OBJETIVO: ANALISIS DE DATOS CON SALARIOS
library(readr)
library(dplyr)
##
## Attaching package: 'dplyr'
## The following objects are masked from 'package:stats':
##
## filter, lag
## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, union
# FILTER
ruta <- "~/CIENCIA DE LOS DATOS/datos/Salaries.csv"
salarios <- read.csv(ruta)
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)
## 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 Francisco
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 FT
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 FT
todos los empleados que ganan entre los 150000 y 170000 en el aƱo 2012
# filter(salarios, TotalPayBenefits >= 150000 & TotalPayBenefits<= 170000)
cuantos <- filter(salarios, TotalPayBenefits >= 150000 & TotalPayBenefits <= 170000 & Year == 2012)
str(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)
## [1] 2913
Cuantos 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)
## [1] 37164
Proyectar atributos de un conjunto de datos por medio del select()
Primero un select() y despues un filter()y 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
## 318 41535 Julio Molina 167917.2 2012
## 319 41536 Laura Lombardi 167888.6 2012
## 320 41537 Jason Wong 167884.9 2012
## 321 41538 Miguel Herrera 167877.3 2012
## 322 41539 Patrick Burke 167875.0 2012
## 323 41540 Michael Evans 167868.7 2012
## 324 41541 Ethel Yap Roque 167868.2 2012
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## 330 41547 Jonathan Eric Non 167831.5 2012
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## 333 41550 Jonathan Kuhns 167819.6 2012
## 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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## 348 41565 Elizabeth Crudo 167713.0 2012
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## 356 41573 Matthew Sullivan 167650.2 2012
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## 427 41644 Paolo Pignataro 167077.7 2012
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## 730 41947 Eutemio Espina 165066.6 2012
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## 732 41949 Aileen Pablo 165053.0 2012
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## 735 41952 Peter Quigley 165042.8 2012
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## 737 41954 Rock Plichcik 165036.2 2012
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## 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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## 744 41961 Matthew Olsen 164978.4 2012
## 745 41962 Scott MacPherson 164974.0 2012
## 746 41963 Stephanie Sakai 164969.4 2012
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## 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
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## 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
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## 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
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## 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
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## 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
## 2092 43309 Michael Brown 156222.9 2012
## 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
## 2110 43327 Edwin Balli 156127.3 2012
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## 2112 43329 Jason Lai 156105.0 2012
## 2113 43330 John Broucaret 156084.7 2012
## 2114 43331 Lee Hudson 156063.0 2012
## 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
## 2151 43368 Vivian Huang 155780.8 2012
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## 2153 43370 Herminio Cresino 155777.9 2012
## 2154 43371 Carol Buffington 155767.4 2012
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## 2158 43375 Janice Lee 155749.7 2012
## 2159 43376 Amanda Kabanuck 155725.0 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
## 2177 43394 Steven Ardrey 155568.8 2012
## 2178 43395 Jeanette Santos 155562.2 2012
## 2179 43396 Christopher Cassinelli 155540.1 2012
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## 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
## 2192 43409 Donald Kloss 155406.4 2012
## 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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## 2204 43421 Tiffany Gunter 155307.3 2012
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## 2206 43423 Michelle Alvis 155298.2 2012
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## 2209 43426 John Affolter 155287.0 2012
## 2210 43427 Stephanie Otaguro 155284.6 2012
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## 2212 43429 Cynthia Thomas 155264.8 2012
## 2213 43430 Edouard Marchand 155261.7 2012
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## 2223 43440 Cynthia Lee 155168.0 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
## 2241 43458 Brandon Grissom 154964.7 2012
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## 2243 43460 Michele Aschero 154957.6 2012
## 2244 43461 Eduardo Castillo 154955.3 2012
## 2245 43462 Hector Basurto 154951.9 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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## 2264 43481 Rohan Lane 154775.4 2012
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## 2267 43484 Meighan Lyons 154756.7 2012
## 2268 43485 Nathaniel Dillon Olivas 154747.7 2012
## 2269 43486 Guillermo Rios 154743.2 2012
## 2270 43487 Tony Cukar 154736.3 2012
## 2271 43488 Alena Maunder 154721.2 2012
## 2272 43489 Yvette King 154718.1 2012
## 2273 43490 Sandon Cheung 154717.4 2012
## 2274 43491 Anka Yuen Chan 154715.4 2012
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## 2276 43493 Kurt Macaulay 154702.0 2012
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## 2283 43500 Michelle Estanislao 154627.7 2012
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## 2342 43559 Cynthia Spellman 154238.1 2012
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## 2376 43593 Toni Cordova Woodruff 153985.6 2012
## 2377 43594 Benjamin Sosin 153976.2 2012
## 2378 43595 Geralyn Kavanagh 153962.6 2012
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## 2880 44097 Telicia Lewis 150184.7 2012
## 2881 44098 Khun Thi 150178.5 2012
## 2882 44099 John Femenia 150170.8 2012
## 2883 44100 Seamus Hodgin 150170.7 2012
## 2884 44101 Kim Lin 150168.2 2012
## 2885 44102 Patrick Williams 150167.7 2012
## 2886 44103 Robert Christman 150150.5 2012
## 2887 44104 James Naguina 150149.5 2012
## 2888 44105 Harry Vong 150148.2 2012
## 2889 44106 Carlos Hernandez 150146.6 2012
## 2890 44107 Arnold Rechsteiner 150142.3 2012
## 2891 44108 Rodney Phann 150134.5 2012
## 2892 44109 Virginia St Jean 150129.3 2012
## 2893 44110 Jimmy Kirk 150126.7 2012
## 2894 44111 Rose Baltazar 150117.7 2012
## 2895 44112 Michael Giles 150107.7 2012
## 2896 44113 Erma Weaver 150104.2 2012
## 2897 44114 Andy Chow 150100.5 2012
## 2898 44115 Roland Davantes 150095.2 2012
## 2899 44116 Rosa Rankin 150086.7 2012
## 2900 44117 Caroline Nguy 150081.4 2012
## 2901 44118 Richard Gulingan 150071.1 2012
## 2902 44119 Lewis Gillian 150059.7 2012
## 2903 44120 Blake Ryan 150057.4 2012
## 2904 44121 Chad Campos 150053.6 2012
## 2905 44122 Julie Wu 150049.7 2012
## 2906 44123 Antone Parascandolo Jr 150039.5 2012
## 2907 44124 Alexander Bell 150037.6 2012
## 2908 44125 Jaime Valle 150031.9 2012
## 2909 44126 Maria Iyog-O'Malley 150024.5 2012
## 2910 44127 Cynthia Ullmann 150013.6 2012
## 2911 44128 Timothy Ong 150013.3 2012
## 2912 44129 Adam Green 150009.7 2012
## 2913 44130 Armando Gonzalez 150002.2 2012
Ordenar los datos con arrange
datosOrdenados <- arrange(cuales, EmployeeName) # Por 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 2012
tail(datosOrdenados) # Los ultimos 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 2012
agregar una columna nuevas al conjunto de datos
puede ser al original o al que se tiene filtrado
agregar el valor de 0 o 1 para genero
# generar genros 0 y 1
generos <- rep(0:1, 5000) # Es un repeticiĆ³n de 5000 valores entre 0 y 1
generos <- sample(generos, 2913) # sample genera una muestra de 2913 registros
cuales <- mutate(cuales, genero = generos) # Agrega columna genero a cuales
head(cuales, 10) # Los primeros 10
## Id EmployeeName TotalPayBenefits Year genero
## 1 41218 Cheryl De Lemos 169995.4 2012 1
## 2 41219 Daniel Godfrey 169990.1 2012 0
## 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 0
## 8 41225 Winilyn Hidalgo 169960.5 2012 0
## 9 41226 Rodney Lee 169960.3 2012 1
## 10 41227 Lucille Palma 169940.8 2012 0