practica 7 Analisis_datos salarios
socorro solano
28/6/2019
Objetivo: A partir de un conjunto de datos filtrar para obtener informacion pertinente.
Las librerías
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, unionrequire(stats) # Para tener la misma semilla cuando la generemosllamar los datos
# Cargar datos de salarios
# salarios <- read.csv("Va la ruta en donde estan los datos")
salarios <- read.csv("C:/Users/solare/Documents/ciencia de los datos/datos/Salaries.csv")
#salarios # Ya no los queremos ver
str(salarios)## 'data.frame': 148654 obs. of 13 variables:
## $ Id : int 1 2 3 4 5 6 7 8 9 10 ...
## $ EmployeeName : Factor w/ 110810 levels "A Bernard Fatooh",..: 77636 34712 1560 17232 81101 23164 3271 22709 73975 47938 ...
## $ JobTitle : Factor w/ 2159 levels "Account Clerk",..: 836 298 298 2149 594 135 246 609 246 370 ...
## $ BasePay : num 167411 155966 212739 77916 134402 ...
## $ OvertimePay : num 0 245132 106088 56121 9737 ...
## $ OtherPay : num 400184 137811 16453 198307 182235 ...
## $ Benefits : num NA NA NA NA NA NA NA NA NA NA ...
## $ TotalPay : num 567595 538909 335280 332344 326373 ...
## $ TotalPayBenefits: num 567595 538909 335280 332344 326373 ...
## $ Year : int 2011 2011 2011 2011 2011 2011 2011 2011 2011 2011 ...
## $ Notes : logi NA NA NA NA NA NA ...
## $ Agency : Factor w/ 1 level "San Francisco": 1 1 1 1 1 1 1 1 1 1 ...
## $ Status : Factor w/ 3 levels "","FT","PT": 1 1 1 1 1 1 1 1 1 1 ...summary(salarios)## Id EmployeeName
## Min. : 1 Kevin Lee : 13
## 1st Qu.: 37164 Richard Lee : 11
## Median : 74328 Steven Lee : 11
## Mean : 74328 William Wong: 11
## 3rd Qu.:111491 John Chan : 9
## Max. :148654 KEVIN LEE : 9
## (Other) :148590
## JobTitle BasePay
## Transit Operator : 7036 Min. : -166
## Special Nurse : 4389 1st Qu.: 33588
## Registered Nurse : 3736 Median : 65007
## Public Svc Aide-Public Works: 2518 Mean : 66325
## Police Officer 3 : 2421 3rd Qu.: 94691
## Custodian : 2418 Max. :319275
## (Other) :126136 NA's :609
## OvertimePay OtherPay Benefits
## Min. : -0.01 Min. : -7058.6 Min. : -33.89
## 1st Qu.: 0.00 1st Qu.: 0.0 1st Qu.:11535.40
## Median : 0.00 Median : 811.3 Median :28628.62
## Mean : 5066.06 Mean : 3648.8 Mean :25007.89
## 3rd Qu.: 4658.18 3rd Qu.: 4236.1 3rd Qu.:35566.86
## Max. :245131.88 Max. :400184.2 Max. :96570.66
## NA's :4 NA's :4 NA's :36163
## TotalPay TotalPayBenefits Year Notes
## Min. : -618.1 Min. : -618.1 Min. :2011 Mode:logical
## 1st Qu.: 36169.0 1st Qu.: 44065.7 1st Qu.:2012 NA's:148654
## Median : 71426.6 Median : 92404.1 Median :2013
## Mean : 74768.3 Mean : 93692.6 Mean :2013
## 3rd Qu.:105839.1 3rd Qu.:132876.5 3rd Qu.:2014
## Max. :567595.4 Max. :567595.4 Max. :2014
##
## Agency Status
## San Francisco:148654 :110535
## FT: 22334
## PT: 15785
##
##
##
## head(salarios) # Los primeros seis registros## Id EmployeeName JobTitle
## 1 1 NATHANIEL FORD GENERAL MANAGER-METROPOLITAN TRANSIT AUTHORITY
## 2 2 GARY JIMENEZ CAPTAIN III (POLICE DEPARTMENT)
## 3 3 ALBERT PARDINI CAPTAIN III (POLICE DEPARTMENT)
## 4 4 CHRISTOPHER CHONG WIRE ROPE CABLE MAINTENANCE MECHANIC
## 5 5 PATRICK GARDNER DEPUTY CHIEF OF DEPARTMENT,(FIRE DEPARTMENT)
## 6 6 DAVID SULLIVAN ASSISTANT DEPUTY CHIEF II
## BasePay OvertimePay OtherPay Benefits TotalPay TotalPayBenefits Year
## 1 167411.2 0.00 400184.2 NA 567595.4 567595.4 2011
## 2 155966.0 245131.88 137811.4 NA 538909.3 538909.3 2011
## 3 212739.1 106088.18 16452.6 NA 335279.9 335279.9 2011
## 4 77916.0 56120.71 198306.9 NA 332343.6 332343.6 2011
## 5 134401.6 9737.00 182234.6 NA 326373.2 326373.2 2011
## 6 118602.0 8601.00 189082.7 NA 316285.7 316285.7 2011
## Notes Agency Status
## 1 NA San Francisco
## 2 NA San Francisco
## 3 NA San Francisco
## 4 NA San Francisco
## 5 NA San Francisco
## 6 NA San FranciscoFitrar datos de empleado Kevin Lee & Year == 2012
filter(salarios, EmployeeName == "Kevin Lee")## Id EmployeeName JobTitle BasePay
## 1 39716 Kevin Lee Police Officer 3 115866.90
## 2 40571 Kevin Lee Police Officer 3 117171.41
## 3 42511 Kevin Lee Electrical Transit System Mech 79220.54
## 4 49271 Kevin Lee Deputy Court Clerk III 84512.32
## 5 49440 Kevin Lee Deputy Court Clerk III 84512.34
## 6 50124 Kevin Lee Personnel Analyst 83382.00
## 7 52234 Kevin Lee Senior Parking Control Officer 66774.03
## 8 53932 Kevin Lee Transit Operator 57397.32
## 9 55120 Kevin Lee IS Administrator 2 68940.44
## 10 112386 Kevin Lee Sergeant 3 137982.14
## 11 123142 Kevin Lee IT Operations Support Admin IV 91606.03
## 12 124166 Kevin Lee Personnel Analyst 88353.01
## 13 124659 Kevin Lee Transit Operator 67230.30
## OvertimePay OtherPay Benefits TotalPay TotalPayBenefits Year Notes
## 1 23523.30 9313.54 34906.20 148703.74 183609.94 2012 NA
## 2 19606.88 4244.90 34610.10 141023.19 175633.29 2012 NA
## 3 40247.39 3353.49 38781.04 122821.42 161602.46 2012 NA
## 4 0.00 1469.99 36080.30 85982.31 122062.61 2012 NA
## 5 0.00 975.44 35902.02 85487.78 121389.80 2012 NA
## 6 0.00 0.00 35210.59 83382.00 118592.59 2012 NA
## 7 9599.08 1092.62 31902.38 77465.73 109368.11 2012 NA
## 8 9989.83 1800.48 34577.54 69187.63 103765.17 2012 NA
## 9 0.00 0.00 30650.48 68940.44 99590.92 2012 NA
## 10 18537.19 16039.62 43039.12 172558.95 215598.07 2014 NA
## 11 0.00 1013.00 34109.61 92619.03 126728.64 2014 NA
## 12 0.00 0.00 33172.33 88353.01 121525.34 2014 NA
## 13 10961.25 4050.85 36777.83 82242.40 119020.23 2014 NA
## Agency Status
## 1 San Francisco
## 2 San Francisco
## 3 San Francisco
## 4 San Francisco
## 5 San Francisco
## 6 San Francisco
## 7 San Francisco
## 8 San Francisco
## 9 San Francisco
## 10 San Francisco FT
## 11 San Francisco FT
## 12 San Francisco FT
## 13 San Francisco FTFitrar datos de empleado Kevin Lee" & Year == 2014
filter(salarios, EmployeeName == "Kevin Lee" & Year == 2014)## Id EmployeeName JobTitle BasePay OvertimePay
## 1 112386 Kevin Lee Sergeant 3 137982.14 18537.19
## 2 123142 Kevin Lee IT Operations Support Admin IV 91606.03 0.00
## 3 124166 Kevin Lee Personnel Analyst 88353.01 0.00
## 4 124659 Kevin Lee Transit Operator 67230.30 10961.25
## OtherPay Benefits TotalPay TotalPayBenefits Year Notes Agency
## 1 16039.62 43039.12 172558.95 215598.1 2014 NA San Francisco
## 2 1013.00 34109.61 92619.03 126728.6 2014 NA San Francisco
## 3 0.00 33172.33 88353.01 121525.3 2014 NA San Francisco
## 4 4050.85 36777.83 82242.40 119020.2 2014 NA San Francisco
## Status
## 1 FT
## 2 FT
## 3 FT
## 4 FTCuántos empleados están entre un salario total de 150000 y 170000 en el 2012
cuantos <- filter(salarios, TotalPayBenefits >= 150000 & TotalPayBenefits <= 170000 & Year == 2012)
str(cuantos) # Estructura de cuantos## '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(cuantos) # Cuantos registros## [1] 2913Cuantos registros hay por encima del cuartil 75
cuartil75 <- quantile(salarios$TotalPayBenefits, 0.75)
cuantos <- filter(salarios, TotalPayBenefits >= cuartil75)
str(cuantos) # Estructura de cuantos## 'data.frame': 37164 obs. of 13 variables:
## $ Id : int 1 2 3 4 5 6 7 8 9 10 ...
## $ EmployeeName : Factor w/ 110810 levels "A Bernard Fatooh",..: 77636 34712 1560 17232 81101 23164 3271 22709 73975 47938 ...
## $ JobTitle : Factor w/ 2159 levels "Account Clerk",..: 836 298 298 2149 594 135 246 609 246 370 ...
## $ BasePay : num 167411 155966 212739 77916 134402 ...
## $ OvertimePay : num 0 245132 106088 56121 9737 ...
## $ OtherPay : num 400184 137811 16453 198307 182235 ...
## $ Benefits : num NA NA NA NA NA NA NA NA NA NA ...
## $ TotalPay : num 567595 538909 335280 332344 326373 ...
## $ TotalPayBenefits: num 567595 538909 335280 332344 326373 ...
## $ Year : int 2011 2011 2011 2011 2011 2011 2011 2011 2011 2011 ...
## $ Notes : logi NA NA NA NA NA NA ...
## $ Agency : Factor w/ 1 level "San Francisco": 1 1 1 1 1 1 1 1 1 1 ...
## $ Status : Factor w/ 3 levels "","FT","PT": 1 1 1 1 1 1 1 1 1 1 ...nrow(cuantos) # Cuantos registros## [1] 37164Proyectar atributos de un conjunto de datos por medio de select
Primero un select y luego un filter o viceversa
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
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## 324 41541 Ethel Yap Roque 167868.2 2012
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## 330 41547 Jonathan Eric Non 167831.5 2012
## 331 41548 Keanway Kyi 167829.9 2012
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## 334 41551 Phillip Frenkel 167815.4 2012
## 335 41552 Tracey Loveridge 167779.4 2012
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## 339 41556 Deborah Walters 167761.2 2012
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## 343 41560 Anthony Piazza 167750.9 2012
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## 411 41628 Chien-Ping Chou 167202.8 2012
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## 730 41947 Eutemio Espina 165066.6 2012
## 731 41948 Ernest Mendieta 165061.8 2012
## 732 41949 Aileen Pablo 165053.0 2012
## 733 41950 Georganna Reis 165050.9 2012
## 734 41951 Tina Gilbert 165046.9 2012
## 735 41952 Peter Quigley 165042.8 2012
## 736 41953 Greg Kato 165039.2 2012
## 737 41954 Rock Plichcik 165036.2 2012
## 738 41955 Angela Rodriguez 165018.3 2012
## 739 41956 Jacqueline Candies 165016.9 2012
## 740 41957 Frederick Sass 165007.6 2012
## 741 41958 Hanna Vu 165002.0 2012
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## 743 41960 Richard Morgante 164982.8 2012
## 744 41961 Matthew Olsen 164978.4 2012
## 745 41962 Scott MacPherson 164974.0 2012
## 746 41963 Stephanie Sakai 164969.4 2012
## 747 41964 Alexander Ismail 164966.8 2012
## 748 41965 Aaron Smith 164960.6 2012
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## 750 41967 Julian Perry 164955.7 2012
## 751 41968 Erwin Villanueva 164951.8 2012
## 752 41969 Wlater Contreras 164945.8 2012
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## 754 41971 Stephanie Felder 164938.3 2012
## 755 41972 Adrienne Kane 164929.7 2012
## 756 41973 Mark Mitchinson 164927.1 2012
## 757 41974 Gary Mendribil 164923.0 2012
## 758 41975 Myra Basa 164914.2 2012
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## 761 41978 James Quanico 164903.2 2012
## 762 41979 Maria Lesa Busine 164892.6 2012
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## 764 41981 Martha Baer 164872.8 2012
## 765 41982 Louis Hargreaves 164865.3 2012
## 766 41983 Marcus Richardson 164865.0 2012
## 767 41984 Gregory Buhagiar 164860.0 2012
## 768 41985 Nida Torrijos 164857.7 2012
## 769 41986 Deanna Calleros 164854.7 2012
## 770 41987 Nicolas Huff 164853.4 2012
## 771 41988 Steve Shih 164847.8 2012
## 772 41989 Peter P Li 164838.3 2012
## 773 41990 Sean Pastori 164819.8 2012
## 774 41991 Jeremy Lukins 164815.5 2012
## 775 41992 Robert Dennis 164811.2 2012
## 776 41993 Elsa Palomar 164806.4 2012
## 777 41994 Amiee Alden 164802.7 2012
## 778 41995 Christian Murphy 164789.8 2012
## 779 41996 Eric Perez 164786.6 2012
## 780 41997 Romina Gutierrez 164780.8 2012
## 781 41998 Rebecca Morrow 164763.7 2012
## 782 41999 Suzanne Garnier 164763.5 2012
## 783 42000 Rory Preston 164762.2 2012
## 784 42001 Bela Carreira 164760.3 2012
## 785 42002 Philip Judson 164755.9 2012
## 786 42003 Aleda Graham 164747.1 2012
## 787 42004 Gare Reblando 164729.3 2012
## 788 42005 Lisa Holton 164728.9 2012
## 789 42006 David Martindale 164725.9 2012
## 790 42007 Milton Bliss 164705.0 2012
## 791 42008 Carol Scatena 164698.9 2012
## 792 42009 Winson Seto 164695.3 2012
## 793 42010 Karen Heckman 164671.1 2012
## 794 42011 Brian Hicklin 164668.4 2012
## 795 42012 Kenneth Lomba 164666.9 2012
## 796 42013 David Barber 164664.0 2012
## 797 42014 Louis Ferrigno 164635.8 2012
## 798 42015 Mary McLaughlin 164626.0 2012
## 799 42016 Ocean Embody 164620.4 2012
## 800 42017 Almer Manrique Jr 164604.1 2012
## 801 42018 Brian Levardo 164604.0 2012
## 802 42019 Calvin Tom 164601.5 2012
## 803 42020 Hsiao-Lung Chang 164597.3 2012
## 804 42021 Christopher Del Gandio 164588.3 2012
## 805 42022 Jamie Dwyer 164581.4 2012
## 806 42023 John Ho 164579.7 2012
## 807 42024 Wan-Lan Tay 164567.6 2012
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## 809 42026 Long Diep 164558.9 2012
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## 835 42052 Natasha Mihal 164380.7 2012
## 836 42053 Timothy Buelow Donovan IV 164378.4 2012
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## 840 42057 Kelly Paul 164363.2 2012
## 841 42058 Thomas Venizelos 164358.8 2012
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## 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
## 2030 43247 Mazen Barbari 156706.8 2012
## 2031 43248 Paul Brennan 156701.7 2012
## 2032 43249 Thomas Coffaro 156699.1 2012
## 2033 43250 Sheila Garrett 156698.4 2012
## 2034 43251 Christine McCormick 156696.6 2012
## 2035 43252 Janet Clayton 156689.7 2012
## 2036 43253 Michael Mulry 156688.2 2012
## 2037 43254 Deborah Craven-Green 156686.6 2012
## 2038 43255 Christina Fong 156678.2 2012
## 2039 43256 Hugo Gray 156676.6 2012
## 2040 43257 Samuel Vigil 156669.5 2012
## 2041 43258 Vanessa Almaguer 156664.2 2012
## 2042 43259 Mylene Espiritu 156663.2 2012
## 2043 43260 Mark Alvarez 156659.8 2012
## 2044 43261 Lester Lamug 156653.4 2012
## 2045 43262 Ken Louie 156627.1 2012
## 2046 43263 Tony Lau 156619.5 2012
## 2047 43264 John Ullom 156617.3 2012
## 2048 43265 Lisa O'Malley 156616.3 2012
## 2049 43266 Arnold Galang 156613.4 2012
## 2050 43267 Thu Vaing 156577.8 2012
## 2051 43268 Lawanda Anderson 156577.0 2012
## 2052 43269 Spencer Lee 156560.3 2012
## 2053 43270 Saul Rodriguez 156559.6 2012
## 2054 43271 Daniel Ficher 156554.0 2012
## 2055 43272 James Crowley 156546.2 2012
## 2056 43273 Robert Lai 156544.0 2012
## 2057 43274 Michael Grills 156532.8 2012
## 2058 43275 Phung Nguyen 156512.6 2012
## 2059 43276 Austin Wilson 156509.2 2012
## 2060 43277 Diana Hampton 156504.1 2012
## 2061 43278 Simon Wong 156500.7 2012
## 2062 43279 Mark Steven Proia 156483.2 2012
## 2063 43280 James Dolly 156482.4 2012
## 2064 43281 Ronald McGoldrick 156480.0 2012
## 2065 43282 Brian Sak 156456.3 2012
## 2066 43283 Gia Espinocilla 156452.9 2012
## 2067 43284 Patricia Dowling 156450.8 2012
## 2068 43285 Kate Joshua 156435.4 2012
## 2069 43286 Mary McGinty 156430.4 2012
## 2070 43287 Wendy Frisk 156411.4 2012
## 2071 43288 Victor Giannini 156400.2 2012
## 2072 43289 Christiane Medina 156390.2 2012
## 2073 43290 Joseph Malloy 156383.3 2012
## 2074 43291 Christopher Molina 156381.0 2012
## 2075 43292 Robinson Oguike 156377.4 2012
## 2076 43293 Richard Bamberger Jr 156360.4 2012
## 2077 43294 Alan Davison 156336.2 2012
## 2078 43295 Marianne Bertuccelli 156336.1 2012
## 2079 43296 Robert Pedersen 156318.2 2012
## 2080 43297 Benedetto Murphy 156307.6 2012
## 2081 43298 Matthew Wakeman 156302.0 2012
## 2082 43299 Monique Derouen 156292.0 2012
## 2083 43300 Torrie Grady 156284.5 2012
## 2084 43301 Allan Mathieu 156282.1 2012
## 2085 43302 Hector Garcia-Morales 156253.8 2012
## 2086 43303 Kevin O'Rourke 156252.8 2012
## 2087 43304 Antonio Cacatian 156252.0 2012
## 2088 43305 Scott Nakamura 156242.6 2012
## 2089 43306 Frank Shreve 156240.9 2012
## 2090 43307 Greg Hubley 156234.6 2012
## 2091 43308 Michael Tsang 156225.2 2012
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## 2093 43310 Desmond Fernandes 156222.2 2012
## 2094 43311 Gregory Skaug 156205.6 2012
## 2095 43312 Hugh Loutensock 156203.2 2012
## 2096 43313 Lionel Lucas 156200.5 2012
## 2097 43314 Brittany Greene 156199.7 2012
## 2098 43315 Yukio Oshita 156196.1 2012
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## 2100 43317 Hugo Aparicio 156184.9 2012
## 2101 43318 Stephanie Cushing 156182.5 2012
## 2102 43319 John Siu 156179.8 2012
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## 2104 43321 Henry Vong 156162.7 2012
## 2105 43322 James Gomez 156160.4 2012
## 2106 43323 David Camerlo Jr 156158.1 2012
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## 2109 43326 Katerina Cazanis 156143.5 2012
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## 2112 43329 Jason Lai 156105.0 2012
## 2113 43330 John Broucaret 156084.7 2012
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## 2115 43332 Evan Mogan 156055.8 2012
## 2116 43333 Sandra Maclin-Gibson 156055.2 2012
## 2117 43334 Ramona Johnson 156052.3 2012
## 2118 43335 Dorian Lok 156047.1 2012
## 2119 43336 Rain Daugherty 156031.6 2012
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## 2122 43339 Tina Myint 156001.8 2012
## 2123 43340 Herbert Gong 155983.0 2012
## 2124 43341 Cesar Cabatbat 155966.9 2012
## 2125 43342 Anne Marie Donnelly 155966.5 2012
## 2126 43343 Aiqun Xu 155955.0 2012
## 2127 43344 Juan Gala 155950.2 2012
## 2128 43345 Cristel Tullock 155946.1 2012
## 2129 43346 Michael Shugars 155942.8 2012
## 2130 43347 Michelle Javrotsky 155933.8 2012
## 2131 43348 Lauren Seto 155929.9 2012
## 2132 43349 Mark Brandenburg 155926.4 2012
## 2133 43350 Fortune Cruz 155924.6 2012
## 2134 43351 Mark Chandler 155920.7 2012
## 2135 43352 David Basconcillo 155912.4 2012
## 2136 43353 Kelly Alves 155911.2 2012
## 2137 43354 Gregory Huie 155908.9 2012
## 2138 43355 Carina Gerntke-Corsis 155879.7 2012
## 2139 43356 Efren Briones 155873.9 2012
## 2140 43357 Craig Loyd 155873.6 2012
## 2141 43358 Francis Mellera III 155862.7 2012
## 2142 43359 Erich Reiss 155850.7 2012
## 2143 43360 Karen Hallett 155842.5 2012
## 2144 43361 Patrick Conroy 155840.3 2012
## 2145 43362 Rebecca Houghton 155836.6 2012
## 2146 43363 Craig Perry Jr 155836.1 2012
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## 2148 43365 Francisco Morrow 155824.5 2012
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## 2150 43367 Chu Liu 155821.4 2012
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## 2153 43370 Herminio Cresino 155777.9 2012
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## 2170 43387 Lamonte Fields 155623.8 2012
## 2171 43388 Omar Alvarado 155623.1 2012
## 2172 43389 Rani Edwards 155619.5 2012
## 2173 43390 Corinna Chuey 155603.4 2012
## 2174 43391 Donna Lok 155577.5 2012
## 2175 43392 Jeffrey Smejkal 155571.9 2012
## 2176 43393 Mary Morentz 155570.0 2012
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## 2178 43395 Jeanette Santos 155562.2 2012
## 2179 43396 Christopher Cassinelli 155540.1 2012
## 2180 43397 Martha Hawthorne 155534.4 2012
## 2181 43398 Baljeet Sangha 155528.4 2012
## 2182 43399 Tyler Ropelato 155475.9 2012
## 2183 43400 James Wolanin 155475.7 2012
## 2184 43401 Lateef Gray 155475.3 2012
## 2185 43402 Stephen Navarra 155461.8 2012
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## 2187 43404 Carla Schultheis 155435.0 2012
## 2188 43405 Allison Morton 155434.8 2012
## 2189 43406 Kristopher Moore 155431.4 2012
## 2190 43407 Jimmy Lee 155426.1 2012
## 2191 43408 Larry Bezanson 155411.0 2012
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## 2193 43410 Brett Kaczmarczyk 155385.6 2012
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## 2197 43414 David Brandt 155365.3 2012
## 2198 43415 Jeffrey Yee 155360.8 2012
## 2199 43416 Yvette Poindexter 155355.4 2012
## 2200 43417 Chusak Sretpisalsilp 155341.6 2012
## 2201 43418 Jennifer Stow 155334.1 2012
## 2202 43419 Cecile Porter 155312.1 2012
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## 2212 43429 Cynthia Thomas 155264.8 2012
## 2213 43430 Edouard Marchand 155261.7 2012
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## 2227 43444 Keith Sovig 155150.3 2012
## 2228 43445 Carlton Blount 155145.6 2012
## 2229 43446 Antonio Carrasco 155099.6 2012
## 2230 43447 Rupert Chin 155098.7 2012
## 2231 43448 Remigio Miguel 155097.6 2012
## 2232 43449 Anthony Aguerre 155084.4 2012
## 2233 43450 Juan La Chica 155082.2 2012
## 2234 43451 Yungmi Kim 155062.7 2012
## 2235 43452 Daniel Lee 155057.6 2012
## 2236 43453 Larry Merritt 155018.6 2012
## 2237 43454 Rene Gube 154993.8 2012
## 2238 43455 Charles Little 154988.0 2012
## 2239 43456 Brendan Gardiner 154973.1 2012
## 2240 43457 Amod Dhakal 154967.4 2012
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## 2243 43460 Michele Aschero 154957.6 2012
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## 2247 43464 Fanny Pelayo Rodriguez 154911.1 2012
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## 2253 43470 Gerald Bernal 154864.4 2012
## 2254 43471 Ninfa Alvarez-Pleites 154862.1 2012
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## 2257 43474 Damon Robertson 154825.9 2012
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## 2268 43485 Nathaniel Dillon Olivas 154747.7 2012
## 2269 43486 Guillermo Rios 154743.2 2012
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## 2272 43489 Yvette King 154718.1 2012
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## 2274 43491 Anka Yuen Chan 154715.4 2012
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## 2371 43588 Cindy Shamban 154006.6 2012
## 2372 43589 Nannie Turrell 154004.5 2012
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## 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 2012Ordenar los datos con arrange
datosOrdenados <- arrange(cuales, EmployeeName) # Por defaut es de menor a mayor
head(datosOrdenados) # Los primeros seis## 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 2012tail(datosOrdenados) # Los últimos seis## 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 2012Agregar columnas nuevas al conjunto de datos
Pueden ser al original o al que ya se tiene fitrado
Agregar un valor de 0 o 1 para genero
# Poner una semilla igual todos para generar la misma muestra
set.seed(1000) # Un valor de semilla
# Vamos a generar genros 0 y 1
generos <- rep(0:1, 5000) # Es un repetición de 5000 valores entre 0 y 1. Solo necesitamos 2913, hacemos una muestra
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 0cuales <- mutate(cuales, genero = generos) # Agrega columna genero a cuales
head(cuales, 10) # Los primeros 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 0cuales # Van todos## 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
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## 1847 43064 Chahmal Kerow 157895.6 2012 1
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## 1852 43069 Ana Vieira-Ribeiro 157878.2 2012 0
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## 1889 43106 Michelle Day 157630.0 2012 1
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## 1904 43121 Rosalyn Rouede 157546.3 2012 0
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## 1907 43124 Angie Lee 157525.3 2012 1
## 1908 43125 Jennifer Marino 157512.3 2012 1
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## 1910 43127 Dalton Hom 157503.8 2012 0
## 1911 43128 Faenetta Hutchings 157490.0 2012 0
## 1912 43129 Naiyapakorn Nakornkhet 157479.4 2012 0
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## 1914 43131 Michael Kellogg 157472.8 2012 1
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## 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
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## 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
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## 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
## 1950 43167 Chung Mak 157225.5 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
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## 1962 43179 Monica Sheridan 157128.3 2012 1
## 1963 43180 Yuang-Tam Chiu 157125.5 2012 1
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## 1972 43189 Hector Martinez 157096.5 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
## 1982 43199 Pedro Vieira 157026.4 2012 0
## 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
## 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
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## 2628 43845 Timothy Hellman 151969.1 2012 0
## 2629 43846 Anthony Lim 151968.5 2012 1
## 2630 43847 Anthony Amable 151966.0 2012 1
## 2631 43848 Jorge Garza 151964.4 2012 0
## 2632 43849 Frank Sylvester 151951.3 2012 0
## 2633 43850 Esteban Perez 151950.3 2012 1
## 2634 43851 Enrique Enriquez 151947.5 2012 0
## 2635 43852 Teresa Guillen 151944.8 2012 1
## 2636 43853 Randy Cipriani 151944.2 2012 1
## 2637 43854 Jerry Dixon 151941.1 2012 1
## 2638 43855 Ian Ysip 151936.0 2012 1
## 2639 43856 David O'Donnell 151912.8 2012 1
## 2640 43857 Annette Quiett 151911.9 2012 0
## 2641 43858 Wai Lun Leung 151911.6 2012 1
## 2642 43859 David Shao He 151900.9 2012 0
## 2643 43860 Roshanne Aveo 151891.1 2012 0
## 2644 43861 Ronson Cheong 151882.3 2012 0
## 2645 43862 Sushila Shakya 151864.3 2012 1
## 2646 43863 Brian Smith 151860.3 2012 0
## 2647 43864 Gloria Woo 151859.9 2012 1
## 2648 43865 John Laffey 151853.2 2012 0
## 2649 43866 Lavena Ward 151843.4 2012 1
## 2650 43867 Imran Shakur 151836.2 2012 0
## 2651 43868 Joseph Ho 151813.4 2012 1
## 2652 43869 Cynthia Jones 151807.2 2012 0
## 2653 43870 Scott Polister 151797.5 2012 1
## 2654 43871 Jerome Grady 151795.2 2012 0
## 2655 43872 Arthur Ramirez 151768.7 2012 0
## 2656 43873 Aileen Alba 151768.4 2012 0
## 2657 43874 Roxana Ruiz 151726.9 2012 1
## 2658 43875 Nathan Chew 151725.8 2012 0
## 2659 43876 Bryan Campbell 151709.2 2012 1
## 2660 43877 Gregory Holmes 151692.2 2012 1
## 2661 43878 Chris Siu 151688.5 2012 1
## 2662 43879 Charles Johnson 151681.5 2012 0
## 2663 43880 Steven Leon 151655.0 2012 0
## 2664 43881 Thomas Smith 151650.5 2012 1
## 2665 43882 Carel Troutman 151645.9 2012 0
## 2666 43883 Steven Lam 151633.2 2012 0
## 2667 43884 John Meaney 151626.8 2012 1
## 2668 43885 Timmy Sanders 151623.2 2012 0
## 2669 43886 Timothy Moses 151604.8 2012 1
## 2670 43887 Paul Louie 151598.1 2012 1
## 2671 43888 Richard Cristobal 151597.5 2012 0
## 2672 43889 Steven Shea 151595.5 2012 0
## 2673 43890 Bert Donlin Jr 151565.6 2012 1
## 2674 43891 David Whaley 151561.1 2012 1
## 2675 43892 Daniel Fross 151557.5 2012 1
## 2676 43893 Arnold Santiago 151550.2 2012 0
## 2677 43894 Ken Yao 151545.1 2012 1
## 2678 43895 Alvin Velacruz 151544.7 2012 1
## 2679 43896 Roy Mash 151541.6 2012 0
## 2680 43897 Sean Elsbernd 151540.5 2012 1
## 2681 43898 Santokh Kahlon 151538.9 2012 0
## 2682 43899 Francis Cummings III 151529.0 2012 1
## 2683 43900 Kristofer Hetland 151502.8 2012 0
## 2684 43901 Lilia Makiyevsky 151499.4 2012 1
## 2685 43902 Randy Holliday 151498.0 2012 1
## 2686 43903 Naushad Ali 151496.1 2012 0
## 2687 43904 Ho Jung Park 151489.7 2012 0
## 2688 43905 Samantha O'Brien 151475.9 2012 1
## 2689 43906 Melissa Benzinger 151467.8 2012 0
## 2690 43907 Kevin Winch 151466.2 2012 0
## 2691 43908 Michael Ross 151457.2 2012 1
## 2692 43909 Michael Corriere 151450.8 2012 1
## 2693 43910 Theodore Mitchell 151447.6 2012 0
## 2694 43911 Romeo Delavega 151442.4 2012 0
## 2695 43912 Claudia Luquin 151439.9 2012 1
## 2696 43913 Michael Trent Rideau 151436.4 2012 0
## 2697 43914 Leon Wong 151396.3 2012 1
## 2698 43915 Nancy Loo-Manning 151396.1 2012 0
## 2699 43916 John Gregson 151384.5 2012 1
## 2700 43917 Christine Magoffin 151380.5 2012 1
## 2701 43918 Steven Quinn 151372.1 2012 1
## 2702 43919 Joseph Petrella 151354.3 2012 0
## 2703 43920 Maria Marcela Galimba Patarroyo 151351.5 2012 0
## 2704 43921 Kenneth White 151341.9 2012 0
## 2705 43922 Wayne Wong 151327.8 2012 1
## 2706 43923 Refugio Garcia 151321.9 2012 1
## 2707 43924 James Barber 151321.7 2012 0
## 2708 43925 Henry Chan 151303.8 2012 0
## 2709 43926 Josephine Hicks 151300.1 2012 0
## 2710 43927 Judy Nishimoto 151296.1 2012 0
## 2711 43928 Paul Rapicavoli 151286.7 2012 0
## 2712 43929 David O'Kane 151283.1 2012 1
## 2713 43930 Jeffrey Woo 151266.4 2012 1
## 2714 43931 Alexander Aquino 151260.2 2012 0
## 2715 43932 Alfonso Hernandez 151256.0 2012 0
## 2716 43933 Lynn Feeney 151254.6 2012 1
## 2717 43934 Kirk Means 151253.7 2012 1
## 2718 43935 Edward DeGuzman 151250.3 2012 1
## 2719 43936 David Chun 151242.6 2012 0
## 2720 43937 Olga Ryerson 151227.5 2012 1
## 2721 43938 Sandylyn Ragudo 151226.4 2012 1
## 2722 43939 Victor Shih 151215.9 2012 0
## 2723 43940 Ignacio Sandoval 151213.6 2012 1
## 2724 43941 James Kreps 151208.2 2012 0
## 2725 43942 Yu K Huang 151199.3 2012 1
## 2726 43943 Esther Ramos 151199.0 2012 0
## 2727 43944 Gaylicia Bunton 151195.5 2012 0
## 2728 43945 Jaculine Barnes 151194.6 2012 1
## 2729 43946 Ron Ash 151193.7 2012 1
## 2730 43947 Edward Dunn 151185.9 2012 0
## 2731 43948 Ramon Junsay 151181.8 2012 1
## 2732 43949 David Chan 151178.3 2012 0
## 2733 43950 Ekerette Essien 151173.9 2012 1
## 2734 43951 Kally Ip 151168.0 2012 1
## 2735 43952 Ivan Soon 151162.8 2012 0
## 2736 43953 Wayne Chan 151143.8 2012 0
## 2737 43954 Kai Lee 151140.9 2012 1
## 2738 43955 Robert Ichinose 151140.3 2012 0
## 2739 43956 John Vanni 151120.1 2012 1
## 2740 43957 Natalie Elicetche 151115.1 2012 1
## 2741 43958 Irene Aquino 151105.9 2012 1
## 2742 43959 Joseph Yu 151098.6 2012 0
## 2743 43960 Bernard Henderson 151092.8 2012 1
## 2744 43961 Robert Kerrigan 151088.4 2012 1
## 2745 43962 Nanette Hendrickson 151080.8 2012 0
## 2746 43963 Michael Loos 151069.3 2012 0
## 2747 43964 Joseph Chan 151063.9 2012 1
## 2748 43965 Florian Taylor 151063.7 2012 0
## 2749 43966 John Louie 151060.0 2012 0
## 2750 43967 Beth Kuhns 151056.9 2012 0
## 2751 43968 Keith Wong 151055.4 2012 1
## 2752 43969 Bernardo Andrade 151048.5 2012 0
## 2753 43970 Napoleon Khalilnaji 151037.7 2012 0
## 2754 43971 Jamie Hyun 151025.4 2012 1
## 2755 43972 Dian Stavrev 151016.0 2012 0
## 2756 43973 Malkeet Gill 150993.2 2012 1
## 2757 43974 Ronald Ramiro 150984.4 2012 1
## 2758 43975 Thomas Bower 150975.6 2012 0
## 2759 43976 Wayne Chu 150952.4 2012 0
## 2760 43977 Johnnie Wong 150948.6 2012 0
## 2761 43978 Michael Vannucchi 150941.8 2012 0
## 2762 43979 Sandra Phillips 150939.5 2012 1
## 2763 43980 Jason Bielski 150933.6 2012 0
## 2764 43981 Kenneth Washington 150933.1 2012 0
## 2765 43982 David Mondani 150931.5 2012 0
## 2766 43983 Reynold Deguzman 150924.5 2012 1
## 2767 43984 Leonard Morrow 150914.4 2012 1
## 2768 43985 Christine Rocero 150913.4 2012 0
## 2769 43986 Anthony Rattonetti 150912.5 2012 0
## 2770 43987 Michael Ryan 150909.3 2012 0
## 2771 43988 Jose Jimenez 150902.5 2012 0
## 2772 43989 Anene Ugbaja 150887.3 2012 1
## 2773 43990 Scott Northrup 150882.7 2012 1
## 2774 43991 Brandon Thompson 150881.9 2012 0
## 2775 43992 Lisa Mazuca 150880.0 2012 1
## 2776 43993 Dolson Kwan 150870.9 2012 1
## 2777 43994 Joshua Fears 150869.0 2012 1
## 2778 43995 Teenchee Le 150867.9 2012 1
## 2779 43996 Lourdes Chan 150864.5 2012 1
## 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 0Agregar columnas nuevas al conjunto de datos
Pueden ser al original o al que ya se tiene filtrado
Agregar un valor de 1, 2, 3, 4 o 5 para edocivil
# Poner una semilla igual todos para generar la misma muestra
set.seed(1000) # Un valor de semilla
# Vamos a generar genros 0 y 1
edociviles <- rep(1:5, 5000) # Es un repetición de 5000 valores entre 0 y 1. Solo necesitamos 2913, hacemos una muestra
edociviles <- sample(edociviles, 2913) # simple 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 0cuales <- mutate(cuales, edocivil = edociviles) # Agrega columna edocivil a cuales
head(cuales, 10) # Los primeros 10## Id EmployeeName TotalPayBenefits Year genero edocivil
## 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 1cuales # Van todos## 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
## 379 41596 Henry Tasto 167468.0 2012 1
## 380 41597 Rosa-Leah Martinez-Davis 167457.6 2012 0
## 381 41598 Lydia Faidiga 167442.2 2012 1
## 382 41599 Shedrick McDaniels 167420.4 2012 0
## 383 41600 Sean Doherty 167410.4 2012 0
## 384 41601 Carol Spear 167410.2 2012 0
## 385 41602 Eric Sloboda 167409.6 2012 0
## 386 41603 Audrey Smith 167399.5 2012 1
## 387 41604 Samuel Chui 167398.0 2012 1
## 388 41605 Kimberly McKinney 167390.8 2012 0
## 389 41606 Christopher Wong 167377.7 2012 0
## 390 41607 Agripino Medina 167369.3 2012 0
## 391 41608 Patrisha Levardo 167366.2 2012 1
## 392 41609 Jason Negron 167350.4 2012 1
## 393 41610 Antonio Sunga Jr 167349.4 2012 1
## 394 41611 Mary Godfrey 167335.2 2012 0
## 395 41612 Sophia Yung Hsu Lin 167314.4 2012 0
## 396 41613 James Drilon 167300.2 2012 1
## 397 41614 Richard Miles 167297.3 2012 1
## 398 41615 Pablo Munoz 167296.0 2012 0
## 399 41616 Walter Weatherly 167291.4 2012 1
## 400 41617 Birgitta Durrett 167287.4 2012 1
## 401 41618 Larry Mares 167283.7 2012 1
## 402 41619 Andrew Kavanagh 167271.0 2012 0
## 403 41620 Stephen Kloster 167270.2 2012 0
## 404 41621 Michael O'Donnell 167265.0 2012 1
## 405 41622 Donald McCarrell 167263.1 2012 1
## 406 41623 Shaun Navarro 167260.6 2012 0
## 407 41624 Patrick O'Riordan 167257.0 2012 0
## 408 41625 Jennifer Carton-Wade 167256.4 2012 0
## 409 41626 Christopher Knight 167242.1 2012 0
## 410 41627 David Copeland 167233.7 2012 0
## 411 41628 Chien-Ping Chou 167202.8 2012 1
## 412 41629 Darren K Wong 167201.8 2012 0
## 413 41630 Josef Bruckback 167191.9 2012 1
## 414 41631 Almon Wong 167171.7 2012 1
## 415 41632 Ruben Vasquez 167170.8 2012 1
## 416 41633 Edraline Bencito 167168.8 2012 0
## 417 41634 Robert Byrne 167149.3 2012 1
## 418 41635 David Greenaway 167143.8 2012 1
## 419 41636 Thomas Sheridan 167140.2 2012 0
## 420 41637 Shawn Mendez 167138.5 2012 0
## 421 41638 Michael Tune 167131.9 2012 1
## 422 41639 Arnaldo Aleman 167123.0 2012 1
## 423 41640 Rebekah Krell 167119.8 2012 0
## 424 41641 Mark Fraize 167109.4 2012 1
## 425 41642 Joel Leong 167094.9 2012 1
## 426 41643 James McGrath 167082.7 2012 0
## 427 41644 Paolo Pignataro 167077.7 2012 1
## 428 41645 Anthony Calasanz 167067.9 2012 1
## 429 41646 Ronald Delrosario 167063.6 2012 1
## 430 41647 Zoila Maguina 167054.6 2012 1
## 431 41648 Leon Sorhondo 167051.2 2012 0
## 432 41649 Andre Kury 167046.8 2012 1
## 433 41650 Andre Reynolds 167039.5 2012 0
## 434 41651 Tip I Tam 167020.3 2012 0
## 435 41652 Dustin Ruff 167011.0 2012 0
## 436 41653 Daniel Reyes 167002.6 2012 1
## 437 41654 Michael Dilallo 166995.2 2012 0
## 438 41655 Kevin Galvin 166991.7 2012 1
## 439 41656 Anne Simons 166984.2 2012 1
## 440 41657 Tracey Packer 166983.7 2012 1
## 441 41658 Amy Javelosa-Rio 166982.0 2012 0
## 442 41659 Raymond Winters 166973.0 2012 1
## 443 41660 Christian Jeffrey 166970.1 2012 0
## 444 41661 Eric Lau 166960.9 2012 1
## 445 41662 Frederico Tumulak 166956.6 2012 1
## 446 41663 Edwin Anaya 166956.2 2012 0
## 447 41664 Patrick Toepel 166952.2 2012 1
## 448 41665 H Carlo MacDula 166944.0 2012 1
## 449 41666 Larry Lui 166903.6 2012 0
## 450 41667 Cheryl Martin 166899.8 2012 1
## 451 41668 Edward Barrientos Jr 166899.0 2012 1
## 452 41669 Scott Erdmann 166897.0 2012 1
## 453 41670 Edward Yamada 166889.1 2012 0
## 454 41671 Tim Lee 166888.3 2012 1
## 455 41672 Benjamin Santana 166887.4 2012 1
## 456 41673 Warren Lee 166884.0 2012 0
## 457 41674 Nataliya Kuzina 166870.5 2012 0
## 458 41675 Michael Gerchow 166867.9 2012 1
## 459 41676 Mary Alejandro 166851.0 2012 1
## 460 41677 Patrick Louie 166844.5 2012 0
## 461 41678 Maria Janette Navarro 166843.4 2012 0
## 462 41679 Maina Tuimavave 166834.5 2012 1
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## 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
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## 2029 43246 Alphonso Livingston 156720.8 2012 1
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## 2913 1Cuántos hay de genero 0 y de genero 1
# Genera una tabla cruzada o lo que es o mismo al frecuencia de clases de alguna variable en este caso genero
table(cuales$genero)##
## 0 1
## 1468 1445Cuántos hay de genero 0 y de genero 1
# Genera una tabla cruzada o lo que es o mismo al frecuencia de clases de alguna variable en este caso genero
table(cuales$edocivil)##
## 1 2 3 4 5
## 593 593 564 593 570Vamos a ver un histograma de genero
barplot(table(cuales$genero))
Vamos a ver un barplot de edocivil
barplot(table(cuales$edocivil))
Analisis de la informacion
De un conjunto de 148,654 datos y 13 variables se realizaron varios filtros: cuántos empleados están entre un salario total de 150,000 y 170,000 en el 2012 siendo (2913), cuántos registros hay por encima del cuartil 75 con un total (37164), se agregaron columnas al conjunto de datos para conocer el genero en donde se identifico con 0 para el genero masculino y 1 para el genero femenino con un total de (1443) para el primero y (1470) para el segundo genero. Así tambien se le agrego otro columna para el estado civil con valores desde el 1 hasta el 5. Se graficó por genero y por estado civil.