Las librerias y los datos
# Practica numero 7
# Cargar datos de salarios
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)
salarios <- read.csv("C:/Users/Christhian/Desktop/R/Ciencia de los datos/Datos/Salaries.csv")
#salarios
Filtrar datos del empleado Kevin Lee
cuantas <- filter(salarios, EmployeeName == "Kevin Lee")
cuantas <- filter(salarios, EmployeeName == "Kevin Lee" & Year == 2014)
Filtrar cuantos empleados estan entre un salario de 150,000 y 170,000 en el año 2012
cuantas <- filter(salarios, TotalPayBenefits >= 150000 & TotalPayBenefits <= 170000 & Year == 2012)
str(cuantas)
## 'data.frame': 2913 obs. of 13 variables:
## $ 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(cuantas)
## [1] 2913
Cuantos registros estan por arriba de un cuartil al 75%
cuartil75 <- quantile(salarios$TotalPayBenefits, 0.75)
cuantas <- filter(salarios,TotalPayBenefits >= cuartil75)
Proyectar atributos de un conjunto de datos por medio de select
registros <- select(salarios, Id, EmployeeName, TotalPayBenefits, Year)
#registros
cuales <- filter(registros, TotalPayBenefits >= 150000 & TotalPayBenefits <= 170000 & Year == 2012)
cuales
## Id EmployeeName TotalPayBenefits Year
## 1 41218 Cheryl De Lemos 169995.4 2012
## 2 41219 Daniel Godfrey 169990.1 2012
## 3 41220 Robert Harvey 169982.0 2012
## 4 41221 Lawrence McDonnell 169980.4 2012
## 5 41222 Sergio Chavez 169973.1 2012
## 6 41223 Michael Grande 169970.4 2012
## 7 41224 Jeffrey Chow 169963.2 2012
## 8 41225 Winilyn Hidalgo 169960.5 2012
## 9 41226 Rodney Lee 169960.3 2012
## 10 41227 Lucille Palma 169940.8 2012
## 11 41228 Jonathan Rapp 169939.2 2012
## 12 41229 Ajay Saxena 169936.3 2012
## 13 41230 Albert Tom 169933.8 2012
## 14 41231 Edith Hammond 169930.6 2012
## 15 41232 Hector Tam 169925.7 2012
## 16 41233 Eugene Ling 169898.1 2012
## 17 41234 Xing Wang 169897.1 2012
## 18 41235 Crystal McDonald 169893.1 2012
## 19 41236 Patrick Cox 169890.4 2012
## 20 41237 Balraj Singh Rai 169887.5 2012
## 21 41238 Jennifer Northridge 169879.5 2012
## 22 41239 Roger Fong 169876.2 2012
## 23 41240 Edgar Tabo 169876.1 2012
## 24 41241 Kin Lee 169864.1 2012
## 25 41242 Kevin Adkins 169849.0 2012
## 26 41243 Curtis Caldwell 169837.2 2012
## 27 41244 Dianna Yanez 169831.5 2012
## 28 41245 Samuel Yu 169820.4 2012
## 29 41246 Eugene Shu 169811.9 2012
## 30 41247 Dale Winniford 169799.7 2012
## 31 41248 Clifford Burkhart 169798.2 2012
## 32 41249 Suzanne Miller 169794.0 2012
## 33 41250 Catheryn Williams 169791.3 2012
## 34 41251 Stephen Gritsch 169741.6 2012
## 35 41252 Maria Cecilia Martin 169740.3 2012
## 36 41253 Russell Roby 169736.7 2012
## 37 41254 Lawrence Soe 169732.1 2012
## 38 41255 Stephon Degand 169723.0 2012
## 39 41256 Michelle Tong 169704.5 2012
## 40 41257 James Kazarian 169704.2 2012
## 41 41258 Violeta Del Mundo 169699.7 2012
## 42 41259 Fred Lew 169693.3 2012
## 43 41260 Donald Bannett 169688.4 2012
## 44 41261 Miles Young 169673.6 2012
## 45 41262 Victor Le 169660.8 2012
## 46 41263 Eric Louie 169660.2 2012
## 47 41264 Lawrence Ng 169654.4 2012
## 48 41265 Eduard Ochoa 169639.7 2012
## 49 41266 Geoffrey Clayton 169635.6 2012
## 50 41267 Rona Sandler 169633.7 2012
## 51 41268 Larry Para 169624.0 2012
## 52 41269 Tracy Miesen 169619.6 2012
## 53 41270 Linda Moore 169607.8 2012
## 54 41271 Kaushal Bhaskar 169591.4 2012
## 55 41272 Moses Bautista 169562.9 2012
## 56 41273 Sophal Chea 169556.0 2012
## 57 41274 John Edward Herbert 169540.4 2012
## 58 41275 Shao Ping Lai 169540.4 2012
## 59 41276 William McCarthy 169527.5 2012
## 60 41277 Keith Baraka 169526.0 2012
## 61 41278 Richie Owyang 169518.8 2012
## 62 41279 Kenyon Bowers 169509.4 2012
## 63 41280 Herbert Mariano 169502.8 2012
## 64 41281 Maria Perez 169493.4 2012
## 65 41282 Gail Clabby 169492.0 2012
## 66 41283 Philip Secondez 169485.0 2012
## 67 41284 Marco Desangles 169480.8 2012
## 68 41285 Wilfredo Arquiza 169479.5 2012
## 69 41286 David Sands 169467.2 2012
## 70 41287 M J Castagnola 169463.2 2012
## 71 41288 Edwin Gaffud 169454.9 2012
## 72 41289 Sarah Lindley 169453.5 2012
## 73 41290 Carlos Manfredi 169442.4 2012
## 74 41291 Cathal Hennessy 169442.1 2012
## 75 41292 Diana Rosenstein 169432.1 2012
## 76 41293 Mary Russo 169431.2 2012
## 77 41294 Jeffrey Spano 169411.1 2012
## 78 41295 Craig Wong 169409.1 2012
## 79 41296 Fidel Gonzalez 169378.5 2012
## 80 41297 Deborah Heuerman 169373.7 2012
## 81 41298 Maria Lopez 169357.5 2012
## 82 41299 Diane Scarlet 169355.0 2012
## 83 41300 Cassandra Chapman-Tabor 169343.9 2012
## 84 41301 Gabriel Rodriguez 169331.7 2012
## 85 41302 Jeff Lai 169315.0 2012
## 86 41303 Thomas Macmahon 169308.8 2012
## 87 41304 Burton Wan 169307.1 2012
## 88 41305 Edwin Lee 169304.4 2012
## 89 41306 Kenneth Lim 169296.0 2012
## 90 41307 Thanh Nguyen 169295.9 2012
## 91 41308 Robert Boughn 169290.0 2012
## 92 41309 Joseph Boyle 169275.7 2012
## 93 41310 Antonio Balingit 169272.0 2012
## 94 41311 Garrett Edwards 169266.9 2012
## 95 41312 Shane Oneill 169255.5 2012
## 96 41313 Mary Callahan 169245.2 2012
## 97 41314 George Engel 169243.8 2012
## 98 41315 Barry Parker 169242.4 2012
## 99 41316 Jonathan Rider 169240.6 2012
## 100 41317 William Reilly 169239.7 2012
## 101 41318 Oren Davis 169235.3 2012
## 102 41319 Shauna Rose 169218.2 2012
## 103 41320 John Rowland 169217.7 2012
## 104 41321 Raymond Padmore 169214.4 2012
## 105 41322 Carol Davenport 169211.9 2012
## 106 41323 Edward Carew 169203.0 2012
## 107 41324 Rodney Fitzpatrick 169192.4 2012
## 108 41325 Lily Wang 169191.7 2012
## 109 41326 Yvonne Fuentes-Pattishall 169171.5 2012
## 110 41327 Elpidio Seletaria Jr 169161.2 2012
## 111 41328 Eric Kjelsberg 169150.7 2012
## 112 41329 James Grant 169136.8 2012
## 113 41330 Yin Chan 169131.3 2012
## 114 41331 Manito Velasco 169130.3 2012
## 115 41332 Lavante Mitchell 169126.5 2012
## 116 41333 Simon Tam 169123.0 2012
## 117 41334 Amy Swanson 169121.9 2012
## 118 41335 Armando Quintana 169112.3 2012
## 119 41336 Stephen OSullivan 169107.8 2012
## 120 41337 Romina Izaguirre 169091.8 2012
## 121 41338 Victor Siao 169089.8 2012
## 122 41339 Thomas Petersen 169089.4 2012
## 123 41340 Angelo Spagnoli 169087.7 2012
## 124 41341 Joseph Molinari 169082.7 2012
## 125 41342 Chhunmeng Tov 169061.5 2012
## 126 41343 Kevin Stancombe 169057.4 2012
## 127 41344 Andy Wong 169051.6 2012
## 128 41345 Eric Kondo 169042.5 2012
## 129 41346 Ronald Lombardi 169035.7 2012
## 130 41347 John Hallisy 169028.5 2012
## 131 41348 David Camerlo 169028.5 2012
## 132 41349 Thomas Jang 169020.9 2012
## 133 41350 Richard Graham 169017.5 2012
## 134 41351 William Wilkinson 169003.4 2012
## 135 41352 Mary Murphy 168997.5 2012
## 136 41353 Michael Dean 168990.1 2012
## 137 41354 Mary Warren 168977.2 2012
## 138 41355 Reuben Reyes 168968.8 2012
## 139 41356 John Kositzin 168966.9 2012
## 140 41357 Waylen Wang 168953.5 2012
## 141 41358 Mary Navickas 168951.9 2012
## 142 41359 Alfredo Tio 168948.6 2012
## 143 41360 Ponciano Sulit Jr 168938.3 2012
## 144 41361 Mark Pandori 168921.1 2012
## 145 41362 Paul Francis Mariano 168920.8 2012
## 146 41363 Nancy Tung 168918.2 2012
## 147 41364 Dennis Dang 168915.4 2012
## 148 41365 Jenny Wei-Ying Louie 168895.6 2012
## 149 41366 Gregory Dito 168888.3 2012
## 150 41367 Yvonne Cobbs 168887.8 2012
## 151 41368 Charles Bellah 168887.4 2012
## 152 41369 Dan Truong 168886.3 2012
## 153 41370 Waymen Gee 168883.8 2012
## 154 41371 Lindsey Suslow 168875.0 2012
## 155 41372 Judy Chin 168874.7 2012
## 156 41373 Hank Lum 168874.1 2012
## 157 41374 Yan Zou 168873.0 2012
## 158 41375 Donald Richman 168872.6 2012
## 159 41376 Baron Darnell 168861.4 2012
## 160 41377 Wendi Boselli 168860.4 2012
## 161 41378 Wendy Wells 168857.6 2012
## 162 41379 Anthony Garrett 168857.1 2012
## 163 41380 Ahmad Moghbel 168850.9 2012
## 164 41381 Albert Tom 168842.4 2012
## 165 41382 Albert Wong 168841.0 2012
## 166 41383 Ted Leung 168838.6 2012
## 167 41384 Louis Vallerga 168819.3 2012
## 168 41385 Eileen Needham 168819.0 2012
## 169 41386 Conroy Tam 168818.5 2012
## 170 41387 Edward Ho 168813.1 2012
## 171 41388 John Kwong 168806.7 2012
## 172 41389 Glenn Hunt 168799.6 2012
## 173 41390 Bryant Woo 168793.3 2012
## 174 41391 Heather Bollinger 168791.8 2012
## 175 41392 Linda Leong 168786.8 2012
## 176 41393 Filipinas Guasque 168780.9 2012
## 177 41394 Daniel Kim 168777.0 2012
## 178 41395 Douglas Ullman 168771.0 2012
## 179 41396 Joseph Ferrer 168762.5 2012
## 180 41397 Angelito Camerino 168761.2 2012
## 181 41398 Matthew Valmonte 168757.4 2012
## 182 41399 James Blue 168757.4 2012
## 183 41400 Catherine Weiser 168755.8 2012
## 184 41401 Lesley Wong 168751.0 2012
## 185 41402 Kenneth Sanchez 168746.9 2012
## 186 41403 John Chien 168746.0 2012
## 187 41404 Steven Ferraz 168744.6 2012
## 188 41405 Robbin Boykin 168738.7 2012
## 189 41406 Tommie Bartley 168731.2 2012
## 190 41407 David Leung 168730.7 2012
## 191 41408 Xavier Murillo 168729.8 2012
## 192 41409 Sergio Barraza 168728.4 2012
## 193 41410 Mun Choi 168722.1 2012
## 194 41411 Victor Lubet 168716.6 2012
## 195 41412 Erick Santiago 168713.5 2012
## 196 41413 Salome Esteves 168707.0 2012
## 197 41414 Brian Ng 168706.0 2012
## 198 41415 Chu Fei Ho 168698.6 2012
## 199 41416 Steven Lee 168691.5 2012
## 200 41417 Jennifer Liu 168686.1 2012
## 201 41418 Gene Gabriel 168682.4 2012
## 202 41419 Darren Arkava 168675.6 2012
## 203 41420 Feliciano Pili 168672.9 2012
## 204 41421 Nelson Szeto 168670.4 2012
## 205 41422 Steven Thomazin 168659.6 2012
## 206 41423 Eddie Tsui 168652.5 2012
## 207 41424 Jan Bryan Reyes 168649.5 2012
## 208 41425 Marilyn Daniels 168645.9 2012
## 209 41426 Shirley Chin 168639.3 2012
## 210 41427 Warren Leong 168634.5 2012
## 211 41428 William Scott 168630.6 2012
## 212 41429 Karen Hernandez 168629.9 2012
## 213 41430 Raymond Chu 168613.5 2012
## 214 41431 Mandana Siyadat 168612.6 2012
## 215 41432 Carl Farsai 168612.2 2012
## 216 41433 Jared Dunn 168612.0 2012
## 217 41434 Lynn Fong 168608.8 2012
## 218 41435 Kent Ford 168605.7 2012
## 219 41436 Mongkol Mahavongtrakul 168604.5 2012
## 220 41437 Hadi Razzaq 168573.2 2012
## 221 41438 Ryan Macaulay 168566.1 2012
## 222 41439 Tiffany Sutton 168564.5 2012
## 223 41440 Jeffery Sung 168563.1 2012
## 224 41441 Willy Yau 168561.3 2012
## 225 41442 Neil Hopper 168559.9 2012
## 226 41443 Nicholas Apodaca 168549.0 2012
## 227 41444 Stanley So 168547.9 2012
## 228 41445 Alexis Dufour 168546.5 2012
## 229 41446 Michael Tsang 168542.3 2012
## 230 41447 John Moren 168533.2 2012
## 231 41448 Edmund Shum 168518.6 2012
## 232 41449 James Kennedy 168501.1 2012
## 233 41450 Charles Drane 168495.6 2012
## 234 41451 Alice Yan 168494.0 2012
## 235 41452 Kenneth Yee 168490.5 2012
## 236 41453 Eunice Au-Yeung 168488.9 2012
## 237 41454 Carol Degraca 168482.8 2012
## 238 41455 Susan Yee 168482.1 2012
## 239 41456 Steven Currie 168467.3 2012
## 240 41457 Barbara Pinelli 168462.6 2012
## 241 41458 Sasha Cuttler 168459.4 2012
## 242 41459 Travis Hoff 168446.3 2012
## 243 41460 Reginald Scott 168444.5 2012
## 244 41461 Leslie Smith 168430.9 2012
## 245 41462 Ronda Johnson 168425.2 2012
## 246 41463 Sue Kokalis 168414.3 2012
## 247 41464 Miguel Prado 168413.8 2012
## 248 41465 Wayne Lee 168412.5 2012
## 249 41466 James Garfield 168410.8 2012
## 250 41467 Michael Pierron 168408.7 2012
## 251 41468 John Mercurio 168408.0 2012
## 252 41469 Michael Dichoso 168394.6 2012
## 253 41470 Damon Curtis 168394.3 2012
## 254 41471 Ronnie Donaldson 168378.2 2012
## 255 41472 Sonsire Garcia 168364.9 2012
## 256 41473 Franco Herrera 168364.8 2012
## 257 41474 Marvin Yee 168363.0 2012
## 258 41475 Deryk Lee 168360.4 2012
## 259 41476 Michael Kilgariff 168356.9 2012
## 260 41477 Joseph Siragusa 168350.9 2012
## 261 41478 David Koester 168349.8 2012
## 262 41479 Vilaska Nguyen 168343.2 2012
## 263 41480 Aaron Cowhig 168330.4 2012
## 264 41481 David Goff 168328.5 2012
## 265 41482 Jennifer Leonard 168322.0 2012
## 266 41483 Stacie Feng 168321.4 2012
## 267 41484 Masby Lau 168313.0 2012
## 268 41485 Stephen Roja 168313.0 2012
## 269 41486 Orchid Soh 168302.7 2012
## 270 41487 Jack Wronski 168298.5 2012
## 271 41488 Brandon Smith 168295.0 2012
## 272 41489 Alfonso Herce 168277.7 2012
## 273 41490 Andrew Mac Ilrath 168259.5 2012
## 274 41491 Woon Wong 168257.5 2012
## 275 41492 Carl Lee 168254.6 2012
## 276 41493 Stephanie Colmenero 168252.5 2012
## 277 41494 David Aymerich 168243.1 2012
## 278 41495 Roger Smith 168237.2 2012
## 279 41496 Gene Cornyn 168191.4 2012
## 280 41497 Joel Hornstein 168185.4 2012
## 281 41498 Helena Leiner 168179.7 2012
## 282 41499 Karyn Sanchez 168178.2 2012
## 283 41500 Michael Shanley 168177.4 2012
## 284 41501 Susan Hou 168164.3 2012
## 285 41502 Chris Schaefer 168150.8 2012
## 286 41503 Ashley Fernandez 168145.5 2012
## 287 41504 Virginia Sunday 168131.8 2012
## 288 41505 Carla Kasper 168127.5 2012
## 289 41506 Antonio Claudio 168122.1 2012
## 290 41507 Daniel Shiu 168118.4 2012
## 291 41508 Samuel Lou 168114.5 2012
## 292 41509 Laura Bernabei 168099.4 2012
## 293 41510 Brian Cranna 168080.4 2012
## 294 41511 Dustin Daza 168072.7 2012
## 295 41512 Peter Hamilton 168072.4 2012
## 296 41513 Anna Calderon 168072.0 2012
## 297 41514 William Kelleher 168071.2 2012
## 298 41515 Cristina Abella 168064.0 2012
## 299 41516 Matthew Loya 168042.0 2012
## 300 41517 Erik Leung 168034.1 2012
## 301 41518 Darla McBride 168019.4 2012
## 302 41519 Robyn Gralicer 168018.2 2012
## 303 41520 Jennifer Kwok 168007.8 2012
## 304 41521 William Twomey 168005.8 2012
## 305 41522 Alice Chan 167986.4 2012
## 306 41523 Jacqueline Pepper 167983.7 2012
## 307 41524 Anthony Scott 167982.5 2012
## 308 41525 Dale Denice Wood 167981.7 2012
## 309 41526 Marilyn Matli 167975.9 2012
## 310 41527 Andrew Flynn 167964.1 2012
## 311 41528 Tina King 167958.4 2012
## 312 41529 Alan Lamb 167950.3 2012
## 313 41530 James Alonso 167950.0 2012
## 314 41531 Gregory Browne 167942.7 2012
## 315 41532 Donald McIntyre 167939.1 2012
## 316 41533 Laura Moye 167937.2 2012
## 317 41534 Martin Covarrubias 167922.5 2012
## 318 41535 Julio Molina 167917.2 2012
## 319 41536 Laura Lombardi 167888.6 2012
## 320 41537 Jason Wong 167884.9 2012
## 321 41538 Miguel Herrera 167877.3 2012
## 322 41539 Patrick Burke 167875.0 2012
## 323 41540 Michael Evans 167868.7 2012
## 324 41541 Ethel Yap Roque 167868.2 2012
## 325 41542 Azarias Castro 167864.5 2012
## 326 41543 Genieve Dela Cruz 167864.4 2012
## 327 41544 Robert Sanchez 167843.5 2012
## 328 41545 Andrew Geddes 167834.5 2012
## 329 41546 Tigran Antonian 167831.9 2012
## 330 41547 Jonathan Eric Non 167831.5 2012
## 331 41548 Keanway Kyi 167829.9 2012
## 332 41549 Curtis Nakano 167819.9 2012
## 333 41550 Jonathan Kuhns 167819.6 2012
## 334 41551 Phillip Frenkel 167815.4 2012
## 335 41552 Tracey Loveridge 167779.4 2012
## 336 41553 Gregory Stechschulte 167777.5 2012
## 337 41554 Purisima Mallari 167773.5 2012
## 338 41555 Amy Cohen 167763.2 2012
## 339 41556 Deborah Walters 167761.2 2012
## 340 41557 Jay Veach 167760.1 2012
## 341 41558 Margot Antonetty 167757.4 2012
## 342 41559 Kendra Kennedy 167751.9 2012
## 343 41560 Anthony Piazza 167750.9 2012
## 344 41561 Nichole Truax 167749.8 2012
## 345 41562 Jonathan Rewers 167742.0 2012
## 346 41563 George Scrivani 167741.9 2012
## 347 41564 Huan Chen 167717.2 2012
## 348 41565 Elizabeth Crudo 167713.0 2012
## 349 41566 Linda Truong 167707.3 2012
## 350 41567 Natalie Spaelti 167704.1 2012
## 351 41568 Mark Zhang 167704.1 2012
## 352 41569 April Pan 167694.3 2012
## 353 41570 James Easterday 167693.5 2012
## 354 41571 Paul Mourgos 167671.2 2012
## 355 41572 Maribel We 167664.7 2012
## 356 41573 Matthew Sullivan 167650.2 2012
## 357 41574 Patrick Shea 167648.4 2012
## 358 41575 Wilson Ng 167632.2 2012
## 359 41576 Joseph Emanuel 167621.4 2012
## 360 41577 Justin Wong 167619.7 2012
## 361 41578 Michael Wells 167614.6 2012
## 362 41579 Megan Kennel 167603.7 2012
## 363 41580 Jamilla Churchill 167592.5 2012
## 364 41581 Leonard Maloney 167590.0 2012
## 365 41582 Gerald Lyons 167570.1 2012
## 366 41583 Dee Lau 167556.3 2012
## 367 41584 Nathaniel Manalang 167548.9 2012
## 368 41585 Robin Love 167528.9 2012
## 369 41586 Eric Reboli 167524.8 2012
## 370 41587 Jeffrey McHale 167524.0 2012
## 371 41588 Phillip Gordon 167523.4 2012
## 372 41589 Douglas Lipps 167521.4 2012
## 373 41590 Anna Karina Paranpan 167517.2 2012
## 374 41591 Felicha Bell 167517.1 2012
## 375 41592 Toni Ratcliff-Powell 167501.2 2012
## 376 41593 Endia Costley 167489.9 2012
## 377 41594 Robert Greiner 167479.3 2012
## 378 41595 Siu Tom 167477.4 2012
## 379 41596 Henry Tasto 167468.0 2012
## 380 41597 Rosa-Leah Martinez-Davis 167457.6 2012
## 381 41598 Lydia Faidiga 167442.2 2012
## 382 41599 Shedrick McDaniels 167420.4 2012
## 383 41600 Sean Doherty 167410.4 2012
## 384 41601 Carol Spear 167410.2 2012
## 385 41602 Eric Sloboda 167409.6 2012
## 386 41603 Audrey Smith 167399.5 2012
## 387 41604 Samuel Chui 167398.0 2012
## 388 41605 Kimberly McKinney 167390.8 2012
## 389 41606 Christopher Wong 167377.7 2012
## 390 41607 Agripino Medina 167369.3 2012
## 391 41608 Patrisha Levardo 167366.2 2012
## 392 41609 Jason Negron 167350.4 2012
## 393 41610 Antonio Sunga Jr 167349.4 2012
## 394 41611 Mary Godfrey 167335.2 2012
## 395 41612 Sophia Yung Hsu Lin 167314.4 2012
## 396 41613 James Drilon 167300.2 2012
## 397 41614 Richard Miles 167297.3 2012
## 398 41615 Pablo Munoz 167296.0 2012
## 399 41616 Walter Weatherly 167291.4 2012
## 400 41617 Birgitta Durrett 167287.4 2012
## 401 41618 Larry Mares 167283.7 2012
## 402 41619 Andrew Kavanagh 167271.0 2012
## 403 41620 Stephen Kloster 167270.2 2012
## 404 41621 Michael O'Donnell 167265.0 2012
## 405 41622 Donald McCarrell 167263.1 2012
## 406 41623 Shaun Navarro 167260.6 2012
## 407 41624 Patrick O'Riordan 167257.0 2012
## 408 41625 Jennifer Carton-Wade 167256.4 2012
## 409 41626 Christopher Knight 167242.1 2012
## 410 41627 David Copeland 167233.7 2012
## 411 41628 Chien-Ping Chou 167202.8 2012
## 412 41629 Darren K Wong 167201.8 2012
## 413 41630 Josef Bruckback 167191.9 2012
## 414 41631 Almon Wong 167171.7 2012
## 415 41632 Ruben Vasquez 167170.8 2012
## 416 41633 Edraline Bencito 167168.8 2012
## 417 41634 Robert Byrne 167149.3 2012
## 418 41635 David Greenaway 167143.8 2012
## 419 41636 Thomas Sheridan 167140.2 2012
## 420 41637 Shawn Mendez 167138.5 2012
## 421 41638 Michael Tune 167131.9 2012
## 422 41639 Arnaldo Aleman 167123.0 2012
## 423 41640 Rebekah Krell 167119.8 2012
## 424 41641 Mark Fraize 167109.4 2012
## 425 41642 Joel Leong 167094.9 2012
## 426 41643 James McGrath 167082.7 2012
## 427 41644 Paolo Pignataro 167077.7 2012
## 428 41645 Anthony Calasanz 167067.9 2012
## 429 41646 Ronald Delrosario 167063.6 2012
## 430 41647 Zoila Maguina 167054.6 2012
## 431 41648 Leon Sorhondo 167051.2 2012
## 432 41649 Andre Kury 167046.8 2012
## 433 41650 Andre Reynolds 167039.5 2012
## 434 41651 Tip I Tam 167020.3 2012
## 435 41652 Dustin Ruff 167011.0 2012
## 436 41653 Daniel Reyes 167002.6 2012
## 437 41654 Michael Dilallo 166995.2 2012
## 438 41655 Kevin Galvin 166991.7 2012
## 439 41656 Anne Simons 166984.2 2012
## 440 41657 Tracey Packer 166983.7 2012
## 441 41658 Amy Javelosa-Rio 166982.0 2012
## 442 41659 Raymond Winters 166973.0 2012
## 443 41660 Christian Jeffrey 166970.1 2012
## 444 41661 Eric Lau 166960.9 2012
## 445 41662 Frederico Tumulak 166956.6 2012
## 446 41663 Edwin Anaya 166956.2 2012
## 447 41664 Patrick Toepel 166952.2 2012
## 448 41665 H Carlo MacDula 166944.0 2012
## 449 41666 Larry Lui 166903.6 2012
## 450 41667 Cheryl Martin 166899.8 2012
## 451 41668 Edward Barrientos Jr 166899.0 2012
## 452 41669 Scott Erdmann 166897.0 2012
## 453 41670 Edward Yamada 166889.1 2012
## 454 41671 Tim Lee 166888.3 2012
## 455 41672 Benjamin Santana 166887.4 2012
## 456 41673 Warren Lee 166884.0 2012
## 457 41674 Nataliya Kuzina 166870.5 2012
## 458 41675 Michael Gerchow 166867.9 2012
## 459 41676 Mary Alejandro 166851.0 2012
## 460 41677 Patrick Louie 166844.5 2012
## 461 41678 Maria Janette Navarro 166843.4 2012
## 462 41679 Maina Tuimavave 166834.5 2012
## 463 41680 Eric Tindall 166825.9 2012
## 464 41681 Joseph Noto 166816.9 2012
## 465 41682 Candice Williams 166816.5 2012
## 466 41683 Robert Bonta 166816.2 2012
## 467 41684 Raphael Rockwell 166815.7 2012
## 468 41685 Mark Lundin 166814.9 2012
## 469 41686 Michael Arsenault 166809.4 2012
## 470 41687 Dan Varni 166805.0 2012
## 471 41688 Maureen Foley 166801.2 2012
## 472 41689 Robert Fung 166793.7 2012
## 473 41690 Thomas Chu 166791.8 2012
## 474 41691 Antonio Santos 166775.4 2012
## 475 41692 Carla Short 166768.2 2012
## 476 41693 Alona Bumanlag 166767.6 2012
## 477 41694 Ryan Mariano 166764.9 2012
## 478 41695 Maria Donati 166750.4 2012
## 479 41696 Robert Nevin 166747.8 2012
## 480 41697 Vincent Pedrini 166727.8 2012
## 481 41698 Michelle Lin 166713.3 2012
## 482 41699 R. Kenneth Weems 166713.3 2012
## 483 41700 John Glynn 166703.4 2012
## 484 41701 Leonard Wong 166699.4 2012
## 485 41702 Irene Sorokolit 166697.9 2012
## 486 41703 Anthony Ficher 166695.1 2012
## 487 41704 Margaret Farny 166691.0 2012
## 488 41705 Jessie Chen 166690.0 2012
## 489 41706 Claire Simeone 166683.7 2012
## 490 41707 Kevin Kramer 166679.9 2012
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## 1510 42727 Michael Cavanaugh 160030.6 2012
## 1511 42728 Evan Staehely 160030.4 2012
## 1512 42729 Henry Ha 160021.4 2012
## 1513 42730 Donna Guillory 160021.3 2012
## 1514 42731 Jung Park 160020.8 2012
## 1515 42732 George Kouremetis Jr 160010.4 2012
## 1516 42733 Jared Harris 160009.8 2012
## 1517 42734 Joe Gauci 160009.4 2012
## 1518 42735 Rolando Escobar 160009.4 2012
## 1519 42736 Tomas Suerte Cu 160002.3 2012
## 1520 42737 Andy KL Tse 159999.0 2012
## 1521 42738 Jessica Flintoft 159995.2 2012
## 1522 42739 Abraham Abarca 159988.9 2012
## 1523 42740 Demitris Jackson 159987.0 2012
## 1524 42741 William Liang 159958.9 2012
## 1525 42742 Dale Nordbye 159950.6 2012
## 1526 42743 Erik Whitney 159947.6 2012
## 1527 42744 Derek Brown 159927.2 2012
## 1528 42745 Jacqueline Ortiz-Forman 159926.0 2012
## 1529 42746 William Wong 159918.0 2012
## 1530 42747 Michelle Barbary 159916.0 2012
## 1531 42748 Michael Horan 159913.2 2012
## 1532 42749 Paul Wilgus 159907.1 2012
## 1533 42750 John Nelson 159890.8 2012
## 1534 42751 Judith Chavez 159884.9 2012
## 1535 42752 Amy Wels 159883.7 2012
## 1536 42753 Daniel Foley 159879.2 2012
## 1537 42754 Nicolas Pena 159874.8 2012
## 1538 42755 Karen Danes 159872.7 2012
## 1539 42756 Anna Catherina Nolasco 159867.6 2012
## 1540 42757 Ernesto Velasquez 159865.3 2012
## 1541 42758 Anothai Edgerton 159863.8 2012
## 1542 42759 Tonyette Smith-Al-Ghani 159831.0 2012
## 1543 42760 Buddy Siguido 159828.5 2012
## 1544 42761 Patricia Burley 159823.7 2012
## 1545 42762 Kimberly Anderson 159819.9 2012
## 1546 42763 Megan Byrne 159819.1 2012
## 1547 42764 Keent Chu 159816.3 2012
## 1548 42765 Christopher Chen 159813.3 2012
## 1549 42766 Dennis Dea 159805.7 2012
## 1550 42767 Erin Tolva 159795.8 2012
## 1551 42768 Erik Anderson 159788.4 2012
## 1552 42769 Gary Cozzi 159779.4 2012
## 1553 42770 David Garcia 159775.3 2012
## 1554 42771 Robert Renear 159770.3 2012
## 1555 42772 Anthony Gavero 159750.3 2012
## 1556 42773 Aaron Ballonado 159732.7 2012
## 1557 42774 Michael Rivera 159732.7 2012
## 1558 42775 Oliver Reich 159727.8 2012
## 1559 42776 Robert Hanley 159716.0 2012
## 1560 42777 Aaron Yoo 159711.9 2012
## 1561 42778 Robin Olson 159707.6 2012
## 1562 42779 Beverly Bagdorf 159707.2 2012
## 1563 42780 Robert Evans 159706.4 2012
## 1564 42781 Patricia Brown 159704.2 2012
## 1565 42782 Edward Myers 159704.0 2012
## 1566 42783 Robert Hamblen Jr 159703.5 2012
## 1567 42784 Kevin Lundy 159689.1 2012
## 1568 42785 Omar Alvarenga Jr 159687.8 2012
## 1569 42786 Carlito Mandia 159682.2 2012
## 1570 42787 Richard Ng 159680.9 2012
## 1571 42788 Adriane Majlesi 159663.4 2012
## 1572 42789 Galen Leung 159657.3 2012
## 1573 42790 Victoria Collins 159652.3 2012
## 1574 42791 Timothy Reynolds 159608.1 2012
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## 1576 42793 Michael Ford 159602.7 2012
## 1577 42794 Edgar Guzman 159599.1 2012
## 1578 42795 Michael Govea 159598.9 2012
## 1579 42796 Sapna Patel 159598.4 2012
## 1580 42797 Edwina Brinas 159596.6 2012
## 1581 42798 Donald O'Connor 159594.1 2012
## 1582 42799 Cory Foss 159592.6 2012
## 1583 42800 Matthew Friedman 159589.2 2012
## 1584 42801 Gary Chang 159581.5 2012
## 1585 42802 Todd Sullivan 159575.9 2012
## 1586 42803 Susan Orosz 159570.0 2012
## 1587 42804 William Idzerda 159567.4 2012
## 1588 42805 Brian McGregor 159564.1 2012
## 1589 42806 Panetta Scott 159558.3 2012
## 1590 42807 Gregory Jones 159553.1 2012
## 1591 42808 Minh Du 159543.1 2012
## 1592 42809 Ben Kawamura 159534.7 2012
## 1593 42810 Maria Oropeza 159525.9 2012
## 1594 42811 Jeremy Parker 159521.4 2012
## 1595 42812 Ralph Leong 159517.9 2012
## 1596 42813 Jennifer Ngo-Chan 159515.1 2012
## 1597 42814 Humberto Quinonez 159498.8 2012
## 1598 42815 Marianne Palisoc 159494.4 2012
## 1599 42816 Ana Borja Valdes 159493.0 2012
## 1600 42817 Peter McLaughlin 159486.3 2012
## 1601 42818 Timothy Moore 159483.0 2012
## 1602 42819 Jose Cuevas 159478.1 2012
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## 1604 42821 John Cathey 159442.8 2012
## 1605 42822 Ruperto Gonzales 159439.0 2012
## 1606 42823 Kristen Strait 159429.4 2012
## 1607 42824 Sam Chi Wai Choy 159422.8 2012
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## 1609 42826 Daniel Mason 159413.8 2012
## 1610 42827 Mark Morrison 159410.2 2012
## 1611 42828 Lori Lata-Peltier 159403.9 2012
## 1612 42829 Henry Louie 159398.8 2012
## 1613 42830 Jason Hinson 159385.7 2012
## 1614 42831 Jiayo Chiang 159381.0 2012
## 1615 42832 Lewis Ames 159374.4 2012
## 1616 42833 Jorge Velado 159365.3 2012
## 1617 42834 Miguel Gonzalez 159363.4 2012
## 1618 42835 Roger Picklum 159348.5 2012
## 1619 42836 Michael Brown 159330.3 2012
## 1620 42837 Vinh Lam 159329.2 2012
## 1621 42838 Thomas Walsh 159329.1 2012
## 1622 42839 Rhea Pera 159326.9 2012
## 1623 42840 Jennifer Collins 159322.4 2012
## 1624 42841 Sean Archini 159317.9 2012
## 1625 42842 Chinasa Chuba 159313.0 2012
## 1626 42843 Anne Rosenthal 159302.3 2012
## 1627 42844 Randall Martin 159300.0 2012
## 1628 42845 Kenny Ngan 159291.6 2012
## 1629 42846 James Cormack 159276.9 2012
## 1630 42847 Alan Wong 159272.8 2012
## 1631 42848 Jonas Ionin 159270.5 2012
## 1632 42849 Derrick Johnson 159268.4 2012
## 1633 42850 Gregory Adams 159266.5 2012
## 1634 42851 Marcial Marcelo Jr 159249.7 2012
## 1635 42852 Patrick Fosdahl 159244.4 2012
## 1636 42853 Michael Maraviglia 159226.6 2012
## 1637 42854 Heather Fegan 159219.3 2012
## 1638 42855 Rolando Estepa 159208.9 2012
## 1639 42856 Joel Salmonson 159197.0 2012
## 1640 42857 Warrick Whitfield 159194.0 2012
## 1641 42858 Dennis Reed 159193.4 2012
## 1642 42859 Leo Lamela 159192.2 2012
## 1643 42860 Steven Wonder 159176.1 2012
## 1644 42861 Robert Mikovich 159174.2 2012
## 1645 42862 Andrew Schreiber 159170.0 2012
## 1646 42863 Gared Hansen 159163.0 2012
## 1647 42864 James Cheng 159161.7 2012
## 1648 42865 Michael Peralta 159160.4 2012
## 1649 42866 Raymond Kane 159160.1 2012
## 1650 42867 Bryan Watkins 159145.8 2012
## 1651 42868 Tim Sheehan 159133.9 2012
## 1652 42869 John Joseph Halpin Jr 159123.5 2012
## 1653 42870 Cristina Calderon Olea 159123.4 2012
## 1654 42871 Barry Gehret 159121.6 2012
## 1655 42872 Agnes Estillore 159115.6 2012
## 1656 42873 Maoleen Roca 159100.5 2012
## 1657 42874 Barbara Luedtke 159092.7 2012
## 1658 42875 Patrick McKenzie 159082.2 2012
## 1659 42876 Alison Johnson 159078.5 2012
## 1660 42877 William Tolar 159071.5 2012
## 1661 42878 Julia Kay 159067.5 2012
## 1662 42879 Brian Buckelew 159064.7 2012
## 1663 42880 Paul Yamamoto 159064.5 2012
## 1664 42881 Dustin Nunnery 159049.5 2012
## 1665 42882 Asheley Epperson 159047.5 2012
## 1666 42883 Beatriz Aguilar 159042.5 2012
## 1667 42884 Edward Forner 159038.9 2012
## 1668 42885 Theodore Polovina 159037.2 2012
## 1669 42886 Raymond Barrett 159027.0 2012
## 1670 42887 Marilyn Lopes 159025.8 2012
## 1671 42888 John Shanahan 159005.5 2012
## 1672 42889 Sara Cole 158987.6 2012
## 1673 42890 Charles Navigante 158987.1 2012
## 1674 42891 Gary Weimer 158986.4 2012
## 1675 42892 Travis Pitcher 158971.0 2012
## 1676 42893 Eric Boatwright 158969.9 2012
## 1677 42894 Hegla Fielding 158959.8 2012
## 1678 42895 Mary Burns 158949.8 2012
## 1679 42896 Bayardo Roman 158944.4 2012
## 1680 42897 Peter Bolton 158943.5 2012
## 1681 42898 Amanda Padilla-Brainin 158941.7 2012
## 1682 42899 Carlton Tiamson 158938.6 2012
## 1683 42900 Deniz Akmese 158930.5 2012
## 1684 42901 Kirit Bavishi 158923.0 2012
## 1685 42902 Robert Wilson 158922.5 2012
## 1686 42903 Timothy Yee 158919.7 2012
## 1687 42904 Lorraine Lombardo 158919.5 2012
## 1688 42905 Catherine Hayashida 158915.6 2012
## 1689 42906 Michael Nguyen 158878.7 2012
## 1690 42907 Anne Taupier 158875.1 2012
## 1691 42908 Ernest Wilberg III 158870.3 2012
## 1692 42909 Patrick Brady 158865.3 2012
## 1693 42910 Vivian Chow 158860.5 2012
## 1694 42911 Luis Gomez 158856.6 2012
## 1695 42912 Juliette Hayman 158847.0 2012
## 1696 42913 Lucy Clemons 158844.9 2012
## 1697 42914 Daniel Sider 158843.9 2012
## 1698 42915 William Johnson 158838.2 2012
## 1699 42916 Deborah Rutledge 158838.0 2012
## 1700 42917 David Frias 158836.5 2012
## 1701 42918 Johnny Vong 158828.8 2012
## 1702 42919 Danilo Cruz 158818.3 2012
## 1703 42920 David Gogna 158818.0 2012
## 1704 42921 Maura Baldocchi 158817.7 2012
## 1705 42922 Jerome McCain 158816.2 2012
## 1706 42923 Jimmy Ho 158815.9 2012
## 1707 42924 Adrienne McMillan 158814.1 2012
## 1708 42925 Hui-Fang Hwang 158809.7 2012
## 1709 42926 Jennifer Dickson 158807.4 2012
## 1710 42927 Cornelius Murphy Jr 158802.2 2012
## 1711 42928 Hillary Jones 158799.1 2012
## 1712 42929 Fares Ammari 158784.7 2012
## 1713 42930 Dawa Subhar 158784.6 2012
## 1714 42931 Paul McClellan 158784.2 2012
## 1715 42932 Lucy Lozano 158764.3 2012
## 1716 42933 Carla Godfrey 158751.4 2012
## 1717 42934 Benjamin Paul McCloskey 158750.7 2012
## 1718 42935 Larry Napata 158744.4 2012
## 1719 42936 Olivia Lee 158743.9 2012
## 1720 42937 Matthew Fambrini 158737.3 2012
## 1721 42938 Daniel Gibbs 158736.8 2012
## 1722 42939 Clodagh Coles 158736.0 2012
## 1723 42940 Kenneth Kortkamp 158730.0 2012
## 1724 42941 Susan Edelsberg 158725.9 2012
## 1725 42942 Calvin Chow 158717.0 2012
## 1726 42943 Regina Tharayil 158704.0 2012
## 1727 42944 Bryan Woo 158703.0 2012
## 1728 42945 James Meade 158702.6 2012
## 1729 42946 Wing Ng 158700.5 2012
## 1730 42947 Fernando Leiva Jr 158699.2 2012
## 1731 42948 Jennifer Granucci 158698.5 2012
## 1732 42949 Christina Estonina 158690.8 2012
## 1733 42950 David Snyder 158683.9 2012
## 1734 42951 Leslie Lum 158675.1 2012
## 1735 42952 Kevin Kelly 158673.3 2012
## 1736 42953 Robert Gnat 158658.9 2012
## 1737 42954 Sean Zamb 158652.8 2012
## 1738 42955 Lucien Burgert 158651.1 2012
## 1739 42956 Derek Christensen 158640.3 2012
## 1740 42957 Angelina Sanchez 158628.5 2012
## 1741 42958 Richard-Alvin Yick 158616.5 2012
## 1742 42959 Debra Jones 158613.4 2012
## 1743 42960 Alane Baca 158607.1 2012
## 1744 42961 Franklyn Washington 158593.6 2012
## 1745 42962 M. Alicia Talavera 158593.3 2012
## 1746 42963 Yohei Kakuda 158576.4 2012
## 1747 42964 Daniel Chui 158570.1 2012
## 1748 42965 Vilma Barrera 158561.5 2012
## 1749 42966 Tina To 158559.4 2012
## 1750 42967 Mari Shepard 158558.9 2012
## 1751 42968 Christopher Long 158558.8 2012
## 1752 42969 Daniel Bonnel 158557.0 2012
## 1753 42970 Francis Graves 158551.3 2012
## 1754 42971 Ronald Rosado 158538.3 2012
## 1755 42972 John Prete 158532.3 2012
## 1756 42973 Michael Barrow 158521.2 2012
## 1757 42974 Julian Banales 158504.3 2012
## 1758 42975 Joseph Giannini 158501.4 2012
## 1759 42976 James Wheeler 158499.7 2012
## 1760 42977 Allen Barlaan 158499.0 2012
## 1761 42978 Cynthia Czerwin 158496.9 2012
## 1762 42979 Francis Valiquette 158492.0 2012
## 1763 42980 Jean Aujero 158482.6 2012
## 1764 42981 Robert Ramos 158482.5 2012
## 1765 42982 Cesar Gonzales 158477.4 2012
## 1766 42983 Danilo Bantay 158470.9 2012
## 1767 42984 Angelo Cosentino 158470.8 2012
## 1768 42985 Huy Dao 158469.4 2012
## 1769 42986 Sara Lerschen 158468.5 2012
## 1770 42987 Angel Zuniga 158459.9 2012
## 1771 42988 Maeve Reid 158454.8 2012
## 1772 42989 Christopher Ritter 158446.5 2012
## 1773 42990 Sean Dennis 158437.7 2012
## 1774 42991 Davis W Siu 158435.4 2012
## 1775 42992 John Dizon 158432.6 2012
## 1776 42993 Paul Bignardi 158394.0 2012
## 1777 42994 Douglas Lee 158387.8 2012
## 1778 42995 Christopher Morris 158369.5 2012
## 1779 42996 Kristine Damalas 158369.0 2012
## 1780 42997 Daniel Pulon 158358.5 2012
## 1781 42998 James Sears 158349.4 2012
## 1782 42999 Peter Brown 158348.4 2012
## 1783 43000 Duncan Duffin 158343.9 2012
## 1784 43001 Ron Huberman 158341.0 2012
## 1785 43002 Wendi Stephenson 158339.2 2012
## 1786 43003 Keith Murphy 158329.3 2012
## 1787 43004 Vanessa Remhof 158325.6 2012
## 1788 43005 Joshua Pastreich 158310.5 2012
## 1789 43006 Pamela Tebo 158309.7 2012
## 1790 43007 Timothy Whatley 158308.6 2012
## 1791 43008 David Hooson 158286.7 2012
## 1792 43009 Vincente Zambrana 158285.8 2012
## 1793 43010 Jennifer Thompson 158283.2 2012
## 1794 43011 David Lindsay 158278.8 2012
## 1795 43012 Felipe Fernandez 158271.9 2012
## 1796 43013 Brian Saxon 158271.9 2012
## 1797 43014 Karen Mauney-Brodek 158268.7 2012
## 1798 43015 Fred Kwan 158261.5 2012
## 1799 43016 Frank Markowitz 158257.2 2012
## 1800 43017 Tina Tam 158251.7 2012
## 1801 43018 David Alumbaugh 158245.6 2012
## 1802 43019 Joy Soto 158208.4 2012
## 1803 43020 Joshua Hoyt 158202.4 2012
## 1804 43021 Michael Knight 158201.3 2012
## 1805 43022 Devyani Jain 158197.7 2012
## 1806 43023 Lisa Garcia 158184.5 2012
## 1807 43024 Yeon Jung 158183.1 2012
## 1808 43025 Susan Chelone 158182.3 2012
## 1809 43026 Stephanie Thomas 158165.4 2012
## 1810 43027 Donald Wheatley 158162.8 2012
## 1811 43028 Jennifer Liaw 158161.7 2012
## 1812 43029 Joseph Rodrigues 158160.8 2012
## 1813 43030 Meghan Brown 158158.3 2012
## 1814 43031 John Paige 158149.3 2012
## 1815 43032 Martha Fabiani 158147.7 2012
## 1816 43033 Kyle Bernstein 158146.4 2012
## 1817 43034 Tony Lee 158139.8 2012
## 1818 43035 Glenn De Castro 158098.7 2012
## 1819 43036 Emmanuel Uku 158077.7 2012
## 1820 43037 Thuy Bui 158072.8 2012
## 1821 43038 Gregory Kazarian 158054.6 2012
## 1822 43039 Jeffrey Dinmore 158049.6 2012
## 1823 43040 Eric Andersen 158016.9 2012
## 1824 43041 Christine Haw 158004.5 2012
## 1825 43042 Waikit AuYeung 158004.4 2012
## 1826 43043 Frank Tjia 157998.2 2012
## 1827 43044 Joanne Wilson 157995.1 2012
## 1828 43045 George Cothran 157994.4 2012
## 1829 43046 Eric Ingle 157981.3 2012
## 1830 43047 Hui Ran Shao 157977.3 2012
## 1831 43048 Kelly Burke 157967.4 2012
## 1832 43049 Rico Zucconi 157966.5 2012
## 1833 43050 John Katz 157963.2 2012
## 1834 43051 Jeff Chiu 157955.0 2012
## 1835 43052 Christopher Blair 157945.1 2012
## 1836 43053 Shawn Wallace 157942.1 2012
## 1837 43054 Maria Teresa Ojeda 157941.0 2012
## 1838 43055 Sandip Patel 157940.1 2012
## 1839 43056 Derrick Pressley 157938.2 2012
## 1840 43057 Sarah Jones 157936.7 2012
## 1841 43058 Michael Li 157930.7 2012
## 1842 43059 Denisha Haynes 157928.0 2012
## 1843 43060 Supriya Sundarrajan 157916.2 2012
## 1844 43061 Charles Copeland 157915.3 2012
## 1845 43062 Tracy Gasanyan 157911.1 2012
## 1846 43063 Raul Elias 157900.5 2012
## 1847 43064 Chahmal Kerow 157895.6 2012
## 1848 43065 Sandra Zuniga 157893.7 2012
## 1849 43066 Ferdinand Rotap 157891.3 2012
## 1850 43067 Jonathon Lucchetti 157879.8 2012
## 1851 43068 Robert Belt 157878.4 2012
## 1852 43069 Ana Vieira-Ribeiro 157878.2 2012
## 1853 43070 Gigi George 157875.7 2012
## 1854 43071 Richard Cooper 157872.5 2012
## 1855 43072 Steven Wood 157858.6 2012
## 1856 43073 Paulina Araica 157855.9 2012
## 1857 43074 Jordan Oryall 157846.7 2012
## 1858 43075 Stacy Youngblood 157839.8 2012
## 1859 43076 Armando Limon 157839.8 2012
## 1860 43077 Nathan Bernard 157834.6 2012
## 1861 43078 Joseph Valdez 157810.1 2012
## 1862 43079 Oscar Wallace 157790.6 2012
## 1863 43080 Jenny Lopez 157788.6 2012
## 1864 43081 Michael Tennant 157777.9 2012
## 1865 43082 Adam Plantinga 157756.2 2012
## 1866 43083 Marc Majors 157743.1 2012
## 1867 43084 Ricardo Miles 157742.2 2012
## 1868 43085 Oliver Gajda 157739.9 2012
## 1869 43086 Craig Brandolino 157732.7 2012
## 1870 43087 Donn Vasquez 157731.1 2012
## 1871 43088 David Fok 157727.3 2012
## 1872 43089 Darryl Jones 157721.8 2012
## 1873 43090 Marian Campion-Healy 157720.1 2012
## 1874 43091 Anthony Vaughn 157711.5 2012
## 1875 43092 William Sears 157701.9 2012
## 1876 43093 Victor Chan 157698.0 2012
## 1877 43094 Murat Bozkurt 157696.2 2012
## 1878 43095 David Steffen 157690.9 2012
## 1879 43096 Kimberly Cates 157678.6 2012
## 1880 43097 Pamela Davis 157673.0 2012
## 1881 43098 Lonnie Robbins 157671.5 2012
## 1882 43099 Rafael Guzman 157665.8 2012
## 1883 43100 Michelle Spears 157660.8 2012
## 1884 43101 Mercy Ambat 157658.9 2012
## 1885 43102 Patti Viri 157656.2 2012
## 1886 43103 Oscar Gee 157651.4 2012
## 1887 43104 Stephen Bucy 157633.3 2012
## 1888 43105 Diane Artz 157631.0 2012
## 1889 43106 Michelle Day 157630.0 2012
## 1890 43107 Jeffrey Babb 157618.9 2012
## 1891 43108 Peter Walker 157610.5 2012
## 1892 43109 Jelina Enriquez 157606.7 2012
## 1893 43110 Rick Figari 157597.5 2012
## 1894 43111 Sheri Lee 157592.3 2012
## 1895 43112 Marco Evoniuk 157586.6 2012
## 1896 43113 Yolanda Quisao 157586.2 2012
## 1897 43114 Rigoberto Haro 157576.9 2012
## 1898 43115 Vicki Gross 157572.7 2012
## 1899 43116 Thomas Fenwick 157571.0 2012
## 1900 43117 Jasmine Suguitan 157569.6 2012
## 1901 43118 Jacob Gilchrist 157566.2 2012
## 1902 43119 Enrique Luquin 157556.5 2012
## 1903 43120 Linda Taing 157549.6 2012
## 1904 43121 Rosalyn Rouede 157546.3 2012
## 1905 43122 Fabian Perez 157532.0 2012
## 1906 43123 Martin Scanlan 157529.7 2012
## 1907 43124 Angie Lee 157525.3 2012
## 1908 43125 Jennifer Marino 157512.3 2012
## 1909 43126 Gigi Ricasa 157509.0 2012
## 1910 43127 Dalton Hom 157503.8 2012
## 1911 43128 Faenetta Hutchings 157490.0 2012
## 1912 43129 Naiyapakorn Nakornkhet 157479.4 2012
## 1913 43130 John Higgins 157478.8 2012
## 1914 43131 Michael Kellogg 157472.8 2012
## 1915 43132 William Brunicardi 157461.8 2012
## 1916 43133 Lily Ng 157438.6 2012
## 1917 43134 Yim Chan 157433.2 2012
## 1918 43135 Sheila Calabro 157431.9 2012
## 1919 43136 Beverly Jew 157426.8 2012
## 1920 43137 Phong Nguyen 157424.0 2012
## 1921 43138 Agustin Perez 157412.4 2012
## 1922 43139 George Antoniotti 157406.3 2012
## 1923 43140 Kenny Wong 157406.0 2012
## 1924 43141 Eugene Paras 157405.2 2012
## 1925 43142 Holland Stephens 157396.8 2012
## 1926 43143 Edward Greene 157393.9 2012
## 1927 43144 Milton Khuu 157393.9 2012
## 1928 43145 Jeffrey Ranta 157383.9 2012
## 1929 43146 Michael Clauzel 157380.3 2012
## 1930 43147 John Chester 157380.2 2012
## 1931 43148 Robert Toomey 157379.6 2012
## 1932 43149 Rhaymond Vizcarra 157369.0 2012
## 1933 43150 Luigi Cauteruccio 157362.1 2012
## 1934 43151 Michael Broussard 157360.5 2012
## 1935 43152 Nicholas Brady 157354.6 2012
## 1936 43153 Joshua Fry 157319.4 2012
## 1937 43154 Jerome Manalastas 157303.4 2012
## 1938 43155 Rebecca Salazar 157292.2 2012
## 1939 43156 Carol Karen 157292.2 2012
## 1940 43157 Teresa Rivor 157284.1 2012
## 1941 43158 Walter Podesta Jr 157281.0 2012
## 1942 43159 Lalaine Pillazar 157277.1 2012
## 1943 43160 Charles Chan 157275.2 2012
## 1944 43161 Patrick Cesari 157263.0 2012
## 1945 43162 Al J Sangimino 157252.4 2012
## 1946 43163 Rondaa Jackson 157243.5 2012
## 1947 43164 Kelly Swift 157234.5 2012
## 1948 43165 Marilyn Barton 157232.0 2012
## 1949 43166 Jennifer Traw 157231.2 2012
## 1950 43167 Chung Mak 157225.5 2012
## 1951 43168 Chris Domerofski 157207.5 2012
## 1952 43169 Katy Bersamin 157202.8 2012
## 1953 43170 Kenneth Spielman 157195.5 2012
## 1954 43171 Maxwell Chikere 157167.8 2012
## 1955 43172 Marc Higa 157167.3 2012
## 1956 43173 Ruthanne Morentz 157149.6 2012
## 1957 43174 Carl Housh 157148.2 2012
## 1958 43175 Angela Patane 157146.7 2012
## 1959 43176 John Ascariz 157139.4 2012
## 1960 43177 Sonny West 157133.0 2012
## 1961 43178 Youcef Bouhamama 157131.7 2012
## 1962 43179 Monica Sheridan 157128.3 2012
## 1963 43180 Yuang-Tam Chiu 157125.5 2012
## 1964 43181 Elmer Lopez 157120.7 2012
## 1965 43182 Darryl Fields 157120.1 2012
## 1966 43183 Daryl Chang 157116.3 2012
## 1967 43184 Eduardo Rosete 157110.5 2012
## 1968 43185 Meghan Tiernan 157102.6 2012
## 1969 43186 Jnell Gray 157101.4 2012
## 1970 43187 Andrew Karcs 157100.0 2012
## 1971 43188 John Reeb 157099.8 2012
## 1972 43189 Hector Martinez 157096.5 2012
## 1973 43190 David Pagan 157090.5 2012
## 1974 43191 Ruth Dilts 157078.2 2012
## 1975 43192 Christian Marquez 157066.2 2012
## 1976 43193 Daniel Adams 157062.7 2012
## 1977 43194 Jimmy Lee 157056.9 2012
## 1978 43195 Barbara Dullea 157053.1 2012
## 1979 43196 Gustavo Castaneda 157038.8 2012
## 1980 43197 William Clarke 157036.8 2012
## 1981 43198 Tom Jankovic 157031.0 2012
## 1982 43199 Pedro Vieira 157026.4 2012
## 1983 43200 Huitier Choi 157011.1 2012
## 1984 43201 Jo Ann Bryce 157003.6 2012
## 1985 43202 Ian Richards 156995.5 2012
## 1986 43203 Jason Gallegos 156988.1 2012
## 1987 43204 George Ficklin 156985.0 2012
## 1988 43205 Joern Kroll 156983.7 2012
## 1989 43206 Maria Carcamo 156981.3 2012
## 1990 43207 Angela Auyong 156967.0 2012
## 1991 43208 Emil Camozzi 156965.5 2012
## 1992 43209 Mary Tienken 156963.6 2012
## 1993 43210 Abraham Bollozos Jr 156957.4 2012
## 1994 43211 Sandra Valeros 156955.9 2012
## 1995 43212 Craig Wilson 156945.3 2012
## 1996 43213 Andrew Lucas 156934.0 2012
## 1997 43214 Michael Bain 156926.0 2012
## 1998 43215 Kevin Ison 156923.1 2012
## 1999 43216 Richard Jue 156920.3 2012
## 2000 43217 Carol Borden-Gomez 156910.1 2012
## 2001 43218 Erik Morris 156900.7 2012
## 2002 43219 Jean Etcheveste 156895.3 2012
## 2003 43220 Timothy Overall 156874.0 2012
## 2004 43221 Zahid Khan 156872.5 2012
## 2005 43222 Huo Chen 156866.4 2012
## 2006 43223 Judith Foster 156863.6 2012
## 2007 43224 Alexander Popov 156855.9 2012
## 2008 43225 Sheila Washington-Andrew 156852.4 2012
## 2009 43226 Ronda Chu 156841.1 2012
## 2010 43227 Kevin Nakagawa 156839.4 2012
## 2011 43228 Willie Crawford 156836.2 2012
## 2012 43229 Kim Patrice Klein 156836.1 2012
## 2013 43230 Richmond Curry 156832.1 2012
## 2014 43231 Chong Nie 156827.0 2012
## 2015 43232 Joan Scannell 156826.5 2012
## 2016 43233 Karin Breuer 156797.5 2012
## 2017 43234 Lara Fuentes 156795.2 2012
## 2018 43235 Tienthang Nguyen 156784.1 2012
## 2019 43236 Danny Nguyen 156766.3 2012
## 2020 43237 Andrew Johnson 156763.3 2012
## 2021 43238 Melvin Thornton 156757.4 2012
## 2022 43239 Peter Lau 156753.6 2012
## 2023 43240 Thomas Tachis 156752.4 2012
## 2024 43241 Janet Castellanos 156743.0 2012
## 2025 43242 Shawn Ewing 156740.4 2012
## 2026 43243 James Cerenio 156738.4 2012
## 2027 43244 David Rojas 156738.0 2012
## 2028 43245 Robert Ward 156724.6 2012
## 2029 43246 Alphonso Livingston 156720.8 2012
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## 2532 43749 Viet Ha 152799.2 2012
## 2533 43750 Maryellen Ryan 152789.5 2012
## 2534 43751 Broderick Elton 152773.9 2012
## 2535 43752 Joseph Crusoe 152773.9 2012
## 2536 43753 Michael Jurado 152771.8 2012
## 2537 43754 Robert Johnson 152764.9 2012
## 2538 43755 Imelda Benedicta Pasalo 152743.0 2012
## 2539 43756 Sandra Newland 152720.1 2012
## 2540 43757 Anthony Assereto 152706.4 2012
## 2541 43758 Sher Khan 152702.4 2012
## 2542 43759 Pavel Khmarskiy 152666.7 2012
## 2543 43760 Jessie Washington 152661.5 2012
## 2544 43761 David Calderon 152660.4 2012
## 2545 43762 Ferdinand Lumbad 152658.4 2012
## 2546 43763 Mark Lantrip 152638.6 2012
## 2547 43764 Mark Austria 152628.9 2012
## 2548 43765 Mark Byers 152621.0 2012
## 2549 43766 Ronald Adams 152609.8 2012
## 2550 43767 Cleoris Rogers 152607.9 2012
## 2551 43768 Norbert Feyling 152604.8 2012
## 2552 43769 Michael Plank 152604.2 2012
## 2553 43770 Susan Quock 152600.3 2012
## 2554 43771 Leeanne Huang 152597.4 2012
## 2555 43772 Michael Pheng 152594.6 2012
## 2556 43773 Jason Moore 152572.9 2012
## 2557 43774 Timothy Benetti 152565.4 2012
## 2558 43775 Nelson Wong 152561.6 2012
## 2559 43776 Janny Tam 152560.7 2012
## 2560 43777 John Brandenburg 152556.6 2012
## 2561 43778 John Lee 152556.0 2012
## 2562 43779 Douglas Jones 152548.6 2012
## 2563 43780 Cheryl Turner 152542.9 2012
## 2564 43781 Jesse Cruz 152541.1 2012
## 2565 43782 Chona Peralta 152535.4 2012
## 2566 43783 Glen Hunsicker 152513.3 2012
## 2567 43784 Rinaldi Wibowo 152469.7 2012
## 2568 43785 Roger Mascio 152437.7 2012
## 2569 43786 Linda Won 152425.1 2012
## 2570 43787 Kurt Fuchs 152423.5 2012
## 2571 43788 John Ng 152413.1 2012
## 2572 43789 Martin Look 152410.4 2012
## 2573 43790 Michelle Salas 152404.8 2012
## 2574 43791 Eric Letsch 152389.8 2012
## 2575 43792 Susan Patrick 152385.3 2012
## 2576 43793 Laurie Jurkiewicz 152376.5 2012
## 2577 43794 Nicole Ramirez 152371.2 2012
## 2578 43795 Nancy Ledesma 152369.3 2012
## 2579 43796 Richard Strabel 152363.0 2012
## 2580 43797 William Fletcher 152336.3 2012
## 2581 43798 Michael Bello 152331.0 2012
## 2582 43799 Hla Khin Wong 152324.2 2012
## 2583 43800 Petronila Torres 152323.6 2012
## 2584 43801 Ronald Mirkovich 152322.3 2012
## 2585 43802 Jennifer Greene 152318.6 2012
## 2586 43803 Orit Samson 152317.8 2012
## 2587 43804 Bobbie Foschi 152316.5 2012
## 2588 43805 Stephanie Stillman 152316.0 2012
## 2589 43806 Joann Kerns 152290.0 2012
## 2590 43807 Genevieve Ongsioco 152288.6 2012
## 2591 43808 David Ha 152269.8 2012
## 2592 43809 Brenda Sosa 152261.5 2012
## 2593 43810 Hope Nechuta 152258.0 2012
## 2594 43811 Maura Duffy 152256.0 2012
## 2595 43812 Claudine Venegas 152255.7 2012
## 2596 43813 Hoa Huynh 152255.7 2012
## 2597 43814 Ifvon Ballard 152207.8 2012
## 2598 43815 Michael Bouvier 152200.5 2012
## 2599 43816 Jason Hernandez 152170.4 2012
## 2600 43817 Michael Diskin 152170.0 2012
## 2601 43818 Corazon Andaya 152167.1 2012
## 2602 43819 Regina Pera 152159.5 2012
## 2603 43820 Donal Duffy 152157.8 2012
## 2604 43821 Sukhwant Mann 152138.4 2012
## 2605 43822 Joseph Leake 152128.5 2012
## 2606 43823 Paulette Davis 152116.2 2012
## 2607 43824 Charles August Jr 152115.6 2012
## 2608 43825 Francisca Tapia 152107.2 2012
## 2609 43826 Matthew Racine 152094.7 2012
## 2610 43827 Robert Sari 152094.3 2012
## 2611 43828 Leila Mongan 152091.9 2012
## 2612 43829 Leslie Keeler 152089.9 2012
## 2613 43830 Nick Elsner 152080.6 2012
## 2614 43831 James Kelly 152078.2 2012
## 2615 43832 John Dennis 152057.1 2012
## 2616 43833 Romando Lucchesi 152053.1 2012
## 2617 43834 Ciro Garcia 152052.7 2012
## 2618 43835 Gerald Smith 152046.2 2012
## 2619 43836 Bruce Keller 152034.5 2012
## 2620 43837 Mark Tipton 152015.6 2012
## 2621 43838 Merritt Yee 152011.3 2012
## 2622 43839 Terence Durkan 152000.5 2012
## 2623 43840 Johnson Ojo 151999.3 2012
## 2624 43841 Yaroslav Shablinskiy 151998.9 2012
## 2625 43842 Daniel Lazzari 151997.6 2012
## 2626 43843 Teanna Ward 151990.6 2012
## 2627 43844 Yong Quan Wu 151984.9 2012
## 2628 43845 Timothy Hellman 151969.1 2012
## 2629 43846 Anthony Lim 151968.5 2012
## 2630 43847 Anthony Amable 151966.0 2012
## 2631 43848 Jorge Garza 151964.4 2012
## 2632 43849 Frank Sylvester 151951.3 2012
## 2633 43850 Esteban Perez 151950.3 2012
## 2634 43851 Enrique Enriquez 151947.5 2012
## 2635 43852 Teresa Guillen 151944.8 2012
## 2636 43853 Randy Cipriani 151944.2 2012
## 2637 43854 Jerry Dixon 151941.1 2012
## 2638 43855 Ian Ysip 151936.0 2012
## 2639 43856 David O'Donnell 151912.8 2012
## 2640 43857 Annette Quiett 151911.9 2012
## 2641 43858 Wai Lun Leung 151911.6 2012
## 2642 43859 David Shao He 151900.9 2012
## 2643 43860 Roshanne Aveo 151891.1 2012
## 2644 43861 Ronson Cheong 151882.3 2012
## 2645 43862 Sushila Shakya 151864.3 2012
## 2646 43863 Brian Smith 151860.3 2012
## 2647 43864 Gloria Woo 151859.9 2012
## 2648 43865 John Laffey 151853.2 2012
## 2649 43866 Lavena Ward 151843.4 2012
## 2650 43867 Imran Shakur 151836.2 2012
## 2651 43868 Joseph Ho 151813.4 2012
## 2652 43869 Cynthia Jones 151807.2 2012
## 2653 43870 Scott Polister 151797.5 2012
## 2654 43871 Jerome Grady 151795.2 2012
## 2655 43872 Arthur Ramirez 151768.7 2012
## 2656 43873 Aileen Alba 151768.4 2012
## 2657 43874 Roxana Ruiz 151726.9 2012
## 2658 43875 Nathan Chew 151725.8 2012
## 2659 43876 Bryan Campbell 151709.2 2012
## 2660 43877 Gregory Holmes 151692.2 2012
## 2661 43878 Chris Siu 151688.5 2012
## 2662 43879 Charles Johnson 151681.5 2012
## 2663 43880 Steven Leon 151655.0 2012
## 2664 43881 Thomas Smith 151650.5 2012
## 2665 43882 Carel Troutman 151645.9 2012
## 2666 43883 Steven Lam 151633.2 2012
## 2667 43884 John Meaney 151626.8 2012
## 2668 43885 Timmy Sanders 151623.2 2012
## 2669 43886 Timothy Moses 151604.8 2012
## 2670 43887 Paul Louie 151598.1 2012
## 2671 43888 Richard Cristobal 151597.5 2012
## 2672 43889 Steven Shea 151595.5 2012
## 2673 43890 Bert Donlin Jr 151565.6 2012
## 2674 43891 David Whaley 151561.1 2012
## 2675 43892 Daniel Fross 151557.5 2012
## 2676 43893 Arnold Santiago 151550.2 2012
## 2677 43894 Ken Yao 151545.1 2012
## 2678 43895 Alvin Velacruz 151544.7 2012
## 2679 43896 Roy Mash 151541.6 2012
## 2680 43897 Sean Elsbernd 151540.5 2012
## 2681 43898 Santokh Kahlon 151538.9 2012
## 2682 43899 Francis Cummings III 151529.0 2012
## 2683 43900 Kristofer Hetland 151502.8 2012
## 2684 43901 Lilia Makiyevsky 151499.4 2012
## 2685 43902 Randy Holliday 151498.0 2012
## 2686 43903 Naushad Ali 151496.1 2012
## 2687 43904 Ho Jung Park 151489.7 2012
## 2688 43905 Samantha O'Brien 151475.9 2012
## 2689 43906 Melissa Benzinger 151467.8 2012
## 2690 43907 Kevin Winch 151466.2 2012
## 2691 43908 Michael Ross 151457.2 2012
## 2692 43909 Michael Corriere 151450.8 2012
## 2693 43910 Theodore Mitchell 151447.6 2012
## 2694 43911 Romeo Delavega 151442.4 2012
## 2695 43912 Claudia Luquin 151439.9 2012
## 2696 43913 Michael Trent Rideau 151436.4 2012
## 2697 43914 Leon Wong 151396.3 2012
## 2698 43915 Nancy Loo-Manning 151396.1 2012
## 2699 43916 John Gregson 151384.5 2012
## 2700 43917 Christine Magoffin 151380.5 2012
## 2701 43918 Steven Quinn 151372.1 2012
## 2702 43919 Joseph Petrella 151354.3 2012
## 2703 43920 Maria Marcela Galimba Patarroyo 151351.5 2012
## 2704 43921 Kenneth White 151341.9 2012
## 2705 43922 Wayne Wong 151327.8 2012
## 2706 43923 Refugio Garcia 151321.9 2012
## 2707 43924 James Barber 151321.7 2012
## 2708 43925 Henry Chan 151303.8 2012
## 2709 43926 Josephine Hicks 151300.1 2012
## 2710 43927 Judy Nishimoto 151296.1 2012
## 2711 43928 Paul Rapicavoli 151286.7 2012
## 2712 43929 David O'Kane 151283.1 2012
## 2713 43930 Jeffrey Woo 151266.4 2012
## 2714 43931 Alexander Aquino 151260.2 2012
## 2715 43932 Alfonso Hernandez 151256.0 2012
## 2716 43933 Lynn Feeney 151254.6 2012
## 2717 43934 Kirk Means 151253.7 2012
## 2718 43935 Edward DeGuzman 151250.3 2012
## 2719 43936 David Chun 151242.6 2012
## 2720 43937 Olga Ryerson 151227.5 2012
## 2721 43938 Sandylyn Ragudo 151226.4 2012
## 2722 43939 Victor Shih 151215.9 2012
## 2723 43940 Ignacio Sandoval 151213.6 2012
## 2724 43941 James Kreps 151208.2 2012
## 2725 43942 Yu K Huang 151199.3 2012
## 2726 43943 Esther Ramos 151199.0 2012
## 2727 43944 Gaylicia Bunton 151195.5 2012
## 2728 43945 Jaculine Barnes 151194.6 2012
## 2729 43946 Ron Ash 151193.7 2012
## 2730 43947 Edward Dunn 151185.9 2012
## 2731 43948 Ramon Junsay 151181.8 2012
## 2732 43949 David Chan 151178.3 2012
## 2733 43950 Ekerette Essien 151173.9 2012
## 2734 43951 Kally Ip 151168.0 2012
## 2735 43952 Ivan Soon 151162.8 2012
## 2736 43953 Wayne Chan 151143.8 2012
## 2737 43954 Kai Lee 151140.9 2012
## 2738 43955 Robert Ichinose 151140.3 2012
## 2739 43956 John Vanni 151120.1 2012
## 2740 43957 Natalie Elicetche 151115.1 2012
## 2741 43958 Irene Aquino 151105.9 2012
## 2742 43959 Joseph Yu 151098.6 2012
## 2743 43960 Bernard Henderson 151092.8 2012
## 2744 43961 Robert Kerrigan 151088.4 2012
## 2745 43962 Nanette Hendrickson 151080.8 2012
## 2746 43963 Michael Loos 151069.3 2012
## 2747 43964 Joseph Chan 151063.9 2012
## 2748 43965 Florian Taylor 151063.7 2012
## 2749 43966 John Louie 151060.0 2012
## 2750 43967 Beth Kuhns 151056.9 2012
## 2751 43968 Keith Wong 151055.4 2012
## 2752 43969 Bernardo Andrade 151048.5 2012
## 2753 43970 Napoleon Khalilnaji 151037.7 2012
## 2754 43971 Jamie Hyun 151025.4 2012
## 2755 43972 Dian Stavrev 151016.0 2012
## 2756 43973 Malkeet Gill 150993.2 2012
## 2757 43974 Ronald Ramiro 150984.4 2012
## 2758 43975 Thomas Bower 150975.6 2012
## 2759 43976 Wayne Chu 150952.4 2012
## 2760 43977 Johnnie Wong 150948.6 2012
## 2761 43978 Michael Vannucchi 150941.8 2012
## 2762 43979 Sandra Phillips 150939.5 2012
## 2763 43980 Jason Bielski 150933.6 2012
## 2764 43981 Kenneth Washington 150933.1 2012
## 2765 43982 David Mondani 150931.5 2012
## 2766 43983 Reynold Deguzman 150924.5 2012
## 2767 43984 Leonard Morrow 150914.4 2012
## 2768 43985 Christine Rocero 150913.4 2012
## 2769 43986 Anthony Rattonetti 150912.5 2012
## 2770 43987 Michael Ryan 150909.3 2012
## 2771 43988 Jose Jimenez 150902.5 2012
## 2772 43989 Anene Ugbaja 150887.3 2012
## 2773 43990 Scott Northrup 150882.7 2012
## 2774 43991 Brandon Thompson 150881.9 2012
## 2775 43992 Lisa Mazuca 150880.0 2012
## 2776 43993 Dolson Kwan 150870.9 2012
## 2777 43994 Joshua Fears 150869.0 2012
## 2778 43995 Teenchee Le 150867.9 2012
## 2779 43996 Lourdes Chan 150864.5 2012
## 2780 43997 Chris Vu Tran 150862.3 2012
## 2781 43998 Kathleen Mackerrow 150856.9 2012
## 2782 43999 Jina Tin 150837.2 2012
## 2783 44000 Myron Fong 150834.2 2012
## 2784 44001 Thomas Chu 150823.7 2012
## 2785 44002 John Robinson-Jr 150817.5 2012
## 2786 44003 Paul McGregor 150799.3 2012
## 2787 44004 Leland Valentine 150792.7 2012
## 2788 44005 Chenxi Shi 150779.5 2012
## 2789 44006 Michael Anderson 150776.3 2012
## 2790 44007 Bonnie Richardson 150769.7 2012
## 2791 44008 Elizabeth Eagon 150768.7 2012
## 2792 44009 Juanita Ragler 150767.2 2012
## 2793 44010 Jeffrey Wong 150753.7 2012
## 2794 44011 Augusto Canlas 150751.6 2012
## 2795 44012 Edmundo Saenz 150749.8 2012
## 2796 44013 Kahri Gill-Kehoe 150748.4 2012
## 2797 44014 Richard Balmy 150743.2 2012
## 2798 44015 Mohanned Malhi 150735.0 2012
## 2799 44016 David Bihr 150719.3 2012
## 2800 44017 Wilson Pham 150709.0 2012
## 2801 44018 John Hinchion 150698.1 2012
## 2802 44019 Richard Gee 150694.3 2012
## 2803 44020 John Leon 150686.8 2012
## 2804 44021 Johnny Mayorga 150665.4 2012
## 2805 44022 David Nehrkorn 150663.1 2012
## 2806 44023 Jere Ingram 150657.9 2012
## 2807 44024 Christine Lehn 150656.3 2012
## 2808 44025 Nancie Stockwell 150642.8 2012
## 2809 44026 David Morales 150641.6 2012
## 2810 44027 Phillip Calhoun 150641.6 2012
## 2811 44028 James OSullivan 150633.0 2012
## 2812 44029 Cornaal Branner 150631.7 2012
## 2813 44030 Renee Bruneman 150623.0 2012
## 2814 44031 Anthony Bazan 150620.2 2012
## 2815 44032 James Marsh 150617.3 2012
## 2816 44033 Andy Lam 150611.3 2012
## 2817 44034 Nicholas Alexander 150611.3 2012
## 2818 44035 Shome Vasudevan 150607.4 2012
## 2819 44036 Mira Lee 150601.4 2012
## 2820 44037 Sheryl Myers 150598.6 2012
## 2821 44038 Amanda Eckels 150579.5 2012
## 2822 44039 Mike Ng 150570.7 2012
## 2823 44040 Jose Hernandez 150567.2 2012
## 2824 44041 Christina Chan 150558.7 2012
## 2825 44042 Meghan Green 150553.7 2012
## 2826 44043 Nicole Jones 150541.0 2012
## 2827 44044 Koa Pickering 150536.5 2012
## 2828 44045 Robert LaRose 150535.6 2012
## 2829 44046 Felicia Haynes 150535.0 2012
## 2830 44047 Greg Ellis 150533.1 2012
## 2831 44048 Henry Parra Jr 150532.3 2012
## 2832 44049 James Biggins 150509.1 2012
## 2833 44050 Bin Yang 150506.8 2012
## 2834 44051 Eric Mar 150505.1 2012
## 2835 44052 Cady Wong 150498.5 2012
## 2836 44053 Cecilia Gonzalez 150480.8 2012
## 2837 44054 Rhonda Fung 150463.8 2012
## 2838 44055 Ryan Crockett 150461.9 2012
## 2839 44056 Bryant Mercado 150441.1 2012
## 2840 44057 Collin Wing 150437.7 2012
## 2841 44058 Scott St Hilaire 150435.8 2012
## 2842 44059 Ketric Mahoney 150435.2 2012
## 2843 44060 Gregg Olson 150430.6 2012
## 2844 44061 Bart Broome 150428.7 2012
## 2845 44062 Wynnie Ruan 150411.9 2012
## 2846 44063 Flordeliza Leviste 150407.1 2012
## 2847 44064 Sara Stratton 150406.5 2012
## 2848 44065 El Ceg Gonzales 150405.0 2012
## 2849 44066 Michael Androvich 150402.4 2012
## 2850 44067 Sherri Anderson 150376.4 2012
## 2851 44068 Timothy Ortiz 150374.5 2012
## 2852 44069 Robert Guzman 150372.5 2012
## 2853 44070 Rugene Galicia Jr 150366.3 2012
## 2854 44071 Oscar Abucay 150363.5 2012
## 2855 44072 Gene Sheets 150358.2 2012
## 2856 44073 Hung Nguyen 150341.4 2012
## 2857 44074 Cynthia Cornett 150335.4 2012
## 2858 44075 Eugene Irby 150333.2 2012
## 2859 44076 Alvin Louie 150329.6 2012
## 2860 44077 Malinda Yu 150324.4 2012
## 2861 44078 Brian Cauley 150316.8 2012
## 2862 44079 Linda Edelstein 150311.8 2012
## 2863 44080 Alton Chinn 150311.1 2012
## 2864 44081 Patrick Faye 150307.4 2012
## 2865 44082 Anthony Ababon 150305.2 2012
## 2866 44083 Zhong Qiu 150289.4 2012
## 2867 44084 Corinna Neustaetter 150286.0 2012
## 2868 44085 Hernan Villalobos 150283.7 2012
## 2869 44086 William Topoian 150267.8 2012
## 2870 44087 David Jacoby 150252.3 2012
## 2871 44088 Vanessa Conrad 150251.4 2012
## 2872 44089 Gema Arias 150249.2 2012
## 2873 44090 Lorrie Serna 150237.9 2012
## 2874 44091 Edna Ho 150235.5 2012
## 2875 44092 Steven Hajnal 150235.4 2012
## 2876 44093 Jeff Leano 150213.9 2012
## 2877 44094 Heath Maddox 150201.2 2012
## 2878 44095 Candiece Lewis 150188.3 2012
## 2879 44096 Andrew Navarro 150185.3 2012
## 2880 44097 Telicia Lewis 150184.7 2012
## 2881 44098 Khun Thi 150178.5 2012
## 2882 44099 John Femenia 150170.8 2012
## 2883 44100 Seamus Hodgin 150170.7 2012
## 2884 44101 Kim Lin 150168.2 2012
## 2885 44102 Patrick Williams 150167.7 2012
## 2886 44103 Robert Christman 150150.5 2012
## 2887 44104 James Naguina 150149.5 2012
## 2888 44105 Harry Vong 150148.2 2012
## 2889 44106 Carlos Hernandez 150146.6 2012
## 2890 44107 Arnold Rechsteiner 150142.3 2012
## 2891 44108 Rodney Phann 150134.5 2012
## 2892 44109 Virginia St Jean 150129.3 2012
## 2893 44110 Jimmy Kirk 150126.7 2012
## 2894 44111 Rose Baltazar 150117.7 2012
## 2895 44112 Michael Giles 150107.7 2012
## 2896 44113 Erma Weaver 150104.2 2012
## 2897 44114 Andy Chow 150100.5 2012
## 2898 44115 Roland Davantes 150095.2 2012
## 2899 44116 Rosa Rankin 150086.7 2012
## 2900 44117 Caroline Nguy 150081.4 2012
## 2901 44118 Richard Gulingan 150071.1 2012
## 2902 44119 Lewis Gillian 150059.7 2012
## 2903 44120 Blake Ryan 150057.4 2012
## 2904 44121 Chad Campos 150053.6 2012
## 2905 44122 Julie Wu 150049.7 2012
## 2906 44123 Antone Parascandolo Jr 150039.5 2012
## 2907 44124 Alexander Bell 150037.6 2012
## 2908 44125 Jaime Valle 150031.9 2012
## 2909 44126 Maria Iyog-O'Malley 150024.5 2012
## 2910 44127 Cynthia Ullmann 150013.6 2012
## 2911 44128 Timothy Ong 150013.3 2012
## 2912 44129 Adam Green 150009.7 2012
## 2913 44130 Armando Gonzalez 150002.2 2012
Ordenar los datos con arrange
datosordenados <- arrange(cuales, EmployeeName) #Por defalt es de menor a mayor
head(datosordenados)
## Id EmployeeName TotalPayBenefits Year
## 1 42773 Aaron Ballonado 159732.7 2012
## 2 41480 Aaron Cowhig 168330.4 2012
## 3 42067 Aaron Fischer 164280.9 2012
## 4 41965 Aaron Smith 164960.6 2012
## 5 42777 Aaron Yoo 159711.9 2012
## 6 42739 Abraham Abarca 159988.9 2012
tail(datosordenados)
## Id EmployeeName TotalPayBenefits Year
## 2908 41326 Yvonne Fuentes-Pattishall 169171.5 2012
## 2909 43221 Zahid Khan 156872.5 2012
## 2910 42623 Zara Grace Janer 160766.9 2012
## 2911 44083 Zhong Qiu 150289.4 2012
## 2912 41647 Zoila Maguina 167054.6 2012
## 2913 42196 Zula Jones 163422.7 2012
Generar una columna nueva al conjunto de datos
#Generar generos 0 masculino y 1 femenino
set.seed(1000) # Poner una semilla igual todos para generar la misma muestra
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
generos
## [1] 1 1 0 0 1 0 1 1 1 0 1 0 0 1 1 1 1 0 1 1 1 0 1 0 1 0 1 1 1 1 0 0 0 0
## [35] 1 1 1 0 1 0 0 1 1 0 0 1 1 0 1 1 1 1 1 0 0 1 0 0 1 0 0 0 0 0 1 0 0 0
## [69] 1 0 0 1 1 1 0 0 0 1 1 0 0 0 0 0 0 0 0 0 0 1 1 0 1 1 1 0 1 0 0 0 1 1
## [103] 0 0 1 1 0 0 0 1 1 0 0 1 0 0 0 0 1 1 0 0 0 1 1 1 1 1 0 1 0 0 1 0 0 1
## [137] 1 1 0 0 0 1 1 0 1 0 1 0 0 0 0 1 0 0 0 1 0 1 0 1 1 1 0 0 0 1 1 1 1 0
## [171] 0 0 0 0 0 0 0 1 1 0 0 0 1 0 0 1 0 1 0 0 1 1 0 1 0 0 0 0 0 0 0 1 1 1
## [205] 1 1 1 1 0 0 1 0 1 0 0 1 0 1 0 1 1 1 1 1 0 1 0 0 0 1 0 0 0 1 0 1 1 0
## [239] 0 0 0 0 1 1 1 0 0 0 0 0 0 0 0 0 1 1 0 1 1 0 1 1 1 0 1 0 0 1 1 0 1 0
## [273] 0 0 1 0 0 1 1 0 0 1 0 0 1 0 1 0 1 0 1 0 1 1 0 0 0 1 0 1 0 0 0 0 0 0
## [307] 1 1 0 0 1 1 1 1 1 0 0 0 1 1 1 1 1 0 0 0 1 0 1 0 0 0 1 1 1 1 0 1 0 0
## [341] 0 0 1 0 0 0 0 0 1 1 1 1 0 1 0 1 0 1 0 1 0 1 0 0 1 1 1 0 0 0 1 1 1 1
## [375] 1 0 0 0 1 0 1 0 0 0 0 1 1 0 0 0 1 1 1 0 0 1 1 0 1 1 1 0 0 1 1 0 0 0
## [409] 0 0 1 0 1 1 1 0 1 1 0 0 1 1 0 1 1 0 1 1 1 1 0 1 0 0 0 1 0 1 1 1 0 1
## [443] 0 1 1 0 1 1 0 1 1 1 0 1 1 0 0 1 1 0 0 1 0 1 0 1 1 1 0 0 0 1 0 0 1 0
## [477] 1 0 1 1 1 0 1 1 0 1 1 0 0 1 0 1 1 1 1 0 1 1 0 1 0 0 0 0 1 1 1 0 0 1
## [511] 1 1 1 1 1 1 0 0 0 0 0 0 1 1 0 0 1 1 1 1 0 0 1 0 1 0 0 1 0 1 1 0 0 1
## [545] 1 1 1 1 0 0 0 1 1 0 0 1 1 1 1 1 0 0 1 0 0 1 0 1 1 0 0 1 1 0 0 1 1 1
## [579] 0 0 0 0 1 1 1 0 1 0 0 1 0 0 1 0 1 1 1 0 0 0 1 0 0 0 0 1 0 1 0 1 0 0
## [613] 0 0 0 1 1 1 1 1 1 1 0 1 1 1 1 0 1 0 1 0 0 1 1 0 0 0 0 1 0 0 1 0 1 0
## [647] 1 1 0 0 1 1 1 1 0 1 0 0 1 1 1 0 0 1 0 0 1 1 1 1 1 0 1 1 1 1 1 0 1 0
## [681] 1 0 1 0 0 1 1 1 1 1 1 1 1 1 1 1 0 1 0 0 1 1 1 1 0 1 0 0 1 1 1 0 0 0
## [715] 0 0 0 1 1 0 0 1 0 0 0 1 0 1 0 1 1 0 1 1 1 1 1 0 1 1 0 1 0 1 0 0 0 0
## [749] 0 0 1 1 0 1 0 1 1 0 1 0 0 1 0 0 0 1 0 1 1 0 0 1 1 1 0 1 1 1 0 0 1 1
## [783] 1 1 0 1 0 0 1 1 1 0 0 0 0 0 0 0 0 0 1 0 1 0 0 1 0 1 1 1 1 0 1 0 1 0
## [817] 1 1 0 0 1 1 1 1 1 0 0 0 0 1 0 1 0 1 0 1 0 1 0 1 1 0 1 1 1 0 0 1 1 0
## [851] 0 1 1 1 1 0 1 1 0 0 1 0 1 1 0 1 1 1 0 0 1 0 1 1 0 0 1 0 0 0 0 0 0 0
## [885] 1 1 0 0 1 1 1 1 1 0 0 0 0 0 1 1 0 0 0 0 0 0 0 0 1 0 1 0 0 1 0 1 0 1
## [919] 0 1 1 0 1 1 0 0 1 0 1 0 1 0 1 1 1 0 0 0 1 0 1 1 1 1 0 1 1 0 1 1 0 0
## [953] 0 1 1 1 0 1 0 0 1 0 1 0 1 0 1 0 0 1 1 0 0 0 0 0 0 1 0 1 0 1 1 1 1 0
## [987] 0 1 0 1 1 1 1 1 1 1 1 1 0 1 0 0 0 0 0 0 1 0 1 1 0 1 0 1 0 1 1 0 0 0
## [1021] 1 1 1 0 0 0 0 0 0 1 1 0 1 0 1 1 0 0 0 0 1 1 0 0 0 0 0 0 1 1 0 1 0 0
## [1055] 0 1 1 1 0 0 1 0 1 0 0 1 0 1 0 0 0 1 1 1 1 0 0 1 0 1 0 0 0 1 0 1 1 0
## [1089] 1 1 0 0 0 0 1 0 0 1 1 0 1 1 0 1 0 0 1 0 1 0 0 1 0 0 0 0 1 0 0 1 0 1
## [1123] 1 0 1 0 1 1 0 0 0 1 1 0 0 0 1 0 1 0 0 1 1 1 1 0 1 1 1 1 1 0 0 0 1 0
## [1157] 1 0 0 0 1 1 0 1 1 0 0 1 1 1 0 0 1 0 1 0 0 0 0 0 0 1 1 0 0 1 1 0 1 1
## [1191] 1 1 1 1 0 0 1 0 1 0 0 0 0 1 1 1 1 1 1 1 1 1 1 0 1 1 1 0 1 1 1 0 1 0
## [1225] 0 0 0 1 0 1 1 0 1 1 1 1 1 1 0 1 0 0 1 0 1 0 1 0 0 1 1 0 1 0 1 1 1 0
## [1259] 1 1 1 1 1 1 1 1 0 1 0 1 1 1 0 1 1 0 1 0 0 0 0 0 0 0 1 0 0 1 1 1 1 1
## [1293] 0 0 1 0 1 0 1 1 1 1 1 1 0 1 0 0 1 0 0 1 1 1 0 0 1 0 1 0 0 1 0 1 0 1
## [1327] 0 1 1 1 1 1 0 0 1 1 0 0 0 1 0 1 1 0 1 1 0 1 1 0 1 0 0 1 1 0 0 0 1 0
## [1361] 0 0 1 1 0 1 1 0 1 1 0 1 1 0 1 0 1 1 1 0 1 0 0 1 1 0 0 1 1 0 0 0 1 0
## [1395] 0 1 1 0 1 0 1 0 0 0 1 0 1 1 0 1 1 0 1 1 1 0 0 1 0 1 0 0 1 1 0 0 1 0
## [1429] 0 0 1 1 0 1 1 0 1 1 0 1 1 1 0 1 1 0 1 1 1 1 0 1 1 0 1 1 1 1 1 1 0 1
## [1463] 0 1 0 1 0 0 0 0 0 0 1 0 0 1 1 1 0 0 0 1 0 1 0 0 0 1 0 1 0 0 1 1 1 0
## [1497] 1 1 0 0 0 0 0 1 1 0 0 1 0 0 0 0 0 1 1 0 1 1 0 0 0 1 1 0 0 0 0 1 0 0
## [1531] 1 1 1 1 1 1 1 0 1 1 0 1 0 0 0 1 0 1 0 0 1 1 1 1 0 1 1 0 1 0 0 0 1 0
## [1565] 1 1 1 0 0 1 1 0 1 0 0 1 0 0 0 1 0 0 1 1 0 0 1 0 0 0 0 1 0 0 0 0 0 0
## [1599] 1 1 1 0 0 0 0 0 1 0 0 1 1 1 1 1 1 1 0 0 1 0 0 0 0 1 0 0 0 1 1 0 1 0
## [1633] 0 1 1 0 0 0 0 1 0 0 1 0 0 0 0 1 1 0 1 0 0 0 0 0 1 1 0 0 0 0 1 0 0 1
## [1667] 1 0 1 0 1 0 0 0 1 0 1 1 0 1 1 1 1 1 0 1 1 1 1 1 0 0 1 1 0 1 0 1 1 1
## [1701] 0 1 1 0 0 0 1 1 0 0 1 0 1 1 0 1 1 1 1 0 0 0 1 1 1 1 1 0 1 1 1 0 0 0
## [1735] 0 0 0 1 0 0 0 0 0 0 0 1 1 0 1 0 1 1 1 1 1 0 0 0 0 0 1 1 1 0 0 0 0 0
## [1769] 1 1 1 1 0 1 0 0 0 0 0 0 1 0 0 1 1 1 1 0 0 0 0 0 1 0 0 0 0 1 0 1 0 1
## [1803] 0 0 0 0 0 0 0 0 0 1 1 0 1 0 0 1 1 0 0 0 1 1 0 0 1 1 1 0 1 1 1 0 0 1
## [1837] 1 1 1 1 0 1 0 0 0 0 1 1 0 0 1 0 1 0 0 0 1 1 1 0 0 0 1 0 0 1 1 0 0 1
## [1871] 0 0 0 0 0 1 0 0 1 0 0 0 0 1 1 1 1 0 1 1 0 0 0 0 1 1 0 0 0 0 1 1 0 0
## [1905] 1 1 1 1 0 0 0 0 0 1 1 0 0 1 0 0 1 0 0 0 0 0 0 1 0 1 0 0 1 1 1 1 1 0
## [1939] 1 1 0 1 1 1 1 1 1 0 1 1 0 0 0 1 1 1 1 1 0 0 1 1 1 1 1 1 0 0 0 0 0 1
## [1973] 0 1 1 1 1 1 1 1 1 0 0 0 0 1 1 0 0 0 0 1 1 1 1 0 0 1 0 1 0 1 0 1 0 0
## [2007] 1 1 0 1 0 0 1 0 0 0 1 0 1 0 1 1 1 0 0 0 1 0 1 0 1 1 1 1 1 0 1 1 1 1
## [2041] 1 0 0 0 1 1 1 1 0 0 0 1 1 0 1 1 0 0 1 1 1 1 0 0 0 1 0 1 1 1 1 0 1 0
## [2075] 0 0 1 0 0 1 0 0 0 0 0 1 0 0 0 1 0 0 0 1 0 0 1 1 1 1 0 1 0 1 0 0 0 1
## [2109] 0 1 1 0 1 0 1 1 1 0 1 1 1 1 1 0 1 1 1 0 0 1 1 0 0 0 1 1 0 0 1 0 0 0
## [2143] 1 0 0 0 1 1 1 1 1 1 1 0 0 0 0 1 0 0 0 0 1 1 0 1 0 0 1 0 1 0 0 0 1 1
## [2177] 0 1 1 0 0 0 0 0 0 1 0 0 0 0 1 0 0 1 0 0 1 0 0 1 1 1 1 1 1 1 0 1 1 1
## [2211] 0 0 1 0 0 0 1 1 1 0 1 0 0 0 0 1 0 1 1 1 0 0 1 0 0 0 1 0 1 1 0 1 0 0
## [2245] 0 1 1 0 1 0 1 1 0 1 1 0 0 0 0 0 0 0 1 0 0 0 1 0 1 1 0 0 0 0 1 1 1 1
## [2279] 1 1 1 1 0 1 1 0 0 1 0 0 1 0 0 1 0 1 1 0 1 1 0 1 1 1 1 0 1 1 0 0 0 1
## [2313] 1 0 0 1 0 1 0 0 1 0 1 0 1 1 1 0 0 1 1 1 1 1 1 1 1 1 1 0 1 0 0 1 1 0
## [2347] 0 0 1 0 1 1 0 1 0 1 0 1 0 1 0 0 0 1 1 1 0 0 1 0 1 0 1 1 0 1 0 1 0 1
## [2381] 0 1 0 1 1 0 1 0 1 1 0 1 1 1 1 0 0 0 1 1 0 0 1 0 1 0 1 0 0 1 0 0 1 1
## [2415] 0 0 0 0 0 1 0 1 1 0 0 1 1 0 1 1 1 1 0 1 0 0 1 0 0 0 1 0 0 1 0 1 1 0
## [2449] 0 1 1 1 0 1 0 0 0 0 1 0 0 0 1 1 0 1 0 1 1 1 1 0 0 0 0 0 1 1 1 0 1 1
## [2483] 1 0 0 0 0 1 1 1 1 1 0 1 1 1 1 0 1 0 0 1 1 0 1 0 0 1 1 0 0 0 1 1 1 1
## [2517] 0 1 1 0 1 0 0 1 0 0 1 1 0 0 0 0 0 1 0 1 1 1 0 0 1 0 1 1 1 0 1 0 0 0
## [2551] 0 0 1 1 1 1 1 1 0 1 0 0 0 0 0 0 1 1 0 1 1 0 0 0 0 0 0 0 1 0 1 0 0 0
## [2585] 1 1 1 1 0 1 1 1 1 0 1 0 0 1 0 0 0 1 1 1 0 0 0 0 1 1 0 0 0 1 0 1 1 1
## [2619] 1 1 0 0 1 0 1 0 1 0 1 1 0 0 1 0 1 1 1 1 1 0 1 0 0 0 1 0 1 0 1 0 1 0
## [2653] 1 0 0 0 1 0 1 1 1 0 0 1 0 0 1 0 1 1 0 0 1 1 1 0 1 1 0 1 0 1 0 1 1 0
## [2687] 0 1 0 0 1 1 0 0 1 0 1 0 1 1 1 0 0 0 1 1 0 0 0 0 0 1 1 0 0 1 1 1 0 1
## [2721] 1 0 1 0 1 0 0 1 1 0 1 0 1 1 0 0 1 0 1 1 1 0 1 1 0 0 1 0 0 0 1 0 0 1
## [2755] 0 1 1 0 0 0 0 1 0 0 0 1 1 0 0 0 0 1 1 0 1 1 1 1 1 1 1 0 0 0 0 0 0 0
## [2789] 1 1 0 0 1 1 1 1 1 0 1 1 0 0 0 1 1 1 1 0 0 0 1 1 1 1 1 0 1 1 0 0 1 1
## [2823] 0 0 0 1 1 1 1 0 1 0 1 1 0 1 1 1 1 1 1 0 1 1 0 0 0 0 0 0 1 1 0 0 0 0
## [2857] 0 1 1 0 0 0 0 1 0 1 1 1 0 0 1 0 1 1 0 1 0 1 0 1 1 1 1 1 0 0 1 0 1 0
## [2891] 1 0 0 1 0 0 0 0 0 0 0 0 0 0 1 1 1 0 0 0 1 1 0
cuales <- mutate(cuales, genero = generos)
head(cuales, 10)
## Id EmployeeName TotalPayBenefits Year genero
## 1 41218 Cheryl De Lemos 169995.4 2012 1
## 2 41219 Daniel Godfrey 169990.1 2012 1
## 3 41220 Robert Harvey 169982.0 2012 0
## 4 41221 Lawrence McDonnell 169980.4 2012 0
## 5 41222 Sergio Chavez 169973.1 2012 1
## 6 41223 Michael Grande 169970.4 2012 0
## 7 41224 Jeffrey Chow 169963.2 2012 1
## 8 41225 Winilyn Hidalgo 169960.5 2012 1
## 9 41226 Rodney Lee 169960.3 2012 1
## 10 41227 Lucille Palma 169940.8 2012 0
cuales
## Id EmployeeName TotalPayBenefits Year genero
## 1 41218 Cheryl De Lemos 169995.4 2012 1
## 2 41219 Daniel Godfrey 169990.1 2012 1
## 3 41220 Robert Harvey 169982.0 2012 0
## 4 41221 Lawrence McDonnell 169980.4 2012 0
## 5 41222 Sergio Chavez 169973.1 2012 1
## 6 41223 Michael Grande 169970.4 2012 0
## 7 41224 Jeffrey Chow 169963.2 2012 1
## 8 41225 Winilyn Hidalgo 169960.5 2012 1
## 9 41226 Rodney Lee 169960.3 2012 1
## 10 41227 Lucille Palma 169940.8 2012 0
## 11 41228 Jonathan Rapp 169939.2 2012 1
## 12 41229 Ajay Saxena 169936.3 2012 0
## 13 41230 Albert Tom 169933.8 2012 0
## 14 41231 Edith Hammond 169930.6 2012 1
## 15 41232 Hector Tam 169925.7 2012 1
## 16 41233 Eugene Ling 169898.1 2012 1
## 17 41234 Xing Wang 169897.1 2012 1
## 18 41235 Crystal McDonald 169893.1 2012 0
## 19 41236 Patrick Cox 169890.4 2012 1
## 20 41237 Balraj Singh Rai 169887.5 2012 1
## 21 41238 Jennifer Northridge 169879.5 2012 1
## 22 41239 Roger Fong 169876.2 2012 0
## 23 41240 Edgar Tabo 169876.1 2012 1
## 24 41241 Kin Lee 169864.1 2012 0
## 25 41242 Kevin Adkins 169849.0 2012 1
## 26 41243 Curtis Caldwell 169837.2 2012 0
## 27 41244 Dianna Yanez 169831.5 2012 1
## 28 41245 Samuel Yu 169820.4 2012 1
## 29 41246 Eugene Shu 169811.9 2012 1
## 30 41247 Dale Winniford 169799.7 2012 1
## 31 41248 Clifford Burkhart 169798.2 2012 0
## 32 41249 Suzanne Miller 169794.0 2012 0
## 33 41250 Catheryn Williams 169791.3 2012 0
## 34 41251 Stephen Gritsch 169741.6 2012 0
## 35 41252 Maria Cecilia Martin 169740.3 2012 1
## 36 41253 Russell Roby 169736.7 2012 1
## 37 41254 Lawrence Soe 169732.1 2012 1
## 38 41255 Stephon Degand 169723.0 2012 0
## 39 41256 Michelle Tong 169704.5 2012 1
## 40 41257 James Kazarian 169704.2 2012 0
## 41 41258 Violeta Del Mundo 169699.7 2012 0
## 42 41259 Fred Lew 169693.3 2012 1
## 43 41260 Donald Bannett 169688.4 2012 1
## 44 41261 Miles Young 169673.6 2012 0
## 45 41262 Victor Le 169660.8 2012 0
## 46 41263 Eric Louie 169660.2 2012 1
## 47 41264 Lawrence Ng 169654.4 2012 1
## 48 41265 Eduard Ochoa 169639.7 2012 0
## 49 41266 Geoffrey Clayton 169635.6 2012 1
## 50 41267 Rona Sandler 169633.7 2012 1
## 51 41268 Larry Para 169624.0 2012 1
## 52 41269 Tracy Miesen 169619.6 2012 1
## 53 41270 Linda Moore 169607.8 2012 1
## 54 41271 Kaushal Bhaskar 169591.4 2012 0
## 55 41272 Moses Bautista 169562.9 2012 0
## 56 41273 Sophal Chea 169556.0 2012 1
## 57 41274 John Edward Herbert 169540.4 2012 0
## 58 41275 Shao Ping Lai 169540.4 2012 0
## 59 41276 William McCarthy 169527.5 2012 1
## 60 41277 Keith Baraka 169526.0 2012 0
## 61 41278 Richie Owyang 169518.8 2012 0
## 62 41279 Kenyon Bowers 169509.4 2012 0
## 63 41280 Herbert Mariano 169502.8 2012 0
## 64 41281 Maria Perez 169493.4 2012 0
## 65 41282 Gail Clabby 169492.0 2012 1
## 66 41283 Philip Secondez 169485.0 2012 0
## 67 41284 Marco Desangles 169480.8 2012 0
## 68 41285 Wilfredo Arquiza 169479.5 2012 0
## 69 41286 David Sands 169467.2 2012 1
## 70 41287 M J Castagnola 169463.2 2012 0
## 71 41288 Edwin Gaffud 169454.9 2012 0
## 72 41289 Sarah Lindley 169453.5 2012 1
## 73 41290 Carlos Manfredi 169442.4 2012 1
## 74 41291 Cathal Hennessy 169442.1 2012 1
## 75 41292 Diana Rosenstein 169432.1 2012 0
## 76 41293 Mary Russo 169431.2 2012 0
## 77 41294 Jeffrey Spano 169411.1 2012 0
## 78 41295 Craig Wong 169409.1 2012 1
## 79 41296 Fidel Gonzalez 169378.5 2012 1
## 80 41297 Deborah Heuerman 169373.7 2012 0
## 81 41298 Maria Lopez 169357.5 2012 0
## 82 41299 Diane Scarlet 169355.0 2012 0
## 83 41300 Cassandra Chapman-Tabor 169343.9 2012 0
## 84 41301 Gabriel Rodriguez 169331.7 2012 0
## 85 41302 Jeff Lai 169315.0 2012 0
## 86 41303 Thomas Macmahon 169308.8 2012 0
## 87 41304 Burton Wan 169307.1 2012 0
## 88 41305 Edwin Lee 169304.4 2012 0
## 89 41306 Kenneth Lim 169296.0 2012 0
## 90 41307 Thanh Nguyen 169295.9 2012 1
## 91 41308 Robert Boughn 169290.0 2012 1
## 92 41309 Joseph Boyle 169275.7 2012 0
## 93 41310 Antonio Balingit 169272.0 2012 1
## 94 41311 Garrett Edwards 169266.9 2012 1
## 95 41312 Shane Oneill 169255.5 2012 1
## 96 41313 Mary Callahan 169245.2 2012 0
## 97 41314 George Engel 169243.8 2012 1
## 98 41315 Barry Parker 169242.4 2012 0
## 99 41316 Jonathan Rider 169240.6 2012 0
## 100 41317 William Reilly 169239.7 2012 0
## 101 41318 Oren Davis 169235.3 2012 1
## 102 41319 Shauna Rose 169218.2 2012 1
## 103 41320 John Rowland 169217.7 2012 0
## 104 41321 Raymond Padmore 169214.4 2012 0
## 105 41322 Carol Davenport 169211.9 2012 1
## 106 41323 Edward Carew 169203.0 2012 1
## 107 41324 Rodney Fitzpatrick 169192.4 2012 0
## 108 41325 Lily Wang 169191.7 2012 0
## 109 41326 Yvonne Fuentes-Pattishall 169171.5 2012 0
## 110 41327 Elpidio Seletaria Jr 169161.2 2012 1
## 111 41328 Eric Kjelsberg 169150.7 2012 1
## 112 41329 James Grant 169136.8 2012 0
## 113 41330 Yin Chan 169131.3 2012 0
## 114 41331 Manito Velasco 169130.3 2012 1
## 115 41332 Lavante Mitchell 169126.5 2012 0
## 116 41333 Simon Tam 169123.0 2012 0
## 117 41334 Amy Swanson 169121.9 2012 0
## 118 41335 Armando Quintana 169112.3 2012 0
## 119 41336 Stephen OSullivan 169107.8 2012 1
## 120 41337 Romina Izaguirre 169091.8 2012 1
## 121 41338 Victor Siao 169089.8 2012 0
## 122 41339 Thomas Petersen 169089.4 2012 0
## 123 41340 Angelo Spagnoli 169087.7 2012 0
## 124 41341 Joseph Molinari 169082.7 2012 1
## 125 41342 Chhunmeng Tov 169061.5 2012 1
## 126 41343 Kevin Stancombe 169057.4 2012 1
## 127 41344 Andy Wong 169051.6 2012 1
## 128 41345 Eric Kondo 169042.5 2012 1
## 129 41346 Ronald Lombardi 169035.7 2012 0
## 130 41347 John Hallisy 169028.5 2012 1
## 131 41348 David Camerlo 169028.5 2012 0
## 132 41349 Thomas Jang 169020.9 2012 0
## 133 41350 Richard Graham 169017.5 2012 1
## 134 41351 William Wilkinson 169003.4 2012 0
## 135 41352 Mary Murphy 168997.5 2012 0
## 136 41353 Michael Dean 168990.1 2012 1
## 137 41354 Mary Warren 168977.2 2012 1
## 138 41355 Reuben Reyes 168968.8 2012 1
## 139 41356 John Kositzin 168966.9 2012 0
## 140 41357 Waylen Wang 168953.5 2012 0
## 141 41358 Mary Navickas 168951.9 2012 0
## 142 41359 Alfredo Tio 168948.6 2012 1
## 143 41360 Ponciano Sulit Jr 168938.3 2012 1
## 144 41361 Mark Pandori 168921.1 2012 0
## 145 41362 Paul Francis Mariano 168920.8 2012 1
## 146 41363 Nancy Tung 168918.2 2012 0
## 147 41364 Dennis Dang 168915.4 2012 1
## 148 41365 Jenny Wei-Ying Louie 168895.6 2012 0
## 149 41366 Gregory Dito 168888.3 2012 0
## 150 41367 Yvonne Cobbs 168887.8 2012 0
## 151 41368 Charles Bellah 168887.4 2012 0
## 152 41369 Dan Truong 168886.3 2012 1
## 153 41370 Waymen Gee 168883.8 2012 0
## 154 41371 Lindsey Suslow 168875.0 2012 0
## 155 41372 Judy Chin 168874.7 2012 0
## 156 41373 Hank Lum 168874.1 2012 1
## 157 41374 Yan Zou 168873.0 2012 0
## 158 41375 Donald Richman 168872.6 2012 1
## 159 41376 Baron Darnell 168861.4 2012 0
## 160 41377 Wendi Boselli 168860.4 2012 1
## 161 41378 Wendy Wells 168857.6 2012 1
## 162 41379 Anthony Garrett 168857.1 2012 1
## 163 41380 Ahmad Moghbel 168850.9 2012 0
## 164 41381 Albert Tom 168842.4 2012 0
## 165 41382 Albert Wong 168841.0 2012 0
## 166 41383 Ted Leung 168838.6 2012 1
## 167 41384 Louis Vallerga 168819.3 2012 1
## 168 41385 Eileen Needham 168819.0 2012 1
## 169 41386 Conroy Tam 168818.5 2012 1
## 170 41387 Edward Ho 168813.1 2012 0
## 171 41388 John Kwong 168806.7 2012 0
## 172 41389 Glenn Hunt 168799.6 2012 0
## 173 41390 Bryant Woo 168793.3 2012 0
## 174 41391 Heather Bollinger 168791.8 2012 0
## 175 41392 Linda Leong 168786.8 2012 0
## 176 41393 Filipinas Guasque 168780.9 2012 0
## 177 41394 Daniel Kim 168777.0 2012 0
## 178 41395 Douglas Ullman 168771.0 2012 1
## 179 41396 Joseph Ferrer 168762.5 2012 1
## 180 41397 Angelito Camerino 168761.2 2012 0
## 181 41398 Matthew Valmonte 168757.4 2012 0
## 182 41399 James Blue 168757.4 2012 0
## 183 41400 Catherine Weiser 168755.8 2012 1
## 184 41401 Lesley Wong 168751.0 2012 0
## 185 41402 Kenneth Sanchez 168746.9 2012 0
## 186 41403 John Chien 168746.0 2012 1
## 187 41404 Steven Ferraz 168744.6 2012 0
## 188 41405 Robbin Boykin 168738.7 2012 1
## 189 41406 Tommie Bartley 168731.2 2012 0
## 190 41407 David Leung 168730.7 2012 0
## 191 41408 Xavier Murillo 168729.8 2012 1
## 192 41409 Sergio Barraza 168728.4 2012 1
## 193 41410 Mun Choi 168722.1 2012 0
## 194 41411 Victor Lubet 168716.6 2012 1
## 195 41412 Erick Santiago 168713.5 2012 0
## 196 41413 Salome Esteves 168707.0 2012 0
## 197 41414 Brian Ng 168706.0 2012 0
## 198 41415 Chu Fei Ho 168698.6 2012 0
## 199 41416 Steven Lee 168691.5 2012 0
## 200 41417 Jennifer Liu 168686.1 2012 0
## 201 41418 Gene Gabriel 168682.4 2012 0
## 202 41419 Darren Arkava 168675.6 2012 1
## 203 41420 Feliciano Pili 168672.9 2012 1
## 204 41421 Nelson Szeto 168670.4 2012 1
## 205 41422 Steven Thomazin 168659.6 2012 1
## 206 41423 Eddie Tsui 168652.5 2012 1
## 207 41424 Jan Bryan Reyes 168649.5 2012 1
## 208 41425 Marilyn Daniels 168645.9 2012 1
## 209 41426 Shirley Chin 168639.3 2012 0
## 210 41427 Warren Leong 168634.5 2012 0
## 211 41428 William Scott 168630.6 2012 1
## 212 41429 Karen Hernandez 168629.9 2012 0
## 213 41430 Raymond Chu 168613.5 2012 1
## 214 41431 Mandana Siyadat 168612.6 2012 0
## 215 41432 Carl Farsai 168612.2 2012 0
## 216 41433 Jared Dunn 168612.0 2012 1
## 217 41434 Lynn Fong 168608.8 2012 0
## 218 41435 Kent Ford 168605.7 2012 1
## 219 41436 Mongkol Mahavongtrakul 168604.5 2012 0
## 220 41437 Hadi Razzaq 168573.2 2012 1
## 221 41438 Ryan Macaulay 168566.1 2012 1
## 222 41439 Tiffany Sutton 168564.5 2012 1
## 223 41440 Jeffery Sung 168563.1 2012 1
## 224 41441 Willy Yau 168561.3 2012 1
## 225 41442 Neil Hopper 168559.9 2012 0
## 226 41443 Nicholas Apodaca 168549.0 2012 1
## 227 41444 Stanley So 168547.9 2012 0
## 228 41445 Alexis Dufour 168546.5 2012 0
## 229 41446 Michael Tsang 168542.3 2012 0
## 230 41447 John Moren 168533.2 2012 1
## 231 41448 Edmund Shum 168518.6 2012 0
## 232 41449 James Kennedy 168501.1 2012 0
## 233 41450 Charles Drane 168495.6 2012 0
## 234 41451 Alice Yan 168494.0 2012 1
## 235 41452 Kenneth Yee 168490.5 2012 0
## 236 41453 Eunice Au-Yeung 168488.9 2012 1
## 237 41454 Carol Degraca 168482.8 2012 1
## 238 41455 Susan Yee 168482.1 2012 0
## 239 41456 Steven Currie 168467.3 2012 0
## 240 41457 Barbara Pinelli 168462.6 2012 0
## 241 41458 Sasha Cuttler 168459.4 2012 0
## 242 41459 Travis Hoff 168446.3 2012 0
## 243 41460 Reginald Scott 168444.5 2012 1
## 244 41461 Leslie Smith 168430.9 2012 1
## 245 41462 Ronda Johnson 168425.2 2012 1
## 246 41463 Sue Kokalis 168414.3 2012 0
## 247 41464 Miguel Prado 168413.8 2012 0
## 248 41465 Wayne Lee 168412.5 2012 0
## 249 41466 James Garfield 168410.8 2012 0
## 250 41467 Michael Pierron 168408.7 2012 0
## 251 41468 John Mercurio 168408.0 2012 0
## 252 41469 Michael Dichoso 168394.6 2012 0
## 253 41470 Damon Curtis 168394.3 2012 0
## 254 41471 Ronnie Donaldson 168378.2 2012 0
## 255 41472 Sonsire Garcia 168364.9 2012 1
## 256 41473 Franco Herrera 168364.8 2012 1
## 257 41474 Marvin Yee 168363.0 2012 0
## 258 41475 Deryk Lee 168360.4 2012 1
## 259 41476 Michael Kilgariff 168356.9 2012 1
## 260 41477 Joseph Siragusa 168350.9 2012 0
## 261 41478 David Koester 168349.8 2012 1
## 262 41479 Vilaska Nguyen 168343.2 2012 1
## 263 41480 Aaron Cowhig 168330.4 2012 1
## 264 41481 David Goff 168328.5 2012 0
## 265 41482 Jennifer Leonard 168322.0 2012 1
## 266 41483 Stacie Feng 168321.4 2012 0
## 267 41484 Masby Lau 168313.0 2012 0
## 268 41485 Stephen Roja 168313.0 2012 1
## 269 41486 Orchid Soh 168302.7 2012 1
## 270 41487 Jack Wronski 168298.5 2012 0
## 271 41488 Brandon Smith 168295.0 2012 1
## 272 41489 Alfonso Herce 168277.7 2012 0
## 273 41490 Andrew Mac Ilrath 168259.5 2012 0
## 274 41491 Woon Wong 168257.5 2012 0
## 275 41492 Carl Lee 168254.6 2012 1
## 276 41493 Stephanie Colmenero 168252.5 2012 0
## 277 41494 David Aymerich 168243.1 2012 0
## 278 41495 Roger Smith 168237.2 2012 1
## 279 41496 Gene Cornyn 168191.4 2012 1
## 280 41497 Joel Hornstein 168185.4 2012 0
## 281 41498 Helena Leiner 168179.7 2012 0
## 282 41499 Karyn Sanchez 168178.2 2012 1
## 283 41500 Michael Shanley 168177.4 2012 0
## 284 41501 Susan Hou 168164.3 2012 0
## 285 41502 Chris Schaefer 168150.8 2012 1
## 286 41503 Ashley Fernandez 168145.5 2012 0
## 287 41504 Virginia Sunday 168131.8 2012 1
## 288 41505 Carla Kasper 168127.5 2012 0
## 289 41506 Antonio Claudio 168122.1 2012 1
## 290 41507 Daniel Shiu 168118.4 2012 0
## 291 41508 Samuel Lou 168114.5 2012 1
## 292 41509 Laura Bernabei 168099.4 2012 0
## 293 41510 Brian Cranna 168080.4 2012 1
## 294 41511 Dustin Daza 168072.7 2012 1
## 295 41512 Peter Hamilton 168072.4 2012 0
## 296 41513 Anna Calderon 168072.0 2012 0
## 297 41514 William Kelleher 168071.2 2012 0
## 298 41515 Cristina Abella 168064.0 2012 1
## 299 41516 Matthew Loya 168042.0 2012 0
## 300 41517 Erik Leung 168034.1 2012 1
## 301 41518 Darla McBride 168019.4 2012 0
## 302 41519 Robyn Gralicer 168018.2 2012 0
## 303 41520 Jennifer Kwok 168007.8 2012 0
## 304 41521 William Twomey 168005.8 2012 0
## 305 41522 Alice Chan 167986.4 2012 0
## 306 41523 Jacqueline Pepper 167983.7 2012 0
## 307 41524 Anthony Scott 167982.5 2012 1
## 308 41525 Dale Denice Wood 167981.7 2012 1
## 309 41526 Marilyn Matli 167975.9 2012 0
## 310 41527 Andrew Flynn 167964.1 2012 0
## 311 41528 Tina King 167958.4 2012 1
## 312 41529 Alan Lamb 167950.3 2012 1
## 313 41530 James Alonso 167950.0 2012 1
## 314 41531 Gregory Browne 167942.7 2012 1
## 315 41532 Donald McIntyre 167939.1 2012 1
## 316 41533 Laura Moye 167937.2 2012 0
## 317 41534 Martin Covarrubias 167922.5 2012 0
## 318 41535 Julio Molina 167917.2 2012 0
## 319 41536 Laura Lombardi 167888.6 2012 1
## 320 41537 Jason Wong 167884.9 2012 1
## 321 41538 Miguel Herrera 167877.3 2012 1
## 322 41539 Patrick Burke 167875.0 2012 1
## 323 41540 Michael Evans 167868.7 2012 1
## 324 41541 Ethel Yap Roque 167868.2 2012 0
## 325 41542 Azarias Castro 167864.5 2012 0
## 326 41543 Genieve Dela Cruz 167864.4 2012 0
## 327 41544 Robert Sanchez 167843.5 2012 1
## 328 41545 Andrew Geddes 167834.5 2012 0
## 329 41546 Tigran Antonian 167831.9 2012 1
## 330 41547 Jonathan Eric Non 167831.5 2012 0
## 331 41548 Keanway Kyi 167829.9 2012 0
## 332 41549 Curtis Nakano 167819.9 2012 0
## 333 41550 Jonathan Kuhns 167819.6 2012 1
## 334 41551 Phillip Frenkel 167815.4 2012 1
## 335 41552 Tracey Loveridge 167779.4 2012 1
## 336 41553 Gregory Stechschulte 167777.5 2012 1
## 337 41554 Purisima Mallari 167773.5 2012 0
## 338 41555 Amy Cohen 167763.2 2012 1
## 339 41556 Deborah Walters 167761.2 2012 0
## 340 41557 Jay Veach 167760.1 2012 0
## 341 41558 Margot Antonetty 167757.4 2012 0
## 342 41559 Kendra Kennedy 167751.9 2012 0
## 343 41560 Anthony Piazza 167750.9 2012 1
## 344 41561 Nichole Truax 167749.8 2012 0
## 345 41562 Jonathan Rewers 167742.0 2012 0
## 346 41563 George Scrivani 167741.9 2012 0
## 347 41564 Huan Chen 167717.2 2012 0
## 348 41565 Elizabeth Crudo 167713.0 2012 0
## 349 41566 Linda Truong 167707.3 2012 1
## 350 41567 Natalie Spaelti 167704.1 2012 1
## 351 41568 Mark Zhang 167704.1 2012 1
## 352 41569 April Pan 167694.3 2012 1
## 353 41570 James Easterday 167693.5 2012 0
## 354 41571 Paul Mourgos 167671.2 2012 1
## 355 41572 Maribel We 167664.7 2012 0
## 356 41573 Matthew Sullivan 167650.2 2012 1
## 357 41574 Patrick Shea 167648.4 2012 0
## 358 41575 Wilson Ng 167632.2 2012 1
## 359 41576 Joseph Emanuel 167621.4 2012 0
## 360 41577 Justin Wong 167619.7 2012 1
## 361 41578 Michael Wells 167614.6 2012 0
## 362 41579 Megan Kennel 167603.7 2012 1
## 363 41580 Jamilla Churchill 167592.5 2012 0
## 364 41581 Leonard Maloney 167590.0 2012 0
## 365 41582 Gerald Lyons 167570.1 2012 1
## 366 41583 Dee Lau 167556.3 2012 1
## 367 41584 Nathaniel Manalang 167548.9 2012 1
## 368 41585 Robin Love 167528.9 2012 0
## 369 41586 Eric Reboli 167524.8 2012 0
## 370 41587 Jeffrey McHale 167524.0 2012 0
## 371 41588 Phillip Gordon 167523.4 2012 1
## 372 41589 Douglas Lipps 167521.4 2012 1
## 373 41590 Anna Karina Paranpan 167517.2 2012 1
## 374 41591 Felicha Bell 167517.1 2012 1
## 375 41592 Toni Ratcliff-Powell 167501.2 2012 1
## 376 41593 Endia Costley 167489.9 2012 0
## 377 41594 Robert Greiner 167479.3 2012 0
## 378 41595 Siu Tom 167477.4 2012 0
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## 1841 43058 Michael Li 157930.7 2012 0
## 1842 43059 Denisha Haynes 157928.0 2012 1
## 1843 43060 Supriya Sundarrajan 157916.2 2012 0
## 1844 43061 Charles Copeland 157915.3 2012 0
## 1845 43062 Tracy Gasanyan 157911.1 2012 0
## 1846 43063 Raul Elias 157900.5 2012 0
## 1847 43064 Chahmal Kerow 157895.6 2012 1
## 1848 43065 Sandra Zuniga 157893.7 2012 1
## 1849 43066 Ferdinand Rotap 157891.3 2012 0
## 1850 43067 Jonathon Lucchetti 157879.8 2012 0
## 1851 43068 Robert Belt 157878.4 2012 1
## 1852 43069 Ana Vieira-Ribeiro 157878.2 2012 0
## 1853 43070 Gigi George 157875.7 2012 1
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## 1857 43074 Jordan Oryall 157846.7 2012 1
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## 1859 43076 Armando Limon 157839.8 2012 1
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## 1861 43078 Joseph Valdez 157810.1 2012 0
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## 1863 43080 Jenny Lopez 157788.6 2012 1
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## 1876 43093 Victor Chan 157698.0 2012 1
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## 1883 43100 Michelle Spears 157660.8 2012 0
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## 1886 43103 Oscar Gee 157651.4 2012 1
## 1887 43104 Stephen Bucy 157633.3 2012 1
## 1888 43105 Diane Artz 157631.0 2012 0
## 1889 43106 Michelle Day 157630.0 2012 1
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## 1892 43109 Jelina Enriquez 157606.7 2012 0
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## 1894 43111 Sheri Lee 157592.3 2012 0
## 1895 43112 Marco Evoniuk 157586.6 2012 1
## 1896 43113 Yolanda Quisao 157586.2 2012 1
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## 1898 43115 Vicki Gross 157572.7 2012 0
## 1899 43116 Thomas Fenwick 157571.0 2012 0
## 1900 43117 Jasmine Suguitan 157569.6 2012 0
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## 1904 43121 Rosalyn Rouede 157546.3 2012 0
## 1905 43122 Fabian Perez 157532.0 2012 1
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## 1907 43124 Angie Lee 157525.3 2012 1
## 1908 43125 Jennifer Marino 157512.3 2012 1
## 1909 43126 Gigi Ricasa 157509.0 2012 0
## 1910 43127 Dalton Hom 157503.8 2012 0
## 1911 43128 Faenetta Hutchings 157490.0 2012 0
## 1912 43129 Naiyapakorn Nakornkhet 157479.4 2012 0
## 1913 43130 John Higgins 157478.8 2012 0
## 1914 43131 Michael Kellogg 157472.8 2012 1
## 1915 43132 William Brunicardi 157461.8 2012 1
## 1916 43133 Lily Ng 157438.6 2012 0
## 1917 43134 Yim Chan 157433.2 2012 0
## 1918 43135 Sheila Calabro 157431.9 2012 1
## 1919 43136 Beverly Jew 157426.8 2012 0
## 1920 43137 Phong Nguyen 157424.0 2012 0
## 1921 43138 Agustin Perez 157412.4 2012 1
## 1922 43139 George Antoniotti 157406.3 2012 0
## 1923 43140 Kenny Wong 157406.0 2012 0
## 1924 43141 Eugene Paras 157405.2 2012 0
## 1925 43142 Holland Stephens 157396.8 2012 0
## 1926 43143 Edward Greene 157393.9 2012 0
## 1927 43144 Milton Khuu 157393.9 2012 0
## 1928 43145 Jeffrey Ranta 157383.9 2012 1
## 1929 43146 Michael Clauzel 157380.3 2012 0
## 1930 43147 John Chester 157380.2 2012 1
## 1931 43148 Robert Toomey 157379.6 2012 0
## 1932 43149 Rhaymond Vizcarra 157369.0 2012 0
## 1933 43150 Luigi Cauteruccio 157362.1 2012 1
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## 1935 43152 Nicholas Brady 157354.6 2012 1
## 1936 43153 Joshua Fry 157319.4 2012 1
## 1937 43154 Jerome Manalastas 157303.4 2012 1
## 1938 43155 Rebecca Salazar 157292.2 2012 0
## 1939 43156 Carol Karen 157292.2 2012 1
## 1940 43157 Teresa Rivor 157284.1 2012 1
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## 1942 43159 Lalaine Pillazar 157277.1 2012 1
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## 1944 43161 Patrick Cesari 157263.0 2012 1
## 1945 43162 Al J Sangimino 157252.4 2012 1
## 1946 43163 Rondaa Jackson 157243.5 2012 1
## 1947 43164 Kelly Swift 157234.5 2012 1
## 1948 43165 Marilyn Barton 157232.0 2012 0
## 1949 43166 Jennifer Traw 157231.2 2012 1
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## 1953 43170 Kenneth Spielman 157195.5 2012 0
## 1954 43171 Maxwell Chikere 157167.8 2012 1
## 1955 43172 Marc Higa 157167.3 2012 1
## 1956 43173 Ruthanne Morentz 157149.6 2012 1
## 1957 43174 Carl Housh 157148.2 2012 1
## 1958 43175 Angela Patane 157146.7 2012 1
## 1959 43176 John Ascariz 157139.4 2012 0
## 1960 43177 Sonny West 157133.0 2012 0
## 1961 43178 Youcef Bouhamama 157131.7 2012 1
## 1962 43179 Monica Sheridan 157128.3 2012 1
## 1963 43180 Yuang-Tam Chiu 157125.5 2012 1
## 1964 43181 Elmer Lopez 157120.7 2012 1
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## 1974 43191 Ruth Dilts 157078.2 2012 1
## 1975 43192 Christian Marquez 157066.2 2012 1
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## 1978 43195 Barbara Dullea 157053.1 2012 1
## 1979 43196 Gustavo Castaneda 157038.8 2012 1
## 1980 43197 William Clarke 157036.8 2012 1
## 1981 43198 Tom Jankovic 157031.0 2012 1
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## 1983 43200 Huitier Choi 157011.1 2012 0
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## 1986 43203 Jason Gallegos 156988.1 2012 1
## 1987 43204 George Ficklin 156985.0 2012 1
## 1988 43205 Joern Kroll 156983.7 2012 0
## 1989 43206 Maria Carcamo 156981.3 2012 0
## 1990 43207 Angela Auyong 156967.0 2012 0
## 1991 43208 Emil Camozzi 156965.5 2012 0
## 1992 43209 Mary Tienken 156963.6 2012 1
## 1993 43210 Abraham Bollozos Jr 156957.4 2012 1
## 1994 43211 Sandra Valeros 156955.9 2012 1
## 1995 43212 Craig Wilson 156945.3 2012 1
## 1996 43213 Andrew Lucas 156934.0 2012 0
## 1997 43214 Michael Bain 156926.0 2012 0
## 1998 43215 Kevin Ison 156923.1 2012 1
## 1999 43216 Richard Jue 156920.3 2012 0
## 2000 43217 Carol Borden-Gomez 156910.1 2012 1
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## 2002 43219 Jean Etcheveste 156895.3 2012 1
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## 2004 43221 Zahid Khan 156872.5 2012 1
## 2005 43222 Huo Chen 156866.4 2012 0
## 2006 43223 Judith Foster 156863.6 2012 0
## 2007 43224 Alexander Popov 156855.9 2012 1
## 2008 43225 Sheila Washington-Andrew 156852.4 2012 1
## 2009 43226 Ronda Chu 156841.1 2012 0
## 2010 43227 Kevin Nakagawa 156839.4 2012 1
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## 2012 43229 Kim Patrice Klein 156836.1 2012 0
## 2013 43230 Richmond Curry 156832.1 2012 1
## 2014 43231 Chong Nie 156827.0 2012 0
## 2015 43232 Joan Scannell 156826.5 2012 0
## 2016 43233 Karin Breuer 156797.5 2012 0
## 2017 43234 Lara Fuentes 156795.2 2012 1
## 2018 43235 Tienthang Nguyen 156784.1 2012 0
## 2019 43236 Danny Nguyen 156766.3 2012 1
## 2020 43237 Andrew Johnson 156763.3 2012 0
## 2021 43238 Melvin Thornton 156757.4 2012 1
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## 2780 43997 Chris Vu Tran 150862.3 2012 1
## 2781 43998 Kathleen Mackerrow 150856.9 2012 1
## 2782 43999 Jina Tin 150837.2 2012 0
## 2783 44000 Myron Fong 150834.2 2012 0
## 2784 44001 Thomas Chu 150823.7 2012 0
## 2785 44002 John Robinson-Jr 150817.5 2012 0
## 2786 44003 Paul McGregor 150799.3 2012 0
## 2787 44004 Leland Valentine 150792.7 2012 0
## 2788 44005 Chenxi Shi 150779.5 2012 0
## 2789 44006 Michael Anderson 150776.3 2012 1
## 2790 44007 Bonnie Richardson 150769.7 2012 1
## 2791 44008 Elizabeth Eagon 150768.7 2012 0
## 2792 44009 Juanita Ragler 150767.2 2012 0
## 2793 44010 Jeffrey Wong 150753.7 2012 1
## 2794 44011 Augusto Canlas 150751.6 2012 1
## 2795 44012 Edmundo Saenz 150749.8 2012 1
## 2796 44013 Kahri Gill-Kehoe 150748.4 2012 1
## 2797 44014 Richard Balmy 150743.2 2012 1
## 2798 44015 Mohanned Malhi 150735.0 2012 0
## 2799 44016 David Bihr 150719.3 2012 1
## 2800 44017 Wilson Pham 150709.0 2012 1
## 2801 44018 John Hinchion 150698.1 2012 0
## 2802 44019 Richard Gee 150694.3 2012 0
## 2803 44020 John Leon 150686.8 2012 0
## 2804 44021 Johnny Mayorga 150665.4 2012 1
## 2805 44022 David Nehrkorn 150663.1 2012 1
## 2806 44023 Jere Ingram 150657.9 2012 1
## 2807 44024 Christine Lehn 150656.3 2012 1
## 2808 44025 Nancie Stockwell 150642.8 2012 0
## 2809 44026 David Morales 150641.6 2012 0
## 2810 44027 Phillip Calhoun 150641.6 2012 0
## 2811 44028 James OSullivan 150633.0 2012 1
## 2812 44029 Cornaal Branner 150631.7 2012 1
## 2813 44030 Renee Bruneman 150623.0 2012 1
## 2814 44031 Anthony Bazan 150620.2 2012 1
## 2815 44032 James Marsh 150617.3 2012 1
## 2816 44033 Andy Lam 150611.3 2012 0
## 2817 44034 Nicholas Alexander 150611.3 2012 1
## 2818 44035 Shome Vasudevan 150607.4 2012 1
## 2819 44036 Mira Lee 150601.4 2012 0
## 2820 44037 Sheryl Myers 150598.6 2012 0
## 2821 44038 Amanda Eckels 150579.5 2012 1
## 2822 44039 Mike Ng 150570.7 2012 1
## 2823 44040 Jose Hernandez 150567.2 2012 0
## 2824 44041 Christina Chan 150558.7 2012 0
## 2825 44042 Meghan Green 150553.7 2012 0
## 2826 44043 Nicole Jones 150541.0 2012 1
## 2827 44044 Koa Pickering 150536.5 2012 1
## 2828 44045 Robert LaRose 150535.6 2012 1
## 2829 44046 Felicia Haynes 150535.0 2012 1
## 2830 44047 Greg Ellis 150533.1 2012 0
## 2831 44048 Henry Parra Jr 150532.3 2012 1
## 2832 44049 James Biggins 150509.1 2012 0
## 2833 44050 Bin Yang 150506.8 2012 1
## 2834 44051 Eric Mar 150505.1 2012 1
## 2835 44052 Cady Wong 150498.5 2012 0
## 2836 44053 Cecilia Gonzalez 150480.8 2012 1
## 2837 44054 Rhonda Fung 150463.8 2012 1
## 2838 44055 Ryan Crockett 150461.9 2012 1
## 2839 44056 Bryant Mercado 150441.1 2012 1
## 2840 44057 Collin Wing 150437.7 2012 1
## 2841 44058 Scott St Hilaire 150435.8 2012 1
## 2842 44059 Ketric Mahoney 150435.2 2012 0
## 2843 44060 Gregg Olson 150430.6 2012 1
## 2844 44061 Bart Broome 150428.7 2012 1
## 2845 44062 Wynnie Ruan 150411.9 2012 0
## 2846 44063 Flordeliza Leviste 150407.1 2012 0
## 2847 44064 Sara Stratton 150406.5 2012 0
## 2848 44065 El Ceg Gonzales 150405.0 2012 0
## 2849 44066 Michael Androvich 150402.4 2012 0
## 2850 44067 Sherri Anderson 150376.4 2012 0
## 2851 44068 Timothy Ortiz 150374.5 2012 1
## 2852 44069 Robert Guzman 150372.5 2012 1
## 2853 44070 Rugene Galicia Jr 150366.3 2012 0
## 2854 44071 Oscar Abucay 150363.5 2012 0
## 2855 44072 Gene Sheets 150358.2 2012 0
## 2856 44073 Hung Nguyen 150341.4 2012 0
## 2857 44074 Cynthia Cornett 150335.4 2012 0
## 2858 44075 Eugene Irby 150333.2 2012 1
## 2859 44076 Alvin Louie 150329.6 2012 1
## 2860 44077 Malinda Yu 150324.4 2012 0
## 2861 44078 Brian Cauley 150316.8 2012 0
## 2862 44079 Linda Edelstein 150311.8 2012 0
## 2863 44080 Alton Chinn 150311.1 2012 0
## 2864 44081 Patrick Faye 150307.4 2012 1
## 2865 44082 Anthony Ababon 150305.2 2012 0
## 2866 44083 Zhong Qiu 150289.4 2012 1
## 2867 44084 Corinna Neustaetter 150286.0 2012 1
## 2868 44085 Hernan Villalobos 150283.7 2012 1
## 2869 44086 William Topoian 150267.8 2012 0
## 2870 44087 David Jacoby 150252.3 2012 0
## 2871 44088 Vanessa Conrad 150251.4 2012 1
## 2872 44089 Gema Arias 150249.2 2012 0
## 2873 44090 Lorrie Serna 150237.9 2012 1
## 2874 44091 Edna Ho 150235.5 2012 1
## 2875 44092 Steven Hajnal 150235.4 2012 0
## 2876 44093 Jeff Leano 150213.9 2012 1
## 2877 44094 Heath Maddox 150201.2 2012 0
## 2878 44095 Candiece Lewis 150188.3 2012 1
## 2879 44096 Andrew Navarro 150185.3 2012 0
## 2880 44097 Telicia Lewis 150184.7 2012 1
## 2881 44098 Khun Thi 150178.5 2012 1
## 2882 44099 John Femenia 150170.8 2012 1
## 2883 44100 Seamus Hodgin 150170.7 2012 1
## 2884 44101 Kim Lin 150168.2 2012 1
## 2885 44102 Patrick Williams 150167.7 2012 0
## 2886 44103 Robert Christman 150150.5 2012 0
## 2887 44104 James Naguina 150149.5 2012 1
## 2888 44105 Harry Vong 150148.2 2012 0
## 2889 44106 Carlos Hernandez 150146.6 2012 1
## 2890 44107 Arnold Rechsteiner 150142.3 2012 0
## 2891 44108 Rodney Phann 150134.5 2012 1
## 2892 44109 Virginia St Jean 150129.3 2012 0
## 2893 44110 Jimmy Kirk 150126.7 2012 0
## 2894 44111 Rose Baltazar 150117.7 2012 1
## 2895 44112 Michael Giles 150107.7 2012 0
## 2896 44113 Erma Weaver 150104.2 2012 0
## 2897 44114 Andy Chow 150100.5 2012 0
## 2898 44115 Roland Davantes 150095.2 2012 0
## 2899 44116 Rosa Rankin 150086.7 2012 0
## 2900 44117 Caroline Nguy 150081.4 2012 0
## 2901 44118 Richard Gulingan 150071.1 2012 0
## 2902 44119 Lewis Gillian 150059.7 2012 0
## 2903 44120 Blake Ryan 150057.4 2012 0
## 2904 44121 Chad Campos 150053.6 2012 0
## 2905 44122 Julie Wu 150049.7 2012 1
## 2906 44123 Antone Parascandolo Jr 150039.5 2012 1
## 2907 44124 Alexander Bell 150037.6 2012 1
## 2908 44125 Jaime Valle 150031.9 2012 0
## 2909 44126 Maria Iyog-O'Malley 150024.5 2012 0
## 2910 44127 Cynthia Ullmann 150013.6 2012 0
## 2911 44128 Timothy Ong 150013.3 2012 1
## 2912 44129 Adam Green 150009.7 2012 1
## 2913 44130 Armando Gonzalez 150002.2 2012 0
Generar una columna nueva al conjunto de datos
#Generar estados civiles
set.seed(1000) # Poner una semilla igual todos para generar la misma muestra
edocivil <- rep(1:5, 5000) # Es un repetición de 5000 valores entre 1 y 5
edocivil <- sample(edocivil, 2913) # sample genera una muestra de 2913 registros
edocivil
## [1] 3 4 2 2 5 5 5 5 1 1 4 2 1 4 3 2 3 2 5 4 1 1 4 1 1 2 4 5 5 3 4 2 4 4
## [35] 4 2 5 5 3 1 1 4 3 3 1 5 4 2 5 2 2 1 3 3 1 4 1 2 1 5 5 5 4 3 2 4 4 3
## [69] 5 3 4 2 2 1 1 5 3 1 4 4 1 2 1 3 2 3 4 1 2 1 1 3 4 3 1 5 5 1 5 3 1 5
## [103] 5 3 4 4 4 1 3 2 5 2 1 5 3 2 3 2 1 1 4 5 1 1 4 4 2 4 2 1 5 1 4 2 3 5
## [137] 1 2 5 3 3 4 1 4 1 1 5 5 4 5 2 2 5 5 1 1 4 5 2 4 5 1 5 5 2 5 5 1 5 5
## [171] 4 5 5 1 1 2 5 5 4 4 3 4 1 5 5 1 5 4 5 2 1 5 5 4 3 4 3 2 4 3 2 3 5 1
## [205] 3 2 4 2 1 4 2 3 5 5 4 5 4 2 3 5 1 5 4 5 5 3 4 3 5 1 3 5 1 4 2 3 3 2
## [239] 4 1 5 5 2 4 2 1 3 3 4 1 1 2 1 3 1 1 4 3 1 3 4 2 5 4 5 1 4 3 5 2 3 1
## [273] 3 1 4 5 2 4 4 1 2 4 3 4 2 2 5 2 3 1 3 2 3 5 1 2 2 5 4 3 5 4 1 2 2 2
## [307] 5 2 3 4 3 4 1 4 1 3 2 1 2 1 2 2 2 5 5 3 2 1 3 4 1 2 3 2 2 2 5 5 3 2
## [341] 2 3 3 4 3 5 3 2 1 2 2 2 2 2 1 5 1 3 1 4 4 2 5 3 4 2 3 4 4 5 4 2 5 5
## [375] 2 3 3 5 3 1 1 2 4 2 2 4 1 3 4 4 3 5 5 1 1 2 4 1 2 1 3 2 4 5 2 1 5 3
## [409] 4 4 5 2 3 5 2 3 1 3 2 1 1 4 5 2 5 3 2 2 5 4 4 3 5 1 2 5 5 4 4 5 4 5
## [443] 2 3 2 1 5 5 4 1 1 5 2 1 2 2 2 2 2 3 4 5 5 2 5 3 4 2 1 1 2 5 2 2 3 4
## [477] 5 1 2 5 5 3 3 1 2 4 5 4 5 3 4 4 5 2 3 2 1 2 4 5 1 5 1 1 5 2 4 1 5 1
## [511] 1 3 2 3 5 1 2 2 1 4 3 5 2 3 4 2 4 5 1 4 2 5 1 4 3 3 1 1 4 2 1 3 1 1
## [545] 1 3 1 2 5 2 2 4 4 3 4 4 2 1 4 2 3 4 3 1 3 4 3 1 1 5 4 4 5 2 2 1 5 2
## [579] 1 5 4 5 2 2 3 4 3 3 1 2 1 5 5 5 5 2 4 1 3 2 2 3 3 5 3 1 2 5 5 3 3 1
## [613] 5 4 3 2 2 3 2 3 2 5 4 2 3 2 3 3 1 2 1 3 3 5 5 3 2 2 4 1 4 3 2 1 5 5
## [647] 5 5 5 5 5 2 4 3 5 2 1 3 2 3 5 2 2 5 1 5 1 5 2 5 4 2 3 4 1 5 4 4 3 2
## [681] 2 2 2 2 2 1 3 2 3 4 4 3 4 2 3 2 2 1 2 1 3 1 5 4 4 3 2 2 3 5 3 4 5 1
## [715] 2 1 4 5 2 4 2 4 1 1 1 3 4 4 2 3 5 2 3 2 5 1 1 2 3 3 5 2 2 2 1 4 1 4
## [749] 3 1 3 5 2 2 5 1 1 5 5 3 2 1 2 3 2 3 1 5 4 5 3 2 4 5 5 2 3 1 1 4 5 1
## [783] 1 5 3 1 2 5 3 1 4 4 3 4 4 4 4 4 4 2 4 3 5 5 1 4 4 3 3 3 5 2 2 4 3 1
## [817] 2 3 1 1 1 5 2 2 4 2 5 5 1 2 4 4 2 2 3 2 1 1 1 1 5 2 4 4 1 5 2 3 3 4
## [851] 4 2 4 2 1 5 1 2 1 1 3 2 3 2 5 3 1 5 5 2 5 4 4 3 1 5 1 2 4 4 1 4 1 4
## [885] 4 3 4 3 2 4 4 4 3 3 4 3 1 1 4 4 5 1 1 3 2 4 5 5 5 1 5 3 1 3 3 3 2 2
## [919] 5 5 3 3 5 1 1 5 2 1 3 3 5 2 1 2 1 5 2 3 2 2 3 1 2 3 5 1 2 3 1 1 2 1
## [953] 3 5 4 4 5 2 2 4 2 2 1 2 4 1 4 2 4 1 2 4 3 3 5 4 4 2 2 3 1 1 1 4 3 5
## [987] 4 1 2 3 1 5 3 3 4 2 5 5 1 3 3 1 1 2 5 4 3 4 1 5 1 5 5 3 5 4 2 2 1 5
## [1021] 4 2 3 1 1 4 2 5 4 2 5 1 1 5 1 1 5 3 2 1 3 3 2 5 2 1 2 5 4 4 4 3 4 4
## [1055] 1 5 3 1 3 5 2 5 3 2 4 5 1 1 4 1 4 3 4 4 5 4 5 2 2 4 2 4 1 5 1 4 3 5
## [1089] 4 1 3 4 3 1 2 1 5 4 3 5 1 4 1 3 3 1 3 2 4 1 5 1 2 2 3 3 4 3 3 4 3 3
## [1123] 2 3 3 1 5 1 3 1 1 5 4 3 2 4 5 3 1 2 2 5 1 3 3 4 2 5 1 5 4 4 2 5 5 5
## [1157] 5 4 5 3 1 3 1 1 3 1 5 5 4 1 3 3 1 2 5 4 2 3 2 3 3 1 2 5 3 1 1 2 4 4
## [1191] 5 4 2 3 4 3 5 5 3 2 1 3 2 5 2 1 4 4 1 1 2 3 3 2 4 3 5 5 4 5 5 3 5 1
## [1225] 1 5 5 5 5 2 1 4 5 2 2 1 4 2 3 1 2 2 4 4 4 1 3 1 4 1 4 3 2 5 5 2 1 5
## [1259] 3 3 1 4 2 1 5 1 2 1 4 2 5 4 1 3 5 3 3 4 5 3 4 2 1 5 1 3 3 1 4 2 5 3
## [1293] 4 4 3 3 3 1 1 4 5 2 5 5 1 1 5 2 4 2 4 1 4 4 2 3 1 1 1 3 4 1 4 5 5 5
## [1327] 5 2 3 4 3 4 3 1 2 5 3 5 1 1 1 2 3 3 5 1 3 2 1 1 2 4 3 5 2 2 5 4 2 1
## [1361] 1 3 4 2 2 5 2 2 4 3 3 2 5 5 4 2 4 5 4 4 4 3 2 4 3 1 1 4 4 2 4 1 3 2
## [1395] 1 2 5 3 3 4 4 3 3 5 2 5 3 5 4 4 5 2 5 2 1 3 1 3 3 2 4 5 4 1 4 3 1 3
## [1429] 3 4 1 1 3 5 3 2 5 3 1 5 1 4 5 2 4 1 3 4 1 3 3 2 5 1 2 5 3 2 3 2 4 4
## [1463] 3 5 3 1 2 1 5 5 2 1 4 5 3 5 5 2 4 2 5 1 4 5 5 1 5 2 1 4 3 3 2 4 5 3
## [1497] 4 4 2 1 4 5 3 2 2 4 5 1 2 2 5 4 5 5 1 2 3 2 4 3 3 1 3 5 3 5 1 1 1 3
## [1531] 1 1 3 5 5 1 5 5 5 2 3 2 5 2 1 5 1 3 3 4 4 2 5 5 5 4 4 2 5 4 1 2 3 4
## [1565] 1 1 2 3 1 5 4 2 1 4 1 1 3 5 3 3 1 5 1 5 2 5 5 4 1 2 1 2 5 5 5 2 1 3
## [1599] 3 5 2 1 5 2 2 2 2 2 1 5 1 5 4 1 5 3 3 5 5 5 4 5 5 2 4 5 4 3 4 5 5 3
## [1633] 3 4 3 1 4 5 2 1 1 1 3 1 5 4 1 1 5 5 4 4 3 5 2 2 3 5 3 2 2 4 5 4 5 5
## [1667] 4 5 4 5 5 5 4 3 1 2 1 2 1 2 3 2 1 1 5 1 3 3 1 4 2 3 3 1 4 4 4 4 4 5
## [1701] 1 1 5 5 1 1 2 2 4 1 4 2 2 3 3 4 2 4 5 5 1 3 1 4 3 5 5 4 3 2 3 3 5 1
## [1735] 2 5 2 2 4 1 4 3 5 3 3 2 5 1 3 5 4 3 2 5 4 5 1 3 2 5 2 2 1 4 1 1 2 3
## [1769] 5 1 4 4 5 1 5 4 3 1 5 1 5 5 3 4 1 5 1 4 2 5 5 5 5 1 5 3 2 2 4 5 1 3
## [1803] 4 1 4 4 2 3 4 2 4 5 4 5 1 3 5 4 2 2 1 5 3 5 1 3 3 3 1 5 5 3 5 4 1 1
## [1837] 4 1 1 5 4 3 5 5 2 1 2 1 5 3 4 2 1 4 1 1 1 4 1 1 2 3 3 4 4 2 5 4 2 3
## [1871] 3 1 5 4 2 2 1 3 3 2 4 2 4 2 4 2 2 3 1 1 5 1 5 4 3 4 1 5 4 5 2 1 3 5
## [1905] 1 2 5 4 2 2 2 5 1 2 3 4 5 1 1 3 1 5 3 5 3 2 4 4 5 3 5 3 1 3 3 1 1 5
## [1939] 4 1 1 5 2 4 1 3 3 5 3 4 5 3 4 4 4 4 2 3 4 3 2 3 2 2 3 1 1 5 3 4 2 2
## [1973] 5 4 4 1 4 4 2 3 2 4 4 2 5 2 5 1 5 1 4 3 4 4 3 5 4 1 1 2 5 1 5 3 4 2
## [2007] 2 5 2 4 1 3 5 4 4 1 5 2 3 4 1 4 5 3 2 1 5 4 2 5 5 4 4 3 5 2 5 1 5 3
## [2041] 1 2 3 4 2 1 1 5 3 2 5 2 5 4 2 1 2 5 4 1 1 1 1 1 4 2 5 2 1 5 1 5 5 2
## [2075] 4 4 1 2 4 2 1 1 3 2 4 3 1 2 2 1 2 1 2 2 1 4 5 4 3 1 5 1 1 4 3 4 4 4
## [2109] 2 4 4 2 3 4 1 4 3 5 2 4 4 4 2 2 4 4 5 1 2 3 2 5 4 3 3 2 1 3 4 5 3 4
## [2143] 3 2 4 3 2 5 3 1 5 1 4 4 1 4 1 2 5 4 3 2 4 4 1 3 5 3 2 4 2 3 4 3 1 3
## [2177] 4 2 4 4 5 1 2 3 3 5 3 2 1 3 4 3 5 1 2 5 3 2 4 4 5 2 1 5 4 1 5 5 4 4
## [2211] 4 3 3 2 5 2 1 5 4 3 2 2 1 4 2 4 4 1 2 1 5 3 5 4 2 3 3 4 5 4 4 5 3 4
## [2245] 1 2 3 5 2 4 4 5 3 1 2 5 3 2 1 1 5 2 2 3 4 2 3 1 1 5 3 5 4 3 3 5 2 3
## [2279] 4 1 4 1 3 1 1 2 2 2 1 4 5 2 1 3 1 4 3 4 2 4 3 4 3 3 1 2 1 3 4 4 2 3
## [2313] 2 5 4 1 1 1 5 5 2 5 3 3 3 5 2 3 3 4 1 4 5 4 1 1 5 2 1 4 3 1 2 3 2 4
## [2347] 4 5 2 3 1 2 5 3 4 2 3 2 2 5 1 3 5 1 2 5 5 1 1 3 2 1 1 3 1 4 2 4 5 4
## [2381] 5 5 4 3 4 5 4 1 4 4 4 4 2 1 4 2 1 4 2 5 2 1 3 4 1 2 5 4 1 2 2 3 3 5
## [2415] 2 3 3 1 3 2 5 1 5 1 5 3 2 3 4 1 2 1 5 1 3 5 2 1 5 2 1 3 3 5 5 4 4 5
## [2449] 1 1 3 5 3 2 4 1 1 1 2 4 1 5 4 2 1 2 5 2 3 3 3 5 3 4 2 4 4 1 4 5 4 2
## [2483] 3 2 4 1 3 4 1 2 1 5 3 1 3 3 4 5 3 3 1 1 5 1 5 4 3 5 2 2 2 1 3 4 4 2
## [2517] 2 1 5 5 2 1 5 4 4 2 1 2 4 3 1 4 3 3 2 4 4 3 4 5 1 1 3 4 2 2 2 2 5 2
## [2551] 3 5 4 3 2 5 1 1 4 1 1 3 2 2 4 4 4 2 1 3 4 5 2 4 3 2 5 4 1 1 3 4 5 1
## [2585] 2 5 5 1 2 1 1 4 3 3 3 3 3 3 1 1 2 4 4 1 4 2 4 1 3 3 1 1 3 3 2 2 4 5
## [2619] 1 3 1 1 3 1 5 4 5 5 4 1 3 4 4 5 3 4 1 2 2 5 1 2 2 1 1 2 3 1 3 5 3 4
## [2653] 5 2 4 5 5 3 4 5 1 1 2 4 3 1 2 4 4 3 2 4 5 5 1 4 4 4 1 4 2 5 1 4 3 1
## [2687] 2 3 5 3 4 5 4 3 2 3 5 4 4 1 5 3 2 4 4 2 4 4 2 1 2 5 1 5 4 2 2 5 4 1
## [2721] 2 2 2 5 3 4 1 5 2 2 2 2 2 3 5 1 4 3 2 5 5 1 5 4 3 3 4 4 2 5 5 5 3 4
## [2755] 3 2 2 2 4 3 5 4 3 4 4 1 2 2 3 1 2 4 2 3 3 1 2 2 3 1 1 1 5 1 1 4 4 2
## [2789] 1 3 2 4 3 2 2 1 1 4 3 3 3 2 4 1 5 1 3 2 4 4 3 2 3 1 3 3 2 4 3 4 3 2
## [2823] 1 5 1 4 3 5 4 3 2 3 3 5 2 1 2 2 3 1 4 3 4 4 3 5 3 4 5 4 1 3 2 1 2 3
## [2857] 3 3 3 1 4 4 3 2 5 2 3 4 3 3 4 4 3 4 1 3 4 4 5 2 4 3 5 2 3 3 3 2 4 5
## [2891] 2 2 5 2 2 4 2 4 5 5 5 4 4 4 1 1 1 5 4 1 3 5 1
cuales <- mutate(cuales, EstadoCivil = edocivil)
head(cuales, 10)
## Id EmployeeName TotalPayBenefits Year genero EstadoCivil
## 1 41218 Cheryl De Lemos 169995.4 2012 1 3
## 2 41219 Daniel Godfrey 169990.1 2012 1 4
## 3 41220 Robert Harvey 169982.0 2012 0 2
## 4 41221 Lawrence McDonnell 169980.4 2012 0 2
## 5 41222 Sergio Chavez 169973.1 2012 1 5
## 6 41223 Michael Grande 169970.4 2012 0 5
## 7 41224 Jeffrey Chow 169963.2 2012 1 5
## 8 41225 Winilyn Hidalgo 169960.5 2012 1 5
## 9 41226 Rodney Lee 169960.3 2012 1 1
## 10 41227 Lucille Palma 169940.8 2012 0 1
cuales
## Id EmployeeName TotalPayBenefits Year genero
## 1 41218 Cheryl De Lemos 169995.4 2012 1
## 2 41219 Daniel Godfrey 169990.1 2012 1
## 3 41220 Robert Harvey 169982.0 2012 0
## 4 41221 Lawrence McDonnell 169980.4 2012 0
## 5 41222 Sergio Chavez 169973.1 2012 1
## 6 41223 Michael Grande 169970.4 2012 0
## 7 41224 Jeffrey Chow 169963.2 2012 1
## 8 41225 Winilyn Hidalgo 169960.5 2012 1
## 9 41226 Rodney Lee 169960.3 2012 1
## 10 41227 Lucille Palma 169940.8 2012 0
## 11 41228 Jonathan Rapp 169939.2 2012 1
## 12 41229 Ajay Saxena 169936.3 2012 0
## 13 41230 Albert Tom 169933.8 2012 0
## 14 41231 Edith Hammond 169930.6 2012 1
## 15 41232 Hector Tam 169925.7 2012 1
## 16 41233 Eugene Ling 169898.1 2012 1
## 17 41234 Xing Wang 169897.1 2012 1
## 18 41235 Crystal McDonald 169893.1 2012 0
## 19 41236 Patrick Cox 169890.4 2012 1
## 20 41237 Balraj Singh Rai 169887.5 2012 1
## 21 41238 Jennifer Northridge 169879.5 2012 1
## 22 41239 Roger Fong 169876.2 2012 0
## 23 41240 Edgar Tabo 169876.1 2012 1
## 24 41241 Kin Lee 169864.1 2012 0
## 25 41242 Kevin Adkins 169849.0 2012 1
## 26 41243 Curtis Caldwell 169837.2 2012 0
## 27 41244 Dianna Yanez 169831.5 2012 1
## 28 41245 Samuel Yu 169820.4 2012 1
## 29 41246 Eugene Shu 169811.9 2012 1
## 30 41247 Dale Winniford 169799.7 2012 1
## 31 41248 Clifford Burkhart 169798.2 2012 0
## 32 41249 Suzanne Miller 169794.0 2012 0
## 33 41250 Catheryn Williams 169791.3 2012 0
## 34 41251 Stephen Gritsch 169741.6 2012 0
## 35 41252 Maria Cecilia Martin 169740.3 2012 1
## 36 41253 Russell Roby 169736.7 2012 1
## 37 41254 Lawrence Soe 169732.1 2012 1
## 38 41255 Stephon Degand 169723.0 2012 0
## 39 41256 Michelle Tong 169704.5 2012 1
## 40 41257 James Kazarian 169704.2 2012 0
## 41 41258 Violeta Del Mundo 169699.7 2012 0
## 42 41259 Fred Lew 169693.3 2012 1
## 43 41260 Donald Bannett 169688.4 2012 1
## 44 41261 Miles Young 169673.6 2012 0
## 45 41262 Victor Le 169660.8 2012 0
## 46 41263 Eric Louie 169660.2 2012 1
## 47 41264 Lawrence Ng 169654.4 2012 1
## 48 41265 Eduard Ochoa 169639.7 2012 0
## 49 41266 Geoffrey Clayton 169635.6 2012 1
## 50 41267 Rona Sandler 169633.7 2012 1
## 51 41268 Larry Para 169624.0 2012 1
## 52 41269 Tracy Miesen 169619.6 2012 1
## 53 41270 Linda Moore 169607.8 2012 1
## 54 41271 Kaushal Bhaskar 169591.4 2012 0
## 55 41272 Moses Bautista 169562.9 2012 0
## 56 41273 Sophal Chea 169556.0 2012 1
## 57 41274 John Edward Herbert 169540.4 2012 0
## 58 41275 Shao Ping Lai 169540.4 2012 0
## 59 41276 William McCarthy 169527.5 2012 1
## 60 41277 Keith Baraka 169526.0 2012 0
## 61 41278 Richie Owyang 169518.8 2012 0
## 62 41279 Kenyon Bowers 169509.4 2012 0
## 63 41280 Herbert Mariano 169502.8 2012 0
## 64 41281 Maria Perez 169493.4 2012 0
## 65 41282 Gail Clabby 169492.0 2012 1
## 66 41283 Philip Secondez 169485.0 2012 0
## 67 41284 Marco Desangles 169480.8 2012 0
## 68 41285 Wilfredo Arquiza 169479.5 2012 0
## 69 41286 David Sands 169467.2 2012 1
## 70 41287 M J Castagnola 169463.2 2012 0
## 71 41288 Edwin Gaffud 169454.9 2012 0
## 72 41289 Sarah Lindley 169453.5 2012 1
## 73 41290 Carlos Manfredi 169442.4 2012 1
## 74 41291 Cathal Hennessy 169442.1 2012 1
## 75 41292 Diana Rosenstein 169432.1 2012 0
## 76 41293 Mary Russo 169431.2 2012 0
## 77 41294 Jeffrey Spano 169411.1 2012 0
## 78 41295 Craig Wong 169409.1 2012 1
## 79 41296 Fidel Gonzalez 169378.5 2012 1
## 80 41297 Deborah Heuerman 169373.7 2012 0
## 81 41298 Maria Lopez 169357.5 2012 0
## 82 41299 Diane Scarlet 169355.0 2012 0
## 83 41300 Cassandra Chapman-Tabor 169343.9 2012 0
## 84 41301 Gabriel Rodriguez 169331.7 2012 0
## 85 41302 Jeff Lai 169315.0 2012 0
## 86 41303 Thomas Macmahon 169308.8 2012 0
## 87 41304 Burton Wan 169307.1 2012 0
## 88 41305 Edwin Lee 169304.4 2012 0
## 89 41306 Kenneth Lim 169296.0 2012 0
## 90 41307 Thanh Nguyen 169295.9 2012 1
## 91 41308 Robert Boughn 169290.0 2012 1
## 92 41309 Joseph Boyle 169275.7 2012 0
## 93 41310 Antonio Balingit 169272.0 2012 1
## 94 41311 Garrett Edwards 169266.9 2012 1
## 95 41312 Shane Oneill 169255.5 2012 1
## 96 41313 Mary Callahan 169245.2 2012 0
## 97 41314 George Engel 169243.8 2012 1
## 98 41315 Barry Parker 169242.4 2012 0
## 99 41316 Jonathan Rider 169240.6 2012 0
## 100 41317 William Reilly 169239.7 2012 0
## 101 41318 Oren Davis 169235.3 2012 1
## 102 41319 Shauna Rose 169218.2 2012 1
## 103 41320 John Rowland 169217.7 2012 0
## 104 41321 Raymond Padmore 169214.4 2012 0
## 105 41322 Carol Davenport 169211.9 2012 1
## 106 41323 Edward Carew 169203.0 2012 1
## 107 41324 Rodney Fitzpatrick 169192.4 2012 0
## 108 41325 Lily Wang 169191.7 2012 0
## 109 41326 Yvonne Fuentes-Pattishall 169171.5 2012 0
## 110 41327 Elpidio Seletaria Jr 169161.2 2012 1
## 111 41328 Eric Kjelsberg 169150.7 2012 1
## 112 41329 James Grant 169136.8 2012 0
## 113 41330 Yin Chan 169131.3 2012 0
## 114 41331 Manito Velasco 169130.3 2012 1
## 115 41332 Lavante Mitchell 169126.5 2012 0
## 116 41333 Simon Tam 169123.0 2012 0
## 117 41334 Amy Swanson 169121.9 2012 0
## 118 41335 Armando Quintana 169112.3 2012 0
## 119 41336 Stephen OSullivan 169107.8 2012 1
## 120 41337 Romina Izaguirre 169091.8 2012 1
## 121 41338 Victor Siao 169089.8 2012 0
## 122 41339 Thomas Petersen 169089.4 2012 0
## 123 41340 Angelo Spagnoli 169087.7 2012 0
## 124 41341 Joseph Molinari 169082.7 2012 1
## 125 41342 Chhunmeng Tov 169061.5 2012 1
## 126 41343 Kevin Stancombe 169057.4 2012 1
## 127 41344 Andy Wong 169051.6 2012 1
## 128 41345 Eric Kondo 169042.5 2012 1
## 129 41346 Ronald Lombardi 169035.7 2012 0
## 130 41347 John Hallisy 169028.5 2012 1
## 131 41348 David Camerlo 169028.5 2012 0
## 132 41349 Thomas Jang 169020.9 2012 0
## 133 41350 Richard Graham 169017.5 2012 1
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## 1841 43058 Michael Li 157930.7 2012 0
## 1842 43059 Denisha Haynes 157928.0 2012 1
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## 1844 43061 Charles Copeland 157915.3 2012 0
## 1845 43062 Tracy Gasanyan 157911.1 2012 0
## 1846 43063 Raul Elias 157900.5 2012 0
## 1847 43064 Chahmal Kerow 157895.6 2012 1
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## 1850 43067 Jonathon Lucchetti 157879.8 2012 0
## 1851 43068 Robert Belt 157878.4 2012 1
## 1852 43069 Ana Vieira-Ribeiro 157878.2 2012 0
## 1853 43070 Gigi George 157875.7 2012 1
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## 1856 43073 Paulina Araica 157855.9 2012 0
## 1857 43074 Jordan Oryall 157846.7 2012 1
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## 1859 43076 Armando Limon 157839.8 2012 1
## 1860 43077 Nathan Bernard 157834.6 2012 0
## 1861 43078 Joseph Valdez 157810.1 2012 0
## 1862 43079 Oscar Wallace 157790.6 2012 0
## 1863 43080 Jenny Lopez 157788.6 2012 1
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## 1866 43083 Marc Majors 157743.1 2012 1
## 1867 43084 Ricardo Miles 157742.2 2012 1
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## 1869 43086 Craig Brandolino 157732.7 2012 0
## 1870 43087 Donn Vasquez 157731.1 2012 1
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## 1876 43093 Victor Chan 157698.0 2012 1
## 1877 43094 Murat Bozkurt 157696.2 2012 0
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## 1881 43098 Lonnie Robbins 157671.5 2012 0
## 1882 43099 Rafael Guzman 157665.8 2012 0
## 1883 43100 Michelle Spears 157660.8 2012 0
## 1884 43101 Mercy Ambat 157658.9 2012 1
## 1885 43102 Patti Viri 157656.2 2012 1
## 1886 43103 Oscar Gee 157651.4 2012 1
## 1887 43104 Stephen Bucy 157633.3 2012 1
## 1888 43105 Diane Artz 157631.0 2012 0
## 1889 43106 Michelle Day 157630.0 2012 1
## 1890 43107 Jeffrey Babb 157618.9 2012 1
## 1891 43108 Peter Walker 157610.5 2012 0
## 1892 43109 Jelina Enriquez 157606.7 2012 0
## 1893 43110 Rick Figari 157597.5 2012 0
## 1894 43111 Sheri Lee 157592.3 2012 0
## 1895 43112 Marco Evoniuk 157586.6 2012 1
## 1896 43113 Yolanda Quisao 157586.2 2012 1
## 1897 43114 Rigoberto Haro 157576.9 2012 0
## 1898 43115 Vicki Gross 157572.7 2012 0
## 1899 43116 Thomas Fenwick 157571.0 2012 0
## 1900 43117 Jasmine Suguitan 157569.6 2012 0
## 1901 43118 Jacob Gilchrist 157566.2 2012 1
## 1902 43119 Enrique Luquin 157556.5 2012 1
## 1903 43120 Linda Taing 157549.6 2012 0
## 1904 43121 Rosalyn Rouede 157546.3 2012 0
## 1905 43122 Fabian Perez 157532.0 2012 1
## 1906 43123 Martin Scanlan 157529.7 2012 1
## 1907 43124 Angie Lee 157525.3 2012 1
## 1908 43125 Jennifer Marino 157512.3 2012 1
## 1909 43126 Gigi Ricasa 157509.0 2012 0
## 1910 43127 Dalton Hom 157503.8 2012 0
## 1911 43128 Faenetta Hutchings 157490.0 2012 0
## 1912 43129 Naiyapakorn Nakornkhet 157479.4 2012 0
## 1913 43130 John Higgins 157478.8 2012 0
## 1914 43131 Michael Kellogg 157472.8 2012 1
## 1915 43132 William Brunicardi 157461.8 2012 1
## 1916 43133 Lily Ng 157438.6 2012 0
## 1917 43134 Yim Chan 157433.2 2012 0
## 1918 43135 Sheila Calabro 157431.9 2012 1
## 1919 43136 Beverly Jew 157426.8 2012 0
## 1920 43137 Phong Nguyen 157424.0 2012 0
## 1921 43138 Agustin Perez 157412.4 2012 1
## 1922 43139 George Antoniotti 157406.3 2012 0
## 1923 43140 Kenny Wong 157406.0 2012 0
## 1924 43141 Eugene Paras 157405.2 2012 0
## 1925 43142 Holland Stephens 157396.8 2012 0
## 1926 43143 Edward Greene 157393.9 2012 0
## 1927 43144 Milton Khuu 157393.9 2012 0
## 1928 43145 Jeffrey Ranta 157383.9 2012 1
## 1929 43146 Michael Clauzel 157380.3 2012 0
## 1930 43147 John Chester 157380.2 2012 1
## 1931 43148 Robert Toomey 157379.6 2012 0
## 1932 43149 Rhaymond Vizcarra 157369.0 2012 0
## 1933 43150 Luigi Cauteruccio 157362.1 2012 1
## 1934 43151 Michael Broussard 157360.5 2012 1
## 1935 43152 Nicholas Brady 157354.6 2012 1
## 1936 43153 Joshua Fry 157319.4 2012 1
## 1937 43154 Jerome Manalastas 157303.4 2012 1
## 1938 43155 Rebecca Salazar 157292.2 2012 0
## 1939 43156 Carol Karen 157292.2 2012 1
## 1940 43157 Teresa Rivor 157284.1 2012 1
## 1941 43158 Walter Podesta Jr 157281.0 2012 0
## 1942 43159 Lalaine Pillazar 157277.1 2012 1
## 1943 43160 Charles Chan 157275.2 2012 1
## 1944 43161 Patrick Cesari 157263.0 2012 1
## 1945 43162 Al J Sangimino 157252.4 2012 1
## 1946 43163 Rondaa Jackson 157243.5 2012 1
## 1947 43164 Kelly Swift 157234.5 2012 1
## 1948 43165 Marilyn Barton 157232.0 2012 0
## 1949 43166 Jennifer Traw 157231.2 2012 1
## 1950 43167 Chung Mak 157225.5 2012 1
## 1951 43168 Chris Domerofski 157207.5 2012 0
## 1952 43169 Katy Bersamin 157202.8 2012 0
## 1953 43170 Kenneth Spielman 157195.5 2012 0
## 1954 43171 Maxwell Chikere 157167.8 2012 1
## 1955 43172 Marc Higa 157167.3 2012 1
## 1956 43173 Ruthanne Morentz 157149.6 2012 1
## 1957 43174 Carl Housh 157148.2 2012 1
## 1958 43175 Angela Patane 157146.7 2012 1
## 1959 43176 John Ascariz 157139.4 2012 0
## 1960 43177 Sonny West 157133.0 2012 0
## 1961 43178 Youcef Bouhamama 157131.7 2012 1
## 1962 43179 Monica Sheridan 157128.3 2012 1
## 1963 43180 Yuang-Tam Chiu 157125.5 2012 1
## 1964 43181 Elmer Lopez 157120.7 2012 1
## 1965 43182 Darryl Fields 157120.1 2012 1
## 1966 43183 Daryl Chang 157116.3 2012 1
## 1967 43184 Eduardo Rosete 157110.5 2012 0
## 1968 43185 Meghan Tiernan 157102.6 2012 0
## 1969 43186 Jnell Gray 157101.4 2012 0
## 1970 43187 Andrew Karcs 157100.0 2012 0
## 1971 43188 John Reeb 157099.8 2012 0
## 1972 43189 Hector Martinez 157096.5 2012 1
## 1973 43190 David Pagan 157090.5 2012 0
## 1974 43191 Ruth Dilts 157078.2 2012 1
## 1975 43192 Christian Marquez 157066.2 2012 1
## 1976 43193 Daniel Adams 157062.7 2012 1
## 1977 43194 Jimmy Lee 157056.9 2012 1
## 1978 43195 Barbara Dullea 157053.1 2012 1
## 1979 43196 Gustavo Castaneda 157038.8 2012 1
## 1980 43197 William Clarke 157036.8 2012 1
## 1981 43198 Tom Jankovic 157031.0 2012 1
## 1982 43199 Pedro Vieira 157026.4 2012 0
## 1983 43200 Huitier Choi 157011.1 2012 0
## 1984 43201 Jo Ann Bryce 157003.6 2012 0
## 1985 43202 Ian Richards 156995.5 2012 0
## 1986 43203 Jason Gallegos 156988.1 2012 1
## 1987 43204 George Ficklin 156985.0 2012 1
## 1988 43205 Joern Kroll 156983.7 2012 0
## 1989 43206 Maria Carcamo 156981.3 2012 0
## 1990 43207 Angela Auyong 156967.0 2012 0
## 1991 43208 Emil Camozzi 156965.5 2012 0
## 1992 43209 Mary Tienken 156963.6 2012 1
## 1993 43210 Abraham Bollozos Jr 156957.4 2012 1
## 1994 43211 Sandra Valeros 156955.9 2012 1
## 1995 43212 Craig Wilson 156945.3 2012 1
## 1996 43213 Andrew Lucas 156934.0 2012 0
## 1997 43214 Michael Bain 156926.0 2012 0
## 1998 43215 Kevin Ison 156923.1 2012 1
## 1999 43216 Richard Jue 156920.3 2012 0
## 2000 43217 Carol Borden-Gomez 156910.1 2012 1
## 2001 43218 Erik Morris 156900.7 2012 0
## 2002 43219 Jean Etcheveste 156895.3 2012 1
## 2003 43220 Timothy Overall 156874.0 2012 0
## 2004 43221 Zahid Khan 156872.5 2012 1
## 2005 43222 Huo Chen 156866.4 2012 0
## 2006 43223 Judith Foster 156863.6 2012 0
## 2007 43224 Alexander Popov 156855.9 2012 1
## 2008 43225 Sheila Washington-Andrew 156852.4 2012 1
## 2009 43226 Ronda Chu 156841.1 2012 0
## 2010 43227 Kevin Nakagawa 156839.4 2012 1
## 2011 43228 Willie Crawford 156836.2 2012 0
## 2012 43229 Kim Patrice Klein 156836.1 2012 0
## 2013 43230 Richmond Curry 156832.1 2012 1
## 2014 43231 Chong Nie 156827.0 2012 0
## 2015 43232 Joan Scannell 156826.5 2012 0
## 2016 43233 Karin Breuer 156797.5 2012 0
## 2017 43234 Lara Fuentes 156795.2 2012 1
## 2018 43235 Tienthang Nguyen 156784.1 2012 0
## 2019 43236 Danny Nguyen 156766.3 2012 1
## 2020 43237 Andrew Johnson 156763.3 2012 0
## 2021 43238 Melvin Thornton 156757.4 2012 1
## 2022 43239 Peter Lau 156753.6 2012 1
## 2023 43240 Thomas Tachis 156752.4 2012 1
## 2024 43241 Janet Castellanos 156743.0 2012 0
## 2025 43242 Shawn Ewing 156740.4 2012 0
## 2026 43243 James Cerenio 156738.4 2012 0
## 2027 43244 David Rojas 156738.0 2012 1
## 2028 43245 Robert Ward 156724.6 2012 0
## 2029 43246 Alphonso Livingston 156720.8 2012 1
## 2030 43247 Mazen Barbari 156706.8 2012 0
## 2031 43248 Paul Brennan 156701.7 2012 1
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## 2033 43250 Sheila Garrett 156698.4 2012 1
## 2034 43251 Christine McCormick 156696.6 2012 1
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## 2037 43254 Deborah Craven-Green 156686.6 2012 1
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## 2045 43262 Ken Louie 156627.1 2012 1
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## 2050 43267 Thu Vaing 156577.8 2012 0
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## 2052 43269 Spencer Lee 156560.3 2012 1
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## 2055 43272 James Crowley 156546.2 2012 1
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## 2058 43275 Phung Nguyen 156512.6 2012 0
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## 2064 43281 Ronald McGoldrick 156480.0 2012 0
## 2065 43282 Brian Sak 156456.3 2012 0
## 2066 43283 Gia Espinocilla 156452.9 2012 1
## 2067 43284 Patricia Dowling 156450.8 2012 0
## 2068 43285 Kate Joshua 156435.4 2012 1
## 2069 43286 Mary McGinty 156430.4 2012 1
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## 2858 3
## 2859 3
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## 2884 2
## 2885 3
## 2886 3
## 2887 3
## 2888 2
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## 2890 5
## 2891 2
## 2892 2
## 2893 5
## 2894 2
## 2895 2
## 2896 4
## 2897 2
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## 2899 5
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## 2901 5
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## 2913 1
Cuantos hay de genero 0 y de genero 1
# Genera una tabla cruzada o lo que es o mismo al frecuencia de clases de algua variable en este caso genero
table(cuales$genero)
##
## 0 1
## 1468 1445
Cuantos hay de genero 0 y de genero 1
# Genera una tabla cruzada o lo que es o mismo al frecuencia de clases de algua variable en este caso estado civil
table(cuales$EstadoCivil)
##
## 1 2 3 4 5
## 593 593 564 593 570
Vamos a ver un histograma por genero
barplot(table(cuales$genero))
Vamos a ver un barplot del estado civil
barplot(table(cuales$EstadoCivil))
