramedic 1985-08-29
## 2027 Surveyor, mining 1973-05-07
## 2028 Embryologist, clinical 1942-01-06
## 2029 Programmer, multimedia 1949-06-09
## 2030 Horticultural therapist 1976-12-10
## 2031 Maintenance engineer 1949-03-20
## 2032 Exhibition designer 1975-12-28
## 2033 Musician 1980-07-12
## 2034 Sub 1980-09-18
## 2035 Exhibition designer 1980-03-24
## 2036 Film/video editor 1990-06-25
## 2037 Comptroller 1990-10-19
## 2038 Radio producer 1962-04-05
## 2039 Sub 1977-03-23
## 2040 Insurance broker 1982-02-11
## 2041 Immunologist 1997-03-12
## 2042 Librarian, public 1970-10-21
## 2043 Scientist, research (maths) 1991-04-13
## 2044 IT trainer 1990-07-13
## 2045 Materials engineer 1997-06-04
## 2046 Fisheries officer 1971-08-06
## 2047 Geochemist 1964-12-30
## 2048 Travel agency manager 1998-07-29
## 2049 Engineer, biomedical 1983-08-25
## 2050 Scientist, marine 1973-10-19
## 2051 Illustrator 1955-11-10
## 2052 Ceramics designer 2000-02-20
## 2053 Development worker, international aid 1947-07-15
## 2054 Geologist, engineering 1986-08-17
## 2055 Scientist, research (maths) 1998-10-01
## 2056 Magazine features editor 1979-04-30
## 2057 Designer, multimedia 1947-08-21
## 2058 Petroleum engineer 1980-07-30
## 2059 Forensic psychologist 1981-08-29
## 2060 Health physicist 1971-04-25
## 2061 Toxicologist 1973-11-14
## 2062 Secondary school teacher 2004-12-30
## 2063 Chief Technology Officer 1964-08-23
## 2064 Pharmacist, community 1993-11-17
## 2065 Make 1933-04-02
## 2066 Horticultural therapist 1982-02-10
## 2067 Town planner 1966-02-13
## 2068 Geoscientist 1985-04-04
## 2069 Wellsite geologist 1956-01-24
## 2070 Commercial horticulturist 1969-07-24
## 2071 Radio broadcast assistant 1989-02-08
## 2072 Ceramics designer 1970-01-08
## 2073 Science writer 1963-12-28
## 2074 Scientist, physiological 1964-04-06
## 2075 Teacher, secondary school 1992-01-20
## 2076 Neurosurgeon 1972-03-28
## 2077 English as a second language teacher 1975-04-30
## 2078 Scientist, physiological 1957-12-26
## 2079 Learning disability nurse 1932-09-17
## 2080 Immunologist 1972-06-12
## 2081 Writer 1993-11-02
## 2082 Claims inspector/assessor 1998-03-19
## 2083 Insurance broker 1979-08-14
## 2084 Psychologist, sport and exercise 1927-05-25
## 2085 Barista 1974-01-03
## 2086 Control and instrumentation engineer 1953-12-08
## 2087 Trade mark attorney 1979-04-12
## 2088 Sport and exercise psychologist 1976-09-12
## 2089 Heritage manager 1966-01-21
## 2090 Producer, radio 1958-08-14
## 2091 Magazine features editor 1973-05-04
## 2092 Wellsite geologist 1966-05-22
## 2093 Race relations officer 1974-12-24
## 2094 Systems developer 1970-09-11
## 2095 Economist 1993-11-24
## 2096 Film/video editor 1990-06-25
## 2097 Clothing/textile technologist 1979-07-03
## 2098 Surveyor, rural practice 1977-12-16
## 2099 Engineer, electronics 1997-08-22
## 2100 Social researcher 1955-05-06
## 2101 Chemical engineer 1984-02-07
## 2102 Chartered accountant 2000-08-28
## 2103 Building surveyor 1995-09-11
## 2104 Exhibition designer 1975-12-28
## 2105 Psychologist, forensic 1957-08-08
## 2106 Special educational needs teacher 1978-06-21
## 2107 Scientist, research (maths) 1991-04-13
## 2108 Airline pilot 1985-08-21
## 2109 Research scientist (physical sciences) 1981-07-05
## 2110 Building services engineer 1946-08-30
## 2111 Probation officer 1968-11-22
## 2112 Therapist, art 1988-08-04
## 2113 Ambulance person 1993-10-25
## 2114 Advertising account planner 1982-07-30
## 2115 Health promotion specialist 1978-10-05
## 2116 Land 1995-10-17
## 2117 Audiological scientist 1956-03-02
## 2118 General practice doctor 1976-01-10
## 2119 Health physicist 1971-04-25
## 2120 IT trainer 1990-11-07
## 2121 Therapist, sports 1999-06-06
## 2122 Landscape architect 1960-01-13
## 2123 Paramedic 1984-07-20
## 2124 Cytogeneticist 1954-07-14
## 2125 Futures trader 1999-12-27
## 2126 Estate manager/land agent 1939-04-14
## 2127 Therapist, drama 1990-11-09
## 2128 Clothing/textile technologist 1999-05-31
## 2129 Energy engineer 1985-09-02
## 2130 Rural practice surveyor 2003-09-14
## 2131 Pharmacologist 1977-06-07
## 2132 Logistics and distribution manager 1981-05-06
## 2133 Advertising account executive 1971-03-26
## 2134 Retail banker 1955-07-25
## 2135 Therapist, occupational 1951-01-15
## 2136 Health physicist 1971-04-25
## 2137 Psychiatrist 1949-11-17
## 2138 Exhibition designer 1974-05-30
## 2139 Scientist, biomedical 1991-10-04
## 2140 Therapist, drama 1990-11-09
## 2141 Engineer, electronics 1967-10-18
## 2142 Historic buildings inspector/conservation officer 1995-05-25
## 2143 Social researcher 1974-12-05
## 2144 Engineering geologist 1971-08-20
## 2145 Engineer, agricultural 1980-03-18
## 2146 Higher education careers adviser 1994-11-05
## 2147 Clothing/textile technologist 1978-08-08
## 2148 Production manager 1985-08-31
## 2149 Further education lecturer 1994-02-16
## 2150 Social research officer, government 1975-10-11
## 2151 Film/video editor 1961-04-22
## 2152 Freight forwarder 1976-02-26
## 2153 Police officer 1971-11-05
## 2154 Claims inspector/assessor 1969-05-01
## 2155 Education officer, community 1986-11-06
## 2156 Copywriter, advertising 1979-06-24
## 2157 Petroleum engineer 1980-07-30
## 2158 Research officer, political party 1967-03-17
## 2159 Structural engineer 1985-01-01
## 2160 Health promotion specialist 1978-10-05
## 2161 Energy engineer 1985-09-02
## 2162 Commercial/residential surveyor 2003-05-07
## 2163 Petroleum engineer 1980-07-30
## 2164 Exhibitions officer, museum/gallery 1995-07-12
## 2165 Water engineer 1975-07-31
## 2166 Magazine features editor 1973-05-04
## 2167 Materials engineer 1997-06-04
## 2168 Tourist information centre manager 1974-12-23
## 2169 Development worker, community 1989-10-28
## 2170 Engineer, communications 2001-07-26
## 2171 Film/video editor 1961-04-22
## 2172 Sub 1980-09-18
## 2173 Electrical engineer 1993-04-08
## 2174 Engineering geologist 1952-04-02
## 2175 Electronics engineer 1989-07-17
## 2176 Therapist, sports 1999-06-06
## 2177 Technical brewer 1958-04-06
## 2178 Claims inspector/assessor 1998-03-19
## 2179 Counselling psychologist 1963-12-29
## 2180 Engineer, civil (contracting) 1936-07-22
## 2181 Petroleum engineer 1987-10-28
## 2182 Hospital doctor 1955-11-07
## 2183 Electronics engineer 1989-07-17
## 2184 Naval architect 1967-08-30
## 2185 Mechanical engineer 1962-06-04
## 2186 Geologist, wellsite 1982-04-19
## 2187 Exhibition designer 1969-08-04
## 2188 Radio broadcast assistant 1980-01-09
## 2189 Community education officer 1951-06-13
## 2190 Medical sales representative 1999-09-01
## 2191 IT trainer 1994-03-01
## 2192 Nurse, children's 1980-09-15
## 2193 Quantity surveyor 1962-02-14
## 2194 Research scientist (physical sciences) 1984-06-03
## 2195 Buyer, industrial 1991-10-04
## 2196 Investment banker, corporate 1941-07-31
## 2197 Phytotherapist 1970-11-12
## 2198 Investment banker, corporate 1950-09-15
## 2199 Chief Strategy Officer 1987-01-27
## 2200 Public house manager 1974-03-10
## 2201 Petroleum engineer 1987-10-28
## 2202 Learning disability nurse 1985-06-18
## 2203 Engineer, control and instrumentation 1980-08-17
## 2204 Lexicographer 1977-08-16
## 2205 Dealer 1989-04-08
## 2206 Multimedia programmer 1970-03-13
## 2207 English as a foreign language teacher 1991-04-22
## 2208 Environmental consultant 1972-11-28
## 2209 Librarian, public 1953-07-30
## 2210 Landscape architect 1960-01-13
## 2211 Financial trader 1976-04-12
## 2212 Historic buildings inspector/conservation officer 1995-05-25
## 2213 Copywriter, advertising 1979-06-24
## 2214 Occupational psychologist 1972-01-20
## 2215 Environmental consultant 1972-11-28
## 2216 Sales professional, IT 1997-07-05
## 2217 Garment/textile technologist 1989-07-08
## 2218 Trade mark attorney 1986-07-23
## 2219 Probation officer 1968-11-22
## 2220 Senior tax professional/tax inspector 1994-03-13
## 2221 Trading standards officer 1974-03-13
## 2222 Transport planner 1991-01-31
## 2223 Immunologist 1997-03-12
## 2224 Colour technologist 1986-11-24
## 2225 IT consultant 1989-04-08
## 2226 Air cabin crew 1981-01-06
## 2227 Music therapist 1984-08-01
## 2228 Medical sales representative 1988-09-15
## 2229 Market researcher 1980-11-22
## 2230 Metallurgist 1975-01-26
## 2231 Press sub 1976-01-02
## 2232 Industrial/product designer 1968-05-13
## 2233 Radiographer, therapeutic 1992-07-24
## 2234 Location manager 1989-11-24
## 2235 Fine artist 1984-12-24
## 2236 Loss adjuster, chartered 1974-11-02
## 2237 Chief of Staff 1989-03-09
## 2238 Public house manager 1974-03-10
## 2239 Chief Executive Officer 1978-10-01
## 2240 Seismic interpreter 1993-05-27
## 2241 Tax inspector 1988-10-26
## 2242 Lecturer, higher education 2004-06-19
## 2243 Special educational needs teacher 1978-06-21
## 2244 Editor, film/video 1983-07-24
## 2245 Sports development officer 1984-05-04
## 2246 Editor, commissioning 1979-01-21
## 2247 Counselling psychologist 1963-12-29
## 2248 Engineer, mining 1972-08-09
## 2249 Curator 1972-07-25
## 2250 Teacher, special educational needs 1971-09-01
## 2251 Editor, film/video 1983-07-24
## 2252 Trade mark attorney 1986-07-23
## 2253 Occupational psychologist 1972-01-20
## 2254 Orthoptist 1974-05-18
## 2255 Optician, dispensing 1970-07-20
## 2256 Toxicologist 1973-11-14
## 2257 Pharmacist, community 1993-11-17
## 2258 Financial adviser 1986-06-11
## 2259 Research scientist (physical sciences) 1984-06-03
## 2260 Probation officer 1968-11-22
## 2261 Broadcast presenter 1972-07-01
## 2262 Prison officer 1986-03-14
## 2263 Designer, ceramics/pottery 1938-09-08
## 2264 Chief Executive Officer 1991-06-05
## 2265 Magazine features editor 1966-08-08
## 2266 Social researcher 1955-05-06
## 2267 Land/geomatics surveyor 1972-04-18
## 2268 Occupational psychologist 1954-07-05
## 2269 Accounting technician 1926-09-14
## 2270 Osteopath 1984-02-29
## 2271 Pensions consultant 1996-04-10
## 2272 Museum/gallery exhibitions officer 1992-05-09
## 2273 Agricultural consultant 1950-05-27
## 2274 Paramedic 1977-01-04
## 2275 Applications developer 1966-06-07
## 2276 Human resources officer 1967-10-04
## 2277 Engineer, electronics 1997-08-22
## 2278 Special educational needs teacher 1972-02-15
## 2279 Engineer, control and instrumentation 1977-03-23
## 2280 Dance movement psychotherapist 1986-03-28
## 2281 Land 1995-10-17
## 2282 Administrator 1954-07-15
## 2283 Musician 1981-11-29
## 2284 Community arts worker 1982-02-08
## 2285 Podiatrist 1969-01-14
## 2286 Product/process development scientist 1973-07-13
## 2287 Scientist, research (maths) 1993-05-14
## 2288 Agricultural consultant 1993-09-29
## 2289 Race relations officer 1974-12-24
## 2290 General practice doctor 1976-01-10
## 2291 Librarian, public 1970-10-21
## 2292 Insurance underwriter 1976-03-26
## 2293 Sports development officer 1984-05-04
## 2294 IT trainer 1990-07-13
## 2295 Therapist, drama 1990-11-09
## 2296 Chemical engineer 1929-08-23
## 2297 Historic buildings inspector/conservation officer 1972-07-18
## 2298 Arts development officer 1991-08-19
## 2299 Arboriculturist 1993-08-16
## 2300 Psychologist, counselling 1988-03-09
## 2301 Health promotion specialist 1978-10-05
## 2302 Archaeologist 1986-12-17
## 2303 Media buyer 1993-05-10
## 2304 Copywriter, advertising 1979-06-24
## 2305 Trading standards officer 1974-03-13
## 2306 Administrator, education 1986-06-20
## 2307 Copywriter, advertising 1962-03-20
## 2308 Paramedic 1984-07-20
## 2309 Educational psychologist 1987-09-08
## 2310 Psychotherapist 1991-10-13
## 2311 Freight forwarder 2001-07-05
## 2312 Prison officer 1994-07-27
## 2313 Sales executive 1969-12-22
## 2314 Surveyor, minerals 1987-04-23
## 2315 Police officer 1971-11-05
## 2316 Art therapist 1973-06-09
## 2317 Engineer, control and instrumentation 1977-03-23
## 2318 Psychologist, forensic 1998-10-07
## 2319 Clinical research associate 1964-02-15
## 2320 Logistics and distribution manager 1981-05-06
## 2321 Pilot, airline 1988-09-02
## 2322 Immigration officer 1987-05-19
## 2323 Outdoor activities/education manager 1985-05-13
## 2324 Retail banker 1955-07-25
## 2325 Tourism officer 1987-07-18
## 2326 Dispensing optician 1984-03-06
## 2327 Engineer, communications 2001-07-26
## 2328 Fine artist 1984-12-24
## 2329 Commercial horticulturist 1972-05-23
## 2330 Surgeon 1985-04-15
## 2331 Clinical research associate 1964-02-15
## 2332 Engineer, control and instrumentation 1977-03-23
## 2333 Therapist, sports 1999-06-06
## 2334 Intelligence analyst 1971-02-11
## 2335 Merchandiser, retail 1987-05-05
## 2336 Education officer, community 1986-11-06
## 2337 Hospital doctor 1996-11-12
## 2338 Probation officer 1961-02-14
## 2339 Surgeon 1999-10-25
## 2340 Medical physicist 1960-01-16
## 2341 Tourist information centre manager 1958-09-02
## 2342 Communications engineer 1968-01-28
## 2343 Herpetologist 1973-04-06
## 2344 Drilling engineer 1970-11-20
## 2345 Systems developer 1970-09-11
## 2346 Psychotherapist, child 2004-05-08
## 2347 Mental health nurse 1961-09-10
## 2348 Materials engineer 1997-06-04
## 2349 Airline pilot 1985-08-21
## 2350 Insurance underwriter 1976-03-26
## 2351 Loss adjuster, chartered 1974-11-02
## 2352 Building surveyor 1935-01-29
## 2353 Social research officer, government 1975-10-11
## 2354 Surveyor, hydrographic 1950-04-17
## 2355 Soil scientist 1953-03-19
## 2356 Public house manager 1974-03-10
## 2357 Leisure centre manager 1974-07-19
## 2358 Magazine journalist 1952-05-07
## 2359 Financial adviser 1978-03-04
## 2360 Optician, dispensing 1971-08-05
## 2361 Research scientist (physical sciences) 1981-07-05
## 2362 Broadcast presenter 1972-07-01
## 2363 Clothing/textile technologist 1979-07-03
## 2364 Waste management officer 1962-04-12
## 2365 Musician 1981-11-29
## 2366 Records manager 1971-07-02
## 2367 Geologist, engineering 1986-08-17
## 2368 Quantity surveyor 1988-07-28
## 2369 Learning disability nurse 1985-06-18
## 2370 Gaffer 1997-11-18
## 2371 Illustrator 1955-11-10
## 2372 Scientist, research (maths) 1991-04-13
## 2373 Pension scheme manager 1956-09-15
## 2374 Mining engineer 1954-08-22
## 2375 Secondary school teacher 2004-12-30
## 2376 Regulatory affairs officer 1985-03-19
## 2377 Copywriter, advertising 1992-07-23
## 2378 Insurance risk surveyor 1965-03-25
## 2379 Chartered public finance accountant 1967-03-30
## 2380 Arboriculturist 1993-08-16
## 2381 Surveyor, land/geomatics 1988-09-06
## 2382 Nurse, children's 1980-09-15
## 2383 Learning disability nurse 1985-06-18
## 2384 Special effects artist 1970-03-14
## 2385 Firefighter 1975-11-30
## 2386 Television production assistant 1973-04-01
## 2387 Nutritional therapist 1997-07-01
## 2388 Logistics and distribution manager 1981-05-06
## 2389 Music therapist 1984-08-01
## 2390 Acupuncturist 1958-10-29
## 2391 Television production assistant 1973-04-01
## 2392 Systems analyst 1965-11-11
## 2393 Scientist, research (physical sciences) 1976-06-15
## 2394 Librarian, academic 1958-06-11
## 2395 Archaeologist 1970-01-18
## 2396 Exhibition designer 1980-03-24
## 2397 Senior tax professional/tax inspector 1994-03-13
## 2398 Geologist, wellsite 1982-04-19
## 2399 Tourism officer 1987-07-18
## 2400 Exhibition designer 1974-05-30
## 2401 Dispensing optician 1984-03-06
## 2402 Building surveyor 1985-12-08
## 2403 Scientist, marine 1975-07-13
## 2404 Merchandiser, retail 1987-05-05
## 2405 Lecturer, further education 1958-01-01
## 2406 Environmental consultant 1972-11-28
## 2407 Librarian, academic 1964-11-17
## 2408 Horticultural therapist 1976-12-10
## 2409 Medical sales representative 1988-09-15
## 2410 Health and safety adviser 1944-07-26
## 2411 Drilling engineer 1993-04-29
## 2412 Mental health nurse 1978-08-27
## 2413 Geophysicist/field seismologist 1988-03-21
## 2414 Magazine features editor 1973-05-04
## 2415 Accountant, chartered public finance 1951-09-03
## 2416 Accounting technician 1967-09-16
## 2417 General practice doctor 1976-01-10
## 2418 Podiatrist 1969-01-14
## 2419 Therapist, horticultural 1995-08-16
## 2420 Multimedia programmer 1964-02-13
## 2421 Tourism officer 1987-07-18
## 2422 Development worker, community 1961-01-31
## 2423 Make 1930-08-13
## 2424 Health visitor 1950-11-27
## 2425 Architect 1953-01-20
## 2426 Charity fundraiser 1948-04-11
## 2427 Operational researcher 1980-12-21
## 2428 Insurance underwriter 1965-09-15
## 2429 Pensions consultant 1996-04-10
## 2430 Therapist, drama 1990-11-09
## 2431 Telecommunications researcher 1950-08-19
## 2432 Nutritional therapist 1997-07-01
## 2433 Surveyor, minerals 1987-04-23
## 2434 Horticultural therapist 1976-12-10
## 2435 Magazine features editor 1966-08-08
## 2436 Buyer, industrial 1929-04-22
## 2437 Art therapist 1973-06-09
## 2438 Chartered public finance accountant 1941-10-16
## 2439 Quantity surveyor 1962-02-14
## 2440 Heritage manager 1985-12-27
## 2441 Tax adviser 1990-12-18
## 2442 Insurance risk surveyor 1932-11-19
## 2443 Teacher, secondary school 1992-01-20
## 2444 Production assistant, radio 1960-04-03
## 2445 Seismic interpreter 1997-11-23
## 2446 Emergency planning/management officer 1976-01-15
## 2447 Barista 1974-01-03
## 2448 Barrister 1936-05-01
## 2449 Quantity surveyor 1960-04-08
## 2450 Soil scientist 1988-09-15
## 2451 Financial adviser 1978-03-04
## 2452 Stage manager 1930-02-28
## 2453 Osteopath 1984-02-29
## 2454 Firefighter 1975-11-30
## 2455 Scientist, audiological 1929-05-06
## 2456 Corporate investment banker 1965-07-26
## 2457 Camera operator 1988-03-25
## 2458 Investment banker, corporate 1950-09-15
## 2459 Agricultural consultant 1950-05-27
## 2460 Magazine features editor 1973-05-04
## 2461 Magazine features editor 1966-08-08
## 2462 Research scientist (physical sciences) 1984-06-03
## 2463 Surveyor, rural practice 1977-12-16
## 2464 Chartered loss adjuster 1976-10-09
## 2465 Film/video editor 1990-06-25
## 2466 Engineer, biomedical 1945-12-07
## 2467 Financial adviser 1978-03-04
## 2468 Arts development officer 1991-08-19
## 2469 IT trainer 1990-07-13
## 2470 Land/geomatics surveyor 1972-04-18
## 2471 IT trainer 1990-11-07
## 2472 Engineer, biomedical 1945-12-07
## 2473 Horticultural consultant 1960-10-28
## 2474 Physiotherapist 1966-12-03
## 2475 Special educational needs teacher 1972-02-15
## 2476 Petroleum engineer 1987-10-28
## 2477 Equities trader 1966-01-04
## 2478 Sales professional, IT 1997-07-05
## 2479 Editor, commissioning 1979-01-21
## 2480 Accounting technician 1926-09-14
## 2481 Aeronautical engineer 1979-01-26
## 2482 Engineer, structural 1963-04-22
## 2483 Materials engineer 1932-03-10
## 2484 Community education officer 1951-06-13
## 2485 Musician 1981-11-29
## 2486 Scientific laboratory technician 1957-08-30
## 2487 Science writer 1929-05-30
## 2488 Sub 1977-03-23
## 2489 Travel agency manager 1985-09-01
## 2490 Medical secretary 1963-05-23
## 2491 Doctor, hospital 1980-05-18
## 2492 Radio producer 1973-10-14
## 2493 Counsellor 1991-03-13
## 2494 Petroleum engineer 1987-10-28
## 2495 Agricultural consultant 1950-05-27
## 2496 Health physicist 1971-04-25
## 2497 Warden/ranger 1983-06-14
## 2498 Comptroller 1987-09-26
## 2499 Furniture designer 1955-07-06
## 2500 Historic buildings inspector/conservation officer 1960-06-14
## 2501 Furniture designer 1955-07-06
## 2502 Exhibitions officer, museum/gallery 1995-07-12
## 2503 Editor, commissioning 1950-03-25
## 2504 Historic buildings inspector/conservation officer 1995-05-25
## 2505 Investment banker, corporate 1941-07-31
## 2506 Theatre director 1948-11-14
## 2507 Editor, commissioning 1950-03-25
## 2508 Insurance underwriter 1927-10-24
## 2509 Make 1959-05-10
## 2510 Oceanographer 1987-04-24
## 2511 Water engineer 1975-07-31
## 2512 Acupuncturist 1958-10-29
## 2513 Chemist, analytical 1994-10-07
## 2514 Editor, commissioning 1979-01-21
## 2515 Engineer, biomedical 1983-08-25
## 2516 Radiographer, diagnostic 1961-12-18
## 2517 Licensed conveyancer 2000-08-16
## 2518 Magazine features editor 1979-04-30
## 2519 Engineer, control and instrumentation 1980-08-17
## 2520 Chartered public finance accountant 1999-03-05
## 2521 Physiotherapist 1977-08-12
## 2522 Petroleum engineer 1980-07-30
## 2523 Insurance broker 1982-02-11
## 2524 Horticultural consultant 1960-10-28
## 2525 Diagnostic radiographer 1968-07-01
## 2526 Broadcast presenter 1969-11-20
## 2527 Radio broadcast assistant 1980-01-09
## 2528 Glass blower/designer 1971-12-12
## 2529 Acupuncturist 1958-10-29
## 2530 Production manager 1985-08-31
## 2531 Television floor manager 1991-05-01
## 2532 Equities trader 1966-01-04
## 2533 Ecologist 1966-05-10
## 2534 Scientist, physiological 1964-04-06
## 2535 Accountant, chartered public finance 1951-09-03
## 2536 Herbalist 1994-05-31
## 2537 Editor, magazine features 1995-04-19
## 2538 Human resources officer 1985-04-03
## 2539 Private music teacher 1957-11-12
## 2540 Illustrator 1955-11-10
## 2541 Archivist 1945-08-19
## 2542 Psychologist, forensic 1984-06-04
## 2543 Toxicologist 1974-02-15
## 2544 Archaeologist 1970-01-18
## 2545 Geoscientist 1985-04-04
## 2546 Naval architect 1945-09-20
## 2547 Soil scientist 1988-09-15
## 2548 Designer, textile 1939-06-01
## 2549 Police officer 1971-11-05
## 2550 Electrical engineer 1994-02-09
## 2551 Environmental consultant 1986-01-30
## 2552 Science writer 1955-06-12
## 2553 Pilot, airline 1949-08-14
## 2554 Horticultural consultant 1960-10-28
## 2555 Facilities manager 1926-06-26
## 2556 Comptroller 1987-09-26
## 2557 Applications developer 1966-06-07
## 2558 Medical secretary 1990-04-25
## 2559 Water engineer 1975-07-31
## 2560 Surveyor, hydrographic 1950-04-17
## 2561 Architect 1953-01-20
## 2562 Equality and diversity officer 1940-08-23
## 2563 Investment analyst 1974-10-27
## 2564 Armed forces logistics/support/administrative officer 1962-05-04
## 2565 Learning mentor 1955-05-06
## 2566 Science writer 1969-09-11
## 2567 Garment/textile technologist 1989-07-08
## 2568 Applications developer 1942-01-06
## 2569 Physiotherapist 1987-08-16
## 2570 Health physicist 1971-04-25
## 2571 Training and development officer 1981-06-22
## 2572 Buyer, industrial 1972-01-03
## 2573 Hydrologist 1926-08-27
## 2574 Chief Executive Officer 1991-06-05
## 2575 Librarian, academic 1958-06-11
## 2576 Drilling engineer 1970-11-20
## 2577 Producer, radio 1956-10-08
## 2578 Outdoor activities/education manager 1985-05-13
## 2579 Film/video editor 1989-12-17
## 2580 Operations geologist 1976-09-08
## 2581 Wellsite geologist 1956-05-15
## 2582 Logistics and distribution manager 1981-05-06
## 2583 Audiological scientist 1956-03-02
## 2584 Chartered public finance accountant 1959-08-05
## 2585 Engineer, drilling 1975-06-29
## 2586 Building surveyor 1937-03-17
## 2587 Information systems manager 1979-01-08
## 2588 Insurance claims handler 1952-03-08
## 2589 Community arts worker 1969-09-21
## 2590 Music therapist 1984-08-01
## 2591 Trading standards officer 1955-04-03
## 2592 Nurse, mental health 1948-05-31
## 2593 Building control surveyor 1963-06-30
## 2594 Commercial/residential surveyor 1946-03-21
## 2595 Investment banker, corporate 1941-07-31
## 2596 Producer, radio 1958-08-14
## 2597 Chiropodist 1931-01-26
## 2598 Naval architect 1945-09-20
## 2599 Copywriter, advertising 1979-06-24
## 2600 Lecturer, higher education 1965-02-03
## 2601 Energy engineer 1938-03-15
## 2602 Engineer, civil (contracting) 1936-07-22
## 2603 Television floor manager 1939-03-09
## 2604 Health visitor 1950-11-27
## 2605 Immigration officer 1987-05-19
## 2606 Scientist, audiological 1975-12-20
## 2607 Designer, ceramics/pottery 1938-09-08
## 2608 Chief Financial Officer 1960-02-01
## 2609 Chemical engineer 1929-08-23
## 2610 Systems developer 1966-02-14
## 2611 IT trainer 1990-07-13
## 2612 Cytogeneticist 1952-10-13
## 2613 Administrator 1983-03-20
## 2614 Further education lecturer 1964-01-04
## 2615 Pharmacist, community 1993-11-17
## 2616 Building surveyor 1935-01-29
## 2617 Firefighter 1973-09-22
## 2618 Arts development officer 1991-08-19
## 2619 Toxicologist 1974-02-15
## 2620 Chartered public finance accountant 1941-10-16
## 2621 Hydrologist 1926-08-27
## 2622 Film/video editor 1990-06-25
## 2623 Land/geomatics surveyor 1990-10-15
## 2624 Mining engineer 1954-08-22
## 2625 Presenter, broadcasting 1954-07-21
## 2626 Chief Technology Officer 1964-08-23
## 2627 Furniture designer 1955-07-06
## 2628 Osteopath 1984-02-29
## 2629 Film/video editor 1990-06-25
## 2630 Physiological scientist 1963-02-09
## 2631 Embryologist, clinical 1942-01-06
## 2632 Programmer, multimedia 1967-05-28
## 2633 Psychotherapist 1991-10-13
## 2634 Make 1959-05-10
## 2635 Designer, furniture 1977-02-22
## 2636 Advice worker 1973-05-27
## 2637 Clothing/textile technologist 1974-10-15
## 2638 Animal technologist 1989-05-14
## 2639 Comptroller 1987-09-26
## 2640 Teacher, primary school 1968-06-24
## 2641 Building surveyor 1937-03-17
## 2642 Energy manager 1997-09-22
## 2643 Cytogeneticist 1954-07-14
## 2644 Health service manager 1962-02-13
## 2645 Chiropodist 1949-11-16
## 2646 Electrical engineer 1993-04-08
## 2647 Landscape architect 1960-01-13
## 2648 Insurance risk surveyor 1987-10-27
## 2649 Horticulturist, commercial 1981-03-29
## 2650 Counsellor 1987-11-18
## 2651 Surveyor, land/geomatics 1978-09-30
## 2652 Town planner 1987-02-13
## 2653 Mining engineer 1951-02-05
## 2654 Mechanical engineer 1960-08-05
## 2655 Research officer, trade union 1986-12-13
## 2656 Civil engineer, contracting 1961-04-25
## 2657 Geologist, wellsite 1982-04-19
## 2658 Archivist 1945-08-19
## 2659 Doctor, hospital 1980-05-18
## 2660 Journalist, newspaper 1978-03-06
## 2661 Research scientist (maths) 1928-04-02
## 2662 Occupational psychologist 1954-07-05
## 2663 Optician, dispensing 1970-07-20
## 2664 Paramedic 1985-08-29
## 2665 Sport and exercise psychologist 1976-09-12
## 2666 Cytogeneticist 1954-07-14
## 2667 Trading standards officer 1981-03-04
## 2668 Amenity horticulturist 1985-03-21
## 2669 Chief Marketing Officer 1943-06-30
## 2670 Engineer, aeronautical 1952-12-05
## 2671 Purchasing manager 1935-08-15
## 2672 Librarian, public 1986-05-07
## 2673 Radio broadcast assistant 1980-01-09
## 2674 Barrister 1986-05-01
## 2675 Chiropodist 1967-08-24
## 2676 Mechanical engineer 1968-03-19
## 2677 Conservation officer, historic buildings 1997-08-04
## 2678 Audiological scientist 1956-01-09
## 2679 Medical secretary 1990-04-25
## 2680 Equality and diversity officer 1940-08-23
## 2681 Technical brewer 1979-09-03
## 2682 Psychologist, clinical 1962-04-30
## 2683 Armed forces logistics/support/administrative officer 1962-05-04
## 2684 Administrator, education 1986-06-20
## 2685 Financial adviser 1955-06-26
## 2686 Wellsite geologist 1966-05-22
## 2687 Journalist, newspaper 1978-03-06
## 2688 Hydrologist 1926-08-27
## 2689 Materials engineer 1971-11-02
## 2690 Call centre manager 1958-09-20
## 2691 Call centre manager 1958-09-20
## 2692 Quantity surveyor 1988-07-28
## 2693 Teaching laboratory technician 1993-02-26
## 2694 Occupational hygienist 1984-11-06
## 2695 Health service manager 1927-09-09
## 2696 Building surveyor 1937-03-17
## 2697 Teacher, primary school 1968-06-24
## 2698 Insurance claims handler 1952-03-08
## 2699 Structural engineer 1947-10-27
## 2700 Health promotion specialist 1978-10-05
## 2701 Technical brewer 1966-11-10
## 2702 Land 1995-10-17
## 2703 Multimedia programmer 1970-03-13
## 2704 Materials engineer 1941-11-16
## 2705 Regulatory affairs officer 1985-03-19
## 2706 Radio producer 1962-04-05
## 2707 Systems developer 1969-10-30
## 2708 Systems analyst 1945-12-21
## 2709 Camera operator 1988-03-25
## 2710 Insurance risk surveyor 1932-11-19
## 2711 Broadcast presenter 1972-07-01
## 2712 Advertising account planner 1982-07-30
## 2713 Teacher, secondary school 1992-01-20
## 2714 Occupational psychologist 1972-01-20
## 2715 Barrister's clerk 1953-10-18
## 2716 Tourism officer 1987-07-18
## 2717 Materials engineer 1967-03-12
## 2718 Health promotion specialist 1978-10-05
## 2719 Art gallery manager 1948-09-07
## 2720 Health visitor 1983-09-02
## 2721 Contractor 1981-10-24
## 2722 Secondary school teacher 1936-03-27
## 2723 Naval architect 1967-08-30
## 2724 Radiographer, therapeutic 1992-07-24
## 2725 Information systems manager 1986-02-17
## 2726 Local government officer 1953-12-25
## 2727 Information systems manager 1986-02-17
## 2728 Learning mentor 1955-05-06
## 2729 Travel agency manager 1985-09-01
## 2730 Research scientist (life sciences) 1983-10-12
## 2731 Cytogeneticist 1954-07-14
## 2732 Mining engineer 1954-08-22
## 2733 Geologist, wellsite 1982-04-19
## 2734 Designer, textile 1939-06-01
## 2735 Biochemist, clinical 1936-11-05
## 2736 Chief Marketing Officer 1943-06-30
## 2737 Public librarian 1974-04-16
## 2738 Archaeologist 1970-01-18
## 2739 Radiographer, diagnostic 1965-06-30
## 2740 Pensions consultant 1944-05-14
## 2741 Sales professional, IT 1997-07-05
## 2742 Trade mark attorney 1979-04-12
## 2743 General practice doctor 1942-05-04
## 2744 Research scientist (physical sciences) 1977-07-17
## 2745 Public relations account executive 1997-10-23
## 2746 Librarian, academic 1958-06-11
## 2747 Exhibition designer 1974-05-30
## 2748 Curator 1972-07-25
## 2749 Broadcast presenter 1972-07-01
## 2750 Multimedia programmer 1983-10-14
## 2751 Surveyor, mining 1973-05-07
## 2752 Administrator, charities/voluntary organisations 1935-04-15
## 2753 Early years teacher 1972-10-04
## 2754 Surveyor, land/geomatics 1972-01-05
## 2755 Copy 1970-02-22
## 2756 Tax inspector 1988-10-26
## 2757 Pension scheme manager 1956-09-15
## 2758 Video editor 1968-09-19
## 2759 Interpreter 1946-08-24
## 2760 Mechanical engineer 1982-08-01
## 2761 Audiological scientist 1956-03-02
## 2762 Barista 1974-01-03
## 2763 Senior tax professional/tax inspector 1960-11-19
## 2764 Geophysicist/field seismologist 1988-03-21
## 2765 Engineer, automotive 1974-12-28
## 2766 Mudlogger 1984-07-03
## 2767 Film/video editor 1990-06-25
## 2768 Mining engineer 1951-02-05
## 2769 Insurance underwriter 1965-09-15
## 2770 Risk analyst 1974-11-20
## 2771 Fisheries officer 1992-06-19
## 2772 Chartered public finance accountant 1999-03-05
## 2773 Advertising copywriter 1966-06-24
## 2774 Further education lecturer 1988-01-04
## 2775 Insurance underwriter 1976-03-26
## 2776 Chief Technology Officer 1964-08-23
## 2777 Telecommunications researcher 1950-08-19
## 2778 Herbalist 1994-05-31
## 2779 Further education lecturer 1988-01-04
## 2780 Health service manager 1927-09-09
## 2781 Learning mentor 1955-05-06
## 2782 Television production assistant 1973-04-01
## 2783 Mechanical engineer 1968-03-19
## 2784 Barrister 1956-05-30
## 2785 Firefighter 1975-11-30
## 2786 Barrister's clerk 1935-06-29
## 2787 Location manager 1989-11-24
## 2788 Visual merchandiser 1994-11-12
## 2789 Call centre manager 1962-08-13
## 2790 Systems developer 1970-09-11
## 2791 Radiographer, therapeutic 1992-07-24
## 2792 Gaffer 1982-07-02
## 2793 Administrator, charities/voluntary organisations 1935-04-15
## 2794 Engineer, automotive 1959-06-06
## 2795 Medical secretary 1990-04-25
## 2796 Theatre manager 1990-06-08
## 2797 Patent attorney 1954-05-25
## 2798 Insurance broker 1982-02-11
## 2799 Designer, jewellery 1966-12-21
## 2800 Product designer 1935-02-10
## 2801 Teacher, secondary school 1992-01-20
## 2802 Scientist, biomedical 1948-11-30
## 2803 Technical brewer 1979-09-03
## 2804 Psychologist, forensic 1957-08-08
## 2805 Intelligence analyst 1971-02-11
## 2806 Architectural technologist 1961-10-24
## 2807 Public relations officer 1958-09-10
## 2808 Engineer, building services 1963-04-04
## 2809 Pilot, airline 1949-08-14
## 2810 Barrister's clerk 1953-10-18
## 2811 Dance movement psychotherapist 1986-03-28
## 2812 Video editor 1956-09-14
## 2813 IT trainer 1990-07-13
## 2814 Retail manager 1967-06-19
## 2815 Special educational needs teacher 1972-02-15
## 2816 Education officer, museum 1967-08-02
## 2817 Immunologist 1972-06-12
## 2818 Mudlogger 1984-07-03
## 2819 Mechanical engineer 1968-03-19
## 2820 Herbalist 1994-05-31
## 2821 Engineer, civil (consulting) 1965-11-06
## 2822 Chief Marketing Officer 1972-09-13
## 2823 Retail banker 1955-07-25
## 2824 Sports development officer 1984-05-04
## 2825 Trade mark attorney 1986-07-23
## 2826 Cytogeneticist 1952-10-13
## 2827 Retail merchandiser 1973-07-28
## 2828 Engineer, technical sales 1926-07-12
## 2829 Human resources officer 1967-10-04
## 2830 Radiographer, diagnostic 1965-06-30
## 2831 Cytogeneticist 1969-09-15
## 2832 Estate manager/land agent 1939-04-14
## 2833 Aid worker 1977-06-14
## 2834 Physiotherapist 1977-08-12
## 2835 Water engineer 1975-07-31
## 2836 Audiological scientist 1956-01-09
## 2837 Music tutor 1965-04-07
## 2838 Geoscientist 1961-11-24
## 2839 Development worker, community 1989-10-28
## 2840 Mechanical engineer 1968-03-19
## 2841 Systems analyst 1965-11-11
## 2842 Scientist, research (maths) 1993-05-14
## 2843 Drilling engineer 1993-04-29
## 2844 Learning disability nurse 1985-06-18
## 2845 Scientist, physiological 1964-04-06
## 2846 Exhibition designer 1975-12-28
## 2847 Quantity surveyor 1933-03-15
## 2848 IT trainer 1990-11-07
## 2849 Hydrologist 1926-08-27
## 2850 Copywriter, advertising 1979-06-24
## 2851 Designer, ceramics/pottery 1948-06-30
## 2852 Operational researcher 1980-12-21
## 2853 Theatre director 1948-11-14
## 2854 Accounting technician 1967-09-16
## 2855 Tree surgeon 1983-07-25
## 2856 Engineer, electronics 1997-08-22
## 2857 Doctor, hospital 1980-05-18
## 2858 Paediatric nurse 1981-02-15
## 2859 Oncologist 1983-11-10
## 2860 Programme researcher, broadcasting/film/video 1979-01-02
## 2861 Surgeon 1985-04-15
## 2862 Furniture designer 1955-07-06
## 2863 Sub 1980-09-18
## 2864 Surveyor, land/geomatics 1972-01-05
## 2865 Television floor manager 1939-03-09
## 2866 Research officer, trade union 1988-04-27
## 2867 Drilling engineer 1962-06-27
## 2868 Clinical biochemist 1984-03-03
## 2869 Futures trader 1973-02-14
## 2870 Dance movement psychotherapist 1986-03-28
## 2871 Warden/ranger 1987-02-14
## 2872 Engineer, automotive 1973-12-26
## 2873 Community pharmacist 1964-08-08
## 2874 Art gallery manager 1948-09-07
## 2875 Scientist, biomedical 1991-10-04
## 2876 Ambulance person 1993-10-25
## 2877 Comptroller 1990-10-19
## 2878 Sales professional, IT 1997-07-05
## 2879 Psychologist, forensic 1998-10-07
## 2880 Careers information officer 2000-06-13
## 2881 Comptroller 1990-10-19
## 2882 Broadcast presenter 1972-07-01
## 2883 Information systems manager 1986-02-17
## 2884 Insurance risk surveyor 1932-11-19
## 2885 Management consultant 1945-05-05
## 2886 Buyer, industrial 1958-10-26
## 2887 Insurance underwriter 1976-03-26
## 2888 Diagnostic radiographer 1968-07-01
## 2889 Television/film/video producer 1986-04-15
## 2890 Chief Executive Officer 1978-10-01
## 2891 Insurance underwriter 1976-03-26
## 2892 Educational psychologist 1980-12-16
## 2893 Paramedic 1977-01-04
## 2894 Accounting technician 1978-12-18
## 2895 Video editor 1968-09-19
## 2896 Early years teacher 1972-10-04
## 2897 Museum/gallery conservator 1988-11-01
## 2898 Special educational needs teacher 1978-06-21
## 2899 Leisure centre manager 1974-07-19
## 2900 Surgeon 1985-04-15
## 2901 Sub 1977-03-23
## 2902 Health service manager 1927-09-09
## 2903 Oceanographer 1987-04-24
## 2904 Mental health nurse 1961-09-10
## 2905 Naval architect 1967-08-30
## 2906 Paramedic 1977-01-04
## 2907 Medical sales representative 1988-09-15
## 2908 Information systems manager 1986-02-17
## 2909 Trading standards officer 1981-03-04
## 2910 Research scientist (physical sciences) 1984-06-03
## 2911 Electrical engineer 1994-02-09
## 2912 Engineer, materials 1992-10-08
## 2913 Pensions consultant 1996-04-10
## 2914 Archaeologist 1994-07-09
## 2915 Travel agency manager 1998-07-29
## 2916 Psychotherapist, child 2004-05-08
## 2917 Immigration officer 1987-05-19
## 2918 Copywriter, advertising 1984-12-16
## 2919 Secretary/administrator 1978-10-26
## 2920 Environmental consultant 1986-01-30
## 2921 Amenity horticulturist 1970-09-27
## 2922 Chartered public finance accountant 1999-03-05
## 2923 Race relations officer 1960-01-13
## 2924 Surveyor, land/geomatics 1972-01-05
## 2925 Therapist, art 1988-08-04
## 2926 Warden/ranger 1983-06-14
## 2927 Geoscientist 1985-04-04
## 2928 Herbalist 1981-08-29
## 2929 Production assistant, radio 1960-04-03
## 2930 Orthoptist 1974-05-18
## 2931 Engineer, control and instrumentation 1977-03-23
## 2932 Production assistant, radio 1960-04-03
## 2933 Insurance broker 1982-02-11
## 2934 Teacher, special educational needs 1997-12-26
## 2935 Educational psychologist 1987-09-08
## 2936 Scientific laboratory technician 1984-09-13
## 2937 Tree surgeon 1983-07-25
## 2938 Soil scientist 1988-09-15
## 2939 Scientist, marine 1975-07-13
## 2940 Quarry manager 1931-03-07
## 2941 IT trainer 1990-07-13
## 2942 Therapist, sports 1999-06-06
## 2943 Presenter, broadcasting 1954-07-21
## 2944 Radio producer 1956-05-02
## 2945 Leisure centre manager 1974-07-19
## 2946 Architect 1953-01-20
## 2947 Drilling engineer 1970-11-20
## 2948 Psychologist, forensic 1957-08-08
## 2949 Forensic psychologist 1981-08-29
## 2950 Barrister 1956-05-30
## 2951 Quantity surveyor 1988-07-28
## 2952 Early years teacher 1973-02-07
## 2953 Therapist, drama 1990-11-09
## 2954 Accounting technician 1978-12-18
## 2955 Financial trader 1984-05-19
## 2956 Paediatric nurse 1966-06-19
## 2957 Insurance risk surveyor 1965-03-25
## 2958 Administrator 1954-07-15
## 2959 Sub 1977-03-23
## 2960 Insurance risk surveyor 1965-03-25
## 2961 Scientist, research (maths) 1998-10-01
## 2962 Pharmacist, community 1993-11-17
## 2963 Landscape architect 1960-01-13
## 2964 Audiological scientist 1956-01-09
## 2965 Gaffer 1997-11-18
## 2966 Market researcher 1980-11-22
## 2967 Exhibition designer 1980-03-24
## 2968 Librarian, academic 1955-02-01
## 2969 Police officer 1971-11-05
## 2970 Trading standards officer 1974-03-13
## 2971 Fisheries officer 1971-08-06
## 2972 Physiotherapist 1987-08-16
## 2973 Therapist, sports 1999-06-06
## 2974 Musician 1981-11-29
## 2975 Travel agency manager 1985-09-01
## 2976 Civil Service fast streamer 1967-09-30
## 2977 Administrator, charities/voluntary organisations 1985-05-25
## 2978 Cabin crew 1948-05-01
## 2979 Animal technologist 1989-05-14
## 2980 Heritage manager 1966-01-21
## 2981 Systems developer 1970-09-11
## 2982 Development worker, international aid 1972-03-05
## 2983 Child psychotherapist 1978-01-22
## 2984 Agricultural consultant 1993-09-29
## 2985 Fisheries officer 1971-08-06
## 2986 Web designer 1983-06-13
## 2987 Chemical engineer 1963-06-04
## 2988 Designer, multimedia 1947-08-21
## 2989 Financial adviser 1978-03-04
## 2990 Agricultural consultant 1960-01-20
## 2991 Engineer, agricultural 1980-03-18
## 2992 Risk analyst 1974-11-20
## 2993 Advertising account executive 1971-03-26
## 2994 Drilling engineer 1962-06-27
## 2995 Public relations account executive 1939-11-04
## 2996 Scientist, audiological 1929-05-06
## 2997 Medical secretary 1990-04-25
## 2998 Film/video editor 1990-08-13
## 2999 Charity fundraiser 1990-06-21
## 3000 Loss adjuster, chartered 1974-11-02
## 3001 Designer, industrial/product 1994-04-22
## 3002 Quantity surveyor 1962-02-14
## 3003 Herbalist 1994-05-31
## 3004 Designer, industrial/product 1994-04-22
## 3005 Interpreter 1946-08-24
## 3006 Administrator, local government 1994-12-08
## 3007 Leisure centre manager 1974-07-19
## 3008 Media buyer 1993-05-10
## 3009 Designer, jewellery 1966-12-21
## 3010 Firefighter 1975-11-30
## 3011 Further education lecturer 1994-02-16
## 3012 Scientist, research (maths) 1991-04-13
## 3013 Audiological scientist 1956-01-09
## 3014 Barrister's clerk 1958-07-28
## 3015 Social researcher 1974-12-05
## 3016 Research scientist (life sciences) 1983-10-12
## 3017 Scientist, biomedical 1991-10-04
## 3018 Financial trader 1976-04-12
## 3019 Producer, radio 1958-08-14
## 3020 Child psychotherapist 1978-01-22
## 3021 Multimedia programmer 1970-03-13
## 3022 Education officer, museum 1990-09-12
## 3023 Patent attorney 1954-05-25
## 3024 Designer, furniture 1977-02-22
## 3025 Interior and spatial designer 1981-08-10
## 3026 Music tutor 1965-04-07
## 3027 Mechanical engineer 1982-08-01
## 3028 Electronics engineer 1989-07-17
## 3029 Travel agency manager 1985-09-01
## 3030 Energy manager 1997-09-22
## 3031 Claims inspector/assessor 1998-03-19
## 3032 Lecturer, further education 1995-12-04
## 3033 Lexicographer 1977-08-16
## 3034 Advice worker 1973-05-27
## 3035 Wellsite geologist 1956-01-24
## 3036 Contractor 1981-10-24
## 3037 Trade mark attorney 1979-04-12
## 3038 Comptroller 1990-10-19
## 3039 Musician 1980-07-12
## 3040 Camera operator 1988-03-25
## 3041 Media buyer 1993-05-10
## 3042 Broadcast presenter 1972-07-01
## 3043 Horticultural therapist 1982-02-10
## 3044 Special educational needs teacher 1978-06-21
## 3045 Editor, magazine features 1995-04-19
## 3046 Scientist, biomedical 1991-10-04
## 3047 General practice doctor 1976-01-10
## 3048 Scientist, clinical (histocompatibility and immunogenetics) 1966-05-29
## 3049 Warden/ranger 1983-06-14
## 3050 Geologist, engineering 1986-08-17
## 3051 Architectural technologist 1961-10-24
## 3052 Futures trader 1992-12-29
## 3053 Interpreter 1946-08-24
## 3054 Magazine features editor 1957-04-05
## 3055 Senior tax professional/tax inspector 1954-06-30
## 3056 Podiatrist 1972-10-18
## 3057 Surveyor, rural practice 1977-12-16
## 3058 Animal technologist 1989-05-14
## 3059 Designer, ceramics/pottery 1975-07-07
## 3060 Set designer 1987-07-25
## 3061 Research officer, political party 1967-03-17
## 3062 Radiographer, therapeutic 1992-07-24
## 3063 Multimedia programmer 1964-02-13
## 3064 Public affairs consultant 1969-11-01
## 3065 Equality and diversity officer 1940-08-23
## 3066 Learning disability nurse 1985-06-18
## 3067 Secretary/administrator 1978-10-26
## 3068 Immunologist 1972-06-12
## 3069 Toxicologist 1973-11-14
## 3070 Therapist, art 1988-08-04
## 3071 Sales professional, IT 1990-01-17
## 3072 Health promotion specialist 1978-10-05
## 3073 Records manager 1971-07-02
## 3074 Investment analyst 1974-10-27
## 3075 Call centre manager 1958-09-20
## 3076 Engineer, electronics 1997-08-22
## 3077 Careers information officer 2000-06-13
## 3078 Management consultant 1945-05-05
## 3079 Child psychotherapist 1978-01-22
## 3080 Radio producer 1956-05-02
## 3081 IT trainer 1990-07-13
## 3082 Public house manager 1974-03-10
## 3083 Insurance broker 1982-02-11
## 3084 Warden/ranger 1983-06-14
## 3085 IT trainer 1990-11-07
## 3086 Psychologist, counselling 1967-02-04
## 3087 Trading standards officer 1946-11-01
## 3088 Psychotherapist, child 2004-05-08
## 3089 Therapist, drama 1990-11-09
## 3090 Engineer, production 1949-10-04
## 3091 Regulatory affairs officer 1985-03-19
## 3092 Dealer 1951-11-08
## 3093 Chartered loss adjuster 1978-01-15
## 3094 Therapist, art 1988-08-04
## 3095 Patent attorney 1954-05-25
## 3096 Energy engineer 1960-12-13
## 3097 Dispensing optician 1984-03-06
## 3098 Petroleum engineer 1987-10-28
## 3099 Magazine features editor 1979-04-30
## 3100 Pilot, airline 1934-06-23
## 3101 Surveyor, land/geomatics 1953-05-23
## 3102 Research scientist (maths) 1928-04-02
## 3103 Structural engineer 1985-01-01
## 3104 Make 1930-08-13
## 3105 Biomedical scientist 1986-12-31
## 3106 Merchandiser, retail 1987-05-05
## 3107 Programme researcher, broadcasting/film/video 1952-07-06
## 3108 Magazine features editor 1966-08-08
## 3109 Charity officer 1967-01-24
## 3110 Audiological scientist 1956-01-09
## 3111 Scientist, research (maths) 1991-04-13
## 3112 IT trainer 1994-03-01
## 3113 Pilot, airline 1949-08-14
## 3114 Doctor, hospital 1980-05-18
## 3115 Librarian, public 1970-10-21
## 3116 Surveyor, land/geomatics 1953-05-23
## 3117 Hospital doctor 1996-11-12
## 3118 Film/video editor 1990-06-25
## 3119 Systems analyst 1945-12-21
## 3120 Engineering geologist 1971-08-20
## 3121 Scientist, research (maths) 1998-10-01
## 3122 Further education lecturer 1964-01-04
## 3123 Phytotherapist 1970-11-12
## 3124 Nurse, children's 1980-09-15
## 3125 Chartered loss adjuster 1978-01-15
## 3126 Building surveyor 1935-01-29
## 3127 Biomedical scientist 1986-12-31
## 3128 Administrator, education 1939-11-09
## 3129 Forensic psychologist 1981-08-29
## 3130 Chief Executive Officer 1991-06-05
## 3131 Radiographer, therapeutic 1992-07-24
## 3132 Special educational needs teacher 1978-06-21
## 3133 Web designer 1943-12-15
## 3134 Psychologist, counselling 1967-02-04
## 3135 Architectural technologist 1961-10-24
## 3136 Horticulturist, commercial 1981-03-29
## 3137 Technical brewer 1979-09-03
## 3138 Theatre manager 1990-06-08
## 3139 Psychotherapist 1991-10-13
## 3140 Chartered accountant 1983-07-10
## 3141 Accounting technician 1978-12-18
## 3142 Ceramics designer 2000-02-20
## 3143 Private music teacher 1970-06-27
## 3144 Health and safety adviser 1944-07-26
## 3145 Health visitor 1950-11-27
## 3146 Theme park manager 1995-08-30
## 3147 Firefighter 1973-09-22
## 3148 Petroleum engineer 1982-06-27
## 3149 Chartered loss adjuster 1976-10-09
## 3150 Contractor 1981-10-24
## 3151 Statistician 1991-10-22
## 3152 Corporate investment banker 1965-07-26
## 3153 Musician 1980-07-12
## 3154 Osteopath 1984-02-29
## 3155 Chief Strategy Officer 1987-09-19
## 3156 Special educational needs teacher 1978-06-21
## 3157 Librarian, academic 1964-11-17
## 3158 Chemist, analytical 1994-10-07
## 3159 Counsellor 1987-11-18
## 3160 Land/geomatics surveyor 1990-10-15
## 3161 Volunteer coordinator 1980-08-18
## 3162 Teacher, early years/pre 1940-11-11
## 3163 Copywriter, advertising 1979-06-24
## 3164 Make 1930-08-13
## 3165 Nutritional therapist 1997-07-01
## 3166 Probation officer 1961-02-14
## 3167 Quantity surveyor 1962-02-14
## 3168 Clothing/textile technologist 1999-05-31
## 3169 Amenity horticulturist 1985-03-21
## 3170 Scientist, marine 1973-10-19
## 3171 Scientist, biomedical 1948-11-30
## 3172 Environmental consultant 1972-11-28
## 3173 Historic buildings inspector/conservation officer 1995-05-25
## 3174 Psychotherapist 1991-10-13
## 3175 Accounting technician 1978-12-18
## 3176 Agricultural consultant 1993-09-29
## 3177 Race relations officer 1978-10-04
## 3178 Product designer 1935-02-10
## 3179 Exhibitions officer, museum/gallery 1995-07-12
## 3180 Television floor manager 1939-03-09
## 3181 Radiographer, diagnostic 1992-11-20
## 3182 Administrator, education 1939-11-09
## 3183 Freight forwarder 1976-02-26
## 3184 Armed forces logistics/support/administrative officer 1962-05-04
## 3185 Dealer 1989-04-08
## 3186 Insurance claims handler 1952-03-08
## 3187 Surveyor, minerals 1987-04-23
## 3188 Music therapist 1984-08-01
## 3189 Barrister 1986-05-01
## 3190 Geologist, wellsite 1982-04-19
## 3191 Structural engineer 1985-01-01
## 3192 Financial adviser 1978-03-04
## 3193 Editor, film/video 1983-07-24
## 3194 Naval architect 1967-08-30
## 3195 Surgeon 1999-10-25
## 3196 Commissioning editor 1961-09-03
## 3197 Chief Operating Officer 1953-04-19
## 3198 Petroleum engineer 1987-10-28
## 3199 Psychotherapist 1991-10-13
## 3200 Armed forces training and education officer 1959-03-31
## 3201 Medical sales representative 1999-09-01
## 3202 Systems developer 1969-10-30
## 3203 Doctor, general practice 1959-10-07
## 3204 Engineer, broadcasting (operations) 1935-09-08
## 3205 Waste management officer 1962-04-12
## 3206 Fine artist 1984-12-24
## 3207 Private music teacher 1957-11-12
## 3208 Therapist, occupational 1951-01-15
## 3209 English as a second language teacher 1983-02-08
## 3210 Mining engineer 1975-09-11
## 3211 Health and safety adviser 1944-07-26
## 3212 Biomedical engineer 1994-11-24
## 3213 Web designer 1943-12-15
## 3214 Chartered loss adjuster 1978-01-15
## 3215 Chemical engineer 1984-02-07
## 3216 Warden/ranger 1983-06-14
## 3217 Surveyor, land/geomatics 1972-01-05
## 3218 Naval architect 1988-04-15
## 3219 Radiographer, therapeutic 1992-07-24
## 3220 Podiatrist 1972-10-18
## 3221 Designer, furniture 1977-02-22
## 3222 Fisheries officer 1971-08-06
## 3223 Art therapist 1973-06-09
## 3224 Claims inspector/assessor 1986-04-28
## 3225 Building surveyor 1985-12-08
## 3226 Doctor, hospital 1980-05-18
## 3227 Drilling engineer 1970-11-20
## 3228 Company secretary 1977-06-12
## 3229 Video editor 1971-01-28
## 3230 Magazine features editor 1966-08-08
## 3231 Administrator, local government 1973-05-16
## 3232 Advertising account planner 1951-12-04
## 3233 Broadcast presenter 1977-05-18
## 3234 Press photographer 1968-05-29
## 3235 Editor, commissioning 1950-03-25
## 3236 Technical brewer 1979-09-03
## 3237 Contractor 1981-10-24
## 3238 Engineer, mining 1972-08-09
## 3239 Chemical engineer 1984-02-07
## 3240 Cabin crew 1948-05-01
## 3241 Civil engineer, contracting 1961-04-25
## 3242 Exercise physiologist 1958-06-26
## 3243 Air broker 1982-05-20
## 3244 Research officer, trade union 1976-12-14
## 3245 Electrical engineer 1993-04-08
## 3246 Immunologist 1972-06-12
## 3247 Engineer, electronics 1997-08-22
## 3248 Teacher, early years/pre 1997-01-02
## 3249 Community arts worker 1969-09-21
## 3250 Exhibition designer 1974-05-30
## 3251 Land/geomatics surveyor 1985-03-31
## 3252 Psychotherapist, child 2004-05-08
## 3253 Psychologist, forensic 1957-08-08
## 3254 Risk analyst 1974-11-20
## 3255 Geophysicist/field seismologist 1988-03-21
## 3256 Quarry manager 1931-03-07
## 3257 Communications engineer 1976-09-29
## 3258 Educational psychologist 1980-12-16
## 3259 Claims inspector/assessor 1991-08-21
## 3260 Chartered loss adjuster 1978-01-15
## 3261 Psychologist, forensic 1998-10-07
## 3262 Cartographer 1965-12-15
## 3263 IT trainer 1990-11-07
## 3264 Human resources officer 1985-04-03
## 3265 Civil Service fast streamer 1983-06-23
## 3266 Call centre manager 1962-08-13
## 3267 Educational psychologist 1987-09-08
## 3268 Engineer, mining 1972-08-09
## 3269 Magazine features editor 1979-04-30
## 3270 Colour technologist 1983-06-12
## 3271 Press sub 1976-01-02
## 3272 Hospital doctor 1996-11-12
## 3273 Television production assistant 1973-04-01
## 3274 Chief Financial Officer 1986-01-18
## 3275 Gaffer 1982-07-02
## 3276 Engineer, control and instrumentation 1980-08-17
## 3277 Osteopath 1984-02-29
## 3278 Engineering geologist 1971-08-20
## 3279 Health promotion specialist 1978-10-05
## 3280 Special educational needs teacher 1978-06-21
## 3281 Paramedic 1977-01-04
## 3282 Drilling engineer 1970-11-20
## 3283 Quantity surveyor 1988-07-28
## 3284 Chief Financial Officer 1960-02-01
## 3285 Engineer, mining 1960-01-06
## 3286 Water engineer 1972-05-04
## 3287 Cartographer 1965-12-15
## 3288 Programme researcher, broadcasting/film/video 1979-01-02
## 3289 Forensic psychologist 1961-05-19
## 3290 Advertising account executive 1990-10-28
## 3291 Trade mark attorney 1979-04-12
## 3292 Librarian, public 1970-10-21
## 3293 Colour technologist 1959-05-28
## 3294 Historic buildings inspector/conservation officer 1972-07-18
## 3295 Surgeon 1990-05-03
## 3296 Clinical research associate 1964-02-15
## 3297 Site engineer 1937-02-01
## 3298 Musician 1981-11-29
## 3299 Interpreter 1946-08-24
## 3300 Event organiser 1946-02-02
## 3301 Scientist, research (physical sciences) 1976-06-15
## 3302 Scientist, audiological 1975-12-20
## 3303 Ambulance person 1993-10-25
## 3304 Accounting technician 1978-12-18
## 3305 Copywriter, advertising 1992-07-23
## 3306 Audiological scientist 1956-03-02
## 3307 Further education lecturer 1994-02-16
## 3308 Pharmacologist 1977-06-07
## 3309 Amenity horticulturist 1970-09-27
## 3310 Sports development officer 1984-05-04
## 3311 Museum/gallery conservator 1988-11-01
## 3312 Jewellery designer 1945-12-07
## 3313 Glass blower/designer 1971-12-12
## 3314 Physiotherapist 1987-08-16
## 3315 Sales professional, IT 1990-01-17
## 3316 Scientific laboratory technician 1984-09-13
## 3317 Geochemist 1999-06-28
## 3318 IT trainer 1975-12-24
## 3319 Product designer 1935-02-10
## 3320 Applications developer 1942-01-06
## 3321 Outdoor activities/education manager 1985-05-13
## 3322 Chemical engineer 1984-02-07
## 3323 Comptroller 1990-10-19
## 3324 Materials engineer 1971-11-02
## 3325 Radio broadcast assistant 1989-02-08
## 3326 Occupational psychologist 1972-01-20
## 3327 IT trainer 1975-12-24
## 3328 Engineer, biomedical 1983-08-25
## 3329 English as a second language teacher 1983-02-08
## 3330 Financial adviser 1968-02-10
## 3331 Communications engineer 1976-09-29
## 3332 Engineer, automotive 1974-12-28
## 3333 Claims inspector/assessor 1969-05-01
## 3334 Barrister 1936-05-01
## 3335 Financial trader 1976-04-12
## 3336 Special educational needs teacher 1978-06-21
## 3337 Programme researcher, broadcasting/film/video 1952-07-06
## 3338 Podiatrist 1989-10-06
## 3339 Environmental health practitioner 1978-05-23
## 3340 Journalist, newspaper 1978-03-06
## 3341 Site engineer 1985-06-20
## 3342 Museum/gallery exhibitions officer 1992-05-09
## 3343 Engineer, control and instrumentation 1977-03-23
## 3344 Engineer, production 1992-11-27
## 3345 Film/video editor 1961-04-22
## 3346 Optician, dispensing 1971-08-05
## 3347 Fisheries officer 1992-06-19
## 3348 Counselling psychologist 1963-12-29
## 3349 Waste management officer 1966-09-16
## 3350 Farm manager 1992-10-03
## 3351 Designer, furniture 1977-02-22
## 3352 Historic buildings inspector/conservation officer 1972-07-18
## 3353 Learning disability nurse 1985-06-18
## 3354 Health physicist 1971-04-25
## 3355 Sales professional, IT 1990-01-17
## 3356 Public house manager 1974-03-10
## 3357 Media buyer 1993-05-10
## 3358 Optician, dispensing 1970-07-20
## 3359 Podiatrist 2000-06-09
## 3360 Teacher, special educational needs 1997-12-26
## 3361 Designer, industrial/product 1968-07-24
## 3362 Travel agency manager 1998-07-29
## 3363 Pensions consultant 1962-10-16
## 3364 Medical physicist 1960-01-16
## 3365 Market researcher 1980-11-22
## 3366 Engineer, production 1949-10-04
## 3367 Geologist, wellsite 1982-04-19
## 3368 Toxicologist 1973-11-14
## 3369 Magazine features editor 1979-04-30
## 3370 IT trainer 1990-11-07
## 3371 Research scientist (physical sciences) 1981-07-05
## 3372 Sales executive 1969-12-22
## 3373 Barrister 1979-12-27
## 3374 Tourist information centre manager 1974-12-23
## 3375 Facilities manager 2005-01-29
## 3376 Engineer, control and instrumentation 1977-03-23
## 3377 Quantity surveyor 1988-07-28
## 3378 Educational psychologist 1980-12-16
## 3379 Broadcast presenter 1977-05-18
## 3380 Applications developer 1966-06-07
## 3381 Nurse, children's 1980-09-15
## 3382 Press sub 1976-01-02
## 3383 Cytogeneticist 1969-09-15
## 3384 Paramedic 1984-07-20
## 3385 Doctor, general practice 1959-10-07
## 3386 Producer, radio 1958-08-14
## 3387 Chief Marketing Officer 1943-06-30
## 3388 Research officer, political party 1984-09-01
## 3389 Applications developer 1966-06-07
## 3390 Community education officer 1951-06-13
## 3391 Psychiatrist 1931-09-12
## 3392 Fitness centre manager 1947-08-14
## 3393 Designer, jewellery 1985-12-03
## 3394 Environmental consultant 1986-01-30
## 3395 Statistician 1991-10-22
## 3396 Paramedic 1985-08-29
## 3397 Contractor 1981-10-24
## 3398 Hospital pharmacist 1940-09-17
## 3399 Designer, ceramics/pottery 1938-09-08
## 3400 Research scientist (life sciences) 1983-10-12
## 3401 Heritage manager 1985-12-27
## 3402 Politician's assistant 1986-11-12
## 3403 Counsellor 1955-01-05
## 3404 Secondary school teacher 2004-12-30
## 3405 Aid worker 1977-06-14
## 3406 Travel agency manager 1998-07-29
## 3407 Teacher, special educational needs 1971-09-01
## 3408 Warden/ranger 1983-06-14
## 3409 Sub 1980-09-18
## 3410 Animal technologist 1989-05-14
## 3411 Prison officer 1986-03-14
## 3412 Chief Technology Officer 1964-08-23
## 3413 Neurosurgeon 1965-04-27
## 3414 Science writer 1969-09-11
## 3415 Broadcast presenter 1969-11-20
## 3416 Historic buildings inspector/conservation officer 1995-05-25
## 3417 Land/geomatics surveyor 1972-04-18
## 3418 Immigration officer 1987-05-19
## 3419 Toxicologist 1973-11-14
## 3420 Chief Executive Officer 1971-12-10
## 3421 Transport planner 1991-01-31
## 3422 Magazine features editor 1979-04-30
## 3423 Scientist, biomedical 1962-03-19
## 3424 Scientist, research (maths) 1991-04-13
## 3425 Therapist, occupational 1951-01-15
## 3426 Maintenance engineer 1962-12-06
## 3427 Designer, ceramics/pottery 1975-04-16
## 3428 Teacher, special educational needs 1971-09-01
## 3429 Designer, ceramics/pottery 1975-04-16
## 3430 Learning disability nurse 1985-06-18
## 3431 Facilities manager 1926-06-26
## 3432 Field trials officer 1985-07-08
## 3433 Civil Service administrator 1976-04-11
## 3434 Investment banker, corporate 1941-07-31
## 3435 Surgeon 1990-05-03
## 3436 Teacher, secondary school 1942-04-17
## 3437 IT consultant 1989-04-08
## 3438 IT trainer 1990-11-07
## 3439 Radiographer, therapeutic 1961-09-28
## 3440 Higher education careers adviser 1994-11-05
## 3441 Development worker, international aid 1972-03-05
## 3442 Public librarian 1974-04-16
## 3443 Data scientist 1995-01-15
## 3444 Designer, industrial/product 1994-04-22
## 3445 Lecturer, higher education 2004-06-19
## 3446 Pensions consultant 1944-05-14
## 3447 Sales professional, IT 1997-07-05
## 3448 Television/film/video producer 1956-12-13
## 3449 Prison officer 1997-12-27
## 3450 Therapist, horticultural 1976-09-17
## 3451 Research officer, trade union 1986-12-13
## 3452 Police officer 1971-11-05
## 3453 Designer, ceramics/pottery 1948-06-30
## 3454 Acupuncturist 1958-10-29
## 3455 Sales professional, IT 1990-01-17
## 3456 Contractor 1981-10-24
## 3457 Fisheries officer 1971-08-06
## 3458 Music therapist 1984-08-01
## 3459 Physiological scientist 1963-02-09
## 3460 Social researcher 1974-12-05
## 3461 Facilities manager 2005-01-29
## 3462 Health and safety adviser 1944-07-26
## 3463 Chemical engineer 1929-08-23
## 3464 Systems developer 1966-02-14
## 3465 Early years teacher 1972-10-04
## 3466 Investment banker, operational 1987-02-26
## 3467 Arboriculturist 1993-08-16
## 3468 Research officer, political party 1984-09-01
## 3469 Engineer, production 1991-04-11
## 3470 Health promotion specialist 1978-10-05
## 3471 Research scientist (physical sciences) 1977-07-17
## 3472 Amenity horticulturist 1970-09-27
## 3473 Comptroller 1990-10-19
## 3474 Dealer 1989-04-08
## 3475 Occupational therapist 1991-01-28
## 3476 Copywriter, advertising 1984-12-16
## 3477 Agricultural consultant 1957-03-06
## 3478 Field seismologist 1969-05-16
## 3479 Fitness centre manager 1982-02-05
## 3480 Video editor 1956-09-14
## 3481 Network engineer 1955-12-04
## 3482 Horticultural therapist 1982-02-10
## 3483 Environmental consultant 1972-11-28
## 3484 Contractor 1981-10-24
## 3485 Tree surgeon 1983-07-25
## 3486 Cytogeneticist 1969-09-15
## 3487 Sport and exercise psychologist 1976-09-12
## 3488 Educational psychologist 1980-12-16
## 3489 Soil scientist 1966-09-19
## 3490 Press photographer 1968-05-29
## 3491 Engineer, biomedical 1983-08-25
## 3492 Teaching laboratory technician 1993-02-26
## 3493 Public house manager 1974-03-10
## 3494 Television production assistant 1990-01-24
## 3495 Editor, commissioning 1979-01-21
## 3496 Dispensing optician 1987-10-26
## 3497 Environmental consultant 1986-01-30
## 3498 Warden/ranger 1987-02-14
## 3499 Fine artist 1984-12-24
## 3500 Insurance underwriter 1976-03-26
## 3501 Arboriculturist 1934-02-09
## 3502 Volunteer coordinator 1980-08-18
## 3503 Production manager 1985-08-31
## 3504 Scientist, audiological 1975-12-20
## 3505 Regulatory affairs officer 1985-03-19
## 3506 Designer, exhibition/display 1972-09-22
## 3507 Education administrator 1966-02-21
## 3508 Osteopath 1984-02-29
## 3509 Science writer 1955-06-12
## 3510 Development worker, international aid 1972-03-05
## 3511 Psychologist, counselling 1967-02-04
## 3512 Child psychotherapist 1946-04-03
## 3513 Occupational therapist 1991-01-28
## 3514 Early years teacher 1973-02-07
## 3515 Make 1959-05-10
## 3516 Amenity horticulturist 1985-03-21
## 3517 Special educational needs teacher 1978-06-21
## 3518 General practice doctor 1976-01-10
## 3519 Engineer, production 1992-11-27
## 3520 Advice worker 1973-05-27
## 3521 Physiotherapist 1987-08-16
## 3522 Web designer 1943-12-15
## 3523 Counsellor 1987-11-18
## 3524 Leisure centre manager 1974-07-19
## 3525 Engineer, automotive 1973-12-26
## 3526 Systems developer 1945-11-04
## 3527 Archivist 1945-08-19
## 3528 Soil scientist 1988-09-15
## 3529 Programme researcher, broadcasting/film/video 1979-01-02
## 3530 Pilot, airline 1949-08-14
## 3531 Historic buildings inspector/conservation officer 1995-05-25
## 3532 Manufacturing engineer 1999-09-11
## 3533 Investment analyst 1974-10-27
## 3534 Furniture designer 1955-07-06
## 3535 Financial trader 1984-05-19
## 3536 Field seismologist 1986-04-03
## 3537 Commercial horticulturist 1972-05-23
## 3538 Musician 1980-07-12
## 3539 Lexicographer 1977-08-16
## 3540 Soil scientist 1966-09-19
## 3541 Product designer 1935-02-10
## 3542 Database administrator 1962-09-27
## 3543 Engineer, control and instrumentation 1980-08-17
## 3544 Surveyor, minerals 1987-04-23
## 3545 Early years teacher 1973-02-07
## 3546 Media buyer 1993-05-10
## 3547 Clothing/textile technologist 1999-05-31
## 3548 Dealer 1976-10-18
## 3549 Landscape architect 1960-01-13
## 3550 Barrister's clerk 1935-06-29
## 3551 Toxicologist 1974-02-15
## 3552 Paediatric nurse 1981-02-15
## 3553 Pilot, airline 1988-09-02
## 3554 Garment/textile technologist 1989-07-08
## 3555 Counselling psychologist 1968-10-06
## 3556 IT trainer 1994-03-01
## 3557 Transport planner 1961-06-19
## 3558 Intelligence analyst 1971-02-11
## 3559 Insurance underwriter 1965-09-15
## 3560 Engineer, production 1949-10-04
## 3561 Corporate investment banker 1965-07-26
## 3562 Museum/gallery conservator 1988-11-01
## 3563 Doctor, hospital 1980-05-18
## 3564 Call centre manager 1964-03-15
## 3565 Museum education officer 1942-04-03
## 3566 Fitness centre manager 1982-02-05
## 3567 Electrical engineer 1993-04-08
## 3568 Research officer, trade union 1988-04-27
## 3569 Private music teacher 1957-11-12
## 3570 Writer 1993-11-02
## 3571 Early years teacher 1973-02-07
## 3572 Investment banker, corporate 1950-09-15
## 3573 Commissioning editor 1961-09-03
## 3574 Chief Financial Officer 1960-02-01
## 3575 Phytotherapist 1970-11-12
## 3576 Scientist, biomedical 1962-03-19
## 3577 Retail manager 1967-06-19
## 3578 Airline pilot 1985-08-21
## 3579 Engineer, civil (contracting) 1936-07-22
## 3580 Therapist, music 1952-12-07
## 3581 Horticultural consultant 1960-10-28
## 3582 Financial adviser 1986-06-11
## 3583 Programme researcher, broadcasting/film/video 1952-07-06
## 3584 Public relations officer 1958-09-10
## 3585 Animator 1983-08-24
## 3586 Teacher, special educational needs 1969-02-22
## 3587 Trading standards officer 1955-04-03
## 3588 Medical technical officer 1969-03-20
## 3589 Engineer, automotive 1959-06-06
## 3590 Land/geomatics surveyor 1972-04-18
## 3591 Music tutor 1965-04-07
## 3592 Cytogeneticist 1954-07-14
## 3593 Engineer, control and instrumentation 1977-03-23
## 3594 Accountant, chartered public finance 2004-03-18
## 3595 Engineer, technical sales 1926-07-12
## 3596 Bookseller 1968-06-18
## 3597 Senior tax professional/tax inspector 1954-06-30
## 3598 Insurance broker 1982-02-11
## 3599 Historic buildings inspector/conservation officer 1995-05-25
## 3600 Structural engineer 1985-01-01
## 3601 Horticultural consultant 1960-10-28
## 3602 Psychologist, sport and exercise 1993-07-05
## 3603 Higher education careers adviser 1968-02-09
## 3604 Manufacturing engineer 1993-10-05
## 3605 Sports development officer 1984-05-04
## 3606 Armed forces logistics/support/administrative officer 1948-03-22
## 3607 Psychologist, counselling 1988-03-09
## 3608 Arts development officer 1991-08-19
## 3609 Engineer, production 1949-10-04
## 3610 Research officer, trade union 1976-12-14
## 3611 Exhibition designer 1980-03-24
## 3612 Amenity horticulturist 1970-09-27
## 3613 Designer, furniture 1977-02-22
## 3614 Mental health nurse 1978-08-27
## 3615 Geologist, engineering 1986-08-17
## 3616 Counsellor 1987-11-18
## 3617 Health and safety adviser 1944-07-26
## 3618 Ceramics designer 2000-02-20
## 3619 Horticultural consultant 1965-04-01
## 3620 Trading standards officer 1974-03-13
## 3621 Surveyor, hydrographic 1950-04-17
## 3622 Chief Strategy Officer 1966-12-15
## 3623 Armed forces training and education officer 1959-03-31
## 3624 Clothing/textile technologist 1999-05-31
## 3625 Administrator 1983-03-20
## 3626 Merchandiser, retail 1987-05-05
## 3627 Bookseller 1968-06-18
## 3628 Tourist information centre manager 1974-12-23
## 3629 Development worker, community 1989-10-28
## 3630 Drilling engineer 1962-06-27
## 3631 Senior tax professional/tax inspector 1954-06-30
## 3632 Broadcast presenter 1972-07-01
## 3633 Therapist, drama 1990-11-09
## 3634 Make 1959-05-10
## 3635 Politician's assistant 1986-11-12
## 3636 Psychologist, forensic 1984-06-04
## 3637 Magazine features editor 1973-05-04
## 3638 Retail merchandiser 1928-10-01
## 3639 Arboriculturist 1934-02-09
## 3640 Designer, exhibition/display 1972-09-22
## 3641 Copywriter, advertising 1979-06-24
## 3642 Development worker, international aid 1972-03-05
## 3643 Horticulturist, commercial 1981-03-29
## 3644 Engineer, mining 1972-08-09
## 3645 Podiatrist 1969-01-14
## 3646 Designer, textile 1939-06-01
## 3647 Scientist, physiological 1964-04-06
## 3648 Make 1959-05-10
## 3649 Programmer, multimedia 1967-05-28
## 3650 Commercial horticulturist 1969-07-24
## 3651 Engineer, maintenance 1956-09-01
## 3652 Emergency planning/management officer 1929-03-19
## 3653 Clinical psychologist 1987-04-29
## 3654 Therapist, horticultural 1995-08-16
## 3655 Engineer, mining 1960-01-06
## 3656 Firefighter 1975-11-30
## 3657 Exhibition designer 1969-08-04
## 3658 Production engineer 1950-11-20
## 3659 Engineer, maintenance 1956-09-01
## 3660 Administrator, local government 1973-05-16
## 3661 Probation officer 1968-11-22
## 3662 Glass blower/designer 1971-12-12
## 3663 Radio broadcast assistant 1980-01-09
## 3664 Librarian, public 1970-10-21
## 3665 Event organiser 1946-02-02
## 3666 Curator 1933-03-01
## 3667 Magazine features editor 1957-04-05
## 3668 Financial adviser 1978-03-04
## 3669 Data scientist 1995-01-15
## 3670 Patent attorney 1954-05-25
## 3671 Education officer, museum 1967-08-02
## 3672 Horticultural consultant 1960-10-28
## 3673 Therapist, horticultural 1995-08-16
## 3674 Learning mentor 1955-05-06
## 3675 Health visitor 1950-11-27
## 3676 Social research officer, government 1975-10-11
## 3677 Scientist, marine 1975-07-13
## 3678 Librarian, academic 1958-06-11
## 3679 Engineering geologist 1952-04-02
## 3680 Environmental consultant 1986-01-30
## 3681 Radio broadcast assistant 1995-07-08
## 3682 Designer, television/film set 1943-12-17
## 3683 Media buyer 1993-05-10
## 3684 Civil engineer, contracting 1955-01-20
## 3685 Armed forces logistics/support/administrative officer 1962-05-04
## 3686 Surveyor, land/geomatics 1972-01-05
## 3687 Radio producer 1956-05-02
## 3688 Agricultural consultant 1950-05-27
## 3689 Land/geomatics surveyor 1993-10-12
## 3690 Materials engineer 1932-03-10
## 3691 Scientist, physiological 1964-04-06
## 3692 Chiropodist 1931-01-26
## 3693 Social researcher 1974-12-05
## 3694 Planning and development surveyor 1982-05-28
## 3695 Curator 1972-07-25
## 3696 Environmental manager 1970-11-09
## 3697 Special educational needs teacher 1972-02-15
## 3698 Press photographer 1984-02-14
## 3699 Technical brewer 1979-09-03
## 3700 Television/film/video producer 1986-04-15
## 3701 Scientist, biomedical 1948-11-30
## 3702 Equities trader 1966-01-04
## 3703 Wellsite geologist 1956-01-24
## 3704 Tax inspector 1988-10-26
## 3705 Architectural technologist 1961-10-24
## 3706 Nurse, children's 1980-09-15
## 3707 Occupational psychologist 1954-07-05
## 3708 Energy engineer 1960-12-13
## 3709 Psychiatric nurse 1986-05-02
## 3710 Development worker, community 1989-10-28
## 3711 Counselling psychologist 1999-11-30
## 3712 Cytogeneticist 1952-10-13
## 3713 Magazine features editor 1973-05-04
## 3714 Cabin crew 1948-05-01
## 3715 Learning disability nurse 1985-06-18
## 3716 Doctor, hospital 1980-05-18
## 3717 Animal technologist 1989-05-14
## 3718 Purchasing manager 1935-08-15
## 3719 Teacher, secondary school 1942-04-17
## 3720 Civil Service administrator 1976-04-11
## 3721 Network engineer 1945-03-15
## 3722 Health service manager 1962-02-13
## 3723 Television production assistant 1973-04-01
## 3724 Drilling engineer 1970-11-20
## 3725 Operations geologist 1976-09-08
## 3726 Insurance underwriter 1965-09-15
## 3727 Engineer, automotive 1959-06-06
## 3728 Amenity horticulturist 1985-03-21
## 3729 Systems developer 1966-02-14
## 3730 Trading standards officer 1981-03-04
## 3731 Doctor, hospital 1980-05-18
## 3732 Scientist, physiological 1957-12-26
## 3733 English as a second language teacher 1975-04-30
## 3734 Development worker, community 1961-01-31
## 3735 Investment banker, corporate 1950-09-15
## 3736 Press photographer 1984-02-14
## 3737 Investment banker, corporate 1950-09-15
## 3738 Immunologist 1972-06-12
## 3739 Research officer, political party 1984-09-01
## 3740 Designer, interior/spatial 1974-09-14
## 3741 Psychiatrist 1949-11-17
## 3742 Sales professional, IT 1997-07-05
## 3743 Medical physicist 1960-01-16
## 3744 Music tutor 1963-07-14
## 3745 Curator 1972-07-25
## 3746 Cartographer 1965-12-15
## 3747 Illustrator 1955-11-10
## 3748 Sport and exercise psychologist 1946-08-11
## 3749 Clinical research associate 1964-02-15
## 3750 Pensions consultant 1944-05-14
## 3751 Naval architect 1967-08-30
## 3752 Psychologist, forensic 1957-08-08
## 3753 Exhibitions officer, museum/gallery 1995-07-12
## 3754 Production engineer 1950-11-20
## 3755 Heritage manager 1966-01-21
## 3756 Broadcast presenter 1972-07-01
## 3757 Geologist, wellsite 1982-04-19
## 3758 Herbalist 1994-05-31
## 3759 Colour technologist 1959-05-28
## 3760 Illustrator 1955-11-10
## 3761 Event organiser 1946-02-02
## 3762 Broadcast presenter 1977-05-18
## 3763 Orthoptist 1974-05-18
## 3764 Chief of Staff 1989-03-09
## 3765 Electrical engineer 1994-02-09
## 3766 Pharmacist, community 1993-11-17
## 3767 Engineer, automotive 1973-12-26
## 3768 Naval architect 1945-09-20
## 3769 Water engineer 1975-07-31
## 3770 Manufacturing engineer 1993-10-05
## 3771 Occupational psychologist 1972-01-20
## 3772 Management consultant 1945-05-05
## 3773 Chief Financial Officer 1960-02-01
## 3774 Paramedic 1977-01-04
## 3775 Animal nutritionist 1970-04-17
## 3776 Drilling engineer 1993-04-29
## 3777 Research officer, trade union 1976-12-14
## 3778 Scientist, research (maths) 1991-04-13
## 3779 Research scientist (life sciences) 1983-10-12
## 3780 Trading standards officer 1955-04-03
## 3781 Town planner 1987-02-13
## 3782 Administrator, education 1986-06-20
## 3783 Designer, ceramics/pottery 1975-04-16
## 3784 Architectural technologist 1961-10-24
## 3785 Armed forces training and education officer 1959-03-31
## 3786 Exhibition designer 1974-05-30
## 3787 IT trainer 1990-07-13
## 3788 Building control surveyor 1959-09-27
## 3789 Research officer, political party 1967-03-17
## 3790 Higher education careers adviser 1994-11-05
## 3791 Cytogeneticist 1954-07-14
## 3792 Psychiatric nurse 1986-05-02
## 3793 Writer 1993-11-02
## 3794 Herbalist 1981-08-29
## 3795 Academic librarian 1987-09-22
## 3796 Designer, industrial/product 1981-01-26
## 3797 Therapist, occupational 1951-01-15
## 3798 Research scientist (physical sciences) 1984-06-03
## 3799 Management consultant 1945-05-05
## 3800 Economist 1993-11-24
## 3801 Scientist, audiological 1975-12-20
## 3802 Podiatrist 1972-10-18
## 3803 Librarian, public 1986-05-07
## 3804 Engineer, petroleum 1941-04-23
## 3805 Hydrologist 1926-08-27
## 3806 Tree surgeon 1983-07-25
## 3807 Clothing/textile technologist 1999-05-31
## 3808 Waste management officer 1962-04-12
## 3809 Arts development officer 1991-08-19
## 3810 Toxicologist 1973-11-14
## 3811 Corporate investment banker 1965-07-26
## 3812 Physiological scientist 1963-02-09
## 3813 Film/video editor 1990-08-13
## 3814 Psychologist, clinical 1962-04-30
## 3815 Accounting technician 1978-12-18
## 3816 Prison officer 1997-12-27
## 3817 Scientist, audiological 1975-12-20
## 3818 Music therapist 1984-08-01
## 3819 Licensed conveyancer 1959-01-15
## 3820 Therapist, occupational 1951-01-15
## 3821 Optician, dispensing 1970-07-20
## 3822 English as a second language teacher 1983-02-08
## 3823 Licensed conveyancer 2000-08-16
## 3824 Barrister 1936-05-01
## 3825 Medical physicist 1960-01-16
## 3826 Archaeologist 1970-01-18
## 3827 Psychologist, sport and exercise 1927-05-25
## 3828 Medical physicist 1960-01-16
## 3829 Electrical engineer 1993-04-08
## 3830 Investment banker, corporate 1941-07-31
## 3831 IT trainer 1994-03-01
## 3832 Civil engineer, contracting 1961-04-25
## 3833 Interpreter 1946-08-24
## 3834 Energy engineer 1985-09-02
## 3835 Pilot, airline 1934-06-23
## 3836 Comptroller 1987-09-26
## 3837 Tourist information centre manager 1974-12-23
## 3838 Medical technical officer 1969-03-20
## 3839 Land/geomatics surveyor 1985-03-31
## 3840 Geophysicist/field seismologist 1988-03-21
## 3841 Radiographer, diagnostic 1961-12-18
## 3842 Web designer 1943-12-15
## 3843 Quantity surveyor 1933-03-15
## 3844 Product manager 1928-07-15
## 3845 Editor, film/video 1983-07-24
## 3846 Records manager 1971-07-02
## 3847 Scientist, research (maths) 1998-10-01
## 3848 Biomedical engineer 1994-11-24
## 3849 Architect 1953-01-20
## 3850 Radio producer 1962-04-05
## 3851 Amenity horticulturist 1985-03-21
## 3852 Administrator, local government 1961-12-14
## 3853 Engineer, land 2001-12-19
## 3854 Programmer, multimedia 1967-05-28
## 3855 Regulatory affairs officer 1985-03-19
## 3856 Health and safety adviser 1982-02-19
## 3857 Designer, textile 1939-06-01
## 3858 Sales professional, IT 1990-01-17
## 3859 Biochemist, clinical 1953-04-13
## 3860 Retail buyer 1965-04-13
## 3861 Barrister 1956-05-30
## 3862 Development worker, international aid 1947-07-15
## 3863 Herbalist 1981-08-29
## 3864 Video editor 1968-09-19
## 3865 Archivist 1945-08-19
## 3866 Bookseller 1990-05-22
## 3867 Engineering geologist 1971-08-20
## 3868 Barrister's clerk 1935-06-29
## 3869 Scientist, research (maths) 1993-05-14
## 3870 Health and safety adviser 1982-02-19
## 3871 Technical brewer 1979-09-03
## 3872 Hydrologist 1926-08-27
## 3873 Corporate investment banker 1965-07-26
## 3874 Herpetologist 1973-04-06
## 3875 Tree surgeon 1983-07-25
## 3876 Medical sales representative 1999-09-01
## 3877 Pilot, airline 1988-09-02
## 3878 Child psychotherapist 1978-01-22
## 3879 Retail buyer 1928-06-26
## 3880 Dealer 1951-11-08
## 3881 Chemist, analytical 1994-10-07
## 3882 Community arts worker 1982-02-08
## 3883 Medical technical officer 1969-03-20
## 3884 Engineer, broadcasting (operations) 1935-09-08
## 3885 Programme researcher, broadcasting/film/video 1952-07-06
## 3886 Medical sales representative 1988-09-15
## 3887 Financial adviser 1986-06-11
## 3888 Sport and exercise psychologist 1976-09-12
## 3889 Facilities manager 2005-01-29
## 3890 Television production assistant 1973-04-01
## 3891 Make 1933-04-02
## 3892 Insurance broker 1982-02-11
## 3893 Social researcher 1974-12-05
## 3894 Cartographer 1965-12-15
## 3895 Company secretary 1977-06-12
## 3896 Make 1930-08-13
## 3897 Equality and diversity officer 1940-08-23
## 3898 Administrator 1954-07-15
## 3899 Exhibition designer 1975-12-28
## 3900 Mechanical engineer 1982-08-01
## 3901 Musician 1981-11-29
## 3902 Probation officer 1987-06-13
## 3903 Therapist, sports 1999-06-06
## 3904 Journalist, newspaper 1978-03-06
## 3905 Armed forces logistics/support/administrative officer 1948-03-22
## 3906 Scientist, biomedical 1957-04-25
## 3907 Scientist, biomedical 1957-04-25
## 3908 Retail merchandiser 1928-10-01
## 3909 Oceanographer 1987-04-24
## 3910 Barrister's clerk 1935-06-29
## 3911 Radiographer, therapeutic 1992-07-24
## 3912 Psychotherapist, child 1944-11-11
## 3913 Administrator 1954-07-15
## 3914 Science writer 1969-09-11
## 3915 Tourism officer 1987-07-18
## 3916 Chief Strategy Officer 1987-09-19
## 3917 Investment banker, corporate 1941-07-31
## 3918 Engineer, land 1989-02-28
## 3919 Child psychotherapist 1978-01-22
## 3920 Psychologist, clinical 1962-04-30
## 3921 Private music teacher 1957-11-12
## 3922 Chiropodist 1949-11-16
## 3923 Counsellor 1955-01-05
## 3924 Senior tax professional/tax inspector 1960-11-19
## 3925 Petroleum engineer 1980-07-30
## 3926 Naval architect 1988-04-15
## 3927 Psychiatrist 1931-09-12
## 3928 Designer, ceramics/pottery 1975-07-07
## 3929 Engineer, petroleum 1941-04-23
## 3930 Primary school teacher 1934-03-19
## 3931 Race relations officer 1960-01-13
## 3932 Operations geologist 1976-09-08
## 3933 Medical sales representative 1988-09-15
## 3934 Radiographer, diagnostic 1961-12-18
## 3935 Camera operator 1988-03-25
## 3936 Exhibition designer 1975-12-28
## 3937 Engineer, building services 1963-04-04
## 3938 Health visitor 1950-11-27
## 3939 Physiological scientist 1963-02-09
## 3940 Child psychotherapist 1978-01-22
## 3941 Clinical biochemist 1936-03-28
## 3942 Surveyor, land/geomatics 1972-01-05
## 3943 Magazine features editor 1966-08-08
## 3944 Biomedical engineer 1994-11-24
## 3945 Engineer, structural 1963-04-22
## 3946 Systems developer 1966-02-14
## 3947 Television/film/video producer 1956-12-13
## 3948 Teacher, secondary school 1992-01-20
## 3949 Wellsite geologist 1956-01-24
## 3950 Careers information officer 2000-06-13
## 3951 Education officer, museum 1967-08-02
## 3952 Town planner 1987-02-13
## 3953 Television/film/video producer 1964-03-16
## 3954 Radiographer, therapeutic 1992-07-24
## 3955 Furniture designer 1955-07-06
## 3956 Administrator 1954-07-15
## 3957 Biochemist, clinical 1936-11-05
## 3958 Telecommunications researcher 1950-08-19
## 3959 Operational researcher 1980-12-21
## 3960 Jewellery designer 1945-12-07
## 3961 Pension scheme manager 1956-09-15
## 3962 Private music teacher 1957-11-12
## 3963 Retail merchandiser 1973-07-28
## 3964 Programme researcher, broadcasting/film/video 1979-01-02
## 3965 Claims inspector/assessor 1969-05-01
## 3966 Radiographer, diagnostic 1965-06-30
## 3967 Acupuncturist 1958-10-29
## 3968 Web designer 1983-06-13
## 3969 Therapist, horticultural 1976-09-17
## 3970 Radiographer, diagnostic 1965-06-30
## 3971 Wellsite geologist 1956-01-24
## 3972 Historic buildings inspector/conservation officer 1960-06-14
## 3973 Pharmacist, hospital 1960-03-01
## 3974 Science writer 1969-09-11
## 3975 Music tutor 1965-04-07
## 3976 English as a second language teacher 1975-04-30
## 3977 Plant breeder/geneticist 1949-10-13
## 3978 Nutritional therapist 1997-07-01
## 3979 Scientist, audiological 1982-12-27
## 3980 Designer, jewellery 1985-12-03
## 3981 Soil scientist 1953-03-19
## 3982 Town planner 1987-02-13
## 3983 Cartographer 1965-12-15
## 3984 Nurse, mental health 1948-05-31
## 3985 Scientist, research (maths) 1993-05-14
## 3986 Probation officer 1961-02-14
## 3987 Retail buyer 1965-04-13
## 3988 Surveyor, land/geomatics 1988-09-06
## 3989 Paramedic 1984-07-20
## 3990 Bookseller 1968-06-18
## 3991 Retail merchandiser 1973-07-28
## 3992 Film/video editor 1961-04-22
## 3993 Radiographer, therapeutic 1992-07-24
## 3994 Mining engineer 1951-02-05
## 3995 Psychologist, forensic 1957-08-08
## 3996 Private music teacher 1986-03-31
## 3997 Drilling engineer 1970-11-20
## 3998 Exhibition designer 1975-12-28
## 3999 Tourism officer 1987-07-18
## 4000 Health physicist 1971-04-25
## 4001 Commercial horticulturist 1969-07-24
## 4002 Video editor 1971-01-28
## 4003 Naval architect 1967-08-30
## 4004 Sales executive 1969-12-22
## 4005 Doctor, hospital 1980-05-18
## 4006 Chief Executive Officer 1991-06-05
## 4007 Systems analyst 1965-11-11
## 4008 Librarian, academic 1958-06-11
## 4009 Dispensing optician 1984-03-06
## 4010 Music tutor 1965-04-07
## 4011 Engineer, production 1949-10-04
## 4012 Engineer, biomedical 1983-08-25
## 4013 Chemical engineer 1984-02-07
## 4014 Retail banker 1955-07-25
## 4015 Magazine features editor 1979-04-30
## 4016 Insurance claims handler 1952-03-08
## 4017 Naval architect 1967-08-30
## 4018 Engineer, automotive 1973-12-26
## 4019 Chemical engineer 1976-09-29
## 4020 Dealer 1976-10-18
## 4021 Psychologist, clinical 1962-04-30
## 4022 Regulatory affairs officer 1985-03-19
## 4023 Insurance broker 1982-02-11
## 4024 Gaffer 1997-11-18
## 4025 Magazine features editor 1979-04-30
## 4026 Surveyor, rural practice 1977-12-16
## 4027 Designer, ceramics/pottery 1938-09-08
## 4028 Exhibitions officer, museum/gallery 1995-07-12
## 4029 Artist 1964-06-25
## 4030 Herpetologist 1973-04-06
## 4031 Electronics engineer 1989-07-17
## 4032 Musician 1965-09-27
## 4033 Educational psychologist 1980-12-16
## 4034 Musician 1965-09-27
## 4035 Insurance broker 1982-02-11
## 4036 Trading standards officer 1974-03-13
## 4037 Surveyor, land/geomatics 1988-09-06
## 4038 Music tutor 1965-04-07
## 4039 Lexicographer 1977-08-16
## 4040 Radio broadcast assistant 1980-01-09
## 4041 Editor, film/video 1983-07-24
## 4042 Musician 1981-11-29
## 4043 Media buyer 1993-05-10
## 4044 Glass blower/designer 1970-09-27
## 4045 Air cabin crew 1981-01-06
## 4046 Chartered legal executive (England and Wales) 1967-05-27
## 4047 Psychotherapist, child 1944-11-11
## 4048 Health physicist 1971-04-25
## 4049 Insurance risk surveyor 1965-03-25
## 4050 Press photographer 1984-02-14
## 4051 Aeronautical engineer 1979-01-26
## 4052 Therapist, art 1988-08-04
## 4053 Investment analyst 1974-10-27
## 4054 Scientist, research (maths) 1991-04-13
## 4055 Librarian, public 1970-10-21
## 4056 Medical technical officer 1969-03-20
## 4057 Probation officer 1968-11-22
## 4058 Sales professional, IT 1971-01-19
## 4059 Research scientist (maths) 1928-04-02
## 4060 Lexicographer 1990-11-23
## 4061 Financial trader 1984-05-19
## 4062 Physicist, medical 1954-01-05
## 4063 Energy engineer 1985-09-02
## 4064 Designer, ceramics/pottery 1975-07-07
## 4065 Psychotherapist, child 1990-02-25
## 4066 Chiropodist 1931-01-26
## 4067 Engineer, electronics 1997-08-22
## 4068 Waste management officer 1962-04-12
## 4069 Barrister 1936-05-01
## 4070 Chief of Staff 1989-03-09
## 4071 Immunologist 1972-06-12
## 4072 Tree surgeon 1983-07-25
## 4073 Archivist 1945-08-19
## 4074 Amenity horticulturist 1985-03-21
## 4075 Psychologist, sport and exercise 1993-07-05
## 4076 Psychotherapist, child 1944-11-11
## 4077 Engineer, technical sales 1926-07-12
## 4078 Transport planner 1991-01-31
## 4079 Retail manager 1967-06-19
## 4080 Public house manager 1974-03-10
## 4081 Psychologist, counselling 1967-02-04
## 4082 Garment/textile technologist 1989-07-08
## 4083 Glass blower/designer 1970-09-27
## 4084 Fisheries officer 1971-08-06
## 4085 Landscape architect 1960-01-13
## 4086 Multimedia programmer 1964-02-13
## 4087 Historic buildings inspector/conservation officer 1972-07-18
## 4088 Web designer 1983-06-13
## 4089 Chief Operating Officer 1953-04-19
## 4090 Neurosurgeon 1972-03-28
## 4091 Occupational hygienist 1984-11-06
## 4092 Building surveyor 1985-12-08
## 4093 Broadcast presenter 1972-07-01
## 4094 Pensions consultant 1962-10-16
## 4095 Early years teacher 1972-10-04
## 4096 Dealer 1989-04-08
## 4097 Research scientist (physical sciences) 1984-06-03
## 4098 Chief Executive Officer 1991-06-05
## 4099 Fine artist 1984-12-24
## 4100 Market researcher 1973-01-21
## 4101 Therapist, art 1988-08-04
## 4102 Agricultural consultant 1950-05-27
## 4103 Trade mark attorney 1979-04-12
## 4104 Camera operator 1988-03-25
## 4105 Dealer 1976-10-18
## 4106 Editor, magazine features 1995-04-19
## 4107 Engineer, land 2001-12-19
## 4108 Early years teacher 1976-05-24
## 4109 Therapist, drama 1990-11-09
## 4110 Petroleum engineer 1982-06-27
## 4111 Environmental consultant 1972-11-28
## 4112 Scientist, research (maths) 1991-04-13
## 4113 Sales professional, IT 1997-07-05
## 4114 Engineer, biomedical 1945-12-07
## 4115 Music tutor 1963-07-14
## 4116 Tree surgeon 1983-07-25
## 4117 Therapist, sports 1999-06-06
## 4118 Senior tax professional/tax inspector 1982-01-07
## 4119 Social researcher 1974-12-05
## 4120 Media buyer 1993-05-10
## 4121 Librarian, public 1986-05-07
## 4122 Exhibition designer 1974-05-30
## 4123 Sales professional, IT 1990-01-17
## 4124 Teacher, special educational needs 1969-02-22
## 4125 Set designer 1987-07-25
## 4126 Medical physicist 1960-01-16
## 4127 Financial trader 1927-08-25
## 4128 Loss adjuster, chartered 1974-11-02
## 4129 Special educational needs teacher 1978-06-21
## 4130 Special educational needs teacher 1978-06-21
## 4131 Counsellor 1955-01-05
## 4132 Financial trader 1976-04-12
## 4133 Land/geomatics surveyor 1993-10-12
## 4134 Journalist, newspaper 1978-03-06
## 4135 Designer, ceramics/pottery 1938-09-08
## 4136 Information systems manager 1986-02-17
## 4137 Product manager 1928-07-15
## 4138 Dispensing optician 1984-03-06
## 4139 Commercial/residential surveyor 2003-05-07
## 4140 Occupational hygienist 1973-10-09
## 4141 Psychologist, counselling 1967-02-04
## 4142 Designer, ceramics/pottery 1975-04-16
## 4143 Systems analyst 1965-11-11
## 4144 Equities trader 1966-01-04
## 4145 Health promotion specialist 1978-10-05
## 4146 Airline pilot 1985-08-21
## 4147 Insurance claims handler 1952-03-08
## 4148 Claims inspector/assessor 1969-05-01
## 4149 Environmental consultant 1986-01-30
## 4150 Archaeologist 1970-01-18
## 4151 Sales professional, IT 1990-01-17
## 4152 Drilling engineer 1962-06-27
## 4153 Chiropodist 1949-11-16
## 4154 Librarian, public 1986-05-07
## 4155 Community development worker 1993-10-05
## 4156 Financial adviser 1986-06-11
## 4157 Therapist, art 1988-08-04
## 4158 Architectural technologist 1961-10-24
## 4159 Claims inspector/assessor 1998-03-19
## 4160 Programmer, multimedia 1967-05-28
## 4161 Editor, film/video 1983-07-24
## 4162 Energy engineer 1960-12-13
## 4163 Firefighter 1975-11-30
## 4164 Technical brewer 1979-09-03
## 4165 Mechanical engineer 1960-08-05
## 4166 Teaching laboratory technician 1993-02-26
## 4167 Barrister 1979-12-27
## 4168 Accountant, chartered public finance 2004-03-18
## 4169 Research scientist (life sciences) 1983-10-12
## 4170 Toxicologist 1974-02-15
## 4171 Forensic psychologist 1981-08-29
## 4172 Barrister's clerk 1935-06-29
## 4173 Engineer, automotive 1973-12-26
## 4174 Sub 1977-03-23
## 4175 Magazine features editor 1957-04-05
## 4176 Surveyor, land/geomatics 1978-09-30
## 4177 Structural engineer 1985-01-01
## 4178 Journalist, newspaper 1978-03-06
## 4179 Financial adviser 1986-06-11
## 4180 Therapist, drama 1990-11-09
## 4181 Engineer, mining 1972-08-09
## 4182 Social research officer, government 1975-10-11
## 4183 Accountant, chartered public finance 2004-03-18
## 4184 Film/video editor 1961-04-22
## 4185 Community development worker 1993-10-05
## 4186 Systems developer 1970-09-11
## 4187 Counselling psychologist 1968-10-06
## 4188 Sub 1980-09-18
## 4189 Sales professional, IT 1997-07-05
## 4190 Special educational needs teacher 1978-06-21
## 4191 Early years teacher 1976-05-24
## 4192 Health physicist 1971-04-25
## 4193 Structural engineer 1985-01-01
## 4194 Ambulance person 1993-10-25
## 4195 Programme researcher, broadcasting/film/video 1952-07-06
## 4196 Manufacturing engineer 1993-10-05
## 4197 English as a second language teacher 1983-02-08
## 4198 Engineer, aeronautical 1952-12-05
## 4199 Chief Strategy Officer 1966-12-15
## 4200 Musician 1981-11-29
## 4201 Press photographer 1968-05-29
## 4202 Learning disability nurse 1985-06-18
## 4203 Nurse, children's 1980-09-15
## 4204 Copywriter, advertising 1984-12-16
## 4205 Operations geologist 1976-09-08
## 4206 Secondary school teacher 2004-12-30
## 4207 Land 1995-10-17
## 4208 Control and instrumentation engineer 1953-12-08
## 4209 Radio broadcast assistant 1989-02-08
## 4210 Operations geologist 1963-08-04
## 4211 Medical sales representative 1999-09-01
## 4212 Financial trader 1976-04-12
## 4213 Tourist information centre manager 1958-09-02
## 4214 Building surveyor 1935-01-29
## 4215 Public librarian 1974-04-16
## 4216 Multimedia programmer 1964-02-13
## 4217 Loss adjuster, chartered 1974-11-02
## 4218 Charity officer 1967-01-24
## 4219 Risk analyst 1974-11-20
## 4220 Building surveyor 1995-09-11
## 4221 Social researcher 1955-05-06
## 4222 Animal technologist 1989-05-14
## 4223 Building surveyor 1937-03-17
## 4224 Operational researcher 1980-12-21
## 4225 Video editor 1971-01-28
## 4226 Surgeon 1990-05-03
## 4227 Musician 1980-07-12
## 4228 Psychologist, counselling 1988-03-09
## 4229 Illustrator 1955-11-10
## 4230 Educational psychologist 1987-09-08
## 4231 Systems analyst 1965-11-11
## 4232 Commercial horticulturist 1969-07-24
## 4233 Television/film/video producer 1986-04-15
## 4234 Field seismologist 1986-04-03
## 4235 Fine artist 1959-07-30
## 4236 Waste management officer 1966-09-16
## 4237 Teacher, English as a foreign language 1977-10-19
## 4238 Curator 1972-07-25
## 4239 Administrator, local government 1973-05-16
## 4240 Television/film/video producer 1986-04-15
## 4241 Herbalist 1981-08-29
## 4242 Travel agency manager 1985-09-01
## 4243 Trading standards officer 1981-03-04
## 4244 Water quality scientist 1995-03-13
## 4245 Comptroller 1987-09-26
## 4246 Pilot, airline 1988-09-02
## 4247 Medical sales representative 1988-09-15
## 4248 Materials engineer 1971-11-02
## 4249 Seismic interpreter 1997-11-23
## 4250 Magazine features editor 1979-04-30
## 4251 Librarian, public 1953-07-30
## 4252 Chartered legal executive (England and Wales) 1967-05-27
## 4253 Fisheries officer 1971-08-06
## 4254 Engineer, automotive 1973-12-26
## 4255 Engineer, production 1992-11-27
## 4256 Medical technical officer 1969-03-20
## 4257 Early years teacher 1973-02-07
## 4258 Horticultural therapist 1982-02-10
## 4259 Financial adviser 1978-03-04
## 4260 Optician, dispensing 1971-08-05
## 4261 Gaffer 1997-11-18
## 4262 Control and instrumentation engineer 1953-12-08
## 4263 Applications developer 1966-06-07
## 4264 Therapist, occupational 1946-01-02
## 4265 Comptroller 1987-09-26
## 4266 Optometrist 1984-07-05
## 4267 Copywriter, advertising 1984-12-16
## 4268 Engineer, maintenance 1956-09-01
## 4269 Musician 1980-07-12
## 4270 Lexicographer 1990-11-23
## 4271 Audiological scientist 1956-03-02
## 4272 Engineer, mining 1972-08-09
## 4273 Psychologist, forensic 1998-10-07
## 4274 Sub 1977-03-23
## 4275 Professor Emeritus 1954-01-29
## 4276 Barrister 1986-05-01
## 4277 Petroleum engineer 1980-07-30
## 4278 Firefighter 1973-09-22
## 4279 Education administrator 1966-02-21
## 4280 Gaffer 1997-11-18
## 4281 Local government officer 1953-12-25
## 4282 Medical sales representative 1999-09-01
## 4283 Logistics and distribution manager 1981-05-06
## 4284 Social research officer, government 1975-10-11
## 4285 Garment/textile technologist 1989-07-08
## 4286 Academic librarian 1987-09-22
## 4287 Production manager 1985-08-31
## 4288 Therapist, art 1988-08-04
## 4289 Further education lecturer 1964-01-04
## 4290 Chartered public finance accountant 1967-03-30
## 4291 Fitness centre manager 1982-02-05
## 4292 Child psychotherapist 1978-01-22
## 4293 Administrator, local government 1973-05-16
## 4294 Colour technologist 1983-06-12
## 4295 Therapist, occupational 1958-02-17
## 4296 Clinical cytogeneticist 1975-06-25
## 4297 Trade mark attorney 1979-04-12
## 4298 Civil Service fast streamer 1983-06-23
## 4299 Equality and diversity officer 1991-02-03
## 4300 Engineer, control and instrumentation 1977-03-23
## 4301 Systems developer 1970-09-11
## 4302 Physicist, medical 1954-01-05
## 4303 Insurance underwriter 1976-03-26
## 4304 Claims inspector/assessor 1991-08-21
## 4305 Environmental consultant 1978-11-30
## 4306 Immigration officer 1987-05-19
## 4307 Advertising account planner 1995-04-22
## 4308 Psychologist, forensic 1984-06-04
## 4309 Electronics engineer 1989-07-17
## 4310 Market researcher 1980-11-22
## 4311 Financial adviser 1978-03-04
## 4312 Contractor 1981-10-24
## 4313 Surveyor, rural practice 1977-12-16
## 4314 Race relations officer 1974-12-24
## 4315 Armed forces logistics/support/administrative officer 1948-03-22
## 4316 Firefighter 1975-11-30
## 4317 Equities trader 1966-01-04
## 4318 Scientist, audiological 1975-12-20
## 4319 Designer, ceramics/pottery 1948-06-30
## 4320 Video editor 1968-09-19
## 4321 Statistician 1991-10-22
## 4322 Civil Service fast streamer 1967-09-30
## 4323 Sub 1977-03-23
## 4324 Company secretary 1977-06-12
## 4325 Public affairs consultant 1941-03-07
## 4326 Commercial horticulturist 1988-04-09
## 4327 Volunteer coordinator 1980-08-18
## 4328 Environmental consultant 1986-01-30
## 4329 Site engineer 1937-02-01
## 4330 Naval architect 1967-08-30
## 4331 Electrical engineer 1993-04-08
## 4332 Historic buildings inspector/conservation officer 1995-05-25
## 4333 Land/geomatics surveyor 1972-04-18
## 4334 Pensions consultant 1996-04-10
## 4335 Engineer, control and instrumentation 1977-03-23
## 4336 Engineer, biomedical 1968-03-24
## 4337 Contractor 1981-10-24
## 4338 Information systems manager 1986-02-17
## 4339 Financial adviser 1955-06-26
## 4340 Quantity surveyor 1962-02-14
## 4341 Careers information officer 2000-06-13
## 4342 Petroleum engineer 1980-07-30
## 4343 Press photographer 1984-02-14
## 4344 Therapist, horticultural 1995-08-16
## 4345 Psychologist, forensic 1984-06-04
## 4346 Comptroller 1987-09-26
## 4347 Occupational psychologist 1954-07-05
## trans_num unix_time merch_lat merch_long is_fraud
## 1 0b242abb623afc578575680df30655b9 1325376018 36.01129 -82.04832 0
## 2 1f76529f8574734946361c461b024d99 1325376044 49.15905 -118.18646 0
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## 4 6b849c168bdad6f867558c3793159a81 1325376076 47.03433 -112.56107 0
## 5 a41d7549acf90789359a9aa5346dcb46 1325376186 38.67500 -78.63246 0
## 6 189a841a0a8ba03058526bcfe566aab5 1325376248 40.65338 -76.15267 0
## 7 83ec1cc84142af6e2acf10c44949e720 1325376282 37.16270 -100.15337 0
## 8 6d294ed2cc447d2c71c7171a3d54967c 1325376308 38.94809 -78.54030 0
## 9 fc28024ce480f8ef21a32d64c93a29f5 1325376318 40.35181 -79.95815 0
## 10 3b9014ea8fb80bd65de0b1463b00b00e 1325376361 37.17920 -87.48538 0
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## 12 3c74776e558f1499a7824b556e474b1d 1325376413 40.10387 -78.62446 0
## 13 c1d9a7ddb1e34639fe82758de97f4abf 1325376416 27.63059 -82.30889 0
## 14 413636e759663f264aae1819a4d4f231 1325376447 41.65752 -122.23035 0
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## 4297 e8efa50a3afc27ef918732c22d50fe48 1325608097 46.53536 -86.12670 0
## 4298 3a64873421d25fb44da86aac954bfbe7 1325608148 34.70760 -117.97125 0
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## 4302 91ed6b957dc8147adf2052103886f417 1325608419 34.39654 -92.22096 0
## 4303 b6ce1deaeee8577ec6a890fca7b1f687 1325608529 38.63705 -75.71122 0
## 4304 89e86659877877bb345f74539267c745 1325608592 26.43881 -81.15596 0
## 4305 c5a5b49e82b2c5f8a9ba894cfb72cd06 1325608661 28.22074 -81.62508 0
## 4306 67ef0121bc07042534b90d5b434c5297 1325608774 38.56556 -121.20700 0
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## 4310 a1ec06e0dcf2cdc1bee89a02583b1906 1325608846 41.98918 -71.04869 0
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## 4312 7a2ac4aa07d305ae3f15b07ad72c69ab 1325609029 34.08559 -111.77411 0
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## 4316 fabf940099d7100212431e366cc5e5e8 1325609448 40.51750 -85.99655 0
## 4317 b75908b493c1548813ec0f84d51b839b 1325609558 41.62930 -82.37103 0
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## 4319 13c247ea5530e472222f208a4af2158a 1325609601 47.31829 -101.49512 0
## 4320 55d6fba33c1f4bee70c3e7584f422279 1325609616 41.87959 -72.53090 0
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## 4324 5b90ab7405ce611305948886f9490d23 1325609693 38.63478 -75.92208 0
## 4325 7301679c460c5f2a464b0ecb5c610b47 1325609693 41.17438 -79.80989 1
## 4326 cfd94ede074b574278d5a43baad07388 1325609761 28.74617 -81.82233 0
## 4327 638b7d1af23fd98a58f86ebf39fc6cb4 1325609906 42.92691 -102.27139 0
## 4328 a0584fe6109e2ec61c00f7edb909e4bb 1325609995 28.06277 -80.61978 0
## 4329 a0203d67aa471db92e2092426fd8b801 1325610016 39.89660 -74.74418 0
## 4330 30c2c0ee4e3747954fd0e1e1ed0d0bbe 1325610052 33.86395 -105.65278 0
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## 4332 c96de1218543f15b6f61f201ac05ea54 1325610154 42.79402 -85.38638 0
## 4333 5fff694d6cb472f26da29566f8112959 1325610181 40.00480 -93.72666 0
## 4334 2091fc9656b99d40f7fdca735dbc2844 1325610195 38.38772 -85.45258 0
## 4335 87e0b5eaeb55af9fe6758ecff902878b 1325610198 36.50770 -91.08790 0
## 4336 af351ac339bc6dc4cbb88198d7546fb6 1325610245 43.99505 -122.84491 0
## 4337 248295905d9b23a80ec30f33e737e83a 1325610258 33.28485 -112.82730 0
## 4338 da5ef053fa971418ab30fc72509c66f8 1325610310 42.87148 -109.16027 0
## 4339 db20ae66b0b738f865c3584b1f5886ed 1325610407 42.96245 -98.76697 0
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## 4341 79eeb129fd46256519e1076686a51f98 1325610493 34.92947 -91.60348 0
## 4342 56239aaf9319424e3f9b0f624a89bad7 1325610526 35.25238 -101.78829 0
## 4343 acb21d17cc22c751493b2508bf4aecc2 1325610566 38.80849 -77.34839 0
## 4344 d74f79714386645f62a5604321865d21 1325610598 45.91153 -113.90389 0
## 4345 0513b6a8af567be564e4cd9e27d94dea 1325610704 37.71692 -83.88585 0
## 4346 a76af9593eea66cdc3744be6c9e03367 1325610951 41.19972 -73.91777 0
## 4347 38b73b5237c6c5388fd43156853a9b86 1325611017 37.27821 -123.73725 0
## [ reached 'max' / getOption("max.print") -- omitted 907767 rows ]# save another dataframe copy so that we need not to re-download the file with the script above when we messed up with the dataset
# remove the first column: 'X', which is just the numbering
fraud_df <- combined_fraud_df_raw[-1,]glimpse(fraud_df)## Rows: 912,113
## Columns: 23
## $ X <int> 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 1…
## $ trans_date_trans_time <chr> "2019-01-01 00:00:44", "2019-01-01 00:00:51", "2…
## $ cc_num <dbl> 6.304233e+11, 3.885949e+13, 3.534094e+15, 3.7553…
## $ merchant <chr> "fraud_Heller, Gutmann and Zieme", "fraud_Lind-B…
## $ category <chr> "grocery_pos", "entertainment", "gas_transport",…
## $ amt <dbl> 107.23, 220.11, 45.00, 41.96, 94.63, 44.54, 71.6…
## $ first <chr> "Stephanie", "Edward", "Jeremy", "Tyler", "Jenni…
## $ last <chr> "Gill", "Sanchez", "White", "Garcia", "Conner", …
## $ gender <chr> "F", "M", "M", "M", "F", "F", "M", "F", "F", "M"…
## $ street <chr> "43039 Riley Greens Suite 393", "594 White Dale …
## $ city <chr> "Orient", "Malad City", "Boulder", "Doe Hill", "…
## $ state <chr> "WA", "ID", "MT", "VA", "PA", "KS", "VA", "PA", …
## $ zip <int> 99160, 83252, 59632, 24433, 18917, 67851, 22824,…
## $ lat <dbl> 48.8878, 42.1808, 46.2306, 38.4207, 40.3750, 37.…
## $ long <dbl> -118.2105, -112.2620, -112.1138, -79.4629, -75.2…
## $ city_pop <int> 149, 4154, 1939, 99, 2158, 2691, 6018, 1472, 151…
## $ job <chr> "Special educational needs teacher", "Nature con…
## $ dob <chr> "1978-06-21", "1962-01-19", "1967-01-12", "1986-…
## $ trans_num <chr> "1f76529f8574734946361c461b024d99", "a1a22d70485…
## $ unix_time <int> 1325376044, 1325376051, 1325376076, 1325376186, …
## $ merch_lat <dbl> 49.15905, 43.15070, 47.03433, 38.67500, 40.65338…
## $ merch_long <dbl> -118.18646, -112.15448, -112.56107, -78.63246, -…
## $ is_fraud <int> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …# some simple summary statistics of all of the variables in our fraud_df data frame
summary(fraud_df)## X trans_date_trans_time cc_num merchant
## Min. : 0 Length:912113 Min. :6.042e+10 Length:912113
## 1st Qu.:114014 Class :character 1st Qu.:1.800e+14 Class :character
## Median :228028 Mode :character Median :3.521e+15 Mode :character
## Mean :238918 Mean :4.176e+17
## 3rd Qu.:342042 3rd Qu.:4.642e+15
## Max. :555718 Max. :4.992e+18
##
## category amt first last
## Length:912113 Min. : 1.00 Length:912113 Length:912113
## Class :character 1st Qu.: 9.64 Class :character Class :character
## Mode :character Median : 47.41 Mode :character Mode :character
## Mean : 69.86
## 3rd Qu.: 83.12
## Max. :25086.94
##
## gender street city state
## Length:912113 Length:912113 Length:912113 Length:912113
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
##
## zip lat long city_pop
## Min. : 1257 Min. :20.03 Min. :-165.67 Min. : 23
## 1st Qu.:26237 1st Qu.:34.67 1st Qu.: -96.80 1st Qu.: 741
## Median :48174 Median :39.37 Median : -87.48 Median : 2435
## Mean :48818 Mean :38.54 Mean : -90.23 Mean : 88781
## 3rd Qu.:72011 3rd Qu.:41.94 3rd Qu.: -80.16 3rd Qu.: 20328
## Max. :99921 Max. :66.69 Max. : -67.95 Max. :2906700
## NA's :1 NA's :1 NA's :1 NA's :1
## job dob trans_num unix_time
## Length:912113 Length:912113 Length:912113 Min. :1.325e+09
## Class :character Class :character Class :character 1st Qu.:1.335e+09
## Mode :character Mode :character Mode :character Median :1.375e+09
## Mean :1.362e+09
## 3rd Qu.:1.383e+09
## Max. :1.389e+09
## NA's :1
## merch_lat merch_long is_fraud
## Min. :19.03 Min. :-166.67 Min. :0.00000
## 1st Qu.:34.75 1st Qu.: -96.90 1st Qu.:0.00000
## Median :39.37 Median : -87.44 Median :0.00000
## Mean :38.54 Mean : -90.23 Mean :0.00502
## 3rd Qu.:41.96 3rd Qu.: -80.24 3rd Qu.:0.00000
## Max. :67.51 Max. : -66.95 Max. :1.00000
## NA's :1 NA's :1 NA's :1# Basic statistics for all the variables
# get total count, unique count and missing value count of each columns
summary_table <- fraud_df %>% reframe(
name=as.vector(names(fraud_df)),
count=n(), # total count
unique=sapply(fraud_df, function (x){length(unique(x))}), # unique count
missing_value_count=sapply(fraud_df, function(x){sum(is.na(x))}) # check missing values
)
summary_table## name count unique missing_value_count
## 1 X 912113 555719 0
## 2 trans_date_trans_time 912113 895929 0
## 3 cc_num 912113 952 0
## 4 merchant 912113 693 0
## 5 category 912113 14 0
## 6 amt 912113 45370 0
## 7 first 912113 346 0
## 8 last 912113 478 0
## 9 gender 912113 3 0
## 10 street 912113 953 0
## 11 city 912113 873 0
## 12 state 912113 52 0
## 13 zip 912113 941 1
## 14 lat 912113 939 1
## 15 long 912113 939 1
## 16 city_pop 912113 859 1
## 17 job 912113 485 0
## 18 dob 912113 939 0
## 19 trans_num 912113 912113 0
## 20 unix_time 912113 895961 1
## 21 merch_lat 912113 887748 1
## 22 merch_long 912113 901463 1
## 23 is_fraud 912113 3 1Step 2: Data preparation
# removing null values
if (any(is.na(fraud_df))) {
no_of_rows_with_missing_values <- sum(is.na(fraud_df))
fraud_df <- na.omit(fraud_df)
print(paste0(no_of_rows_with_missing_values,
"Rows with missing values are removed"))
} else {
print("There is no missing values")
}## [1] "8Rows with missing values are removed"# assign correct data type to each variable in the data frame (e.g., factor, vector, list, etc)
fraud_df$cc_num <- as.factor(fraud_df$cc_num)
fraud_df$merchant <- as.factor(fraud_df$merchant)
fraud_df$category<- as.factor(fraud_df$category)
fraud_df$amt <- as.numeric(fraud_df$amt)
fraud_df$first <- as.factor(fraud_df$first)
fraud_df$last <- as.factor(fraud_df$last)
fraud_df$gender <- as.factor(fraud_df$gender)
fraud_df$street <- as.factor(fraud_df$street)
fraud_df$city <- as.factor(fraud_df$city)
fraud_df$state <- as.factor(fraud_df$state)
fraud_df$zip <- as.factor(fraud_df$zip)
fraud_df$lat <- as.numeric(fraud_df$lat)
fraud_df$long <- as.numeric(fraud_df$long)
fraud_df$city_pop <- as.numeric(fraud_df$city_pop)
fraud_df$job <- as.factor(fraud_df$job)
fraud_df$dob <- as.Date(fraud_df$dob)
fraud_df$trans_num <- as.factor(fraud_df$trans_num)
fraud_df$unix_time <- as.Date(as.POSIXct(fraud_df$unix_time, origin="1970-01-01")) # convert unix time to Date object
fraud_df$merch_lat <- as.numeric(fraud_df$merch_lat)
fraud_df$merch_long <- as.numeric(fraud_df$merch_long)
fraud_df$is_fraud <- as.factor(fraud_df$is_fraud)# check back again the data type of each variables after data type conversion in the previous step
glimpse(fraud_df)## Rows: 912,112
## Columns: 23
## $ X <int> 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 1…
## $ trans_date_trans_time <chr> "2019-01-01 00:00:44", "2019-01-01 00:00:51", "2…
## $ cc_num <fct> 630423337322, 38859492057661, 3534093764340240, …
## $ merchant <fct> "fraud_Heller, Gutmann and Zieme", "fraud_Lind-B…
## $ category <fct> grocery_pos, entertainment, gas_transport, misc_…
## $ amt <dbl> 107.23, 220.11, 45.00, 41.96, 94.63, 44.54, 71.6…
## $ first <fct> Stephanie, Edward, Jeremy, Tyler, Jennifer, Kels…
## $ last <fct> Gill, Sanchez, White, Garcia, Conner, Richards, …
## $ gender <fct> F, M, M, M, F, F, M, F, F, M, F, M, M, M, M, F, …
## $ street <fct> 43039 Riley Greens Suite 393, 594 White Dale Sui…
## $ city <fct> Orient, Malad City, Boulder, Doe Hill, Dublin, H…
## $ state <fct> WA, ID, MT, VA, PA, KS, VA, PA, TN, IA, WV, FL, …
## $ zip <fct> 99160, 83252, 59632, 24433, 18917, 67851, 22824,…
## $ lat <dbl> 48.8878, 42.1808, 46.2306, 38.4207, 40.3750, 37.…
## $ long <dbl> -118.2105, -112.2620, -112.1138, -79.4629, -75.2…
## $ city_pop <dbl> 149, 4154, 1939, 99, 2158, 2691, 6018, 1472, 151…
## $ job <fct> "Special educational needs teacher", "Nature con…
## $ dob <date> 1978-06-21, 1962-01-19, 1967-01-12, 1986-03-28,…
## $ trans_num <fct> 1f76529f8574734946361c461b024d99, a1a22d70485983…
## $ unix_time <date> 2012-01-01, 2012-01-01, 2012-01-01, 2012-01-01,…
## $ merch_lat <dbl> 49.15905, 43.15070, 47.03433, 38.67500, 40.65338…
## $ merch_long <dbl> -118.18646, -112.15448, -112.56107, -78.63246, -…
## $ is_fraud <fct> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …# check if there is any duplicated rows in the fraud_df dataset
if (sum(duplicated(fraud_df)) > 0) {
fraud_df <- fraud_df[!duplicated(fraud_df), ]
} else {
print("No duplicated rows found!")
}## [1] "No duplicated rows found!"reference_date <- as.Date("2019-01-01")
fraud_df$age <- as.numeric(lubridate::interval(fraud_df$dob, reference_date) / years(1))
fraud_df <- subset(fraud_df, select=c(-dob))
head(fraud_df,10)## X trans_date_trans_time cc_num merchant
## 2 1 2019-01-01 00:00:44 630423337322 fraud_Heller, Gutmann and Zieme
## 3 2 2019-01-01 00:00:51 38859492057661 fraud_Lind-Buckridge
## 4 3 2019-01-01 00:01:16 3534093764340240 fraud_Kutch, Hermiston and Farrell
## 5 4 2019-01-01 00:03:06 375534208663984 fraud_Keeling-Crist
## 6 5 2019-01-01 00:04:08 4767265376804500 fraud_Stroman, Hudson and Erdman
## 7 6 2019-01-01 00:04:42 30074693890476 fraud_Rowe-Vandervort
## 8 7 2019-01-01 00:05:08 6011360759745864 fraud_Corwin-Collins
## 9 8 2019-01-01 00:05:18 4922710831011201 fraud_Herzog Ltd
## 10 9 2019-01-01 00:06:01 2720830304681674 fraud_Schoen, Kuphal and Nitzsche
## 11 10 2019-01-01 00:06:23 4642894980163 fraud_Rutherford-Mertz
## category amt first last gender
## 2 grocery_pos 107.23 Stephanie Gill F
## 3 entertainment 220.11 Edward Sanchez M
## 4 gas_transport 45.00 Jeremy White M
## 5 misc_pos 41.96 Tyler Garcia M
## 6 gas_transport 94.63 Jennifer Conner F
## 7 grocery_net 44.54 Kelsey Richards F
## 8 gas_transport 71.65 Steven Williams M
## 9 misc_pos 4.27 Heather Chase F
## 10 grocery_pos 198.39 Melissa Aguilar F
## 11 grocery_pos 24.74 Eddie Mendez M
## street city state zip lat long
## 2 43039 Riley Greens Suite 393 Orient WA 99160 48.8878 -118.2105
## 3 594 White Dale Suite 530 Malad City ID 83252 42.1808 -112.2620
## 4 9443 Cynthia Court Apt. 038 Boulder MT 59632 46.2306 -112.1138
## 5 408 Bradley Rest Doe Hill VA 24433 38.4207 -79.4629
## 6 4655 David Island Dublin PA 18917 40.3750 -75.2045
## 7 889 Sarah Station Suite 624 Holcomb KS 67851 37.9931 -100.9893
## 8 231 Flores Pass Suite 720 Edinburg VA 22824 38.8432 -78.6003
## 9 6888 Hicks Stream Suite 954 Manor PA 15665 40.3359 -79.6607
## 10 21326 Taylor Squares Suite 708 Clarksville TN 37040 36.5220 -87.3490
## 11 1831 Faith View Suite 653 Clarinda IA 51632 40.7491 -95.0380
## city_pop job trans_num
## 2 149 Special educational needs teacher 1f76529f8574734946361c461b024d99
## 3 4154 Nature conservation officer a1a22d70485983eac12b5b88dad1cf95
## 4 1939 Patent attorney 6b849c168bdad6f867558c3793159a81
## 5 99 Dance movement psychotherapist a41d7549acf90789359a9aa5346dcb46
## 6 2158 Transport planner 189a841a0a8ba03058526bcfe566aab5
## 7 2691 Arboriculturist 83ec1cc84142af6e2acf10c44949e720
## 8 6018 Designer, multimedia 6d294ed2cc447d2c71c7171a3d54967c
## 9 1472 Public affairs consultant fc28024ce480f8ef21a32d64c93a29f5
## 10 151785 Pathologist 3b9014ea8fb80bd65de0b1463b00b00e
## 11 7297 IT trainer d71c95ab6b7356dd74389d41df429c87
## unix_time merch_lat merch_long is_fraud age
## 2 2012-01-01 49.15905 -118.18646 0 40.53151
## 3 2012-01-01 43.15070 -112.15448 0 56.95068
## 4 2012-01-01 47.03433 -112.56107 0 51.96986
## 5 2012-01-01 38.67500 -78.63246 0 32.76438
## 6 2012-01-01 40.65338 -76.15267 0 57.53699
## 7 2012-01-01 37.16270 -100.15337 0 25.37808
## 8 2012-01-01 38.94809 -78.54030 0 71.36438
## 9 2012-01-01 40.35181 -79.95815 0 77.82192
## 10 2012-01-01 37.17920 -87.48538 0 44.76438
## 11 2012-01-01 40.27589 -96.01155 0 28.47123# convert the data type
fraud_df$age <- as.numeric(fraud_df$age)boxplot(fraud_df$age, main = "Boxplot of Age", ylab = "Age")
# change the gender to 0,1
fraud_df$Female <- ifelse(fraud_df$gender == "F" , 1,0)# Detecting whether the data is balanced or not
class_proportion <- prop.table(table(fraud_df$is_fraud))
class_proportion##
## 0 1
## 0.994979783 0.005020217library(ROSE)## Loaded ROSE 0.0-4# 进行混合采样
set.seed(123) # 为了结果的可重复性
balanced_data <- ovun.sample(is_fraud ~ ., data = fraud_df, method = "both", N = 10000, p = 0.5, seed = 1)$data
# 查看平衡后的数据集
table(balanced_data$is_fraud)##
## 0 1
## 5047 4953# 生成处理前的数据分布图
plot_original <- ggplot(fraud_df,aes(x = is_fraud)) +
geom_bar(fill = "skyblue") +
labs(title = "Original Data Distribution", x = "Is Fraud", y = "Count")
# 生成处理后的数据分布图
plot_balanced <- ggplot(balanced_data, aes(x = is_fraud)) +
geom_bar(fill = "lightgreen") +
labs(title = "Balanced Data Distribution", x = "Is Fraud", y = "Count")
# 将两个图像并排显示
grid.arrange(plot_original, plot_balanced, ncol = 2)
Step 3: Exploratory Data analysis
3.1 Univariate analysis
- Navigating target variable: is_fraud to see if it’s a balanced dataset
# check if the dataset is balanced
group_by(fraud_df, is_fraud) %>% summarise(
count=n(), min_amt=min(amt),
mean_amt=mean(amt),
max_amt=max(amt),
median_amt=median(amt),
min_time=min(unix_time),
max_time=max(unix_time)
)## # A tibble: 2 × 8
## is_fraud count min_amt mean_amt max_amt median_amt min_time max_time
## <fct> <int> <dbl> <dbl> <dbl> <dbl> <date> <date>
## 1 0 907533 1 67.6 25087. 47.2 2012-01-01 2013-12-31
## 2 1 4579 1.18 521. 1334. 358. 2012-01-02 2013-12-22# Pie chart - Fraud vs Genuine transaction
fraud_class_count <-group_by(fraud_df, is_fraud) %>% summarise(count=n())
labels <- as.vector(fraud_class_count$is_fraud)
values <- as.vector(fraud_class_count$count)
values_with_percent <- paste0(format(values, big.mark=",", scientific=FALSE),
" (", round(100 * values / sum(values), 1), "%", ")")
pie(values, values_with_percent, main="Geniune vs Fraud transaction count",
col = rainbow(length(values)))
legend("topright", c("Genuine","Fraud"), cex = 0.8,
fill = rainbow(length(values)))
3.2 Bivariate analysis
# comparing genuine vs Fraud average amounts
genuine_vs_fraud_amt <- fraud_df %>%
mutate(is_fraud_label = ifelse(is_fraud == 0, "Genuine", "Fraud"))
# Plotting boxplot
boxplot(amt ~ is_fraud_label, data = genuine_vs_fraud_amt,
main = "Comparing Genuine vs Fraud average amounts",
names = c("Fraud", "Genuine"))
fraud_category_count <- fraud_df %>% group_by(is_fraud, category
) %>% reframe(count=n()) %>% spread(is_fraud, count)
# rename the column variables
colnames(fraud_category_count) <- c("category", "category_0", "category_1")
fraud_category_count <- fraud_category_count %>% mutate(
total_count=category_0+category_1) %>% mutate(
fraud_percent=category_1/total_count*100) %>% arrange(desc(fraud_percent))
ggplot(fraud_category_count, aes(
x=reorder(category,-fraud_percent), y=fraud_percent)
) + geom_bar(stat='identity', width=0.5) + labs(
title="Percentage of fraud across various categories (%)",
x="Category",
y="Percentage of fraud (%)") + geom_text(
aes(label=round(fraud_percent, 2)), vjust=-0.5
) + theme(
axis.text.x = element_text(angle = 45, hjust = 1), # Rotate x-axis labels
plot.margin = unit(c(1, 1, 1, 1), "cm"), # Adjusts the margins of the plot
legend.position = "none"
)
# Who are the top 10 cities that are most often affected by fraud cases
city_fraud_case_count <- fraud_df[which(fraud_df$is_fraud == "1"),
] %>% group_by(city) %>% summarise(count=n()) %>% arrange(desc(count))
ggplot(head(city_fraud_case_count,10), aes(x=reorder(city, -count), y=count)
) + geom_bar(stat='identity'
) + geom_text(aes(label=count), vjust=-0.5
) + theme(
axis.text.x = element_text(angle = 45, hjust = 1), # Rotate x-axis labels
plot.margin = unit(c(1, 1, 1, 1), "cm"), # Adjusts the margins of the plot
legend.position = "none"
) + labs(
title = "Top 10 cities most often affected by fraud cases",
x = "City name",
y = "Count"
)
# Who are the top 10 merchants most often affected by fraud cases?
merchant_fraud_case_count <- fraud_df[which(fraud_df$is_fraud == "1"),
] %>% group_by(merchant) %>% summarise(count=n()) %>% arrange(desc(count))
ggplot(head(merchant_fraud_case_count,10), aes(x=reorder(merchant, -count), y=count)
) + geom_bar(stat='identity'
) + geom_text(aes(label=count), vjust=-0.5
) + theme(
axis.text.x = element_text(angle = 45, hjust = 1), # Rotate x-axis labels
plot.margin = unit(c(1, 1, 1, 1), "cm"), # Adjusts the margins of the plot
legend.position = "none"
) + labs(
title = "Top 10 merchants most often affected by fraud cases",
x = "Merchant name",
y = "Count"
)
# How does age differ by fraud status?
age_group <- c("18-24", "25-34", "35-44", "45-54", "55-64", "65+")
adjusted_fraud_df <- fraud_df %>% mutate(is_fraud_label = ifelse(is_fraud == 0, "Genuine", "Fraud"))
adjusted_fraud_df$age_group <- cut(adjusted_fraud_df$age,
breaks=c(18, 24, 34, 44, 54, 64, Inf),
labels=age_group,
right=TRUE
)
ggplot(adjusted_fraud_df, aes(x = is_fraud_label, y = age, fill = is_fraud_label)) +
geom_boxplot() +
facet_wrap(~age_group) +
labs(
title = "How does age differ by Fraud Status?",
x = "Fraud status",
y = "Age"
) +
theme_minimal() +
theme(
strip.background = element_blank(),
strip.text = element_text(size = 12, face = "bold"),
plot.title = element_text(hjust = 0.5, size = 16, face = "bold")
) + scale_fill_manual(values = c("red", "cyan"))
3.3 Multivariate analysis
# Correlation analysis: what features are correlated?
numerical_columns <- select(fraud_df, amt, lat, long, city_pop, merch_lat, merch_long)
relation <- cor(numerical_columns, method="pearson")
corrplot(relation, method = 'number')
# Ans: merch_lat is strongly correlated with lat, and merch_long is strongly correlated with long
# we might remove any either of the correlated variable in our statistics and machine learning models# corr.test ?# BUG note: actually I want to do pair plot instead of this, but the pairplot is too slow to run! Need to check back again
adjusted_fraud_df <- fraud_df %>% mutate(is_fraud_label = ifelse(is_fraud == 0, "Genuine", "Fraud"))
ggplot(adjusted_fraud_df, aes(x=amt, y=city_pop, color=is_fraud_label)) + geom_point(
size=5, shape=18) + labs(title="Transaction Amount vs City Population (by fraud status)",
x="Transaction Amount", y="City Population")
# numerical_columns <- select(fraud_df, amt, lat, long, city_pop, merch_lat, merch_long, is_fraud)
# pairs(~amt + lat + long + long + city_pop + merch_lat + merch_long,
# numerical_columns, main="Matrix Scatterplot", col=rainbow(length(values)))Step 4: Inferential Statistics
4.1 Chi-Square Goodness of Test of Indepence
Case Question: How does age differ by fraud status?
Null hypothesis (H0): There is no association between age group and fraud status. In other words, the distribution of age groups is the same for fraudulent and genuine cases.
Alternative hypothesis (H1): There is an association between age group and fraud status. In other words, the distribution of age groups differs between fraudulent and genuine cases.
# Load required library
library(MASS)##
## Attaching package: 'MASS'## The following object is masked from 'package:dplyr':
##
## selectage_group <- c("18-24", "25-34", "35-44", "45-54", "55-64", "65+")
adjusted_fraud_df <- fraud_df %>% mutate(is_fraud_label = ifelse(is_fraud == 0, "Genuine", "Fraud"))
adjusted_fraud_df$age_group <- cut(adjusted_fraud_df$age,
breaks=c(18, 24, 34, 44, 54, 64, Inf),
labels=age_group,
right=TRUE
)
matrix_data <-adjusted_fraud_df %>% group_by(age_group, is_fraud_label
) %>% reframe(count=n()) %>% spread(is_fraud_label, count)
matrix_data <- as.table(rbind(matrix_data$Fraud, matrix_data$Genuine))
# Perform the Chi-Square Test
res <- chisq.test(matrix_data)
res##
## Pearson's Chi-squared test
##
## data: matrix_data
## X-squared = 167.57, df = 6, p-value < 2.2e-16print("CONCLUSION:")## [1] "CONCLUSION:"if (res$p.value < 0.05){
print("There is an association between age group and fraud status. In other words, the distribution of age groups differs between fraudulent and genuine cases.")
} else {
print("There is no association between age group and fraud status. In other words, the distribution of age groups is the same for fraudulent and genuine cases")
}## [1] "There is an association between age group and fraud status. In other words, the distribution of age groups differs between fraudulent and genuine cases."4.2 Proportion z-test
Case Question: Does young customers (<= 40 years old) less likely to commit fraud than old customers (> 40 years old)?
Null hypothesis (H0): There is no difference in the likelihood of committing fraud between young customers (<= 40 years old) and old customers (> 40 years old)
Alternative hypothesis (H1): Young customers (<= 40 years old) are less likely to commit fraud compared to old customers (> 40 years old)
\[H_0: p_{\text{young}} \geq p_{\text{old}}\] \[H_1: p_{\text{young}} < p_{\text{old}}\]
no_of_young_customers <- fraud_df[which(fraud_df$age<=40),] %>% group_by(is_fraud) %>% summarise(count=n())
no_of_old_customers <- fraud_df[which(fraud_df$age>40),] %>% group_by(is_fraud) %>% summarise(count=n())
no_of_young_customers_by_fraud_status <- as.vector(no_of_young_customers$count)
no_of_old_customers_by_fraud_status <- as.vector(no_of_old_customers$count)
# Two-sample proportion z-test
res <-prop.test(x=c(no_of_young_customers_by_fraud_status[2], no_of_old_customers_by_fraud_status[2]),
n=c(sum(no_of_young_customers_by_fraud_status), sum(no_of_old_customers_by_fraud_status)),
alternative='less', conf.level=0.95)
res##
## 2-sample test for equality of proportions with continuity correction
##
## data: c(no_of_young_customers_by_fraud_status[2], no_of_old_customers_by_fraud_status[2]) out of c(sum(no_of_young_customers_by_fraud_status), sum(no_of_old_customers_by_fraud_status))
## X-squared = 21.967, df = 1, p-value = 1.387e-06
## alternative hypothesis: less
## 95 percent confidence interval:
## -1.0000000000 -0.0004579158
## sample estimates:
## prop 1 prop 2
## 0.004615825 0.005319606print("CONCLUSION:")## [1] "CONCLUSION:"if (res$p.value < 0.05){
print("Young customers (<= 40 years old) are less likely to commit fraud compared to old customers (> 40 years old)")
} else {
print("There is no difference in the likelihood of committing fraud between young customers (<= 40 years old) and old customers (> 40 years old)")
}## [1] "Young customers (<= 40 years old) are less likely to commit fraud compared to old customers (> 40 years old)"Step 5: Modelling
# Load necessary libraries for modelling
library(tibble)
library(dplyr)
library(caret)
library(stringr)
library(tidyr)
library(ggplot2)
library(plotly)##
## Attaching package: 'plotly'## The following object is masked from 'package:MASS':
##
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##
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##
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##
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##
## first, lastlibrary(tidyverse)## ── Attaching core tidyverse packages ──────────────────────── tidyverse 2.0.0 ──
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## ✖ plotly::select() masks MASS::select(), dplyr::select()
## ℹ Use the conflicted package (<http://conflicted.r-lib.org/>) to force all conflicts to become errorslibrary(rpart)
library(randomForest)## randomForest 4.7-1.1
## Type rfNews() to see new features/changes/bug fixes.
##
## Attaching package: 'randomForest'
##
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##
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##
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##
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library(rsample)##
## Attaching package: 'rsample'
##
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##
## permutationslibrary(pROC)## Type 'citation("pROC")' for a citation.
##
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##
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##
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## slicelibrary(gbm)## Loaded gbm 2.1.9
## This version of gbm is no longer under development. Consider transitioning to gbm3, https://github.com/gbm-developers/gbm3library(DMwR)
library(ROSE)
library(class)5.1 Data pre-processing for machine learning model
# Read and preprocess data
fraud_df1 <- balanced_data %>%
mutate(
category = as.factor(category),
gender = as.factor(gender),
city = as.factor(city),
state = as.factor(state),
job = as.factor(job),
amt = as.integer(amt),
is_fraud = factor(is_fraud, levels = c(0, 1), labels = c("Not_Fraud", "Fraud"))
) %>%
select(-trans_date_trans_time)
# Print the frequency of the is_fraud column
print(table(fraud_df1$is_fraud))##
## Not_Fraud Fraud
## 5047 49535.2 Train/Test Data Splitting
# Set random seed
set.seed(125)
# Add row names as ID column to the dataframe
df_new <- rownames_to_column(fraud_df1, var = "id") %>% mutate(id = as.integer(id))
# Stratified sampling to create training and testing sets
set.seed(123)
split <- initial_split(df_new, prop = 0.70, strata = "is_fraud")
training <- training(split) %>% as.data.frame()
testing <- testing(split) %>% as.data.frame()
# View the proportion of is_fraud column in training and testing sets
training_fraud_prop <- prop.table(table(training$is_fraud))
testing_fraud_prop <- prop.table(table(testing$is_fraud))
# Print the proportions
print(training_fraud_prop)##
## Not_Fraud Fraud
## 0.5046435 0.4953565print(testing_fraud_prop)##
## Not_Fraud Fraud
## 0.5048317 0.4951683# Create trainControl object
train_control <- trainControl(method = "cv", number = 5, classProbs = TRUE, summaryFunction = twoClassSummary)
# Decision tree model fitting
tune_grid <- expand.grid(cp = seq(0.01, 0.1, by = 0.01))
model <- train(
as.factor(is_fraud) ~ amt + as.factor(gender) + city_pop + as.factor(category) +
as.factor(state) + as.factor(job),
data = training,
method = "rpart",
trControl = train_control,
tuneGrid = tune_grid,
metric = "ROC"
)
# Print the best parameters
print(model$bestTune)## cp
## 1 0.01# Model prediction
pred_y <- predict(model, newdata = testing, type = "prob")
pred_class <- predict(model, newdata = testing)5.3 Building Machine Learning Model
5.3.1 Decision Tree
# Create trainControl object
train_control <- trainControl(method = "cv", number = 5, classProbs = TRUE, summaryFunction = twoClassSummary)
# Decision tree model fitting
tune_grid <- expand.grid(cp = seq(0.01, 0.1, by = 0.01))
model <- train(
as.factor(is_fraud) ~ amt + as.factor(gender) + city_pop + as.factor(category) +
as.factor(state) + as.factor(job),
data = training,
method = "rpart",
trControl = train_control,
tuneGrid = tune_grid,
metric = "ROC"
)
# Print the best parameters
print(model$bestTune)## cp
## 1 0.01# Model prediction
pred_y <- predict(model, newdata = testing, type = "prob")
pred_class <- predict(model, newdata = testing)5.3.2 Random Forest
# Random forest model fitting
model_rf <- randomForest(
as.factor(is_fraud) ~ amt + city_pop,
data = training,
ntree = 500,
mtry = 2
)
# Model prediction
pred_rf <- predict(model_rf, newdata = testing, type = "prob")
pred_rf_class <- predict(model_rf, newdata = testing)
pred_rf_class## 1 2 3 4 5 6 7 8
## Not_Fraud Not_Fraud Fraud Fraud Not_Fraud Not_Fraud Not_Fraud Fraud
## 9 10 11 12 13 14 15 16
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 17 18 19 20 21 22 23 24
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 25 26 27 28 29 30 31 32
## Fraud Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 33 34 35 36 37 38 39 40
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 41 42 43 44 45 46 47 48
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Fraud
## 49 50 51 52 53 54 55 56
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 57 58 59 60 61 62 63 64
## Not_Fraud Not_Fraud Not_Fraud Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 65 66 67 68 69 70 71 72
## Not_Fraud Not_Fraud Not_Fraud Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 73 74 75 76 77 78 79 80
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Fraud Not_Fraud Not_Fraud Not_Fraud
## 81 82 83 84 85 86 87 88
## Fraud Fraud Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 89 90 91 92 93 94 95 96
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Fraud Not_Fraud Not_Fraud Fraud
## 97 98 99 100 101 102 103 104
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 105 106 107 108 109 110 111 112
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 113 114 115 116 117 118 119 120
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 121 122 123 124 125 126 127 128
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 129 130 131 132 133 134 135 136
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Fraud Not_Fraud
## 137 138 139 140 141 142 143 144
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 145 146 147 148 149 150 151 152
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 153 154 155 156 157 158 159 160
## Not_Fraud Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 161 162 163 164 165 166 167 168
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 169 170 171 172 173 174 175 176
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 177 178 179 180 181 182 183 184
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 185 186 187 188 189 190 191 192
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 193 194 195 196 197 198 199 200
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 201 202 203 204 205 206 207 208
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 209 210 211 212 213 214 215 216
## Not_Fraud Not_Fraud Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 217 218 219 220 221 222 223 224
## Not_Fraud Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Fraud
## 225 226 227 228 229 230 231 232
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Fraud Not_Fraud Not_Fraud Not_Fraud
## 233 234 235 236 237 238 239 240
## Not_Fraud Not_Fraud Not_Fraud Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 241 242 243 244 245 246 247 248
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Fraud Not_Fraud Not_Fraud Not_Fraud
## 249 250 251 252 253 254 255 256
## Not_Fraud Not_Fraud Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Fraud
## 257 258 259 260 261 262 263 264
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Fraud
## 265 266 267 268 269 270 271 272
## Not_Fraud Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Fraud Not_Fraud
## 273 274 275 276 277 278 279 280
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 281 282 283 284 285 286 287 288
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 289 290 291 292 293 294 295 296
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 297 298 299 300 301 302 303 304
## Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Fraud Not_Fraud
## 305 306 307 308 309 310 311 312
## Fraud Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 313 314 315 316 317 318 319 320
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 321 322 323 324 325 326 327 328
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 329 330 331 332 333 334 335 336
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Fraud Not_Fraud
## 337 338 339 340 341 342 343 344
## Not_Fraud Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Fraud
## 345 346 347 348 349 350 351 352
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Fraud
## 353 354 355 356 357 358 359 360
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 361 362 363 364 365 366 367 368
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 369 370 371 372 373 374 375 376
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 377 378 379 380 381 382 383 384
## Not_Fraud Not_Fraud Not_Fraud Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 385 386 387 388 389 390 391 392
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 393 394 395 396 397 398 399 400
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Fraud Fraud
## 401 402 403 404 405 406 407 408
## Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 409 410 411 412 413 414 415 416
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 417 418 419 420 421 422 423 424
## Not_Fraud Fraud Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Fraud
## 425 426 427 428 429 430 431 432
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Fraud Not_Fraud Not_Fraud
## 433 434 435 436 437 438 439 440
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Fraud Fraud Fraud Not_Fraud
## 441 442 443 444 445 446 447 448
## Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 449 450 451 452 453 454 455 456
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 457 458 459 460 461 462 463 464
## Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Fraud Not_Fraud
## 465 466 467 468 469 470 471 472
## Not_Fraud Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Fraud Fraud
## 473 474 475 476 477 478 479 480
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Fraud Not_Fraud Not_Fraud
## 481 482 483 484 485 486 487 488
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 489 490 491 492 493 494 495 496
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Fraud Fraud
## 497 498 499 500 501 502 503 504
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 505 506 507 508 509 510 511 512
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 513 514 515 516 517 518 519 520
## Fraud Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 521 522 523 524 525 526 527 528
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 529 530 531 532 533 534 535 536
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Fraud Not_Fraud Fraud
## 537 538 539 540 541 542 543 544
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Fraud
## 545 546 547 548 549 550 551 552
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Fraud Not_Fraud Not_Fraud
## 553 554 555 556 557 558 559 560
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 561 562 563 564 565 566 567 568
## Not_Fraud Not_Fraud Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 569 570 571 572 573 574 575 576
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 577 578 579 580 581 582 583 584
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 585 586 587 588 589 590 591 592
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 593 594 595 596 597 598 599 600
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 601 602 603 604 605 606 607 608
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Fraud Not_Fraud Not_Fraud Not_Fraud
## 609 610 611 612 613 614 615 616
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Fraud Not_Fraud Not_Fraud
## 617 618 619 620 621 622 623 624
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 625 626 627 628 629 630 631 632
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 633 634 635 636 637 638 639 640
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 641 642 643 644 645 646 647 648
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Fraud Not_Fraud Not_Fraud
## 649 650 651 652 653 654 655 656
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Fraud Not_Fraud
## 657 658 659 660 661 662 663 664
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 665 666 667 668 669 670 671 672
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Fraud Not_Fraud Not_Fraud
## 673 674 675 676 677 678 679 680
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 681 682 683 684 685 686 687 688
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Fraud Not_Fraud Not_Fraud
## 689 690 691 692 693 694 695 696
## Not_Fraud Not_Fraud Not_Fraud Fraud Not_Fraud Fraud Not_Fraud Not_Fraud
## 697 698 699 700 701 702 703 704
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Fraud
## 705 706 707 708 709 710 711 712
## Not_Fraud Not_Fraud Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 713 714 715 716 717 718 719 720
## Not_Fraud Not_Fraud Not_Fraud Fraud Not_Fraud Not_Fraud Not_Fraud Fraud
## 721 722 723 724 725 726 727 728
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 729 730 731 732 733 734 735 736
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Fraud Not_Fraud Not_Fraud Not_Fraud
## 737 738 739 740 741 742 743 744
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 745 746 747 748 749 750 751 752
## Not_Fraud Not_Fraud Fraud Not_Fraud Fraud Not_Fraud Not_Fraud Not_Fraud
## 753 754 755 756 757 758 759 760
## Not_Fraud Not_Fraud Not_Fraud Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 761 762 763 764 765 766 767 768
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Fraud
## 769 770 771 772 773 774 775 776
## Not_Fraud Not_Fraud Fraud Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 777 778 779 780 781 782 783 784
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 785 786 787 788 789 790 791 792
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Fraud Not_Fraud Fraud
## 793 794 795 796 797 798 799 800
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 801 802 803 804 805 806 807 808
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 809 810 811 812 813 814 815 816
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 817 818 819 820 821 822 823 824
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 825 826 827 828 829 830 831 832
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 833 834 835 836 837 838 839 840
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Fraud
## 841 842 843 844 845 846 847 848
## Not_Fraud Not_Fraud Not_Fraud Fraud Fraud Not_Fraud Not_Fraud Not_Fraud
## 849 850 851 852 853 854 855 856
## Not_Fraud Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 857 858 859 860 861 862 863 864
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 865 866 867 868 869 870 871 872
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Fraud Not_Fraud Not_Fraud
## 873 874 875 876 877 878 879 880
## Not_Fraud Not_Fraud Not_Fraud Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 881 882 883 884 885 886 887 888
## Not_Fraud Not_Fraud Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 889 890 891 892 893 894 895 896
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 897 898 899 900 901 902 903 904
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Fraud Not_Fraud Not_Fraud Not_Fraud
## 905 906 907 908 909 910 911 912
## Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 913 914 915 916 917 918 919 920
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 921 922 923 924 925 926 927 928
## Fraud Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Fraud Not_Fraud
## 929 930 931 932 933 934 935 936
## Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 937 938 939 940 941 942 943 944
## Not_Fraud Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 945 946 947 948 949 950 951 952
## Not_Fraud Fraud Not_Fraud Not_Fraud Fraud Fraud Not_Fraud Not_Fraud
## 953 954 955 956 957 958 959 960
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 961 962 963 964 965 966 967 968
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 969 970 971 972 973 974 975 976
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Fraud
## 977 978 979 980 981 982 983 984
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Fraud Fraud Not_Fraud
## 985 986 987 988 989 990 991 992
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 993 994 995 996 997 998 999 1000
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Fraud Not_Fraud
## 1001 1002 1003 1004 1005 1006 1007 1008
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 1009 1010 1011 1012 1013 1014 1015 1016
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Fraud Fraud Not_Fraud Not_Fraud
## 1017 1018 1019 1020 1021 1022 1023 1024
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Fraud Not_Fraud
## 1025 1026 1027 1028 1029 1030 1031 1032
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 1033 1034 1035 1036 1037 1038 1039 1040
## Not_Fraud Not_Fraud Not_Fraud Fraud Fraud Fraud Not_Fraud Not_Fraud
## 1041 1042 1043 1044 1045 1046 1047 1048
## Not_Fraud Not_Fraud Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Fraud
## 1049 1050 1051 1052 1053 1054 1055 1056
## Not_Fraud Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 1057 1058 1059 1060 1061 1062 1063 1064
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 1065 1066 1067 1068 1069 1070 1071 1072
## Not_Fraud Not_Fraud Not_Fraud Fraud Not_Fraud Not_Fraud Not_Fraud Fraud
## 1073 1074 1075 1076 1077 1078 1079 1080
## Not_Fraud Fraud Not_Fraud Not_Fraud Not_Fraud Fraud Not_Fraud Not_Fraud
## 1081 1082 1083 1084 1085 1086 1087 1088
## Not_Fraud Not_Fraud Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 1089 1090 1091 1092 1093 1094 1095 1096
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 1097 1098 1099 1100 1101 1102 1103 1104
## Not_Fraud Fraud Not_Fraud Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 1105 1106 1107 1108 1109 1110 1111 1112
## Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 1113 1114 1115 1116 1117 1118 1119 1120
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 1121 1122 1123 1124 1125 1126 1127 1128
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Fraud Not_Fraud Not_Fraud Not_Fraud
## 1129 1130 1131 1132 1133 1134 1135 1136
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Fraud
## 1137 1138 1139 1140 1141 1142 1143 1144
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 1145 1146 1147 1148 1149 1150 1151 1152
## Not_Fraud Not_Fraud Fraud Not_Fraud Not_Fraud Not_Fraud Fraud Not_Fraud
## 1153 1154 1155 1156 1157 1158 1159 1160
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 1161 1162 1163 1164 1165 1166 1167 1168
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 1169 1170 1171 1172 1173 1174 1175 1176
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Fraud Not_Fraud Not_Fraud Not_Fraud
## 1177 1178 1179 1180 1181 1182 1183 1184
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 1185 1186 1187 1188 1189 1190 1191 1192
## Not_Fraud Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Fraud
## 1193 1194 1195 1196 1197 1198 1199 1200
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 1201 1202 1203 1204 1205 1206 1207 1208
## Not_Fraud Not_Fraud Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 1209 1210 1211 1212 1213 1214 1215 1216
## Not_Fraud Not_Fraud Fraud Not_Fraud Not_Fraud Fraud Not_Fraud Not_Fraud
## 1217 1218 1219 1220 1221 1222 1223 1224
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 1225 1226 1227 1228 1229 1230 1231 1232
## Not_Fraud Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 1233 1234 1235 1236 1237 1238 1239 1240
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 1241 1242 1243 1244 1245 1246 1247 1248
## Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 1249 1250 1251 1252 1253 1254 1255 1256
## Fraud Not_Fraud Fraud Not_Fraud Not_Fraud Not_Fraud Fraud Not_Fraud
## 1257 1258 1259 1260 1261 1262 1263 1264
## Not_Fraud Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Fraud Not_Fraud
## 1265 1266 1267 1268 1269 1270 1271 1272
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 1273 1274 1275 1276 1277 1278 1279 1280
## Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 1281 1282 1283 1284 1285 1286 1287 1288
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Fraud Not_Fraud
## 1289 1290 1291 1292 1293 1294 1295 1296
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 1297 1298 1299 1300 1301 1302 1303 1304
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 1305 1306 1307 1308 1309 1310 1311 1312
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 1313 1314 1315 1316 1317 1318 1319 1320
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 1321 1322 1323 1324 1325 1326 1327 1328
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Fraud
## 1329 1330 1331 1332 1333 1334 1335 1336
## Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 1337 1338 1339 1340 1341 1342 1343 1344
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 1345 1346 1347 1348 1349 1350 1351 1352
## Not_Fraud Not_Fraud Not_Fraud Fraud Not_Fraud Not_Fraud Not_Fraud Fraud
## 1353 1354 1355 1356 1357 1358 1359 1360
## Not_Fraud Not_Fraud Not_Fraud Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 1361 1362 1363 1364 1365 1366 1367 1368
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Fraud
## 1369 1370 1371 1372 1373 1374 1375 1376
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 1377 1378 1379 1380 1381 1382 1383 1384
## Not_Fraud Not_Fraud Fraud Not_Fraud Not_Fraud Fraud Fraud Not_Fraud
## 1385 1386 1387 1388 1389 1390 1391 1392
## Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 1393 1394 1395 1396 1397 1398 1399 1400
## Not_Fraud Not_Fraud Not_Fraud Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 1401 1402 1403 1404 1405 1406 1407 1408
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Fraud Not_Fraud Not_Fraud Not_Fraud
## 1409 1410 1411 1412 1413 1414 1415 1416
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 1417 1418 1419 1420 1421 1422 1423 1424
## Not_Fraud Not_Fraud Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 1425 1426 1427 1428 1429 1430 1431 1432
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Fraud Not_Fraud Not_Fraud
## 1433 1434 1435 1436 1437 1438 1439 1440
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Fraud Not_Fraud
## 1441 1442 1443 1444 1445 1446 1447 1448
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 1449 1450 1451 1452 1453 1454 1455 1456
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 1457 1458 1459 1460 1461 1462 1463 1464
## Not_Fraud Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 1465 1466 1467 1468 1469 1470 1471 1472
## Not_Fraud Not_Fraud Not_Fraud Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 1473 1474 1475 1476 1477 1478 1479 1480
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Fraud Not_Fraud Not_Fraud
## 1481 1482 1483 1484 1485 1486 1487 1488
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 1489 1490 1491 1492 1493 1494 1495 1496
## Not_Fraud Not_Fraud Not_Fraud Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 1497 1498 1499 1500 1501 1502 1503 1504
## Not_Fraud Not_Fraud Fraud Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 1505 1506 1507 1508 1509 1510 1511 1512
## Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud Not_Fraud
## 1513 1514 1515 1516 1517 1518 1519 1520
## Fraud Not_Fraud Not_Fraud Fraud Fraud Fraud Fraud Fraud
## 1521 1522 1523 1524 1525 1526 1527 1528
## Fraud Fraud Fraud Fraud Fraud Fraud Not_Fraud Fraud
## 1529 1530 1531 1532 1533 1534 1535 1536
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 1537 1538 1539 1540 1541 1542 1543 1544
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Not_Fraud
## 1545 1546 1547 1548 1549 1550 1551 1552
## Not_Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 1553 1554 1555 1556 1557 1558 1559 1560
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 1561 1562 1563 1564 1565 1566 1567 1568
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 1569 1570 1571 1572 1573 1574 1575 1576
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 1577 1578 1579 1580 1581 1582 1583 1584
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 1585 1586 1587 1588 1589 1590 1591 1592
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Not_Fraud
## 1593 1594 1595 1596 1597 1598 1599 1600
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 1601 1602 1603 1604 1605 1606 1607 1608
## Not_Fraud Fraud Fraud Fraud Not_Fraud Fraud Fraud Fraud
## 1609 1610 1611 1612 1613 1614 1615 1616
## Fraud Fraud Fraud Fraud Fraud Fraud Not_Fraud Fraud
## 1617 1618 1619 1620 1621 1622 1623 1624
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 1625 1626 1627 1628 1629 1630 1631 1632
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 1633 1634 1635 1636 1637 1638 1639 1640
## Fraud Not_Fraud Fraud Fraud Fraud Fraud Not_Fraud Fraud
## 1641 1642 1643 1644 1645 1646 1647 1648
## Fraud Fraud Fraud Fraud Fraud Fraud Not_Fraud Fraud
## 1649 1650 1651 1652 1653 1654 1655 1656
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 1657 1658 1659 1660 1661 1662 1663 1664
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 1665 1666 1667 1668 1669 1670 1671 1672
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 1673 1674 1675 1676 1677 1678 1679 1680
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 1681 1682 1683 1684 1685 1686 1687 1688
## Not_Fraud Fraud Not_Fraud Fraud Fraud Fraud Fraud Fraud
## 1689 1690 1691 1692 1693 1694 1695 1696
## Fraud Fraud Fraud Fraud Fraud Not_Fraud Fraud Fraud
## 1697 1698 1699 1700 1701 1702 1703 1704
## Fraud Fraud Not_Fraud Fraud Fraud Fraud Fraud Fraud
## 1705 1706 1707 1708 1709 1710 1711 1712
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 1713 1714 1715 1716 1717 1718 1719 1720
## Fraud Fraud Not_Fraud Fraud Fraud Fraud Fraud Fraud
## 1721 1722 1723 1724 1725 1726 1727 1728
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 1729 1730 1731 1732 1733 1734 1735 1736
## Fraud Fraud Fraud Fraud Not_Fraud Fraud Fraud Fraud
## 1737 1738 1739 1740 1741 1742 1743 1744
## Fraud Fraud Fraud Fraud Not_Fraud Fraud Fraud Fraud
## 1745 1746 1747 1748 1749 1750 1751 1752
## Fraud Fraud Fraud Fraud Not_Fraud Not_Fraud Fraud Fraud
## 1753 1754 1755 1756 1757 1758 1759 1760
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 1761 1762 1763 1764 1765 1766 1767 1768
## Not_Fraud Fraud Fraud Fraud Fraud Fraud Not_Fraud Fraud
## 1769 1770 1771 1772 1773 1774 1775 1776
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Not_Fraud
## 1777 1778 1779 1780 1781 1782 1783 1784
## Fraud Fraud Fraud Fraud Fraud Fraud Not_Fraud Fraud
## 1785 1786 1787 1788 1789 1790 1791 1792
## Fraud Not_Fraud Fraud Not_Fraud Fraud Fraud Fraud Fraud
## 1793 1794 1795 1796 1797 1798 1799 1800
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 1801 1802 1803 1804 1805 1806 1807 1808
## Fraud Fraud Not_Fraud Fraud Fraud Fraud Fraud Fraud
## 1809 1810 1811 1812 1813 1814 1815 1816
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 1817 1818 1819 1820 1821 1822 1823 1824
## Fraud Fraud Fraud Not_Fraud Fraud Fraud Fraud Fraud
## 1825 1826 1827 1828 1829 1830 1831 1832
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 1833 1834 1835 1836 1837 1838 1839 1840
## Fraud Fraud Not_Fraud Fraud Fraud Not_Fraud Fraud Fraud
## 1841 1842 1843 1844 1845 1846 1847 1848
## Fraud Fraud Fraud Not_Fraud Fraud Fraud Fraud Fraud
## 1849 1850 1851 1852 1853 1854 1855 1856
## Fraud Fraud Fraud Not_Fraud Fraud Fraud Fraud Fraud
## 1857 1858 1859 1860 1861 1862 1863 1864
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 1865 1866 1867 1868 1869 1870 1871 1872
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 1873 1874 1875 1876 1877 1878 1879 1880
## Not_Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 1881 1882 1883 1884 1885 1886 1887 1888
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 1889 1890 1891 1892 1893 1894 1895 1896
## Fraud Fraud Fraud Not_Fraud Fraud Fraud Fraud Fraud
## 1897 1898 1899 1900 1901 1902 1903 1904
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 1905 1906 1907 1908 1909 1910 1911 1912
## Fraud Fraud Fraud Fraud Not_Fraud Fraud Fraud Not_Fraud
## 1913 1914 1915 1916 1917 1918 1919 1920
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 1921 1922 1923 1924 1925 1926 1927 1928
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 1929 1930 1931 1932 1933 1934 1935 1936
## Fraud Fraud Fraud Fraud Fraud Fraud Not_Fraud Fraud
## 1937 1938 1939 1940 1941 1942 1943 1944
## Not_Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 1945 1946 1947 1948 1949 1950 1951 1952
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 1953 1954 1955 1956 1957 1958 1959 1960
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 1961 1962 1963 1964 1965 1966 1967 1968
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 1969 1970 1971 1972 1973 1974 1975 1976
## Not_Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 1977 1978 1979 1980 1981 1982 1983 1984
## Fraud Fraud Fraud Fraud Not_Fraud Fraud Fraud Not_Fraud
## 1985 1986 1987 1988 1989 1990 1991 1992
## Fraud Not_Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 1993 1994 1995 1996 1997 1998 1999 2000
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 2001 2002 2003 2004 2005 2006 2007 2008
## Fraud Not_Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 2009 2010 2011 2012 2013 2014 2015 2016
## Fraud Fraud Fraud Fraud Not_Fraud Not_Fraud Fraud Fraud
## 2017 2018 2019 2020 2021 2022 2023 2024
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 2025 2026 2027 2028 2029 2030 2031 2032
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 2033 2034 2035 2036 2037 2038 2039 2040
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Not_Fraud
## 2041 2042 2043 2044 2045 2046 2047 2048
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Not_Fraud
## 2049 2050 2051 2052 2053 2054 2055 2056
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 2057 2058 2059 2060 2061 2062 2063 2064
## Not_Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 2065 2066 2067 2068 2069 2070 2071 2072
## Fraud Fraud Fraud Fraud Fraud Not_Fraud Fraud Not_Fraud
## 2073 2074 2075 2076 2077 2078 2079 2080
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 2081 2082 2083 2084 2085 2086 2087 2088
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 2089 2090 2091 2092 2093 2094 2095 2096
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 2097 2098 2099 2100 2101 2102 2103 2104
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Not_Fraud
## 2105 2106 2107 2108 2109 2110 2111 2112
## Fraud Fraud Fraud Fraud Fraud Fraud Not_Fraud Fraud
## 2113 2114 2115 2116 2117 2118 2119 2120
## Fraud Fraud Not_Fraud Fraud Fraud Fraud Fraud Not_Fraud
## 2121 2122 2123 2124 2125 2126 2127 2128
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 2129 2130 2131 2132 2133 2134 2135 2136
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 2137 2138 2139 2140 2141 2142 2143 2144
## Fraud Fraud Not_Fraud Fraud Fraud Fraud Fraud Fraud
## 2145 2146 2147 2148 2149 2150 2151 2152
## Fraud Fraud Fraud Not_Fraud Fraud Fraud Fraud Fraud
## 2153 2154 2155 2156 2157 2158 2159 2160
## Fraud Fraud Fraud Fraud Fraud Fraud Not_Fraud Fraud
## 2161 2162 2163 2164 2165 2166 2167 2168
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 2169 2170 2171 2172 2173 2174 2175 2176
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 2177 2178 2179 2180 2181 2182 2183 2184
## Fraud Fraud Fraud Fraud Fraud Fraud Not_Fraud Fraud
## 2185 2186 2187 2188 2189 2190 2191 2192
## Fraud Fraud Fraud Not_Fraud Fraud Fraud Fraud Fraud
## 2193 2194 2195 2196 2197 2198 2199 2200
## Fraud Fraud Fraud Not_Fraud Fraud Fraud Fraud Fraud
## 2201 2202 2203 2204 2205 2206 2207 2208
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 2209 2210 2211 2212 2213 2214 2215 2216
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 2217 2218 2219 2220 2221 2222 2223 2224
## Fraud Fraud Fraud Fraud Fraud Not_Fraud Fraud Fraud
## 2225 2226 2227 2228 2229 2230 2231 2232
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 2233 2234 2235 2236 2237 2238 2239 2240
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 2241 2242 2243 2244 2245 2246 2247 2248
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 2249 2250 2251 2252 2253 2254 2255 2256
## Fraud Fraud Fraud Fraud Fraud Not_Fraud Fraud Fraud
## 2257 2258 2259 2260 2261 2262 2263 2264
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 2265 2266 2267 2268 2269 2270 2271 2272
## Fraud Not_Fraud Fraud Fraud Fraud Not_Fraud Fraud Fraud
## 2273 2274 2275 2276 2277 2278 2279 2280
## Fraud Not_Fraud Not_Fraud Fraud Fraud Fraud Fraud Fraud
## 2281 2282 2283 2284 2285 2286 2287 2288
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 2289 2290 2291 2292 2293 2294 2295 2296
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 2297 2298 2299 2300 2301 2302 2303 2304
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 2305 2306 2307 2308 2309 2310 2311 2312
## Fraud Fraud Not_Fraud Fraud Fraud Fraud Fraud Fraud
## 2313 2314 2315 2316 2317 2318 2319 2320
## Not_Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 2321 2322 2323 2324 2325 2326 2327 2328
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 2329 2330 2331 2332 2333 2334 2335 2336
## Not_Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 2337 2338 2339 2340 2341 2342 2343 2344
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 2345 2346 2347 2348 2349 2350 2351 2352
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 2353 2354 2355 2356 2357 2358 2359 2360
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 2361 2362 2363 2364 2365 2366 2367 2368
## Fraud Not_Fraud Fraud Not_Fraud Fraud Fraud Fraud Fraud
## 2369 2370 2371 2372 2373 2374 2375 2376
## Fraud Fraud Fraud Not_Fraud Fraud Fraud Fraud Fraud
## 2377 2378 2379 2380 2381 2382 2383 2384
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 2385 2386 2387 2388 2389 2390 2391 2392
## Fraud Fraud Fraud Fraud Not_Fraud Fraud Fraud Fraud
## 2393 2394 2395 2396 2397 2398 2399 2400
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 2401 2402 2403 2404 2405 2406 2407 2408
## Fraud Fraud Fraud Not_Fraud Fraud Fraud Fraud Fraud
## 2409 2410 2411 2412 2413 2414 2415 2416
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 2417 2418 2419 2420 2421 2422 2423 2424
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 2425 2426 2427 2428 2429 2430 2431 2432
## Fraud Fraud Not_Fraud Fraud Fraud Fraud Fraud Fraud
## 2433 2434 2435 2436 2437 2438 2439 2440
## Fraud Fraud Fraud Fraud Fraud Fraud Not_Fraud Fraud
## 2441 2442 2443 2444 2445 2446 2447 2448
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 2449 2450 2451 2452 2453 2454 2455 2456
## Fraud Fraud Fraud Fraud Fraud Fraud Not_Fraud Fraud
## 2457 2458 2459 2460 2461 2462 2463 2464
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 2465 2466 2467 2468 2469 2470 2471 2472
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Not_Fraud
## 2473 2474 2475 2476 2477 2478 2479 2480
## Fraud Fraud Fraud Not_Fraud Fraud Fraud Fraud Fraud
## 2481 2482 2483 2484 2485 2486 2487 2488
## Fraud Fraud Fraud Fraud Fraud Fraud Not_Fraud Fraud
## 2489 2490 2491 2492 2493 2494 2495 2496
## Fraud Fraud Not_Fraud Fraud Fraud Fraud Fraud Fraud
## 2497 2498 2499 2500 2501 2502 2503 2504
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 2505 2506 2507 2508 2509 2510 2511 2512
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 2513 2514 2515 2516 2517 2518 2519 2520
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 2521 2522 2523 2524 2525 2526 2527 2528
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 2529 2530 2531 2532 2533 2534 2535 2536
## Fraud Not_Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 2537 2538 2539 2540 2541 2542 2543 2544
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 2545 2546 2547 2548 2549 2550 2551 2552
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 2553 2554 2555 2556 2557 2558 2559 2560
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 2561 2562 2563 2564 2565 2566 2567 2568
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 2569 2570 2571 2572 2573 2574 2575 2576
## Fraud Fraud Not_Fraud Fraud Fraud Fraud Fraud Fraud
## 2577 2578 2579 2580 2581 2582 2583 2584
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 2585 2586 2587 2588 2589 2590 2591 2592
## Fraud Fraud Fraud Not_Fraud Fraud Fraud Fraud Fraud
## 2593 2594 2595 2596 2597 2598 2599 2600
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 2601 2602 2603 2604 2605 2606 2607 2608
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 2609 2610 2611 2612 2613 2614 2615 2616
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 2617 2618 2619 2620 2621 2622 2623 2624
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 2625 2626 2627 2628 2629 2630 2631 2632
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 2633 2634 2635 2636 2637 2638 2639 2640
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Not_Fraud
## 2641 2642 2643 2644 2645 2646 2647 2648
## Fraud Fraud Fraud Not_Fraud Fraud Fraud Fraud Fraud
## 2649 2650 2651 2652 2653 2654 2655 2656
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 2657 2658 2659 2660 2661 2662 2663 2664
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 2665 2666 2667 2668 2669 2670 2671 2672
## Fraud Not_Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 2673 2674 2675 2676 2677 2678 2679 2680
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Not_Fraud
## 2681 2682 2683 2684 2685 2686 2687 2688
## Fraud Not_Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 2689 2690 2691 2692 2693 2694 2695 2696
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 2697 2698 2699 2700 2701 2702 2703 2704
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 2705 2706 2707 2708 2709 2710 2711 2712
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 2713 2714 2715 2716 2717 2718 2719 2720
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 2721 2722 2723 2724 2725 2726 2727 2728
## Fraud Fraud Fraud Fraud Fraud Fraud Not_Fraud Fraud
## 2729 2730 2731 2732 2733 2734 2735 2736
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 2737 2738 2739 2740 2741 2742 2743 2744
## Fraud Fraud Fraud Fraud Fraud Fraud Not_Fraud Fraud
## 2745 2746 2747 2748 2749 2750 2751 2752
## Fraud Not_Fraud Fraud Fraud Fraud Not_Fraud Fraud Fraud
## 2753 2754 2755 2756 2757 2758 2759 2760
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 2761 2762 2763 2764 2765 2766 2767 2768
## Fraud Fraud Not_Fraud Fraud Fraud Fraud Fraud Not_Fraud
## 2769 2770 2771 2772 2773 2774 2775 2776
## Not_Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 2777 2778 2779 2780 2781 2782 2783 2784
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 2785 2786 2787 2788 2789 2790 2791 2792
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 2793 2794 2795 2796 2797 2798 2799 2800
## Not_Fraud Fraud Fraud Fraud Fraud Fraud Fraud Not_Fraud
## 2801 2802 2803 2804 2805 2806 2807 2808
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 2809 2810 2811 2812 2813 2814 2815 2816
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 2817 2818 2819 2820 2821 2822 2823 2824
## Fraud Fraud Not_Fraud Fraud Fraud Fraud Fraud Not_Fraud
## 2825 2826 2827 2828 2829 2830 2831 2832
## Fraud Fraud Fraud Fraud Fraud Fraud Not_Fraud Fraud
## 2833 2834 2835 2836 2837 2838 2839 2840
## Fraud Fraud Fraud Fraud Fraud Not_Fraud Fraud Fraud
## 2841 2842 2843 2844 2845 2846 2847 2848
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Not_Fraud
## 2849 2850 2851 2852 2853 2854 2855 2856
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 2857 2858 2859 2860 2861 2862 2863 2864
## Fraud Fraud Fraud Fraud Fraud Fraud Not_Fraud Fraud
## 2865 2866 2867 2868 2869 2870 2871 2872
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 2873 2874 2875 2876 2877 2878 2879 2880
## Fraud Fraud Fraud Fraud Not_Fraud Fraud Fraud Fraud
## 2881 2882 2883 2884 2885 2886 2887 2888
## Fraud Fraud Fraud Fraud Not_Fraud Fraud Fraud Fraud
## 2889 2890 2891 2892 2893 2894 2895 2896
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 2897 2898 2899 2900 2901 2902 2903 2904
## Fraud Fraud Fraud Not_Fraud Fraud Fraud Fraud Fraud
## 2905 2906 2907 2908 2909 2910 2911 2912
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 2913 2914 2915 2916 2917 2918 2919 2920
## Not_Fraud Fraud Not_Fraud Fraud Fraud Fraud Fraud Fraud
## 2921 2922 2923 2924 2925 2926 2927 2928
## Not_Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 2929 2930 2931 2932 2933 2934 2935 2936
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 2937 2938 2939 2940 2941 2942 2943 2944
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 2945 2946 2947 2948 2949 2950 2951 2952
## Fraud Not_Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 2953 2954 2955 2956 2957 2958 2959 2960
## Fraud Fraud Fraud Not_Fraud Fraud Fraud Fraud Fraud
## 2961 2962 2963 2964 2965 2966 2967 2968
## Fraud Not_Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 2969 2970 2971 2972 2973 2974 2975 2976
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 2977 2978 2979 2980 2981 2982 2983 2984
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 2985 2986 2987 2988 2989 2990 2991 2992
## Fraud Fraud Fraud Fraud Not_Fraud Fraud Fraud Not_Fraud
## 2993 2994 2995 2996 2997 2998 2999 3000
## Fraud Fraud Fraud Fraud Fraud Fraud Fraud Fraud
## 3001
## Fraud
## Levels: Not_Fraud Fraud5.3.3 Logistics Regression
levels(as.factor(training$state))## [1] "AK" "AL" "AR" "AZ" "CA" "CO" "CT" "DC" "DE" "FL" "GA" "HI" "IA" "ID" "IL"
## [16] "IN" "KS" "KY" "LA" "MA" "MD" "ME" "MI" "MN" "MO" "MS" "MT" "NC" "ND" "NE"
## [31] "NH" "NJ" "NM" "NV" "NY" "OH" "OK" "OR" "PA" "RI" "SC" "SD" "TN" "TX" "UT"
## [46] "VA" "VT" "WA" "WI" "WV" "WY"# Logistic regression model fitting
fullmod <- glm(
as.factor(is_fraud) ~ amt + as.factor(gender) + city_pop + as.factor(category) + as.factor(state),
data = training,
family = "binomial"
)
# before doing model prediction, there might some factors in testing dataset not seen in training dataset. This will throw an error as our model doesn't know how to handle new factor level
# we will labelled those unseen factors in testing dataset as NA
# Reference: https://statisticsglobe.com/r-error-model-frame-default-factor-x-has-new-levels
testing_new <- testing
testing_new$state[which(!(testing_new$state %in% unique(training$state)))] <- NA
# Model prediction
pred_glm <- predict(fullmod, newdata = testing_new, type = "response")
pred_glm_class <- ifelse(pred_glm > 0.5, "Fraud", "Not_Fraud")
pred_glm_class## 1 2 3 4 5 6
## "Not_Fraud" "Not_Fraud" "Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 7 8 9 10 11 12
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 13 14 15 16 17 18
## "Not_Fraud" "Fraud" "Not_Fraud" "Fraud" "Not_Fraud" "Not_Fraud"
## 19 20 21 22 23 24
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Fraud"
## 25 26 27 28 29 30
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 31 32 33 34 35 36
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 37 38 39 40 41 42
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 43 44 45 46 47 48
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 49 50 51 52 53 54
## "Not_Fraud" "Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 55 56 57 58 59 60
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 61 62 63 64 65 66
## "Not_Fraud" "Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 67 68 69 70 71 72
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Fraud"
## 73 74 75 76 77 78
## "Not_Fraud" "Fraud" "Fraud" "Not_Fraud" "Fraud" "Not_Fraud"
## 79 80 81 82 83 84
## "Fraud" "Not_Fraud" "Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 85 86 87 88 89 90
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 91 92 93 94 95 96
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Fraud" "Not_Fraud"
## 97 98 99 100 101 102
## "Not_Fraud" "Not_Fraud" "Fraud" "Not_Fraud" "Not_Fraud" "Fraud"
## 103 104 105 106 107 108
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Fraud" "Not_Fraud" "Not_Fraud"
## 109 110 111 112 113 114
## "Not_Fraud" "Not_Fraud" "Fraud" "Not_Fraud" "Fraud" "Not_Fraud"
## 115 116 117 118 119 120
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 121 122 123 124 125 126
## "Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 127 128 129 130 131 132
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 133 134 135 136 137 138
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Fraud" "Fraud"
## 139 140 141 142 143 144
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 145 146 147 148 149 150
## "Fraud" "Not_Fraud" "Not_Fraud" "Fraud" "Not_Fraud" "Not_Fraud"
## 151 152 153 154 155 156
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 157 158 159 160 161 162
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 163 164 165 166 167 168
## "Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Fraud"
## 169 170 171 172 173 174
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 175 176 177 178 179 180
## "Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 181 182 183 184 185 186
## "Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 187 188 189 190 191 192
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Fraud" "Not_Fraud"
## 193 194 195 196 197 198
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Fraud" "Not_Fraud"
## 199 200 201 202 203 204
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 205 206 207 208 209 210
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 211 212 213 214 215 216
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 217 218 219 220 221 222
## "Fraud" "Not_Fraud" "Fraud" "Not_Fraud" "Not_Fraud" "Fraud"
## 223 224 225 226 227 228
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 229 230 231 232 233 234
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 235 236 237 238 239 240
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 241 242 243 244 245 246
## "Not_Fraud" "Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Fraud"
## 247 248 249 250 251 252
## "Not_Fraud" "Not_Fraud" "Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 253 254 255 256 257 258
## "Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 259 260 261 262 263 264
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 265 266 267 268 269 270
## "Not_Fraud" "Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Fraud"
## 271 272 273 274 275 276
## "Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 277 278 279 280 281 282
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 283 284 285 286 287 288
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 289 290 291 292 293 294
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 295 296 297 298 299 300
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 301 302 303 304 305 306
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 307 308 309 310 311 312
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 313 314 315 316 317 318
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 319 320 321 322 323 324
## "Not_Fraud" NA "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 325 326 327 328 329 330
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Fraud"
## 331 332 333 334 335 336
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 337 338 339 340 341 342
## "Fraud" "Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 343 344 345 346 347 348
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 349 350 351 352 353 354
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Fraud" "Not_Fraud" "Not_Fraud"
## 355 356 357 358 359 360
## "Not_Fraud" "Not_Fraud" "Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 361 362 363 364 365 366
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 367 368 369 370 371 372
## "Not_Fraud" "Not_Fraud" "Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 373 374 375 376 377 378
## "Not_Fraud" "Not_Fraud" "Fraud" "Not_Fraud" "Fraud" "Not_Fraud"
## 379 380 381 382 383 384
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 385 386 387 388 389 390
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 391 392 393 394 395 396
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 397 398 399 400 401 402
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Fraud" "Not_Fraud" "Not_Fraud"
## 403 404 405 406 407 408
## "Not_Fraud" "Not_Fraud" "Fraud" "Not_Fraud" "Not_Fraud" "Fraud"
## 409 410 411 412 413 414
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 415 416 417 418 419 420
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 421 422 423 424 425 426
## "Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 427 428 429 430 431 432
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Fraud" "Fraud"
## 433 434 435 436 437 438
## "Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 439 440 441 442 443 444
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Fraud" "Not_Fraud"
## 445 446 447 448 449 450
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Fraud" "Not_Fraud" "Not_Fraud"
## 451 452 453 454 455 456
## "Not_Fraud" "Fraud" "Not_Fraud" "Not_Fraud" "Fraud" "Not_Fraud"
## 457 458 459 460 461 462
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 463 464 465 466 467 468
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 469 470 471 472 473 474
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 475 476 477 478 479 480
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 481 482 483 484 485 486
## "Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 487 488 489 490 491 492
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 493 494 495 496 497 498
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Fraud"
## 499 500 501 502 503 504
## "Not_Fraud" "Not_Fraud" "Fraud" "Not_Fraud" "Not_Fraud" "Fraud"
## 505 506 507 508 509 510
## "Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 511 512 513 514 515 516
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 517 518 519 520 521 522
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 523 524 525 526 527 528
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 529 530 531 532 533 534
## "Fraud" "Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 535 536 537 538 539 540
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 541 542 543 544 545 546
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 547 548 549 550 551 552
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 553 554 555 556 557 558
## "Not_Fraud" "Fraud" "Not_Fraud" "Not_Fraud" "Fraud" "Not_Fraud"
## 559 560 561 562 563 564
## "Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 565 566 567 568 569 570
## "Not_Fraud" "Not_Fraud" "Fraud" "Not_Fraud" "Not_Fraud" "Fraud"
## 571 572 573 574 575 576
## "Not_Fraud" "Not_Fraud" "Fraud" "Fraud" "Not_Fraud" "Not_Fraud"
## 577 578 579 580 581 582
## "Not_Fraud" "Not_Fraud" "Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 583 584 585 586 587 588
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 589 590 591 592 593 594
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Fraud"
## 595 596 597 598 599 600
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Fraud" "Not_Fraud" "Not_Fraud"
## 601 602 603 604 605 606
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Fraud" "Not_Fraud"
## 607 608 609 610 611 612
## "Not_Fraud" "Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 613 614 615 616 617 618
## "Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 619 620 621 622 623 624
## "Not_Fraud" "Not_Fraud" NA "Not_Fraud" "Not_Fraud" "Fraud"
## 625 626 627 628 629 630
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 631 632 633 634 635 636
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 637 638 639 640 641 642
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 643 644 645 646 647 648
## "Not_Fraud" "Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 649 650 651 652 653 654
## "Fraud" "Not_Fraud" "Not_Fraud" "Fraud" "Not_Fraud" "Not_Fraud"
## 655 656 657 658 659 660
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Fraud" "Not_Fraud" "Not_Fraud"
## 661 662 663 664 665 666
## "Not_Fraud" "Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 667 668 669 670 671 672
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 673 674 675 676 677 678
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 679 680 681 682 683 684
## "Fraud" "Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 685 686 687 688 689 690
## "Not_Fraud" "Fraud" "Not_Fraud" "Not_Fraud" "Fraud" "Fraud"
## 691 692 693 694 695 696
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 697 698 699 700 701 702
## "Not_Fraud" "Not_Fraud" "Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 703 704 705 706 707 708
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Fraud" "Not_Fraud"
## 709 710 711 712 713 714
## "Not_Fraud" "Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 715 716 717 718 719 720
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Fraud" "Not_Fraud"
## 721 722 723 724 725 726
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 727 728 729 730 731 732
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 733 734 735 736 737 738
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Fraud"
## 739 740 741 742 743 744
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Fraud" "Fraud" "Not_Fraud"
## 745 746 747 748 749 750
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 751 752 753 754 755 756
## "Not_Fraud" "Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 757 758 759 760 761 762
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 763 764 765 766 767 768
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 769 770 771 772 773 774
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 775 776 777 778 779 780
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 781 782 783 784 785 786
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 787 788 789 790 791 792
## "Not_Fraud" "Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Fraud"
## 793 794 795 796 797 798
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 799 800 801 802 803 804
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Fraud" "Fraud" "Fraud"
## 805 806 807 808 809 810
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 811 812 813 814 815 816
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 817 818 819 820 821 822
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Fraud"
## 823 824 825 826 827 828
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Fraud" "Not_Fraud" "Not_Fraud"
## 829 830 831 832 833 834
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 835 836 837 838 839 840
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 841 842 843 844 845 846
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 847 848 849 850 851 852
## "Not_Fraud" "Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 853 854 855 856 857 858
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Fraud"
## 859 860 861 862 863 864
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Fraud"
## 865 866 867 868 869 870
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Fraud"
## 871 872 873 874 875 876
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 877 878 879 880 881 882
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Fraud" "Not_Fraud"
## 883 884 885 886 887 888
## NA "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 889 890 891 892 893 894
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 895 896 897 898 899 900
## "Not_Fraud" "Not_Fraud" "Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 901 902 903 904 905 906
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 907 908 909 910 911 912
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 913 914 915 916 917 918
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 919 920 921 922 923 924
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Fraud" "Not_Fraud" "Not_Fraud"
## 925 926 927 928 929 930
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Fraud" "Not_Fraud" "Not_Fraud"
## 931 932 933 934 935 936
## "Fraud" "Not_Fraud" "Not_Fraud" "Fraud" "Not_Fraud" "Not_Fraud"
## 937 938 939 940 941 942
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 943 944 945 946 947 948
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Fraud"
## 949 950 951 952 953 954
## "Fraud" "Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 955 956 957 958 959 960
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 961 962 963 964 965 966
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 967 968 969 970 971 972
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Fraud" "Not_Fraud"
## 973 974 975 976 977 978
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 979 980 981 982 983 984
## "Not_Fraud" "Not_Fraud" "Fraud" "Not_Fraud" "Not_Fraud" "Fraud"
## 985 986 987 988 989 990
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 991 992 993 994 995 996
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Fraud" "Not_Fraud" "Not_Fraud"
## 997 998 999 1000 1001 1002
## "Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 1003 1004 1005 1006 1007 1008
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 1009 1010 1011 1012 1013 1014
## "Fraud" "Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Fraud"
## 1015 1016 1017 1018 1019 1020
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 1021 1022 1023 1024 1025 1026
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 1027 1028 1029 1030 1031 1032
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 1033 1034 1035 1036 1037 1038
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 1039 1040 1041 1042 1043 1044
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 1045 1046 1047 1048 1049 1050
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Fraud" "Not_Fraud" "Not_Fraud"
## 1051 1052 1053 1054 1055 1056
## "Not_Fraud" "Not_Fraud" "Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 1057 1058 1059 1060 1061 1062
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 1063 1064 1065 1066 1067 1068
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 1069 1070 1071 1072 1073 1074
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 1075 1076 1077 1078 1079 1080
## "Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 1081 1082 1083 1084 1085 1086
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 1087 1088 1089 1090 1091 1092
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 1093 1094 1095 1096 1097 1098
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 1099 1100 1101 1102 1103 1104
## "Not_Fraud" "Not_Fraud" "Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 1105 1106 1107 1108 1109 1110
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Fraud" "Not_Fraud"
## 1111 1112 1113 1114 1115 1116
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 1117 1118 1119 1120 1121 1122
## "Not_Fraud" "Not_Fraud" "Fraud" "Not_Fraud" "Fraud" "Not_Fraud"
## 1123 1124 1125 1126 1127 1128
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Fraud" "Not_Fraud"
## 1129 1130 1131 1132 1133 1134
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" NA "Not_Fraud"
## 1135 1136 1137 1138 1139 1140
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 1141 1142 1143 1144 1145 1146
## "Fraud" "Not_Fraud" "Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 1147 1148 1149 1150 1151 1152
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Fraud" "Not_Fraud"
## 1153 1154 1155 1156 1157 1158
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 1159 1160 1161 1162 1163 1164
## "Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 1165 1166 1167 1168 1169 1170
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 1171 1172 1173 1174 1175 1176
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Fraud"
## 1177 1178 1179 1180 1181 1182
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 1183 1184 1185 1186 1187 1188
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 1189 1190 1191 1192 1193 1194
## "Not_Fraud" "Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 1195 1196 1197 1198 1199 1200
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 1201 1202 1203 1204 1205 1206
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 1207 1208 1209 1210 1211 1212
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 1213 1214 1215 1216 1217 1218
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 1219 1220 1221 1222 1223 1224
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 1225 1226 1227 1228 1229 1230
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 1231 1232 1233 1234 1235 1236
## "Fraud" "Not_Fraud" "Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 1237 1238 1239 1240 1241 1242
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Fraud"
## 1243 1244 1245 1246 1247 1248
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 1249 1250 1251 1252 1253 1254
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Fraud"
## 1255 1256 1257 1258 1259 1260
## "Not_Fraud" "Not_Fraud" "Fraud" "Fraud" "Not_Fraud" "Not_Fraud"
## 1261 1262 1263 1264 1265 1266
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Fraud"
## 1267 1268 1269 1270 1271 1272
## "Not_Fraud" "Not_Fraud" "Fraud" "Not_Fraud" "Fraud" "Not_Fraud"
## 1273 1274 1275 1276 1277 1278
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Fraud"
## 1279 1280 1281 1282 1283 1284
## "Fraud" "Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 1285 1286 1287 1288 1289 1290
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 1291 1292 1293 1294 1295 1296
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 1297 1298 1299 1300 1301 1302
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Fraud" "Not_Fraud" "Not_Fraud"
## 1303 1304 1305 1306 1307 1308
## "Not_Fraud" "Not_Fraud" "Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 1309 1310 1311 1312 1313 1314
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 1315 1316 1317 1318 1319 1320
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Fraud" "Not_Fraud" "Not_Fraud"
## 1321 1322 1323 1324 1325 1326
## "Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Fraud" "Not_Fraud"
## 1327 1328 1329 1330 1331 1332
## "Not_Fraud" "Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 1333 1334 1335 1336 1337 1338
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 1339 1340 1341 1342 1343 1344
## "Fraud" "Not_Fraud" "Not_Fraud" "Fraud" "Not_Fraud" "Not_Fraud"
## 1345 1346 1347 1348 1349 1350
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Fraud"
## 1351 1352 1353 1354 1355 1356
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Fraud"
## 1357 1358 1359 1360 1361 1362
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Fraud" "Not_Fraud" "Not_Fraud"
## 1363 1364 1365 1366 1367 1368
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Fraud" "Not_Fraud"
## 1369 1370 1371 1372 1373 1374
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Fraud"
## 1375 1376 1377 1378 1379 1380
## "Not_Fraud" "Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 1381 1382 1383 1384 1385 1386
## "Not_Fraud" "Not_Fraud" "Fraud" "Not_Fraud" "Not_Fraud" "Fraud"
## 1387 1388 1389 1390 1391 1392
## "Not_Fraud" "Fraud" "Not_Fraud" "Not_Fraud" "Fraud" "Not_Fraud"
## 1393 1394 1395 1396 1397 1398
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 1399 1400 1401 1402 1403 1404
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 1405 1406 1407 1408 1409 1410
## "Not_Fraud" "Not_Fraud" "Fraud" "Not_Fraud" "Not_Fraud" "Fraud"
## 1411 1412 1413 1414 1415 1416
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Fraud" "Fraud" "Not_Fraud"
## 1417 1418 1419 1420 1421 1422
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 1423 1424 1425 1426 1427 1428
## "Not_Fraud" "Not_Fraud" "Fraud" "Not_Fraud" "Fraud" "Not_Fraud"
## 1429 1430 1431 1432 1433 1434
## "Not_Fraud" "Fraud" "Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 1435 1436 1437 1438 1439 1440
## "Not_Fraud" "Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 1441 1442 1443 1444 1445 1446
## "Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Fraud" "Not_Fraud"
## 1447 1448 1449 1450 1451 1452
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Fraud" "Not_Fraud"
## 1453 1454 1455 1456 1457 1458
## "Not_Fraud" "Not_Fraud" "Fraud" "Not_Fraud" "Fraud" "Fraud"
## 1459 1460 1461 1462 1463 1464
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Fraud"
## 1465 1466 1467 1468 1469 1470
## "Fraud" "Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Fraud"
## 1471 1472 1473 1474 1475 1476
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 1477 1478 1479 1480 1481 1482
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 1483 1484 1485 1486 1487 1488
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 1489 1490 1491 1492 1493 1494
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Fraud"
## 1495 1496 1497 1498 1499 1500
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 1501 1502 1503 1504 1505 1506
## "Fraud" "Not_Fraud" "Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 1507 1508 1509 1510 1511 1512
## "Not_Fraud" "Fraud" "Not_Fraud" "Fraud" "Not_Fraud" "Not_Fraud"
## 1513 1514 1515 1516 1517 1518
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Fraud" "Fraud"
## 1519 1520 1521 1522 1523 1524
## "Fraud" "Fraud" "Not_Fraud" "Fraud" "Fraud" "Fraud"
## 1525 1526 1527 1528 1529 1530
## "Fraud" "Fraud" "Not_Fraud" "Fraud" "Fraud" "Fraud"
## 1531 1532 1533 1534 1535 1536
## "Fraud" "Fraud" "Fraud" "Not_Fraud" "Fraud" "Fraud"
## 1537 1538 1539 1540 1541 1542
## "Fraud" "Fraud" "Fraud" "Not_Fraud" "Fraud" "Fraud"
## 1543 1544 1545 1546 1547 1548
## "Fraud" "Not_Fraud" "Not_Fraud" "Fraud" "Fraud" "Fraud"
## 1549 1550 1551 1552 1553 1554
## "Fraud" "Fraud" "Fraud" "Fraud" "Fraud" "Fraud"
## 1555 1556 1557 1558 1559 1560
## "Fraud" "Fraud" "Fraud" "Fraud" "Fraud" "Fraud"
## 1561 1562 1563 1564 1565 1566
## "Fraud" "Fraud" "Fraud" "Fraud" "Fraud" "Fraud"
## 1567 1568 1569 1570 1571 1572
## "Fraud" "Not_Fraud" "Fraud" "Fraud" "Fraud" "Fraud"
## 1573 1574 1575 1576 1577 1578
## "Not_Fraud" "Not_Fraud" "Fraud" "Fraud" "Not_Fraud" "Fraud"
## 1579 1580 1581 1582 1583 1584
## "Fraud" "Fraud" "Not_Fraud" "Fraud" "Fraud" "Fraud"
## 1585 1586 1587 1588 1589 1590
## "Fraud" "Fraud" "Fraud" "Fraud" "Fraud" "Fraud"
## 1591 1592 1593 1594 1595 1596
## "Fraud" "Not_Fraud" "Fraud" "Fraud" "Fraud" "Fraud"
## 1597 1598 1599 1600 1601 1602
## "Fraud" "Fraud" "Fraud" "Fraud" "Not_Fraud" "Fraud"
## 1603 1604 1605 1606 1607 1608
## "Fraud" "Fraud" "Fraud" "Fraud" "Fraud" "Fraud"
## 1609 1610 1611 1612 1613 1614
## "Fraud" "Fraud" "Fraud" "Fraud" "Fraud" "Fraud"
## 1615 1616 1617 1618 1619 1620
## "Not_Fraud" "Fraud" "Fraud" "Fraud" "Fraud" "Fraud"
## 1621 1622 1623 1624 1625 1626
## "Fraud" "Not_Fraud" "Fraud" "Not_Fraud" "Fraud" "Fraud"
## 1627 1628 1629 1630 1631 1632
## "Fraud" "Fraud" "Fraud" "Fraud" "Not_Fraud" "Fraud"
## 1633 1634 1635 1636 1637 1638
## "Fraud" "Not_Fraud" "Fraud" "Fraud" "Not_Fraud" "Fraud"
## 1639 1640 1641 1642 1643 1644
## "Not_Fraud" "Not_Fraud" "Fraud" "Fraud" "Fraud" "Fraud"
## 1645 1646 1647 1648 1649 1650
## "Fraud" "Fraud" "Not_Fraud" "Fraud" "Fraud" "Fraud"
## 1651 1652 1653 1654 1655 1656
## "Fraud" "Fraud" "Fraud" "Not_Fraud" "Fraud" "Fraud"
## 1657 1658 1659 1660 1661 1662
## "Fraud" "Fraud" "Fraud" "Fraud" "Fraud" "Fraud"
## 1663 1664 1665 1666 1667 1668
## "Fraud" "Fraud" "Fraud" "Fraud" "Fraud" "Fraud"
## 1669 1670 1671 1672 1673 1674
## "Fraud" "Fraud" "Not_Fraud" "Fraud" "Fraud" "Fraud"
## 1675 1676 1677 1678 1679 1680
## "Fraud" "Fraud" "Fraud" "Fraud" "Fraud" "Fraud"
## 1681 1682 1683 1684 1685 1686
## "Not_Fraud" "Fraud" "Not_Fraud" "Fraud" "Fraud" "Fraud"
## 1687 1688 1689 1690 1691 1692
## "Fraud" "Not_Fraud" "Fraud" "Not_Fraud" "Fraud" "Not_Fraud"
## 1693 1694 1695 1696 1697 1698
## "Not_Fraud" "Not_Fraud" "Fraud" "Fraud" "Fraud" "Fraud"
## 1699 1700 1701 1702 1703 1704
## "Not_Fraud" "Fraud" "Not_Fraud" "Fraud" "Fraud" "Fraud"
## 1705 1706 1707 1708 1709 1710
## "Not_Fraud" "Not_Fraud" "Fraud" "Fraud" "Fraud" "Fraud"
## 1711 1712 1713 1714 1715 1716
## "Not_Fraud" "Fraud" "Fraud" "Fraud" "Not_Fraud" "Fraud"
## 1717 1718 1719 1720 1721 1722
## "Not_Fraud" "Fraud" "Fraud" "Fraud" "Fraud" "Fraud"
## 1723 1724 1725 1726 1727 1728
## "Fraud" "Fraud" "Fraud" "Fraud" "Fraud" "Not_Fraud"
## 1729 1730 1731 1732 1733 1734
## "Fraud" "Fraud" "Fraud" "Not_Fraud" "Not_Fraud" "Fraud"
## 1735 1736 1737 1738 1739 1740
## "Fraud" "Fraud" "Fraud" "Fraud" "Not_Fraud" "Fraud"
## 1741 1742 1743 1744 1745 1746
## "Fraud" "Not_Fraud" "Fraud" "Fraud" "Fraud" "Fraud"
## 1747 1748 1749 1750 1751 1752
## "Fraud" "Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Fraud"
## 1753 1754 1755 1756 1757 1758
## "Not_Fraud" "Fraud" "Fraud" "Fraud" "Fraud" "Not_Fraud"
## 1759 1760 1761 1762 1763 1764
## "Fraud" "Fraud" "Not_Fraud" "Fraud" "Not_Fraud" "Not_Fraud"
## 1765 1766 1767 1768 1769 1770
## "Fraud" "Fraud" "Not_Fraud" "Fraud" "Fraud" "Fraud"
## 1771 1772 1773 1774 1775 1776
## "Not_Fraud" "Fraud" "Fraud" "Fraud" "Fraud" "Not_Fraud"
## 1777 1778 1779 1780 1781 1782
## "Fraud" "Fraud" "Fraud" "Fraud" "Fraud" "Fraud"
## 1783 1784 1785 1786 1787 1788
## "Not_Fraud" "Fraud" "Fraud" "Not_Fraud" "Fraud" "Not_Fraud"
## 1789 1790 1791 1792 1793 1794
## "Fraud" "Fraud" "Fraud" "Fraud" "Fraud" "Fraud"
## 1795 1796 1797 1798 1799 1800
## "Fraud" "Not_Fraud" "Fraud" "Fraud" "Fraud" "Fraud"
## 1801 1802 1803 1804 1805 1806
## "Fraud" "Not_Fraud" "Not_Fraud" "Fraud" "Fraud" "Fraud"
## 1807 1808 1809 1810 1811 1812
## "Fraud" "Fraud" "Not_Fraud" "Fraud" "Fraud" "Fraud"
## 1813 1814 1815 1816 1817 1818
## "Fraud" "Fraud" "Fraud" "Fraud" "Fraud" "Fraud"
## 1819 1820 1821 1822 1823 1824
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Fraud" "Fraud" "Fraud"
## 1825 1826 1827 1828 1829 1830
## "Fraud" "Fraud" "Fraud" "Not_Fraud" "Fraud" "Fraud"
## 1831 1832 1833 1834 1835 1836
## "Not_Fraud" "Fraud" "Fraud" "Not_Fraud" "Not_Fraud" "Fraud"
## 1837 1838 1839 1840 1841 1842
## "Fraud" "Not_Fraud" "Fraud" "Fraud" "Fraud" "Fraud"
## 1843 1844 1845 1846 1847 1848
## "Fraud" "Not_Fraud" "Not_Fraud" "Fraud" "Fraud" "Fraud"
## 1849 1850 1851 1852 1853 1854
## "Fraud" "Not_Fraud" "Fraud" "Not_Fraud" "Not_Fraud" "Fraud"
## 1855 1856 1857 1858 1859 1860
## "Fraud" "Fraud" "Fraud" "Fraud" "Not_Fraud" "Fraud"
## 1861 1862 1863 1864 1865 1866
## "Fraud" "Not_Fraud" "Not_Fraud" "Fraud" "Fraud" "Fraud"
## 1867 1868 1869 1870 1871 1872
## "Fraud" "Fraud" "Fraud" "Fraud" "Fraud" "Not_Fraud"
## 1873 1874 1875 1876 1877 1878
## "Not_Fraud" "Not_Fraud" "Fraud" "Fraud" "Not_Fraud" "Fraud"
## 1879 1880 1881 1882 1883 1884
## "Fraud" "Fraud" "Fraud" "Fraud" "Fraud" "Not_Fraud"
## 1885 1886 1887 1888 1889 1890
## "Fraud" "Fraud" "Fraud" "Not_Fraud" "Fraud" "Fraud"
## 1891 1892 1893 1894 1895 1896
## "Fraud" "Not_Fraud" "Fraud" "Fraud" "Fraud" "Fraud"
## 1897 1898 1899 1900 1901 1902
## "Not_Fraud" "Fraud" "Fraud" "Fraud" "Fraud" "Fraud"
## 1903 1904 1905 1906 1907 1908
## "Fraud" "Not_Fraud" "Fraud" "Fraud" "Not_Fraud" "Fraud"
## 1909 1910 1911 1912 1913 1914
## "Not_Fraud" "Fraud" "Fraud" "Fraud" "Not_Fraud" "Fraud"
## 1915 1916 1917 1918 1919 1920
## "Not_Fraud" "Fraud" "Not_Fraud" "Fraud" "Fraud" "Fraud"
## 1921 1922 1923 1924 1925 1926
## "Fraud" "Fraud" "Fraud" "Fraud" "Fraud" "Not_Fraud"
## 1927 1928 1929 1930 1931 1932
## "Fraud" "Fraud" "Fraud" "Fraud" "Fraud" "Not_Fraud"
## 1933 1934 1935 1936 1937 1938
## "Fraud" "Not_Fraud" "Not_Fraud" "Fraud" "Not_Fraud" "Not_Fraud"
## 1939 1940 1941 1942 1943 1944
## "Not_Fraud" "Fraud" "Fraud" "Fraud" "Fraud" "Fraud"
## 1945 1946 1947 1948 1949 1950
## "Fraud" "Fraud" "Fraud" "Not_Fraud" "Fraud" "Not_Fraud"
## 1951 1952 1953 1954 1955 1956
## "Not_Fraud" "Not_Fraud" "Fraud" "Not_Fraud" "Fraud" "Fraud"
## 1957 1958 1959 1960 1961 1962
## "Fraud" "Fraud" "Fraud" "Fraud" "Fraud" "Fraud"
## 1963 1964 1965 1966 1967 1968
## "Fraud" "Not_Fraud" "Fraud" "Fraud" "Fraud" "Fraud"
## 1969 1970 1971 1972 1973 1974
## "Not_Fraud" "Not_Fraud" "Fraud" "Fraud" "Fraud" "Fraud"
## 1975 1976 1977 1978 1979 1980
## "Fraud" "Fraud" "Not_Fraud" "Fraud" "Fraud" "Fraud"
## 1981 1982 1983 1984 1985 1986
## "Not_Fraud" "Fraud" "Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 1987 1988 1989 1990 1991 1992
## "Fraud" "Fraud" "Fraud" "Fraud" "Not_Fraud" "Fraud"
## 1993 1994 1995 1996 1997 1998
## "Fraud" "Fraud" "Fraud" "Fraud" "Not_Fraud" "Fraud"
## 1999 2000 2001 2002 2003 2004
## "Fraud" "Fraud" "Fraud" "Not_Fraud" "Fraud" "Fraud"
## 2005 2006 2007 2008 2009 2010
## "Fraud" "Fraud" "Fraud" "Fraud" "Fraud" "Fraud"
## 2011 2012 2013 2014 2015 2016
## "Fraud" "Fraud" "Not_Fraud" "Not_Fraud" "Fraud" "Fraud"
## 2017 2018 2019 2020 2021 2022
## "Fraud" "Fraud" "Fraud" "Fraud" "Fraud" "Fraud"
## 2023 2024 2025 2026 2027 2028
## "Fraud" "Fraud" "Fraud" "Fraud" "Fraud" "Fraud"
## 2029 2030 2031 2032 2033 2034
## "Fraud" "Fraud" "Not_Fraud" "Fraud" "Fraud" "Fraud"
## 2035 2036 2037 2038 2039 2040
## "Fraud" "Fraud" "Fraud" "Fraud" "Fraud" "Not_Fraud"
## 2041 2042 2043 2044 2045 2046
## "Fraud" "Fraud" "Fraud" "Fraud" "Fraud" "Fraud"
## 2047 2048 2049 2050 2051 2052
## "Fraud" "Not_Fraud" "Fraud" "Fraud" "Not_Fraud" "Not_Fraud"
## 2053 2054 2055 2056 2057 2058
## "Fraud" "Not_Fraud" "Fraud" "Fraud" "Not_Fraud" "Fraud"
## 2059 2060 2061 2062 2063 2064
## "Fraud" "Fraud" "Fraud" "Not_Fraud" "Fraud" "Not_Fraud"
## 2065 2066 2067 2068 2069 2070
## "Fraud" "Fraud" "Not_Fraud" "Fraud" "Fraud" "Not_Fraud"
## 2071 2072 2073 2074 2075 2076
## "Fraud" "Fraud" "Fraud" "Fraud" "Not_Fraud" "Not_Fraud"
## 2077 2078 2079 2080 2081 2082
## "Fraud" "Fraud" "Fraud" "Fraud" "Fraud" "Not_Fraud"
## 2083 2084 2085 2086 2087 2088
## "Not_Fraud" "Fraud" "Fraud" "Not_Fraud" "Fraud" "Fraud"
## 2089 2090 2091 2092 2093 2094
## "Not_Fraud" "Not_Fraud" "Fraud" "Fraud" "Fraud" "Fraud"
## 2095 2096 2097 2098 2099 2100
## "Fraud" "Fraud" "Fraud" "Fraud" "Fraud" "Not_Fraud"
## 2101 2102 2103 2104 2105 2106
## "Fraud" "Fraud" "Fraud" "Not_Fraud" "Fraud" "Fraud"
## 2107 2108 2109 2110 2111 2112
## "Fraud" "Fraud" "Fraud" "Fraud" "Not_Fraud" "Fraud"
## 2113 2114 2115 2116 2117 2118
## "Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Fraud" "Fraud"
## 2119 2120 2121 2122 2123 2124
## "Fraud" "Not_Fraud" "Fraud" "Fraud" "Fraud" "Not_Fraud"
## 2125 2126 2127 2128 2129 2130
## "Fraud" "Fraud" "Fraud" "Fraud" "Fraud" "Fraud"
## 2131 2132 2133 2134 2135 2136
## "Not_Fraud" "Fraud" "Fraud" "Fraud" "Fraud" "Fraud"
## 2137 2138 2139 2140 2141 2142
## "Fraud" "Not_Fraud" "Not_Fraud" "Fraud" "Not_Fraud" "Fraud"
## 2143 2144 2145 2146 2147 2148
## "Fraud" "Fraud" "Fraud" "Fraud" "Not_Fraud" "Not_Fraud"
## 2149 2150 2151 2152 2153 2154
## "Fraud" "Fraud" "Fraud" "Fraud" "Fraud" "Not_Fraud"
## 2155 2156 2157 2158 2159 2160
## "Fraud" "Not_Fraud" "Fraud" "Fraud" "Not_Fraud" "Fraud"
## 2161 2162 2163 2164 2165 2166
## "Fraud" "Not_Fraud" "Fraud" "Fraud" "Fraud" "Fraud"
## 2167 2168 2169 2170 2171 2172
## "Fraud" "Fraud" "Fraud" "Fraud" "Fraud" "Fraud"
## 2173 2174 2175 2176 2177 2178
## "Fraud" "Fraud" "Fraud" "Fraud" "Fraud" "Not_Fraud"
## 2179 2180 2181 2182 2183 2184
## "Fraud" "Fraud" "Fraud" "Fraud" "Not_Fraud" "Fraud"
## 2185 2186 2187 2188 2189 2190
## "Fraud" "Not_Fraud" "Fraud" "Not_Fraud" "Not_Fraud" "Fraud"
## 2191 2192 2193 2194 2195 2196
## "Fraud" "Fraud" "Fraud" "Fraud" "Fraud" "Not_Fraud"
## 2197 2198 2199 2200 2201 2202
## "Fraud" "Fraud" "Not_Fraud" "Fraud" "Fraud" "Fraud"
## 2203 2204 2205 2206 2207 2208
## "Fraud" "Fraud" "Fraud" "Fraud" "Not_Fraud" "Fraud"
## 2209 2210 2211 2212 2213 2214
## "Fraud" "Fraud" "Fraud" "Fraud" "Fraud" "Fraud"
## 2215 2216 2217 2218 2219 2220
## "Fraud" "Fraud" "Fraud" "Fraud" "Fraud" "Fraud"
## 2221 2222 2223 2224 2225 2226
## "Fraud" "Not_Fraud" "Fraud" "Fraud" "Fraud" "Fraud"
## 2227 2228 2229 2230 2231 2232
## "Not_Fraud" "Fraud" "Fraud" "Fraud" "Fraud" "Fraud"
## 2233 2234 2235 2236 2237 2238
## "Fraud" "Fraud" "Not_Fraud" "Fraud" "Fraud" "Fraud"
## 2239 2240 2241 2242 2243 2244
## "Fraud" "Fraud" "Fraud" "Not_Fraud" "Fraud" "Fraud"
## 2245 2246 2247 2248 2249 2250
## "Not_Fraud" "Fraud" "Fraud" "Fraud" "Fraud" "Fraud"
## 2251 2252 2253 2254 2255 2256
## "Fraud" "Fraud" "Fraud" "Not_Fraud" "Fraud" "Fraud"
## 2257 2258 2259 2260 2261 2262
## "Fraud" "Fraud" "Fraud" "Fraud" "Fraud" "Fraud"
## 2263 2264 2265 2266 2267 2268
## "Not_Fraud" "Fraud" "Fraud" "Not_Fraud" "Fraud" "Fraud"
## 2269 2270 2271 2272 2273 2274
## "Fraud" "Not_Fraud" "Not_Fraud" "Fraud" "Fraud" "Not_Fraud"
## 2275 2276 2277 2278 2279 2280
## "Not_Fraud" "Not_Fraud" "Fraud" "Fraud" "Fraud" "Not_Fraud"
## 2281 2282 2283 2284 2285 2286
## "Fraud" "Fraud" "Fraud" "Not_Fraud" "Fraud" "Fraud"
## 2287 2288 2289 2290 2291 2292
## "Not_Fraud" "Fraud" "Fraud" "Not_Fraud" "Fraud" "Fraud"
## 2293 2294 2295 2296 2297 2298
## "Fraud" "Fraud" "Fraud" "Not_Fraud" "Not_Fraud" "Fraud"
## 2299 2300 2301 2302 2303 2304
## "Not_Fraud" "Not_Fraud" "Not_Fraud" "Fraud" "Not_Fraud" "Not_Fraud"
## 2305 2306 2307 2308 2309 2310
## "Fraud" "Fraud" "Not_Fraud" "Fraud" "Not_Fraud" "Fraud"
## 2311 2312 2313 2314 2315 2316
## "Fraud" "Fraud" "Not_Fraud" "Fraud" "Fraud" "Not_Fraud"
## 2317 2318 2319 2320 2321 2322
## "Fraud" "Fraud" "Fraud" "Fraud" "Fraud" "Fraud"
## 2323 2324 2325 2326 2327 2328
## "Fraud" "Not_Fraud" "Fraud" "Fraud" "Fraud" "Fraud"
## 2329 2330 2331 2332 2333 2334
## "Not_Fraud" "Fraud" "Fraud" "Fraud" "Fraud" "Fraud"
## 2335 2336 2337 2338 2339 2340
## "Fraud" "Fraud" "Fraud" "Fraud" "Not_Fraud" "Fraud"
## 2341 2342 2343 2344 2345 2346
## "Fraud" "Fraud" "Fraud" "Fraud" "Not_Fraud" "Fraud"
## 2347 2348 2349 2350 2351 2352
## "Fraud" "Fraud" "Fraud" "Fraud" "Not_Fraud" "Fraud"
## 2353 2354 2355 2356 2357 2358
## "Not_Fraud" "Fraud" "Fraud" "Fraud" "Fraud" "Fraud"
## 2359 2360 2361 2362 2363 2364
## "Fraud" "Not_Fraud" "Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 2365 2366 2367 2368 2369 2370
## "Fraud" "Fraud" "Fraud" "Fraud" "Fraud" "Not_Fraud"
## 2371 2372 2373 2374 2375 2376
## "Fraud" "Not_Fraud" "Fraud" "Fraud" "Fraud" "Fraud"
## 2377 2378 2379 2380 2381 2382
## "Fraud" "Fraud" "Fraud" "Not_Fraud" "Fraud" "Fraud"
## 2383 2384 2385 2386 2387 2388
## "Fraud" "Fraud" "Fraud" "Not_Fraud" "Not_Fraud" "Fraud"
## 2389 2390 2391 2392 2393 2394
## "Fraud" "Fraud" "Not_Fraud" "Fraud" "Fraud" "Fraud"
## 2395 2396 2397 2398 2399 2400
## "Fraud" "Not_Fraud" "Fraud" "Fraud" "Not_Fraud" "Fraud"
## 2401 2402 2403 2404 2405 2406
## "Fraud" "Not_Fraud" "Fraud" "Not_Fraud" "Fraud" "Fraud"
## 2407 2408 2409 2410 2411 2412
## "Fraud" "Not_Fraud" "Fraud" "Not_Fraud" "Not_Fraud" "Fraud"
## 2413 2414 2415 2416 2417 2418
## "Not_Fraud" "Fraud" "Fraud" "Fraud" "Fraud" "Fraud"
## 2419 2420 2421 2422 2423 2424
## "Not_Fraud" "Fraud" "Fraud" "Fraud" "Fraud" "Fraud"
## 2425 2426 2427 2428 2429 2430
## "Fraud" "Fraud" "Not_Fraud" "Not_Fraud" "Fraud" "Not_Fraud"
## 2431 2432 2433 2434 2435 2436
## "Fraud" "Fraud" "Fraud" "Fraud" "Fraud" "Fraud"
## 2437 2438 2439 2440 2441 2442
## "Fraud" "Not_Fraud" "Not_Fraud" "Fraud" "Fraud" "Fraud"
## 2443 2444 2445 2446 2447 2448
## "Not_Fraud" "Fraud" "Fraud" "Fraud" "Fraud" "Not_Fraud"
## 2449 2450 2451 2452 2453 2454
## "Fraud" "Fraud" "Fraud" "Fraud" "Fraud" "Not_Fraud"
## 2455 2456 2457 2458 2459 2460
## "Not_Fraud" "Fraud" "Fraud" "Fraud" "Fraud" "Fraud"
## 2461 2462 2463 2464 2465 2466
## "Not_Fraud" "Fraud" "Fraud" "Fraud" "Fraud" "Fraud"
## 2467 2468 2469 2470 2471 2472
## "Fraud" "Fraud" "Fraud" "Fraud" "Fraud" "Not_Fraud"
## 2473 2474 2475 2476 2477 2478
## "Fraud" "Fraud" "Fraud" "Not_Fraud" "Fraud" "Fraud"
## 2479 2480 2481 2482 2483 2484
## "Fraud" "Not_Fraud" "Fraud" "Fraud" "Not_Fraud" "Fraud"
## 2485 2486 2487 2488 2489 2490
## "Fraud" "Fraud" "Not_Fraud" "Not_Fraud" "Fraud" "Fraud"
## 2491 2492 2493 2494 2495 2496
## "Not_Fraud" "Fraud" "Fraud" "Not_Fraud" "Fraud" "Fraud"
## 2497 2498 2499 2500 2501 2502
## "Fraud" "Not_Fraud" "Fraud" "Fraud" "Not_Fraud" "Not_Fraud"
## 2503 2504 2505 2506 2507 2508
## "Fraud" "Fraud" "Fraud" "Fraud" "Not_Fraud" "Fraud"
## 2509 2510 2511 2512 2513 2514
## "Fraud" "Fraud" "Fraud" "Fraud" "Fraud" "Fraud"
## 2515 2516 2517 2518 2519 2520
## "Fraud" "Fraud" "Not_Fraud" "Not_Fraud" "Fraud" "Fraud"
## 2521 2522 2523 2524 2525 2526
## "Fraud" "Fraud" "Fraud" "Fraud" "Fraud" "Fraud"
## 2527 2528 2529 2530 2531 2532
## "Fraud" "Fraud" "Fraud" "Not_Fraud" "Fraud" "Fraud"
## 2533 2534 2535 2536 2537 2538
## "Fraud" "Fraud" "Fraud" "Fraud" "Fraud" "Fraud"
## 2539 2540 2541 2542 2543 2544
## "Fraud" "Not_Fraud" "Not_Fraud" "Fraud" "Not_Fraud" "Not_Fraud"
## 2545 2546 2547 2548 2549 2550
## "Fraud" "Fraud" "Fraud" "Fraud" "Fraud" "Not_Fraud"
## 2551 2552 2553 2554 2555 2556
## "Fraud" "Fraud" "Fraud" "Not_Fraud" "Fraud" "Fraud"
## 2557 2558 2559 2560 2561 2562
## "Fraud" "Fraud" "Fraud" "Fraud" "Fraud" "Fraud"
## 2563 2564 2565 2566 2567 2568
## "Fraud" "Fraud" "Fraud" "Fraud" "Fraud" "Not_Fraud"
## 2569 2570 2571 2572 2573 2574
## "Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Fraud" "Fraud"
## 2575 2576 2577 2578 2579 2580
## "Fraud" "Fraud" "Fraud" "Fraud" "Fraud" "Fraud"
## 2581 2582 2583 2584 2585 2586
## "Fraud" "Fraud" "Not_Fraud" "Fraud" "Fraud" "Fraud"
## 2587 2588 2589 2590 2591 2592
## "Fraud" "Fraud" "Fraud" "Fraud" "Fraud" "Fraud"
## 2593 2594 2595 2596 2597 2598
## "Fraud" "Fraud" "Fraud" "Not_Fraud" "Fraud" "Not_Fraud"
## 2599 2600 2601 2602 2603 2604
## "Fraud" "Fraud" "Fraud" "Fraud" "Fraud" "Fraud"
## 2605 2606 2607 2608 2609 2610
## "Fraud" "Fraud" "Fraud" "Fraud" "Fraud" "Fraud"
## 2611 2612 2613 2614 2615 2616
## "Not_Fraud" "Fraud" "Fraud" "Fraud" "Fraud" "Fraud"
## 2617 2618 2619 2620 2621 2622
## "Not_Fraud" "Fraud" "Fraud" "Fraud" "Fraud" "Fraud"
## 2623 2624 2625 2626 2627 2628
## "Fraud" "Fraud" "Fraud" "Fraud" "Fraud" "Fraud"
## 2629 2630 2631 2632 2633 2634
## "Fraud" "Fraud" "Fraud" "Not_Fraud" "Fraud" "Fraud"
## 2635 2636 2637 2638 2639 2640
## "Not_Fraud" "Fraud" "Fraud" "Fraud" "Fraud" "Not_Fraud"
## 2641 2642 2643 2644 2645 2646
## "Fraud" "Fraud" "Not_Fraud" "Fraud" "Fraud" "Fraud"
## 2647 2648 2649 2650 2651 2652
## "Fraud" "Fraud" "Fraud" "Fraud" "Fraud" "Fraud"
## 2653 2654 2655 2656 2657 2658
## "Fraud" "Fraud" "Fraud" "Not_Fraud" "Fraud" "Not_Fraud"
## 2659 2660 2661 2662 2663 2664
## "Fraud" "Fraud" "Fraud" "Not_Fraud" "Fraud" "Fraud"
## 2665 2666 2667 2668 2669 2670
## "Fraud" "Not_Fraud" "Fraud" "Fraud" "Fraud" "Fraud"
## 2671 2672 2673 2674 2675 2676
## "Fraud" "Fraud" "Fraud" "Fraud" "Fraud" "Fraud"
## 2677 2678 2679 2680 2681 2682
## "Fraud" "Fraud" "Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud"
## 2683 2684 2685 2686 2687 2688
## "Not_Fraud" "Fraud" "Not_Fraud" "Fraud" "Not_Fraud" "Fraud"
## 2689 2690 2691 2692 2693 2694
## "Fraud" "Fraud" "Fraud" "Not_Fraud" "Fraud" "Fraud"
## 2695 2696 2697 2698 2699 2700
## "Fraud" "Fraud" "Fraud" "Not_Fraud" "Fraud" "Fraud"
## 2701 2702 2703 2704 2705 2706
## "Fraud" "Fraud" "Fraud" "Fraud" "Not_Fraud" "Fraud"
## 2707 2708 2709 2710 2711 2712
## "Not_Fraud" "Fraud" "Fraud" "Fraud" "Fraud" "Fraud"
## 2713 2714 2715 2716 2717 2718
## "Fraud" "Fraud" "Not_Fraud" "Fraud" "Fraud" "Fraud"
## 2719 2720 2721 2722 2723 2724
## "Fraud" "Not_Fraud" "Not_Fraud" "Not_Fraud" "Fraud" "Not_Fraud"
## 2725 2726 2727 2728 2729 2730
## "Fraud" "Fraud" "Not_Fraud" "Fraud" "Fraud" "Fraud"
## 2731 2732 2733 2734 2735 2736
## "Fraud" "Fraud" "Not_Fraud" "Fraud" "Fraud" "Fraud"
## 2737 2738 2739 2740 2741 2742
## "Fraud" "Fraud" "Fraud" "Fraud" "Not_Fraud" "Fraud"
## 2743 2744 2745 2746 2747 2748
## "Not_Fraud" "Fraud" "Not_Fraud" "Not_Fraud" "Fraud" "Fraud"
## 2749 2750 2751 2752 2753 2754
## "Fraud" "Not_Fraud" "Fraud" "Fraud" "Fraud" "Fraud"
## 2755 2756 2757 2758 2759 2760
## "Fraud" "Fraud" "Not_Fraud" "Fraud" "Not_Fraud" "Fraud"
## 2761 2762 2763 2764 2765 2766
## "Fraud" "Fraud" "Fraud" "Fraud" "Not_Fraud" "Fraud"
## 2767 2768 2769 2770 2771 2772
## "Fraud" "Not_Fraud" "Not_Fraud" "Fraud" "Not_Fraud" "Fraud"
## 2773 2774 2775 2776 2777 2778
## "Fraud" "Fraud" "Fraud" "Fraud" "Not_Fraud" "Fraud"
## 2779 2780 2781 2782 2783 2784
## "Not_Fraud" "Fraud" "Fraud" "Fraud" "Not_Fraud" "Fraud"
## 2785 2786 2787 2788 2789 2790
## "Not_Fraud" "Fraud" "Fraud" "Fraud" "Not_Fraud" "Fraud"
## 2791 2792 2793 2794 2795 2796
## "Fraud" "Fraud" "Not_Fraud" "Fraud" "Fraud" "Fraud"
## 2797 2798 2799 2800 2801 2802
## "Not_Fraud" "Fraud" "Fraud" "Not_Fraud" "Not_Fraud" "Fraud"
## 2803 2804 2805 2806 2807 2808
## "Fraud" "Fraud" "Fraud" "Not_Fraud" "Fraud" "Fraud"
## 2809 2810 2811 2812 2813 2814
## "Not_Fraud" "Fraud" "Fraud" "Not_Fraud" "Fraud" "Fraud"
## 2815 2816 2817 2818 2819 2820
## "Fraud" "Fraud" "Fraud" "Not_Fraud" "Not_Fraud" "Fraud"
## 2821 2822 2823 2824 2825 2826
## "Fraud" "Fraud" "Fraud" "Fraud" "Fraud" "Fraud"
## 2827 2828 2829 2830 2831 2832
## "Fraud" "Fraud" "Not_Fraud" "Fraud" "Not_Fraud" "Fraud"
## 2833 2834 2835 2836 2837 2838
## "Not_Fraud" "Fraud" "Not_Fraud" "Fraud" "Not_Fraud" "Not_Fraud"
## 2839 2840 2841 2842 2843 2844
## "Fraud" "Not_Fraud" "Fraud" "Not_Fraud" "Fraud" "Fraud"
## 2845 2846 2847 2848 2849 2850
## "Fraud" "Fraud" "Not_Fraud" "Not_Fraud" "Fraud" "Fraud"
## 2851 2852 2853 2854 2855 2856
## "Fraud" "Fraud" "Fraud" "Not_Fraud" "Fraud" "Not_Fraud"
## 2857 2858 2859 2860 2861 2862
## "Fraud" "Fraud" "Fraud" "Fraud" "Fraud" "Not_Fraud"
## 2863 2864 2865 2866 2867 2868
## "Not_Fraud" "Not_Fraud" "Fraud" "Fraud" "Not_Fraud" "Fraud"
## 2869 2870 2871 2872 2873 2874
## "Fraud" "Not_Fraud" "Not_Fraud" "Fraud" "Fraud" "Fraud"
## 2875 2876 2877 2878 2879 2880
## "Fraud" "Not_Fraud" "Not_Fraud" "Fraud" "Fraud" "Fraud"
## 2881 2882 2883 2884 2885 2886
## "Fraud" "Fraud" "Fraud" "Fraud" "Not_Fraud" "Fraud"
## 2887 2888 2889 2890 2891 2892
## "Fraud" "Not_Fraud" "Fraud" "Fraud" "Fraud" "Fraud"
## 2893 2894 2895 2896 2897 2898
## "Fraud" "Fraud" "Fraud" "Fraud" "Not_Fraud" "Fraud"
## 2899 2900 2901 2902 2903 2904
## "Fraud" "Not_Fraud" "Fraud" "Fraud" "Fraud" "Not_Fraud"
## 2905 2906 2907 2908 2909 2910
## "Fraud" "Fraud" "Fraud" "Fraud" "Fraud" "Fraud"
## 2911 2912 2913 2914 2915 2916
## "Fraud" "Fraud" "Not_Fraud" "Not_Fraud" "Fraud" "Fraud"
## 2917 2918 2919 2920 2921 2922
## "Fraud" "Not_Fraud" "Fraud" "Not_Fraud" "Not_Fraud" "Fraud"
## 2923 2924 2925 2926 2927 2928
## "Fraud" "Not_Fraud" "Fraud" "Not_Fraud" "Fraud" "Fraud"
## 2929 2930 2931 2932 2933 2934
## "Fraud" "Fraud" "Fraud" "Fraud" "Fraud" "Fraud"
## 2935 2936 2937 2938 2939 2940
## "Fraud" "Fraud" "Not_Fraud" "Fraud" "Not_Fraud" "Fraud"
## 2941 2942 2943 2944 2945 2946
## "Fraud" "Fraud" "Fraud" "Not_Fraud" "Fraud" "Not_Fraud"
## 2947 2948 2949 2950 2951 2952
## "Not_Fraud" "Not_Fraud" "Fraud" "Fraud" "Fraud" "Fraud"
## 2953 2954 2955 2956 2957 2958
## "Fraud" "Fraud" "Not_Fraud" "Not_Fraud" "Fraud" "Fraud"
## 2959 2960 2961 2962 2963 2964
## "Not_Fraud" "Fraud" "Fraud" "Not_Fraud" "Not_Fraud" "Fraud"
## 2965 2966 2967 2968 2969 2970
## "Not_Fraud" "Fraud" "Fraud" "Fraud" "Not_Fraud" "Not_Fraud"
## 2971 2972 2973 2974 2975 2976
## "Fraud" "Fraud" "Not_Fraud" "Not_Fraud" "Fraud" "Fraud"
## 2977 2978 2979 2980 2981 2982
## "Fraud" "Fraud" "Fraud" "Fraud" "Fraud" "Fraud"
## 2983 2984 2985 2986 2987 2988
## "Fraud" "Fraud" "Fraud" "Fraud" "Fraud" "Fraud"
## 2989 2990 2991 2992 2993 2994
## "Not_Fraud" "Fraud" "Fraud" "Not_Fraud" "Fraud" "Fraud"
## 2995 2996 2997 2998 2999 3000
## "Fraud" "Fraud" "Fraud" "Fraud" "Fraud" "Fraud"
## 3001
## "Not_Fraud"5.3.4 K-Nearest Neighbour (KNN)
# KNN model fitting
knn_model <- train(
as.factor(is_fraud) ~ amt + as.factor(gender) + city_pop + as.factor(category) +
as.factor(state) + as.factor(job),
data = training,
method = "knn",
trControl = train_control,
metric = "ROC"
)
# KNN Model prediction
knn_pred <- predict(knn_model, newdata = testing)
knn_pred_prob <- predict(knn_model, newdata = testing, type = "prob")
knn_pred_prob## Not_Fraud Fraud
## 1 0.4285714 0.5714286
## 2 1.0000000 0.0000000
## 3 0.0000000 1.0000000
## 4 0.2000000 0.8000000
## 5 1.0000000 0.0000000
## 6 1.0000000 0.0000000
## 7 1.0000000 0.0000000
## 8 0.0000000 1.0000000
## 9 1.0000000 0.0000000
## 10 0.3333333 0.6666667
## 11 0.5555556 0.4444444
## 12 1.0000000 0.0000000
## 13 1.0000000 0.0000000
## 14 0.2000000 0.8000000
## 15 0.8000000 0.2000000
## 16 1.0000000 0.0000000
## 17 1.0000000 0.0000000
## 18 0.8000000 0.2000000
## 19 1.0000000 0.0000000
## 20 1.0000000 0.0000000
## 21 1.0000000 0.0000000
## 22 1.0000000 0.0000000
## 23 0.6000000 0.4000000
## 24 0.8000000 0.2000000
## 25 0.4000000 0.6000000
## 26 0.3636364 0.6363636
## 27 1.0000000 0.0000000
## 28 1.0000000 0.0000000
## 29 0.6000000 0.4000000
## 30 0.6666667 0.3333333
## 31 0.4000000 0.6000000
## 32 0.0000000 1.0000000
## 33 1.0000000 0.0000000
## 34 0.8000000 0.2000000
## 35 1.0000000 0.0000000
## 36 0.6000000 0.4000000
## 37 0.6000000 0.4000000
## 38 1.0000000 0.0000000
## 39 0.8000000 0.2000000
## 40 1.0000000 0.0000000
## 41 1.0000000 0.0000000
## 42 1.0000000 0.0000000
## 43 1.0000000 0.0000000
## 44 1.0000000 0.0000000
## 45 0.8333333 0.1666667
## 46 0.6000000 0.4000000
## 47 1.0000000 0.0000000
## 48 1.0000000 0.0000000
## 49 0.8000000 0.2000000
## 50 1.0000000 0.0000000
## 51 1.0000000 0.0000000
## 52 1.0000000 0.0000000
## 53 1.0000000 0.0000000
## 54 1.0000000 0.0000000
## 55 0.8000000 0.2000000
## 56 0.6000000 0.4000000
## 57 1.0000000 0.0000000
## 58 0.4000000 0.6000000
## 59 0.4000000 0.6000000
## 60 0.6000000 0.4000000
## 61 0.6000000 0.4000000
## 62 0.6000000 0.4000000
## 63 1.0000000 0.0000000
## 64 1.0000000 0.0000000
## 65 0.8000000 0.2000000
## 66 1.0000000 0.0000000
## 67 0.5714286 0.4285714
## 68 1.0000000 0.0000000
## 69 0.8000000 0.2000000
## 70 0.6000000 0.4000000
## 71 1.0000000 0.0000000
## 72 1.0000000 0.0000000
## 73 1.0000000 0.0000000
## 74 1.0000000 0.0000000
## 75 0.8000000 0.2000000
## 76 0.4285714 0.5714286
## 77 0.2000000 0.8000000
## 78 1.0000000 0.0000000
## 79 1.0000000 0.0000000
## 80 1.0000000 0.0000000
## 81 0.6666667 0.3333333
## 82 1.0000000 0.0000000
## 83 0.2000000 0.8000000
## 84 1.0000000 0.0000000
## 85 0.6000000 0.4000000
## 86 1.0000000 0.0000000
## 87 1.0000000 0.0000000
## 88 1.0000000 0.0000000
## 89 1.0000000 0.0000000
## 90 0.4000000 0.6000000
## 91 1.0000000 0.0000000
## 92 0.8000000 0.2000000
## 93 0.6000000 0.4000000
## 94 1.0000000 0.0000000
## 95 1.0000000 0.0000000
## 96 0.8000000 0.2000000
## 97 1.0000000 0.0000000
## 98 0.6000000 0.4000000
## 99 0.0000000 1.0000000
## 100 1.0000000 0.0000000
## 101 0.8000000 0.2000000
## 102 1.0000000 0.0000000
## 103 0.8000000 0.2000000
## 104 0.8000000 0.2000000
## 105 0.6000000 0.4000000
## 106 0.8000000 0.2000000
## 107 1.0000000 0.0000000
## 108 0.8000000 0.2000000
## 109 1.0000000 0.0000000
## 110 1.0000000 0.0000000
## 111 1.0000000 0.0000000
## 112 1.0000000 0.0000000
## 113 0.0000000 1.0000000
## 114 1.0000000 0.0000000
## 115 0.2000000 0.8000000
## 116 1.0000000 0.0000000
## 117 1.0000000 0.0000000
## 118 0.5000000 0.5000000
## 119 1.0000000 0.0000000
## 120 1.0000000 0.0000000
## 121 0.8000000 0.2000000
## 122 1.0000000 0.0000000
## 123 0.8000000 0.2000000
## 124 0.8000000 0.2000000
## 125 1.0000000 0.0000000
## 126 0.4000000 0.6000000
## 127 0.0000000 1.0000000
## 128 1.0000000 0.0000000
## 129 1.0000000 0.0000000
## 130 1.0000000 0.0000000
## 131 1.0000000 0.0000000
## 132 1.0000000 0.0000000
## 133 1.0000000 0.0000000
## 134 1.0000000 0.0000000
## 135 0.4000000 0.6000000
## 136 1.0000000 0.0000000
## 137 1.0000000 0.0000000
## 138 0.8000000 0.2000000
## 139 1.0000000 0.0000000
## 140 1.0000000 0.0000000
## 141 1.0000000 0.0000000
## 142 0.8000000 0.2000000
## 143 1.0000000 0.0000000
## 144 0.8000000 0.2000000
## 145 1.0000000 0.0000000
## 146 1.0000000 0.0000000
## 147 0.4000000 0.6000000
## 148 1.0000000 0.0000000
## 149 1.0000000 0.0000000
## 150 1.0000000 0.0000000
## 151 0.6000000 0.4000000
## 152 1.0000000 0.0000000
## 153 1.0000000 0.0000000
## 154 0.8000000 0.2000000
## 155 1.0000000 0.0000000
## 156 1.0000000 0.0000000
## 157 0.4000000 0.6000000
## 158 1.0000000 0.0000000
## 159 0.8000000 0.2000000
## 160 0.8000000 0.2000000
## 161 0.8000000 0.2000000
## 162 0.8000000 0.2000000
## 163 1.0000000 0.0000000
## 164 0.6000000 0.4000000
## 165 1.0000000 0.0000000
## 166 1.0000000 0.0000000
## 167 1.0000000 0.0000000
## 168 0.8000000 0.2000000
## 169 0.2000000 0.8000000
## 170 1.0000000 0.0000000
## 171 1.0000000 0.0000000
## 172 0.8000000 0.2000000
## 173 1.0000000 0.0000000
## 174 1.0000000 0.0000000
## 175 1.0000000 0.0000000
## 176 1.0000000 0.0000000
## 177 1.0000000 0.0000000
## 178 1.0000000 0.0000000
## 179 1.0000000 0.0000000
## 180 0.2500000 0.7500000
## 181 1.0000000 0.0000000
## 182 1.0000000 0.0000000
## 183 1.0000000 0.0000000
## 184 0.6666667 0.3333333
## 185 1.0000000 0.0000000
## 186 0.6000000 0.4000000
## 187 0.4000000 0.6000000
## 188 1.0000000 0.0000000
## 189 1.0000000 0.0000000
## 190 1.0000000 0.0000000
## 191 1.0000000 0.0000000
## 192 0.6000000 0.4000000
## 193 0.6000000 0.4000000
## 194 0.4000000 0.6000000
## 195 1.0000000 0.0000000
## 196 0.8000000 0.2000000
## 197 1.0000000 0.0000000
## 198 0.8333333 0.1666667
## 199 1.0000000 0.0000000
## 200 1.0000000 0.0000000
## 201 1.0000000 0.0000000
## 202 1.0000000 0.0000000
## 203 1.0000000 0.0000000
## 204 1.0000000 0.0000000
## 205 1.0000000 0.0000000
## 206 1.0000000 0.0000000
## 207 0.3750000 0.6250000
## 208 1.0000000 0.0000000
## 209 1.0000000 0.0000000
## 210 1.0000000 0.0000000
## 211 0.6000000 0.4000000
## 212 1.0000000 0.0000000
## 213 1.0000000 0.0000000
## 214 0.3333333 0.6666667
## 215 1.0000000 0.0000000
## 216 0.6666667 0.3333333
## 217 0.4000000 0.6000000
## 218 0.8000000 0.2000000
## 219 1.0000000 0.0000000
## 220 1.0000000 0.0000000
## 221 0.2000000 0.8000000
## 222 0.8000000 0.2000000
## 223 0.8000000 0.2000000
## 224 0.4000000 0.6000000
## 225 1.0000000 0.0000000
## 226 1.0000000 0.0000000
## 227 1.0000000 0.0000000
## 228 0.8000000 0.2000000
## 229 1.0000000 0.0000000
## 230 1.0000000 0.0000000
## 231 1.0000000 0.0000000
## 232 1.0000000 0.0000000
## 233 0.8000000 0.2000000
## 234 1.0000000 0.0000000
## 235 0.6000000 0.4000000
## 236 1.0000000 0.0000000
## 237 1.0000000 0.0000000
## 238 0.7142857 0.2857143
## 239 1.0000000 0.0000000
## 240 1.0000000 0.0000000
## 241 0.8333333 0.1666667
## 242 1.0000000 0.0000000
## 243 0.8000000 0.2000000
## 244 0.8000000 0.2000000
## 245 1.0000000 0.0000000
## 246 1.0000000 0.0000000
## 247 1.0000000 0.0000000
## 248 1.0000000 0.0000000
## 249 0.6000000 0.4000000
## 250 1.0000000 0.0000000
## 251 0.2000000 0.8000000
## 252 0.4000000 0.6000000
## 253 0.8000000 0.2000000
## 254 0.8000000 0.2000000
## 255 0.8000000 0.2000000
## 256 1.0000000 0.0000000
## 257 0.6666667 0.3333333
## 258 1.0000000 0.0000000
## 259 1.0000000 0.0000000
## 260 1.0000000 0.0000000
## 261 0.3000000 0.7000000
## 262 0.4000000 0.6000000
## 263 0.5714286 0.4285714
## 264 0.8000000 0.2000000
## 265 1.0000000 0.0000000
## 266 1.0000000 0.0000000
## 267 1.0000000 0.0000000
## 268 1.0000000 0.0000000
## 269 1.0000000 0.0000000
## 270 0.8000000 0.2000000
## 271 0.3333333 0.6666667
## 272 0.6000000 0.4000000
## 273 0.2000000 0.8000000
## 274 1.0000000 0.0000000
## 275 0.6000000 0.4000000
## 276 1.0000000 0.0000000
## 277 1.0000000 0.0000000
## 278 0.7142857 0.2857143
## 279 1.0000000 0.0000000
## 280 1.0000000 0.0000000
## 281 1.0000000 0.0000000
## 282 1.0000000 0.0000000
## 283 0.8000000 0.2000000
## 284 0.5000000 0.5000000
## 285 1.0000000 0.0000000
## 286 0.6000000 0.4000000
## 287 1.0000000 0.0000000
## 288 0.6000000 0.4000000
## 289 1.0000000 0.0000000
## 290 0.8000000 0.2000000
## 291 1.0000000 0.0000000
## 292 1.0000000 0.0000000
## 293 0.6000000 0.4000000
## 294 1.0000000 0.0000000
## 295 1.0000000 0.0000000
## 296 0.5000000 0.5000000
## 297 0.8000000 0.2000000
## 298 0.6000000 0.4000000
## 299 0.5000000 0.5000000
## 300 0.6000000 0.4000000
## 301 1.0000000 0.0000000
## 302 1.0000000 0.0000000
## 303 0.6000000 0.4000000
## 304 1.0000000 0.0000000
## 305 1.0000000 0.0000000
## 306 0.0000000 1.0000000
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## 2419 0.4000000 0.6000000
## 2420 0.0000000 1.0000000
## 2421 0.8000000 0.2000000
## 2422 0.0000000 1.0000000
## 2423 0.0000000 1.0000000
## 2424 0.0000000 1.0000000
## 2425 0.4000000 0.6000000
## 2426 0.2000000 0.8000000
## 2427 0.8000000 0.2000000
## 2428 0.6000000 0.4000000
## 2429 0.0000000 1.0000000
## 2430 0.8000000 0.2000000
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## 2432 0.0000000 1.0000000
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## 2440 0.0000000 1.0000000
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## 2451 0.0000000 1.0000000
## 2452 0.0000000 1.0000000
## 2453 0.2000000 0.8000000
## 2454 0.7142857 0.2857143
## 2455 0.8000000 0.2000000
## 2456 0.0000000 1.0000000
## 2457 0.0000000 1.0000000
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## 2459 0.0000000 1.0000000
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## 2461 0.4000000 0.6000000
## 2462 0.0000000 1.0000000
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## 2465 0.0000000 1.0000000
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## 2467 0.0000000 1.0000000
## 2468 0.1666667 0.8333333
## 2469 0.0000000 1.0000000
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## 2471 0.0000000 1.0000000
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## 2481 0.0000000 1.0000000
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## 2485 0.0000000 1.0000000
## 2486 0.0000000 1.0000000
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## 2488 0.2000000 0.8000000
## 2489 0.0000000 1.0000000
## 2490 0.0000000 1.0000000
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## 2492 0.0000000 1.0000000
## 2493 0.0000000 1.0000000
## 2494 0.0000000 1.0000000
## 2495 0.0000000 1.0000000
## 2496 0.0000000 1.0000000
## 2497 0.0000000 1.0000000
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## 2499 0.2000000 0.8000000
## 2500 0.0000000 1.0000000
## 2501 0.4000000 0.6000000
## 2502 0.2500000 0.7500000
## 2503 0.0000000 1.0000000
## 2504 0.0000000 1.0000000
## 2505 0.0000000 1.0000000
## 2506 0.0000000 1.0000000
## 2507 0.2000000 0.8000000
## 2508 0.0000000 1.0000000
## 2509 0.0000000 1.0000000
## 2510 0.0000000 1.0000000
## 2511 0.6000000 0.4000000
## 2512 0.0000000 1.0000000
## 2513 0.0000000 1.0000000
## 2514 0.0000000 1.0000000
## 2515 0.1666667 0.8333333
## 2516 0.0000000 1.0000000
## 2517 0.8000000 0.2000000
## 2518 0.4000000 0.6000000
## 2519 0.0000000 1.0000000
## 2520 0.0000000 1.0000000
## 2521 0.2000000 0.8000000
## 2522 0.0000000 1.0000000
## 2523 0.0000000 1.0000000
## 2524 0.2000000 0.8000000
## 2525 0.0000000 1.0000000
## 2526 0.0000000 1.0000000
## 2527 0.0000000 1.0000000
## 2528 0.2000000 0.8000000
## 2529 0.0000000 1.0000000
## 2530 0.6000000 0.4000000
## 2531 0.1666667 0.8333333
## 2532 0.6000000 0.4000000
## 2533 0.6000000 0.4000000
## 2534 0.0000000 1.0000000
## 2535 0.0000000 1.0000000
## 2536 0.0000000 1.0000000
## 2537 0.0000000 1.0000000
## 2538 0.0000000 1.0000000
## 2539 0.0000000 1.0000000
## 2540 1.0000000 0.0000000
## 2541 0.3333333 0.6666667
## 2542 0.0000000 1.0000000
## 2543 0.6000000 0.4000000
## 2544 0.4000000 0.6000000
## 2545 0.0000000 1.0000000
## 2546 0.6000000 0.4000000
## 2547 0.0000000 1.0000000
## 2548 0.6000000 0.4000000
## 2549 0.0000000 1.0000000
## 2550 0.2000000 0.8000000
## 2551 0.0000000 1.0000000
## 2552 0.0000000 1.0000000
## 2553 0.0000000 1.0000000
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## 2555 0.0000000 1.0000000
## 2556 0.0000000 1.0000000
## 2557 0.2000000 0.8000000
## 2558 0.0000000 1.0000000
## 2559 0.6000000 0.4000000
## 2560 0.0000000 1.0000000
## 2561 0.0000000 1.0000000
## 2562 0.0000000 1.0000000
## 2563 0.0000000 1.0000000
## 2564 0.0000000 1.0000000
## 2565 0.0000000 1.0000000
## 2566 0.0000000 1.0000000
## 2567 0.0000000 1.0000000
## 2568 0.6666667 0.3333333
## 2569 0.2000000 0.8000000
## 2570 0.6000000 0.4000000
## 2571 0.6000000 0.4000000
## 2572 0.6000000 0.4000000
## 2573 0.0000000 1.0000000
## 2574 0.0000000 1.0000000
## 2575 0.0000000 1.0000000
## 2576 0.0000000 1.0000000
## 2577 0.0000000 1.0000000
## 2578 0.4000000 0.6000000
## 2579 0.0000000 1.0000000
## 2580 0.0000000 1.0000000
## 2581 0.0000000 1.0000000
## 2582 0.0000000 1.0000000
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## 2584 0.0000000 1.0000000
## 2585 0.2000000 0.8000000
## 2586 0.1666667 0.8333333
## 2587 0.0000000 1.0000000
## 2588 0.2000000 0.8000000
## 2589 0.1666667 0.8333333
## 2590 0.0000000 1.0000000
## 2591 0.0000000 1.0000000
## 2592 0.2000000 0.8000000
## 2593 0.0000000 1.0000000
## 2594 0.2000000 0.8000000
## 2595 0.2857143 0.7142857
## 2596 0.2000000 0.8000000
## 2597 0.0000000 1.0000000
## 2598 0.4000000 0.6000000
## 2599 0.0000000 1.0000000
## 2600 0.0000000 1.0000000
## 2601 0.0000000 1.0000000
## 2602 0.0000000 1.0000000
## 2603 0.0000000 1.0000000
## 2604 0.0000000 1.0000000
## 2605 0.0000000 1.0000000
## 2606 0.6000000 0.4000000
## 2607 0.2000000 0.8000000
## 2608 0.0000000 1.0000000
## 2609 0.0000000 1.0000000
## 2610 0.0000000 1.0000000
## 2611 0.0000000 1.0000000
## 2612 0.0000000 1.0000000
## 2613 0.0000000 1.0000000
## 2614 0.0000000 1.0000000
## 2615 0.6000000 0.4000000
## 2616 0.0000000 1.0000000
## 2617 0.6000000 0.4000000
## 2618 0.0000000 1.0000000
## 2619 0.0000000 1.0000000
## 2620 0.0000000 1.0000000
## 2621 0.0000000 1.0000000
## 2622 0.0000000 1.0000000
## 2623 0.0000000 1.0000000
## 2624 0.0000000 1.0000000
## 2625 0.0000000 1.0000000
## 2626 0.0000000 1.0000000
## 2627 0.0000000 1.0000000
## 2628 0.6000000 0.4000000
## 2629 0.0000000 1.0000000
## 2630 0.0000000 1.0000000
## 2631 0.0000000 1.0000000
## 2632 0.2000000 0.8000000
## 2633 0.0000000 1.0000000
## 2634 0.0000000 1.0000000
## 2635 0.2000000 0.8000000
## 2636 0.0000000 1.0000000
## 2637 0.0000000 1.0000000
## 2638 0.0000000 1.0000000
## 2639 0.0000000 1.0000000
## 2640 0.6000000 0.4000000
## 2641 0.0000000 1.0000000
## 2642 0.0000000 1.0000000
## 2643 0.0000000 1.0000000
## 2644 0.4000000 0.6000000
## 2645 0.2000000 0.8000000
## 2646 0.0000000 1.0000000
## 2647 0.4000000 0.6000000
## 2648 0.0000000 1.0000000
## 2649 0.0000000 1.0000000
## 2650 0.0000000 1.0000000
## 2651 0.1666667 0.8333333
## 2652 0.0000000 1.0000000
## 2653 0.0000000 1.0000000
## 2654 0.0000000 1.0000000
## 2655 0.0000000 1.0000000
## 2656 0.2857143 0.7142857
## 2657 0.0000000 1.0000000
## 2658 0.4000000 0.6000000
## 2659 0.2000000 0.8000000
## 2660 0.0000000 1.0000000
## 2661 0.8000000 0.2000000
## 2662 0.2000000 0.8000000
## 2663 0.0000000 1.0000000
## 2664 0.0000000 1.0000000
## 2665 0.0000000 1.0000000
## 2666 0.6000000 0.4000000
## 2667 0.0000000 1.0000000
## 2668 0.0000000 1.0000000
## 2669 0.0000000 1.0000000
## 2670 0.2000000 0.8000000
## 2671 0.0000000 1.0000000
## 2672 0.0000000 1.0000000
## 2673 0.0000000 1.0000000
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## 2675 0.0000000 1.0000000
## 2676 0.0000000 1.0000000
## 2677 0.0000000 1.0000000
## 2678 0.2000000 0.8000000
## 2679 0.0000000 1.0000000
## 2680 0.2857143 0.7142857
## 2681 0.4000000 0.6000000
## 2682 1.0000000 0.0000000
## 2683 0.6000000 0.4000000
## 2684 0.0000000 1.0000000
## 2685 0.4000000 0.6000000
## 2686 0.6000000 0.4000000
## 2687 0.1666667 0.8333333
## 2688 0.0000000 1.0000000
## 2689 0.6000000 0.4000000
## 2690 0.0000000 1.0000000
## 2691 0.0000000 1.0000000
## 2692 0.8000000 0.2000000
## 2693 0.4000000 0.6000000
## 2694 0.0000000 1.0000000
## 2695 0.5000000 0.5000000
## 2696 0.0000000 1.0000000
## 2697 0.0000000 1.0000000
## 2698 0.4000000 0.6000000
## 2699 0.0000000 1.0000000
## 2700 0.0000000 1.0000000
## 2701 0.2000000 0.8000000
## 2702 0.0000000 1.0000000
## 2703 0.0000000 1.0000000
## 2704 0.0000000 1.0000000
## 2705 0.6000000 0.4000000
## 2706 0.0000000 1.0000000
## 2707 0.2000000 0.8000000
## 2708 0.0000000 1.0000000
## 2709 0.0000000 1.0000000
## 2710 0.0000000 1.0000000
## 2711 0.0000000 1.0000000
## 2712 0.0000000 1.0000000
## 2713 0.0000000 1.0000000
## 2714 0.0000000 1.0000000
## 2715 0.4000000 0.6000000
## 2716 0.0000000 1.0000000
## 2717 0.0000000 1.0000000
## 2718 0.0000000 1.0000000
## 2719 0.0000000 1.0000000
## 2720 0.2000000 0.8000000
## 2721 0.2000000 0.8000000
## 2722 0.8000000 0.2000000
## 2723 0.0000000 1.0000000
## 2724 0.2000000 0.8000000
## 2725 0.0000000 1.0000000
## 2726 0.2000000 0.8000000
## 2727 0.6000000 0.4000000
## 2728 0.2000000 0.8000000
## 2729 0.1666667 0.8333333
## 2730 0.4000000 0.6000000
## 2731 0.0000000 1.0000000
## 2732 0.0000000 1.0000000
## 2733 0.3333333 0.6666667
## 2734 0.0000000 1.0000000
## 2735 0.0000000 1.0000000
## 2736 0.0000000 1.0000000
## 2737 0.0000000 1.0000000
## 2738 0.0000000 1.0000000
## 2739 0.0000000 1.0000000
## 2740 0.0000000 1.0000000
## 2741 0.4000000 0.6000000
## 2742 0.1666667 0.8333333
## 2743 0.2857143 0.7142857
## 2744 0.4000000 0.6000000
## 2745 0.2000000 0.8000000
## 2746 0.2857143 0.7142857
## 2747 0.0000000 1.0000000
## 2748 0.0000000 1.0000000
## 2749 0.0000000 1.0000000
## 2750 1.0000000 0.0000000
## 2751 0.0000000 1.0000000
## 2752 0.0000000 1.0000000
## 2753 0.0000000 1.0000000
## 2754 0.0000000 1.0000000
## 2755 0.0000000 1.0000000
## 2756 0.0000000 1.0000000
## 2757 0.6000000 0.4000000
## 2758 0.0000000 1.0000000
## 2759 0.8000000 0.2000000
## 2760 0.0000000 1.0000000
## 2761 0.1666667 0.8333333
## 2762 0.0000000 1.0000000
## 2763 0.6000000 0.4000000
## 2764 0.0000000 1.0000000
## 2765 0.6000000 0.4000000
## 2766 0.0000000 1.0000000
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## 2768 0.6000000 0.4000000
## 2769 0.4000000 0.6000000
## 2770 0.0000000 1.0000000
## 2771 0.8000000 0.2000000
## 2772 0.0000000 1.0000000
## 2773 0.0000000 1.0000000
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## 2775 0.4000000 0.6000000
## 2776 0.0000000 1.0000000
## 2777 0.8000000 0.2000000
## 2778 0.0000000 1.0000000
## 2779 0.2000000 0.8000000
## 2780 0.0000000 1.0000000
## 2781 0.0000000 1.0000000
## 2782 0.0000000 1.0000000
## 2783 0.4000000 0.6000000
## 2784 0.0000000 1.0000000
## 2785 0.4000000 0.6000000
## 2786 0.0000000 1.0000000
## 2787 0.8000000 0.2000000
## 2788 0.0000000 1.0000000
## 2789 0.0000000 1.0000000
## 2790 0.0000000 1.0000000
## 2791 0.0000000 1.0000000
## 2792 0.0000000 1.0000000
## 2793 0.6000000 0.4000000
## 2794 0.0000000 1.0000000
## 2795 0.0000000 1.0000000
## 2796 0.0000000 1.0000000
## 2797 0.8000000 0.2000000
## 2798 0.2000000 0.8000000
## 2799 0.0000000 1.0000000
## 2800 0.6000000 0.4000000
## 2801 0.1666667 0.8333333
## 2802 0.0000000 1.0000000
## 2803 0.0000000 1.0000000
## 2804 0.0000000 1.0000000
## 2805 0.4000000 0.6000000
## 2806 0.4000000 0.6000000
## 2807 0.0000000 1.0000000
## 2808 0.0000000 1.0000000
## 2809 0.6000000 0.4000000
## 2810 0.1666667 0.8333333
## 2811 0.0000000 1.0000000
## 2812 0.6000000 0.4000000
## 2813 0.2000000 0.8000000
## 2814 0.0000000 1.0000000
## 2815 0.0000000 1.0000000
## 2816 0.0000000 1.0000000
## 2817 0.0000000 1.0000000
## 2818 0.0000000 1.0000000
## 2819 0.8000000 0.2000000
## 2820 0.0000000 1.0000000
## 2821 0.0000000 1.0000000
## 2822 0.0000000 1.0000000
## 2823 0.0000000 1.0000000
## 2824 0.8000000 0.2000000
## 2825 0.0000000 1.0000000
## 2826 0.0000000 1.0000000
## 2827 0.0000000 1.0000000
## 2828 0.0000000 1.0000000
## 2829 0.1666667 0.8333333
## 2830 0.0000000 1.0000000
## 2831 1.0000000 0.0000000
## 2832 0.0000000 1.0000000
## 2833 0.8000000 0.2000000
## 2834 0.0000000 1.0000000
## 2835 0.2000000 0.8000000
## 2836 0.0000000 1.0000000
## 2837 1.0000000 0.0000000
## 2838 1.0000000 0.0000000
## 2839 0.2000000 0.8000000
## 2840 0.8000000 0.2000000
## 2841 0.0000000 1.0000000
## 2842 0.2000000 0.8000000
## 2843 0.0000000 1.0000000
## 2844 0.0000000 1.0000000
## 2845 0.0000000 1.0000000
## 2846 0.0000000 1.0000000
## 2847 0.3333333 0.6666667
## 2848 0.6000000 0.4000000
## 2849 0.0000000 1.0000000
## 2850 0.0000000 1.0000000
## 2851 0.0000000 1.0000000
## 2852 0.0000000 1.0000000
## 2853 0.0000000 1.0000000
## 2854 0.4000000 0.6000000
## 2855 0.0000000 1.0000000
## 2856 0.0000000 1.0000000
## 2857 0.0000000 1.0000000
## 2858 0.0000000 1.0000000
## 2859 0.0000000 1.0000000
## 2860 0.0000000 1.0000000
## 2861 0.0000000 1.0000000
## 2862 0.2000000 0.8000000
## 2863 1.0000000 0.0000000
## 2864 0.2000000 0.8000000
## 2865 0.0000000 1.0000000
## 2866 0.0000000 1.0000000
## 2867 0.4000000 0.6000000
## 2868 0.0000000 1.0000000
## 2869 0.0000000 1.0000000
## 2870 0.2000000 0.8000000
## 2871 0.2000000 0.8000000
## 2872 0.0000000 1.0000000
## 2873 0.0000000 1.0000000
## 2874 0.0000000 1.0000000
## 2875 0.0000000 1.0000000
## 2876 0.2000000 0.8000000
## 2877 1.0000000 0.0000000
## 2878 0.0000000 1.0000000
## 2879 0.0000000 1.0000000
## 2880 0.0000000 1.0000000
## 2881 0.0000000 1.0000000
## 2882 0.0000000 1.0000000
## 2883 0.0000000 1.0000000
## 2884 0.0000000 1.0000000
## 2885 1.0000000 0.0000000
## 2886 0.0000000 1.0000000
## 2887 0.0000000 1.0000000
## 2888 0.4000000 0.6000000
## 2889 0.0000000 1.0000000
## 2890 0.0000000 1.0000000
## 2891 0.0000000 1.0000000
## 2892 0.0000000 1.0000000
## 2893 0.6000000 0.4000000
## 2894 0.0000000 1.0000000
## 2895 0.6000000 0.4000000
## 2896 0.2000000 0.8000000
## 2897 0.4000000 0.6000000
## 2898 0.0000000 1.0000000
## 2899 0.0000000 1.0000000
## 2900 0.6000000 0.4000000
## 2901 0.0000000 1.0000000
## 2902 0.0000000 1.0000000
## 2903 0.0000000 1.0000000
## 2904 0.0000000 1.0000000
## 2905 0.0000000 1.0000000
## 2906 0.0000000 1.0000000
## 2907 0.0000000 1.0000000
## 2908 0.0000000 1.0000000
## 2909 0.0000000 1.0000000
## 2910 0.0000000 1.0000000
## 2911 0.0000000 1.0000000
## 2912 0.0000000 1.0000000
## 2913 1.0000000 0.0000000
## 2914 0.8000000 0.2000000
## 2915 0.8000000 0.2000000
## 2916 0.0000000 1.0000000
## 2917 0.0000000 1.0000000
## 2918 0.6000000 0.4000000
## 2919 0.0000000 1.0000000
## 2920 0.4285714 0.5714286
## 2921 1.0000000 0.0000000
## 2922 0.6000000 0.4000000
## 2923 0.0000000 1.0000000
## 2924 0.6000000 0.4000000
## 2925 0.0000000 1.0000000
## 2926 0.8000000 0.2000000
## 2927 0.0000000 1.0000000
## 2928 0.2000000 0.8000000
## 2929 0.0000000 1.0000000
## 2930 0.2000000 0.8000000
## 2931 0.0000000 1.0000000
## 2932 0.1666667 0.8333333
## 2933 0.6000000 0.4000000
## 2934 0.0000000 1.0000000
## 2935 0.0000000 1.0000000
## 2936 0.2000000 0.8000000
## 2937 0.2000000 0.8000000
## 2938 0.0000000 1.0000000
## 2939 0.2000000 0.8000000
## 2940 0.0000000 1.0000000
## 2941 0.0000000 1.0000000
## 2942 0.0000000 1.0000000
## 2943 0.2000000 0.8000000
## 2944 0.0000000 1.0000000
## 2945 0.4000000 0.6000000
## 2946 0.6000000 0.4000000
## 2947 0.5000000 0.5000000
## 2948 0.4000000 0.6000000
## 2949 0.0000000 1.0000000
## 2950 0.0000000 1.0000000
## 2951 0.0000000 1.0000000
## 2952 0.0000000 1.0000000
## 2953 0.0000000 1.0000000
## 2954 0.4000000 0.6000000
## 2955 0.2000000 0.8000000
## 2956 0.8000000 0.2000000
## 2957 0.0000000 1.0000000
## 2958 0.0000000 1.0000000
## 2959 0.0000000 1.0000000
## 2960 0.1666667 0.8333333
## 2961 0.0000000 1.0000000
## 2962 0.3333333 0.6666667
## 2963 0.0000000 1.0000000
## 2964 0.0000000 1.0000000
## 2965 0.8000000 0.2000000
## 2966 0.1666667 0.8333333
## 2967 0.0000000 1.0000000
## 2968 0.0000000 1.0000000
## 2969 0.4000000 0.6000000
## 2970 0.6000000 0.4000000
## 2971 0.2000000 0.8000000
## 2972 0.6000000 0.4000000
## 2973 0.8000000 0.2000000
## 2974 0.8000000 0.2000000
## 2975 0.0000000 1.0000000
## 2976 0.0000000 1.0000000
## 2977 0.0000000 1.0000000
## 2978 0.0000000 1.0000000
## 2979 0.0000000 1.0000000
## 2980 0.0000000 1.0000000
## 2981 0.0000000 1.0000000
## 2982 0.0000000 1.0000000
## 2983 0.2000000 0.8000000
## 2984 0.1666667 0.8333333
## 2985 0.2000000 0.8000000
## 2986 0.0000000 1.0000000
## 2987 0.0000000 1.0000000
## 2988 0.0000000 1.0000000
## 2989 0.2000000 0.8000000
## 2990 0.0000000 1.0000000
## 2991 0.0000000 1.0000000
## 2992 0.8000000 0.2000000
## 2993 0.0000000 1.0000000
## 2994 0.2000000 0.8000000
## 2995 0.0000000 1.0000000
## 2996 0.0000000 1.0000000
## 2997 0.0000000 1.0000000
## 2998 0.8000000 0.2000000
## 2999 0.0000000 1.0000000
## 3000 0.0000000 1.0000000
## 3001 0.1666667 0.8333333Step 6: Performance Evaluation of Model
# Confusion matrix
# conf_matrix <- confusionMatrix(rfc_pred, testData$is_fraud)
# print(conf_matrix$table)
# print(conf_matrix)