Objetivo: Analizar datos de salarios
Librerias
library(readr)
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, union
require(stats) # Para tener la misma semilla cuando la generemos
salarios <- read.csv("C:/Users/Matilda/Documents/Ciencia de los datos/Datos/Salaries.csv", encoding = "UTF-8")
# salarios # Ya no los queremos ver
str(salarios)
## 'data.frame': 148654 obs. of 13 variables:
## $ X.U.FEFF.Id : int 1 2 3 4 5 6 7 8 9 10 ...
## $ EmployeeName : Factor w/ 110810 levels "A Bernard Fatooh",..: 77636 34712 1560 17232 81101 23164 3271 22709 73975 47938 ...
## $ JobTitle : Factor w/ 2159 levels "Account Clerk",..: 836 298 298 2149 594 135 246 609 246 370 ...
## $ BasePay : num 167411 155966 212739 77916 134402 ...
## $ OvertimePay : num 0 245132 106088 56121 9737 ...
## $ OtherPay : num 400184 137811 16453 198307 182235 ...
## $ Benefits : num NA NA NA NA NA NA NA NA NA NA ...
## $ TotalPay : num 567595 538909 335280 332344 326373 ...
## $ TotalPayBenefits: num 567595 538909 335280 332344 326373 ...
## $ Year : int 2011 2011 2011 2011 2011 2011 2011 2011 2011 2011 ...
## $ Notes : logi NA NA NA NA NA NA ...
## $ Agency : Factor w/ 1 level "San Francisco": 1 1 1 1 1 1 1 1 1 1 ...
## $ Status : Factor w/ 3 levels "","FT","PT": 1 1 1 1 1 1 1 1 1 1 ...
summary(salarios)
## X.U.FEFF.Id EmployeeName
## Min. : 1 Kevin Lee : 13
## 1st Qu.: 37164 Richard Lee : 11
## Median : 74328 Steven Lee : 11
## Mean : 74328 William Wong: 11
## 3rd Qu.:111491 John Chan : 9
## Max. :148654 KEVIN LEE : 9
## (Other) :148590
## JobTitle BasePay
## Transit Operator : 7036 Min. : -166
## Special Nurse : 4389 1st Qu.: 33588
## Registered Nurse : 3736 Median : 65007
## Public Svc Aide-Public Works: 2518 Mean : 66325
## Police Officer 3 : 2421 3rd Qu.: 94691
## Custodian : 2418 Max. :319275
## (Other) :126136 NA's :609
## OvertimePay OtherPay Benefits
## Min. : -0.01 Min. : -7058.6 Min. : -33.89
## 1st Qu.: 0.00 1st Qu.: 0.0 1st Qu.:11535.40
## Median : 0.00 Median : 811.3 Median :28628.62
## Mean : 5066.06 Mean : 3648.8 Mean :25007.89
## 3rd Qu.: 4658.18 3rd Qu.: 4236.1 3rd Qu.:35566.86
## Max. :245131.88 Max. :400184.2 Max. :96570.66
## NA's :4 NA's :4 NA's :36163
## TotalPay TotalPayBenefits Year Notes
## Min. : -618.1 Min. : -618.1 Min. :2011 Mode:logical
## 1st Qu.: 36169.0 1st Qu.: 44065.7 1st Qu.:2012 NA's:148654
## Median : 71426.6 Median : 92404.1 Median :2013
## Mean : 74768.3 Mean : 93692.6 Mean :2013
## 3rd Qu.:105839.1 3rd Qu.:132876.5 3rd Qu.:2014
## Max. :567595.4 Max. :567595.4 Max. :2014
##
## Agency Status
## San Francisco:148654 :110535
## FT: 22334
## PT: 15785
##
##
##
##
head(salarios) # los primeros registros
## X.U.FEFF.Id EmployeeName
## 1 1 NATHANIEL FORD
## 2 2 GARY JIMENEZ
## 3 3 ALBERT PARDINI
## 4 4 CHRISTOPHER CHONG
## 5 5 PATRICK GARDNER
## 6 6 DAVID SULLIVAN
## JobTitle BasePay OvertimePay
## 1 GENERAL MANAGER-METROPOLITAN TRANSIT AUTHORITY 167411.2 0.00
## 2 CAPTAIN III (POLICE DEPARTMENT) 155966.0 245131.88
## 3 CAPTAIN III (POLICE DEPARTMENT) 212739.1 106088.18
## 4 WIRE ROPE CABLE MAINTENANCE MECHANIC 77916.0 56120.71
## 5 DEPUTY CHIEF OF DEPARTMENT,(FIRE DEPARTMENT) 134401.6 9737.00
## 6 ASSISTANT DEPUTY CHIEF II 118602.0 8601.00
## OtherPay Benefits TotalPay TotalPayBenefits Year Notes Agency
## 1 400184.2 NA 567595.4 567595.4 2011 NA San Francisco
## 2 137811.4 NA 538909.3 538909.3 2011 NA San Francisco
## 3 16452.6 NA 335279.9 335279.9 2011 NA San Francisco
## 4 198306.9 NA 332343.6 332343.6 2011 NA San Francisco
## 5 182234.6 NA 326373.2 326373.2 2011 NA San Francisco
## 6 189082.7 NA 316285.7 316285.7 2011 NA San Francisco
## Status
## 1
## 2
## 3
## 4
## 5
## 6
Filtrar datos del empleado “Kevin Lee”
cuantos<-filter(salarios, EmployeeName =="Kevin Lee")
cuantos<-filter(salarios, EmployeeName =="Kevin Lee" & Year == 2014)
str(cuantos)
## 'data.frame': 4 obs. of 13 variables:
## $ X.U.FEFF.Id : int 112386 123142 124166 124659
## $ EmployeeName : Factor w/ 110810 levels "A Bernard Fatooh",..: 57467 57467 57467 57467
## $ JobTitle : Factor w/ 2159 levels "Account Clerk",..: 1778 1005 1349 2038
## $ BasePay : num 137982 91606 88353 67230
## $ OvertimePay : num 18537 0 0 10961
## $ OtherPay : num 16040 1013 0 4051
## $ Benefits : num 43039 34110 33172 36778
## $ TotalPay : num 172559 92619 88353 82242
## $ TotalPayBenefits: num 215598 126729 121525 119020
## $ Year : int 2014 2014 2014 2014
## $ Notes : logi NA NA NA NA
## $ Agency : Factor w/ 1 level "San Francisco": 1 1 1 1
## $ Status : Factor w/ 3 levels "","FT","PT": 2 2 2 2
nrow(cuantos)
## [1] 4
Todos los empleados que esten en el rango de salario de 150 mil a 170 mil en el 2012
cuantos<-filter(salarios,TotalPayBenefits>=150000 & TotalPayBenefits<=170000 & Year == 2012)
str(cuantos)
## 'data.frame': 2913 obs. of 13 variables:
## $ X.U.FEFF.Id : int 41218 41219 41220 41221 41222 41223 41224 41225 41226 41227 ...
## $ EmployeeName : Factor w/ 110810 levels "A Bernard Fatooh",..: 16010 20663 88354 60640 94542 73444 45099 108649 89546 64494 ...
## $ JobTitle : Factor w/ 2159 levels "Account Clerk",..: 1565 2087 234 806 615 1414 1413 1565 1415 625 ...
## $ BasePay : num 112611 102662 97609 110847 88374 ...
## $ OvertimePay : num 5648 19465 22952 3927 33428 ...
## $ OtherPay : num 6037 6254 8148 18492 10512 ...
## $ Benefits : num 45699 41608 41273 36714 37660 ...
## $ TotalPay : num 124296 128382 128709 133266 132314 ...
## $ TotalPayBenefits: num 169995 169990 169982 169980 169973 ...
## $ Year : int 2012 2012 2012 2012 2012 2012 2012 2012 2012 2012 ...
## $ Notes : logi NA NA NA NA NA NA ...
## $ Agency : Factor w/ 1 level "San Francisco": 1 1 1 1 1 1 1 1 1 1 ...
## $ Status : Factor w/ 3 levels "","FT","PT": 1 1 1 1 1 1 1 1 1 1 ...
nrow(cuantos)
## [1] 2913
Registros por encima del cuartil 75
cuartil75<-quantile(salarios$TotalPayBenefits, 0.75)
cuantos<-filter(salarios,TotalPayBenefits>=cuartil75)
str(cuantos) # Estructura de cuantos
## 'data.frame': 37164 obs. of 13 variables:
## $ X.U.FEFF.Id : int 1 2 3 4 5 6 7 8 9 10 ...
## $ EmployeeName : Factor w/ 110810 levels "A Bernard Fatooh",..: 77636 34712 1560 17232 81101 23164 3271 22709 73975 47938 ...
## $ JobTitle : Factor w/ 2159 levels "Account Clerk",..: 836 298 298 2149 594 135 246 609 246 370 ...
## $ BasePay : num 167411 155966 212739 77916 134402 ...
## $ OvertimePay : num 0 245132 106088 56121 9737 ...
## $ OtherPay : num 400184 137811 16453 198307 182235 ...
## $ Benefits : num NA NA NA NA NA NA NA NA NA NA ...
## $ TotalPay : num 567595 538909 335280 332344 326373 ...
## $ TotalPayBenefits: num 567595 538909 335280 332344 326373 ...
## $ Year : int 2011 2011 2011 2011 2011 2011 2011 2011 2011 2011 ...
## $ Notes : logi NA NA NA NA NA NA ...
## $ Agency : Factor w/ 1 level "San Francisco": 1 1 1 1 1 1 1 1 1 1 ...
## $ Status : Factor w/ 3 levels "","FT","PT": 1 1 1 1 1 1 1 1 1 1 ...
nrow(cuantos)
## [1] 37164
Proyectar atributos de un conjunto de datos por medio de select
Primero un select y despues un filter o viceversa
registros <- select(salarios, EmployeeName, TotalPayBenefits, Year)
#registros
cuales<-filter(registros, TotalPayBenefits>=150000 & TotalPayBenefits<=170000 & Year == 2012)
cuales
## EmployeeName TotalPayBenefits Year
## 1 Cheryl De Lemos 169995.4 2012
## 2 Daniel Godfrey 169990.1 2012
## 3 Robert Harvey 169982.0 2012
## 4 Lawrence McDonnell 169980.4 2012
## 5 Sergio Chavez 169973.1 2012
## 6 Michael Grande 169970.4 2012
## 7 Jeffrey Chow 169963.2 2012
## 8 Winilyn Hidalgo 169960.5 2012
## 9 Rodney Lee 169960.3 2012
## 10 Lucille Palma 169940.8 2012
## 11 Jonathan Rapp 169939.2 2012
## 12 Ajay Saxena 169936.3 2012
## 13 Albert Tom 169933.8 2012
## 14 Edith Hammond 169930.6 2012
## 15 Hector Tam 169925.7 2012
## 16 Eugene Ling 169898.1 2012
## 17 Xing Wang 169897.1 2012
## 18 Crystal McDonald 169893.1 2012
## 19 Patrick Cox 169890.4 2012
## 20 Balraj Singh Rai 169887.5 2012
## 21 Jennifer Northridge 169879.5 2012
## 22 Roger Fong 169876.2 2012
## 23 Edgar Tabo 169876.1 2012
## 24 Kin Lee 169864.1 2012
## 25 Kevin Adkins 169849.0 2012
## 26 Curtis Caldwell 169837.2 2012
## 27 Dianna Yanez 169831.5 2012
## 28 Samuel Yu 169820.4 2012
## 29 Eugene Shu 169811.9 2012
## 30 Dale Winniford 169799.7 2012
## 31 Clifford Burkhart 169798.2 2012
## 32 Suzanne Miller 169794.0 2012
## 33 Catheryn Williams 169791.3 2012
## 34 Stephen Gritsch 169741.6 2012
## 35 Maria Cecilia Martin 169740.3 2012
## 36 Russell Roby 169736.7 2012
## 37 Lawrence Soe 169732.1 2012
## 38 Stephon Degand 169723.0 2012
## 39 Michelle Tong 169704.5 2012
## 40 James Kazarian 169704.2 2012
## 41 Violeta Del Mundo 169699.7 2012
## 42 Fred Lew 169693.3 2012
## 43 Donald Bannett 169688.4 2012
## 44 Miles Young 169673.6 2012
## 45 Victor Le 169660.8 2012
## 46 Eric Louie 169660.2 2012
## 47 Lawrence Ng 169654.4 2012
## 48 Eduard Ochoa 169639.7 2012
## 49 Geoffrey Clayton 169635.6 2012
## 50 Rona Sandler 169633.7 2012
## 51 Larry Para 169624.0 2012
## 52 Tracy Miesen 169619.6 2012
## 53 Linda Moore 169607.8 2012
## 54 Kaushal Bhaskar 169591.4 2012
## 55 Moses Bautista 169562.9 2012
## 56 Sophal Chea 169556.0 2012
## 57 John Edward Herbert 169540.4 2012
## 58 Shao Ping Lai 169540.4 2012
## 59 William McCarthy 169527.5 2012
## 60 Keith Baraka 169526.0 2012
## 61 Richie Owyang 169518.8 2012
## 62 Kenyon Bowers 169509.4 2012
## 63 Herbert Mariano 169502.8 2012
## 64 Maria Perez 169493.4 2012
## 65 Gail Clabby 169492.0 2012
## 66 Philip Secondez 169485.0 2012
## 67 Marco Desangles 169480.8 2012
## 68 Wilfredo Arquiza 169479.5 2012
## 69 David Sands 169467.2 2012
## 70 M J Castagnola 169463.2 2012
## 71 Edwin Gaffud 169454.9 2012
## 72 Sarah Lindley 169453.5 2012
## 73 Carlos Manfredi 169442.4 2012
## 74 Cathal Hennessy 169442.1 2012
## 75 Diana Rosenstein 169432.1 2012
## 76 Mary Russo 169431.2 2012
## 77 Jeffrey Spano 169411.1 2012
## 78 Craig Wong 169409.1 2012
## 79 Fidel Gonzalez 169378.5 2012
## 80 Deborah Heuerman 169373.7 2012
## 81 Maria Lopez 169357.5 2012
## 82 Diane Scarlet 169355.0 2012
## 83 Cassandra Chapman-Tabor 169343.9 2012
## 84 Gabriel Rodriguez 169331.7 2012
## 85 Jeff Lai 169315.0 2012
## 86 Thomas Macmahon 169308.8 2012
## 87 Burton Wan 169307.1 2012
## 88 Edwin Lee 169304.4 2012
## 89 Kenneth Lim 169296.0 2012
## 90 Thanh Nguyen 169295.9 2012
## 91 Robert Boughn 169290.0 2012
## 92 Joseph Boyle 169275.7 2012
## 93 Antonio Balingit 169272.0 2012
## 94 Garrett Edwards 169266.9 2012
## 95 Shane Oneill 169255.5 2012
## 96 Mary Callahan 169245.2 2012
## 97 George Engel 169243.8 2012
## 98 Barry Parker 169242.4 2012
## 99 Jonathan Rider 169240.6 2012
## 100 William Reilly 169239.7 2012
## 101 Oren Davis 169235.3 2012
## 102 Shauna Rose 169218.2 2012
## 103 John Rowland 169217.7 2012
## 104 Raymond Padmore 169214.4 2012
## 105 Carol Davenport 169211.9 2012
## 106 Edward Carew 169203.0 2012
## 107 Rodney Fitzpatrick 169192.4 2012
## 108 Lily Wang 169191.7 2012
## 109 Yvonne Fuentes-Pattishall 169171.5 2012
## 110 Elpidio Seletaria Jr 169161.2 2012
## 111 Eric Kjelsberg 169150.7 2012
## 112 James Grant 169136.8 2012
## 113 Yin Chan 169131.3 2012
## 114 Manito Velasco 169130.3 2012
## 115 Lavante Mitchell 169126.5 2012
## 116 Simon Tam 169123.0 2012
## 117 Amy Swanson 169121.9 2012
## 118 Armando Quintana 169112.3 2012
## 119 Stephen OSullivan 169107.8 2012
## 120 Romina Izaguirre 169091.8 2012
## 121 Victor Siao 169089.8 2012
## 122 Thomas Petersen 169089.4 2012
## 123 Angelo Spagnoli 169087.7 2012
## 124 Joseph Molinari 169082.7 2012
## 125 Chhunmeng Tov 169061.5 2012
## 126 Kevin Stancombe 169057.4 2012
## 127 Andy Wong 169051.6 2012
## 128 Eric Kondo 169042.5 2012
## 129 Ronald Lombardi 169035.7 2012
## 130 John Hallisy 169028.5 2012
## 131 David Camerlo 169028.5 2012
## 132 Thomas Jang 169020.9 2012
## 133 Richard Graham 169017.5 2012
## 134 William Wilkinson 169003.4 2012
## 135 Mary Murphy 168997.5 2012
## 136 Michael Dean 168990.1 2012
## 137 Mary Warren 168977.2 2012
## 138 Reuben Reyes 168968.8 2012
## 139 John Kositzin 168966.9 2012
## 140 Waylen Wang 168953.5 2012
## 141 Mary Navickas 168951.9 2012
## 142 Alfredo Tio 168948.6 2012
## 143 Ponciano Sulit Jr 168938.3 2012
## 144 Mark Pandori 168921.1 2012
## 145 Paul Francis Mariano 168920.8 2012
## 146 Nancy Tung 168918.2 2012
## 147 Dennis Dang 168915.4 2012
## 148 Jenny Wei-Ying Louie 168895.6 2012
## 149 Gregory Dito 168888.3 2012
## 150 Yvonne Cobbs 168887.8 2012
## 151 Charles Bellah 168887.4 2012
## 152 Dan Truong 168886.3 2012
## 153 Waymen Gee 168883.8 2012
## 154 Lindsey Suslow 168875.0 2012
## 155 Judy Chin 168874.7 2012
## 156 Hank Lum 168874.1 2012
## 157 Yan Zou 168873.0 2012
## 158 Donald Richman 168872.6 2012
## 159 Baron Darnell 168861.4 2012
## 160 Wendi Boselli 168860.4 2012
## 161 Wendy Wells 168857.6 2012
## 162 Anthony Garrett 168857.1 2012
## 163 Ahmad Moghbel 168850.9 2012
## 164 Albert Tom 168842.4 2012
## 165 Albert Wong 168841.0 2012
## 166 Ted Leung 168838.6 2012
## 167 Louis Vallerga 168819.3 2012
## 168 Eileen Needham 168819.0 2012
## 169 Conroy Tam 168818.5 2012
## 170 Edward Ho 168813.1 2012
## 171 John Kwong 168806.7 2012
## 172 Glenn Hunt 168799.6 2012
## 173 Bryant Woo 168793.3 2012
## 174 Heather Bollinger 168791.8 2012
## 175 Linda Leong 168786.8 2012
## 176 Filipinas Guasque 168780.9 2012
## 177 Daniel Kim 168777.0 2012
## 178 Douglas Ullman 168771.0 2012
## 179 Joseph Ferrer 168762.5 2012
## 180 Angelito Camerino 168761.2 2012
## 181 Matthew Valmonte 168757.4 2012
## 182 James Blue 168757.4 2012
## 183 Catherine Weiser 168755.8 2012
## 184 Lesley Wong 168751.0 2012
## 185 Kenneth Sanchez 168746.9 2012
## 186 John Chien 168746.0 2012
## 187 Steven Ferraz 168744.6 2012
## 188 Robbin Boykin 168738.7 2012
## 189 Tommie Bartley 168731.2 2012
## 190 David Leung 168730.7 2012
## 191 Xavier Murillo 168729.8 2012
## 192 Sergio Barraza 168728.4 2012
## 193 Mun Choi 168722.1 2012
## 194 Victor Lubet 168716.6 2012
## 195 Erick Santiago 168713.5 2012
## 196 Salome Esteves 168707.0 2012
## 197 Brian Ng 168706.0 2012
## 198 Chu Fei Ho 168698.6 2012
## 199 Steven Lee 168691.5 2012
## 200 Jennifer Liu 168686.1 2012
## 201 Gene Gabriel 168682.4 2012
## 202 Darren Arkava 168675.6 2012
## 203 Feliciano Pili 168672.9 2012
## 204 Nelson Szeto 168670.4 2012
## 205 Steven Thomazin 168659.6 2012
## 206 Eddie Tsui 168652.5 2012
## 207 Jan Bryan Reyes 168649.5 2012
## 208 Marilyn Daniels 168645.9 2012
## 209 Shirley Chin 168639.3 2012
## 210 Warren Leong 168634.5 2012
## 211 William Scott 168630.6 2012
## 212 Karen Hernandez 168629.9 2012
## 213 Raymond Chu 168613.5 2012
## 214 Mandana Siyadat 168612.6 2012
## 215 Carl Farsai 168612.2 2012
## 216 Jared Dunn 168612.0 2012
## 217 Lynn Fong 168608.8 2012
## 218 Kent Ford 168605.7 2012
## 219 Mongkol Mahavongtrakul 168604.5 2012
## 220 Hadi Razzaq 168573.2 2012
## 221 Ryan Macaulay 168566.1 2012
## 222 Tiffany Sutton 168564.5 2012
## 223 Jeffery Sung 168563.1 2012
## 224 Willy Yau 168561.3 2012
## 225 Neil Hopper 168559.9 2012
## 226 Nicholas Apodaca 168549.0 2012
## 227 Stanley So 168547.9 2012
## 228 Alexis Dufour 168546.5 2012
## 229 Michael Tsang 168542.3 2012
## 230 John Moren 168533.2 2012
## 231 Edmund Shum 168518.6 2012
## 232 James Kennedy 168501.1 2012
## 233 Charles Drane 168495.6 2012
## 234 Alice Yan 168494.0 2012
## 235 Kenneth Yee 168490.5 2012
## 236 Eunice Au-Yeung 168488.9 2012
## 237 Carol Degraca 168482.8 2012
## 238 Susan Yee 168482.1 2012
## 239 Steven Currie 168467.3 2012
## 240 Barbara Pinelli 168462.6 2012
## 241 Sasha Cuttler 168459.4 2012
## 242 Travis Hoff 168446.3 2012
## 243 Reginald Scott 168444.5 2012
## 244 Leslie Smith 168430.9 2012
## 245 Ronda Johnson 168425.2 2012
## 246 Sue Kokalis 168414.3 2012
## 247 Miguel Prado 168413.8 2012
## 248 Wayne Lee 168412.5 2012
## 249 James Garfield 168410.8 2012
## 250 Michael Pierron 168408.7 2012
## 251 John Mercurio 168408.0 2012
## 252 Michael Dichoso 168394.6 2012
## 253 Damon Curtis 168394.3 2012
## 254 Ronnie Donaldson 168378.2 2012
## 255 Sonsire Garcia 168364.9 2012
## 256 Franco Herrera 168364.8 2012
## 257 Marvin Yee 168363.0 2012
## 258 Deryk Lee 168360.4 2012
## 259 Michael Kilgariff 168356.9 2012
## 260 Joseph Siragusa 168350.9 2012
## 261 David Koester 168349.8 2012
## 262 Vilaska Nguyen 168343.2 2012
## 263 Aaron Cowhig 168330.4 2012
## 264 David Goff 168328.5 2012
## 265 Jennifer Leonard 168322.0 2012
## 266 Stacie Feng 168321.4 2012
## 267 Masby Lau 168313.0 2012
## 268 Stephen Roja 168313.0 2012
## 269 Orchid Soh 168302.7 2012
## 270 Jack Wronski 168298.5 2012
## 271 Brandon Smith 168295.0 2012
## 272 Alfonso Herce 168277.7 2012
## 273 Andrew Mac Ilrath 168259.5 2012
## 274 Woon Wong 168257.5 2012
## 275 Carl Lee 168254.6 2012
## 276 Stephanie Colmenero 168252.5 2012
## 277 David Aymerich 168243.1 2012
## 278 Roger Smith 168237.2 2012
## 279 Gene Cornyn 168191.4 2012
## 280 Joel Hornstein 168185.4 2012
## 281 Helena Leiner 168179.7 2012
## 282 Karyn Sanchez 168178.2 2012
## 283 Michael Shanley 168177.4 2012
## 284 Susan Hou 168164.3 2012
## 285 Chris Schaefer 168150.8 2012
## 286 Ashley Fernandez 168145.5 2012
## 287 Virginia Sunday 168131.8 2012
## 288 Carla Kasper 168127.5 2012
## 289 Antonio Claudio 168122.1 2012
## 290 Daniel Shiu 168118.4 2012
## 291 Samuel Lou 168114.5 2012
## 292 Laura Bernabei 168099.4 2012
## 293 Brian Cranna 168080.4 2012
## 294 Dustin Daza 168072.7 2012
## 295 Peter Hamilton 168072.4 2012
## 296 Anna Calderon 168072.0 2012
## 297 William Kelleher 168071.2 2012
## 298 Cristina Abella 168064.0 2012
## 299 Matthew Loya 168042.0 2012
## 300 Erik Leung 168034.1 2012
## 301 Darla McBride 168019.4 2012
## 302 Robyn Gralicer 168018.2 2012
## 303 Jennifer Kwok 168007.8 2012
## 304 William Twomey 168005.8 2012
## 305 Alice Chan 167986.4 2012
## 306 Jacqueline Pepper 167983.7 2012
## 307 Anthony Scott 167982.5 2012
## 308 Dale Denice Wood 167981.7 2012
## 309 Marilyn Matli 167975.9 2012
## 310 Andrew Flynn 167964.1 2012
## 311 Tina King 167958.4 2012
## 312 Alan Lamb 167950.3 2012
## 313 James Alonso 167950.0 2012
## 314 Gregory Browne 167942.7 2012
## 315 Donald McIntyre 167939.1 2012
## 316 Laura Moye 167937.2 2012
## 317 Martin Covarrubias 167922.5 2012
## 318 Julio Molina 167917.2 2012
## 319 Laura Lombardi 167888.6 2012
## 320 Jason Wong 167884.9 2012
## 321 Miguel Herrera 167877.3 2012
## 322 Patrick Burke 167875.0 2012
## 323 Michael Evans 167868.7 2012
## 324 Ethel Yap Roque 167868.2 2012
## 325 Azarias Castro 167864.5 2012
## 326 Genieve Dela Cruz 167864.4 2012
## 327 Robert Sanchez 167843.5 2012
## 328 Andrew Geddes 167834.5 2012
## 329 Tigran Antonian 167831.9 2012
## 330 Jonathan Eric Non 167831.5 2012
## 331 Keanway Kyi 167829.9 2012
## 332 Curtis Nakano 167819.9 2012
## 333 Jonathan Kuhns 167819.6 2012
## 334 Phillip Frenkel 167815.4 2012
## 335 Tracey Loveridge 167779.4 2012
## 336 Gregory Stechschulte 167777.5 2012
## 337 Purisima Mallari 167773.5 2012
## 338 Amy Cohen 167763.2 2012
## 339 Deborah Walters 167761.2 2012
## 340 Jay Veach 167760.1 2012
## 341 Margot Antonetty 167757.4 2012
## 342 Kendra Kennedy 167751.9 2012
## 343 Anthony Piazza 167750.9 2012
## 344 Nichole Truax 167749.8 2012
## 345 Jonathan Rewers 167742.0 2012
## 346 George Scrivani 167741.9 2012
## 347 Huan Chen 167717.2 2012
## 348 Elizabeth Crudo 167713.0 2012
## 349 Linda Truong 167707.3 2012
## 350 Natalie Spaelti 167704.1 2012
## 351 Mark Zhang 167704.1 2012
## 352 April Pan 167694.3 2012
## 353 James Easterday 167693.5 2012
## 354 Paul Mourgos 167671.2 2012
## 355 Maribel We 167664.7 2012
## 356 Matthew Sullivan 167650.2 2012
## 357 Patrick Shea 167648.4 2012
## 358 Wilson Ng 167632.2 2012
## 359 Joseph Emanuel 167621.4 2012
## 360 Justin Wong 167619.7 2012
## 361 Michael Wells 167614.6 2012
## 362 Megan Kennel 167603.7 2012
## 363 Jamilla Churchill 167592.5 2012
## 364 Leonard Maloney 167590.0 2012
## 365 Gerald Lyons 167570.1 2012
## 366 Dee Lau 167556.3 2012
## 367 Nathaniel Manalang 167548.9 2012
## 368 Robin Love 167528.9 2012
## 369 Eric Reboli 167524.8 2012
## 370 Jeffrey McHale 167524.0 2012
## 371 Phillip Gordon 167523.4 2012
## 372 Douglas Lipps 167521.4 2012
## 373 Anna Karina Paranpan 167517.2 2012
## 374 Felicha Bell 167517.1 2012
## 375 Toni Ratcliff-Powell 167501.2 2012
## 376 Endia Costley 167489.9 2012
## 377 Robert Greiner 167479.3 2012
## 378 Siu Tom 167477.4 2012
## 379 Henry Tasto 167468.0 2012
## 380 Rosa-Leah Martinez-Davis 167457.6 2012
## 381 Lydia Faidiga 167442.2 2012
## 382 Shedrick McDaniels 167420.4 2012
## 383 Sean Doherty 167410.4 2012
## 384 Carol Spear 167410.2 2012
## 385 Eric Sloboda 167409.6 2012
## 386 Audrey Smith 167399.5 2012
## 387 Samuel Chui 167398.0 2012
## 388 Kimberly McKinney 167390.8 2012
## 389 Christopher Wong 167377.7 2012
## 390 Agripino Medina 167369.3 2012
## 391 Patrisha Levardo 167366.2 2012
## 392 Jason Negron 167350.4 2012
## 393 Antonio Sunga Jr 167349.4 2012
## 394 Mary Godfrey 167335.2 2012
## 395 Sophia Yung Hsu Lin 167314.4 2012
## 396 James Drilon 167300.2 2012
## 397 Richard Miles 167297.3 2012
## 398 Pablo Munoz 167296.0 2012
## 399 Walter Weatherly 167291.4 2012
## 400 Birgitta Durrett 167287.4 2012
## 401 Larry Mares 167283.7 2012
## 402 Andrew Kavanagh 167271.0 2012
## 403 Stephen Kloster 167270.2 2012
## 404 Michael O'Donnell 167265.0 2012
## 405 Donald McCarrell 167263.1 2012
## 406 Shaun Navarro 167260.6 2012
## 407 Patrick O'Riordan 167257.0 2012
## 408 Jennifer Carton-Wade 167256.4 2012
## 409 Christopher Knight 167242.1 2012
## 410 David Copeland 167233.7 2012
## 411 Chien-Ping Chou 167202.8 2012
## 412 Darren K Wong 167201.8 2012
## 413 Josef Bruckback 167191.9 2012
## 414 Almon Wong 167171.7 2012
## 415 Ruben Vasquez 167170.8 2012
## 416 Edraline Bencito 167168.8 2012
## 417 Robert Byrne 167149.3 2012
## 418 David Greenaway 167143.8 2012
## 419 Thomas Sheridan 167140.2 2012
## 420 Shawn Mendez 167138.5 2012
## 421 Michael Tune 167131.9 2012
## 422 Arnaldo Aleman 167123.0 2012
## 423 Rebekah Krell 167119.8 2012
## 424 Mark Fraize 167109.4 2012
## 425 Joel Leong 167094.9 2012
## 426 James McGrath 167082.7 2012
## 427 Paolo Pignataro 167077.7 2012
## 428 Anthony Calasanz 167067.9 2012
## 429 Ronald Delrosario 167063.6 2012
## 430 Zoila Maguina 167054.6 2012
## 431 Leon Sorhondo 167051.2 2012
## 432 Andre Kury 167046.8 2012
## 433 Andre Reynolds 167039.5 2012
## 434 Tip I Tam 167020.3 2012
## 435 Dustin Ruff 167011.0 2012
## 436 Daniel Reyes 167002.6 2012
## 437 Michael Dilallo 166995.2 2012
## 438 Kevin Galvin 166991.7 2012
## 439 Anne Simons 166984.2 2012
## 440 Tracey Packer 166983.7 2012
## 441 Amy Javelosa-Rio 166982.0 2012
## 442 Raymond Winters 166973.0 2012
## 443 Christian Jeffrey 166970.1 2012
## 444 Eric Lau 166960.9 2012
## 445 Frederico Tumulak 166956.6 2012
## 446 Edwin Anaya 166956.2 2012
## 447 Patrick Toepel 166952.2 2012
## 448 H Carlo MacDula 166944.0 2012
## 449 Larry Lui 166903.6 2012
## 450 Cheryl Martin 166899.8 2012
## 451 Edward Barrientos Jr 166899.0 2012
## 452 Scott Erdmann 166897.0 2012
## 453 Edward Yamada 166889.1 2012
## 454 Tim Lee 166888.3 2012
## 455 Benjamin Santana 166887.4 2012
## 456 Warren Lee 166884.0 2012
## 457 Nataliya Kuzina 166870.5 2012
## 458 Michael Gerchow 166867.9 2012
## 459 Mary Alejandro 166851.0 2012
## 460 Patrick Louie 166844.5 2012
## 461 Maria Janette Navarro 166843.4 2012
## 462 Maina Tuimavave 166834.5 2012
## 463 Eric Tindall 166825.9 2012
## 464 Joseph Noto 166816.9 2012
## 465 Candice Williams 166816.5 2012
## 466 Robert Bonta 166816.2 2012
## 467 Raphael Rockwell 166815.7 2012
## 468 Mark Lundin 166814.9 2012
## 469 Michael Arsenault 166809.4 2012
## 470 Dan Varni 166805.0 2012
## 471 Maureen Foley 166801.2 2012
## 472 Robert Fung 166793.7 2012
## 473 Thomas Chu 166791.8 2012
## 474 Antonio Santos 166775.4 2012
## 475 Carla Short 166768.2 2012
## 476 Alona Bumanlag 166767.6 2012
## 477 Ryan Mariano 166764.9 2012
## 478 Maria Donati 166750.4 2012
## 479 Robert Nevin 166747.8 2012
## 480 Vincent Pedrini 166727.8 2012
## 481 Michelle Lin 166713.3 2012
## 482 R. Kenneth Weems 166713.3 2012
## 483 John Glynn 166703.4 2012
## 484 Leonard Wong 166699.4 2012
## 485 Irene Sorokolit 166697.9 2012
## 486 Anthony Ficher 166695.1 2012
## 487 Margaret Farny 166691.0 2012
## 488 Jessie Chen 166690.0 2012
## 489 Claire Simeone 166683.7 2012
## 490 Kevin Kramer 166679.9 2012
## 491 Pamela Sun Ngor Fong 166679.8 2012
## 492 Alex Sanchez 166657.8 2012
## 493 Christopher DaRoza 166631.4 2012
## 494 Anh Payton 166628.1 2012
## 495 Ricardo Atengco 166620.0 2012
## 496 Jennifer Prescott 166620.0 2012
## 497 Bradley Russi 166619.5 2012
## 498 Joshua Uusitalo 166618.4 2012
## 499 Carlo Bautista 166613.5 2012
## 500 Alexis Stingley 166613.2 2012
## 501 Bree Mawhorter 166608.9 2012
## 502 Eileen Connor 166575.2 2012
## 503 Nora Mill 166567.2 2012
## 504 Lourdes Feliciano 166565.2 2012
## 505 Edilberto Felix 166560.1 2012
## 506 Jennifer Browne 166549.3 2012
## 507 Alpherie Krystof 166543.3 2012
## 508 Quang Ha 166540.4 2012
## 509 Naomi Schoenfeld 166540.0 2012
## 510 Salla Vaerma-Jadlos 166530.2 2012
## 511 Jeffrey Eng 166514.3 2012
## 512 Rhea Marie De Padua 166513.1 2012
## 513 Harry Soulette 166512.8 2012
## 514 Peter Santina 166512.2 2012
## 515 Matthew Seavey 166511.4 2012
## 516 David Radford 166487.4 2012
## 517 Peter Stokes 166483.8 2012
## 518 Nomerita Luz 166483.5 2012
## 519 Dennis Carter-Jr 166480.0 2012
## 520 Gerard Padilla 166478.9 2012
## 521 Kartik Shah 166478.7 2012
## 522 Ross O'Reilly 166474.2 2012
## 523 Rene Simon 166470.9 2012
## 524 Michael Zhang 166445.7 2012
## 525 Robert Collins 166418.4 2012
## 526 Joanna Leonard 166415.3 2012
## 527 Sheila Murphy 166412.7 2012
## 528 Ernesto Legaspi 166409.8 2012
## 529 Tzulin Huang 166408.0 2012
## 530 Elizabeth Adviento 166405.0 2012
## 531 Benton Wan 166402.2 2012
## 532 Kaan Chin 166400.6 2012
## 533 Manuel Rodriguez 166395.1 2012
## 534 Raymond Callo 166393.6 2012
## 535 James Brehmer 166384.3 2012
## 536 Kyle Torgrimson 166379.9 2012
## 537 Sidney Lam 166369.1 2012
## 538 Harrison Kong 166360.4 2012
## 539 Robert Christopher Saidon 166345.5 2012
## 540 Candace Alexander 166344.9 2012
## 541 Wai Tsui 166344.9 2012
## 542 Wesley Ng 166342.7 2012
## 543 Raymond Dacanay 166332.8 2012
## 544 Joshua Chan 166322.2 2012
## 545 Patrick Griffin 166317.5 2012
## 546 Samuel Ho 166315.3 2012
## 547 Ma Teresa Pacis 166313.5 2012
## 548 Julio Gochez 166311.0 2012
## 549 Adrian Payne 166303.6 2012
## 550 Theodore Creighton 166281.7 2012
## 551 Jossie Alegre 166278.9 2012
## 552 Phillip Akers 166276.9 2012
## 553 Rafael Labutan Jr 166276.1 2012
## 554 Peter Damato 166273.1 2012
## 555 Donn Peterson 166270.6 2012
## 556 Voltaire Almendrala 166264.1 2012
## 557 Bruce Seale 166242.2 2012
## 558 Darrell Ascano 166236.2 2012
## 559 Emma Wy 166236.0 2012
## 560 James West 166227.9 2012
## 561 Dack Thompson 166225.2 2012
## 562 Eric Mitchell 166225.0 2012
## 563 Nelson Jim 166223.4 2012
## 564 Shuk Ha Siu 166222.3 2012
## 565 Amma C Donkor 166220.8 2012
## 566 Julian Hermosura 166216.3 2012
## 567 Orlando Tabios 166211.0 2012
## 568 Hasija Sisic 166208.1 2012
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## 570 Eric Randolph 166191.5 2012
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## 572 Mitchell Holohan 166185.1 2012
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## 574 Earl Prack 166169.4 2012
## 575 Ann Donlan 166164.7 2012
## 576 Gary Yee 166164.5 2012
## 577 Laurie Towns 166161.5 2012
## 578 Yolanda Alcantar 166156.1 2012
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## 580 Kevin O'Leary 166144.5 2012
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## 582 Albert Huang 166139.4 2012
## 583 Norman Noble 166132.2 2012
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## 585 Virdis Gamble 166131.7 2012
## 586 Mark Yesitis 166131.5 2012
## 587 Diana Kenyon 166131.5 2012
## 588 Jeremy Cummings 166129.0 2012
## 589 Michelle Allersma 166122.8 2012
## 590 Michael Furusho 166104.0 2012
## 591 Scott Sanchez 166100.7 2012
## 592 Justin Woo 166083.8 2012
## 593 Richard Burns 166076.7 2012
## 594 Marco Caliz 166067.5 2012
## 595 Virginia Fontanesi 166066.5 2012
## 596 Jennifer Plaza 166055.1 2012
## 597 Soman Leung 166051.6 2012
## 598 Jesse Cristo 166045.0 2012
## 599 Llewellyn Chee 166031.9 2012
## 600 Kelley Amdur 166030.5 2012
## 601 Phillip Williamson 166024.6 2012
## 602 James Long 166023.8 2012
## 603 Robert Imbellino 166023.8 2012
## 604 Robert Wong 166020.1 2012
## 605 Christopher Olson 166018.3 2012
## 606 Thomas Brown 165998.1 2012
## 607 Cezar Perez 165995.6 2012
## 608 Elizabeth Prillinger 165985.0 2012
## 609 Brandon McKelley 165983.3 2012
## 610 Joan Cronin 165982.0 2012
## 611 Jaime Moran 165974.9 2012
## 612 Sheri Tan 165964.3 2012
## 613 Jon Low 165957.9 2012
## 614 Jesse Farrell 165953.6 2012
## 615 Ellen Davis 165942.3 2012
## 616 John Doll 165934.6 2012
## 617 Gregory Kats 165930.7 2012
## 618 David Branner 165930.0 2012
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## 625 John O'Rourke 165871.2 2012
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## 627 Kevin O'Donnell 165850.6 2012
## 628 Katie Kim 165847.8 2012
## 629 Yadira Taylor 165838.2 2012
## 630 Carmichael Reyes 165831.9 2012
## 631 Maria Teresa Erfe 165830.4 2012
## 632 Rachael Kagan 165825.3 2012
## 633 Robert Recendez 165824.9 2012
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## 635 Jean Caramatti 165795.6 2012
## 636 Lucio Perez 165786.3 2012
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## 639 Valerie Agard 165775.4 2012
## 640 Linling Wang 165770.2 2012
## 641 Maria Coreena Velasco 165752.1 2012
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## 643 Johnson Lau 165748.0 2012
## 644 Lorna Jean Danila 165747.8 2012
## 645 Joseph Gonsalves 165736.2 2012
## 646 Amalia Barcena-Bosnich 165729.2 2012
## 647 Pius Ominyi 165726.3 2012
## 648 David Murphy 165720.3 2012
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## 651 Jon Spangenberg 165670.0 2012
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## 655 Shannon Keeney 165647.5 2012
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## 659 Michael Madrieres 165629.5 2012
## 660 Craig Tiffe 165612.3 2012
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## 666 Arceo Luis Dimaculangan 165581.6 2012
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## 668 Anh Nguyen 165575.0 2012
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## 675 Roderick Sugui-Tan 165552.1 2012
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## 702 Chris Muselman 165288.1 2012
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## 710 Laura Lalor 165210.3 2012
## 711 Richard Hastings III 165206.7 2012
## 712 Linton Martin 165205.9 2012
## 713 Andrea Weyl 165204.3 2012
## 714 Ding Tam 165191.9 2012
## 715 Kenneth Jones 165176.2 2012
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## 719 Hong Nguyen 165129.1 2012
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## 723 Nilesh Ram 165105.6 2012
## 724 Frank Leonetti 165100.2 2012
## 725 Jesus Vargas Jr 165097.1 2012
## 726 J.Carlito Panganiban 165091.8 2012
## 727 Peggy Yao 165080.6 2012
## 728 Gerard McNamara 165077.9 2012
## 729 Joan Goldberg 165069.6 2012
## 730 Eutemio Espina 165066.6 2012
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## 734 Tina Gilbert 165046.9 2012
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## 737 Rock Plichcik 165036.2 2012
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## 777 Amiee Alden 164802.7 2012
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## 800 Almer Manrique Jr 164604.1 2012
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## 802 Calvin Tom 164601.5 2012
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## 807 Wan-Lan Tay 164567.6 2012
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## 810 Craig Freeman 164556.2 2012
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## 820 Roland Dear 164473.1 2012
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## 829 Michael Kawaguchi 164411.1 2012
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## 834 Norman Lee 164392.8 2012
## 835 Natasha Mihal 164380.7 2012
## 836 Timothy Buelow Donovan IV 164378.4 2012
## 837 Alice Dicroce 164373.4 2012
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## 840 Kelly Paul 164363.2 2012
## 841 Thomas Venizelos 164358.8 2012
## 842 Kenneth Jomoc 164342.0 2012
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## 846 Chandra Johnson 164320.1 2012
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## 850 Aaron Fischer 164280.9 2012
## 851 John Sherman Hoar 164273.3 2012
## 852 Elenita Cuyno 164262.9 2012
## 853 Ramil Ramos 164262.7 2012
## 854 Tabitha Burns 164238.7 2012
## 855 Jessica Lee 164224.2 2012
## 856 Wanxia Chen 164223.8 2012
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## 862 Tina Lee 164183.1 2012
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## 864 Rodney Lane 164153.5 2012
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## 874 Nicholas Bettencourt 164082.1 2012
## 875 Ma Isabel Cruz 164073.6 2012
## 876 Matthew Greene 164073.5 2012
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## 878 Mark Monpas 164043.5 2012
## 879 Arun Kumar 164042.7 2012
## 880 Alan Wurdinger 164042.2 2012
## 881 John Cretan 164035.8 2012
## 882 Brahman Conci 164025.5 2012
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## 888 Gary Oto 163963.7 2012
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## 892 Pornsowang Decharat 163959.1 2012
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## 894 Donna Potts 163953.6 2012
## 895 Charles Pangelinan 163950.1 2012
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## 898 Norlissa Cooper 163931.2 2012
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## 900 Liza Bongco 163924.2 2012
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## 902 Gerald Sui 163916.7 2012
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## 906 Daphne La Zare 163911.0 2012
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## 908 Kerry Johnson 163905.4 2012
## 909 Rommel Baldovino 163903.9 2012
## 910 David Bartel 163903.7 2012
## 911 Richard Nave 163884.0 2012
## 912 Rosemary Bosque 163882.1 2012
## 913 Ruby Anne Morris 163866.3 2012
## 914 Leah Custis 163865.9 2012
## 915 Danny Barajas 163865.0 2012
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## 918 Mark Hennig 163830.3 2012
## 919 Laura O'Heir 163818.1 2012
## 920 Steven Cismowski 163818.0 2012
## 921 Cliff Steele 163800.0 2012
## 922 Angelo Wilson 163798.9 2012
## 923 Brian Burke 163786.2 2012
## 924 Romulus Asenloo 163784.8 2012
## 925 Suzanne Cone 163777.9 2012
## 926 Jackvin Ng 163761.6 2012
## 927 Amy Cole 163760.7 2012
## 928 Willie Haynes 163737.9 2012
## 929 Cornelius Lucey 163735.9 2012
## 930 Stephen Brooks 163726.8 2012
## 931 Tamara Davidson 163725.9 2012
## 932 Lois Perillo 163723.1 2012
## 933 Mark Matyjas 163714.6 2012
## 934 Kristin Bowman 163709.3 2012
## 935 Gerardo Surban 163700.6 2012
## 936 Matthew Balzarini 163697.1 2012
## 937 Geoffrey Graham 163695.4 2012
## 938 Shirley Trevino 163690.7 2012
## 939 Courtney Smith 163685.6 2012
## 940 Siu Mei Wong 163682.2 2012
## 941 John Caramucci 163680.5 2012
## 942 Manuel Solano 163679.5 2012
## 943 George Debrunner 163659.2 2012
## 944 Edward Ochi 163659.1 2012
## 945 Larry Shores Jr 163657.5 2012
## 946 Andrea Joseph 163657.0 2012
## 947 Ralph Ray 163653.9 2012
## 948 Christos Rallis 163651.3 2012
## 949 Kenneth Eslick 163650.3 2012
## 950 Ernesto Landrito 163641.0 2012
## 951 Mario Choi 163635.6 2012
## 952 Samuel Fung 163619.2 2012
## 953 Derek Fliess 163616.7 2012
## 954 Michael Ferraresi 163616.0 2012
## 955 Marcelina Santiago 163599.2 2012
## 956 Abraham Sherman 163585.4 2012
## 957 Rhia Celeste Arbis 163574.2 2012
## 958 Brian Stansbury 163572.0 2012
## 959 Debra Anderson 163569.6 2012
## 960 Christopher Beauchamp 163563.3 2012
## 961 An Binh Phan 163550.5 2012
## 962 Thelma Ginn 163546.6 2012
## 963 Sandra Eng 163545.6 2012
## 964 Carlos Garate Jr 163540.6 2012
## 965 Junise Hill 163535.4 2012
## 966 Bret McManigal 163531.3 2012
## 967 Brent Dawson 163518.8 2012
## 968 Yesenia Brandt 163515.0 2012
## 969 William Herbert 163513.9 2012
## 970 Mahmood Azam 163507.3 2012
## 971 Clinton Bailey 163502.4 2012
## 972 Nicole Bruckert 163492.9 2012
## 973 Mary Elaine Ignacio 163478.4 2012
## 974 Godfrey Lew 163477.4 2012
## 975 Adam Kujath 163451.3 2012
## 976 Richard Santana 163449.7 2012
## 977 Jessica Recinos 163434.0 2012
## 978 Steven Brantley 163424.5 2012
## 979 Zula Jones 163422.7 2012
## 980 Scott Lutticken 163421.3 2012
## 981 Shanon Cornejo 163416.4 2012
## 982 Darryl Rodgers 163416.0 2012
## 983 Christopher Boettcher 163407.6 2012
## 984 Byron Cobb 163406.6 2012
## 985 Anna Patterson 163405.0 2012
## 986 Thomas Abrahamsen 163403.8 2012
## 987 Edward Dille 163397.7 2012
## 988 Mark Milligan 163390.4 2012
## 989 Paul Dominguez 163383.7 2012
## 990 Henry Espinoza 163379.0 2012
## 991 Mark Harris 163376.4 2012
## 992 Jonathan Petierre 163372.6 2012
## 993 William Smith 163363.7 2012
## 994 Derick Hui 163357.6 2012
## 995 Richard Waller 163356.8 2012
## 996 Dennis McGuire 163345.9 2012
## 997 William Beatty 163345.2 2012
## 998 Kevin Quan 163341.1 2012
## 999 Ryan Mak 163336.1 2012
## 1000 Robert Farrow 163330.8 2012
## 1001 Sean McGuire 163325.4 2012
## 1002 Tai Vuong 163324.1 2012
## 1003 Juan Garrido 163323.7 2012
## 1004 Robert Terry 163321.3 2012
## 1005 Valorie Smith 163298.7 2012
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## 1021 Jo-Theresa Elias-Jackson 163214.6 2012
## 1022 Stephen Collins 163211.0 2012
## 1023 Grace Chen 163207.4 2012
## 1024 Angel Poon 163204.8 2012
## 1025 David On 163204.2 2012
## 1026 Kurtis Smith 163194.9 2012
## 1027 Martin Krizay 163183.7 2012
## 1028 Ramon Molina 163177.1 2012
## 1029 Shirley Yee Giang 163173.6 2012
## 1030 Susana David 163168.8 2012
## 1031 York Kwan 163167.6 2012
## 1032 Gregory Hansen 163166.2 2012
## 1033 Kevin Day 163166.0 2012
## 1034 Theodore Lattig 163165.7 2012
## 1035 Judy Hong 163157.3 2012
## 1036 Preston Tom 163148.3 2012
## 1037 Christa Peters 163140.8 2012
## 1038 Paul Dennes 163136.1 2012
## 1039 David Rizzolo 163134.7 2012
## 1040 Jennifer Kass 163127.7 2012
## 1041 Dennis Edwards 163126.4 2012
## 1042 Neil Banouvong 163114.8 2012
## 1043 Culbert Chu 163113.4 2012
## 1044 Joseph Haas 163110.9 2012
## 1045 Matthew Cloud 163107.0 2012
## 1046 Jesus Sigala 163096.0 2012
## 1047 Destiny Andersen 163087.0 2012
## 1048 Sheryl Sawyer 163070.5 2012
## 1049 Judith Klain 163065.6 2012
## 1050 Val Bacharach 163026.8 2012
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## 1052 Thomas Bradley 163023.2 2012
## 1053 Randy La Botte 163009.8 2012
## 1054 Noel Panelo 163009.8 2012
## 1055 Dawn Duran 163000.7 2012
## 1056 Jessica Galens 162998.7 2012
## 1057 Shoaib Shaikh 162986.9 2012
## 1058 Stephanie Mayorga 162984.7 2012
## 1059 Steven Smith 162982.4 2012
## 1060 Hedy Tunggal 162973.9 2012
## 1061 Harold Kress 162970.3 2012
## 1062 Evangeline Suangco 162969.9 2012
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## 1064 Mila Del Rosario 162945.7 2012
## 1065 Marilyn Chavez 162945.6 2012
## 1066 Lily Dryden 162937.8 2012
## 1067 Venus Peralta 162937.0 2012
## 1068 Kevin Klyse 162924.8 2012
## 1069 James Alexander 162923.3 2012
## 1070 Cheryl Munoz 162921.6 2012
## 1071 Davis Ko 162909.8 2012
## 1072 Young Chi 162908.5 2012
## 1073 Eric Robinson 162907.4 2012
## 1074 Crispin Jones 162904.3 2012
## 1075 Darrell Auyoung 162902.7 2012
## 1076 Eric Chiang 162901.2 2012
## 1077 Samuel Valdez 162898.3 2012
## 1078 Jill Uyeda 162895.5 2012
## 1079 Mario Busalacchi 162890.1 2012
## 1080 Janet Allison 162879.8 2012
## 1081 Ron Ophir 162871.2 2012
## 1082 Arlene Licudine-Barker 162870.2 2012
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## 1084 Naomi Lewis 162869.5 2012
## 1085 Bud Massey 162867.3 2012
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## 1088 Kenneth McCormick 162852.5 2012
## 1089 Fabian Brown 162851.9 2012
## 1090 Lawrence Quarles 162825.3 2012
## 1091 Estela Rosario Ugalino 162794.1 2012
## 1092 Kai Ley Wong 162792.6 2012
## 1093 Patrick Connolly 162788.7 2012
## 1094 Mari Noguchi 162781.3 2012
## 1095 Wendell Louie 162780.2 2012
## 1096 Yan Ping Chao 162768.7 2012
## 1097 Rupert Geraldo 162765.7 2012
## 1098 Joaquin Benavides Sr 162764.4 2012
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## 1100 Jeffrey Fortuno 162749.3 2012
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## 1105 Karan Held 162731.6 2012
## 1106 Seung Lee 162726.0 2012
## 1107 Bina Rajpara 162719.9 2012
## 1108 Eddy Ching 162716.4 2012
## 1109 James Andrews 162715.4 2012
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## 1120 Deborah Gordon 162663.8 2012
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## 1125 Theresa Conway 162647.3 2012
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## 1128 Byron Fong 162614.4 2012
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## 1542 Tonyette Smith-Al-Ghani 159831.0 2012
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## 1550 Erin Tolva 159795.8 2012
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## 1556 Aaron Ballonado 159732.7 2012
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## 1569 Carlito Mandia 159682.2 2012
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## 1579 Sapna Patel 159598.4 2012
## 1580 Edwina Brinas 159596.6 2012
## 1581 Donald O'Connor 159594.1 2012
## 1582 Cory Foss 159592.6 2012
## 1583 Matthew Friedman 159589.2 2012
## 1584 Gary Chang 159581.5 2012
## 1585 Todd Sullivan 159575.9 2012
## 1586 Susan Orosz 159570.0 2012
## 1587 William Idzerda 159567.4 2012
## 1588 Brian McGregor 159564.1 2012
## 1589 Panetta Scott 159558.3 2012
## 1590 Gregory Jones 159553.1 2012
## 1591 Minh Du 159543.1 2012
## 1592 Ben Kawamura 159534.7 2012
## 1593 Maria Oropeza 159525.9 2012
## 1594 Jeremy Parker 159521.4 2012
## 1595 Ralph Leong 159517.9 2012
## 1596 Jennifer Ngo-Chan 159515.1 2012
## 1597 Humberto Quinonez 159498.8 2012
## 1598 Marianne Palisoc 159494.4 2012
## 1599 Ana Borja Valdes 159493.0 2012
## 1600 Peter McLaughlin 159486.3 2012
## 1601 Timothy Moore 159483.0 2012
## 1602 Jose Cuevas 159478.1 2012
## 1603 Cary Marino 159457.7 2012
## 1604 John Cathey 159442.8 2012
## 1605 Ruperto Gonzales 159439.0 2012
## 1606 Kristen Strait 159429.4 2012
## 1607 Sam Chi Wai Choy 159422.8 2012
## 1608 Elizabeth Rubin 159414.2 2012
## 1609 Daniel Mason 159413.8 2012
## 1610 Mark Morrison 159410.2 2012
## 1611 Lori Lata-Peltier 159403.9 2012
## 1612 Henry Louie 159398.8 2012
## 1613 Jason Hinson 159385.7 2012
## 1614 Jiayo Chiang 159381.0 2012
## 1615 Lewis Ames 159374.4 2012
## 1616 Jorge Velado 159365.3 2012
## 1617 Miguel Gonzalez 159363.4 2012
## 1618 Roger Picklum 159348.5 2012
## 1619 Michael Brown 159330.3 2012
## 1620 Vinh Lam 159329.2 2012
## 1621 Thomas Walsh 159329.1 2012
## 1622 Rhea Pera 159326.9 2012
## 1623 Jennifer Collins 159322.4 2012
## 1624 Sean Archini 159317.9 2012
## 1625 Chinasa Chuba 159313.0 2012
## 1626 Anne Rosenthal 159302.3 2012
## 1627 Randall Martin 159300.0 2012
## 1628 Kenny Ngan 159291.6 2012
## 1629 James Cormack 159276.9 2012
## 1630 Alan Wong 159272.8 2012
## 1631 Jonas Ionin 159270.5 2012
## 1632 Derrick Johnson 159268.4 2012
## 1633 Gregory Adams 159266.5 2012
## 1634 Marcial Marcelo Jr 159249.7 2012
## 1635 Patrick Fosdahl 159244.4 2012
## 1636 Michael Maraviglia 159226.6 2012
## 1637 Heather Fegan 159219.3 2012
## 1638 Rolando Estepa 159208.9 2012
## 1639 Joel Salmonson 159197.0 2012
## 1640 Warrick Whitfield 159194.0 2012
## 1641 Dennis Reed 159193.4 2012
## 1642 Leo Lamela 159192.2 2012
## 1643 Steven Wonder 159176.1 2012
## 1644 Robert Mikovich 159174.2 2012
## 1645 Andrew Schreiber 159170.0 2012
## 1646 Gared Hansen 159163.0 2012
## 1647 James Cheng 159161.7 2012
## 1648 Michael Peralta 159160.4 2012
## 1649 Raymond Kane 159160.1 2012
## 1650 Bryan Watkins 159145.8 2012
## 1651 Tim Sheehan 159133.9 2012
## 1652 John Joseph Halpin Jr 159123.5 2012
## 1653 Cristina Calderon Olea 159123.4 2012
## 1654 Barry Gehret 159121.6 2012
## 1655 Agnes Estillore 159115.6 2012
## 1656 Maoleen Roca 159100.5 2012
## 1657 Barbara Luedtke 159092.7 2012
## 1658 Patrick McKenzie 159082.2 2012
## 1659 Alison Johnson 159078.5 2012
## 1660 William Tolar 159071.5 2012
## 1661 Julia Kay 159067.5 2012
## 1662 Brian Buckelew 159064.7 2012
## 1663 Paul Yamamoto 159064.5 2012
## 1664 Dustin Nunnery 159049.5 2012
## 1665 Asheley Epperson 159047.5 2012
## 1666 Beatriz Aguilar 159042.5 2012
## 1667 Edward Forner 159038.9 2012
## 1668 Theodore Polovina 159037.2 2012
## 1669 Raymond Barrett 159027.0 2012
## 1670 Marilyn Lopes 159025.8 2012
## 1671 John Shanahan 159005.5 2012
## 1672 Sara Cole 158987.6 2012
## 1673 Charles Navigante 158987.1 2012
## 1674 Gary Weimer 158986.4 2012
## 1675 Travis Pitcher 158971.0 2012
## 1676 Eric Boatwright 158969.9 2012
## 1677 Hegla Fielding 158959.8 2012
## 1678 Mary Burns 158949.8 2012
## 1679 Bayardo Roman 158944.4 2012
## 1680 Peter Bolton 158943.5 2012
## 1681 Amanda Padilla-Brainin 158941.7 2012
## 1682 Carlton Tiamson 158938.6 2012
## 1683 Deniz Akmese 158930.5 2012
## 1684 Kirit Bavishi 158923.0 2012
## 1685 Robert Wilson 158922.5 2012
## 1686 Timothy Yee 158919.7 2012
## 1687 Lorraine Lombardo 158919.5 2012
## 1688 Catherine Hayashida 158915.6 2012
## 1689 Michael Nguyen 158878.7 2012
## 1690 Anne Taupier 158875.1 2012
## 1691 Ernest Wilberg III 158870.3 2012
## 1692 Patrick Brady 158865.3 2012
## 1693 Vivian Chow 158860.5 2012
## 1694 Luis Gomez 158856.6 2012
## 1695 Juliette Hayman 158847.0 2012
## 1696 Lucy Clemons 158844.9 2012
## 1697 Daniel Sider 158843.9 2012
## 1698 William Johnson 158838.2 2012
## 1699 Deborah Rutledge 158838.0 2012
## 1700 David Frias 158836.5 2012
## 1701 Johnny Vong 158828.8 2012
## 1702 Danilo Cruz 158818.3 2012
## 1703 David Gogna 158818.0 2012
## 1704 Maura Baldocchi 158817.7 2012
## 1705 Jerome McCain 158816.2 2012
## 1706 Jimmy Ho 158815.9 2012
## 1707 Adrienne McMillan 158814.1 2012
## 1708 Hui-Fang Hwang 158809.7 2012
## 1709 Jennifer Dickson 158807.4 2012
## 1710 Cornelius Murphy Jr 158802.2 2012
## 1711 Hillary Jones 158799.1 2012
## 1712 Fares Ammari 158784.7 2012
## 1713 Dawa Subhar 158784.6 2012
## 1714 Paul McClellan 158784.2 2012
## 1715 Lucy Lozano 158764.3 2012
## 1716 Carla Godfrey 158751.4 2012
## 1717 Benjamin Paul McCloskey 158750.7 2012
## 1718 Larry Napata 158744.4 2012
## 1719 Olivia Lee 158743.9 2012
## 1720 Matthew Fambrini 158737.3 2012
## 1721 Daniel Gibbs 158736.8 2012
## 1722 Clodagh Coles 158736.0 2012
## 1723 Kenneth Kortkamp 158730.0 2012
## 1724 Susan Edelsberg 158725.9 2012
## 1725 Calvin Chow 158717.0 2012
## 1726 Regina Tharayil 158704.0 2012
## 1727 Bryan Woo 158703.0 2012
## 1728 James Meade 158702.6 2012
## 1729 Wing Ng 158700.5 2012
## 1730 Fernando Leiva Jr 158699.2 2012
## 1731 Jennifer Granucci 158698.5 2012
## 1732 Christina Estonina 158690.8 2012
## 1733 David Snyder 158683.9 2012
## 1734 Leslie Lum 158675.1 2012
## 1735 Kevin Kelly 158673.3 2012
## 1736 Robert Gnat 158658.9 2012
## 1737 Sean Zamb 158652.8 2012
## 1738 Lucien Burgert 158651.1 2012
## 1739 Derek Christensen 158640.3 2012
## 1740 Angelina Sanchez 158628.5 2012
## 1741 Richard-Alvin Yick 158616.5 2012
## 1742 Debra Jones 158613.4 2012
## 1743 Alane Baca 158607.1 2012
## 1744 Franklyn Washington 158593.6 2012
## 1745 M. Alicia Talavera 158593.3 2012
## 1746 Yohei Kakuda 158576.4 2012
## 1747 Daniel Chui 158570.1 2012
## 1748 Vilma Barrera 158561.5 2012
## 1749 Tina To 158559.4 2012
## 1750 Mari Shepard 158558.9 2012
## 1751 Christopher Long 158558.8 2012
## 1752 Daniel Bonnel 158557.0 2012
## 1753 Francis Graves 158551.3 2012
## 1754 Ronald Rosado 158538.3 2012
## 1755 John Prete 158532.3 2012
## 1756 Michael Barrow 158521.2 2012
## 1757 Julian Banales 158504.3 2012
## 1758 Joseph Giannini 158501.4 2012
## 1759 James Wheeler 158499.7 2012
## 1760 Allen Barlaan 158499.0 2012
## 1761 Cynthia Czerwin 158496.9 2012
## 1762 Francis Valiquette 158492.0 2012
## 1763 Jean Aujero 158482.6 2012
## 1764 Robert Ramos 158482.5 2012
## 1765 Cesar Gonzales 158477.4 2012
## 1766 Danilo Bantay 158470.9 2012
## 1767 Angelo Cosentino 158470.8 2012
## 1768 Huy Dao 158469.4 2012
## 1769 Sara Lerschen 158468.5 2012
## 1770 Angel Zuniga 158459.9 2012
## 1771 Maeve Reid 158454.8 2012
## 1772 Christopher Ritter 158446.5 2012
## 1773 Sean Dennis 158437.7 2012
## 1774 Davis W Siu 158435.4 2012
## 1775 John Dizon 158432.6 2012
## 1776 Paul Bignardi 158394.0 2012
## 1777 Douglas Lee 158387.8 2012
## 1778 Christopher Morris 158369.5 2012
## 1779 Kristine Damalas 158369.0 2012
## 1780 Daniel Pulon 158358.5 2012
## 1781 James Sears 158349.4 2012
## 1782 Peter Brown 158348.4 2012
## 1783 Duncan Duffin 158343.9 2012
## 1784 Ron Huberman 158341.0 2012
## 1785 Wendi Stephenson 158339.2 2012
## 1786 Keith Murphy 158329.3 2012
## 1787 Vanessa Remhof 158325.6 2012
## 1788 Joshua Pastreich 158310.5 2012
## 1789 Pamela Tebo 158309.7 2012
## 1790 Timothy Whatley 158308.6 2012
## 1791 David Hooson 158286.7 2012
## 1792 Vincente Zambrana 158285.8 2012
## 1793 Jennifer Thompson 158283.2 2012
## 1794 David Lindsay 158278.8 2012
## 1795 Felipe Fernandez 158271.9 2012
## 1796 Brian Saxon 158271.9 2012
## 1797 Karen Mauney-Brodek 158268.7 2012
## 1798 Fred Kwan 158261.5 2012
## 1799 Frank Markowitz 158257.2 2012
## 1800 Tina Tam 158251.7 2012
## 1801 David Alumbaugh 158245.6 2012
## 1802 Joy Soto 158208.4 2012
## 1803 Joshua Hoyt 158202.4 2012
## 1804 Michael Knight 158201.3 2012
## 1805 Devyani Jain 158197.7 2012
## 1806 Lisa Garcia 158184.5 2012
## 1807 Yeon Jung 158183.1 2012
## 1808 Susan Chelone 158182.3 2012
## 1809 Stephanie Thomas 158165.4 2012
## 1810 Donald Wheatley 158162.8 2012
## 1811 Jennifer Liaw 158161.7 2012
## 1812 Joseph Rodrigues 158160.8 2012
## 1813 Meghan Brown 158158.3 2012
## 1814 John Paige 158149.3 2012
## 1815 Martha Fabiani 158147.7 2012
## 1816 Kyle Bernstein 158146.4 2012
## 1817 Tony Lee 158139.8 2012
## 1818 Glenn De Castro 158098.7 2012
## 1819 Emmanuel Uku 158077.7 2012
## 1820 Thuy Bui 158072.8 2012
## 1821 Gregory Kazarian 158054.6 2012
## 1822 Jeffrey Dinmore 158049.6 2012
## 1823 Eric Andersen 158016.9 2012
## 1824 Christine Haw 158004.5 2012
## 1825 Waikit AuYeung 158004.4 2012
## 1826 Frank Tjia 157998.2 2012
## 1827 Joanne Wilson 157995.1 2012
## 1828 George Cothran 157994.4 2012
## 1829 Eric Ingle 157981.3 2012
## 1830 Hui Ran Shao 157977.3 2012
## 1831 Kelly Burke 157967.4 2012
## 1832 Rico Zucconi 157966.5 2012
## 1833 John Katz 157963.2 2012
## 1834 Jeff Chiu 157955.0 2012
## 1835 Christopher Blair 157945.1 2012
## 1836 Shawn Wallace 157942.1 2012
## 1837 Maria Teresa Ojeda 157941.0 2012
## 1838 Sandip Patel 157940.1 2012
## 1839 Derrick Pressley 157938.2 2012
## 1840 Sarah Jones 157936.7 2012
## 1841 Michael Li 157930.7 2012
## 1842 Denisha Haynes 157928.0 2012
## 1843 Supriya Sundarrajan 157916.2 2012
## 1844 Charles Copeland 157915.3 2012
## 1845 Tracy Gasanyan 157911.1 2012
## 1846 Raul Elias 157900.5 2012
## 1847 Chahmal Kerow 157895.6 2012
## 1848 Sandra Zuniga 157893.7 2012
## 1849 Ferdinand Rotap 157891.3 2012
## 1850 Jonathon Lucchetti 157879.8 2012
## 1851 Robert Belt 157878.4 2012
## 1852 Ana Vieira-Ribeiro 157878.2 2012
## 1853 Gigi George 157875.7 2012
## 1854 Richard Cooper 157872.5 2012
## 1855 Steven Wood 157858.6 2012
## 1856 Paulina Araica 157855.9 2012
## 1857 Jordan Oryall 157846.7 2012
## 1858 Stacy Youngblood 157839.8 2012
## 1859 Armando Limon 157839.8 2012
## 1860 Nathan Bernard 157834.6 2012
## 1861 Joseph Valdez 157810.1 2012
## 1862 Oscar Wallace 157790.6 2012
## 1863 Jenny Lopez 157788.6 2012
## 1864 Michael Tennant 157777.9 2012
## 1865 Adam Plantinga 157756.2 2012
## 1866 Marc Majors 157743.1 2012
## 1867 Ricardo Miles 157742.2 2012
## 1868 Oliver Gajda 157739.9 2012
## 1869 Craig Brandolino 157732.7 2012
## 1870 Donn Vasquez 157731.1 2012
## 1871 David Fok 157727.3 2012
## 1872 Darryl Jones 157721.8 2012
## 1873 Marian Campion-Healy 157720.1 2012
## 1874 Anthony Vaughn 157711.5 2012
## 1875 William Sears 157701.9 2012
## 1876 Victor Chan 157698.0 2012
## 1877 Murat Bozkurt 157696.2 2012
## 1878 David Steffen 157690.9 2012
## 1879 Kimberly Cates 157678.6 2012
## 1880 Pamela Davis 157673.0 2012
## 1881 Lonnie Robbins 157671.5 2012
## 1882 Rafael Guzman 157665.8 2012
## 1883 Michelle Spears 157660.8 2012
## 1884 Mercy Ambat 157658.9 2012
## 1885 Patti Viri 157656.2 2012
## 1886 Oscar Gee 157651.4 2012
## 1887 Stephen Bucy 157633.3 2012
## 1888 Diane Artz 157631.0 2012
## 1889 Michelle Day 157630.0 2012
## 1890 Jeffrey Babb 157618.9 2012
## 1891 Peter Walker 157610.5 2012
## 1892 Jelina Enriquez 157606.7 2012
## 1893 Rick Figari 157597.5 2012
## 1894 Sheri Lee 157592.3 2012
## 1895 Marco Evoniuk 157586.6 2012
## 1896 Yolanda Quisao 157586.2 2012
## 1897 Rigoberto Haro 157576.9 2012
## 1898 Vicki Gross 157572.7 2012
## 1899 Thomas Fenwick 157571.0 2012
## 1900 Jasmine Suguitan 157569.6 2012
## 1901 Jacob Gilchrist 157566.2 2012
## 1902 Enrique Luquin 157556.5 2012
## 1903 Linda Taing 157549.6 2012
## 1904 Rosalyn Rouede 157546.3 2012
## 1905 Fabian Perez 157532.0 2012
## 1906 Martin Scanlan 157529.7 2012
## 1907 Angie Lee 157525.3 2012
## 1908 Jennifer Marino 157512.3 2012
## 1909 Gigi Ricasa 157509.0 2012
## 1910 Dalton Hom 157503.8 2012
## 1911 Faenetta Hutchings 157490.0 2012
## 1912 Naiyapakorn Nakornkhet 157479.4 2012
## 1913 John Higgins 157478.8 2012
## 1914 Michael Kellogg 157472.8 2012
## 1915 William Brunicardi 157461.8 2012
## 1916 Lily Ng 157438.6 2012
## 1917 Yim Chan 157433.2 2012
## 1918 Sheila Calabro 157431.9 2012
## 1919 Beverly Jew 157426.8 2012
## 1920 Phong Nguyen 157424.0 2012
## 1921 Agustin Perez 157412.4 2012
## 1922 George Antoniotti 157406.3 2012
## 1923 Kenny Wong 157406.0 2012
## 1924 Eugene Paras 157405.2 2012
## 1925 Holland Stephens 157396.8 2012
## 1926 Edward Greene 157393.9 2012
## 1927 Milton Khuu 157393.9 2012
## 1928 Jeffrey Ranta 157383.9 2012
## 1929 Michael Clauzel 157380.3 2012
## 1930 John Chester 157380.2 2012
## 1931 Robert Toomey 157379.6 2012
## 1932 Rhaymond Vizcarra 157369.0 2012
## 1933 Luigi Cauteruccio 157362.1 2012
## 1934 Michael Broussard 157360.5 2012
## 1935 Nicholas Brady 157354.6 2012
## 1936 Joshua Fry 157319.4 2012
## 1937 Jerome Manalastas 157303.4 2012
## 1938 Rebecca Salazar 157292.2 2012
## 1939 Carol Karen 157292.2 2012
## 1940 Teresa Rivor 157284.1 2012
## 1941 Walter Podesta Jr 157281.0 2012
## 1942 Lalaine Pillazar 157277.1 2012
## 1943 Charles Chan 157275.2 2012
## 1944 Patrick Cesari 157263.0 2012
## 1945 Al J Sangimino 157252.4 2012
## 1946 Rondaa Jackson 157243.5 2012
## 1947 Kelly Swift 157234.5 2012
## 1948 Marilyn Barton 157232.0 2012
## 1949 Jennifer Traw 157231.2 2012
## 1950 Chung Mak 157225.5 2012
## 1951 Chris Domerofski 157207.5 2012
## 1952 Katy Bersamin 157202.8 2012
## 1953 Kenneth Spielman 157195.5 2012
## 1954 Maxwell Chikere 157167.8 2012
## 1955 Marc Higa 157167.3 2012
## 1956 Ruthanne Morentz 157149.6 2012
## 1957 Carl Housh 157148.2 2012
## 1958 Angela Patane 157146.7 2012
## 1959 John Ascariz 157139.4 2012
## 1960 Sonny West 157133.0 2012
## 1961 Youcef Bouhamama 157131.7 2012
## 1962 Monica Sheridan 157128.3 2012
## 1963 Yuang-Tam Chiu 157125.5 2012
## 1964 Elmer Lopez 157120.7 2012
## 1965 Darryl Fields 157120.1 2012
## 1966 Daryl Chang 157116.3 2012
## 1967 Eduardo Rosete 157110.5 2012
## 1968 Meghan Tiernan 157102.6 2012
## 1969 Jnell Gray 157101.4 2012
## 1970 Andrew Karcs 157100.0 2012
## 1971 John Reeb 157099.8 2012
## 1972 Hector Martinez 157096.5 2012
## 1973 David Pagan 157090.5 2012
## 1974 Ruth Dilts 157078.2 2012
## 1975 Christian Marquez 157066.2 2012
## 1976 Daniel Adams 157062.7 2012
## 1977 Jimmy Lee 157056.9 2012
## 1978 Barbara Dullea 157053.1 2012
## 1979 Gustavo Castaneda 157038.8 2012
## 1980 William Clarke 157036.8 2012
## 1981 Tom Jankovic 157031.0 2012
## 1982 Pedro Vieira 157026.4 2012
## 1983 Huitier Choi 157011.1 2012
## 1984 Jo Ann Bryce 157003.6 2012
## 1985 Ian Richards 156995.5 2012
## 1986 Jason Gallegos 156988.1 2012
## 1987 George Ficklin 156985.0 2012
## 1988 Joern Kroll 156983.7 2012
## 1989 Maria Carcamo 156981.3 2012
## 1990 Angela Auyong 156967.0 2012
## 1991 Emil Camozzi 156965.5 2012
## 1992 Mary Tienken 156963.6 2012
## 1993 Abraham Bollozos Jr 156957.4 2012
## 1994 Sandra Valeros 156955.9 2012
## 1995 Craig Wilson 156945.3 2012
## 1996 Andrew Lucas 156934.0 2012
## 1997 Michael Bain 156926.0 2012
## 1998 Kevin Ison 156923.1 2012
## 1999 Richard Jue 156920.3 2012
## 2000 Carol Borden-Gomez 156910.1 2012
## 2001 Erik Morris 156900.7 2012
## 2002 Jean Etcheveste 156895.3 2012
## 2003 Timothy Overall 156874.0 2012
## 2004 Zahid Khan 156872.5 2012
## 2005 Huo Chen 156866.4 2012
## 2006 Judith Foster 156863.6 2012
## 2007 Alexander Popov 156855.9 2012
## 2008 Sheila Washington-Andrew 156852.4 2012
## 2009 Ronda Chu 156841.1 2012
## 2010 Kevin Nakagawa 156839.4 2012
## 2011 Willie Crawford 156836.2 2012
## 2012 Kim Patrice Klein 156836.1 2012
## 2013 Richmond Curry 156832.1 2012
## 2014 Chong Nie 156827.0 2012
## 2015 Joan Scannell 156826.5 2012
## 2016 Karin Breuer 156797.5 2012
## 2017 Lara Fuentes 156795.2 2012
## 2018 Tienthang Nguyen 156784.1 2012
## 2019 Danny Nguyen 156766.3 2012
## 2020 Andrew Johnson 156763.3 2012
## 2021 Melvin Thornton 156757.4 2012
## 2022 Peter Lau 156753.6 2012
## 2023 Thomas Tachis 156752.4 2012
## 2024 Janet Castellanos 156743.0 2012
## 2025 Shawn Ewing 156740.4 2012
## 2026 James Cerenio 156738.4 2012
## 2027 David Rojas 156738.0 2012
## 2028 Robert Ward 156724.6 2012
## 2029 Alphonso Livingston 156720.8 2012
## 2030 Mazen Barbari 156706.8 2012
## 2031 Paul Brennan 156701.7 2012
## 2032 Thomas Coffaro 156699.1 2012
## 2033 Sheila Garrett 156698.4 2012
## 2034 Christine McCormick 156696.6 2012
## 2035 Janet Clayton 156689.7 2012
## 2036 Michael Mulry 156688.2 2012
## 2037 Deborah Craven-Green 156686.6 2012
## 2038 Christina Fong 156678.2 2012
## 2039 Hugo Gray 156676.6 2012
## 2040 Samuel Vigil 156669.5 2012
## 2041 Vanessa Almaguer 156664.2 2012
## 2042 Mylene Espiritu 156663.2 2012
## 2043 Mark Alvarez 156659.8 2012
## 2044 Lester Lamug 156653.4 2012
## 2045 Ken Louie 156627.1 2012
## 2046 Tony Lau 156619.5 2012
## 2047 John Ullom 156617.3 2012
## 2048 Lisa O'Malley 156616.3 2012
## 2049 Arnold Galang 156613.4 2012
## 2050 Thu Vaing 156577.8 2012
## 2051 Lawanda Anderson 156577.0 2012
## 2052 Spencer Lee 156560.3 2012
## 2053 Saul Rodriguez 156559.6 2012
## 2054 Daniel Ficher 156554.0 2012
## 2055 James Crowley 156546.2 2012
## 2056 Robert Lai 156544.0 2012
## 2057 Michael Grills 156532.8 2012
## 2058 Phung Nguyen 156512.6 2012
## 2059 Austin Wilson 156509.2 2012
## 2060 Diana Hampton 156504.1 2012
## 2061 Simon Wong 156500.7 2012
## 2062 Mark Steven Proia 156483.2 2012
## 2063 James Dolly 156482.4 2012
## 2064 Ronald McGoldrick 156480.0 2012
## 2065 Brian Sak 156456.3 2012
## 2066 Gia Espinocilla 156452.9 2012
## 2067 Patricia Dowling 156450.8 2012
## 2068 Kate Joshua 156435.4 2012
## 2069 Mary McGinty 156430.4 2012
## 2070 Wendy Frisk 156411.4 2012
## 2071 Victor Giannini 156400.2 2012
## 2072 Christiane Medina 156390.2 2012
## 2073 Joseph Malloy 156383.3 2012
## 2074 Christopher Molina 156381.0 2012
## 2075 Robinson Oguike 156377.4 2012
## 2076 Richard Bamberger Jr 156360.4 2012
## 2077 Alan Davison 156336.2 2012
## 2078 Marianne Bertuccelli 156336.1 2012
## 2079 Robert Pedersen 156318.2 2012
## 2080 Benedetto Murphy 156307.6 2012
## 2081 Matthew Wakeman 156302.0 2012
## 2082 Monique Derouen 156292.0 2012
## 2083 Torrie Grady 156284.5 2012
## 2084 Allan Mathieu 156282.1 2012
## 2085 Hector Garcia-Morales 156253.8 2012
## 2086 Kevin O'Rourke 156252.8 2012
## 2087 Antonio Cacatian 156252.0 2012
## 2088 Scott Nakamura 156242.6 2012
## 2089 Frank Shreve 156240.9 2012
## 2090 Greg Hubley 156234.6 2012
## 2091 Michael Tsang 156225.2 2012
## 2092 Michael Brown 156222.9 2012
## 2093 Desmond Fernandes 156222.2 2012
## 2094 Gregory Skaug 156205.6 2012
## 2095 Hugh Loutensock 156203.2 2012
## 2096 Lionel Lucas 156200.5 2012
## 2097 Brittany Greene 156199.7 2012
## 2098 Yukio Oshita 156196.1 2012
## 2099 Joshua Enea 156192.7 2012
## 2100 Hugo Aparicio 156184.9 2012
## 2101 Stephanie Cushing 156182.5 2012
## 2102 John Siu 156179.8 2012
## 2103 Jared Vado 156169.9 2012
## 2104 Henry Vong 156162.7 2012
## 2105 James Gomez 156160.4 2012
## 2106 David Camerlo Jr 156158.1 2012
## 2107 Curtis McMillan 156150.1 2012
## 2108 Lisa Diep 156147.6 2012
## 2109 Katerina Cazanis 156143.5 2012
## 2110 Edwin Balli 156127.3 2012
## 2111 Edith Lewis 156125.1 2012
## 2112 Jason Lai 156105.0 2012
## 2113 John Broucaret 156084.7 2012
## 2114 Lee Hudson 156063.0 2012
## 2115 Evan Mogan 156055.8 2012
## 2116 Sandra Maclin-Gibson 156055.2 2012
## 2117 Ramona Johnson 156052.3 2012
## 2118 Dorian Lok 156047.1 2012
## 2119 Rain Daugherty 156031.6 2012
## 2120 Christopher McManus 156009.6 2012
## 2121 Paul Araya 156005.3 2012
## 2122 Tina Myint 156001.8 2012
## 2123 Herbert Gong 155983.0 2012
## 2124 Cesar Cabatbat 155966.9 2012
## 2125 Anne Marie Donnelly 155966.5 2012
## 2126 Aiqun Xu 155955.0 2012
## 2127 Juan Gala 155950.2 2012
## 2128 Cristel Tullock 155946.1 2012
## 2129 Michael Shugars 155942.8 2012
## 2130 Michelle Javrotsky 155933.8 2012
## 2131 Lauren Seto 155929.9 2012
## 2132 Mark Brandenburg 155926.4 2012
## 2133 Fortune Cruz 155924.6 2012
## 2134 Mark Chandler 155920.7 2012
## 2135 David Basconcillo 155912.4 2012
## 2136 Kelly Alves 155911.2 2012
## 2137 Gregory Huie 155908.9 2012
## 2138 Carina Gerntke-Corsis 155879.7 2012
## 2139 Efren Briones 155873.9 2012
## 2140 Craig Loyd 155873.6 2012
## 2141 Francis Mellera III 155862.7 2012
## 2142 Erich Reiss 155850.7 2012
## 2143 Karen Hallett 155842.5 2012
## 2144 Patrick Conroy 155840.3 2012
## 2145 Rebecca Houghton 155836.6 2012
## 2146 Craig Perry Jr 155836.1 2012
## 2147 Jayne Matsui 155831.4 2012
## 2148 Francisco Morrow 155824.5 2012
## 2149 Warren Lowe 155824.3 2012
## 2150 Chu Liu 155821.4 2012
## 2151 Vivian Huang 155780.8 2012
## 2152 Patrick Freeman 155779.7 2012
## 2153 Herminio Cresino 155777.9 2012
## 2154 Carol Buffington 155767.4 2012
## 2155 Kathy Pubill 155766.8 2012
## 2156 Dennis Frazer 155754.9 2012
## 2157 Michele Primiano 155752.3 2012
## 2158 Janice Lee 155749.7 2012
## 2159 Amanda Kabanuck 155725.0 2012
## 2160 Russell Hall 155720.3 2012
## 2161 Gregory Pak 155718.9 2012
## 2162 Lisa Ender 155714.0 2012
## 2163 Alan De Bella 155709.2 2012
## 2164 Lance Monteverdi 155707.4 2012
## 2165 Michael Apodaca 155690.5 2012
## 2166 Louis Vizcarrondo 155677.5 2012
## 2167 Richard Rivas 155674.0 2012
## 2168 Dennis Jee 155655.0 2012
## 2169 Amanda Dougherty 155648.1 2012
## 2170 Lamonte Fields 155623.8 2012
## 2171 Omar Alvarado 155623.1 2012
## 2172 Rani Edwards 155619.5 2012
## 2173 Corinna Chuey 155603.4 2012
## 2174 Donna Lok 155577.5 2012
## 2175 Jeffrey Smejkal 155571.9 2012
## 2176 Mary Morentz 155570.0 2012
## 2177 Steven Ardrey 155568.8 2012
## 2178 Jeanette Santos 155562.2 2012
## 2179 Christopher Cassinelli 155540.1 2012
## 2180 Martha Hawthorne 155534.4 2012
## 2181 Baljeet Sangha 155528.4 2012
## 2182 Tyler Ropelato 155475.9 2012
## 2183 James Wolanin 155475.7 2012
## 2184 Lateef Gray 155475.3 2012
## 2185 Stephen Navarra 155461.8 2012
## 2186 Craig Farrell 155453.1 2012
## 2187 Carla Schultheis 155435.0 2012
## 2188 Allison Morton 155434.8 2012
## 2189 Kristopher Moore 155431.4 2012
## 2190 Jimmy Lee 155426.1 2012
## 2191 Larry Bezanson 155411.0 2012
## 2192 Donald Kloss 155406.4 2012
## 2193 Brett Kaczmarczyk 155385.6 2012
## 2194 James Struble 155376.5 2012
## 2195 James Toner 155367.3 2012
## 2196 Matthew Irvine 155365.8 2012
## 2197 David Brandt 155365.3 2012
## 2198 Jeffrey Yee 155360.8 2012
## 2199 Yvette Poindexter 155355.4 2012
## 2200 Chusak Sretpisalsilp 155341.6 2012
## 2201 Jennifer Stow 155334.1 2012
## 2202 Cecile Porter 155312.1 2012
## 2203 Ronald Gehrke 155308.5 2012
## 2204 Tiffany Gunter 155307.3 2012
## 2205 Ajay Singh 155298.8 2012
## 2206 Michelle Alvis 155298.2 2012
## 2207 Jennifer Miller 155290.8 2012
## 2208 Elizabeth Foy 155289.2 2012
## 2209 John Affolter 155287.0 2012
## 2210 Stephanie Otaguro 155284.6 2012
## 2211 Robert Sari Jr 155269.9 2012
## 2212 Cynthia Thomas 155264.8 2012
## 2213 Edouard Marchand 155261.7 2012
## 2214 Patrick Nurisso 155252.0 2012
## 2215 Jeffrey Barry 155251.4 2012
## 2216 Michael Vroman 155239.2 2012
## 2217 Carolyn Gassen 155227.2 2012
## 2218 Marie Rosemo Gonzalez 155205.7 2012
## 2219 Steven Kohmann 155205.4 2012
## 2220 Anna Payne 155188.2 2012
## 2221 Roger Morse 155185.1 2012
## 2222 Louis Guzzo III 155168.0 2012
## 2223 Cynthia Lee 155168.0 2012
## 2224 Jesus Pun 155160.0 2012
## 2225 Graig Wells 155150.6 2012
## 2226 Peter Ma 155150.5 2012
## 2227 Keith Sovig 155150.3 2012
## 2228 Carlton Blount 155145.6 2012
## 2229 Antonio Carrasco 155099.6 2012
## 2230 Rupert Chin 155098.7 2012
## 2231 Remigio Miguel 155097.6 2012
## 2232 Anthony Aguerre 155084.4 2012
## 2233 Juan La Chica 155082.2 2012
## 2234 Yungmi Kim 155062.7 2012
## 2235 Daniel Lee 155057.6 2012
## 2236 Larry Merritt 155018.6 2012
## 2237 Rene Gube 154993.8 2012
## 2238 Charles Little 154988.0 2012
## 2239 Brendan Gardiner 154973.1 2012
## 2240 Amod Dhakal 154967.4 2012
## 2241 Brandon Grissom 154964.7 2012
## 2242 David Young 154960.5 2012
## 2243 Michele Aschero 154957.6 2012
## 2244 Eduardo Castillo 154955.3 2012
## 2245 Hector Basurto 154951.9 2012
## 2246 Shannon Martin 154914.2 2012
## 2247 Fanny Pelayo Rodriguez 154911.1 2012
## 2248 Rick Hoang 154909.0 2012
## 2249 John Anton 154903.1 2012
## 2250 Maria Gonzalez 154887.2 2012
## 2251 David Broder 154881.5 2012
## 2252 Gayle Revels 154866.7 2012
## 2253 Gerald Bernal 154864.4 2012
## 2254 Ninfa Alvarez-Pleites 154862.1 2012
## 2255 David Cameron 154852.2 2012
## 2256 Anita Roberts 154842.7 2012
## 2257 Damon Robertson 154825.9 2012
## 2258 Ngozi Onyike 154812.3 2012
## 2259 Daniel Solorzano 154810.4 2012
## 2260 Patrick Schoch 154808.2 2012
## 2261 Michael Kazanis 154805.7 2012
## 2262 Joale Robinson 154788.9 2012
## 2263 Sarah Phillips 154778.6 2012
## 2264 Rohan Lane 154775.4 2012
## 2265 Jacqueline Chan 154761.1 2012
## 2266 Dwayne Van 154757.1 2012
## 2267 Meighan Lyons 154756.7 2012
## 2268 Nathaniel Dillon Olivas 154747.7 2012
## 2269 Guillermo Rios 154743.2 2012
## 2270 Tony Cukar 154736.3 2012
## 2271 Alena Maunder 154721.2 2012
## 2272 Yvette King 154718.1 2012
## 2273 Sandon Cheung 154717.4 2012
## 2274 Anka Yuen Chan 154715.4 2012
## 2275 John Fournet 154707.0 2012
## 2276 Kurt Macaulay 154702.0 2012
## 2277 Georgina Morales 154700.5 2012
## 2278 Scott Chenue 154694.5 2012
## 2279 Oscar Padilla 154686.5 2012
## 2280 Lai Lam Kuan 154672.6 2012
## 2281 Christopher Cotter 154662.2 2012
## 2282 Theresa Hernandez 154638.2 2012
## 2283 Michelle Estanislao 154627.7 2012
## 2284 William Yue 154625.5 2012
## 2285 Stephanie Johnson 154606.4 2012
## 2286 James Johnson 154599.3 2012
## 2287 Daria Pauly 154585.4 2012
## 2288 Luis Archilla 154566.1 2012
## 2289 Ambrose Mercer 154565.9 2012
## 2290 Rodrigo Paras 154562.3 2012
## 2291 Pedro Ortiz 154557.2 2012
## 2292 Michael Reardon 154520.1 2012
## 2293 Elaine Aniana 154519.6 2012
## 2294 Dustin White 154516.6 2012
## 2295 Kevin Mai 154513.3 2012
## 2296 Maurice Hayes 154512.6 2012
## 2297 Robert Meinbress 154510.0 2012
## 2298 Larry Reyes 154508.8 2012
## 2299 Vincent Chew 154501.5 2012
## 2300 Mitch Lyon 154497.3 2012
## 2301 Kevin McHugh 154493.5 2012
## 2302 Lisa Torre-Igwe 154486.5 2012
## 2303 Saba Adhana 154472.6 2012
## 2304 Rajesh Prasad 154469.0 2012
## 2305 Virginia Sarmiento 154460.0 2012
## 2306 Gordon Aiavao 154459.2 2012
## 2307 Megan Burns 154457.5 2012
## 2308 Meaghan McMilton 154450.1 2012
## 2309 Cory Groom 154449.9 2012
## 2310 Kenneth Donnelly 154435.2 2012
## 2311 Beatrice Leung 154412.1 2012
## 2312 Wai Ng 154411.0 2012
## 2313 Ruby Aragon 154404.1 2012
## 2314 Rosalyn Yu 154398.8 2012
## 2315 Ronald Roses 154396.0 2012
## 2316 Barry Neal 154387.1 2012
## 2317 Christine Nath 154384.0 2012
## 2318 Philip Matiatos 154380.7 2012
## 2319 Carolyn Lew 154376.0 2012
## 2320 Diane Yin 154366.6 2012
## 2321 Anthony Ballonado 154359.4 2012
## 2322 Christian Bowman 154356.2 2012
## 2323 David Carroll 154347.5 2012
## 2324 Annie Huie 154346.5 2012
## 2325 Emma Sicat 154338.3 2012
## 2326 Nenita Gonzales 154333.5 2012
## 2327 Justin Davidson 154328.9 2012
## 2328 Lann Wilder 154326.8 2012
## 2329 Jeffrey Bauer 154313.2 2012
## 2330 Jason Gallagher 154310.2 2012
## 2331 Charles Grayson 154305.9 2012
## 2332 David Yee 154304.7 2012
## 2333 Aric Lemke 154300.1 2012
## 2334 Victor Sanchez 154296.5 2012
## 2335 Rodney Talavera 154291.8 2012
## 2336 Trudy Singzon 154289.2 2012
## 2337 Elisabeth Doiron 154280.0 2012
## 2338 Connie Chu 154271.2 2012
## 2339 James Lewis 154258.8 2012
## 2340 Shari Zinn 154251.1 2012
## 2341 Patrick Wu 154241.5 2012
## 2342 Cynthia Spellman 154238.1 2012
## 2343 Jeffrey Gilman 154227.7 2012
## 2344 Marilyn O'Connor 154216.7 2012
## 2345 Sululagi Palega 154208.1 2012
## 2346 William Cabrera 154208.0 2012
## 2347 Debbie Adams 154198.1 2012
## 2348 Mark Clark 154195.3 2012
## 2349 Daniel Murphy 154186.6 2012
## 2350 Regina Berrigan 154183.0 2012
## 2351 Bonny Lee 154176.0 2012
## 2352 Kathleen Mullins 154168.1 2012
## 2353 Lori Schectel 154163.6 2012
## 2354 Kenneth Cacich 154160.9 2012
## 2355 Alexandria Brunner 154139.0 2012
## 2356 Elliott Riley 154115.6 2012
## 2357 Alexander Lugtu 154105.9 2012
## 2358 Jasper McCargo 154094.1 2012
## 2359 James Horan 154086.6 2012
## 2360 Michael Elliston 154084.7 2012
## 2361 Kenneth Sy 154067.4 2012
## 2362 Priscilla Kenney 154054.9 2012
## 2363 Marc Nuti 154050.7 2012
## 2364 Michael Mayo 154048.8 2012
## 2365 Michael Harper 154044.6 2012
## 2366 Ann Mendoza 154033.1 2012
## 2367 Marilene Harvey 154026.4 2012
## 2368 Michael Cota 154020.9 2012
## 2369 Jason Mostasisa 154020.4 2012
## 2370 John Hoffman 154015.3 2012
## 2371 Cindy Shamban 154006.6 2012
## 2372 Nannie Turrell 154004.5 2012
## 2373 Edward Hunt 154000.4 2012
## 2374 Jose Limon 153991.2 2012
## 2375 Fernando Barranco 153989.9 2012
## 2376 Toni Cordova Woodruff 153985.6 2012
## 2377 Benjamin Sosin 153976.2 2012
## 2378 Geralyn Kavanagh 153962.6 2012
## 2379 Janice Baldocchi 153941.6 2012
## 2380 Katherine Matthew 153937.3 2012
## 2381 Frank Lem 153936.0 2012
## 2382 Barbara Fang 153932.2 2012
## 2383 Antonio Landi 153928.5 2012
## 2384 Rene Guerrero 153925.5 2012
## 2385 Ross Shimabukuro 153916.2 2012
## 2386 Robert Hart 153901.7 2012
## 2387 Juan Ramirez 153893.9 2012
## 2388 Jose Guardado 153888.0 2012
## 2389 Sean Padilla 153885.2 2012
## 2390 Luis Ortiz 153881.7 2012
## 2391 Matthew Roybal 153878.3 2012
## 2392 Gregory Turner 153877.9 2012
## 2393 Dana Ketcham 153858.6 2012
## 2394 Qiana Washington 153847.7 2012
## 2395 Catherine Groody 153844.3 2012
## 2396 John Chang 153838.0 2012
## 2397 Bailey Lim 153838.0 2012
## 2398 Galen Dutch 153835.6 2012
## 2399 Laura Colin 153834.6 2012
## 2400 Dewayne Wilson 153815.8 2012
## 2401 Fred Crisp 153815.2 2012
## 2402 Leigh Escobedo 153807.9 2012
## 2403 Catherine Abela 153794.2 2012
## 2404 Mary Klein 153791.0 2012
## 2405 Diana Chen 153788.9 2012
## 2406 Christopher Downing 153768.3 2012
## 2407 Sau Kwan Fung 153763.9 2012
## 2408 Myo Chang 153756.2 2012
## 2409 Mark Farrell 153733.5 2012
## 2410 Amy Davidson 153730.7 2012
## 2411 Sandy Chan 153704.8 2012
## 2412 Stan Palatnikov 153701.8 2012
## 2413 Lily Ow 153697.6 2012
## 2414 William Cotter 153677.1 2012
## 2415 Dorian McConico 153673.7 2012
## 2416 Peter-Kwadwo Asare III 153649.7 2012
## 2417 Karen Frye 153639.5 2012
## 2418 Daniel Kindstedt 153638.4 2012
## 2419 Granville Tongue 153638.2 2012
## 2420 Lawrence Hom 153633.0 2012
## 2421 Susan Labo 153630.6 2012
## 2422 Patrick McNichol 153609.4 2012
## 2423 Sherie Wong 153597.8 2012
## 2424 Rickey Williams 153586.1 2012
## 2425 Nancie Parker 153580.9 2012
## 2426 Mary Plomin 153579.4 2012
## 2427 Havin Muro 153574.5 2012
## 2428 Sandy Cuadra 153574.3 2012
## 2429 Allison Macbeth 153566.3 2012
## 2430 Moses Gala 153543.2 2012
## 2431 Clifton Fogarty 153524.0 2012
## 2432 Kiyotaka Kanamori 153523.5 2012
## 2433 Jacinto Reyes 153523.1 2012
## 2434 Rodolfo Cava 153521.6 2012
## 2435 Thomas Deely 153503.1 2012
## 2436 Edmon Gillis 153497.0 2012
## 2437 Robert Forneris 153495.2 2012
## 2438 David Marks 153490.0 2012
## 2439 Kim Wolske 153486.9 2012
## 2440 Silvia Sobal 153484.9 2012
## 2441 Robert Rueca 153480.3 2012
## 2442 Susan Mann 153480.1 2012
## 2443 Louis Barberini 153477.7 2012
## 2444 Johnathon Ng 153474.2 2012
## 2445 Gregg Gotelli 153471.0 2012
## 2446 Alvis Woods 153453.6 2012
## 2447 Jesse Oropeza III 153451.9 2012
## 2448 Kenneth Burgess 153442.1 2012
## 2449 Brian Roberts 153431.8 2012
## 2450 John Leal 153430.3 2012
## 2451 Harold Ragudo 153420.5 2012
## 2452 Venus Williams 153393.6 2012
## 2453 Julie Martinez 153388.4 2012
## 2454 Michael Wright 153386.3 2012
## 2455 Mark La Point 153378.2 2012
## 2456 Colleen Sullivan 153376.5 2012
## 2457 Beverly Shepard 153368.0 2012
## 2458 Lisa Bransten 153359.5 2012
## 2459 Marco Chighine 153356.2 2012
## 2460 Vanessa Francis 153351.7 2012
## 2461 Rose Huang 153337.2 2012
## 2462 Katrina Meier 153287.7 2012
## 2463 Stephen Kay 153284.0 2012
## 2464 Viktoriya Wise 153280.3 2012
## 2465 Nicole J Lafata Shark 153260.0 2012
## 2466 Celso Ballesteros 153246.7 2012
## 2467 Amy Winkelman 153240.0 2012
## 2468 David Silven 153236.4 2012
## 2469 Martha Ketterer 153214.6 2012
## 2470 Steven Cashen 153201.8 2012
## 2471 Benito Olguin 153192.5 2012
## 2472 Brenda Austin 153177.2 2012
## 2473 Andrea Lego 153174.7 2012
## 2474 Mignon Dunbar 153174.1 2012
## 2475 Alfreddie Steward 153172.0 2012
## 2476 Jose Villarce 153171.8 2012
## 2477 Maria Lacson-Kuan 153171.5 2012
## 2478 Mathew Fahrner 153163.2 2012
## 2479 Vincent Joseph Spohn 153153.0 2012
## 2480 Richard Elliott 153152.2 2012
## 2481 Micheal Sanders 153149.8 2012
## 2482 Lorena Kehoe 153148.5 2012
## 2483 Eugene Ashton 153142.7 2012
## 2484 Barry Timko 153121.9 2012
## 2485 Maribeth Riday 153096.5 2012
## 2486 Irma Aceves 153093.4 2012
## 2487 Julio Bandoni 153080.7 2012
## 2488 Timothy Farrelly-Ii 153076.4 2012
## 2489 Eva Chin 153076.0 2012
## 2490 Daniel Ravina 153074.1 2012
## 2491 Teresa Harris 153064.9 2012
## 2492 Henry Kwan 153061.0 2012
## 2493 Leon Ferronato 153052.0 2012
## 2494 Ryan McArthur 153050.8 2012
## 2495 Victoria Guldbech 153050.1 2012
## 2496 Jessica Nantroup 153044.4 2012
## 2497 Linda Bui 153033.1 2012
## 2498 Curtis James 153026.7 2012
## 2499 Joseph Timonere 153017.8 2012
## 2500 Ronald Hill 153001.1 2012
## 2501 Daniel Glynn 152997.2 2012
## 2502 Ismaya Senduk 152990.4 2012
## 2503 Rupal Mehta 152988.0 2012
## 2504 Robin DeLosReyes 152970.9 2012
## 2505 Joseph Walsh 152960.2 2012
## 2506 Marcia Deerfield 152953.9 2012
## 2507 Robert Fry 152952.8 2012
## 2508 Paulnite Im 152934.1 2012
## 2509 Steven Fuller 152929.2 2012
## 2510 Benjamin Ang 152926.5 2012
## 2511 Steven Woo 152926.3 2012
## 2512 Jason Adamek 152922.2 2012
## 2513 James Green 152909.2 2012
## 2514 Arshad Razzak 152907.0 2012
## 2515 Raymond Wai Man Tang 152905.6 2012
## 2516 Maria Alvarado 152902.9 2012
## 2517 Ava Knox 152898.6 2012
## 2518 Nathan Cruz 152886.9 2012
## 2519 Michelle Johnston 152885.6 2012
## 2520 Winnette Allen 152883.8 2012
## 2521 Yen Ng 152880.2 2012
## 2522 Jose Padilla 152873.2 2012
## 2523 Nikitia Karon Hardwick 152860.1 2012
## 2524 Shilu Ramchand 152858.7 2012
## 2525 Stephen Christensen 152850.4 2012
## 2526 Nicolas Stathakos 152841.0 2012
## 2527 Jacob Pulickal 152840.6 2012
## 2528 Hector Almanza 152834.2 2012
## 2529 Saqib Aslam 152828.3 2012
## 2530 Alan Keel 152817.8 2012
## 2531 Rudolph Pankratius 152811.3 2012
## 2532 Viet Ha 152799.2 2012
## 2533 Maryellen Ryan 152789.5 2012
## 2534 Broderick Elton 152773.9 2012
## 2535 Joseph Crusoe 152773.9 2012
## 2536 Michael Jurado 152771.8 2012
## 2537 Robert Johnson 152764.9 2012
## 2538 Imelda Benedicta Pasalo 152743.0 2012
## 2539 Sandra Newland 152720.1 2012
## 2540 Anthony Assereto 152706.4 2012
## 2541 Sher Khan 152702.4 2012
## 2542 Pavel Khmarskiy 152666.7 2012
## 2543 Jessie Washington 152661.5 2012
## 2544 David Calderon 152660.4 2012
## 2545 Ferdinand Lumbad 152658.4 2012
## 2546 Mark Lantrip 152638.6 2012
## 2547 Mark Austria 152628.9 2012
## 2548 Mark Byers 152621.0 2012
## 2549 Ronald Adams 152609.8 2012
## 2550 Cleoris Rogers 152607.9 2012
## 2551 Norbert Feyling 152604.8 2012
## 2552 Michael Plank 152604.2 2012
## 2553 Susan Quock 152600.3 2012
## 2554 Leeanne Huang 152597.4 2012
## 2555 Michael Pheng 152594.6 2012
## 2556 Jason Moore 152572.9 2012
## 2557 Timothy Benetti 152565.4 2012
## 2558 Nelson Wong 152561.6 2012
## 2559 Janny Tam 152560.7 2012
## 2560 John Brandenburg 152556.6 2012
## 2561 John Lee 152556.0 2012
## 2562 Douglas Jones 152548.6 2012
## 2563 Cheryl Turner 152542.9 2012
## 2564 Jesse Cruz 152541.1 2012
## 2565 Chona Peralta 152535.4 2012
## 2566 Glen Hunsicker 152513.3 2012
## 2567 Rinaldi Wibowo 152469.7 2012
## 2568 Roger Mascio 152437.7 2012
## 2569 Linda Won 152425.1 2012
## 2570 Kurt Fuchs 152423.5 2012
## 2571 John Ng 152413.1 2012
## 2572 Martin Look 152410.4 2012
## 2573 Michelle Salas 152404.8 2012
## 2574 Eric Letsch 152389.8 2012
## 2575 Susan Patrick 152385.3 2012
## 2576 Laurie Jurkiewicz 152376.5 2012
## 2577 Nicole Ramirez 152371.2 2012
## 2578 Nancy Ledesma 152369.3 2012
## 2579 Richard Strabel 152363.0 2012
## 2580 William Fletcher 152336.3 2012
## 2581 Michael Bello 152331.0 2012
## 2582 Hla Khin Wong 152324.2 2012
## 2583 Petronila Torres 152323.6 2012
## 2584 Ronald Mirkovich 152322.3 2012
## 2585 Jennifer Greene 152318.6 2012
## 2586 Orit Samson 152317.8 2012
## 2587 Bobbie Foschi 152316.5 2012
## 2588 Stephanie Stillman 152316.0 2012
## 2589 Joann Kerns 152290.0 2012
## 2590 Genevieve Ongsioco 152288.6 2012
## 2591 David Ha 152269.8 2012
## 2592 Brenda Sosa 152261.5 2012
## 2593 Hope Nechuta 152258.0 2012
## 2594 Maura Duffy 152256.0 2012
## 2595 Claudine Venegas 152255.7 2012
## 2596 Hoa Huynh 152255.7 2012
## 2597 Ifvon Ballard 152207.8 2012
## 2598 Michael Bouvier 152200.5 2012
## 2599 Jason Hernandez 152170.4 2012
## 2600 Michael Diskin 152170.0 2012
## 2601 Corazon Andaya 152167.1 2012
## 2602 Regina Pera 152159.5 2012
## 2603 Donal Duffy 152157.8 2012
## 2604 Sukhwant Mann 152138.4 2012
## 2605 Joseph Leake 152128.5 2012
## 2606 Paulette Davis 152116.2 2012
## 2607 Charles August Jr 152115.6 2012
## 2608 Francisca Tapia 152107.2 2012
## 2609 Matthew Racine 152094.7 2012
## 2610 Robert Sari 152094.3 2012
## 2611 Leila Mongan 152091.9 2012
## 2612 Leslie Keeler 152089.9 2012
## 2613 Nick Elsner 152080.6 2012
## 2614 James Kelly 152078.2 2012
## 2615 John Dennis 152057.1 2012
## 2616 Romando Lucchesi 152053.1 2012
## 2617 Ciro Garcia 152052.7 2012
## 2618 Gerald Smith 152046.2 2012
## 2619 Bruce Keller 152034.5 2012
## 2620 Mark Tipton 152015.6 2012
## 2621 Merritt Yee 152011.3 2012
## 2622 Terence Durkan 152000.5 2012
## 2623 Johnson Ojo 151999.3 2012
## 2624 Yaroslav Shablinskiy 151998.9 2012
## 2625 Daniel Lazzari 151997.6 2012
## 2626 Teanna Ward 151990.6 2012
## 2627 Yong Quan Wu 151984.9 2012
## 2628 Timothy Hellman 151969.1 2012
## 2629 Anthony Lim 151968.5 2012
## 2630 Anthony Amable 151966.0 2012
## 2631 Jorge Garza 151964.4 2012
## 2632 Frank Sylvester 151951.3 2012
## 2633 Esteban Perez 151950.3 2012
## 2634 Enrique Enriquez 151947.5 2012
## 2635 Teresa Guillen 151944.8 2012
## 2636 Randy Cipriani 151944.2 2012
## 2637 Jerry Dixon 151941.1 2012
## 2638 Ian Ysip 151936.0 2012
## 2639 David O'Donnell 151912.8 2012
## 2640 Annette Quiett 151911.9 2012
## 2641 Wai Lun Leung 151911.6 2012
## 2642 David Shao He 151900.9 2012
## 2643 Roshanne Aveo 151891.1 2012
## 2644 Ronson Cheong 151882.3 2012
## 2645 Sushila Shakya 151864.3 2012
## 2646 Brian Smith 151860.3 2012
## 2647 Gloria Woo 151859.9 2012
## 2648 John Laffey 151853.2 2012
## 2649 Lavena Ward 151843.4 2012
## 2650 Imran Shakur 151836.2 2012
## 2651 Joseph Ho 151813.4 2012
## 2652 Cynthia Jones 151807.2 2012
## 2653 Scott Polister 151797.5 2012
## 2654 Jerome Grady 151795.2 2012
## 2655 Arthur Ramirez 151768.7 2012
## 2656 Aileen Alba 151768.4 2012
## 2657 Roxana Ruiz 151726.9 2012
## 2658 Nathan Chew 151725.8 2012
## 2659 Bryan Campbell 151709.2 2012
## 2660 Gregory Holmes 151692.2 2012
## 2661 Chris Siu 151688.5 2012
## 2662 Charles Johnson 151681.5 2012
## 2663 Steven Leon 151655.0 2012
## 2664 Thomas Smith 151650.5 2012
## 2665 Carel Troutman 151645.9 2012
## 2666 Steven Lam 151633.2 2012
## 2667 John Meaney 151626.8 2012
## 2668 Timmy Sanders 151623.2 2012
## 2669 Timothy Moses 151604.8 2012
## 2670 Paul Louie 151598.1 2012
## 2671 Richard Cristobal 151597.5 2012
## 2672 Steven Shea 151595.5 2012
## 2673 Bert Donlin Jr 151565.6 2012
## 2674 David Whaley 151561.1 2012
## 2675 Daniel Fross 151557.5 2012
## 2676 Arnold Santiago 151550.2 2012
## 2677 Ken Yao 151545.1 2012
## 2678 Alvin Velacruz 151544.7 2012
## 2679 Roy Mash 151541.6 2012
## 2680 Sean Elsbernd 151540.5 2012
## 2681 Santokh Kahlon 151538.9 2012
## 2682 Francis Cummings III 151529.0 2012
## 2683 Kristofer Hetland 151502.8 2012
## 2684 Lilia Makiyevsky 151499.4 2012
## 2685 Randy Holliday 151498.0 2012
## 2686 Naushad Ali 151496.1 2012
## 2687 Ho Jung Park 151489.7 2012
## 2688 Samantha O'Brien 151475.9 2012
## 2689 Melissa Benzinger 151467.8 2012
## 2690 Kevin Winch 151466.2 2012
## 2691 Michael Ross 151457.2 2012
## 2692 Michael Corriere 151450.8 2012
## 2693 Theodore Mitchell 151447.6 2012
## 2694 Romeo Delavega 151442.4 2012
## 2695 Claudia Luquin 151439.9 2012
## 2696 Michael Trent Rideau 151436.4 2012
## 2697 Leon Wong 151396.3 2012
## 2698 Nancy Loo-Manning 151396.1 2012
## 2699 John Gregson 151384.5 2012
## 2700 Christine Magoffin 151380.5 2012
## 2701 Steven Quinn 151372.1 2012
## 2702 Joseph Petrella 151354.3 2012
## 2703 Maria Marcela Galimba Patarroyo 151351.5 2012
## 2704 Kenneth White 151341.9 2012
## 2705 Wayne Wong 151327.8 2012
## 2706 Refugio Garcia 151321.9 2012
## 2707 James Barber 151321.7 2012
## 2708 Henry Chan 151303.8 2012
## 2709 Josephine Hicks 151300.1 2012
## 2710 Judy Nishimoto 151296.1 2012
## 2711 Paul Rapicavoli 151286.7 2012
## 2712 David O'Kane 151283.1 2012
## 2713 Jeffrey Woo 151266.4 2012
## 2714 Alexander Aquino 151260.2 2012
## 2715 Alfonso Hernandez 151256.0 2012
## 2716 Lynn Feeney 151254.6 2012
## 2717 Kirk Means 151253.7 2012
## 2718 Edward DeGuzman 151250.3 2012
## 2719 David Chun 151242.6 2012
## 2720 Olga Ryerson 151227.5 2012
## 2721 Sandylyn Ragudo 151226.4 2012
## 2722 Victor Shih 151215.9 2012
## 2723 Ignacio Sandoval 151213.6 2012
## 2724 James Kreps 151208.2 2012
## 2725 Yu K Huang 151199.3 2012
## 2726 Esther Ramos 151199.0 2012
## 2727 Gaylicia Bunton 151195.5 2012
## 2728 Jaculine Barnes 151194.6 2012
## 2729 Ron Ash 151193.7 2012
## 2730 Edward Dunn 151185.9 2012
## 2731 Ramon Junsay 151181.8 2012
## 2732 David Chan 151178.3 2012
## 2733 Ekerette Essien 151173.9 2012
## 2734 Kally Ip 151168.0 2012
## 2735 Ivan Soon 151162.8 2012
## 2736 Wayne Chan 151143.8 2012
## 2737 Kai Lee 151140.9 2012
## 2738 Robert Ichinose 151140.3 2012
## 2739 John Vanni 151120.1 2012
## 2740 Natalie Elicetche 151115.1 2012
## 2741 Irene Aquino 151105.9 2012
## 2742 Joseph Yu 151098.6 2012
## 2743 Bernard Henderson 151092.8 2012
## 2744 Robert Kerrigan 151088.4 2012
## 2745 Nanette Hendrickson 151080.8 2012
## 2746 Michael Loos 151069.3 2012
## 2747 Joseph Chan 151063.9 2012
## 2748 Florian Taylor 151063.7 2012
## 2749 John Louie 151060.0 2012
## 2750 Beth Kuhns 151056.9 2012
## 2751 Keith Wong 151055.4 2012
## 2752 Bernardo Andrade 151048.5 2012
## 2753 Napoleon Khalilnaji 151037.7 2012
## 2754 Jamie Hyun 151025.4 2012
## 2755 Dian Stavrev 151016.0 2012
## 2756 Malkeet Gill 150993.2 2012
## 2757 Ronald Ramiro 150984.4 2012
## 2758 Thomas Bower 150975.6 2012
## 2759 Wayne Chu 150952.4 2012
## 2760 Johnnie Wong 150948.6 2012
## 2761 Michael Vannucchi 150941.8 2012
## 2762 Sandra Phillips 150939.5 2012
## 2763 Jason Bielski 150933.6 2012
## 2764 Kenneth Washington 150933.1 2012
## 2765 David Mondani 150931.5 2012
## 2766 Reynold Deguzman 150924.5 2012
## 2767 Leonard Morrow 150914.4 2012
## 2768 Christine Rocero 150913.4 2012
## 2769 Anthony Rattonetti 150912.5 2012
## 2770 Michael Ryan 150909.3 2012
## 2771 Jose Jimenez 150902.5 2012
## 2772 Anene Ugbaja 150887.3 2012
## 2773 Scott Northrup 150882.7 2012
## 2774 Brandon Thompson 150881.9 2012
## 2775 Lisa Mazuca 150880.0 2012
## 2776 Dolson Kwan 150870.9 2012
## 2777 Joshua Fears 150869.0 2012
## 2778 Teenchee Le 150867.9 2012
## 2779 Lourdes Chan 150864.5 2012
## 2780 Chris Vu Tran 150862.3 2012
## 2781 Kathleen Mackerrow 150856.9 2012
## 2782 Jina Tin 150837.2 2012
## 2783 Myron Fong 150834.2 2012
## 2784 Thomas Chu 150823.7 2012
## 2785 John Robinson-Jr 150817.5 2012
## 2786 Paul McGregor 150799.3 2012
## 2787 Leland Valentine 150792.7 2012
## 2788 Chenxi Shi 150779.5 2012
## 2789 Michael Anderson 150776.3 2012
## 2790 Bonnie Richardson 150769.7 2012
## 2791 Elizabeth Eagon 150768.7 2012
## 2792 Juanita Ragler 150767.2 2012
## 2793 Jeffrey Wong 150753.7 2012
## 2794 Augusto Canlas 150751.6 2012
## 2795 Edmundo Saenz 150749.8 2012
## 2796 Kahri Gill-Kehoe 150748.4 2012
## 2797 Richard Balmy 150743.2 2012
## 2798 Mohanned Malhi 150735.0 2012
## 2799 David Bihr 150719.3 2012
## 2800 Wilson Pham 150709.0 2012
## 2801 John Hinchion 150698.1 2012
## 2802 Richard Gee 150694.3 2012
## 2803 John Leon 150686.8 2012
## 2804 Johnny Mayorga 150665.4 2012
## 2805 David Nehrkorn 150663.1 2012
## 2806 Jere Ingram 150657.9 2012
## 2807 Christine Lehn 150656.3 2012
## 2808 Nancie Stockwell 150642.8 2012
## 2809 David Morales 150641.6 2012
## 2810 Phillip Calhoun 150641.6 2012
## 2811 James OSullivan 150633.0 2012
## 2812 Cornaal Branner 150631.7 2012
## 2813 Renee Bruneman 150623.0 2012
## 2814 Anthony Bazan 150620.2 2012
## 2815 James Marsh 150617.3 2012
## 2816 Andy Lam 150611.3 2012
## 2817 Nicholas Alexander 150611.3 2012
## 2818 Shome Vasudevan 150607.4 2012
## 2819 Mira Lee 150601.4 2012
## 2820 Sheryl Myers 150598.6 2012
## 2821 Amanda Eckels 150579.5 2012
## 2822 Mike Ng 150570.7 2012
## 2823 Jose Hernandez 150567.2 2012
## 2824 Christina Chan 150558.7 2012
## 2825 Meghan Green 150553.7 2012
## 2826 Nicole Jones 150541.0 2012
## 2827 Koa Pickering 150536.5 2012
## 2828 Robert LaRose 150535.6 2012
## 2829 Felicia Haynes 150535.0 2012
## 2830 Greg Ellis 150533.1 2012
## 2831 Henry Parra Jr 150532.3 2012
## 2832 James Biggins 150509.1 2012
## 2833 Bin Yang 150506.8 2012
## 2834 Eric Mar 150505.1 2012
## 2835 Cady Wong 150498.5 2012
## 2836 Cecilia Gonzalez 150480.8 2012
## 2837 Rhonda Fung 150463.8 2012
## 2838 Ryan Crockett 150461.9 2012
## 2839 Bryant Mercado 150441.1 2012
## 2840 Collin Wing 150437.7 2012
## 2841 Scott St Hilaire 150435.8 2012
## 2842 Ketric Mahoney 150435.2 2012
## 2843 Gregg Olson 150430.6 2012
## 2844 Bart Broome 150428.7 2012
## 2845 Wynnie Ruan 150411.9 2012
## 2846 Flordeliza Leviste 150407.1 2012
## 2847 Sara Stratton 150406.5 2012
## 2848 El Ceg Gonzales 150405.0 2012
## 2849 Michael Androvich 150402.4 2012
## 2850 Sherri Anderson 150376.4 2012
## 2851 Timothy Ortiz 150374.5 2012
## 2852 Robert Guzman 150372.5 2012
## 2853 Rugene Galicia Jr 150366.3 2012
## 2854 Oscar Abucay 150363.5 2012
## 2855 Gene Sheets 150358.2 2012
## 2856 Hung Nguyen 150341.4 2012
## 2857 Cynthia Cornett 150335.4 2012
## 2858 Eugene Irby 150333.2 2012
## 2859 Alvin Louie 150329.6 2012
## 2860 Malinda Yu 150324.4 2012
## 2861 Brian Cauley 150316.8 2012
## 2862 Linda Edelstein 150311.8 2012
## 2863 Alton Chinn 150311.1 2012
## 2864 Patrick Faye 150307.4 2012
## 2865 Anthony Ababon 150305.2 2012
## 2866 Zhong Qiu 150289.4 2012
## 2867 Corinna Neustaetter 150286.0 2012
## 2868 Hernan Villalobos 150283.7 2012
## 2869 William Topoian 150267.8 2012
## 2870 David Jacoby 150252.3 2012
## 2871 Vanessa Conrad 150251.4 2012
## 2872 Gema Arias 150249.2 2012
## 2873 Lorrie Serna 150237.9 2012
## 2874 Edna Ho 150235.5 2012
## 2875 Steven Hajnal 150235.4 2012
## 2876 Jeff Leano 150213.9 2012
## 2877 Heath Maddox 150201.2 2012
## 2878 Candiece Lewis 150188.3 2012
## 2879 Andrew Navarro 150185.3 2012
## 2880 Telicia Lewis 150184.7 2012
## 2881 Khun Thi 150178.5 2012
## 2882 John Femenia 150170.8 2012
## 2883 Seamus Hodgin 150170.7 2012
## 2884 Kim Lin 150168.2 2012
## 2885 Patrick Williams 150167.7 2012
## 2886 Robert Christman 150150.5 2012
## 2887 James Naguina 150149.5 2012
## 2888 Harry Vong 150148.2 2012
## 2889 Carlos Hernandez 150146.6 2012
## 2890 Arnold Rechsteiner 150142.3 2012
## 2891 Rodney Phann 150134.5 2012
## 2892 Virginia St Jean 150129.3 2012
## 2893 Jimmy Kirk 150126.7 2012
## 2894 Rose Baltazar 150117.7 2012
## 2895 Michael Giles 150107.7 2012
## 2896 Erma Weaver 150104.2 2012
## 2897 Andy Chow 150100.5 2012
## 2898 Roland Davantes 150095.2 2012
## 2899 Rosa Rankin 150086.7 2012
## 2900 Caroline Nguy 150081.4 2012
## 2901 Richard Gulingan 150071.1 2012
## 2902 Lewis Gillian 150059.7 2012
## 2903 Blake Ryan 150057.4 2012
## 2904 Chad Campos 150053.6 2012
## 2905 Julie Wu 150049.7 2012
## 2906 Antone Parascandolo Jr 150039.5 2012
## 2907 Alexander Bell 150037.6 2012
## 2908 Jaime Valle 150031.9 2012
## 2909 Maria Iyog-O'Malley 150024.5 2012
## 2910 Cynthia Ullmann 150013.6 2012
## 2911 Timothy Ong 150013.3 2012
## 2912 Adam Green 150009.7 2012
## 2913 Armando Gonzalez 150002.2 2012
Ordenar los datos con arrange
datosOrdenados <- arrange(cuales, EmployeeName) # Por default es de menor a mayor
head(datosOrdenados) # Los primeros seis
## EmployeeName TotalPayBenefits Year
## 1 Aaron Ballonado 159732.7 2012
## 2 Aaron Cowhig 168330.4 2012
## 3 Aaron Fischer 164280.9 2012
## 4 Aaron Smith 164960.6 2012
## 5 Aaron Yoo 159711.9 2012
## 6 Abraham Abarca 159988.9 2012
tail(datosOrdenados) # Los últimos seis
## EmployeeName TotalPayBenefits Year
## 2908 Yvonne Fuentes-Pattishall 169171.5 2012
## 2909 Zahid Khan 156872.5 2012
## 2910 Zara Grace Janer 160766.9 2012
## 2911 Zhong Qiu 150289.4 2012
## 2912 Zoila Maguina 167054.6 2012
## 2913 Zula Jones 163422.7 2012
Agregar columnas nuevas al conjunto de datos
Pueden ser al original o al que ya se tiene filtrado
Agregar un valor de 0 o 1 para genero
# Vamos a generar generos 0 y 1
generos <- rep(0:1, 5000) # Es un repetición de 5000 valores entre 0 y 1
generos <- sample(generos, 2913) # sample genera una muestra de 2913 registros
cuales <- mutate(cuales, genero = generos) # Agrega columna genero a cuales
head(cuales, 10) # Los primeros 10
## EmployeeName TotalPayBenefits Year genero
## 1 Cheryl De Lemos 169995.4 2012 0
## 2 Daniel Godfrey 169990.1 2012 1
## 3 Robert Harvey 169982.0 2012 1
## 4 Lawrence McDonnell 169980.4 2012 1
## 5 Sergio Chavez 169973.1 2012 1
## 6 Michael Grande 169970.4 2012 1
## 7 Jeffrey Chow 169963.2 2012 1
## 8 Winilyn Hidalgo 169960.5 2012 0
## 9 Rodney Lee 169960.3 2012 0
## 10 Lucille Palma 169940.8 2012 0
cuales # Van todos
## EmployeeName TotalPayBenefits Year genero
## 1 Cheryl De Lemos 169995.4 2012 0
## 2 Daniel Godfrey 169990.1 2012 1
## 3 Robert Harvey 169982.0 2012 1
## 4 Lawrence McDonnell 169980.4 2012 1
## 5 Sergio Chavez 169973.1 2012 1
## 6 Michael Grande 169970.4 2012 1
## 7 Jeffrey Chow 169963.2 2012 1
## 8 Winilyn Hidalgo 169960.5 2012 0
## 9 Rodney Lee 169960.3 2012 0
## 10 Lucille Palma 169940.8 2012 0
## 11 Jonathan Rapp 169939.2 2012 0
## 12 Ajay Saxena 169936.3 2012 1
## 13 Albert Tom 169933.8 2012 1
## 14 Edith Hammond 169930.6 2012 1
## 15 Hector Tam 169925.7 2012 1
## 16 Eugene Ling 169898.1 2012 0
## 17 Xing Wang 169897.1 2012 0
## 18 Crystal McDonald 169893.1 2012 1
## 19 Patrick Cox 169890.4 2012 0
## 20 Balraj Singh Rai 169887.5 2012 0
## 21 Jennifer Northridge 169879.5 2012 0
## 22 Roger Fong 169876.2 2012 0
## 23 Edgar Tabo 169876.1 2012 1
## 24 Kin Lee 169864.1 2012 1
## 25 Kevin Adkins 169849.0 2012 0
## 26 Curtis Caldwell 169837.2 2012 1
## 27 Dianna Yanez 169831.5 2012 0
## 28 Samuel Yu 169820.4 2012 0
## 29 Eugene Shu 169811.9 2012 0
## 30 Dale Winniford 169799.7 2012 1
## 31 Clifford Burkhart 169798.2 2012 0
## 32 Suzanne Miller 169794.0 2012 1
## 33 Catheryn Williams 169791.3 2012 1
## 34 Stephen Gritsch 169741.6 2012 0
## 35 Maria Cecilia Martin 169740.3 2012 1
## 36 Russell Roby 169736.7 2012 1
## 37 Lawrence Soe 169732.1 2012 1
## 38 Stephon Degand 169723.0 2012 1
## 39 Michelle Tong 169704.5 2012 0
## 40 James Kazarian 169704.2 2012 0
## 41 Violeta Del Mundo 169699.7 2012 0
## 42 Fred Lew 169693.3 2012 0
## 43 Donald Bannett 169688.4 2012 0
## 44 Miles Young 169673.6 2012 0
## 45 Victor Le 169660.8 2012 0
## 46 Eric Louie 169660.2 2012 1
## 47 Lawrence Ng 169654.4 2012 1
## 48 Eduard Ochoa 169639.7 2012 0
## 49 Geoffrey Clayton 169635.6 2012 0
## 50 Rona Sandler 169633.7 2012 0
## 51 Larry Para 169624.0 2012 0
## 52 Tracy Miesen 169619.6 2012 0
## 53 Linda Moore 169607.8 2012 1
## 54 Kaushal Bhaskar 169591.4 2012 0
## 55 Moses Bautista 169562.9 2012 1
## 56 Sophal Chea 169556.0 2012 1
## 57 John Edward Herbert 169540.4 2012 0
## 58 Shao Ping Lai 169540.4 2012 0
## 59 William McCarthy 169527.5 2012 1
## 60 Keith Baraka 169526.0 2012 1
## 61 Richie Owyang 169518.8 2012 1
## 62 Kenyon Bowers 169509.4 2012 0
## 63 Herbert Mariano 169502.8 2012 0
## 64 Maria Perez 169493.4 2012 1
## 65 Gail Clabby 169492.0 2012 1
## 66 Philip Secondez 169485.0 2012 1
## 67 Marco Desangles 169480.8 2012 0
## 68 Wilfredo Arquiza 169479.5 2012 0
## 69 David Sands 169467.2 2012 0
## 70 M J Castagnola 169463.2 2012 0
## 71 Edwin Gaffud 169454.9 2012 0
## 72 Sarah Lindley 169453.5 2012 0
## 73 Carlos Manfredi 169442.4 2012 0
## 74 Cathal Hennessy 169442.1 2012 1
## 75 Diana Rosenstein 169432.1 2012 0
## 76 Mary Russo 169431.2 2012 1
## 77 Jeffrey Spano 169411.1 2012 1
## 78 Craig Wong 169409.1 2012 0
## 79 Fidel Gonzalez 169378.5 2012 1
## 80 Deborah Heuerman 169373.7 2012 1
## 81 Maria Lopez 169357.5 2012 0
## 82 Diane Scarlet 169355.0 2012 0
## 83 Cassandra Chapman-Tabor 169343.9 2012 1
## 84 Gabriel Rodriguez 169331.7 2012 0
## 85 Jeff Lai 169315.0 2012 1
## 86 Thomas Macmahon 169308.8 2012 1
## 87 Burton Wan 169307.1 2012 0
## 88 Edwin Lee 169304.4 2012 1
## 89 Kenneth Lim 169296.0 2012 1
## 90 Thanh Nguyen 169295.9 2012 0
## 91 Robert Boughn 169290.0 2012 0
## 92 Joseph Boyle 169275.7 2012 1
## 93 Antonio Balingit 169272.0 2012 0
## 94 Garrett Edwards 169266.9 2012 1
## 95 Shane Oneill 169255.5 2012 1
## 96 Mary Callahan 169245.2 2012 0
## 97 George Engel 169243.8 2012 0
## 98 Barry Parker 169242.4 2012 0
## 99 Jonathan Rider 169240.6 2012 0
## 100 William Reilly 169239.7 2012 0
## 101 Oren Davis 169235.3 2012 0
## 102 Shauna Rose 169218.2 2012 0
## 103 John Rowland 169217.7 2012 1
## 104 Raymond Padmore 169214.4 2012 0
## 105 Carol Davenport 169211.9 2012 1
## 106 Edward Carew 169203.0 2012 0
## 107 Rodney Fitzpatrick 169192.4 2012 0
## 108 Lily Wang 169191.7 2012 1
## 109 Yvonne Fuentes-Pattishall 169171.5 2012 0
## 110 Elpidio Seletaria Jr 169161.2 2012 0
## 111 Eric Kjelsberg 169150.7 2012 0
## 112 James Grant 169136.8 2012 0
## 113 Yin Chan 169131.3 2012 1
## 114 Manito Velasco 169130.3 2012 0
## 115 Lavante Mitchell 169126.5 2012 0
## 116 Simon Tam 169123.0 2012 1
## 117 Amy Swanson 169121.9 2012 0
## 118 Armando Quintana 169112.3 2012 0
## 119 Stephen OSullivan 169107.8 2012 1
## 120 Romina Izaguirre 169091.8 2012 1
## 121 Victor Siao 169089.8 2012 1
## 122 Thomas Petersen 169089.4 2012 0
## 123 Angelo Spagnoli 169087.7 2012 1
## 124 Joseph Molinari 169082.7 2012 0
## 125 Chhunmeng Tov 169061.5 2012 1
## 126 Kevin Stancombe 169057.4 2012 0
## 127 Andy Wong 169051.6 2012 1
## 128 Eric Kondo 169042.5 2012 0
## 129 Ronald Lombardi 169035.7 2012 0
## 130 John Hallisy 169028.5 2012 0
## 131 David Camerlo 169028.5 2012 1
## 132 Thomas Jang 169020.9 2012 1
## 133 Richard Graham 169017.5 2012 0
## 134 William Wilkinson 169003.4 2012 1
## 135 Mary Murphy 168997.5 2012 1
## 136 Michael Dean 168990.1 2012 0
## 137 Mary Warren 168977.2 2012 1
## 138 Reuben Reyes 168968.8 2012 1
## 139 John Kositzin 168966.9 2012 0
## 140 Waylen Wang 168953.5 2012 1
## 141 Mary Navickas 168951.9 2012 1
## 142 Alfredo Tio 168948.6 2012 0
## 143 Ponciano Sulit Jr 168938.3 2012 1
## 144 Mark Pandori 168921.1 2012 0
## 145 Paul Francis Mariano 168920.8 2012 0
## 146 Nancy Tung 168918.2 2012 0
## 147 Dennis Dang 168915.4 2012 1
## 148 Jenny Wei-Ying Louie 168895.6 2012 0
## 149 Gregory Dito 168888.3 2012 1
## 150 Yvonne Cobbs 168887.8 2012 0
## 151 Charles Bellah 168887.4 2012 0
## 152 Dan Truong 168886.3 2012 1
## 153 Waymen Gee 168883.8 2012 1
## 154 Lindsey Suslow 168875.0 2012 0
## 155 Judy Chin 168874.7 2012 1
## 156 Hank Lum 168874.1 2012 1
## 157 Yan Zou 168873.0 2012 1
## 158 Donald Richman 168872.6 2012 1
## 159 Baron Darnell 168861.4 2012 0
## 160 Wendi Boselli 168860.4 2012 1
## 161 Wendy Wells 168857.6 2012 1
## 162 Anthony Garrett 168857.1 2012 0
## 163 Ahmad Moghbel 168850.9 2012 0
## 164 Albert Tom 168842.4 2012 0
## 165 Albert Wong 168841.0 2012 1
## 166 Ted Leung 168838.6 2012 1
## 167 Louis Vallerga 168819.3 2012 1
## 168 Eileen Needham 168819.0 2012 0
## 169 Conroy Tam 168818.5 2012 0
## 170 Edward Ho 168813.1 2012 0
## 171 John Kwong 168806.7 2012 1
## 172 Glenn Hunt 168799.6 2012 0
## 173 Bryant Woo 168793.3 2012 0
## 174 Heather Bollinger 168791.8 2012 0
## 175 Linda Leong 168786.8 2012 0
## 176 Filipinas Guasque 168780.9 2012 1
## 177 Daniel Kim 168777.0 2012 0
## 178 Douglas Ullman 168771.0 2012 0
## 179 Joseph Ferrer 168762.5 2012 1
## 180 Angelito Camerino 168761.2 2012 0
## 181 Matthew Valmonte 168757.4 2012 0
## 182 James Blue 168757.4 2012 1
## 183 Catherine Weiser 168755.8 2012 1
## 184 Lesley Wong 168751.0 2012 1
## 185 Kenneth Sanchez 168746.9 2012 1
## 186 John Chien 168746.0 2012 1
## 187 Steven Ferraz 168744.6 2012 0
## 188 Robbin Boykin 168738.7 2012 1
## 189 Tommie Bartley 168731.2 2012 0
## 190 David Leung 168730.7 2012 0
## 191 Xavier Murillo 168729.8 2012 0
## 192 Sergio Barraza 168728.4 2012 0
## 193 Mun Choi 168722.1 2012 0
## 194 Victor Lubet 168716.6 2012 1
## 195 Erick Santiago 168713.5 2012 0
## 196 Salome Esteves 168707.0 2012 0
## 197 Brian Ng 168706.0 2012 0
## 198 Chu Fei Ho 168698.6 2012 1
## 199 Steven Lee 168691.5 2012 1
## 200 Jennifer Liu 168686.1 2012 0
## 201 Gene Gabriel 168682.4 2012 0
## 202 Darren Arkava 168675.6 2012 1
## 203 Feliciano Pili 168672.9 2012 1
## 204 Nelson Szeto 168670.4 2012 0
## 205 Steven Thomazin 168659.6 2012 1
## 206 Eddie Tsui 168652.5 2012 0
## 207 Jan Bryan Reyes 168649.5 2012 0
## 208 Marilyn Daniels 168645.9 2012 0
## 209 Shirley Chin 168639.3 2012 1
## 210 Warren Leong 168634.5 2012 1
## 211 William Scott 168630.6 2012 1
## 212 Karen Hernandez 168629.9 2012 0
## 213 Raymond Chu 168613.5 2012 1
## 214 Mandana Siyadat 168612.6 2012 0
## 215 Carl Farsai 168612.2 2012 1
## 216 Jared Dunn 168612.0 2012 1
## 217 Lynn Fong 168608.8 2012 0
## 218 Kent Ford 168605.7 2012 1
## 219 Mongkol Mahavongtrakul 168604.5 2012 0
## 220 Hadi Razzaq 168573.2 2012 0
## 221 Ryan Macaulay 168566.1 2012 1
## 222 Tiffany Sutton 168564.5 2012 1
## 223 Jeffery Sung 168563.1 2012 1
## 224 Willy Yau 168561.3 2012 0
## 225 Neil Hopper 168559.9 2012 1
## 226 Nicholas Apodaca 168549.0 2012 1
## 227 Stanley So 168547.9 2012 0
## 228 Alexis Dufour 168546.5 2012 0
## 229 Michael Tsang 168542.3 2012 0
## 230 John Moren 168533.2 2012 0
## 231 Edmund Shum 168518.6 2012 0
## 232 James Kennedy 168501.1 2012 0
## 233 Charles Drane 168495.6 2012 0
## 234 Alice Yan 168494.0 2012 1
## 235 Kenneth Yee 168490.5 2012 0
## 236 Eunice Au-Yeung 168488.9 2012 1
## 237 Carol Degraca 168482.8 2012 1
## 238 Susan Yee 168482.1 2012 1
## 239 Steven Currie 168467.3 2012 0
## 240 Barbara Pinelli 168462.6 2012 0
## 241 Sasha Cuttler 168459.4 2012 0
## 242 Travis Hoff 168446.3 2012 1
## 243 Reginald Scott 168444.5 2012 0
## 244 Leslie Smith 168430.9 2012 1
## 245 Ronda Johnson 168425.2 2012 1
## 246 Sue Kokalis 168414.3 2012 0
## 247 Miguel Prado 168413.8 2012 1
## 248 Wayne Lee 168412.5 2012 0
## 249 James Garfield 168410.8 2012 1
## 250 Michael Pierron 168408.7 2012 0
## 251 John Mercurio 168408.0 2012 0
## 252 Michael Dichoso 168394.6 2012 0
## 253 Damon Curtis 168394.3 2012 0
## 254 Ronnie Donaldson 168378.2 2012 1
## 255 Sonsire Garcia 168364.9 2012 0
## 256 Franco Herrera 168364.8 2012 1
## 257 Marvin Yee 168363.0 2012 1
## 258 Deryk Lee 168360.4 2012 1
## 259 Michael Kilgariff 168356.9 2012 1
## 260 Joseph Siragusa 168350.9 2012 1
## 261 David Koester 168349.8 2012 1
## 262 Vilaska Nguyen 168343.2 2012 0
## 263 Aaron Cowhig 168330.4 2012 0
## 264 David Goff 168328.5 2012 1
## 265 Jennifer Leonard 168322.0 2012 1
## 266 Stacie Feng 168321.4 2012 1
## 267 Masby Lau 168313.0 2012 1
## 268 Stephen Roja 168313.0 2012 0
## 269 Orchid Soh 168302.7 2012 0
## 270 Jack Wronski 168298.5 2012 0
## 271 Brandon Smith 168295.0 2012 1
## 272 Alfonso Herce 168277.7 2012 1
## 273 Andrew Mac Ilrath 168259.5 2012 1
## 274 Woon Wong 168257.5 2012 0
## 275 Carl Lee 168254.6 2012 0
## 276 Stephanie Colmenero 168252.5 2012 0
## 277 David Aymerich 168243.1 2012 1
## 278 Roger Smith 168237.2 2012 0
## 279 Gene Cornyn 168191.4 2012 1
## 280 Joel Hornstein 168185.4 2012 1
## 281 Helena Leiner 168179.7 2012 1
## 282 Karyn Sanchez 168178.2 2012 0
## 283 Michael Shanley 168177.4 2012 1
## 284 Susan Hou 168164.3 2012 1
## 285 Chris Schaefer 168150.8 2012 1
## 286 Ashley Fernandez 168145.5 2012 1
## 287 Virginia Sunday 168131.8 2012 1
## 288 Carla Kasper 168127.5 2012 0
## 289 Antonio Claudio 168122.1 2012 1
## 290 Daniel Shiu 168118.4 2012 0
## 291 Samuel Lou 168114.5 2012 1
## 292 Laura Bernabei 168099.4 2012 0
## 293 Brian Cranna 168080.4 2012 0
## 294 Dustin Daza 168072.7 2012 0
## 295 Peter Hamilton 168072.4 2012 1
## 296 Anna Calderon 168072.0 2012 1
## 297 William Kelleher 168071.2 2012 0
## 298 Cristina Abella 168064.0 2012 1
## 299 Matthew Loya 168042.0 2012 0
## 300 Erik Leung 168034.1 2012 0
## 301 Darla McBride 168019.4 2012 1
## 302 Robyn Gralicer 168018.2 2012 1
## 303 Jennifer Kwok 168007.8 2012 0
## 304 William Twomey 168005.8 2012 1
## 305 Alice Chan 167986.4 2012 1
## 306 Jacqueline Pepper 167983.7 2012 0
## 307 Anthony Scott 167982.5 2012 0
## 308 Dale Denice Wood 167981.7 2012 1
## 309 Marilyn Matli 167975.9 2012 0
## 310 Andrew Flynn 167964.1 2012 1
## 311 Tina King 167958.4 2012 0
## 312 Alan Lamb 167950.3 2012 0
## 313 James Alonso 167950.0 2012 0
## 314 Gregory Browne 167942.7 2012 1
## 315 Donald McIntyre 167939.1 2012 0
## 316 Laura Moye 167937.2 2012 0
## 317 Martin Covarrubias 167922.5 2012 0
## 318 Julio Molina 167917.2 2012 0
## 319 Laura Lombardi 167888.6 2012 1
## 320 Jason Wong 167884.9 2012 0
## 321 Miguel Herrera 167877.3 2012 0
## 322 Patrick Burke 167875.0 2012 1
## 323 Michael Evans 167868.7 2012 0
## 324 Ethel Yap Roque 167868.2 2012 0
## 325 Azarias Castro 167864.5 2012 1
## 326 Genieve Dela Cruz 167864.4 2012 0
## 327 Robert Sanchez 167843.5 2012 1
## 328 Andrew Geddes 167834.5 2012 1
## 329 Tigran Antonian 167831.9 2012 1
## 330 Jonathan Eric Non 167831.5 2012 1
## 331 Keanway Kyi 167829.9 2012 0
## 332 Curtis Nakano 167819.9 2012 1
## 333 Jonathan Kuhns 167819.6 2012 0
## 334 Phillip Frenkel 167815.4 2012 1
## 335 Tracey Loveridge 167779.4 2012 1
## 336 Gregory Stechschulte 167777.5 2012 0
## 337 Purisima Mallari 167773.5 2012 0
## 338 Amy Cohen 167763.2 2012 0
## 339 Deborah Walters 167761.2 2012 0
## 340 Jay Veach 167760.1 2012 1
## 341 Margot Antonetty 167757.4 2012 1
## 342 Kendra Kennedy 167751.9 2012 1
## 343 Anthony Piazza 167750.9 2012 0
## 344 Nichole Truax 167749.8 2012 1
## 345 Jonathan Rewers 167742.0 2012 0
## 346 George Scrivani 167741.9 2012 1
## 347 Huan Chen 167717.2 2012 0
## 348 Elizabeth Crudo 167713.0 2012 1
## 349 Linda Truong 167707.3 2012 1
## 350 Natalie Spaelti 167704.1 2012 1
## 351 Mark Zhang 167704.1 2012 0
## 352 April Pan 167694.3 2012 0
## 353 James Easterday 167693.5 2012 0
## 354 Paul Mourgos 167671.2 2012 0
## 355 Maribel We 167664.7 2012 0
## 356 Matthew Sullivan 167650.2 2012 0
## 357 Patrick Shea 167648.4 2012 1
## 358 Wilson Ng 167632.2 2012 0
## 359 Joseph Emanuel 167621.4 2012 0
## 360 Justin Wong 167619.7 2012 0
## 361 Michael Wells 167614.6 2012 0
## 362 Megan Kennel 167603.7 2012 0
## 363 Jamilla Churchill 167592.5 2012 0
## 364 Leonard Maloney 167590.0 2012 0
## 365 Gerald Lyons 167570.1 2012 0
## 366 Dee Lau 167556.3 2012 1
## 367 Nathaniel Manalang 167548.9 2012 1
## 368 Robin Love 167528.9 2012 1
## 369 Eric Reboli 167524.8 2012 1
## 370 Jeffrey McHale 167524.0 2012 1
## 371 Phillip Gordon 167523.4 2012 0
## 372 Douglas Lipps 167521.4 2012 0
## 373 Anna Karina Paranpan 167517.2 2012 0
## 374 Felicha Bell 167517.1 2012 1
## 375 Toni Ratcliff-Powell 167501.2 2012 0
## 376 Endia Costley 167489.9 2012 0
## 377 Robert Greiner 167479.3 2012 0
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## 1820 Thuy Bui 158072.8 2012 0
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## 1829 Eric Ingle 157981.3 2012 1
## 1830 Hui Ran Shao 157977.3 2012 0
## 1831 Kelly Burke 157967.4 2012 0
## 1832 Rico Zucconi 157966.5 2012 0
## 1833 John Katz 157963.2 2012 1
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## 1836 Shawn Wallace 157942.1 2012 1
## 1837 Maria Teresa Ojeda 157941.0 2012 1
## 1838 Sandip Patel 157940.1 2012 0
## 1839 Derrick Pressley 157938.2 2012 1
## 1840 Sarah Jones 157936.7 2012 0
## 1841 Michael Li 157930.7 2012 1
## 1842 Denisha Haynes 157928.0 2012 1
## 1843 Supriya Sundarrajan 157916.2 2012 1
## 1844 Charles Copeland 157915.3 2012 1
## 1845 Tracy Gasanyan 157911.1 2012 1
## 1846 Raul Elias 157900.5 2012 0
## 1847 Chahmal Kerow 157895.6 2012 1
## 1848 Sandra Zuniga 157893.7 2012 0
## 1849 Ferdinand Rotap 157891.3 2012 1
## 1850 Jonathon Lucchetti 157879.8 2012 1
## 1851 Robert Belt 157878.4 2012 1
## 1852 Ana Vieira-Ribeiro 157878.2 2012 1
## 1853 Gigi George 157875.7 2012 0
## 1854 Richard Cooper 157872.5 2012 0
## 1855 Steven Wood 157858.6 2012 0
## 1856 Paulina Araica 157855.9 2012 0
## 1857 Jordan Oryall 157846.7 2012 0
## 1858 Stacy Youngblood 157839.8 2012 0
## 1859 Armando Limon 157839.8 2012 1
## 1860 Nathan Bernard 157834.6 2012 1
## 1861 Joseph Valdez 157810.1 2012 1
## 1862 Oscar Wallace 157790.6 2012 0
## 1863 Jenny Lopez 157788.6 2012 0
## 1864 Michael Tennant 157777.9 2012 0
## 1865 Adam Plantinga 157756.2 2012 0
## 1866 Marc Majors 157743.1 2012 1
## 1867 Ricardo Miles 157742.2 2012 1
## 1868 Oliver Gajda 157739.9 2012 1
## 1869 Craig Brandolino 157732.7 2012 0
## 1870 Donn Vasquez 157731.1 2012 0
## 1871 David Fok 157727.3 2012 0
## 1872 Darryl Jones 157721.8 2012 1
## 1873 Marian Campion-Healy 157720.1 2012 0
## 1874 Anthony Vaughn 157711.5 2012 1
## 1875 William Sears 157701.9 2012 1
## 1876 Victor Chan 157698.0 2012 1
## 1877 Murat Bozkurt 157696.2 2012 1
## 1878 David Steffen 157690.9 2012 1
## 1879 Kimberly Cates 157678.6 2012 1
## 1880 Pamela Davis 157673.0 2012 1
## 1881 Lonnie Robbins 157671.5 2012 1
## 1882 Rafael Guzman 157665.8 2012 1
## 1883 Michelle Spears 157660.8 2012 1
## 1884 Mercy Ambat 157658.9 2012 0
## 1885 Patti Viri 157656.2 2012 1
## 1886 Oscar Gee 157651.4 2012 0
## 1887 Stephen Bucy 157633.3 2012 1
## 1888 Diane Artz 157631.0 2012 0
## 1889 Michelle Day 157630.0 2012 0
## 1890 Jeffrey Babb 157618.9 2012 0
## 1891 Peter Walker 157610.5 2012 1
## 1892 Jelina Enriquez 157606.7 2012 1
## 1893 Rick Figari 157597.5 2012 1
## 1894 Sheri Lee 157592.3 2012 0
## 1895 Marco Evoniuk 157586.6 2012 1
## 1896 Yolanda Quisao 157586.2 2012 0
## 1897 Rigoberto Haro 157576.9 2012 1
## 1898 Vicki Gross 157572.7 2012 0
## 1899 Thomas Fenwick 157571.0 2012 1
## 1900 Jasmine Suguitan 157569.6 2012 1
## 1901 Jacob Gilchrist 157566.2 2012 1
## 1902 Enrique Luquin 157556.5 2012 1
## 1903 Linda Taing 157549.6 2012 1
## 1904 Rosalyn Rouede 157546.3 2012 1
## 1905 Fabian Perez 157532.0 2012 0
## 1906 Martin Scanlan 157529.7 2012 1
## 1907 Angie Lee 157525.3 2012 0
## 1908 Jennifer Marino 157512.3 2012 1
## 1909 Gigi Ricasa 157509.0 2012 0
## 1910 Dalton Hom 157503.8 2012 0
## 1911 Faenetta Hutchings 157490.0 2012 0
## 1912 Naiyapakorn Nakornkhet 157479.4 2012 0
## 1913 John Higgins 157478.8 2012 1
## 1914 Michael Kellogg 157472.8 2012 1
## 1915 William Brunicardi 157461.8 2012 1
## 1916 Lily Ng 157438.6 2012 0
## 1917 Yim Chan 157433.2 2012 1
## 1918 Sheila Calabro 157431.9 2012 0
## 1919 Beverly Jew 157426.8 2012 0
## 1920 Phong Nguyen 157424.0 2012 0
## 1921 Agustin Perez 157412.4 2012 0
## 1922 George Antoniotti 157406.3 2012 0
## 1923 Kenny Wong 157406.0 2012 0
## 1924 Eugene Paras 157405.2 2012 0
## 1925 Holland Stephens 157396.8 2012 0
## 1926 Edward Greene 157393.9 2012 1
## 1927 Milton Khuu 157393.9 2012 0
## 1928 Jeffrey Ranta 157383.9 2012 1
## 1929 Michael Clauzel 157380.3 2012 0
## 1930 John Chester 157380.2 2012 0
## 1931 Robert Toomey 157379.6 2012 0
## 1932 Rhaymond Vizcarra 157369.0 2012 1
## 1933 Luigi Cauteruccio 157362.1 2012 0
## 1934 Michael Broussard 157360.5 2012 1
## 1935 Nicholas Brady 157354.6 2012 1
## 1936 Joshua Fry 157319.4 2012 1
## 1937 Jerome Manalastas 157303.4 2012 0
## 1938 Rebecca Salazar 157292.2 2012 0
## 1939 Carol Karen 157292.2 2012 1
## 1940 Teresa Rivor 157284.1 2012 0
## 1941 Walter Podesta Jr 157281.0 2012 1
## 1942 Lalaine Pillazar 157277.1 2012 0
## 1943 Charles Chan 157275.2 2012 0
## 1944 Patrick Cesari 157263.0 2012 0
## 1945 Al J Sangimino 157252.4 2012 1
## 1946 Rondaa Jackson 157243.5 2012 1
## 1947 Kelly Swift 157234.5 2012 1
## 1948 Marilyn Barton 157232.0 2012 0
## 1949 Jennifer Traw 157231.2 2012 0
## 1950 Chung Mak 157225.5 2012 1
## 1951 Chris Domerofski 157207.5 2012 1
## 1952 Katy Bersamin 157202.8 2012 1
## 1953 Kenneth Spielman 157195.5 2012 0
## 1954 Maxwell Chikere 157167.8 2012 1
## 1955 Marc Higa 157167.3 2012 0
## 1956 Ruthanne Morentz 157149.6 2012 0
## 1957 Carl Housh 157148.2 2012 0
## 1958 Angela Patane 157146.7 2012 0
## 1959 John Ascariz 157139.4 2012 0
## 1960 Sonny West 157133.0 2012 0
## 1961 Youcef Bouhamama 157131.7 2012 0
## 1962 Monica Sheridan 157128.3 2012 0
## 1963 Yuang-Tam Chiu 157125.5 2012 1
## 1964 Elmer Lopez 157120.7 2012 1
## 1965 Darryl Fields 157120.1 2012 0
## 1966 Daryl Chang 157116.3 2012 0
## 1967 Eduardo Rosete 157110.5 2012 1
## 1968 Meghan Tiernan 157102.6 2012 0
## 1969 Jnell Gray 157101.4 2012 1
## 1970 Andrew Karcs 157100.0 2012 1
## 1971 John Reeb 157099.8 2012 1
## 1972 Hector Martinez 157096.5 2012 0
## 1973 David Pagan 157090.5 2012 1
## 1974 Ruth Dilts 157078.2 2012 1
## 1975 Christian Marquez 157066.2 2012 1
## 1976 Daniel Adams 157062.7 2012 1
## 1977 Jimmy Lee 157056.9 2012 0
## 1978 Barbara Dullea 157053.1 2012 0
## 1979 Gustavo Castaneda 157038.8 2012 1
## 1980 William Clarke 157036.8 2012 0
## 1981 Tom Jankovic 157031.0 2012 1
## 1982 Pedro Vieira 157026.4 2012 1
## 1983 Huitier Choi 157011.1 2012 1
## 1984 Jo Ann Bryce 157003.6 2012 1
## 1985 Ian Richards 156995.5 2012 0
## 1986 Jason Gallegos 156988.1 2012 0
## 1987 George Ficklin 156985.0 2012 1
## 1988 Joern Kroll 156983.7 2012 1
## 1989 Maria Carcamo 156981.3 2012 0
## 1990 Angela Auyong 156967.0 2012 0
## 1991 Emil Camozzi 156965.5 2012 0
## 1992 Mary Tienken 156963.6 2012 1
## 1993 Abraham Bollozos Jr 156957.4 2012 0
## 1994 Sandra Valeros 156955.9 2012 0
## 1995 Craig Wilson 156945.3 2012 1
## 1996 Andrew Lucas 156934.0 2012 1
## 1997 Michael Bain 156926.0 2012 1
## 1998 Kevin Ison 156923.1 2012 1
## 1999 Richard Jue 156920.3 2012 0
## 2000 Carol Borden-Gomez 156910.1 2012 0
## 2001 Erik Morris 156900.7 2012 0
## 2002 Jean Etcheveste 156895.3 2012 0
## 2003 Timothy Overall 156874.0 2012 1
## 2004 Zahid Khan 156872.5 2012 1
## 2005 Huo Chen 156866.4 2012 0
## 2006 Judith Foster 156863.6 2012 1
## 2007 Alexander Popov 156855.9 2012 0
## 2008 Sheila Washington-Andrew 156852.4 2012 0
## 2009 Ronda Chu 156841.1 2012 1
## 2010 Kevin Nakagawa 156839.4 2012 1
## 2011 Willie Crawford 156836.2 2012 1
## 2012 Kim Patrice Klein 156836.1 2012 1
## 2013 Richmond Curry 156832.1 2012 1
## 2014 Chong Nie 156827.0 2012 0
## 2015 Joan Scannell 156826.5 2012 1
## 2016 Karin Breuer 156797.5 2012 1
## 2017 Lara Fuentes 156795.2 2012 1
## 2018 Tienthang Nguyen 156784.1 2012 1
## 2019 Danny Nguyen 156766.3 2012 1
## 2020 Andrew Johnson 156763.3 2012 0
## 2021 Melvin Thornton 156757.4 2012 0
## 2022 Peter Lau 156753.6 2012 0
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## 2561 John Lee 152556.0 2012 0
## 2562 Douglas Jones 152548.6 2012 1
## 2563 Cheryl Turner 152542.9 2012 0
## 2564 Jesse Cruz 152541.1 2012 1
## 2565 Chona Peralta 152535.4 2012 0
## 2566 Glen Hunsicker 152513.3 2012 1
## 2567 Rinaldi Wibowo 152469.7 2012 0
## 2568 Roger Mascio 152437.7 2012 0
## 2569 Linda Won 152425.1 2012 1
## 2570 Kurt Fuchs 152423.5 2012 0
## 2571 John Ng 152413.1 2012 0
## 2572 Martin Look 152410.4 2012 1
## 2573 Michelle Salas 152404.8 2012 1
## 2574 Eric Letsch 152389.8 2012 0
## 2575 Susan Patrick 152385.3 2012 0
## 2576 Laurie Jurkiewicz 152376.5 2012 1
## 2577 Nicole Ramirez 152371.2 2012 0
## 2578 Nancy Ledesma 152369.3 2012 0
## 2579 Richard Strabel 152363.0 2012 1
## 2580 William Fletcher 152336.3 2012 0
## 2581 Michael Bello 152331.0 2012 0
## 2582 Hla Khin Wong 152324.2 2012 1
## 2583 Petronila Torres 152323.6 2012 1
## 2584 Ronald Mirkovich 152322.3 2012 0
## 2585 Jennifer Greene 152318.6 2012 0
## 2586 Orit Samson 152317.8 2012 1
## 2587 Bobbie Foschi 152316.5 2012 0
## 2588 Stephanie Stillman 152316.0 2012 1
## 2589 Joann Kerns 152290.0 2012 1
## 2590 Genevieve Ongsioco 152288.6 2012 1
## 2591 David Ha 152269.8 2012 0
## 2592 Brenda Sosa 152261.5 2012 0
## 2593 Hope Nechuta 152258.0 2012 1
## 2594 Maura Duffy 152256.0 2012 1
## 2595 Claudine Venegas 152255.7 2012 1
## 2596 Hoa Huynh 152255.7 2012 1
## 2597 Ifvon Ballard 152207.8 2012 0
## 2598 Michael Bouvier 152200.5 2012 1
## 2599 Jason Hernandez 152170.4 2012 1
## 2600 Michael Diskin 152170.0 2012 0
## 2601 Corazon Andaya 152167.1 2012 0
## 2602 Regina Pera 152159.5 2012 1
## 2603 Donal Duffy 152157.8 2012 1
## 2604 Sukhwant Mann 152138.4 2012 1
## 2605 Joseph Leake 152128.5 2012 1
## 2606 Paulette Davis 152116.2 2012 1
## 2607 Charles August Jr 152115.6 2012 1
## 2608 Francisca Tapia 152107.2 2012 1
## 2609 Matthew Racine 152094.7 2012 1
## 2610 Robert Sari 152094.3 2012 0
## 2611 Leila Mongan 152091.9 2012 0
## 2612 Leslie Keeler 152089.9 2012 0
## 2613 Nick Elsner 152080.6 2012 0
## 2614 James Kelly 152078.2 2012 1
## 2615 John Dennis 152057.1 2012 1
## 2616 Romando Lucchesi 152053.1 2012 1
## 2617 Ciro Garcia 152052.7 2012 0
## 2618 Gerald Smith 152046.2 2012 0
## 2619 Bruce Keller 152034.5 2012 0
## 2620 Mark Tipton 152015.6 2012 0
## 2621 Merritt Yee 152011.3 2012 0
## 2622 Terence Durkan 152000.5 2012 1
## 2623 Johnson Ojo 151999.3 2012 0
## 2624 Yaroslav Shablinskiy 151998.9 2012 1
## 2625 Daniel Lazzari 151997.6 2012 1
## 2626 Teanna Ward 151990.6 2012 0
## 2627 Yong Quan Wu 151984.9 2012 1
## 2628 Timothy Hellman 151969.1 2012 1
## 2629 Anthony Lim 151968.5 2012 0
## 2630 Anthony Amable 151966.0 2012 1
## 2631 Jorge Garza 151964.4 2012 0
## 2632 Frank Sylvester 151951.3 2012 1
## 2633 Esteban Perez 151950.3 2012 1
## 2634 Enrique Enriquez 151947.5 2012 1
## 2635 Teresa Guillen 151944.8 2012 0
## 2636 Randy Cipriani 151944.2 2012 0
## 2637 Jerry Dixon 151941.1 2012 0
## 2638 Ian Ysip 151936.0 2012 1
## 2639 David O'Donnell 151912.8 2012 0
## 2640 Annette Quiett 151911.9 2012 1
## 2641 Wai Lun Leung 151911.6 2012 1
## 2642 David Shao He 151900.9 2012 1
## 2643 Roshanne Aveo 151891.1 2012 1
## 2644 Ronson Cheong 151882.3 2012 0
## 2645 Sushila Shakya 151864.3 2012 0
## 2646 Brian Smith 151860.3 2012 0
## 2647 Gloria Woo 151859.9 2012 1
## 2648 John Laffey 151853.2 2012 0
## 2649 Lavena Ward 151843.4 2012 1
## 2650 Imran Shakur 151836.2 2012 0
## 2651 Joseph Ho 151813.4 2012 1
## 2652 Cynthia Jones 151807.2 2012 1
## 2653 Scott Polister 151797.5 2012 0
## 2654 Jerome Grady 151795.2 2012 0
## 2655 Arthur Ramirez 151768.7 2012 1
## 2656 Aileen Alba 151768.4 2012 1
## 2657 Roxana Ruiz 151726.9 2012 0
## 2658 Nathan Chew 151725.8 2012 1
## 2659 Bryan Campbell 151709.2 2012 0
## 2660 Gregory Holmes 151692.2 2012 1
## 2661 Chris Siu 151688.5 2012 0
## 2662 Charles Johnson 151681.5 2012 0
## 2663 Steven Leon 151655.0 2012 1
## 2664 Thomas Smith 151650.5 2012 1
## 2665 Carel Troutman 151645.9 2012 1
## 2666 Steven Lam 151633.2 2012 1
## 2667 John Meaney 151626.8 2012 0
## 2668 Timmy Sanders 151623.2 2012 1
## 2669 Timothy Moses 151604.8 2012 0
## 2670 Paul Louie 151598.1 2012 1
## 2671 Richard Cristobal 151597.5 2012 0
## 2672 Steven Shea 151595.5 2012 1
## 2673 Bert Donlin Jr 151565.6 2012 0
## 2674 David Whaley 151561.1 2012 1
## 2675 Daniel Fross 151557.5 2012 1
## 2676 Arnold Santiago 151550.2 2012 1
## 2677 Ken Yao 151545.1 2012 1
## 2678 Alvin Velacruz 151544.7 2012 1
## 2679 Roy Mash 151541.6 2012 1
## 2680 Sean Elsbernd 151540.5 2012 1
## 2681 Santokh Kahlon 151538.9 2012 0
## 2682 Francis Cummings III 151529.0 2012 1
## 2683 Kristofer Hetland 151502.8 2012 0
## 2684 Lilia Makiyevsky 151499.4 2012 0
## 2685 Randy Holliday 151498.0 2012 0
## 2686 Naushad Ali 151496.1 2012 0
## 2687 Ho Jung Park 151489.7 2012 0
## 2688 Samantha O'Brien 151475.9 2012 0
## 2689 Melissa Benzinger 151467.8 2012 1
## 2690 Kevin Winch 151466.2 2012 0
## 2691 Michael Ross 151457.2 2012 0
## 2692 Michael Corriere 151450.8 2012 1
## 2693 Theodore Mitchell 151447.6 2012 1
## 2694 Romeo Delavega 151442.4 2012 0
## 2695 Claudia Luquin 151439.9 2012 1
## 2696 Michael Trent Rideau 151436.4 2012 1
## 2697 Leon Wong 151396.3 2012 0
## 2698 Nancy Loo-Manning 151396.1 2012 0
## 2699 John Gregson 151384.5 2012 1
## 2700 Christine Magoffin 151380.5 2012 0
## 2701 Steven Quinn 151372.1 2012 1
## 2702 Joseph Petrella 151354.3 2012 0
## 2703 Maria Marcela Galimba Patarroyo 151351.5 2012 0
## 2704 Kenneth White 151341.9 2012 1
## 2705 Wayne Wong 151327.8 2012 1
## 2706 Refugio Garcia 151321.9 2012 1
## 2707 James Barber 151321.7 2012 1
## 2708 Henry Chan 151303.8 2012 0
## 2709 Josephine Hicks 151300.1 2012 1
## 2710 Judy Nishimoto 151296.1 2012 0
## 2711 Paul Rapicavoli 151286.7 2012 0
## 2712 David O'Kane 151283.1 2012 0
## 2713 Jeffrey Woo 151266.4 2012 0
## 2714 Alexander Aquino 151260.2 2012 0
## 2715 Alfonso Hernandez 151256.0 2012 0
## 2716 Lynn Feeney 151254.6 2012 1
## 2717 Kirk Means 151253.7 2012 1
## 2718 Edward DeGuzman 151250.3 2012 1
## 2719 David Chun 151242.6 2012 0
## 2720 Olga Ryerson 151227.5 2012 1
## 2721 Sandylyn Ragudo 151226.4 2012 0
## 2722 Victor Shih 151215.9 2012 1
## 2723 Ignacio Sandoval 151213.6 2012 1
## 2724 James Kreps 151208.2 2012 0
## 2725 Yu K Huang 151199.3 2012 0
## 2726 Esther Ramos 151199.0 2012 0
## 2727 Gaylicia Bunton 151195.5 2012 0
## 2728 Jaculine Barnes 151194.6 2012 1
## 2729 Ron Ash 151193.7 2012 0
## 2730 Edward Dunn 151185.9 2012 0
## 2731 Ramon Junsay 151181.8 2012 1
## 2732 David Chan 151178.3 2012 1
## 2733 Ekerette Essien 151173.9 2012 0
## 2734 Kally Ip 151168.0 2012 1
## 2735 Ivan Soon 151162.8 2012 1
## 2736 Wayne Chan 151143.8 2012 0
## 2737 Kai Lee 151140.9 2012 1
## 2738 Robert Ichinose 151140.3 2012 1
## 2739 John Vanni 151120.1 2012 1
## 2740 Natalie Elicetche 151115.1 2012 0
## 2741 Irene Aquino 151105.9 2012 0
## 2742 Joseph Yu 151098.6 2012 0
## 2743 Bernard Henderson 151092.8 2012 1
## 2744 Robert Kerrigan 151088.4 2012 1
## 2745 Nanette Hendrickson 151080.8 2012 0
## 2746 Michael Loos 151069.3 2012 1
## 2747 Joseph Chan 151063.9 2012 0
## 2748 Florian Taylor 151063.7 2012 0
## 2749 John Louie 151060.0 2012 0
## 2750 Beth Kuhns 151056.9 2012 0
## 2751 Keith Wong 151055.4 2012 0
## 2752 Bernardo Andrade 151048.5 2012 1
## 2753 Napoleon Khalilnaji 151037.7 2012 0
## 2754 Jamie Hyun 151025.4 2012 1
## 2755 Dian Stavrev 151016.0 2012 1
## 2756 Malkeet Gill 150993.2 2012 0
## 2757 Ronald Ramiro 150984.4 2012 0
## 2758 Thomas Bower 150975.6 2012 1
## 2759 Wayne Chu 150952.4 2012 0
## 2760 Johnnie Wong 150948.6 2012 1
## 2761 Michael Vannucchi 150941.8 2012 1
## 2762 Sandra Phillips 150939.5 2012 0
## 2763 Jason Bielski 150933.6 2012 0
## 2764 Kenneth Washington 150933.1 2012 1
## 2765 David Mondani 150931.5 2012 0
## 2766 Reynold Deguzman 150924.5 2012 0
## 2767 Leonard Morrow 150914.4 2012 0
## 2768 Christine Rocero 150913.4 2012 0
## 2769 Anthony Rattonetti 150912.5 2012 0
## 2770 Michael Ryan 150909.3 2012 1
## 2771 Jose Jimenez 150902.5 2012 0
## 2772 Anene Ugbaja 150887.3 2012 1
## 2773 Scott Northrup 150882.7 2012 0
## 2774 Brandon Thompson 150881.9 2012 0
## 2775 Lisa Mazuca 150880.0 2012 0
## 2776 Dolson Kwan 150870.9 2012 1
## 2777 Joshua Fears 150869.0 2012 0
## 2778 Teenchee Le 150867.9 2012 1
## 2779 Lourdes Chan 150864.5 2012 1
## 2780 Chris Vu Tran 150862.3 2012 1
## 2781 Kathleen Mackerrow 150856.9 2012 0
## 2782 Jina Tin 150837.2 2012 0
## 2783 Myron Fong 150834.2 2012 0
## 2784 Thomas Chu 150823.7 2012 1
## 2785 John Robinson-Jr 150817.5 2012 1
## 2786 Paul McGregor 150799.3 2012 1
## 2787 Leland Valentine 150792.7 2012 1
## 2788 Chenxi Shi 150779.5 2012 0
## 2789 Michael Anderson 150776.3 2012 1
## 2790 Bonnie Richardson 150769.7 2012 1
## 2791 Elizabeth Eagon 150768.7 2012 1
## 2792 Juanita Ragler 150767.2 2012 0
## 2793 Jeffrey Wong 150753.7 2012 1
## 2794 Augusto Canlas 150751.6 2012 0
## 2795 Edmundo Saenz 150749.8 2012 0
## 2796 Kahri Gill-Kehoe 150748.4 2012 1
## 2797 Richard Balmy 150743.2 2012 1
## 2798 Mohanned Malhi 150735.0 2012 0
## 2799 David Bihr 150719.3 2012 1
## 2800 Wilson Pham 150709.0 2012 1
## 2801 John Hinchion 150698.1 2012 0
## 2802 Richard Gee 150694.3 2012 0
## 2803 John Leon 150686.8 2012 1
## 2804 Johnny Mayorga 150665.4 2012 0
## 2805 David Nehrkorn 150663.1 2012 1
## 2806 Jere Ingram 150657.9 2012 1
## 2807 Christine Lehn 150656.3 2012 0
## 2808 Nancie Stockwell 150642.8 2012 1
## 2809 David Morales 150641.6 2012 1
## 2810 Phillip Calhoun 150641.6 2012 0
## 2811 James OSullivan 150633.0 2012 1
## 2812 Cornaal Branner 150631.7 2012 1
## 2813 Renee Bruneman 150623.0 2012 1
## 2814 Anthony Bazan 150620.2 2012 1
## 2815 James Marsh 150617.3 2012 0
## 2816 Andy Lam 150611.3 2012 1
## 2817 Nicholas Alexander 150611.3 2012 0
## 2818 Shome Vasudevan 150607.4 2012 1
## 2819 Mira Lee 150601.4 2012 0
## 2820 Sheryl Myers 150598.6 2012 0
## 2821 Amanda Eckels 150579.5 2012 0
## 2822 Mike Ng 150570.7 2012 0
## 2823 Jose Hernandez 150567.2 2012 0
## 2824 Christina Chan 150558.7 2012 0
## 2825 Meghan Green 150553.7 2012 1
## 2826 Nicole Jones 150541.0 2012 0
## 2827 Koa Pickering 150536.5 2012 0
## 2828 Robert LaRose 150535.6 2012 0
## 2829 Felicia Haynes 150535.0 2012 1
## 2830 Greg Ellis 150533.1 2012 0
## 2831 Henry Parra Jr 150532.3 2012 1
## 2832 James Biggins 150509.1 2012 0
## 2833 Bin Yang 150506.8 2012 0
## 2834 Eric Mar 150505.1 2012 0
## 2835 Cady Wong 150498.5 2012 1
## 2836 Cecilia Gonzalez 150480.8 2012 0
## 2837 Rhonda Fung 150463.8 2012 0
## 2838 Ryan Crockett 150461.9 2012 1
## 2839 Bryant Mercado 150441.1 2012 0
## 2840 Collin Wing 150437.7 2012 1
## 2841 Scott St Hilaire 150435.8 2012 0
## 2842 Ketric Mahoney 150435.2 2012 1
## 2843 Gregg Olson 150430.6 2012 0
## 2844 Bart Broome 150428.7 2012 0
## 2845 Wynnie Ruan 150411.9 2012 0
## 2846 Flordeliza Leviste 150407.1 2012 0
## 2847 Sara Stratton 150406.5 2012 0
## 2848 El Ceg Gonzales 150405.0 2012 0
## 2849 Michael Androvich 150402.4 2012 1
## 2850 Sherri Anderson 150376.4 2012 1
## 2851 Timothy Ortiz 150374.5 2012 0
## 2852 Robert Guzman 150372.5 2012 0
## 2853 Rugene Galicia Jr 150366.3 2012 0
## 2854 Oscar Abucay 150363.5 2012 1
## 2855 Gene Sheets 150358.2 2012 0
## 2856 Hung Nguyen 150341.4 2012 1
## 2857 Cynthia Cornett 150335.4 2012 1
## 2858 Eugene Irby 150333.2 2012 0
## 2859 Alvin Louie 150329.6 2012 1
## 2860 Malinda Yu 150324.4 2012 0
## 2861 Brian Cauley 150316.8 2012 1
## 2862 Linda Edelstein 150311.8 2012 0
## 2863 Alton Chinn 150311.1 2012 1
## 2864 Patrick Faye 150307.4 2012 1
## 2865 Anthony Ababon 150305.2 2012 0
## 2866 Zhong Qiu 150289.4 2012 1
## 2867 Corinna Neustaetter 150286.0 2012 1
## 2868 Hernan Villalobos 150283.7 2012 1
## 2869 William Topoian 150267.8 2012 0
## 2870 David Jacoby 150252.3 2012 1
## 2871 Vanessa Conrad 150251.4 2012 1
## 2872 Gema Arias 150249.2 2012 0
## 2873 Lorrie Serna 150237.9 2012 1
## 2874 Edna Ho 150235.5 2012 1
## 2875 Steven Hajnal 150235.4 2012 0
## 2876 Jeff Leano 150213.9 2012 1
## 2877 Heath Maddox 150201.2 2012 1
## 2878 Candiece Lewis 150188.3 2012 0
## 2879 Andrew Navarro 150185.3 2012 1
## 2880 Telicia Lewis 150184.7 2012 0
## 2881 Khun Thi 150178.5 2012 0
## 2882 John Femenia 150170.8 2012 1
## 2883 Seamus Hodgin 150170.7 2012 1
## 2884 Kim Lin 150168.2 2012 1
## 2885 Patrick Williams 150167.7 2012 1
## 2886 Robert Christman 150150.5 2012 1
## 2887 James Naguina 150149.5 2012 1
## 2888 Harry Vong 150148.2 2012 0
## 2889 Carlos Hernandez 150146.6 2012 1
## 2890 Arnold Rechsteiner 150142.3 2012 0
## 2891 Rodney Phann 150134.5 2012 1
## 2892 Virginia St Jean 150129.3 2012 1
## 2893 Jimmy Kirk 150126.7 2012 0
## 2894 Rose Baltazar 150117.7 2012 1
## 2895 Michael Giles 150107.7 2012 0
## 2896 Erma Weaver 150104.2 2012 1
## 2897 Andy Chow 150100.5 2012 1
## 2898 Roland Davantes 150095.2 2012 1
## 2899 Rosa Rankin 150086.7 2012 0
## 2900 Caroline Nguy 150081.4 2012 0
## 2901 Richard Gulingan 150071.1 2012 0
## 2902 Lewis Gillian 150059.7 2012 0
## 2903 Blake Ryan 150057.4 2012 1
## 2904 Chad Campos 150053.6 2012 1
## 2905 Julie Wu 150049.7 2012 0
## 2906 Antone Parascandolo Jr 150039.5 2012 0
## 2907 Alexander Bell 150037.6 2012 1
## 2908 Jaime Valle 150031.9 2012 0
## 2909 Maria Iyog-O'Malley 150024.5 2012 0
## 2910 Cynthia Ullmann 150013.6 2012 0
## 2911 Timothy Ong 150013.3 2012 1
## 2912 Adam Green 150009.7 2012 1
## 2913 Armando Gonzalez 150002.2 2012 0
Agregar columnas nuevas al conjunto de datos
Pueden ser al original o al que ya se tiene filtrado
Agregar un valor de 1, 2, 3, 4 o 5 para edocivil
# Poner una semilla igual todos para generar la misma muestra
set.seed(1000) # Un valor de semilla
# Vamos a generar genros 0 y 1
edociviles <- rep(1:5, 5000) # Es un repetición de 5000 valores entre 0 y 1. Solo necesitamos 2913, hacemos una muestra
edociviles <- sample(edociviles, 2913) # sample genera una muestra de 2913 registros
generos
## [1] 0 1 1 1 1 1 1 0 0 0 0 1 1 1 1 0 0 1 0 0 0 0 1 1 0 1 0 0 0 1 0 1 1 0
## [35] 1 1 1 1 0 0 0 0 0 0 0 1 1 0 0 0 0 0 1 0 1 1 0 0 1 1 1 0 0 1 1 1 0 0
## [69] 0 0 0 0 0 1 0 1 1 0 1 1 0 0 1 0 1 1 0 1 1 0 0 1 0 1 1 0 0 0 0 0 0 0
## [103] 1 0 1 0 0 1 0 0 0 0 1 0 0 1 0 0 1 1 1 0 1 0 1 0 1 0 0 0 1 1 0 1 1 0
## [137] 1 1 0 1 1 0 1 0 0 0 1 0 1 0 0 1 1 0 1 1 1 1 0 1 1 0 0 0 1 1 1 0 0 0
## [171] 1 0 0 0 0 1 0 0 1 0 0 1 1 1 1 1 0 1 0 0 0 0 0 1 0 0 0 1 1 0 0 1 1 0
## [205] 1 0 0 0 1 1 1 0 1 0 1 1 0 1 0 0 1 1 1 0 1 1 0 0 0 0 0 0 0 1 0 1 1 1
## [239] 0 0 0 1 0 1 1 0 1 0 1 0 0 0 0 1 0 1 1 1 1 1 1 0 0 1 1 1 1 0 0 0 1 1
## [273] 1 0 0 0 1 0 1 1 1 0 1 1 1 1 1 0 1 0 1 0 0 0 1 1 0 1 0 0 1 1 0 1 1 0
## [307] 0 1 0 1 0 0 0 1 0 0 0 0 1 0 0 1 0 0 1 0 1 1 1 1 0 1 0 1 1 0 0 0 0 1
## [341] 1 1 0 1 0 1 0 1 1 1 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 1 1 1 1 1 0 0 0 1
## [375] 0 0 0 1 1 1 1 0 1 1 0 0 0 1 0 1 1 0 0 0 1 1 0 0 0 1 0 0 0 1 1 0 0 0
## [409] 1 0 1 0 1 1 0 0 1 0 1 0 1 1 1 0 0 1 1 1 1 1 1 0 1 1 0 1 1 1 1 0 0 1
## [443] 1 0 0 1 1 0 0 0 0 0 1 1 0 1 1 0 1 0 0 1 0 0 0 0 0 0 0 1 1 0 1 1 0 1
## [477] 1 0 0 1 1 0 0 0 0 0 1 0 0 0 1 1 0 1 1 0 1 1 1 1 0 1 0 1 1 0 1 0 0 1
## [511] 1 1 0 0 0 1 0 1 0 1 1 1 1 1 0 1 1 1 0 0 0 1 1 1 0 1 0 0 0 0 0 1 0 1
## [545] 0 0 0 0 0 1 0 0 1 1 1 0 0 1 0 1 0 0 1 1 1 1 0 1 0 0 0 0 0 1 0 0 1 1
## [579] 0 0 1 1 0 0 1 0 0 0 1 1 1 0 1 1 1 0 0 0 0 1 1 0 1 1 0 0 1 0 0 0 0 0
## [613] 1 1 1 1 1 0 0 1 1 1 1 1 0 0 1 0 0 1 1 1 0 0 0 1 0 1 1 0 0 1 0 1 0 0
## [647] 0 0 0 1 1 1 0 1 1 0 1 0 1 1 1 0 1 1 0 0 1 1 1 0 0 1 0 1 1 1 0 0 1 0
## [681] 1 0 0 1 1 0 1 0 1 1 1 1 1 1 0 1 0 1 0 0 1 0 0 0 1 0 0 0 0 0 1 0 0 0
## [715] 1 0 0 0 1 1 1 1 0 1 0 0 0 0 1 0 0 0 0 0 1 1 0 1 0 0 0 1 1 1 0 1 0 1
## [749] 1 1 0 0 1 1 0 1 0 0 1 0 0 1 0 0 0 1 0 0 0 1 1 0 0 0 1 0 0 0 0 0 1 1
## [783] 0 1 1 1 1 1 1 1 1 0 1 0 0 0 1 0 0 1 1 1 1 0 0 0 0 0 0 0 0 0 0 1 0 0
## [817] 0 1 1 1 1 1 1 0 1 1 0 0 0 0 0 0 1 0 0 0 1 1 1 0 1 1 0 0 1 0 0 0 0 1
## [851] 1 1 0 0 0 0 1 1 0 1 1 1 0 1 0 1 0 0 1 1 0 0 1 1 0 1 0 0 1 0 0 0 1 1
## [885] 0 0 0 1 1 0 0 0 0 1 1 0 1 0 1 0 1 1 1 0 0 1 0 0 1 0 0 1 0 1 0 0 1 1
## [919] 0 1 0 1 0 0 1 1 0 1 1 0 0 1 0 1 0 0 1 0 1 0 0 1 0 1 1 0 0 1 0 0 0 1
## [953] 1 1 1 1 1 0 0 1 1 1 0 1 1 1 0 0 1 1 1 1 1 1 1 1 0 0 1 1 1 1 0 0 0 1
## [987] 0 1 0 1 0 1 0 0 1 0 1 0 1 0 0 0 0 0 0 1 0 0 1 1 1 0 0 0 0 1 0 0 1 1
## [1021] 1 0 1 0 1 0 0 1 1 0 0 0 0 0 1 1 1 0 0 1 0 1 0 1 1 0 1 1 0 0 1 0 1 0
## [1055] 1 1 1 1 0 0 0 0 1 0 0 1 1 1 1 0 1 1 1 1 1 1 0 1 1 0 0 1 0 1 0 1 0 1
## [1089] 0 1 0 1 0 0 1 0 1 0 1 0 1 1 0 1 1 1 1 0 0 1 0 0 0 1 1 0 1 1 1 1 1 0
## [1123] 0 1 1 1 1 1 0 0 0 0 0 0 0 1 0 1 1 0 0 0 1 1 0 0 1 1 1 0 1 1 0 1 0 1
## [1157] 0 0 0 0 0 0 1 0 0 1 0 1 1 1 1 0 0 1 0 1 0 1 0 1 0 1 1 0 0 1 0 1 1 0
## [1191] 1 0 0 1 1 0 1 1 0 1 0 0 1 1 0 1 1 1 0 1 1 0 0 1 0 1 1 0 0 1 1 1 1 1
## [1225] 1 0 1 0 0 1 0 1 0 1 1 1 1 0 0 0 1 1 0 0 1 0 0 0 0 1 0 0 0 1 0 1 0 0
## [1259] 0 1 1 0 1 0 1 1 1 0 1 0 1 1 0 1 1 0 0 1 1 1 0 1 1 1 0 1 0 1 0 0 0 0
## [1293] 1 0 0 1 0 1 1 0 1 0 0 0 1 0 1 1 1 1 1 1 1 0 1 1 0 0 1 1 0 0 1 0 1 1
## [1327] 1 1 1 0 1 0 0 0 0 1 0 0 1 1 0 0 1 1 0 0 1 1 1 1 1 0 1 1 1 0 1 1 1 1
## [1361] 0 1 0 1 0 1 1 0 0 1 0 0 1 1 0 1 0 1 1 0 1 1 1 1 0 0 0 1 0 1 1 0 0 0
## [1395] 1 1 1 1 0 1 1 1 0 0 1 1 1 0 1 0 1 1 0 0 0 0 1 0 1 1 0 1 1 0 1 0 0 0
## [1429] 0 1 1 0 1 1 1 0 1 1 1 1 1 1 1 0 0 1 1 0 1 1 0 1 0 1 1 1 1 1 1 0 1 0
## [1463] 1 1 0 1 1 0 1 1 1 0 1 1 1 0 1 0 0 0 0 0 0 0 0 1 0 0 1 0 0 1 1 0 1 0
## [1497] 1 1 1 1 0 1 0 0 1 0 1 0 0 0 0 0 0 1 0 0 1 0 0 0 0 1 0 0 1 1 1 1 0 0
## [1531] 0 1 0 1 1 1 0 1 1 0 1 0 1 0 0 0 0 1 1 0 1 0 1 1 1 0 1 0 1 1 0 1 1 0
## [1565] 0 0 0 1 0 0 1 1 0 1 0 1 1 1 1 0 1 0 1 0 1 0 0 1 0 0 0 0 1 0 1 0 1 1
## [1599] 0 0 0 0 0 0 1 0 1 1 0 1 1 0 0 1 1 1 0 1 1 1 0 0 0 0 0 0 1 1 0 1 0 1
## [1633] 1 0 1 0 1 1 1 1 1 0 1 0 1 1 1 1 1 1 0 0 1 0 1 1 1 1 1 1 1 1 0 1 1 0
## [1667] 1 0 0 1 1 1 1 0 0 1 0 0 1 1 0 0 0 0 1 0 1 0 0 0 1 0 0 1 0 0 1 1 0 1
## [1701] 1 0 1 1 0 0 1 1 1 1 1 0 1 0 1 1 0 0 1 1 0 0 1 1 0 0 1 0 1 1 0 0 0 1
## [1735] 1 0 1 1 1 1 1 0 0 0 1 1 0 0 1 0 0 1 0 1 0 1 0 0 1 0 0 0 0 1 0 1 0 1
## [1769] 1 1 1 0 1 0 0 0 0 1 1 0 0 0 0 1 1 1 0 0 0 0 1 1 0 0 0 1 0 0 0 0 0 1
## [1803] 0 1 1 1 0 0 1 0 1 0 0 0 0 1 1 0 0 0 1 1 0 0 1 0 1 1 1 0 0 0 1 1 1 1
## [1837] 1 0 1 0 1 1 1 1 1 0 1 0 1 1 1 1 0 0 0 0 0 0 1 1 1 0 0 0 0 1 1 1 0 0
## [1871] 0 1 0 1 1 1 1 1 1 1 1 1 1 0 1 0 1 0 0 0 1 1 1 0 1 0 1 0 1 1 1 1 1 1
## [1905] 0 1 0 1 0 0 0 0 1 1 1 0 1 0 0 0 0 0 0 0 0 1 0 1 0 0 0 1 0 1 1 1 0 0
## [1939] 1 0 1 0 0 0 1 1 1 0 0 1 1 1 0 1 0 0 0 0 0 0 0 0 1 1 0 0 1 0 1 1 1 0
## [1973] 1 1 1 1 0 0 1 0 1 1 1 1 0 0 1 1 0 0 0 1 0 0 1 1 1 1 0 0 0 0 1 1 0 1
## [2007] 0 0 1 1 1 1 1 0 1 1 1 1 1 0 0 0 0 0 1 0 0 0 0 0 1 1 0 0 0 0 0 0 1 0
## [2041] 1 0 0 1 1 1 0 1 0 1 0 1 1 0 1 1 0 0 0 0 1 0 1 0 0 0 0 0 1 0 0 0 1 0
## [2075] 0 0 1 0 1 0 1 1 1 1 0 1 0 1 1 0 1 1 1 0 0 1 1 0 1 1 0 0 0 0 1 1 0 1
## [2109] 1 1 0 1 1 0 0 1 1 0 0 1 1 0 1 1 1 1 1 0 0 1 0 0 1 0 1 0 1 0 0 1 0 0
## [2143] 0 0 1 1 0 0 0 0 1 1 0 1 1 1 1 0 0 0 0 1 0 1 0 1 0 0 0 1 1 1 1 1 0 1
## [2177] 1 1 1 0 1 0 1 0 0 0 1 1 1 0 1 1 0 1 0 1 1 0 0 1 1 0 1 0 1 0 0 1 1 1
## [2211] 0 1 1 1 0 0 0 1 0 1 0 1 1 0 1 1 1 0 1 0 0 1 0 0 0 0 0 1 1 0 1 1 0 1
## [2245] 1 0 0 0 1 1 1 1 1 1 1 0 1 0 1 1 1 1 1 0 0 0 0 0 0 1 0 1 0 1 0 0 1 0
## [2279] 1 0 1 1 0 1 0 0 0 1 1 0 1 0 0 1 0 1 1 0 1 0 1 1 1 1 1 0 1 0 1 0 1 1
## [2313] 0 0 1 1 1 1 0 1 0 1 0 1 0 1 1 0 0 1 0 0 0 0 0 1 1 1 0 1 0 0 0 0 1 1
## [2347] 1 0 0 0 1 1 1 0 1 1 0 1 0 0 1 0 1 1 1 0 0 0 1 0 0 1 1 0 1 1 0 0 0 1
## [2381] 1 1 1 1 1 1 1 0 0 0 0 0 1 1 0 1 0 0 0 1 1 1 1 1 1 0 1 1 1 0 1 0 1 1
## [2415] 1 0 1 0 0 0 1 0 0 1 1 0 0 1 1 1 0 0 0 1 0 1 1 1 1 1 0 0 1 0 1 1 1 1
## [2449] 0 0 1 1 1 0 0 0 1 0 0 0 1 0 0 1 1 0 0 0 1 1 0 0 1 1 0 1 0 0 1 1 0 0
## [2483] 0 0 1 0 1 1 1 0 0 0 0 1 1 0 1 0 0 1 1 1 0 1 1 0 0 0 1 0 1 0 0 1 1 0
## [2517] 1 0 0 1 0 0 1 1 0 0 1 1 0 0 1 0 1 1 0 1 1 1 0 0 0 0 1 1 0 0 1 0 0 0
## [2551] 0 1 1 0 0 1 1 1 1 1 0 1 0 1 0 1 0 0 1 0 0 1 1 0 0 1 0 0 1 0 0 1 1 0
## [2585] 0 1 0 1 1 1 0 0 1 1 1 1 0 1 1 0 0 1 1 1 1 1 1 1 1 0 0 0 0 1 1 1 0 0
## [2619] 0 0 0 1 0 1 1 0 1 1 0 1 0 1 1 1 0 0 0 1 0 1 1 1 1 0 0 0 1 0 1 0 1 1
## [2653] 0 0 1 1 0 1 0 1 0 0 1 1 1 1 0 1 0 1 0 1 0 1 1 1 1 1 1 1 0 1 0 0 0 0
## [2687] 0 0 1 0 0 1 1 0 1 1 0 0 1 0 1 0 0 1 1 1 1 0 1 0 0 0 0 0 0 1 1 1 0 1
## [2721] 0 1 1 0 0 0 0 1 0 0 1 1 0 1 1 0 1 1 1 0 0 0 1 1 0 1 0 0 0 0 0 1 0 1
## [2755] 1 0 0 1 0 1 1 0 0 1 0 0 0 0 0 1 0 1 0 0 0 1 0 1 1 1 0 0 0 1 1 1 1 0
## [2789] 1 1 1 0 1 0 0 1 1 0 1 1 0 0 1 0 1 1 0 1 1 0 1 1 1 1 0 1 0 1 0 0 0 0
## [2823] 0 0 1 0 0 0 1 0 1 0 0 0 1 0 0 1 0 1 0 1 0 0 0 0 0 0 1 1 0 0 0 1 0 1
## [2857] 1 0 1 0 1 0 1 1 0 1 1 1 0 1 1 0 1 1 0 1 1 0 1 0 0 1 1 1 1 1 1 0 1 0
## [2891] 1 1 0 1 0 1 1 1 0 0 0 0 1 1 0 0 1 0 0 0 1 1 0
cuales <- mutate(cuales, edocivil = edociviles) # Agrega columna edocivil a cuales
head(cuales, 10) # Los primeros 10
## EmployeeName TotalPayBenefits Year genero edocivil
## 1 Cheryl De Lemos 169995.4 2012 0 3
## 2 Daniel Godfrey 169990.1 2012 1 4
## 3 Robert Harvey 169982.0 2012 1 2
## 4 Lawrence McDonnell 169980.4 2012 1 2
## 5 Sergio Chavez 169973.1 2012 1 5
## 6 Michael Grande 169970.4 2012 1 5
## 7 Jeffrey Chow 169963.2 2012 1 5
## 8 Winilyn Hidalgo 169960.5 2012 0 5
## 9 Rodney Lee 169960.3 2012 0 1
## 10 Lucille Palma 169940.8 2012 0 1
cuales
## EmployeeName TotalPayBenefits Year genero edocivil
## 1 Cheryl De Lemos 169995.4 2012 0 3
## 2 Daniel Godfrey 169990.1 2012 1 4
## 3 Robert Harvey 169982.0 2012 1 2
## 4 Lawrence McDonnell 169980.4 2012 1 2
## 5 Sergio Chavez 169973.1 2012 1 5
## 6 Michael Grande 169970.4 2012 1 5
## 7 Jeffrey Chow 169963.2 2012 1 5
## 8 Winilyn Hidalgo 169960.5 2012 0 5
## 9 Rodney Lee 169960.3 2012 0 1
## 10 Lucille Palma 169940.8 2012 0 1
## 11 Jonathan Rapp 169939.2 2012 0 4
## 12 Ajay Saxena 169936.3 2012 1 2
## 13 Albert Tom 169933.8 2012 1 1
## 14 Edith Hammond 169930.6 2012 1 4
## 15 Hector Tam 169925.7 2012 1 3
## 16 Eugene Ling 169898.1 2012 0 2
## 17 Xing Wang 169897.1 2012 0 3
## 18 Crystal McDonald 169893.1 2012 1 2
## 19 Patrick Cox 169890.4 2012 0 5
## 20 Balraj Singh Rai 169887.5 2012 0 4
## 21 Jennifer Northridge 169879.5 2012 0 1
## 22 Roger Fong 169876.2 2012 0 1
## 23 Edgar Tabo 169876.1 2012 1 4
## 24 Kin Lee 169864.1 2012 1 1
## 25 Kevin Adkins 169849.0 2012 0 1
## 26 Curtis Caldwell 169837.2 2012 1 2
## 27 Dianna Yanez 169831.5 2012 0 4
## 28 Samuel Yu 169820.4 2012 0 5
## 29 Eugene Shu 169811.9 2012 0 5
## 30 Dale Winniford 169799.7 2012 1 3
## 31 Clifford Burkhart 169798.2 2012 0 4
## 32 Suzanne Miller 169794.0 2012 1 2
## 33 Catheryn Williams 169791.3 2012 1 4
## 34 Stephen Gritsch 169741.6 2012 0 4
## 35 Maria Cecilia Martin 169740.3 2012 1 4
## 36 Russell Roby 169736.7 2012 1 2
## 37 Lawrence Soe 169732.1 2012 1 5
## 38 Stephon Degand 169723.0 2012 1 5
## 39 Michelle Tong 169704.5 2012 0 3
## 40 James Kazarian 169704.2 2012 0 1
## 41 Violeta Del Mundo 169699.7 2012 0 1
## 42 Fred Lew 169693.3 2012 0 4
## 43 Donald Bannett 169688.4 2012 0 3
## 44 Miles Young 169673.6 2012 0 3
## 45 Victor Le 169660.8 2012 0 1
## 46 Eric Louie 169660.2 2012 1 5
## 47 Lawrence Ng 169654.4 2012 1 4
## 48 Eduard Ochoa 169639.7 2012 0 2
## 49 Geoffrey Clayton 169635.6 2012 0 5
## 50 Rona Sandler 169633.7 2012 0 2
## 51 Larry Para 169624.0 2012 0 2
## 52 Tracy Miesen 169619.6 2012 0 1
## 53 Linda Moore 169607.8 2012 1 3
## 54 Kaushal Bhaskar 169591.4 2012 0 3
## 55 Moses Bautista 169562.9 2012 1 1
## 56 Sophal Chea 169556.0 2012 1 4
## 57 John Edward Herbert 169540.4 2012 0 1
## 58 Shao Ping Lai 169540.4 2012 0 2
## 59 William McCarthy 169527.5 2012 1 1
## 60 Keith Baraka 169526.0 2012 1 5
## 61 Richie Owyang 169518.8 2012 1 5
## 62 Kenyon Bowers 169509.4 2012 0 5
## 63 Herbert Mariano 169502.8 2012 0 4
## 64 Maria Perez 169493.4 2012 1 3
## 65 Gail Clabby 169492.0 2012 1 2
## 66 Philip Secondez 169485.0 2012 1 4
## 67 Marco Desangles 169480.8 2012 0 4
## 68 Wilfredo Arquiza 169479.5 2012 0 3
## 69 David Sands 169467.2 2012 0 5
## 70 M J Castagnola 169463.2 2012 0 3
## 71 Edwin Gaffud 169454.9 2012 0 4
## 72 Sarah Lindley 169453.5 2012 0 2
## 73 Carlos Manfredi 169442.4 2012 0 2
## 74 Cathal Hennessy 169442.1 2012 1 1
## 75 Diana Rosenstein 169432.1 2012 0 1
## 76 Mary Russo 169431.2 2012 1 5
## 77 Jeffrey Spano 169411.1 2012 1 3
## 78 Craig Wong 169409.1 2012 0 1
## 79 Fidel Gonzalez 169378.5 2012 1 4
## 80 Deborah Heuerman 169373.7 2012 1 4
## 81 Maria Lopez 169357.5 2012 0 1
## 82 Diane Scarlet 169355.0 2012 0 2
## 83 Cassandra Chapman-Tabor 169343.9 2012 1 1
## 84 Gabriel Rodriguez 169331.7 2012 0 3
## 85 Jeff Lai 169315.0 2012 1 2
## 86 Thomas Macmahon 169308.8 2012 1 3
## 87 Burton Wan 169307.1 2012 0 4
## 88 Edwin Lee 169304.4 2012 1 1
## 89 Kenneth Lim 169296.0 2012 1 2
## 90 Thanh Nguyen 169295.9 2012 0 1
## 91 Robert Boughn 169290.0 2012 0 1
## 92 Joseph Boyle 169275.7 2012 1 3
## 93 Antonio Balingit 169272.0 2012 0 4
## 94 Garrett Edwards 169266.9 2012 1 3
## 95 Shane Oneill 169255.5 2012 1 1
## 96 Mary Callahan 169245.2 2012 0 5
## 97 George Engel 169243.8 2012 0 5
## 98 Barry Parker 169242.4 2012 0 1
## 99 Jonathan Rider 169240.6 2012 0 5
## 100 William Reilly 169239.7 2012 0 3
## 101 Oren Davis 169235.3 2012 0 1
## 102 Shauna Rose 169218.2 2012 0 5
## 103 John Rowland 169217.7 2012 1 5
## 104 Raymond Padmore 169214.4 2012 0 3
## 105 Carol Davenport 169211.9 2012 1 4
## 106 Edward Carew 169203.0 2012 0 4
## 107 Rodney Fitzpatrick 169192.4 2012 0 4
## 108 Lily Wang 169191.7 2012 1 1
## 109 Yvonne Fuentes-Pattishall 169171.5 2012 0 3
## 110 Elpidio Seletaria Jr 169161.2 2012 0 2
## 111 Eric Kjelsberg 169150.7 2012 0 5
## 112 James Grant 169136.8 2012 0 2
## 113 Yin Chan 169131.3 2012 1 1
## 114 Manito Velasco 169130.3 2012 0 5
## 115 Lavante Mitchell 169126.5 2012 0 3
## 116 Simon Tam 169123.0 2012 1 2
## 117 Amy Swanson 169121.9 2012 0 3
## 118 Armando Quintana 169112.3 2012 0 2
## 119 Stephen OSullivan 169107.8 2012 1 1
## 120 Romina Izaguirre 169091.8 2012 1 1
## 121 Victor Siao 169089.8 2012 1 4
## 122 Thomas Petersen 169089.4 2012 0 5
## 123 Angelo Spagnoli 169087.7 2012 1 1
## 124 Joseph Molinari 169082.7 2012 0 1
## 125 Chhunmeng Tov 169061.5 2012 1 4
## 126 Kevin Stancombe 169057.4 2012 0 4
## 127 Andy Wong 169051.6 2012 1 2
## 128 Eric Kondo 169042.5 2012 0 4
## 129 Ronald Lombardi 169035.7 2012 0 2
## 130 John Hallisy 169028.5 2012 0 1
## 131 David Camerlo 169028.5 2012 1 5
## 132 Thomas Jang 169020.9 2012 1 1
## 133 Richard Graham 169017.5 2012 0 4
## 134 William Wilkinson 169003.4 2012 1 2
## 135 Mary Murphy 168997.5 2012 1 3
## 136 Michael Dean 168990.1 2012 0 5
## 137 Mary Warren 168977.2 2012 1 1
## 138 Reuben Reyes 168968.8 2012 1 2
## 139 John Kositzin 168966.9 2012 0 5
## 140 Waylen Wang 168953.5 2012 1 3
## 141 Mary Navickas 168951.9 2012 1 3
## 142 Alfredo Tio 168948.6 2012 0 4
## 143 Ponciano Sulit Jr 168938.3 2012 1 1
## 144 Mark Pandori 168921.1 2012 0 4
## 145 Paul Francis Mariano 168920.8 2012 0 1
## 146 Nancy Tung 168918.2 2012 0 1
## 147 Dennis Dang 168915.4 2012 1 5
## 148 Jenny Wei-Ying Louie 168895.6 2012 0 5
## 149 Gregory Dito 168888.3 2012 1 4
## 150 Yvonne Cobbs 168887.8 2012 0 5
## 151 Charles Bellah 168887.4 2012 0 2
## 152 Dan Truong 168886.3 2012 1 2
## 153 Waymen Gee 168883.8 2012 1 5
## 154 Lindsey Suslow 168875.0 2012 0 5
## 155 Judy Chin 168874.7 2012 1 1
## 156 Hank Lum 168874.1 2012 1 1
## 157 Yan Zou 168873.0 2012 1 4
## 158 Donald Richman 168872.6 2012 1 5
## 159 Baron Darnell 168861.4 2012 0 2
## 160 Wendi Boselli 168860.4 2012 1 4
## 161 Wendy Wells 168857.6 2012 1 5
## 162 Anthony Garrett 168857.1 2012 0 1
## 163 Ahmad Moghbel 168850.9 2012 0 5
## 164 Albert Tom 168842.4 2012 0 5
## 165 Albert Wong 168841.0 2012 1 2
## 166 Ted Leung 168838.6 2012 1 5
## 167 Louis Vallerga 168819.3 2012 1 5
## 168 Eileen Needham 168819.0 2012 0 1
## 169 Conroy Tam 168818.5 2012 0 5
## 170 Edward Ho 168813.1 2012 0 5
## 171 John Kwong 168806.7 2012 1 4
## 172 Glenn Hunt 168799.6 2012 0 5
## 173 Bryant Woo 168793.3 2012 0 5
## 174 Heather Bollinger 168791.8 2012 0 1
## 175 Linda Leong 168786.8 2012 0 1
## 176 Filipinas Guasque 168780.9 2012 1 2
## 177 Daniel Kim 168777.0 2012 0 5
## 178 Douglas Ullman 168771.0 2012 0 5
## 179 Joseph Ferrer 168762.5 2012 1 4
## 180 Angelito Camerino 168761.2 2012 0 4
## 181 Matthew Valmonte 168757.4 2012 0 3
## 182 James Blue 168757.4 2012 1 4
## 183 Catherine Weiser 168755.8 2012 1 1
## 184 Lesley Wong 168751.0 2012 1 5
## 185 Kenneth Sanchez 168746.9 2012 1 5
## 186 John Chien 168746.0 2012 1 1
## 187 Steven Ferraz 168744.6 2012 0 5
## 188 Robbin Boykin 168738.7 2012 1 4
## 189 Tommie Bartley 168731.2 2012 0 5
## 190 David Leung 168730.7 2012 0 2
## 191 Xavier Murillo 168729.8 2012 0 1
## 192 Sergio Barraza 168728.4 2012 0 5
## 193 Mun Choi 168722.1 2012 0 5
## 194 Victor Lubet 168716.6 2012 1 4
## 195 Erick Santiago 168713.5 2012 0 3
## 196 Salome Esteves 168707.0 2012 0 4
## 197 Brian Ng 168706.0 2012 0 3
## 198 Chu Fei Ho 168698.6 2012 1 2
## 199 Steven Lee 168691.5 2012 1 4
## 200 Jennifer Liu 168686.1 2012 0 3
## 201 Gene Gabriel 168682.4 2012 0 2
## 202 Darren Arkava 168675.6 2012 1 3
## 203 Feliciano Pili 168672.9 2012 1 5
## 204 Nelson Szeto 168670.4 2012 0 1
## 205 Steven Thomazin 168659.6 2012 1 3
## 206 Eddie Tsui 168652.5 2012 0 2
## 207 Jan Bryan Reyes 168649.5 2012 0 4
## 208 Marilyn Daniels 168645.9 2012 0 2
## 209 Shirley Chin 168639.3 2012 1 1
## 210 Warren Leong 168634.5 2012 1 4
## 211 William Scott 168630.6 2012 1 2
## 212 Karen Hernandez 168629.9 2012 0 3
## 213 Raymond Chu 168613.5 2012 1 5
## 214 Mandana Siyadat 168612.6 2012 0 5
## 215 Carl Farsai 168612.2 2012 1 4
## 216 Jared Dunn 168612.0 2012 1 5
## 217 Lynn Fong 168608.8 2012 0 4
## 218 Kent Ford 168605.7 2012 1 2
## 219 Mongkol Mahavongtrakul 168604.5 2012 0 3
## 220 Hadi Razzaq 168573.2 2012 0 5
## 221 Ryan Macaulay 168566.1 2012 1 1
## 222 Tiffany Sutton 168564.5 2012 1 5
## 223 Jeffery Sung 168563.1 2012 1 4
## 224 Willy Yau 168561.3 2012 0 5
## 225 Neil Hopper 168559.9 2012 1 5
## 226 Nicholas Apodaca 168549.0 2012 1 3
## 227 Stanley So 168547.9 2012 0 4
## 228 Alexis Dufour 168546.5 2012 0 3
## 229 Michael Tsang 168542.3 2012 0 5
## 230 John Moren 168533.2 2012 0 1
## 231 Edmund Shum 168518.6 2012 0 3
## 232 James Kennedy 168501.1 2012 0 5
## 233 Charles Drane 168495.6 2012 0 1
## 234 Alice Yan 168494.0 2012 1 4
## 235 Kenneth Yee 168490.5 2012 0 2
## 236 Eunice Au-Yeung 168488.9 2012 1 3
## 237 Carol Degraca 168482.8 2012 1 3
## 238 Susan Yee 168482.1 2012 1 2
## 239 Steven Currie 168467.3 2012 0 4
## 240 Barbara Pinelli 168462.6 2012 0 1
## 241 Sasha Cuttler 168459.4 2012 0 5
## 242 Travis Hoff 168446.3 2012 1 5
## 243 Reginald Scott 168444.5 2012 0 2
## 244 Leslie Smith 168430.9 2012 1 4
## 245 Ronda Johnson 168425.2 2012 1 2
## 246 Sue Kokalis 168414.3 2012 0 1
## 247 Miguel Prado 168413.8 2012 1 3
## 248 Wayne Lee 168412.5 2012 0 3
## 249 James Garfield 168410.8 2012 1 4
## 250 Michael Pierron 168408.7 2012 0 1
## 251 John Mercurio 168408.0 2012 0 1
## 252 Michael Dichoso 168394.6 2012 0 2
## 253 Damon Curtis 168394.3 2012 0 1
## 254 Ronnie Donaldson 168378.2 2012 1 3
## 255 Sonsire Garcia 168364.9 2012 0 1
## 256 Franco Herrera 168364.8 2012 1 1
## 257 Marvin Yee 168363.0 2012 1 4
## 258 Deryk Lee 168360.4 2012 1 3
## 259 Michael Kilgariff 168356.9 2012 1 1
## 260 Joseph Siragusa 168350.9 2012 1 3
## 261 David Koester 168349.8 2012 1 4
## 262 Vilaska Nguyen 168343.2 2012 0 2
## 263 Aaron Cowhig 168330.4 2012 0 5
## 264 David Goff 168328.5 2012 1 4
## 265 Jennifer Leonard 168322.0 2012 1 5
## 266 Stacie Feng 168321.4 2012 1 1
## 267 Masby Lau 168313.0 2012 1 4
## 268 Stephen Roja 168313.0 2012 0 3
## 269 Orchid Soh 168302.7 2012 0 5
## 270 Jack Wronski 168298.5 2012 0 2
## 271 Brandon Smith 168295.0 2012 1 3
## 272 Alfonso Herce 168277.7 2012 1 1
## 273 Andrew Mac Ilrath 168259.5 2012 1 3
## 274 Woon Wong 168257.5 2012 0 1
## 275 Carl Lee 168254.6 2012 0 4
## 276 Stephanie Colmenero 168252.5 2012 0 5
## 277 David Aymerich 168243.1 2012 1 2
## 278 Roger Smith 168237.2 2012 0 4
## 279 Gene Cornyn 168191.4 2012 1 4
## 280 Joel Hornstein 168185.4 2012 1 1
## 281 Helena Leiner 168179.7 2012 1 2
## 282 Karyn Sanchez 168178.2 2012 0 4
## 283 Michael Shanley 168177.4 2012 1 3
## 284 Susan Hou 168164.3 2012 1 4
## 285 Chris Schaefer 168150.8 2012 1 2
## 286 Ashley Fernandez 168145.5 2012 1 2
## 287 Virginia Sunday 168131.8 2012 1 5
## 288 Carla Kasper 168127.5 2012 0 2
## 289 Antonio Claudio 168122.1 2012 1 3
## 290 Daniel Shiu 168118.4 2012 0 1
## 291 Samuel Lou 168114.5 2012 1 3
## 292 Laura Bernabei 168099.4 2012 0 2
## 293 Brian Cranna 168080.4 2012 0 3
## 294 Dustin Daza 168072.7 2012 0 5
## 295 Peter Hamilton 168072.4 2012 1 1
## 296 Anna Calderon 168072.0 2012 1 2
## 297 William Kelleher 168071.2 2012 0 2
## 298 Cristina Abella 168064.0 2012 1 5
## 299 Matthew Loya 168042.0 2012 0 4
## 300 Erik Leung 168034.1 2012 0 3
## 301 Darla McBride 168019.4 2012 1 5
## 302 Robyn Gralicer 168018.2 2012 1 4
## 303 Jennifer Kwok 168007.8 2012 0 1
## 304 William Twomey 168005.8 2012 1 2
## 305 Alice Chan 167986.4 2012 1 2
## 306 Jacqueline Pepper 167983.7 2012 0 2
## 307 Anthony Scott 167982.5 2012 0 5
## 308 Dale Denice Wood 167981.7 2012 1 2
## 309 Marilyn Matli 167975.9 2012 0 3
## 310 Andrew Flynn 167964.1 2012 1 4
## 311 Tina King 167958.4 2012 0 3
## 312 Alan Lamb 167950.3 2012 0 4
## 313 James Alonso 167950.0 2012 0 1
## 314 Gregory Browne 167942.7 2012 1 4
## 315 Donald McIntyre 167939.1 2012 0 1
## 316 Laura Moye 167937.2 2012 0 3
## 317 Martin Covarrubias 167922.5 2012 0 2
## 318 Julio Molina 167917.2 2012 0 1
## 319 Laura Lombardi 167888.6 2012 1 2
## 320 Jason Wong 167884.9 2012 0 1
## 321 Miguel Herrera 167877.3 2012 0 2
## 322 Patrick Burke 167875.0 2012 1 2
## 323 Michael Evans 167868.7 2012 0 2
## 324 Ethel Yap Roque 167868.2 2012 0 5
## 325 Azarias Castro 167864.5 2012 1 5
## 326 Genieve Dela Cruz 167864.4 2012 0 3
## 327 Robert Sanchez 167843.5 2012 1 2
## 328 Andrew Geddes 167834.5 2012 1 1
## 329 Tigran Antonian 167831.9 2012 1 3
## 330 Jonathan Eric Non 167831.5 2012 1 4
## 331 Keanway Kyi 167829.9 2012 0 1
## 332 Curtis Nakano 167819.9 2012 1 2
## 333 Jonathan Kuhns 167819.6 2012 0 3
## 334 Phillip Frenkel 167815.4 2012 1 2
## 335 Tracey Loveridge 167779.4 2012 1 2
## 336 Gregory Stechschulte 167777.5 2012 0 2
## 337 Purisima Mallari 167773.5 2012 0 5
## 338 Amy Cohen 167763.2 2012 0 5
## 339 Deborah Walters 167761.2 2012 0 3
## 340 Jay Veach 167760.1 2012 1 2
## 341 Margot Antonetty 167757.4 2012 1 2
## 342 Kendra Kennedy 167751.9 2012 1 3
## 343 Anthony Piazza 167750.9 2012 0 3
## 344 Nichole Truax 167749.8 2012 1 4
## 345 Jonathan Rewers 167742.0 2012 0 3
## 346 George Scrivani 167741.9 2012 1 5
## 347 Huan Chen 167717.2 2012 0 3
## 348 Elizabeth Crudo 167713.0 2012 1 2
## 349 Linda Truong 167707.3 2012 1 1
## 350 Natalie Spaelti 167704.1 2012 1 2
## 351 Mark Zhang 167704.1 2012 0 2
## 352 April Pan 167694.3 2012 0 2
## 353 James Easterday 167693.5 2012 0 2
## 354 Paul Mourgos 167671.2 2012 0 2
## 355 Maribel We 167664.7 2012 0 1
## 356 Matthew Sullivan 167650.2 2012 0 5
## 357 Patrick Shea 167648.4 2012 1 1
## 358 Wilson Ng 167632.2 2012 0 3
## 359 Joseph Emanuel 167621.4 2012 0 1
## 360 Justin Wong 167619.7 2012 0 4
## 361 Michael Wells 167614.6 2012 0 4
## 362 Megan Kennel 167603.7 2012 0 2
## 363 Jamilla Churchill 167592.5 2012 0 5
## 364 Leonard Maloney 167590.0 2012 0 3
## 365 Gerald Lyons 167570.1 2012 0 4
## 366 Dee Lau 167556.3 2012 1 2
## 367 Nathaniel Manalang 167548.9 2012 1 3
## 368 Robin Love 167528.9 2012 1 4
## 369 Eric Reboli 167524.8 2012 1 4
## 370 Jeffrey McHale 167524.0 2012 1 5
## 371 Phillip Gordon 167523.4 2012 0 4
## 372 Douglas Lipps 167521.4 2012 0 2
## 373 Anna Karina Paranpan 167517.2 2012 0 5
## 374 Felicha Bell 167517.1 2012 1 5
## 375 Toni Ratcliff-Powell 167501.2 2012 0 2
## 376 Endia Costley 167489.9 2012 0 3
## 377 Robert Greiner 167479.3 2012 0 3
## 378 Siu Tom 167477.4 2012 1 5
## 379 Henry Tasto 167468.0 2012 1 3
## 380 Rosa-Leah Martinez-Davis 167457.6 2012 1 1
## 381 Lydia Faidiga 167442.2 2012 1 1
## 382 Shedrick McDaniels 167420.4 2012 0 2
## 383 Sean Doherty 167410.4 2012 1 4
## 384 Carol Spear 167410.2 2012 1 2
## 385 Eric Sloboda 167409.6 2012 0 2
## 386 Audrey Smith 167399.5 2012 0 4
## 387 Samuel Chui 167398.0 2012 0 1
## 388 Kimberly McKinney 167390.8 2012 1 3
## 389 Christopher Wong 167377.7 2012 0 4
## 390 Agripino Medina 167369.3 2012 1 4
## 391 Patrisha Levardo 167366.2 2012 1 3
## 392 Jason Negron 167350.4 2012 0 5
## 393 Antonio Sunga Jr 167349.4 2012 0 5
## 394 Mary Godfrey 167335.2 2012 0 1
## 395 Sophia Yung Hsu Lin 167314.4 2012 1 1
## 396 James Drilon 167300.2 2012 1 2
## 397 Richard Miles 167297.3 2012 0 4
## 398 Pablo Munoz 167296.0 2012 0 1
## 399 Walter Weatherly 167291.4 2012 0 2
## 400 Birgitta Durrett 167287.4 2012 1 1
## 401 Larry Mares 167283.7 2012 0 3
## 402 Andrew Kavanagh 167271.0 2012 0 2
## 403 Stephen Kloster 167270.2 2012 0 4
## 404 Michael O'Donnell 167265.0 2012 1 5
## 405 Donald McCarrell 167263.1 2012 1 2
## 406 Shaun Navarro 167260.6 2012 0 1
## 407 Patrick O'Riordan 167257.0 2012 0 5
## 408 Jennifer Carton-Wade 167256.4 2012 0 3
## 409 Christopher Knight 167242.1 2012 1 4
## 410 David Copeland 167233.7 2012 0 4
## 411 Chien-Ping Chou 167202.8 2012 1 5
## 412 Darren K Wong 167201.8 2012 0 2
## 413 Josef Bruckback 167191.9 2012 1 3
## 414 Almon Wong 167171.7 2012 1 5
## 415 Ruben Vasquez 167170.8 2012 0 2
## 416 Edraline Bencito 167168.8 2012 0 3
## 417 Robert Byrne 167149.3 2012 1 1
## 418 David Greenaway 167143.8 2012 0 3
## 419 Thomas Sheridan 167140.2 2012 1 2
## 420 Shawn Mendez 167138.5 2012 0 1
## 421 Michael Tune 167131.9 2012 1 1
## 422 Arnaldo Aleman 167123.0 2012 1 4
## 423 Rebekah Krell 167119.8 2012 1 5
## 424 Mark Fraize 167109.4 2012 0 2
## 425 Joel Leong 167094.9 2012 0 5
## 426 James McGrath 167082.7 2012 1 3
## 427 Paolo Pignataro 167077.7 2012 1 2
## 428 Anthony Calasanz 167067.9 2012 1 2
## 429 Ronald Delrosario 167063.6 2012 1 5
## 430 Zoila Maguina 167054.6 2012 1 4
## 431 Leon Sorhondo 167051.2 2012 1 4
## 432 Andre Kury 167046.8 2012 0 3
## 433 Andre Reynolds 167039.5 2012 1 5
## 434 Tip I Tam 167020.3 2012 1 1
## 435 Dustin Ruff 167011.0 2012 0 2
## 436 Daniel Reyes 167002.6 2012 1 5
## 437 Michael Dilallo 166995.2 2012 1 5
## 438 Kevin Galvin 166991.7 2012 1 4
## 439 Anne Simons 166984.2 2012 1 4
## 440 Tracey Packer 166983.7 2012 0 5
## 441 Amy Javelosa-Rio 166982.0 2012 0 4
## 442 Raymond Winters 166973.0 2012 1 5
## 443 Christian Jeffrey 166970.1 2012 1 2
## 444 Eric Lau 166960.9 2012 0 3
## 445 Frederico Tumulak 166956.6 2012 0 2
## 446 Edwin Anaya 166956.2 2012 1 1
## 447 Patrick Toepel 166952.2 2012 1 5
## 448 H Carlo MacDula 166944.0 2012 0 5
## 449 Larry Lui 166903.6 2012 0 4
## 450 Cheryl Martin 166899.8 2012 0 1
## 451 Edward Barrientos Jr 166899.0 2012 0 1
## 452 Scott Erdmann 166897.0 2012 0 5
## 453 Edward Yamada 166889.1 2012 1 2
## 454 Tim Lee 166888.3 2012 1 1
## 455 Benjamin Santana 166887.4 2012 0 2
## 456 Warren Lee 166884.0 2012 1 2
## 457 Nataliya Kuzina 166870.5 2012 1 2
## 458 Michael Gerchow 166867.9 2012 0 2
## 459 Mary Alejandro 166851.0 2012 1 2
## 460 Patrick Louie 166844.5 2012 0 3
## 461 Maria Janette Navarro 166843.4 2012 0 4
## 462 Maina Tuimavave 166834.5 2012 1 5
## 463 Eric Tindall 166825.9 2012 0 5
## 464 Joseph Noto 166816.9 2012 0 2
## 465 Candice Williams 166816.5 2012 0 5
## 466 Robert Bonta 166816.2 2012 0 3
## 467 Raphael Rockwell 166815.7 2012 0 4
## 468 Mark Lundin 166814.9 2012 0 2
## 469 Michael Arsenault 166809.4 2012 0 1
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## 1820 Thuy Bui 158072.8 2012 0 2
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## 1825 Waikit AuYeung 158004.4 2012 1 1
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## 1828 George Cothran 157994.4 2012 1 3
## 1829 Eric Ingle 157981.3 2012 1 1
## 1830 Hui Ran Shao 157977.3 2012 0 5
## 1831 Kelly Burke 157967.4 2012 0 5
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## 1834 Jeff Chiu 157955.0 2012 1 4
## 1835 Christopher Blair 157945.1 2012 1 1
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## 1837 Maria Teresa Ojeda 157941.0 2012 1 4
## 1838 Sandip Patel 157940.1 2012 0 1
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## 1840 Sarah Jones 157936.7 2012 0 5
## 1841 Michael Li 157930.7 2012 1 4
## 1842 Denisha Haynes 157928.0 2012 1 3
## 1843 Supriya Sundarrajan 157916.2 2012 1 5
## 1844 Charles Copeland 157915.3 2012 1 5
## 1845 Tracy Gasanyan 157911.1 2012 1 2
## 1846 Raul Elias 157900.5 2012 0 1
## 1847 Chahmal Kerow 157895.6 2012 1 2
## 1848 Sandra Zuniga 157893.7 2012 0 1
## 1849 Ferdinand Rotap 157891.3 2012 1 5
## 1850 Jonathon Lucchetti 157879.8 2012 1 3
## 1851 Robert Belt 157878.4 2012 1 4
## 1852 Ana Vieira-Ribeiro 157878.2 2012 1 2
## 1853 Gigi George 157875.7 2012 0 1
## 1854 Richard Cooper 157872.5 2012 0 4
## 1855 Steven Wood 157858.6 2012 0 1
## 1856 Paulina Araica 157855.9 2012 0 1
## 1857 Jordan Oryall 157846.7 2012 0 1
## 1858 Stacy Youngblood 157839.8 2012 0 4
## 1859 Armando Limon 157839.8 2012 1 1
## 1860 Nathan Bernard 157834.6 2012 1 1
## 1861 Joseph Valdez 157810.1 2012 1 2
## 1862 Oscar Wallace 157790.6 2012 0 3
## 1863 Jenny Lopez 157788.6 2012 0 3
## 1864 Michael Tennant 157777.9 2012 0 4
## 1865 Adam Plantinga 157756.2 2012 0 4
## 1866 Marc Majors 157743.1 2012 1 2
## 1867 Ricardo Miles 157742.2 2012 1 5
## 1868 Oliver Gajda 157739.9 2012 1 4
## 1869 Craig Brandolino 157732.7 2012 0 2
## 1870 Donn Vasquez 157731.1 2012 0 3
## 1871 David Fok 157727.3 2012 0 3
## 1872 Darryl Jones 157721.8 2012 1 1
## 1873 Marian Campion-Healy 157720.1 2012 0 5
## 1874 Anthony Vaughn 157711.5 2012 1 4
## 1875 William Sears 157701.9 2012 1 2
## 1876 Victor Chan 157698.0 2012 1 2
## 1877 Murat Bozkurt 157696.2 2012 1 1
## 1878 David Steffen 157690.9 2012 1 3
## 1879 Kimberly Cates 157678.6 2012 1 3
## 1880 Pamela Davis 157673.0 2012 1 2
## 1881 Lonnie Robbins 157671.5 2012 1 4
## 1882 Rafael Guzman 157665.8 2012 1 2
## 1883 Michelle Spears 157660.8 2012 1 4
## 1884 Mercy Ambat 157658.9 2012 0 2
## 1885 Patti Viri 157656.2 2012 1 4
## 1886 Oscar Gee 157651.4 2012 0 2
## 1887 Stephen Bucy 157633.3 2012 1 2
## 1888 Diane Artz 157631.0 2012 0 3
## 1889 Michelle Day 157630.0 2012 0 1
## 1890 Jeffrey Babb 157618.9 2012 0 1
## 1891 Peter Walker 157610.5 2012 1 5
## 1892 Jelina Enriquez 157606.7 2012 1 1
## 1893 Rick Figari 157597.5 2012 1 5
## 1894 Sheri Lee 157592.3 2012 0 4
## 1895 Marco Evoniuk 157586.6 2012 1 3
## 1896 Yolanda Quisao 157586.2 2012 0 4
## 1897 Rigoberto Haro 157576.9 2012 1 1
## 1898 Vicki Gross 157572.7 2012 0 5
## 1899 Thomas Fenwick 157571.0 2012 1 4
## 1900 Jasmine Suguitan 157569.6 2012 1 5
## 1901 Jacob Gilchrist 157566.2 2012 1 2
## 1902 Enrique Luquin 157556.5 2012 1 1
## 1903 Linda Taing 157549.6 2012 1 3
## 1904 Rosalyn Rouede 157546.3 2012 1 5
## 1905 Fabian Perez 157532.0 2012 0 1
## 1906 Martin Scanlan 157529.7 2012 1 2
## 1907 Angie Lee 157525.3 2012 0 5
## 1908 Jennifer Marino 157512.3 2012 1 4
## 1909 Gigi Ricasa 157509.0 2012 0 2
## 1910 Dalton Hom 157503.8 2012 0 2
## 1911 Faenetta Hutchings 157490.0 2012 0 2
## 1912 Naiyapakorn Nakornkhet 157479.4 2012 0 5
## 1913 John Higgins 157478.8 2012 1 1
## 1914 Michael Kellogg 157472.8 2012 1 2
## 1915 William Brunicardi 157461.8 2012 1 3
## 1916 Lily Ng 157438.6 2012 0 4
## 1917 Yim Chan 157433.2 2012 1 5
## 1918 Sheila Calabro 157431.9 2012 0 1
## 1919 Beverly Jew 157426.8 2012 0 1
## 1920 Phong Nguyen 157424.0 2012 0 3
## 1921 Agustin Perez 157412.4 2012 0 1
## 1922 George Antoniotti 157406.3 2012 0 5
## 1923 Kenny Wong 157406.0 2012 0 3
## 1924 Eugene Paras 157405.2 2012 0 5
## 1925 Holland Stephens 157396.8 2012 0 3
## 1926 Edward Greene 157393.9 2012 1 2
## 1927 Milton Khuu 157393.9 2012 0 4
## 1928 Jeffrey Ranta 157383.9 2012 1 4
## 1929 Michael Clauzel 157380.3 2012 0 5
## 1930 John Chester 157380.2 2012 0 3
## 1931 Robert Toomey 157379.6 2012 0 5
## 1932 Rhaymond Vizcarra 157369.0 2012 1 3
## 1933 Luigi Cauteruccio 157362.1 2012 0 1
## 1934 Michael Broussard 157360.5 2012 1 3
## 1935 Nicholas Brady 157354.6 2012 1 3
## 1936 Joshua Fry 157319.4 2012 1 1
## 1937 Jerome Manalastas 157303.4 2012 0 1
## 1938 Rebecca Salazar 157292.2 2012 0 5
## 1939 Carol Karen 157292.2 2012 1 4
## 1940 Teresa Rivor 157284.1 2012 0 1
## 1941 Walter Podesta Jr 157281.0 2012 1 1
## 1942 Lalaine Pillazar 157277.1 2012 0 5
## 1943 Charles Chan 157275.2 2012 0 2
## 1944 Patrick Cesari 157263.0 2012 0 4
## 1945 Al J Sangimino 157252.4 2012 1 1
## 1946 Rondaa Jackson 157243.5 2012 1 3
## 1947 Kelly Swift 157234.5 2012 1 3
## 1948 Marilyn Barton 157232.0 2012 0 5
## 1949 Jennifer Traw 157231.2 2012 0 3
## 1950 Chung Mak 157225.5 2012 1 4
## 1951 Chris Domerofski 157207.5 2012 1 5
## 1952 Katy Bersamin 157202.8 2012 1 3
## 1953 Kenneth Spielman 157195.5 2012 0 4
## 1954 Maxwell Chikere 157167.8 2012 1 4
## 1955 Marc Higa 157167.3 2012 0 4
## 1956 Ruthanne Morentz 157149.6 2012 0 4
## 1957 Carl Housh 157148.2 2012 0 2
## 1958 Angela Patane 157146.7 2012 0 3
## 1959 John Ascariz 157139.4 2012 0 4
## 1960 Sonny West 157133.0 2012 0 3
## 1961 Youcef Bouhamama 157131.7 2012 0 2
## 1962 Monica Sheridan 157128.3 2012 0 3
## 1963 Yuang-Tam Chiu 157125.5 2012 1 2
## 1964 Elmer Lopez 157120.7 2012 1 2
## 1965 Darryl Fields 157120.1 2012 0 3
## 1966 Daryl Chang 157116.3 2012 0 1
## 1967 Eduardo Rosete 157110.5 2012 1 1
## 1968 Meghan Tiernan 157102.6 2012 0 5
## 1969 Jnell Gray 157101.4 2012 1 3
## 1970 Andrew Karcs 157100.0 2012 1 4
## 1971 John Reeb 157099.8 2012 1 2
## 1972 Hector Martinez 157096.5 2012 0 2
## 1973 David Pagan 157090.5 2012 1 5
## 1974 Ruth Dilts 157078.2 2012 1 4
## 1975 Christian Marquez 157066.2 2012 1 4
## 1976 Daniel Adams 157062.7 2012 1 1
## 1977 Jimmy Lee 157056.9 2012 0 4
## 1978 Barbara Dullea 157053.1 2012 0 4
## 1979 Gustavo Castaneda 157038.8 2012 1 2
## 1980 William Clarke 157036.8 2012 0 3
## 1981 Tom Jankovic 157031.0 2012 1 2
## 1982 Pedro Vieira 157026.4 2012 1 4
## 1983 Huitier Choi 157011.1 2012 1 4
## 1984 Jo Ann Bryce 157003.6 2012 1 2
## 1985 Ian Richards 156995.5 2012 0 5
## 1986 Jason Gallegos 156988.1 2012 0 2
## 1987 George Ficklin 156985.0 2012 1 5
## 1988 Joern Kroll 156983.7 2012 1 1
## 1989 Maria Carcamo 156981.3 2012 0 5
## 1990 Angela Auyong 156967.0 2012 0 1
## 1991 Emil Camozzi 156965.5 2012 0 4
## 1992 Mary Tienken 156963.6 2012 1 3
## 1993 Abraham Bollozos Jr 156957.4 2012 0 4
## 1994 Sandra Valeros 156955.9 2012 0 4
## 1995 Craig Wilson 156945.3 2012 1 3
## 1996 Andrew Lucas 156934.0 2012 1 5
## 1997 Michael Bain 156926.0 2012 1 4
## 1998 Kevin Ison 156923.1 2012 1 1
## 1999 Richard Jue 156920.3 2012 0 1
## 2000 Carol Borden-Gomez 156910.1 2012 0 2
## 2001 Erik Morris 156900.7 2012 0 5
## 2002 Jean Etcheveste 156895.3 2012 0 1
## 2003 Timothy Overall 156874.0 2012 1 5
## 2004 Zahid Khan 156872.5 2012 1 3
## 2005 Huo Chen 156866.4 2012 0 4
## 2006 Judith Foster 156863.6 2012 1 2
## 2007 Alexander Popov 156855.9 2012 0 2
## 2008 Sheila Washington-Andrew 156852.4 2012 0 5
## 2009 Ronda Chu 156841.1 2012 1 2
## 2010 Kevin Nakagawa 156839.4 2012 1 4
## 2011 Willie Crawford 156836.2 2012 1 1
## 2012 Kim Patrice Klein 156836.1 2012 1 3
## 2013 Richmond Curry 156832.1 2012 1 5
## 2014 Chong Nie 156827.0 2012 0 4
## 2015 Joan Scannell 156826.5 2012 1 4
## 2016 Karin Breuer 156797.5 2012 1 1
## 2017 Lara Fuentes 156795.2 2012 1 5
## 2018 Tienthang Nguyen 156784.1 2012 1 2
## 2019 Danny Nguyen 156766.3 2012 1 3
## 2020 Andrew Johnson 156763.3 2012 0 4
## 2021 Melvin Thornton 156757.4 2012 0 1
## 2022 Peter Lau 156753.6 2012 0 4
## 2023 Thomas Tachis 156752.4 2012 0 5
## 2024 Janet Castellanos 156743.0 2012 0 3
## 2025 Shawn Ewing 156740.4 2012 1 2
## 2026 James Cerenio 156738.4 2012 0 1
## 2027 David Rojas 156738.0 2012 0 5
## 2028 Robert Ward 156724.6 2012 0 4
## 2029 Alphonso Livingston 156720.8 2012 0 2
## 2030 Mazen Barbari 156706.8 2012 0 5
## 2031 Paul Brennan 156701.7 2012 1 5
## 2032 Thomas Coffaro 156699.1 2012 1 4
## 2033 Sheila Garrett 156698.4 2012 0 4
## 2034 Christine McCormick 156696.6 2012 0 3
## 2035 Janet Clayton 156689.7 2012 0 5
## 2036 Michael Mulry 156688.2 2012 0 2
## 2037 Deborah Craven-Green 156686.6 2012 0 5
## 2038 Christina Fong 156678.2 2012 0 1
## 2039 Hugo Gray 156676.6 2012 1 5
## 2040 Samuel Vigil 156669.5 2012 0 3
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## 2042 Mylene Espiritu 156663.2 2012 0 2
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## 2044 Lester Lamug 156653.4 2012 1 4
## 2045 Ken Louie 156627.1 2012 1 2
## 2046 Tony Lau 156619.5 2012 1 1
## 2047 John Ullom 156617.3 2012 0 1
## 2048 Lisa O'Malley 156616.3 2012 1 5
## 2049 Arnold Galang 156613.4 2012 0 3
## 2050 Thu Vaing 156577.8 2012 1 2
## 2051 Lawanda Anderson 156577.0 2012 0 5
## 2052 Spencer Lee 156560.3 2012 1 2
## 2053 Saul Rodriguez 156559.6 2012 1 5
## 2054 Daniel Ficher 156554.0 2012 0 4
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## 2056 Robert Lai 156544.0 2012 1 1
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## 2514 Arshad Razzak 152907.0 2012 1 4
## 2515 Raymond Wai Man Tang 152905.6 2012 1 4
## 2516 Maria Alvarado 152902.9 2012 0 2
## 2517 Ava Knox 152898.6 2012 1 2
## 2518 Nathan Cruz 152886.9 2012 0 1
## 2519 Michelle Johnston 152885.6 2012 0 5
## 2520 Winnette Allen 152883.8 2012 1 5
## 2521 Yen Ng 152880.2 2012 0 2
## 2522 Jose Padilla 152873.2 2012 0 1
## 2523 Nikitia Karon Hardwick 152860.1 2012 1 5
## 2524 Shilu Ramchand 152858.7 2012 1 4
## 2525 Stephen Christensen 152850.4 2012 0 4
## 2526 Nicolas Stathakos 152841.0 2012 0 2
## 2527 Jacob Pulickal 152840.6 2012 1 1
## 2528 Hector Almanza 152834.2 2012 1 2
## 2529 Saqib Aslam 152828.3 2012 0 4
## 2530 Alan Keel 152817.8 2012 0 3
## 2531 Rudolph Pankratius 152811.3 2012 1 1
## 2532 Viet Ha 152799.2 2012 0 4
## 2533 Maryellen Ryan 152789.5 2012 1 3
## 2534 Broderick Elton 152773.9 2012 1 3
## 2535 Joseph Crusoe 152773.9 2012 0 2
## 2536 Michael Jurado 152771.8 2012 1 4
## 2537 Robert Johnson 152764.9 2012 1 4
## 2538 Imelda Benedicta Pasalo 152743.0 2012 1 3
## 2539 Sandra Newland 152720.1 2012 0 4
## 2540 Anthony Assereto 152706.4 2012 0 5
## 2541 Sher Khan 152702.4 2012 0 1
## 2542 Pavel Khmarskiy 152666.7 2012 0 1
## 2543 Jessie Washington 152661.5 2012 1 3
## 2544 David Calderon 152660.4 2012 1 4
## 2545 Ferdinand Lumbad 152658.4 2012 0 2
## 2546 Mark Lantrip 152638.6 2012 0 2
## 2547 Mark Austria 152628.9 2012 1 2
## 2548 Mark Byers 152621.0 2012 0 2
## 2549 Ronald Adams 152609.8 2012 0 5
## 2550 Cleoris Rogers 152607.9 2012 0 2
## 2551 Norbert Feyling 152604.8 2012 0 3
## 2552 Michael Plank 152604.2 2012 1 5
## 2553 Susan Quock 152600.3 2012 1 4
## 2554 Leeanne Huang 152597.4 2012 0 3
## 2555 Michael Pheng 152594.6 2012 0 2
## 2556 Jason Moore 152572.9 2012 1 5
## 2557 Timothy Benetti 152565.4 2012 1 1
## 2558 Nelson Wong 152561.6 2012 1 1
## 2559 Janny Tam 152560.7 2012 1 4
## 2560 John Brandenburg 152556.6 2012 1 1
## 2561 John Lee 152556.0 2012 0 1
## 2562 Douglas Jones 152548.6 2012 1 3
## 2563 Cheryl Turner 152542.9 2012 0 2
## 2564 Jesse Cruz 152541.1 2012 1 2
## 2565 Chona Peralta 152535.4 2012 0 4
## 2566 Glen Hunsicker 152513.3 2012 1 4
## 2567 Rinaldi Wibowo 152469.7 2012 0 4
## 2568 Roger Mascio 152437.7 2012 0 2
## 2569 Linda Won 152425.1 2012 1 1
## 2570 Kurt Fuchs 152423.5 2012 0 3
## 2571 John Ng 152413.1 2012 0 4
## 2572 Martin Look 152410.4 2012 1 5
## 2573 Michelle Salas 152404.8 2012 1 2
## 2574 Eric Letsch 152389.8 2012 0 4
## 2575 Susan Patrick 152385.3 2012 0 3
## 2576 Laurie Jurkiewicz 152376.5 2012 1 2
## 2577 Nicole Ramirez 152371.2 2012 0 5
## 2578 Nancy Ledesma 152369.3 2012 0 4
## 2579 Richard Strabel 152363.0 2012 1 1
## 2580 William Fletcher 152336.3 2012 0 1
## 2581 Michael Bello 152331.0 2012 0 3
## 2582 Hla Khin Wong 152324.2 2012 1 4
## 2583 Petronila Torres 152323.6 2012 1 5
## 2584 Ronald Mirkovich 152322.3 2012 0 1
## 2585 Jennifer Greene 152318.6 2012 0 2
## 2586 Orit Samson 152317.8 2012 1 5
## 2587 Bobbie Foschi 152316.5 2012 0 5
## 2588 Stephanie Stillman 152316.0 2012 1 1
## 2589 Joann Kerns 152290.0 2012 1 2
## 2590 Genevieve Ongsioco 152288.6 2012 1 1
## 2591 David Ha 152269.8 2012 0 1
## 2592 Brenda Sosa 152261.5 2012 0 4
## 2593 Hope Nechuta 152258.0 2012 1 3
## 2594 Maura Duffy 152256.0 2012 1 3
## 2595 Claudine Venegas 152255.7 2012 1 3
## 2596 Hoa Huynh 152255.7 2012 1 3
## 2597 Ifvon Ballard 152207.8 2012 0 3
## 2598 Michael Bouvier 152200.5 2012 1 3
## 2599 Jason Hernandez 152170.4 2012 1 1
## 2600 Michael Diskin 152170.0 2012 0 1
## 2601 Corazon Andaya 152167.1 2012 0 2
## 2602 Regina Pera 152159.5 2012 1 4
## 2603 Donal Duffy 152157.8 2012 1 4
## 2604 Sukhwant Mann 152138.4 2012 1 1
## 2605 Joseph Leake 152128.5 2012 1 4
## 2606 Paulette Davis 152116.2 2012 1 2
## 2607 Charles August Jr 152115.6 2012 1 4
## 2608 Francisca Tapia 152107.2 2012 1 1
## 2609 Matthew Racine 152094.7 2012 1 3
## 2610 Robert Sari 152094.3 2012 0 3
## 2611 Leila Mongan 152091.9 2012 0 1
## 2612 Leslie Keeler 152089.9 2012 0 1
## 2613 Nick Elsner 152080.6 2012 0 3
## 2614 James Kelly 152078.2 2012 1 3
## 2615 John Dennis 152057.1 2012 1 2
## 2616 Romando Lucchesi 152053.1 2012 1 2
## 2617 Ciro Garcia 152052.7 2012 0 4
## 2618 Gerald Smith 152046.2 2012 0 5
## 2619 Bruce Keller 152034.5 2012 0 1
## 2620 Mark Tipton 152015.6 2012 0 3
## 2621 Merritt Yee 152011.3 2012 0 1
## 2622 Terence Durkan 152000.5 2012 1 1
## 2623 Johnson Ojo 151999.3 2012 0 3
## 2624 Yaroslav Shablinskiy 151998.9 2012 1 1
## 2625 Daniel Lazzari 151997.6 2012 1 5
## 2626 Teanna Ward 151990.6 2012 0 4
## 2627 Yong Quan Wu 151984.9 2012 1 5
## 2628 Timothy Hellman 151969.1 2012 1 5
## 2629 Anthony Lim 151968.5 2012 0 4
## 2630 Anthony Amable 151966.0 2012 1 1
## 2631 Jorge Garza 151964.4 2012 0 3
## 2632 Frank Sylvester 151951.3 2012 1 4
## 2633 Esteban Perez 151950.3 2012 1 4
## 2634 Enrique Enriquez 151947.5 2012 1 5
## 2635 Teresa Guillen 151944.8 2012 0 3
## 2636 Randy Cipriani 151944.2 2012 0 4
## 2637 Jerry Dixon 151941.1 2012 0 1
## 2638 Ian Ysip 151936.0 2012 1 2
## 2639 David O'Donnell 151912.8 2012 0 2
## 2640 Annette Quiett 151911.9 2012 1 5
## 2641 Wai Lun Leung 151911.6 2012 1 1
## 2642 David Shao He 151900.9 2012 1 2
## 2643 Roshanne Aveo 151891.1 2012 1 2
## 2644 Ronson Cheong 151882.3 2012 0 1
## 2645 Sushila Shakya 151864.3 2012 0 1
## 2646 Brian Smith 151860.3 2012 0 2
## 2647 Gloria Woo 151859.9 2012 1 3
## 2648 John Laffey 151853.2 2012 0 1
## 2649 Lavena Ward 151843.4 2012 1 3
## 2650 Imran Shakur 151836.2 2012 0 5
## 2651 Joseph Ho 151813.4 2012 1 3
## 2652 Cynthia Jones 151807.2 2012 1 4
## 2653 Scott Polister 151797.5 2012 0 5
## 2654 Jerome Grady 151795.2 2012 0 2
## 2655 Arthur Ramirez 151768.7 2012 1 4
## 2656 Aileen Alba 151768.4 2012 1 5
## 2657 Roxana Ruiz 151726.9 2012 0 5
## 2658 Nathan Chew 151725.8 2012 1 3
## 2659 Bryan Campbell 151709.2 2012 0 4
## 2660 Gregory Holmes 151692.2 2012 1 5
## 2661 Chris Siu 151688.5 2012 0 1
## 2662 Charles Johnson 151681.5 2012 0 1
## 2663 Steven Leon 151655.0 2012 1 2
## 2664 Thomas Smith 151650.5 2012 1 4
## 2665 Carel Troutman 151645.9 2012 1 3
## 2666 Steven Lam 151633.2 2012 1 1
## 2667 John Meaney 151626.8 2012 0 2
## 2668 Timmy Sanders 151623.2 2012 1 4
## 2669 Timothy Moses 151604.8 2012 0 4
## 2670 Paul Louie 151598.1 2012 1 3
## 2671 Richard Cristobal 151597.5 2012 0 2
## 2672 Steven Shea 151595.5 2012 1 4
## 2673 Bert Donlin Jr 151565.6 2012 0 5
## 2674 David Whaley 151561.1 2012 1 5
## 2675 Daniel Fross 151557.5 2012 1 1
## 2676 Arnold Santiago 151550.2 2012 1 4
## 2677 Ken Yao 151545.1 2012 1 4
## 2678 Alvin Velacruz 151544.7 2012 1 4
## 2679 Roy Mash 151541.6 2012 1 1
## 2680 Sean Elsbernd 151540.5 2012 1 4
## 2681 Santokh Kahlon 151538.9 2012 0 2
## 2682 Francis Cummings III 151529.0 2012 1 5
## 2683 Kristofer Hetland 151502.8 2012 0 1
## 2684 Lilia Makiyevsky 151499.4 2012 0 4
## 2685 Randy Holliday 151498.0 2012 0 3
## 2686 Naushad Ali 151496.1 2012 0 1
## 2687 Ho Jung Park 151489.7 2012 0 2
## 2688 Samantha O'Brien 151475.9 2012 0 3
## 2689 Melissa Benzinger 151467.8 2012 1 5
## 2690 Kevin Winch 151466.2 2012 0 3
## 2691 Michael Ross 151457.2 2012 0 4
## 2692 Michael Corriere 151450.8 2012 1 5
## 2693 Theodore Mitchell 151447.6 2012 1 4
## 2694 Romeo Delavega 151442.4 2012 0 3
## 2695 Claudia Luquin 151439.9 2012 1 2
## 2696 Michael Trent Rideau 151436.4 2012 1 3
## 2697 Leon Wong 151396.3 2012 0 5
## 2698 Nancy Loo-Manning 151396.1 2012 0 4
## 2699 John Gregson 151384.5 2012 1 4
## 2700 Christine Magoffin 151380.5 2012 0 1
## 2701 Steven Quinn 151372.1 2012 1 5
## 2702 Joseph Petrella 151354.3 2012 0 3
## 2703 Maria Marcela Galimba Patarroyo 151351.5 2012 0 2
## 2704 Kenneth White 151341.9 2012 1 4
## 2705 Wayne Wong 151327.8 2012 1 4
## 2706 Refugio Garcia 151321.9 2012 1 2
## 2707 James Barber 151321.7 2012 1 4
## 2708 Henry Chan 151303.8 2012 0 4
## 2709 Josephine Hicks 151300.1 2012 1 2
## 2710 Judy Nishimoto 151296.1 2012 0 1
## 2711 Paul Rapicavoli 151286.7 2012 0 2
## 2712 David O'Kane 151283.1 2012 0 5
## 2713 Jeffrey Woo 151266.4 2012 0 1
## 2714 Alexander Aquino 151260.2 2012 0 5
## 2715 Alfonso Hernandez 151256.0 2012 0 4
## 2716 Lynn Feeney 151254.6 2012 1 2
## 2717 Kirk Means 151253.7 2012 1 2
## 2718 Edward DeGuzman 151250.3 2012 1 5
## 2719 David Chun 151242.6 2012 0 4
## 2720 Olga Ryerson 151227.5 2012 1 1
## 2721 Sandylyn Ragudo 151226.4 2012 0 2
## 2722 Victor Shih 151215.9 2012 1 2
## 2723 Ignacio Sandoval 151213.6 2012 1 2
## 2724 James Kreps 151208.2 2012 0 5
## 2725 Yu K Huang 151199.3 2012 0 3
## 2726 Esther Ramos 151199.0 2012 0 4
## 2727 Gaylicia Bunton 151195.5 2012 0 1
## 2728 Jaculine Barnes 151194.6 2012 1 5
## 2729 Ron Ash 151193.7 2012 0 2
## 2730 Edward Dunn 151185.9 2012 0 2
## 2731 Ramon Junsay 151181.8 2012 1 2
## 2732 David Chan 151178.3 2012 1 2
## 2733 Ekerette Essien 151173.9 2012 0 2
## 2734 Kally Ip 151168.0 2012 1 3
## 2735 Ivan Soon 151162.8 2012 1 5
## 2736 Wayne Chan 151143.8 2012 0 1
## 2737 Kai Lee 151140.9 2012 1 4
## 2738 Robert Ichinose 151140.3 2012 1 3
## 2739 John Vanni 151120.1 2012 1 2
## 2740 Natalie Elicetche 151115.1 2012 0 5
## 2741 Irene Aquino 151105.9 2012 0 5
## 2742 Joseph Yu 151098.6 2012 0 1
## 2743 Bernard Henderson 151092.8 2012 1 5
## 2744 Robert Kerrigan 151088.4 2012 1 4
## 2745 Nanette Hendrickson 151080.8 2012 0 3
## 2746 Michael Loos 151069.3 2012 1 3
## 2747 Joseph Chan 151063.9 2012 0 4
## 2748 Florian Taylor 151063.7 2012 0 4
## 2749 John Louie 151060.0 2012 0 2
## 2750 Beth Kuhns 151056.9 2012 0 5
## 2751 Keith Wong 151055.4 2012 0 5
## 2752 Bernardo Andrade 151048.5 2012 1 5
## 2753 Napoleon Khalilnaji 151037.7 2012 0 3
## 2754 Jamie Hyun 151025.4 2012 1 4
## 2755 Dian Stavrev 151016.0 2012 1 3
## 2756 Malkeet Gill 150993.2 2012 0 2
## 2757 Ronald Ramiro 150984.4 2012 0 2
## 2758 Thomas Bower 150975.6 2012 1 2
## 2759 Wayne Chu 150952.4 2012 0 4
## 2760 Johnnie Wong 150948.6 2012 1 3
## 2761 Michael Vannucchi 150941.8 2012 1 5
## 2762 Sandra Phillips 150939.5 2012 0 4
## 2763 Jason Bielski 150933.6 2012 0 3
## 2764 Kenneth Washington 150933.1 2012 1 4
## 2765 David Mondani 150931.5 2012 0 4
## 2766 Reynold Deguzman 150924.5 2012 0 1
## 2767 Leonard Morrow 150914.4 2012 0 2
## 2768 Christine Rocero 150913.4 2012 0 2
## 2769 Anthony Rattonetti 150912.5 2012 0 3
## 2770 Michael Ryan 150909.3 2012 1 1
## 2771 Jose Jimenez 150902.5 2012 0 2
## 2772 Anene Ugbaja 150887.3 2012 1 4
## 2773 Scott Northrup 150882.7 2012 0 2
## 2774 Brandon Thompson 150881.9 2012 0 3
## 2775 Lisa Mazuca 150880.0 2012 0 3
## 2776 Dolson Kwan 150870.9 2012 1 1
## 2777 Joshua Fears 150869.0 2012 0 2
## 2778 Teenchee Le 150867.9 2012 1 2
## 2779 Lourdes Chan 150864.5 2012 1 3
## 2780 Chris Vu Tran 150862.3 2012 1 1
## 2781 Kathleen Mackerrow 150856.9 2012 0 1
## 2782 Jina Tin 150837.2 2012 0 1
## 2783 Myron Fong 150834.2 2012 0 5
## 2784 Thomas Chu 150823.7 2012 1 1
## 2785 John Robinson-Jr 150817.5 2012 1 1
## 2786 Paul McGregor 150799.3 2012 1 4
## 2787 Leland Valentine 150792.7 2012 1 4
## 2788 Chenxi Shi 150779.5 2012 0 2
## 2789 Michael Anderson 150776.3 2012 1 1
## 2790 Bonnie Richardson 150769.7 2012 1 3
## 2791 Elizabeth Eagon 150768.7 2012 1 2
## 2792 Juanita Ragler 150767.2 2012 0 4
## 2793 Jeffrey Wong 150753.7 2012 1 3
## 2794 Augusto Canlas 150751.6 2012 0 2
## 2795 Edmundo Saenz 150749.8 2012 0 2
## 2796 Kahri Gill-Kehoe 150748.4 2012 1 1
## 2797 Richard Balmy 150743.2 2012 1 1
## 2798 Mohanned Malhi 150735.0 2012 0 4
## 2799 David Bihr 150719.3 2012 1 3
## 2800 Wilson Pham 150709.0 2012 1 3
## 2801 John Hinchion 150698.1 2012 0 3
## 2802 Richard Gee 150694.3 2012 0 2
## 2803 John Leon 150686.8 2012 1 4
## 2804 Johnny Mayorga 150665.4 2012 0 1
## 2805 David Nehrkorn 150663.1 2012 1 5
## 2806 Jere Ingram 150657.9 2012 1 1
## 2807 Christine Lehn 150656.3 2012 0 3
## 2808 Nancie Stockwell 150642.8 2012 1 2
## 2809 David Morales 150641.6 2012 1 4
## 2810 Phillip Calhoun 150641.6 2012 0 4
## 2811 James OSullivan 150633.0 2012 1 3
## 2812 Cornaal Branner 150631.7 2012 1 2
## 2813 Renee Bruneman 150623.0 2012 1 3
## 2814 Anthony Bazan 150620.2 2012 1 1
## 2815 James Marsh 150617.3 2012 0 3
## 2816 Andy Lam 150611.3 2012 1 3
## 2817 Nicholas Alexander 150611.3 2012 0 2
## 2818 Shome Vasudevan 150607.4 2012 1 4
## 2819 Mira Lee 150601.4 2012 0 3
## 2820 Sheryl Myers 150598.6 2012 0 4
## 2821 Amanda Eckels 150579.5 2012 0 3
## 2822 Mike Ng 150570.7 2012 0 2
## 2823 Jose Hernandez 150567.2 2012 0 1
## 2824 Christina Chan 150558.7 2012 0 5
## 2825 Meghan Green 150553.7 2012 1 1
## 2826 Nicole Jones 150541.0 2012 0 4
## 2827 Koa Pickering 150536.5 2012 0 3
## 2828 Robert LaRose 150535.6 2012 0 5
## 2829 Felicia Haynes 150535.0 2012 1 4
## 2830 Greg Ellis 150533.1 2012 0 3
## 2831 Henry Parra Jr 150532.3 2012 1 2
## 2832 James Biggins 150509.1 2012 0 3
## 2833 Bin Yang 150506.8 2012 0 3
## 2834 Eric Mar 150505.1 2012 0 5
## 2835 Cady Wong 150498.5 2012 1 2
## 2836 Cecilia Gonzalez 150480.8 2012 0 1
## 2837 Rhonda Fung 150463.8 2012 0 2
## 2838 Ryan Crockett 150461.9 2012 1 2
## 2839 Bryant Mercado 150441.1 2012 0 3
## 2840 Collin Wing 150437.7 2012 1 1
## 2841 Scott St Hilaire 150435.8 2012 0 4
## 2842 Ketric Mahoney 150435.2 2012 1 3
## 2843 Gregg Olson 150430.6 2012 0 4
## 2844 Bart Broome 150428.7 2012 0 4
## 2845 Wynnie Ruan 150411.9 2012 0 3
## 2846 Flordeliza Leviste 150407.1 2012 0 5
## 2847 Sara Stratton 150406.5 2012 0 3
## 2848 El Ceg Gonzales 150405.0 2012 0 4
## 2849 Michael Androvich 150402.4 2012 1 5
## 2850 Sherri Anderson 150376.4 2012 1 4
## 2851 Timothy Ortiz 150374.5 2012 0 1
## 2852 Robert Guzman 150372.5 2012 0 3
## 2853 Rugene Galicia Jr 150366.3 2012 0 2
## 2854 Oscar Abucay 150363.5 2012 1 1
## 2855 Gene Sheets 150358.2 2012 0 2
## 2856 Hung Nguyen 150341.4 2012 1 3
## 2857 Cynthia Cornett 150335.4 2012 1 3
## 2858 Eugene Irby 150333.2 2012 0 3
## 2859 Alvin Louie 150329.6 2012 1 3
## 2860 Malinda Yu 150324.4 2012 0 1
## 2861 Brian Cauley 150316.8 2012 1 4
## 2862 Linda Edelstein 150311.8 2012 0 4
## 2863 Alton Chinn 150311.1 2012 1 3
## 2864 Patrick Faye 150307.4 2012 1 2
## 2865 Anthony Ababon 150305.2 2012 0 5
## 2866 Zhong Qiu 150289.4 2012 1 2
## 2867 Corinna Neustaetter 150286.0 2012 1 3
## 2868 Hernan Villalobos 150283.7 2012 1 4
## 2869 William Topoian 150267.8 2012 0 3
## 2870 David Jacoby 150252.3 2012 1 3
## 2871 Vanessa Conrad 150251.4 2012 1 4
## 2872 Gema Arias 150249.2 2012 0 4
## 2873 Lorrie Serna 150237.9 2012 1 3
## 2874 Edna Ho 150235.5 2012 1 4
## 2875 Steven Hajnal 150235.4 2012 0 1
## 2876 Jeff Leano 150213.9 2012 1 3
## 2877 Heath Maddox 150201.2 2012 1 4
## 2878 Candiece Lewis 150188.3 2012 0 4
## 2879 Andrew Navarro 150185.3 2012 1 5
## 2880 Telicia Lewis 150184.7 2012 0 2
## 2881 Khun Thi 150178.5 2012 0 4
## 2882 John Femenia 150170.8 2012 1 3
## 2883 Seamus Hodgin 150170.7 2012 1 5
## 2884 Kim Lin 150168.2 2012 1 2
## 2885 Patrick Williams 150167.7 2012 1 3
## 2886 Robert Christman 150150.5 2012 1 3
## 2887 James Naguina 150149.5 2012 1 3
## 2888 Harry Vong 150148.2 2012 0 2
## 2889 Carlos Hernandez 150146.6 2012 1 4
## 2890 Arnold Rechsteiner 150142.3 2012 0 5
## 2891 Rodney Phann 150134.5 2012 1 2
## 2892 Virginia St Jean 150129.3 2012 1 2
## 2893 Jimmy Kirk 150126.7 2012 0 5
## 2894 Rose Baltazar 150117.7 2012 1 2
## 2895 Michael Giles 150107.7 2012 0 2
## 2896 Erma Weaver 150104.2 2012 1 4
## 2897 Andy Chow 150100.5 2012 1 2
## 2898 Roland Davantes 150095.2 2012 1 4
## 2899 Rosa Rankin 150086.7 2012 0 5
## 2900 Caroline Nguy 150081.4 2012 0 5
## 2901 Richard Gulingan 150071.1 2012 0 5
## 2902 Lewis Gillian 150059.7 2012 0 4
## 2903 Blake Ryan 150057.4 2012 1 4
## 2904 Chad Campos 150053.6 2012 1 4
## 2905 Julie Wu 150049.7 2012 0 1
## 2906 Antone Parascandolo Jr 150039.5 2012 0 1
## 2907 Alexander Bell 150037.6 2012 1 1
## 2908 Jaime Valle 150031.9 2012 0 5
## 2909 Maria Iyog-O'Malley 150024.5 2012 0 4
## 2910 Cynthia Ullmann 150013.6 2012 0 1
## 2911 Timothy Ong 150013.3 2012 1 3
## 2912 Adam Green 150009.7 2012 1 5
## 2913 Armando Gonzalez 150002.2 2012 0 1
Cuantos hay de genero 0 y cuantos de genero 1
table(cuales$genero)
##
## 0 1
## 1454 1459
Cuales hay de genero 0 y cuales de 1
table(cuales$edocivil)
##
## 1 2 3 4 5
## 593 593 564 593 570
Vamos a ver un histograma
barplot(table(cuales$genero))
Vamos a ver un barplot edocivil
barplot(table(cuales$edocivil))
paste("Se realiza analisis de salarios del 2012 de un rango de 150 mil a 170 mil; de agregan dos columnas mas al analisis para conocer el genero y el estado civil de esa muestra de personas; donde podemos observar en una grafica cuales son los estados civiles y los generos de mencionada muestra.")
## [1] "Se realiza analisis de salarios del 2012 de un rango de 150 mil a 170 mil; de agregan dos columnas mas al analisis para conocer el genero y el estado civil de esa muestra de personas; donde podemos observar en una grafica cuales son los estados civiles y los generos de mencionada muestra."