Chapter 2 Quick Start: Dataframes
Acompanhe aqui como podemos fazer uma exploração inicial de dados estruturados com R.
O dataframes são estruturas de dados bastante semelhantes a tabelas de bancos de dados relacionais e estrutura semelhante também pode ser encontrada na biblioteca Pandas de Python. A vantagem dessa estrutura é que não temos que trabalhar com dados orientados a registros. Um dataframe carrega a tabela completamente em memória e as colunas (atributos) podem se acessados e operados como coleções para quase todas as operações sem a necessidade de iterações.
Se você faz um laço de programa (um
forouwhile) para iterar sorbe um dataframe, é bem possível que haja um comando único para fazer a mesma operação de forma mais eficiente
2.1 overview
# --------------------------------------------
# help(mtcars)
head(mtcars)## mpg cyl disp hp drat wt qsec vs am gear carb
## Mazda RX4 21.0 6 160 110 3.90 2.620 16.46 0 1 4 4
## Mazda RX4 Wag 21.0 6 160 110 3.90 2.875 17.02 0 1 4 4
## Datsun 710 22.8 4 108 93 3.85 2.320 18.61 1 1 4 1
## Hornet 4 Drive 21.4 6 258 110 3.08 3.215 19.44 1 0 3 1
## Hornet Sportabout 18.7 8 360 175 3.15 3.440 17.02 0 0 3 2
## Valiant 18.1 6 225 105 2.76 3.460 20.22 1 0 3 1# tail(mtcars)
# colnames(mtcars)
# nrow(mtcars)
# ncol(mtcars)2.2 selecting rows
# --------------------------------------------
# mtcars['Mazda RX4',]
# mtcars[1,]
# mtcars[c('Mazda RX4', 'Mazda RX4 Wag'),]
# mtcars[1:2,]
mtcars[mtcars$cyl>6,]## mpg cyl disp hp drat wt qsec vs am gear carb
## Hornet Sportabout 18.7 8 360.0 175 3.15 3.440 17.02 0 0 3 2
## Duster 360 14.3 8 360.0 245 3.21 3.570 15.84 0 0 3 4
## Merc 450SE 16.4 8 275.8 180 3.07 4.070 17.40 0 0 3 3
## Merc 450SL 17.3 8 275.8 180 3.07 3.730 17.60 0 0 3 3
## Merc 450SLC 15.2 8 275.8 180 3.07 3.780 18.00 0 0 3 3
## Cadillac Fleetwood 10.4 8 472.0 205 2.93 5.250 17.98 0 0 3 4
## Lincoln Continental 10.4 8 460.0 215 3.00 5.424 17.82 0 0 3 4
## Chrysler Imperial 14.7 8 440.0 230 3.23 5.345 17.42 0 0 3 4
## Dodge Challenger 15.5 8 318.0 150 2.76 3.520 16.87 0 0 3 2
## AMC Javelin 15.2 8 304.0 150 3.15 3.435 17.30 0 0 3 2
## Camaro Z28 13.3 8 350.0 245 3.73 3.840 15.41 0 0 3 4
## Pontiac Firebird 19.2 8 400.0 175 3.08 3.845 17.05 0 0 3 2
## Ford Pantera L 15.8 8 351.0 264 4.22 3.170 14.50 0 1 5 4
## Maserati Bora 15.0 8 301.0 335 3.54 3.570 14.60 0 1 5 82.3 selecting columns
# --------------------------------------------
# mtcars$mpg
# mtcars[,1]
# mtcars[[1]]
# mtcars[,'mpg']
# mtcars[['mpg']]
# mtcars[1]
mtcars['mpg']## mpg
## Mazda RX4 21.0
## Mazda RX4 Wag 21.0
## Datsun 710 22.8
## Hornet 4 Drive 21.4
## Hornet Sportabout 18.7
## Valiant 18.1
## Duster 360 14.3
## Merc 240D 24.4
## Merc 230 22.8
## Merc 280 19.2
## Merc 280C 17.8
## Merc 450SE 16.4
## Merc 450SL 17.3
## Merc 450SLC 15.2
## Cadillac Fleetwood 10.4
## Lincoln Continental 10.4
## Chrysler Imperial 14.7
## Fiat 128 32.4
## Honda Civic 30.4
## Toyota Corolla 33.9
## Toyota Corona 21.5
## Dodge Challenger 15.5
## AMC Javelin 15.2
## Camaro Z28 13.3
## Pontiac Firebird 19.2
## Fiat X1-9 27.3
## Porsche 914-2 26.0
## Lotus Europa 30.4
## Ford Pantera L 15.8
## Ferrari Dino 19.7
## Maserati Bora 15.0
## Volvo 142E 21.42.4 selecting rows and columns
# --------------------------------------------
# mtcars['Mazda RX4',2]
# mtcars['Mazda RX4',c(2,3)]
# mtcars[1,2]
# mtcars[mtcars$cyl>6,'mpg']
# mtcars[mtcars$cyl>6,c('mpg','cyl')]
mtcars[mtcars$cyl>6,]$mpg## [1] 18.7 14.3 16.4 17.3 15.2 10.4 10.4 14.7 15.5 15.2 13.3 19.2 15.8 15.02.5 logical index
# logical index
# --------------------------------------------
L = mtcars$cyl > 6 ; L## [1] FALSE FALSE FALSE FALSE TRUE FALSE TRUE FALSE FALSE FALSE FALSE TRUE
## [13] TRUE TRUE TRUE TRUE TRUE FALSE FALSE FALSE FALSE TRUE TRUE TRUE
## [25] TRUE FALSE FALSE FALSE TRUE FALSE TRUE FALSEmtcars[L,]## mpg cyl disp hp drat wt qsec vs am gear carb
## Hornet Sportabout 18.7 8 360.0 175 3.15 3.440 17.02 0 0 3 2
## Duster 360 14.3 8 360.0 245 3.21 3.570 15.84 0 0 3 4
## Merc 450SE 16.4 8 275.8 180 3.07 4.070 17.40 0 0 3 3
## Merc 450SL 17.3 8 275.8 180 3.07 3.730 17.60 0 0 3 3
## Merc 450SLC 15.2 8 275.8 180 3.07 3.780 18.00 0 0 3 3
## Cadillac Fleetwood 10.4 8 472.0 205 2.93 5.250 17.98 0 0 3 4
## Lincoln Continental 10.4 8 460.0 215 3.00 5.424 17.82 0 0 3 4
## Chrysler Imperial 14.7 8 440.0 230 3.23 5.345 17.42 0 0 3 4
## Dodge Challenger 15.5 8 318.0 150 2.76 3.520 16.87 0 0 3 2
## AMC Javelin 15.2 8 304.0 150 3.15 3.435 17.30 0 0 3 2
## Camaro Z28 13.3 8 350.0 245 3.73 3.840 15.41 0 0 3 4
## Pontiac Firebird 19.2 8 400.0 175 3.08 3.845 17.05 0 0 3 2
## Ford Pantera L 15.8 8 351.0 264 4.22 3.170 14.50 0 1 5 4
## Maserati Bora 15.0 8 301.0 335 3.54 3.570 14.60 0 1 5 8mtcars[L,]$mpg## [1] 18.7 14.3 16.4 17.3 15.2 10.4 10.4 14.7 15.5 15.2 13.3 19.2 15.8 15.02.6 import data
# --------------------------------------------
# fpe <- read.table("http://meusite.mackenzie.br/rogerio/R/fpe1.txt")
# fpe
titanic <- read.csv("http://meusite.mackenzie.br/rogerio/R/titanic1.txt",header=T)
titanic## PassengerId Survived Pclass
## 1 1 0 3
## 2 2 1 1
## 3 3 1 3
## 4 4 1 1
## 5 5 0 3
## 6 6 0 3
## 7 7 0 1
## 8 8 0 3
## 9 9 1 3
## 10 10 1 2
## 11 11 1 3
## 12 12 1 1
## 13 13 0 3
## 14 14 0 3
## 15 15 0 3
## 16 16 1 2
## 17 17 0 3
## 18 18 1 2
## 19 19 0 3
## 20 20 1 3
## 21 21 0 2
## 22 22 1 2
## 23 23 1 3
## 24 24 1 1
## 25 25 0 3
## 26 26 1 3
## 27 27 0 3
## 28 28 0 1
## 29 29 1 3
## 30 30 0 3
## 31 31 0 1
## 32 32 1 1
## 33 33 1 3
## 34 34 0 2
## 35 35 0 1
## 36 36 0 1
## 37 37 1 3
## 38 38 0 3
## 39 39 0 3
## 40 40 1 3
## 41 41 0 3
## 42 42 0 2
## 43 43 0 3
## 44 44 1 2
## 45 45 1 3
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## 47 47 0 3
## 48 48 1 3
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## Name
## 1 Braund, Mr. Owen Harris
## 2 Cumings, Mrs. John Bradley (Florence Briggs Thayer)
## 3 Heikkinen, Miss. Laina
## 4 Futrelle, Mrs. Jacques Heath (Lily May Peel)
## 5 Allen, Mr. William Henry
## 6 Moran, Mr. James
## 7 McCarthy, Mr. Timothy J
## 8 Palsson, Master. Gosta Leonard
## 9 Johnson, Mrs. Oscar W (Elisabeth Vilhelmina Berg)
## 10 Nasser, Mrs. Nicholas (Adele Achem)
## 11 Sandstrom, Miss. Marguerite Rut
## 12 Bonnell, Miss. Elizabeth
## 13 Saundercock, Mr. William Henry
## 14 Andersson, Mr. Anders Johan
## 15 Vestrom, Miss. Hulda Amanda Adolfina
## 16 Hewlett, Mrs. (Mary D Kingcome)
## 17 Rice, Master. Eugene
## 18 Williams, Mr. Charles Eugene
## 19 Vander Planke, Mrs. Julius (Emelia Maria Vandemoortele)
## 20 Masselmani, Mrs. Fatima
## 21 Fynney, Mr. Joseph J
## 22 Beesley, Mr. Lawrence
## 23 McGowan, Miss. Anna "Annie"
## 24 Sloper, Mr. William Thompson
## 25 Palsson, Miss. Torborg Danira
## 26 Asplund, Mrs. Carl Oscar (Selma Augusta Emilia Johansson)
## 27 Emir, Mr. Farred Chehab
## 28 Fortune, Mr. Charles Alexander
## 29 O'Dwyer, Miss. Ellen "Nellie"
## 30 Todoroff, Mr. Lalio
## 31 Uruchurtu, Don. Manuel E
## 32 Spencer, Mrs. William Augustus (Marie Eugenie)
## 33 Glynn, Miss. Mary Agatha
## 34 Wheadon, Mr. Edward H
## 35 Meyer, Mr. Edgar Joseph
## 36 Holverson, Mr. Alexander Oskar
## 37 Mamee, Mr. Hanna
## 38 Cann, Mr. Ernest Charles
## 39 Vander Planke, Miss. Augusta Maria
## 40 Nicola-Yarred, Miss. Jamila
## 41 Ahlin, Mrs. Johan (Johanna Persdotter Larsson)
## 42 Turpin, Mrs. William John Robert (Dorothy Ann Wonnacott)
## 43 Kraeff, Mr. Theodor
## 44 Laroche, Miss. Simonne Marie Anne Andree
## 45 Devaney, Miss. Margaret Delia
## 46 Rogers, Mr. William John
## 47 Lennon, Mr. Denis
## 48 O'Driscoll, Miss. Bridget
## 49 Samaan, Mr. Youssef
## 50 Arnold-Franchi, Mrs. Josef (Josefine Franchi)
## 51 Panula, Master. Juha Niilo
## 52 Nosworthy, Mr. Richard Cater
## 53 Harper, Mrs. Henry Sleeper (Myna Haxtun)
## 54 Faunthorpe, Mrs. Lizzie (Elizabeth Anne Wilkinson)
## 55 Ostby, Mr. Engelhart Cornelius
## 56 Woolner, Mr. Hugh
## 57 Rugg, Miss. Emily
## 58 Novel, Mr. Mansouer
## 59 West, Miss. Constance Mirium
## 60 Goodwin, Master. William Frederick
## 61 Sirayanian, Mr. Orsen
## 62 Icard, Miss. Amelie
## 63 Harris, Mr. Henry Birkhardt
## 64 Skoog, Master. Harald
## 65 Stewart, Mr. Albert A
## 66 Moubarek, Master. Gerios
## 67 Nye, Mrs. (Elizabeth Ramell)
## 68 Crease, Mr. Ernest James
## 69 Andersson, Miss. Erna Alexandra
## 70 Kink, Mr. Vincenz
## 71 Jenkin, Mr. Stephen Curnow
## 72 Goodwin, Miss. Lillian Amy
## 73 Hood, Mr. Ambrose Jr
## 74 Chronopoulos, Mr. Apostolos
## 75 Bing, Mr. Lee
## 76 Moen, Mr. Sigurd Hansen
## 77 Staneff, Mr. Ivan
## 78 Moutal, Mr. Rahamin Haim
## 79 Caldwell, Master. Alden Gates
## 80 Dowdell, Miss. Elizabeth
## 81 Waelens, Mr. Achille
## 82 Sheerlinck, Mr. Jan Baptist
## 83 McDermott, Miss. Brigdet Delia
## 84 Carrau, Mr. Francisco M
## 85 Ilett, Miss. Bertha
## 86 Backstrom, Mrs. Karl Alfred (Maria Mathilda Gustafsson)
## 87 Ford, Mr. William Neal
## 88 Slocovski, Mr. Selman Francis
## 89 Fortune, Miss. Mabel Helen
## 90 Celotti, Mr. Francesco
## 91 Christmann, Mr. Emil
## 92 Andreasson, Mr. Paul Edvin
## 93 Chaffee, Mr. Herbert Fuller
## 94 Dean, Mr. Bertram Frank
## 95 Coxon, Mr. Daniel
## 96 Shorney, Mr. Charles Joseph
## 97 Goldschmidt, Mr. George B
## 98 Greenfield, Mr. William Bertram
## 99 Doling, Mrs. John T (Ada Julia Bone)
## 100 Kantor, Mr. Sinai
## 101 Petranec, Miss. Matilda
## 102 Petroff, Mr. Pastcho ("Pentcho")
## 103 White, Mr. Richard Frasar
## 104 Johansson, Mr. Gustaf Joel
## 105 Gustafsson, Mr. Anders Vilhelm
## 106 Mionoff, Mr. Stoytcho
## 107 Salkjelsvik, Miss. Anna Kristine
## 108 Moss, Mr. Albert Johan
## 109 Rekic, Mr. Tido
## 110 Moran, Miss. Bertha
## 111 Porter, Mr. Walter Chamberlain
## 112 Zabour, Miss. Hileni
## 113 Barton, Mr. David John
## 114 Jussila, Miss. Katriina
## 115 Attalah, Miss. Malake
## 116 Pekoniemi, Mr. Edvard
## 117 Connors, Mr. Patrick
## 118 Turpin, Mr. William John Robert
## 119 Baxter, Mr. Quigg Edmond
## 120 Andersson, Miss. Ellis Anna Maria
## 121 Hickman, Mr. Stanley George
## 122 Moore, Mr. Leonard Charles
## 123 Nasser, Mr. Nicholas
## 124 Webber, Miss. Susan
## 125 White, Mr. Percival Wayland
## 126 Nicola-Yarred, Master. Elias
## 127 McMahon, Mr. Martin
## 128 Madsen, Mr. Fridtjof Arne
## 129 Peter, Miss. Anna
## 130 Ekstrom, Mr. Johan
## 131 Drazenoic, Mr. Jozef
## 132 Coelho, Mr. Domingos Fernandeo
## 133 Robins, Mrs. Alexander A (Grace Charity Laury)
## 134 Weisz, Mrs. Leopold (Mathilde Francoise Pede)
## 135 Sobey, Mr. Samuel James Hayden
## 136 Richard, Mr. Emile
## 137 Newsom, Miss. Helen Monypeny
## 138 Futrelle, Mr. Jacques Heath
## 139 Osen, Mr. Olaf Elon
## 140 Giglio, Mr. Victor
## 141 Boulos, Mrs. Joseph (Sultana)
## 142 Nysten, Miss. Anna Sofia
## 143 Hakkarainen, Mrs. Pekka Pietari (Elin Matilda Dolck)
## 144 Burke, Mr. Jeremiah
## 145 Andrew, Mr. Edgardo Samuel
## 146 Nicholls, Mr. Joseph Charles
## 147 Andersson, Mr. August Edvard ("Wennerstrom")
## 148 Ford, Miss. Robina Maggie "Ruby"
## 149 Navratil, Mr. Michel ("Louis M Hoffman")
## 150 Byles, Rev. Thomas Roussel Davids
## 151 Bateman, Rev. Robert James
## 152 Pears, Mrs. Thomas (Edith Wearne)
## 153 Meo, Mr. Alfonzo
## 154 van Billiard, Mr. Austin Blyler
## 155 Olsen, Mr. Ole Martin
## 156 Williams, Mr. Charles Duane
## 157 Gilnagh, Miss. Katherine "Katie"
## 158 Corn, Mr. Harry
## 159 Smiljanic, Mr. Mile
## 160 Sage, Master. Thomas Henry
## 161 Cribb, Mr. John Hatfield
## 162 Watt, Mrs. James (Elizabeth "Bessie" Inglis Milne)
## 163 Bengtsson, Mr. John Viktor
## 164 Calic, Mr. Jovo
## 165 Panula, Master. Eino Viljami
## 166 Goldsmith, Master. Frank John William "Frankie"
## 167 Chibnall, Mrs. (Edith Martha Bowerman)
## 168 Skoog, Mrs. William (Anna Bernhardina Karlsson)
## 169 Baumann, Mr. John D
## 170 Ling, Mr. Lee
## 171 Van der hoef, Mr. Wyckoff
## 172 Rice, Master. Arthur
## 173 Johnson, Miss. Eleanor Ileen
## 174 Sivola, Mr. Antti Wilhelm
## 175 Smith, Mr. James Clinch
## 176 Klasen, Mr. Klas Albin
## 177 Lefebre, Master. Henry Forbes
## 178 Isham, Miss. Ann Elizabeth
## 179 Hale, Mr. Reginald
## 180 Leonard, Mr. Lionel
## 181 Sage, Miss. Constance Gladys
## 182 Pernot, Mr. Rene
## 183 Asplund, Master. Clarence Gustaf Hugo
## 184 Becker, Master. Richard F
## 185 Kink-Heilmann, Miss. Luise Gretchen
## 186 Rood, Mr. Hugh Roscoe
## 187 O'Brien, Mrs. Thomas (Johanna "Hannah" Godfrey)
## 188 Romaine, Mr. Charles Hallace ("Mr C Rolmane")
## 189 Bourke, Mr. John
## 190 Turcin, Mr. Stjepan
## 191 Pinsky, Mrs. (Rosa)
## 192 Carbines, Mr. William
## 193 Andersen-Jensen, Miss. Carla Christine Nielsine
## 194 Navratil, Master. Michel M
## 195 Brown, Mrs. James Joseph (Margaret Tobin)
## 196 Lurette, Miss. Elise
## 197 Mernagh, Mr. Robert
## 198 Olsen, Mr. Karl Siegwart Andreas
## 199 Madigan, Miss. Margaret "Maggie"
## 200 Yrois, Miss. Henriette ("Mrs Harbeck")
## 201 Vande Walle, Mr. Nestor Cyriel
## 202 Sage, Mr. Frederick
## 203 Johanson, Mr. Jakob Alfred
## 204 Youseff, Mr. Gerious
## 205 Cohen, Mr. Gurshon "Gus"
## 206 Strom, Miss. Telma Matilda
## 207 Backstrom, Mr. Karl Alfred
## 208 Albimona, Mr. Nassef Cassem
## 209 Carr, Miss. Helen "Ellen"
## 210 Blank, Mr. Henry
## 211 Ali, Mr. Ahmed
## 212 Cameron, Miss. Clear Annie
## 213 Perkin, Mr. John Henry
## 214 Givard, Mr. Hans Kristensen
## 215 Kiernan, Mr. Philip
## 216 Newell, Miss. Madeleine
## 217 Honkanen, Miss. Eliina
## 218 Jacobsohn, Mr. Sidney Samuel
## 219 Bazzani, Miss. Albina
## 220 Harris, Mr. Walter
## 221 Sunderland, Mr. Victor Francis
## 222 Bracken, Mr. James H
## 223 Green, Mr. George Henry
## 224 Nenkoff, Mr. Christo
## 225 Hoyt, Mr. Frederick Maxfield
## 226 Berglund, Mr. Karl Ivar Sven
## 227 Mellors, Mr. William John
## 228 Lovell, Mr. John Hall ("Henry")
## 229 Fahlstrom, Mr. Arne Jonas
## 230 Lefebre, Miss. Mathilde
## 231 Harris, Mrs. Henry Birkhardt (Irene Wallach)
## 232 Larsson, Mr. Bengt Edvin
## 233 Sjostedt, Mr. Ernst Adolf
## 234 Asplund, Miss. Lillian Gertrud
## 235 Leyson, Mr. Robert William Norman
## 236 Harknett, Miss. Alice Phoebe
## 237 Hold, Mr. Stephen
## 238 Collyer, Miss. Marjorie "Lottie"
## 239 Pengelly, Mr. Frederick William
## 240 Hunt, Mr. George Henry
## 241 Zabour, Miss. Thamine
## 242 Murphy, Miss. Katherine "Kate"
## 243 Coleridge, Mr. Reginald Charles
## 244 Maenpaa, Mr. Matti Alexanteri
## 245 Attalah, Mr. Sleiman
## 246 Minahan, Dr. William Edward
## 247 Lindahl, Miss. Agda Thorilda Viktoria
## 248 Hamalainen, Mrs. William (Anna)
## 249 Beckwith, Mr. Richard Leonard
## 250 Carter, Rev. Ernest Courtenay
## 251 Reed, Mr. James George
## 252 Strom, Mrs. Wilhelm (Elna Matilda Persson)
## 253 Stead, Mr. William Thomas
## 254 Lobb, Mr. William Arthur
## 255 Rosblom, Mrs. Viktor (Helena Wilhelmina)
## 256 Touma, Mrs. Darwis (Hanne Youssef Razi)
## 257 Thorne, Mrs. Gertrude Maybelle
## 258 Cherry, Miss. Gladys
## 259 Ward, Miss. Anna
## 260 Parrish, Mrs. (Lutie Davis)
## 261 Smith, Mr. Thomas
## 262 Asplund, Master. Edvin Rojj Felix
## 263 Taussig, Mr. Emil
## 264 Harrison, Mr. William
## 265 Henry, Miss. Delia
## 266 Reeves, Mr. David
## 267 Panula, Mr. Ernesti Arvid
## 268 Persson, Mr. Ernst Ulrik
## 269 Graham, Mrs. William Thompson (Edith Junkins)
## 270 Bissette, Miss. Amelia
## 271 Cairns, Mr. Alexander
## 272 Tornquist, Mr. William Henry
## 273 Mellinger, Mrs. (Elizabeth Anne Maidment)
## 274 Natsch, Mr. Charles H
## 275 Healy, Miss. Hanora "Nora"
## 276 Andrews, Miss. Kornelia Theodosia
## 277 Lindblom, Miss. Augusta Charlotta
## 278 Parkes, Mr. Francis "Frank"
## 279 Rice, Master. Eric
## 280 Abbott, Mrs. Stanton (Rosa Hunt)
## 281 Duane, Mr. Frank
## 282 Olsson, Mr. Nils Johan Goransson
## 283 de Pelsmaeker, Mr. Alfons
## 284 Dorking, Mr. Edward Arthur
## 285 Smith, Mr. Richard William
## 286 Stankovic, Mr. Ivan
## 287 de Mulder, Mr. Theodore
## 288 Naidenoff, Mr. Penko
## 289 Hosono, Mr. Masabumi
## 290 Connolly, Miss. Kate
## 291 Barber, Miss. Ellen "Nellie"
## 292 Bishop, Mrs. Dickinson H (Helen Walton)
## 293 Levy, Mr. Rene Jacques
## 294 Haas, Miss. Aloisia
## 295 Mineff, Mr. Ivan
## 296 Lewy, Mr. Ervin G
## 297 Hanna, Mr. Mansour
## 298 Allison, Miss. Helen Loraine
## 299 Saalfeld, Mr. Adolphe
## 300 Baxter, Mrs. James (Helene DeLaudeniere Chaput)
## 301 Kelly, Miss. Anna Katherine "Annie Kate"
## 302 McCoy, Mr. Bernard
## 303 Johnson, Mr. William Cahoone Jr
## 304 Keane, Miss. Nora A
## 305 Williams, Mr. Howard Hugh "Harry"
## 306 Allison, Master. Hudson Trevor
## 307 Fleming, Miss. Margaret
## 308 Penasco y Castellana, Mrs. Victor de Satode (Maria Josefa Perez de Soto y Vallejo)
## 309 Abelson, Mr. Samuel
## 310 Francatelli, Miss. Laura Mabel
## 311 Hays, Miss. Margaret Bechstein
## 312 Ryerson, Miss. Emily Borie
## 313 Lahtinen, Mrs. William (Anna Sylfven)
## 314 Hendekovic, Mr. Ignjac
## 315 Hart, Mr. Benjamin
## 316 Nilsson, Miss. Helmina Josefina
## 317 Kantor, Mrs. Sinai (Miriam Sternin)
## 318 Moraweck, Dr. Ernest
## 319 Wick, Miss. Mary Natalie
## 320 Spedden, Mrs. Frederic Oakley (Margaretta Corning Stone)
## 321 Dennis, Mr. Samuel
## 322 Danoff, Mr. Yoto
## 323 Slayter, Miss. Hilda Mary
## 324 Caldwell, Mrs. Albert Francis (Sylvia Mae Harbaugh)
## 325 Sage, Mr. George John Jr
## 326 Young, Miss. Marie Grice
## 327 Nysveen, Mr. Johan Hansen
## 328 Ball, Mrs. (Ada E Hall)
## 329 Goldsmith, Mrs. Frank John (Emily Alice Brown)
## 330 Hippach, Miss. Jean Gertrude
## 331 McCoy, Miss. Agnes
## 332 Partner, Mr. Austen
## 333 Graham, Mr. George Edward
## 334 Vander Planke, Mr. Leo Edmondus
## 335 Frauenthal, Mrs. Henry William (Clara Heinsheimer)
## 336 Denkoff, Mr. Mitto
## 337 Pears, Mr. Thomas Clinton
## 338 Burns, Miss. Elizabeth Margaret
## 339 Dahl, Mr. Karl Edwart
## 340 Blackwell, Mr. Stephen Weart
## 341 Navratil, Master. Edmond Roger
## 342 Fortune, Miss. Alice Elizabeth
## 343 Collander, Mr. Erik Gustaf
## 344 Sedgwick, Mr. Charles Frederick Waddington
## 345 Fox, Mr. Stanley Hubert
## 346 Brown, Miss. Amelia "Mildred"
## 347 Smith, Miss. Marion Elsie
## 348 Davison, Mrs. Thomas Henry (Mary E Finck)
## 349 Coutts, Master. William Loch "William"
## 350 Dimic, Mr. Jovan
## 351 Odahl, Mr. Nils Martin
## 352 Williams-Lambert, Mr. Fletcher Fellows
## 353 Elias, Mr. Tannous
## 354 Arnold-Franchi, Mr. Josef
## 355 Yousif, Mr. Wazli
## 356 Vanden Steen, Mr. Leo Peter
## 357 Bowerman, Miss. Elsie Edith
## 358 Funk, Miss. Annie Clemmer
## 359 McGovern, Miss. Mary
## 360 Mockler, Miss. Helen Mary "Ellie"
## 361 Skoog, Mr. Wilhelm
## 362 del Carlo, Mr. Sebastiano
## 363 Barbara, Mrs. (Catherine David)
## 364 Asim, Mr. Adola
## 365 O'Brien, Mr. Thomas
## 366 Adahl, Mr. Mauritz Nils Martin
## 367 Warren, Mrs. Frank Manley (Anna Sophia Atkinson)
## 368 Moussa, Mrs. (Mantoura Boulos)
## 369 Jermyn, Miss. Annie
## 370 Aubart, Mme. Leontine Pauline
## 371 Harder, Mr. George Achilles
## 372 Wiklund, Mr. Jakob Alfred
## 373 Beavan, Mr. William Thomas
## 374 Ringhini, Mr. Sante
## 375 Palsson, Miss. Stina Viola
## 376 Meyer, Mrs. Edgar Joseph (Leila Saks)
## 377 Landergren, Miss. Aurora Adelia
## 378 Widener, Mr. Harry Elkins
## 379 Betros, Mr. Tannous
## 380 Gustafsson, Mr. Karl Gideon
## 381 Bidois, Miss. Rosalie
## 382 Nakid, Miss. Maria ("Mary")
## 383 Tikkanen, Mr. Juho
## 384 Holverson, Mrs. Alexander Oskar (Mary Aline Towner)
## 385 Plotcharsky, Mr. Vasil
## 386 Davies, Mr. Charles Henry
## 387 Goodwin, Master. Sidney Leonard
## 388 Buss, Miss. Kate
## 389 Sadlier, Mr. Matthew
## 390 Lehmann, Miss. Bertha
## 391 Carter, Mr. William Ernest
## 392 Jansson, Mr. Carl Olof
## 393 Gustafsson, Mr. Johan Birger
## 394 Newell, Miss. Marjorie
## 395 Sandstrom, Mrs. Hjalmar (Agnes Charlotta Bengtsson)
## 396 Johansson, Mr. Erik
## 397 Olsson, Miss. Elina
## 398 McKane, Mr. Peter David
## 399 Pain, Dr. Alfred
## 400 Trout, Mrs. William H (Jessie L)
## 401 Niskanen, Mr. Juha
## 402 Adams, Mr. John
## 403 Jussila, Miss. Mari Aina
## 404 Hakkarainen, Mr. Pekka Pietari
## 405 Oreskovic, Miss. Marija
## 406 Gale, Mr. Shadrach
## 407 Widegren, Mr. Carl/Charles Peter
## 408 Richards, Master. William Rowe
## 409 Birkeland, Mr. Hans Martin Monsen
## 410 Lefebre, Miss. Ida
## 411 Sdycoff, Mr. Todor
## 412 Hart, Mr. Henry
## 413 Minahan, Miss. Daisy E
## 414 Cunningham, Mr. Alfred Fleming
## 415 Sundman, Mr. Johan Julian
## 416 Meek, Mrs. Thomas (Annie Louise Rowley)
## 417 Drew, Mrs. James Vivian (Lulu Thorne Christian)
## 418 Silven, Miss. Lyyli Karoliina
## 419 Matthews, Mr. William John
## 420 Van Impe, Miss. Catharina
## 421 Gheorgheff, Mr. Stanio
## 422 Charters, Mr. David
## 423 Zimmerman, Mr. Leo
## 424 Danbom, Mrs. Ernst Gilbert (Anna Sigrid Maria Brogren)
## 425 Rosblom, Mr. Viktor Richard
## 426 Wiseman, Mr. Phillippe
## 427 Clarke, Mrs. Charles V (Ada Maria Winfield)
## 428 Phillips, Miss. Kate Florence ("Mrs Kate Louise Phillips Marshall")
## 429 Flynn, Mr. James
## 430 Pickard, Mr. Berk (Berk Trembisky)
## 431 Bjornstrom-Steffansson, Mr. Mauritz Hakan
## 432 Thorneycroft, Mrs. Percival (Florence Kate White)
## 433 Louch, Mrs. Charles Alexander (Alice Adelaide Slow)
## 434 Kallio, Mr. Nikolai Erland
## 435 Silvey, Mr. William Baird
## 436 Carter, Miss. Lucile Polk
## 437 Ford, Miss. Doolina Margaret "Daisy"
## 438 Richards, Mrs. Sidney (Emily Hocking)
## 439 Fortune, Mr. Mark
## 440 Kvillner, Mr. Johan Henrik Johannesson
## 441 Hart, Mrs. Benjamin (Esther Ada Bloomfield)
## 442 Hampe, Mr. Leon
## 443 Petterson, Mr. Johan Emil
## 444 Reynaldo, Ms. Encarnacion
## 445 Johannesen-Bratthammer, Mr. Bernt
## 446 Dodge, Master. Washington
## 447 Mellinger, Miss. Madeleine Violet
## 448 Seward, Mr. Frederic Kimber
## 449 Baclini, Miss. Marie Catherine
## 450 Peuchen, Major. Arthur Godfrey
## 451 West, Mr. Edwy Arthur
## 452 Hagland, Mr. Ingvald Olai Olsen
## 453 Foreman, Mr. Benjamin Laventall
## 454 Goldenberg, Mr. Samuel L
## 455 Peduzzi, Mr. Joseph
## 456 Jalsevac, Mr. Ivan
## 457 Millet, Mr. Francis Davis
## 458 Kenyon, Mrs. Frederick R (Marion)
## 459 Toomey, Miss. Ellen
## 460 O'Connor, Mr. Maurice
## 461 Anderson, Mr. Harry
## 462 Morley, Mr. William
## 463 Gee, Mr. Arthur H
## 464 Milling, Mr. Jacob Christian
## 465 Maisner, Mr. Simon
## 466 Goncalves, Mr. Manuel Estanslas
## 467 Campbell, Mr. William
## 468 Smart, Mr. John Montgomery
## 469 Scanlan, Mr. James
## 470 Baclini, Miss. Helene Barbara
## 471 Keefe, Mr. Arthur
## 472 Cacic, Mr. Luka
## 473 West, Mrs. Edwy Arthur (Ada Mary Worth)
## 474 Jerwan, Mrs. Amin S (Marie Marthe Thuillard)
## 475 Strandberg, Miss. Ida Sofia
## 476 Clifford, Mr. George Quincy
## 477 Renouf, Mr. Peter Henry
## 478 Braund, Mr. Lewis Richard
## 479 Karlsson, Mr. Nils August
## 480 Hirvonen, Miss. Hildur E
## 481 Goodwin, Master. Harold Victor
## 482 Frost, Mr. Anthony Wood "Archie"
## 483 Rouse, Mr. Richard Henry
## 484 Turkula, Mrs. (Hedwig)
## 485 Bishop, Mr. Dickinson H
## 486 Lefebre, Miss. Jeannie
## 487 Hoyt, Mrs. Frederick Maxfield (Jane Anne Forby)
## 488 Kent, Mr. Edward Austin
## 489 Somerton, Mr. Francis William
## 490 Coutts, Master. Eden Leslie "Neville"
## 491 Hagland, Mr. Konrad Mathias Reiersen
## 492 Windelov, Mr. Einar
## 493 Molson, Mr. Harry Markland
## 494 Artagaveytia, Mr. Ramon
## 495 Stanley, Mr. Edward Roland
## 496 Yousseff, Mr. Gerious
## 497 Eustis, Miss. Elizabeth Mussey
## 498 Shellard, Mr. Frederick William
## 499 Allison, Mrs. Hudson J C (Bessie Waldo Daniels)
## 500 Svensson, Mr. Olof
## 501 Calic, Mr. Petar
## 502 Canavan, Miss. Mary
## 503 O'Sullivan, Miss. Bridget Mary
## 504 Laitinen, Miss. Kristina Sofia
## 505 Maioni, Miss. Roberta
## 506 Penasco y Castellana, Mr. Victor de Satode
## 507 Quick, Mrs. Frederick Charles (Jane Richards)
## 508 Bradley, Mr. George ("George Arthur Brayton")
## 509 Olsen, Mr. Henry Margido
## 510 Lang, Mr. Fang
## 511 Daly, Mr. Eugene Patrick
## 512 Webber, Mr. James
## 513 McGough, Mr. James Robert
## 514 Rothschild, Mrs. Martin (Elizabeth L. Barrett)
## 515 Coleff, Mr. Satio
## 516 Walker, Mr. William Anderson
## 517 Lemore, Mrs. (Amelia Milley)
## 518 Ryan, Mr. Patrick
## 519 Angle, Mrs. William A (Florence "Mary" Agnes Hughes)
## 520 Pavlovic, Mr. Stefo
## 521 Perreault, Miss. Anne
## 522 Vovk, Mr. Janko
## 523 Lahoud, Mr. Sarkis
## 524 Hippach, Mrs. Louis Albert (Ida Sophia Fischer)
## 525 Kassem, Mr. Fared
## 526 Farrell, Mr. James
## 527 Ridsdale, Miss. Lucy
## 528 Farthing, Mr. John
## 529 Salonen, Mr. Johan Werner
## 530 Hocking, Mr. Richard George
## 531 Quick, Miss. Phyllis May
## 532 Toufik, Mr. Nakli
## 533 Elias, Mr. Joseph Jr
## 534 Peter, Mrs. Catherine (Catherine Rizk)
## 535 Cacic, Miss. Marija
## 536 Hart, Miss. Eva Miriam
## 537 Butt, Major. Archibald Willingham
## 538 LeRoy, Miss. Bertha
## 539 Risien, Mr. Samuel Beard
## 540 Frolicher, Miss. Hedwig Margaritha
## 541 Crosby, Miss. Harriet R
## 542 Andersson, Miss. Ingeborg Constanzia
## 543 Andersson, Miss. Sigrid Elisabeth
## 544 Beane, Mr. Edward
## 545 Douglas, Mr. Walter Donald
## 546 Nicholson, Mr. Arthur Ernest
## 547 Beane, Mrs. Edward (Ethel Clarke)
## 548 Padro y Manent, Mr. Julian
## 549 Goldsmith, Mr. Frank John
## 550 Davies, Master. John Morgan Jr
## 551 Thayer, Mr. John Borland Jr
## 552 Sharp, Mr. Percival James R
## 553 O'Brien, Mr. Timothy
## 554 Leeni, Mr. Fahim ("Philip Zenni")
## 555 Ohman, Miss. Velin
## 556 Wright, Mr. George
## 557 Duff Gordon, Lady. (Lucille Christiana Sutherland) ("Mrs Morgan")
## 558 Robbins, Mr. Victor
## 559 Taussig, Mrs. Emil (Tillie Mandelbaum)
## 560 de Messemaeker, Mrs. Guillaume Joseph (Emma)
## 561 Morrow, Mr. Thomas Rowan
## 562 Sivic, Mr. Husein
## 563 Norman, Mr. Robert Douglas
## 564 Simmons, Mr. John
## 565 Meanwell, Miss. (Marion Ogden)
## 566 Davies, Mr. Alfred J
## 567 Stoytcheff, Mr. Ilia
## 568 Palsson, Mrs. Nils (Alma Cornelia Berglund)
## 569 Doharr, Mr. Tannous
## 570 Jonsson, Mr. Carl
## 571 Harris, Mr. George
## 572 Appleton, Mrs. Edward Dale (Charlotte Lamson)
## 573 Flynn, Mr. John Irwin ("Irving")
## 574 Kelly, Miss. Mary
## 575 Rush, Mr. Alfred George John
## 576 Patchett, Mr. George
## 577 Garside, Miss. Ethel
## 578 Silvey, Mrs. William Baird (Alice Munger)
## 579 Caram, Mrs. Joseph (Maria Elias)
## 580 Jussila, Mr. Eiriik
## 581 Christy, Miss. Julie Rachel
## 582 Thayer, Mrs. John Borland (Marian Longstreth Morris)
## 583 Downton, Mr. William James
## 584 Ross, Mr. John Hugo
## 585 Paulner, Mr. Uscher
## 586 Taussig, Miss. Ruth
## 587 Jarvis, Mr. John Denzil
## 588 Frolicher-Stehli, Mr. Maxmillian
## 589 Gilinski, Mr. Eliezer
## 590 Murdlin, Mr. Joseph
## 591 Rintamaki, Mr. Matti
## 592 Stephenson, Mrs. Walter Bertram (Martha Eustis)
## 593 Elsbury, Mr. William James
## 594 Bourke, Miss. Mary
## 595 Chapman, Mr. John Henry
## 596 Van Impe, Mr. Jean Baptiste
## 597 Leitch, Miss. Jessie Wills
## 598 Johnson, Mr. Alfred
## 599 Boulos, Mr. Hanna
## 600 Duff Gordon, Sir. Cosmo Edmund ("Mr Morgan")
## 601 Jacobsohn, Mrs. Sidney Samuel (Amy Frances Christy)
## 602 Slabenoff, Mr. Petco
## 603 Harrington, Mr. Charles H
## 604 Torber, Mr. Ernst William
## 605 Homer, Mr. Harry ("Mr E Haven")
## 606 Lindell, Mr. Edvard Bengtsson
## 607 Karaic, Mr. Milan
## 608 Daniel, Mr. Robert Williams
## 609 Laroche, Mrs. Joseph (Juliette Marie Louise Lafargue)
## 610 Shutes, Miss. Elizabeth W
## 611 Andersson, Mrs. Anders Johan (Alfrida Konstantia Brogren)
## 612 Jardin, Mr. Jose Neto
## 613 Murphy, Miss. Margaret Jane
## 614 Horgan, Mr. John
## 615 Brocklebank, Mr. William Alfred
## 616 Herman, Miss. Alice
## 617 Danbom, Mr. Ernst Gilbert
## 618 Lobb, Mrs. William Arthur (Cordelia K Stanlick)
## 619 Becker, Miss. Marion Louise
## 620 Gavey, Mr. Lawrence
## 621 Yasbeck, Mr. Antoni
## 622 Kimball, Mr. Edwin Nelson Jr
## 623 Nakid, Mr. Sahid
## 624 Hansen, Mr. Henry Damsgaard
## 625 Bowen, Mr. David John "Dai"
## 626 Sutton, Mr. Frederick
## 627 Kirkland, Rev. Charles Leonard
## 628 Longley, Miss. Gretchen Fiske
## 629 Bostandyeff, Mr. Guentcho
## 630 O'Connell, Mr. Patrick D
## 631 Barkworth, Mr. Algernon Henry Wilson
## 632 Lundahl, Mr. Johan Svensson
## 633 Stahelin-Maeglin, Dr. Max
## 634 Parr, Mr. William Henry Marsh
## 635 Skoog, Miss. Mabel
## 636 Davis, Miss. Mary
## 637 Leinonen, Mr. Antti Gustaf
## 638 Collyer, Mr. Harvey
## 639 Panula, Mrs. Juha (Maria Emilia Ojala)
## 640 Thorneycroft, Mr. Percival
## 641 Jensen, Mr. Hans Peder
## 642 Sagesser, Mlle. Emma
## 643 Skoog, Miss. Margit Elizabeth
## 644 Foo, Mr. Choong
## 645 Baclini, Miss. Eugenie
## 646 Harper, Mr. Henry Sleeper
## 647 Cor, Mr. Liudevit
## 648 Simonius-Blumer, Col. Oberst Alfons
## 649 Willey, Mr. Edward
## 650 Stanley, Miss. Amy Zillah Elsie
## 651 Mitkoff, Mr. Mito
## 652 Doling, Miss. Elsie
## 653 Kalvik, Mr. Johannes Halvorsen
## 654 O'Leary, Miss. Hanora "Norah"
## 655 Hegarty, Miss. Hanora "Nora"
## 656 Hickman, Mr. Leonard Mark
## 657 Radeff, Mr. Alexander
## 658 Bourke, Mrs. John (Catherine)
## 659 Eitemiller, Mr. George Floyd
## 660 Newell, Mr. Arthur Webster
## 661 Frauenthal, Dr. Henry William
## 662 Badt, Mr. Mohamed
## 663 Colley, Mr. Edward Pomeroy
## 664 Coleff, Mr. Peju
## 665 Lindqvist, Mr. Eino William
## 666 Hickman, Mr. Lewis
## 667 Butler, Mr. Reginald Fenton
## 668 Rommetvedt, Mr. Knud Paust
## 669 Cook, Mr. Jacob
## 670 Taylor, Mrs. Elmer Zebley (Juliet Cummins Wright)
## 671 Brown, Mrs. Thomas William Solomon (Elizabeth Catherine Ford)
## 672 Davidson, Mr. Thornton
## 673 Mitchell, Mr. Henry Michael
## 674 Wilhelms, Mr. Charles
## 675 Watson, Mr. Ennis Hastings
## 676 Edvardsson, Mr. Gustaf Hjalmar
## 677 Sawyer, Mr. Frederick Charles
## 678 Turja, Miss. Anna Sofia
## 679 Goodwin, Mrs. Frederick (Augusta Tyler)
## 680 Cardeza, Mr. Thomas Drake Martinez
## 681 Peters, Miss. Katie
## 682 Hassab, Mr. Hammad
## 683 Olsvigen, Mr. Thor Anderson
## 684 Goodwin, Mr. Charles Edward
## 685 Brown, Mr. Thomas William Solomon
## 686 Laroche, Mr. Joseph Philippe Lemercier
## 687 Panula, Mr. Jaako Arnold
## 688 Dakic, Mr. Branko
## 689 Fischer, Mr. Eberhard Thelander
## 690 Madill, Miss. Georgette Alexandra
## 691 Dick, Mr. Albert Adrian
## 692 Karun, Miss. Manca
## 693 Lam, Mr. Ali
## 694 Saad, Mr. Khalil
## 695 Weir, Col. John
## 696 Chapman, Mr. Charles Henry
## 697 Kelly, Mr. James
## 698 Mullens, Miss. Katherine "Katie"
## 699 Thayer, Mr. John Borland
## 700 Humblen, Mr. Adolf Mathias Nicolai Olsen
## 701 Astor, Mrs. John Jacob (Madeleine Talmadge Force)
## 702 Silverthorne, Mr. Spencer Victor
## 703 Barbara, Miss. Saiide
## 704 Gallagher, Mr. Martin
## 705 Hansen, Mr. Henrik Juul
## 706 Morley, Mr. Henry Samuel ("Mr Henry Marshall")
## 707 Kelly, Mrs. Florence "Fannie"
## 708 Calderhead, Mr. Edward Pennington
## 709 Cleaver, Miss. Alice
## 710 Moubarek, Master. Halim Gonios ("William George")
## 711 Mayne, Mlle. Berthe Antonine ("Mrs de Villiers")
## 712 Klaber, Mr. Herman
## 713 Taylor, Mr. Elmer Zebley
## 714 Larsson, Mr. August Viktor
## 715 Greenberg, Mr. Samuel
## 716 Soholt, Mr. Peter Andreas Lauritz Andersen
## 717 Endres, Miss. Caroline Louise
## 718 Troutt, Miss. Edwina Celia "Winnie"
## 719 McEvoy, Mr. Michael
## 720 Johnson, Mr. Malkolm Joackim
## 721 Harper, Miss. Annie Jessie "Nina"
## 722 Jensen, Mr. Svend Lauritz
## 723 Gillespie, Mr. William Henry
## 724 Hodges, Mr. Henry Price
## 725 Chambers, Mr. Norman Campbell
## 726 Oreskovic, Mr. Luka
## 727 Renouf, Mrs. Peter Henry (Lillian Jefferys)
## 728 Mannion, Miss. Margareth
## 729 Bryhl, Mr. Kurt Arnold Gottfrid
## 730 Ilmakangas, Miss. Pieta Sofia
## 731 Allen, Miss. Elisabeth Walton
## 732 Hassan, Mr. Houssein G N
## 733 Knight, Mr. Robert J
## 734 Berriman, Mr. William John
## 735 Troupiansky, Mr. Moses Aaron
## 736 Williams, Mr. Leslie
## 737 Ford, Mrs. Edward (Margaret Ann Watson)
## 738 Lesurer, Mr. Gustave J
## 739 Ivanoff, Mr. Kanio
## 740 Nankoff, Mr. Minko
## 741 Hawksford, Mr. Walter James
## 742 Cavendish, Mr. Tyrell William
## 743 Ryerson, Miss. Susan Parker "Suzette"
## 744 McNamee, Mr. Neal
## 745 Stranden, Mr. Juho
## 746 Crosby, Capt. Edward Gifford
## 747 Abbott, Mr. Rossmore Edward
## 748 Sinkkonen, Miss. Anna
## 749 Marvin, Mr. Daniel Warner
## 750 Connaghton, Mr. Michael
## 751 Wells, Miss. Joan
## 752 Moor, Master. Meier
## 753 Vande Velde, Mr. Johannes Joseph
## 754 Jonkoff, Mr. Lalio
## 755 Herman, Mrs. Samuel (Jane Laver)
## 756 Hamalainen, Master. Viljo
## 757 Carlsson, Mr. August Sigfrid
## 758 Bailey, Mr. Percy Andrew
## 759 Theobald, Mr. Thomas Leonard
## 760 Rothes, the Countess. of (Lucy Noel Martha Dyer-Edwards)
## 761 Garfirth, Mr. John
## 762 Nirva, Mr. Iisakki Antino Aijo
## 763 Barah, Mr. Hanna Assi
## 764 Carter, Mrs. William Ernest (Lucile Polk)
## 765 Eklund, Mr. Hans Linus
## 766 Hogeboom, Mrs. John C (Anna Andrews)
## 767 Brewe, Dr. Arthur Jackson
## 768 Mangan, Miss. Mary
## 769 Moran, Mr. Daniel J
## 770 Gronnestad, Mr. Daniel Danielsen
## 771 Lievens, Mr. Rene Aime
## 772 Jensen, Mr. Niels Peder
## 773 Mack, Mrs. (Mary)
## 774 Elias, Mr. Dibo
## 775 Hocking, Mrs. Elizabeth (Eliza Needs)
## 776 Myhrman, Mr. Pehr Fabian Oliver Malkolm
## 777 Tobin, Mr. Roger
## 778 Emanuel, Miss. Virginia Ethel
## 779 Kilgannon, Mr. Thomas J
## 780 Robert, Mrs. Edward Scott (Elisabeth Walton McMillan)
## 781 Ayoub, Miss. Banoura
## 782 Dick, Mrs. Albert Adrian (Vera Gillespie)
## 783 Long, Mr. Milton Clyde
## 784 Johnston, Mr. Andrew G
## 785 Ali, Mr. William
## 786 Harmer, Mr. Abraham (David Lishin)
## 787 Sjoblom, Miss. Anna Sofia
## 788 Rice, Master. George Hugh
## 789 Dean, Master. Bertram Vere
## 790 Guggenheim, Mr. Benjamin
## 791 Keane, Mr. Andrew "Andy"
## 792 Gaskell, Mr. Alfred
## 793 Sage, Miss. Stella Anna
## 794 Hoyt, Mr. William Fisher
## 795 Dantcheff, Mr. Ristiu
## 796 Otter, Mr. Richard
## 797 Leader, Dr. Alice (Farnham)
## 798 Osman, Mrs. Mara
## 799 Ibrahim Shawah, Mr. Yousseff
## 800 Van Impe, Mrs. Jean Baptiste (Rosalie Paula Govaert)
## 801 Ponesell, Mr. Martin
## 802 Collyer, Mrs. Harvey (Charlotte Annie Tate)
## 803 Carter, Master. William Thornton II
## 804 Thomas, Master. Assad Alexander
## 805 Hedman, Mr. Oskar Arvid
## 806 Johansson, Mr. Karl Johan
## 807 Andrews, Mr. Thomas Jr
## 808 Pettersson, Miss. Ellen Natalia
## 809 Meyer, Mr. August
## 810 Chambers, Mrs. Norman Campbell (Bertha Griggs)
## 811 Alexander, Mr. William
## 812 Lester, Mr. James
## 813 Slemen, Mr. Richard James
## 814 Andersson, Miss. Ebba Iris Alfrida
## 815 Tomlin, Mr. Ernest Portage
## 816 Fry, Mr. Richard
## 817 Heininen, Miss. Wendla Maria
## 818 Mallet, Mr. Albert
## 819 Holm, Mr. John Fredrik Alexander
## 820 Skoog, Master. Karl Thorsten
## 821 Hays, Mrs. Charles Melville (Clara Jennings Gregg)
## 822 Lulic, Mr. Nikola
## 823 Reuchlin, Jonkheer. John George
## 824 Moor, Mrs. (Beila)
## 825 Panula, Master. Urho Abraham
## 826 Flynn, Mr. John
## 827 Lam, Mr. Len
## 828 Mallet, Master. Andre
## 829 McCormack, Mr. Thomas Joseph
## 830 Stone, Mrs. George Nelson (Martha Evelyn)
## 831 Yasbeck, Mrs. Antoni (Selini Alexander)
## 832 Richards, Master. George Sibley
## 833 Saad, Mr. Amin
## 834 Augustsson, Mr. Albert
## 835 Allum, Mr. Owen George
## 836 Compton, Miss. Sara Rebecca
## 837 Pasic, Mr. Jakob
## 838 Sirota, Mr. Maurice
## 839 Chip, Mr. Chang
## 840 Marechal, Mr. Pierre
## 841 Alhomaki, Mr. Ilmari Rudolf
## 842 Mudd, Mr. Thomas Charles
## 843 Serepeca, Miss. Augusta
## 844 Lemberopolous, Mr. Peter L
## 845 Culumovic, Mr. Jeso
## 846 Abbing, Mr. Anthony
## 847 Sage, Mr. Douglas Bullen
## 848 Markoff, Mr. Marin
## 849 Harper, Rev. John
## 850 Goldenberg, Mrs. Samuel L (Edwiga Grabowska)
## 851 Andersson, Master. Sigvard Harald Elias
## 852 Svensson, Mr. Johan
## 853 Boulos, Miss. Nourelain
## 854 Lines, Miss. Mary Conover
## 855 Carter, Mrs. Ernest Courtenay (Lilian Hughes)
## 856 Aks, Mrs. Sam (Leah Rosen)
## 857 Wick, Mrs. George Dennick (Mary Hitchcock)
## 858 Daly, Mr. Peter Denis
## 859 Baclini, Mrs. Solomon (Latifa Qurban)
## 860 Razi, Mr. Raihed
## 861 Hansen, Mr. Claus Peter
## 862 Giles, Mr. Frederick Edward
## 863 Swift, Mrs. Frederick Joel (Margaret Welles Barron)
## 864 Sage, Miss. Dorothy Edith "Dolly"
## 865 Gill, Mr. John William
## 866 Bystrom, Mrs. (Karolina)
## 867 Duran y More, Miss. Asuncion
## 868 Roebling, Mr. Washington Augustus II
## 869 van Melkebeke, Mr. Philemon
## 870 Johnson, Master. Harold Theodor
## 871 Balkic, Mr. Cerin
## 872 Beckwith, Mrs. Richard Leonard (Sallie Monypeny)
## 873 Carlsson, Mr. Frans Olof
## 874 Vander Cruyssen, Mr. Victor
## 875 Abelson, Mrs. Samuel (Hannah Wizosky)
## 876 Najib, Miss. Adele Kiamie "Jane"
## 877 Gustafsson, Mr. Alfred Ossian
## 878 Petroff, Mr. Nedelio
## 879 Laleff, Mr. Kristo
## 880 Potter, Mrs. Thomas Jr (Lily Alexenia Wilson)
## 881 Shelley, Mrs. William (Imanita Parrish Hall)
## 882 Markun, Mr. Johann
## 883 Dahlberg, Miss. Gerda Ulrika
## 884 Banfield, Mr. Frederick James
## 885 Sutehall, Mr. Henry Jr
## 886 Rice, Mrs. William (Margaret Norton)
## 887 Montvila, Rev. Juozas
## 888 Graham, Miss. Margaret Edith
## 889 Johnston, Miss. Catherine Helen "Carrie"
## 890 Behr, Mr. Karl Howell
## 891 Dooley, Mr. Patrick
## Sex Age SibSp Parch Ticket Fare Cabin
## 1 male 22.00 1 0 A/5 21171 7.2500
## 2 female 38.00 1 0 PC 17599 71.2833 C85
## 3 female 26.00 0 0 STON/O2. 3101282 7.9250
## 4 female 35.00 1 0 113803 53.1000 C123
## 5 male 35.00 0 0 373450 8.0500
## 6 male NA 0 0 330877 8.4583
## 7 male 54.00 0 0 17463 51.8625 E46
## 8 male 2.00 3 1 349909 21.0750
## 9 female 27.00 0 2 347742 11.1333
## 10 female 14.00 1 0 237736 30.0708
## 11 female 4.00 1 1 PP 9549 16.7000 G6
## 12 female 58.00 0 0 113783 26.5500 C103
## 13 male 20.00 0 0 A/5. 2151 8.0500
## 14 male 39.00 1 5 347082 31.2750
## 15 female 14.00 0 0 350406 7.8542
## 16 female 55.00 0 0 248706 16.0000
## 17 male 2.00 4 1 382652 29.1250
## 18 male NA 0 0 244373 13.0000
## 19 female 31.00 1 0 345763 18.0000
## 20 female NA 0 0 2649 7.2250
## 21 male 35.00 0 0 239865 26.0000
## 22 male 34.00 0 0 248698 13.0000 D56
## 23 female 15.00 0 0 330923 8.0292
## 24 male 28.00 0 0 113788 35.5000 A6
## 25 female 8.00 3 1 349909 21.0750
## 26 female 38.00 1 5 347077 31.3875
## 27 male NA 0 0 2631 7.2250
## 28 male 19.00 3 2 19950 263.0000 C23 C25 C27
## 29 female NA 0 0 330959 7.8792
## 30 male NA 0 0 349216 7.8958
## 31 male 40.00 0 0 PC 17601 27.7208
## 32 female NA 1 0 PC 17569 146.5208 B78
## 33 female NA 0 0 335677 7.7500
## 34 male 66.00 0 0 C.A. 24579 10.5000
## 35 male 28.00 1 0 PC 17604 82.1708
## 36 male 42.00 1 0 113789 52.0000
## 37 male NA 0 0 2677 7.2292
## 38 male 21.00 0 0 A./5. 2152 8.0500
## 39 female 18.00 2 0 345764 18.0000
## 40 female 14.00 1 0 2651 11.2417
## 41 female 40.00 1 0 7546 9.4750
## 42 female 27.00 1 0 11668 21.0000
## 43 male NA 0 0 349253 7.8958
## 44 female 3.00 1 2 SC/Paris 2123 41.5792
## 45 female 19.00 0 0 330958 7.8792
## 46 male NA 0 0 S.C./A.4. 23567 8.0500
## 47 male NA 1 0 370371 15.5000
## 48 female NA 0 0 14311 7.7500
## 49 male NA 2 0 2662 21.6792
## 50 female 18.00 1 0 349237 17.8000
## 51 male 7.00 4 1 3101295 39.6875
## 52 male 21.00 0 0 A/4. 39886 7.8000
## 53 female 49.00 1 0 PC 17572 76.7292 D33
## 54 female 29.00 1 0 2926 26.0000
## 55 male 65.00 0 1 113509 61.9792 B30
## 56 male NA 0 0 19947 35.5000 C52
## 57 female 21.00 0 0 C.A. 31026 10.5000
## 58 male 28.50 0 0 2697 7.2292
## 59 female 5.00 1 2 C.A. 34651 27.7500
## 60 male 11.00 5 2 CA 2144 46.9000
## 61 male 22.00 0 0 2669 7.2292
## 62 female 38.00 0 0 113572 80.0000 B28
## 63 male 45.00 1 0 36973 83.4750 C83
## 64 male 4.00 3 2 347088 27.9000
## 65 male NA 0 0 PC 17605 27.7208
## 66 male NA 1 1 2661 15.2458
## 67 female 29.00 0 0 C.A. 29395 10.5000 F33
## 68 male 19.00 0 0 S.P. 3464 8.1583
## 69 female 17.00 4 2 3101281 7.9250
## 70 male 26.00 2 0 315151 8.6625
## 71 male 32.00 0 0 C.A. 33111 10.5000
## 72 female 16.00 5 2 CA 2144 46.9000
## 73 male 21.00 0 0 S.O.C. 14879 73.5000
## 74 male 26.00 1 0 2680 14.4542
## 75 male 32.00 0 0 1601 56.4958
## 76 male 25.00 0 0 348123 7.6500 F G73
## 77 male NA 0 0 349208 7.8958
## 78 male NA 0 0 374746 8.0500
## 79 male 0.83 0 2 248738 29.0000
## 80 female 30.00 0 0 364516 12.4750
## 81 male 22.00 0 0 345767 9.0000
## 82 male 29.00 0 0 345779 9.5000
## 83 female NA 0 0 330932 7.7875
## 84 male 28.00 0 0 113059 47.1000
## 85 female 17.00 0 0 SO/C 14885 10.5000
## 86 female 33.00 3 0 3101278 15.8500
## 87 male 16.00 1 3 W./C. 6608 34.3750
## 88 male NA 0 0 SOTON/OQ 392086 8.0500
## 89 female 23.00 3 2 19950 263.0000 C23 C25 C27
## 90 male 24.00 0 0 343275 8.0500
## 91 male 29.00 0 0 343276 8.0500
## 92 male 20.00 0 0 347466 7.8542
## 93 male 46.00 1 0 W.E.P. 5734 61.1750 E31
## 94 male 26.00 1 2 C.A. 2315 20.5750
## 95 male 59.00 0 0 364500 7.2500
## 96 male NA 0 0 374910 8.0500
## 97 male 71.00 0 0 PC 17754 34.6542 A5
## 98 male 23.00 0 1 PC 17759 63.3583 D10 D12
## 99 female 34.00 0 1 231919 23.0000
## 100 male 34.00 1 0 244367 26.0000
## 101 female 28.00 0 0 349245 7.8958
## 102 male NA 0 0 349215 7.8958
## 103 male 21.00 0 1 35281 77.2875 D26
## 104 male 33.00 0 0 7540 8.6542
## 105 male 37.00 2 0 3101276 7.9250
## 106 male 28.00 0 0 349207 7.8958
## 107 female 21.00 0 0 343120 7.6500
## 108 male NA 0 0 312991 7.7750
## 109 male 38.00 0 0 349249 7.8958
## 110 female NA 1 0 371110 24.1500
## 111 male 47.00 0 0 110465 52.0000 C110
## 112 female 14.50 1 0 2665 14.4542
## 113 male 22.00 0 0 324669 8.0500
## 114 female 20.00 1 0 4136 9.8250
## 115 female 17.00 0 0 2627 14.4583
## 116 male 21.00 0 0 STON/O 2. 3101294 7.9250
## 117 male 70.50 0 0 370369 7.7500
## 118 male 29.00 1 0 11668 21.0000
## 119 male 24.00 0 1 PC 17558 247.5208 B58 B60
## 120 female 2.00 4 2 347082 31.2750
## 121 male 21.00 2 0 S.O.C. 14879 73.5000
## 122 male NA 0 0 A4. 54510 8.0500
## 123 male 32.50 1 0 237736 30.0708
## 124 female 32.50 0 0 27267 13.0000 E101
## 125 male 54.00 0 1 35281 77.2875 D26
## 126 male 12.00 1 0 2651 11.2417
## 127 male NA 0 0 370372 7.7500
## 128 male 24.00 0 0 C 17369 7.1417
## 129 female NA 1 1 2668 22.3583 F E69
## 130 male 45.00 0 0 347061 6.9750
## 131 male 33.00 0 0 349241 7.8958
## 132 male 20.00 0 0 SOTON/O.Q. 3101307 7.0500
## 133 female 47.00 1 0 A/5. 3337 14.5000
## 134 female 29.00 1 0 228414 26.0000
## 135 male 25.00 0 0 C.A. 29178 13.0000
## 136 male 23.00 0 0 SC/PARIS 2133 15.0458
## 137 female 19.00 0 2 11752 26.2833 D47
## 138 male 37.00 1 0 113803 53.1000 C123
## 139 male 16.00 0 0 7534 9.2167
## 140 male 24.00 0 0 PC 17593 79.2000 B86
## 141 female NA 0 2 2678 15.2458
## 142 female 22.00 0 0 347081 7.7500
## 143 female 24.00 1 0 STON/O2. 3101279 15.8500
## 144 male 19.00 0 0 365222 6.7500
## 145 male 18.00 0 0 231945 11.5000
## 146 male 19.00 1 1 C.A. 33112 36.7500
## 147 male 27.00 0 0 350043 7.7958
## 148 female 9.00 2 2 W./C. 6608 34.3750
## 149 male 36.50 0 2 230080 26.0000 F2
## 150 male 42.00 0 0 244310 13.0000
## 151 male 51.00 0 0 S.O.P. 1166 12.5250
## 152 female 22.00 1 0 113776 66.6000 C2
## 153 male 55.50 0 0 A.5. 11206 8.0500
## 154 male 40.50 0 2 A/5. 851 14.5000
## 155 male NA 0 0 Fa 265302 7.3125
## 156 male 51.00 0 1 PC 17597 61.3792
## 157 female 16.00 0 0 35851 7.7333
## 158 male 30.00 0 0 SOTON/OQ 392090 8.0500
## 159 male NA 0 0 315037 8.6625
## 160 male NA 8 2 CA. 2343 69.5500
## 161 male 44.00 0 1 371362 16.1000
## 162 female 40.00 0 0 C.A. 33595 15.7500
## 163 male 26.00 0 0 347068 7.7750
## 164 male 17.00 0 0 315093 8.6625
## 165 male 1.00 4 1 3101295 39.6875
## 166 male 9.00 0 2 363291 20.5250
## 167 female NA 0 1 113505 55.0000 E33
## 168 female 45.00 1 4 347088 27.9000
## 169 male NA 0 0 PC 17318 25.9250
## 170 male 28.00 0 0 1601 56.4958
## 171 male 61.00 0 0 111240 33.5000 B19
## 172 male 4.00 4 1 382652 29.1250
## 173 female 1.00 1 1 347742 11.1333
## 174 male 21.00 0 0 STON/O 2. 3101280 7.9250
## 175 male 56.00 0 0 17764 30.6958 A7
## 176 male 18.00 1 1 350404 7.8542
## 177 male NA 3 1 4133 25.4667
## 178 female 50.00 0 0 PC 17595 28.7125 C49
## 179 male 30.00 0 0 250653 13.0000
## 180 male 36.00 0 0 LINE 0.0000
## 181 female NA 8 2 CA. 2343 69.5500
## 182 male NA 0 0 SC/PARIS 2131 15.0500
## 183 male 9.00 4 2 347077 31.3875
## 184 male 1.00 2 1 230136 39.0000 F4
## 185 female 4.00 0 2 315153 22.0250
## 186 male NA 0 0 113767 50.0000 A32
## 187 female NA 1 0 370365 15.5000
## 188 male 45.00 0 0 111428 26.5500
## 189 male 40.00 1 1 364849 15.5000
## 190 male 36.00 0 0 349247 7.8958
## 191 female 32.00 0 0 234604 13.0000
## 192 male 19.00 0 0 28424 13.0000
## 193 female 19.00 1 0 350046 7.8542
## 194 male 3.00 1 1 230080 26.0000 F2
## 195 female 44.00 0 0 PC 17610 27.7208 B4
## 196 female 58.00 0 0 PC 17569 146.5208 B80
## 197 male NA 0 0 368703 7.7500
## 198 male 42.00 0 1 4579 8.4042
## 199 female NA 0 0 370370 7.7500
## 200 female 24.00 0 0 248747 13.0000
## 201 male 28.00 0 0 345770 9.5000
## 202 male NA 8 2 CA. 2343 69.5500
## 203 male 34.00 0 0 3101264 6.4958
## 204 male 45.50 0 0 2628 7.2250
## 205 male 18.00 0 0 A/5 3540 8.0500
## 206 female 2.00 0 1 347054 10.4625 G6
## 207 male 32.00 1 0 3101278 15.8500
## 208 male 26.00 0 0 2699 18.7875
## 209 female 16.00 0 0 367231 7.7500
## 210 male 40.00 0 0 112277 31.0000 A31
## 211 male 24.00 0 0 SOTON/O.Q. 3101311 7.0500
## 212 female 35.00 0 0 F.C.C. 13528 21.0000
## 213 male 22.00 0 0 A/5 21174 7.2500
## 214 male 30.00 0 0 250646 13.0000
## 215 male NA 1 0 367229 7.7500
## 216 female 31.00 1 0 35273 113.2750 D36
## 217 female 27.00 0 0 STON/O2. 3101283 7.9250
## 218 male 42.00 1 0 243847 27.0000
## 219 female 32.00 0 0 11813 76.2917 D15
## 220 male 30.00 0 0 W/C 14208 10.5000
## 221 male 16.00 0 0 SOTON/OQ 392089 8.0500
## 222 male 27.00 0 0 220367 13.0000
## 223 male 51.00 0 0 21440 8.0500
## 224 male NA 0 0 349234 7.8958
## 225 male 38.00 1 0 19943 90.0000 C93
## 226 male 22.00 0 0 PP 4348 9.3500
## 227 male 19.00 0 0 SW/PP 751 10.5000
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## 230 female NA 3 1 4133 25.4667
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## 233 male 59.00 0 0 237442 13.5000
## 234 female 5.00 4 2 347077 31.3875
## 235 male 24.00 0 0 C.A. 29566 10.5000
## 236 female NA 0 0 W./C. 6609 7.5500
## 237 male 44.00 1 0 26707 26.0000
## 238 female 8.00 0 2 C.A. 31921 26.2500
## 239 male 19.00 0 0 28665 10.5000
## 240 male 33.00 0 0 SCO/W 1585 12.2750
## 241 female NA 1 0 2665 14.4542
## 242 female NA 1 0 367230 15.5000
## 243 male 29.00 0 0 W./C. 14263 10.5000
## 244 male 22.00 0 0 STON/O 2. 3101275 7.1250
## 245 male 30.00 0 0 2694 7.2250
## 246 male 44.00 2 0 19928 90.0000 C78
## 247 female 25.00 0 0 347071 7.7750
## 248 female 24.00 0 2 250649 14.5000
## 249 male 37.00 1 1 11751 52.5542 D35
## 250 male 54.00 1 0 244252 26.0000
## 251 male NA 0 0 362316 7.2500
## 252 female 29.00 1 1 347054 10.4625 G6
## 253 male 62.00 0 0 113514 26.5500 C87
## 254 male 30.00 1 0 A/5. 3336 16.1000
## 255 female 41.00 0 2 370129 20.2125
## 256 female 29.00 0 2 2650 15.2458
## 257 female NA 0 0 PC 17585 79.2000
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## 259 female 35.00 0 0 PC 17755 512.3292
## 260 female 50.00 0 1 230433 26.0000
## 261 male NA 0 0 384461 7.7500
## 262 male 3.00 4 2 347077 31.3875
## 263 male 52.00 1 1 110413 79.6500 E67
## 264 male 40.00 0 0 112059 0.0000 B94
## 265 female NA 0 0 382649 7.7500
## 266 male 36.00 0 0 C.A. 17248 10.5000
## 267 male 16.00 4 1 3101295 39.6875
## 268 male 25.00 1 0 347083 7.7750
## 269 female 58.00 0 1 PC 17582 153.4625 C125
## 270 female 35.00 0 0 PC 17760 135.6333 C99
## 271 male NA 0 0 113798 31.0000
## 272 male 25.00 0 0 LINE 0.0000
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## 275 female NA 0 0 370375 7.7500
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## 277 female 45.00 0 0 347073 7.7500
## 278 male NA 0 0 239853 0.0000
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## 282 male 28.00 0 0 347464 7.8542
## 283 male 16.00 0 0 345778 9.5000
## 284 male 19.00 0 0 A/5. 10482 8.0500
## 285 male NA 0 0 113056 26.0000 A19
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## 287 male 30.00 0 0 345774 9.5000
## 288 male 22.00 0 0 349206 7.8958
## 289 male 42.00 0 0 237798 13.0000
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## 293 male 36.00 0 0 SC/Paris 2163 12.8750 D
## 294 female 24.00 0 0 349236 8.8500
## 295 male 24.00 0 0 349233 7.8958
## 296 male NA 0 0 PC 17612 27.7208
## 297 male 23.50 0 0 2693 7.2292
## 298 female 2.00 1 2 113781 151.5500 C22 C26
## 299 male NA 0 0 19988 30.5000 C106
## 300 female 50.00 0 1 PC 17558 247.5208 B58 B60
## 301 female NA 0 0 9234 7.7500
## 302 male NA 2 0 367226 23.2500
## 303 male 19.00 0 0 LINE 0.0000
## 304 female NA 0 0 226593 12.3500 E101
## 305 male NA 0 0 A/5 2466 8.0500
## 306 male 0.92 1 2 113781 151.5500 C22 C26
## 307 female NA 0 0 17421 110.8833
## 308 female 17.00 1 0 PC 17758 108.9000 C65
## 309 male 30.00 1 0 P/PP 3381 24.0000
## 310 female 30.00 0 0 PC 17485 56.9292 E36
## 311 female 24.00 0 0 11767 83.1583 C54
## 312 female 18.00 2 2 PC 17608 262.3750 B57 B59 B63 B66
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## 314 male 28.00 0 0 349243 7.8958
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## 322 male 27.00 0 0 349219 7.8958
## 323 female 30.00 0 0 234818 12.3500
## 324 female 22.00 1 1 248738 29.0000
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## 326 female 36.00 0 0 PC 17760 135.6333 C32
## 327 male 61.00 0 0 345364 6.2375
## 328 female 36.00 0 0 28551 13.0000 D
## 329 female 31.00 1 1 363291 20.5250
## 330 female 16.00 0 1 111361 57.9792 B18
## 331 female NA 2 0 367226 23.2500
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## 333 male 38.00 0 1 PC 17582 153.4625 C91
## 334 male 16.00 2 0 345764 18.0000
## 335 female NA 1 0 PC 17611 133.6500
## 336 male NA 0 0 349225 7.8958
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## 338 female 41.00 0 0 16966 134.5000 E40
## 339 male 45.00 0 0 7598 8.0500
## 340 male 45.00 0 0 113784 35.5000 T
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## 344 male 25.00 0 0 244361 13.0000
## 345 male 36.00 0 0 229236 13.0000
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## 347 female 40.00 0 0 31418 13.0000
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## 352 male NA 0 0 113510 35.0000 C128
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## 355 male NA 0 0 2647 7.2250
## 356 male 28.00 0 0 345783 9.5000
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## 358 female 38.00 0 0 237671 13.0000
## 359 female NA 0 0 330931 7.8792
## 360 female NA 0 0 330980 7.8792
## 361 male 40.00 1 4 347088 27.9000
## 362 male 29.00 1 0 SC/PARIS 2167 27.7208
## 363 female 45.00 0 1 2691 14.4542
## 364 male 35.00 0 0 SOTON/O.Q. 3101310 7.0500
## 365 male NA 1 0 370365 15.5000
## 366 male 30.00 0 0 C 7076 7.2500
## 367 female 60.00 1 0 110813 75.2500 D37
## 368 female NA 0 0 2626 7.2292
## 369 female NA 0 0 14313 7.7500
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## 373 male 19.00 0 0 323951 8.0500
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## 375 female 3.00 3 1 349909 21.0750
## 376 female NA 1 0 PC 17604 82.1708
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## 382 female 1.00 0 2 2653 15.7417
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## 385 male NA 0 0 349227 7.8958
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## 388 female 36.00 0 0 27849 13.0000
## 389 male NA 0 0 367655 7.7292
## 390 female 17.00 0 0 SC 1748 12.0000
## 391 male 36.00 1 2 113760 120.0000 B96 B98
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## 411 male NA 0 0 349222 7.8958
## 412 male NA 0 0 394140 6.8583
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## 414 male NA 0 0 239853 0.0000
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## 432 female NA 1 0 376564 16.1000
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## 444 female 28.00 0 0 230434 13.0000
## 445 male NA 0 0 65306 8.1125
## 446 male 4.00 0 2 33638 81.8583 A34
## 447 female 13.00 0 1 250644 19.5000
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## 449 female 5.00 2 1 2666 19.2583
## 450 male 52.00 0 0 113786 30.5000 C104
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## 452 male NA 1 0 65303 19.9667
## 453 male 30.00 0 0 113051 27.7500 C111
## 454 male 49.00 1 0 17453 89.1042 C92
## 455 male NA 0 0 A/5 2817 8.0500
## 456 male 29.00 0 0 349240 7.8958
## 457 male 65.00 0 0 13509 26.5500 E38
## 458 female NA 1 0 17464 51.8625 D21
## 459 female 50.00 0 0 F.C.C. 13531 10.5000
## 460 male NA 0 0 371060 7.7500
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## 462 male 34.00 0 0 364506 8.0500
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## 464 male 48.00 0 0 234360 13.0000
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## 467 male NA 0 0 239853 0.0000
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## 469 male NA 0 0 36209 7.7250
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## 471 male NA 0 0 323592 7.2500
## 472 male 38.00 0 0 315089 8.6625
## 473 female 33.00 1 2 C.A. 34651 27.7500
## 474 female 23.00 0 0 SC/AH Basle 541 13.7917 D
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## 476 male NA 0 0 110465 52.0000 A14
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## 482 male NA 0 0 239854 0.0000
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## 486 female NA 3 1 4133 25.4667
## 487 female 35.00 1 0 19943 90.0000 C93
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## 489 male 30.00 0 0 A.5. 18509 8.0500
## 490 male 9.00 1 1 C.A. 37671 15.9000
## 491 male NA 1 0 65304 19.9667
## 492 male 21.00 0 0 SOTON/OQ 3101317 7.2500
## 493 male 55.00 0 0 113787 30.5000 C30
## 494 male 71.00 0 0 PC 17609 49.5042
## 495 male 21.00 0 0 A/4 45380 8.0500
## 496 male NA 0 0 2627 14.4583
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## 498 male NA 0 0 C.A. 6212 15.1000
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## 500 male 24.00 0 0 350035 7.7958
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## 502 female 21.00 0 0 364846 7.7500
## 503 female NA 0 0 330909 7.6292
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## 508 male NA 0 0 111427 26.5500
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## 512 male NA 0 0 SOTON/OQ 3101316 8.0500
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## 518 male NA 0 0 371110 24.1500
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## 536 female 7.00 0 2 F.C.C. 13529 26.2500
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## 539 male NA 0 0 364498 14.5000
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## 542 female 9.00 4 2 347082 31.2750
## 543 female 11.00 4 2 347082 31.2750
## 544 male 32.00 1 0 2908 26.0000
## 545 male 50.00 1 0 PC 17761 106.4250 C86
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## 548 male NA 0 0 SC/PARIS 2146 13.8625
## 549 male 33.00 1 1 363291 20.5250
## 550 male 8.00 1 1 C.A. 33112 36.7500
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## 561 male NA 0 0 372622 7.7500
## 562 male 40.00 0 0 349251 7.8958
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## 564 male NA 0 0 SOTON/OQ 392082 8.0500
## 565 female NA 0 0 SOTON/O.Q. 392087 8.0500
## 566 male 24.00 2 0 A/4 48871 24.1500
## 567 male 19.00 0 0 349205 7.8958
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## 569 male NA 0 0 2686 7.2292
## 570 male 32.00 0 0 350417 7.8542
## 571 male 62.00 0 0 S.W./PP 752 10.5000
## 572 female 53.00 2 0 11769 51.4792 C101
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## 574 female NA 0 0 14312 7.7500
## 575 male 16.00 0 0 A/4. 20589 8.0500
## 576 male 19.00 0 0 358585 14.5000
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## 579 female NA 1 0 2689 14.4583
## 580 male 32.00 0 0 STON/O 2. 3101286 7.9250
## 581 female 25.00 1 1 237789 30.0000
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## 590 male NA 0 0 A./5. 3235 8.0500
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## 593 male 47.00 0 0 A/5 3902 7.2500
## 594 female NA 0 2 364848 7.7500
## 595 male 37.00 1 0 SC/AH 29037 26.0000
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## 600 male 49.00 1 0 PC 17485 56.9292 A20
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## 602 male NA 0 0 349214 7.8958
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## 613 female NA 1 0 367230 15.5000
## 614 male NA 0 0 370377 7.7500
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## 630 male NA 0 0 334912 7.7333
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## 637 male 32.00 0 0 STON/O 2. 3101292 7.9250
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## 640 male NA 1 0 376564 16.1000
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## 644 male NA 0 0 1601 56.4958
## 645 female 0.75 2 1 2666 19.2583
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## 647 male 19.00 0 0 349231 7.8958
## 648 male 56.00 0 0 13213 35.5000 A26
## 649 male NA 0 0 S.O./P.P. 751 7.5500
## 650 female 23.00 0 0 CA. 2314 7.5500
## 651 male NA 0 0 349221 7.8958
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## 654 female NA 0 0 330919 7.8292
## 655 female 18.00 0 0 365226 6.7500
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## 657 male NA 0 0 349223 7.8958
## 658 female 32.00 1 1 364849 15.5000
## 659 male 23.00 0 0 29751 13.0000
## 660 male 58.00 0 2 35273 113.2750 D48
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## 665 male 20.00 1 0 STON/O 2. 3101285 7.9250
## 666 male 32.00 2 0 S.O.C. 14879 73.5000
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## 668 male NA 0 0 312993 7.7750
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## 670 female NA 1 0 19996 52.0000 C126
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## 672 male 31.00 1 0 F.C. 12750 52.0000 B71
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## 675 male NA 0 0 239856 0.0000
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## 679 female 43.00 1 6 CA 2144 46.9000
## 680 male 36.00 0 1 PC 17755 512.3292 B51 B53 B55
## 681 female NA 0 0 330935 8.1375
## 682 male 27.00 0 0 PC 17572 76.7292 D49
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## 684 male 14.00 5 2 CA 2144 46.9000
## 685 male 60.00 1 1 29750 39.0000
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## 689 male 18.00 0 0 350036 7.7958
## 690 female 15.00 0 1 24160 211.3375 B5
## 691 male 31.00 1 0 17474 57.0000 B20
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## 693 male NA 0 0 1601 56.4958
## 694 male 25.00 0 0 2672 7.2250
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## 696 male 52.00 0 0 248731 13.5000
## 697 male 44.00 0 0 363592 8.0500
## 698 female NA 0 0 35852 7.7333
## 699 male 49.00 1 1 17421 110.8833 C68
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## 705 male 26.00 1 0 350025 7.8542
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