Exploratory Data Analysis (EDA) and Table Operations
Ic3fr0g
2018-02-17
1 Installing Packages
1.1 Install data.table
Before we start work with tables, let’s install the data.table package which we shall use heavily:
# Installs data.table
# install.packages("data.table")
# Loads the package
library(data.table)## Warning: package 'data.table' was built under R version 3.4.21.2 Installing dplyr
Before we start manipulating data let’s install the dpylr package:
# Installs dplyr
# install.packages("dplyr")
# Loads the package
library(dplyr)## Warning: package 'dplyr' was built under R version 3.4.2##
## Attaching package: 'dplyr'## The following objects are masked from 'package:data.table':
##
## between, first, last## The following objects are masked from 'package:stats':
##
## filter, lag## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, union1.3 Installing ggplot2
We will use this package for data visualisation:
# Installs ggplot2
# install.packages("ggplot2")
# Loads the package
library(ggplot2)2 Import/Export Data
2.1 Read Tables
Within RStudio in the top right corner one can import a dataset from the Enivronment Pane. Alternatively, one can navigate to File > Import Dataset. Aside from using RStudio’s native UI there are built-in functions and packages that enable you to import datasets into R. Let’s try importing the data present in a particular path and make use of the View(...) function of RStudio:
# Import CSV (relative path) into a dataframe
titanic_df <- read.csv("../Data/train.csv")
# Converts it to a data table
titanic_df <- data.table(titanic_df)
# Check the data
titanic_df## PassengerId Survived Pclass
## 1: 1 0 3
## 2: 2 1 1
## 3: 3 1 3
## 4: 4 1 1
## 5: 5 0 3
## ---
## 887: 887 0 2
## 888: 888 1 1
## 889: 889 0 3
## 890: 890 1 1
## 891: 891 0 3
## Name Sex Age SibSp
## 1: Braund, Mr. Owen Harris male 22 1
## 2: Cumings, Mrs. John Bradley (Florence Briggs Thayer) female 38 1
## 3: Heikkinen, Miss. Laina female 26 0
## 4: Futrelle, Mrs. Jacques Heath (Lily May Peel) female 35 1
## 5: Allen, Mr. William Henry male 35 0
## ---
## 887: Montvila, Rev. Juozas male 27 0
## 888: Graham, Miss. Margaret Edith female 19 0
## 889: Johnston, Miss. Catherine Helen "Carrie" female NA 1
## 890: Behr, Mr. Karl Howell male 26 0
## 891: Dooley, Mr. Patrick male 32 0
## Parch Ticket Fare Cabin Embarked
## 1: 0 A/5 21171 7.2500 S
## 2: 0 PC 17599 71.2833 C85 C
## 3: 0 STON/O2. 3101282 7.9250 S
## 4: 0 113803 53.1000 C123 S
## 5: 0 373450 8.0500 S
## ---
## 887: 0 211536 13.0000 S
## 888: 0 112053 30.0000 B42 S
## 889: 2 W./C. 6607 23.4500 S
## 890: 0 111369 30.0000 C148 C
## 891: 0 370376 7.7500 QIf you recieved an error it’s probably because you didn’t download the github repository. There are two causes for the error: - you probably didn’t replicate the folder structure that I have - or, you didn’t set a working directory The following code will help you resolve the error:
# Importing data using the absolute path
# titanic_df <- read.csv("your-path-here/train.csv")
# Setting a working directory
# setwd("your-path-here/BeginR/Code")
# View the data
# View(titanic_df)2.2 Write tables
Let’s write a table to our laptops now:
# Create a table
df <- data.frame(names = c("X","Y","Z"),
gender = c("Male","Female","Female"),
score = c(67, 99, 85))
# Writing to a table without the rownames
write.csv(x = df, file = "../Code/something.csv", row.names = FALSE)3 Understanding the Data
3.1 Structure of data
Let’s explore the structure of the data:
# Structure of the data
str(titanic_df)## Classes 'data.table' and 'data.frame': 891 obs. of 12 variables:
## $ PassengerId: int 1 2 3 4 5 6 7 8 9 10 ...
## $ Survived : int 0 1 1 1 0 0 0 0 1 1 ...
## $ Pclass : int 3 1 3 1 3 3 1 3 3 2 ...
## $ Name : Factor w/ 891 levels "Abbing, Mr. Anthony",..: 109 191 358 277 16 559 520 629 417 581 ...
## $ Sex : Factor w/ 2 levels "female","male": 2 1 1 1 2 2 2 2 1 1 ...
## $ Age : num 22 38 26 35 35 NA 54 2 27 14 ...
## $ SibSp : int 1 1 0 1 0 0 0 3 0 1 ...
## $ Parch : int 0 0 0 0 0 0 0 1 2 0 ...
## $ Ticket : Factor w/ 681 levels "110152","110413",..: 524 597 670 50 473 276 86 396 345 133 ...
## $ Fare : num 7.25 71.28 7.92 53.1 8.05 ...
## $ Cabin : Factor w/ 148 levels "","A10","A14",..: 1 83 1 57 1 1 131 1 1 1 ...
## $ Embarked : Factor w/ 4 levels "","C","Q","S": 4 2 4 4 4 3 4 4 4 2 ...
## - attr(*, ".internal.selfref")=<externalptr>Most variable names are not illuminating. So let’s understand the data description from the source:
| Variable Name | Description |
|---|---|
| Survived | Survived (1) or died (0) |
| Pclass | Passenger’s class |
| Name | Passenger’s name |
| Sex | Passenger’s sex |
| Age | Passenger’s age |
| SibSp | Number of siblings/spouses aboard |
| Parch | Number of parents/children aboard |
| Ticket | Ticket number |
| Fare | Fare |
| Cabin | Cabin |
| Embarked | Port of embarkation |
3.2 Summary statistics of data
# Displays the summary of all variables in the dataframe
summary(titanic_df)## PassengerId Survived Pclass
## Min. : 1.0 Min. :0.0000 Min. :1.000
## 1st Qu.:223.5 1st Qu.:0.0000 1st Qu.:2.000
## Median :446.0 Median :0.0000 Median :3.000
## Mean :446.0 Mean :0.3838 Mean :2.309
## 3rd Qu.:668.5 3rd Qu.:1.0000 3rd Qu.:3.000
## Max. :891.0 Max. :1.0000 Max. :3.000
##
## Name Sex Age
## Abbing, Mr. Anthony : 1 female:314 Min. : 0.42
## Abbott, Mr. Rossmore Edward : 1 male :577 1st Qu.:20.12
## Abbott, Mrs. Stanton (Rosa Hunt) : 1 Median :28.00
## Abelson, Mr. Samuel : 1 Mean :29.70
## Abelson, Mrs. Samuel (Hannah Wizosky): 1 3rd Qu.:38.00
## Adahl, Mr. Mauritz Nils Martin : 1 Max. :80.00
## (Other) :885 NA's :177
## SibSp Parch Ticket Fare
## Min. :0.000 Min. :0.0000 1601 : 7 Min. : 0.00
## 1st Qu.:0.000 1st Qu.:0.0000 347082 : 7 1st Qu.: 7.91
## Median :0.000 Median :0.0000 CA. 2343: 7 Median : 14.45
## Mean :0.523 Mean :0.3816 3101295 : 6 Mean : 32.20
## 3rd Qu.:1.000 3rd Qu.:0.0000 347088 : 6 3rd Qu.: 31.00
## Max. :8.000 Max. :6.0000 CA 2144 : 6 Max. :512.33
## (Other) :852
## Cabin Embarked
## :687 : 2
## B96 B98 : 4 C:168
## C23 C25 C27: 4 Q: 77
## G6 : 4 S:644
## C22 C26 : 3
## D : 3
## (Other) :1864 Data Manipulation and Viz
4.1 Missing values
Note here that Age has 177 NA’s. Also, Embarked has 2 observations with "" as entries. This implies that there is missing data. In most cases, there will be some sort of imputation that happens for variables. First let’s learn to retrieve a subset of the data using the filter(...) function:
# Filter the "" in Embarked
filter(titanic_df, Embarked == "")## PassengerId Survived Pclass Name
## 1 62 1 1 Icard, Miss. Amelie
## 2 830 1 1 Stone, Mrs. George Nelson (Martha Evelyn)
## Sex Age SibSp Parch Ticket Fare Cabin Embarked
## 1 female 38 0 0 113572 80 B28
## 2 female 62 0 0 113572 80 B28Let’s see if we can remove these two observations from our data:
# Filter the "" in Embarked
titanic_df <- filter(titanic_df, !Embarked == "")
titanic_df## 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
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## 26 26 1 3
## 27 27 0 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 Harris, Mr. Henry Birkhardt
## 63 Skoog, Master. Harald
## 64 Stewart, Mr. Albert A
## 65 Moubarek, Master. Gerios
## 66 Nye, Mrs. (Elizabeth Ramell)
## 67 Crease, Mr. Ernest James
## 68 Andersson, Miss. Erna Alexandra
## 69 Kink, Mr. Vincenz
## 70 Jenkin, Mr. Stephen Curnow
## 71 Goodwin, Miss. Lillian Amy
## 72 Hood, Mr. Ambrose Jr
## 73 Chronopoulos, Mr. Apostolos
## 74 Bing, Mr. Lee
## 75 Moen, Mr. Sigurd Hansen
## 76 Staneff, Mr. Ivan
## 77 Moutal, Mr. Rahamin Haim
## 78 Caldwell, Master. Alden Gates
## 79 Dowdell, Miss. Elizabeth
## 80 Waelens, Mr. Achille
## 81 Sheerlinck, Mr. Jan Baptist
## 82 McDermott, Miss. Brigdet Delia
## 83 Carrau, Mr. Francisco M
## 84 Ilett, Miss. Bertha
## 85 Backstrom, Mrs. Karl Alfred (Maria Mathilda Gustafsson)
## 86 Ford, Mr. William Neal
## 87 Slocovski, Mr. Selman Francis
## 88 Fortune, Miss. Mabel Helen
## 89 Celotti, Mr. Francesco
## 90 Christmann, Mr. Emil
## 91 Andreasson, Mr. Paul Edvin
## 92 Chaffee, Mr. Herbert Fuller
## 93 Dean, Mr. Bertram Frank
## 94 Coxon, Mr. Daniel
## 95 Shorney, Mr. Charles Joseph
## 96 Goldschmidt, Mr. George B
## 97 Greenfield, Mr. William Bertram
## 98 Doling, Mrs. John T (Ada Julia Bone)
## 99 Kantor, Mr. Sinai
## 100 Petranec, Miss. Matilda
## 101 Petroff, Mr. Pastcho ("Pentcho")
## 102 White, Mr. Richard Frasar
## 103 Johansson, Mr. Gustaf Joel
## 104 Gustafsson, Mr. Anders Vilhelm
## 105 Mionoff, Mr. Stoytcho
## 106 Salkjelsvik, Miss. Anna Kristine
## 107 Moss, Mr. Albert Johan
## 108 Rekic, Mr. Tido
## 109 Moran, Miss. Bertha
## 110 Porter, Mr. Walter Chamberlain
## 111 Zabour, Miss. Hileni
## 112 Barton, Mr. David John
## 113 Jussila, Miss. Katriina
## 114 Attalah, Miss. Malake
## 115 Pekoniemi, Mr. Edvard
## 116 Connors, Mr. Patrick
## 117 Turpin, Mr. William John Robert
## 118 Baxter, Mr. Quigg Edmond
## 119 Andersson, Miss. Ellis Anna Maria
## 120 Hickman, Mr. Stanley George
## 121 Moore, Mr. Leonard Charles
## 122 Nasser, Mr. Nicholas
## 123 Webber, Miss. Susan
## 124 White, Mr. Percival Wayland
## 125 Nicola-Yarred, Master. Elias
## 126 McMahon, Mr. Martin
## 127 Madsen, Mr. Fridtjof Arne
## 128 Peter, Miss. Anna
## 129 Ekstrom, Mr. Johan
## 130 Drazenoic, Mr. Jozef
## 131 Coelho, Mr. Domingos Fernandeo
## 132 Robins, Mrs. Alexander A (Grace Charity Laury)
## 133 Weisz, Mrs. Leopold (Mathilde Francoise Pede)
## 134 Sobey, Mr. Samuel James Hayden
## 135 Richard, Mr. Emile
## 136 Newsom, Miss. Helen Monypeny
## 137 Futrelle, Mr. Jacques Heath
## 138 Osen, Mr. Olaf Elon
## 139 Giglio, Mr. Victor
## 140 Boulos, Mrs. Joseph (Sultana)
## 141 Nysten, Miss. Anna Sofia
## 142 Hakkarainen, Mrs. Pekka Pietari (Elin Matilda Dolck)
## 143 Burke, Mr. Jeremiah
## 144 Andrew, Mr. Edgardo Samuel
## 145 Nicholls, Mr. Joseph Charles
## 146 Andersson, Mr. August Edvard ("Wennerstrom")
## 147 Ford, Miss. Robina Maggie "Ruby"
## 148 Navratil, Mr. Michel ("Louis M Hoffman")
## 149 Byles, Rev. Thomas Roussel Davids
## 150 Bateman, Rev. Robert James
## 151 Pears, Mrs. Thomas (Edith Wearne)
## 152 Meo, Mr. Alfonzo
## 153 van Billiard, Mr. Austin Blyler
## 154 Olsen, Mr. Ole Martin
## 155 Williams, Mr. Charles Duane
## 156 Gilnagh, Miss. Katherine "Katie"
## 157 Corn, Mr. Harry
## 158 Smiljanic, Mr. Mile
## 159 Sage, Master. Thomas Henry
## 160 Cribb, Mr. John Hatfield
## 161 Watt, Mrs. James (Elizabeth "Bessie" Inglis Milne)
## 162 Bengtsson, Mr. John Viktor
## 163 Calic, Mr. Jovo
## 164 Panula, Master. Eino Viljami
## 165 Goldsmith, Master. Frank John William "Frankie"
## 166 Chibnall, Mrs. (Edith Martha Bowerman)
## 167 Skoog, Mrs. William (Anna Bernhardina Karlsson)
## 168 Baumann, Mr. John D
## 169 Ling, Mr. Lee
## 170 Van der hoef, Mr. Wyckoff
## 171 Rice, Master. Arthur
## 172 Johnson, Miss. Eleanor Ileen
## 173 Sivola, Mr. Antti Wilhelm
## 174 Smith, Mr. James Clinch
## 175 Klasen, Mr. Klas Albin
## 176 Lefebre, Master. Henry Forbes
## 177 Isham, Miss. Ann Elizabeth
## 178 Hale, Mr. Reginald
## 179 Leonard, Mr. Lionel
## 180 Sage, Miss. Constance Gladys
## 181 Pernot, Mr. Rene
## 182 Asplund, Master. Clarence Gustaf Hugo
## 183 Becker, Master. Richard F
## 184 Kink-Heilmann, Miss. Luise Gretchen
## 185 Rood, Mr. Hugh Roscoe
## 186 O'Brien, Mrs. Thomas (Johanna "Hannah" Godfrey)
## 187 Romaine, Mr. Charles Hallace ("Mr C Rolmane")
## 188 Bourke, Mr. John
## 189 Turcin, Mr. Stjepan
## 190 Pinsky, Mrs. (Rosa)
## 191 Carbines, Mr. William
## 192 Andersen-Jensen, Miss. Carla Christine Nielsine
## 193 Navratil, Master. Michel M
## 194 Brown, Mrs. James Joseph (Margaret Tobin)
## 195 Lurette, Miss. Elise
## 196 Mernagh, Mr. Robert
## 197 Olsen, Mr. Karl Siegwart Andreas
## 198 Madigan, Miss. Margaret "Maggie"
## 199 Yrois, Miss. Henriette ("Mrs Harbeck")
## 200 Vande Walle, Mr. Nestor Cyriel
## 201 Sage, Mr. Frederick
## 202 Johanson, Mr. Jakob Alfred
## 203 Youseff, Mr. Gerious
## 204 Cohen, Mr. Gurshon "Gus"
## 205 Strom, Miss. Telma Matilda
## 206 Backstrom, Mr. Karl Alfred
## 207 Albimona, Mr. Nassef Cassem
## 208 Carr, Miss. Helen "Ellen"
## 209 Blank, Mr. Henry
## 210 Ali, Mr. Ahmed
## 211 Cameron, Miss. Clear Annie
## 212 Perkin, Mr. John Henry
## 213 Givard, Mr. Hans Kristensen
## 214 Kiernan, Mr. Philip
## 215 Newell, Miss. Madeleine
## 216 Honkanen, Miss. Eliina
## 217 Jacobsohn, Mr. Sidney Samuel
## 218 Bazzani, Miss. Albina
## 219 Harris, Mr. Walter
## 220 Sunderland, Mr. Victor Francis
## 221 Bracken, Mr. James H
## 222 Green, Mr. George Henry
## 223 Nenkoff, Mr. Christo
## 224 Hoyt, Mr. Frederick Maxfield
## 225 Berglund, Mr. Karl Ivar Sven
## 226 Mellors, Mr. William John
## 227 Lovell, Mr. John Hall ("Henry")
## 228 Fahlstrom, Mr. Arne Jonas
## 229 Lefebre, Miss. Mathilde
## 230 Harris, Mrs. Henry Birkhardt (Irene Wallach)
## 231 Larsson, Mr. Bengt Edvin
## 232 Sjostedt, Mr. Ernst Adolf
## 233 Asplund, Miss. Lillian Gertrud
## 234 Leyson, Mr. Robert William Norman
## 235 Harknett, Miss. Alice Phoebe
## 236 Hold, Mr. Stephen
## 237 Collyer, Miss. Marjorie "Lottie"
## 238 Pengelly, Mr. Frederick William
## 239 Hunt, Mr. George Henry
## 240 Zabour, Miss. Thamine
## 241 Murphy, Miss. Katherine "Kate"
## 242 Coleridge, Mr. Reginald Charles
## 243 Maenpaa, Mr. Matti Alexanteri
## 244 Attalah, Mr. Sleiman
## 245 Minahan, Dr. William Edward
## 246 Lindahl, Miss. Agda Thorilda Viktoria
## 247 Hamalainen, Mrs. William (Anna)
## 248 Beckwith, Mr. Richard Leonard
## 249 Carter, Rev. Ernest Courtenay
## 250 Reed, Mr. James George
## 251 Strom, Mrs. Wilhelm (Elna Matilda Persson)
## 252 Stead, Mr. William Thomas
## 253 Lobb, Mr. William Arthur
## 254 Rosblom, Mrs. Viktor (Helena Wilhelmina)
## 255 Touma, Mrs. Darwis (Hanne Youssef Razi)
## 256 Thorne, Mrs. Gertrude Maybelle
## 257 Cherry, Miss. Gladys
## 258 Ward, Miss. Anna
## 259 Parrish, Mrs. (Lutie Davis)
## 260 Smith, Mr. Thomas
## 261 Asplund, Master. Edvin Rojj Felix
## 262 Taussig, Mr. Emil
## 263 Harrison, Mr. William
## 264 Henry, Miss. Delia
## 265 Reeves, Mr. David
## 266 Panula, Mr. Ernesti Arvid
## 267 Persson, Mr. Ernst Ulrik
## 268 Graham, Mrs. William Thompson (Edith Junkins)
## 269 Bissette, Miss. Amelia
## 270 Cairns, Mr. Alexander
## 271 Tornquist, Mr. William Henry
## 272 Mellinger, Mrs. (Elizabeth Anne Maidment)
## 273 Natsch, Mr. Charles H
## 274 Healy, Miss. Hanora "Nora"
## 275 Andrews, Miss. Kornelia Theodosia
## 276 Lindblom, Miss. Augusta Charlotta
## 277 Parkes, Mr. Francis "Frank"
## 278 Rice, Master. Eric
## 279 Abbott, Mrs. Stanton (Rosa Hunt)
## 280 Duane, Mr. Frank
## 281 Olsson, Mr. Nils Johan Goransson
## 282 de Pelsmaeker, Mr. Alfons
## 283 Dorking, Mr. Edward Arthur
## 284 Smith, Mr. Richard William
## 285 Stankovic, Mr. Ivan
## 286 de Mulder, Mr. Theodore
## 287 Naidenoff, Mr. Penko
## 288 Hosono, Mr. Masabumi
## 289 Connolly, Miss. Kate
## 290 Barber, Miss. Ellen "Nellie"
## 291 Bishop, Mrs. Dickinson H (Helen Walton)
## 292 Levy, Mr. Rene Jacques
## 293 Haas, Miss. Aloisia
## 294 Mineff, Mr. Ivan
## 295 Lewy, Mr. Ervin G
## 296 Hanna, Mr. Mansour
## 297 Allison, Miss. Helen Loraine
## 298 Saalfeld, Mr. Adolphe
## 299 Baxter, Mrs. James (Helene DeLaudeniere Chaput)
## 300 Kelly, Miss. Anna Katherine "Annie Kate"
## 301 McCoy, Mr. Bernard
## 302 Johnson, Mr. William Cahoone Jr
## 303 Keane, Miss. Nora A
## 304 Williams, Mr. Howard Hugh "Harry"
## 305 Allison, Master. Hudson Trevor
## 306 Fleming, Miss. Margaret
## 307 Penasco y Castellana, Mrs. Victor de Satode (Maria Josefa Perez de Soto y Vallejo)
## 308 Abelson, Mr. Samuel
## 309 Francatelli, Miss. Laura Mabel
## 310 Hays, Miss. Margaret Bechstein
## 311 Ryerson, Miss. Emily Borie
## 312 Lahtinen, Mrs. William (Anna Sylfven)
## 313 Hendekovic, Mr. Ignjac
## 314 Hart, Mr. Benjamin
## 315 Nilsson, Miss. Helmina Josefina
## 316 Kantor, Mrs. Sinai (Miriam Sternin)
## 317 Moraweck, Dr. Ernest
## 318 Wick, Miss. Mary Natalie
## 319 Spedden, Mrs. Frederic Oakley (Margaretta Corning Stone)
## 320 Dennis, Mr. Samuel
## 321 Danoff, Mr. Yoto
## 322 Slayter, Miss. Hilda Mary
## 323 Caldwell, Mrs. Albert Francis (Sylvia Mae Harbaugh)
## 324 Sage, Mr. George John Jr
## 325 Young, Miss. Marie Grice
## 326 Nysveen, Mr. Johan Hansen
## 327 Ball, Mrs. (Ada E Hall)
## 328 Goldsmith, Mrs. Frank John (Emily Alice Brown)
## 329 Hippach, Miss. Jean Gertrude
## 330 McCoy, Miss. Agnes
## 331 Partner, Mr. Austen
## 332 Graham, Mr. George Edward
## 333 Vander Planke, Mr. Leo Edmondus
## 334 Frauenthal, Mrs. Henry William (Clara Heinsheimer)
## 335 Denkoff, Mr. Mitto
## 336 Pears, Mr. Thomas Clinton
## 337 Burns, Miss. Elizabeth Margaret
## 338 Dahl, Mr. Karl Edwart
## 339 Blackwell, Mr. Stephen Weart
## 340 Navratil, Master. Edmond Roger
## 341 Fortune, Miss. Alice Elizabeth
## 342 Collander, Mr. Erik Gustaf
## 343 Sedgwick, Mr. Charles Frederick Waddington
## 344 Fox, Mr. Stanley Hubert
## 345 Brown, Miss. Amelia "Mildred"
## 346 Smith, Miss. Marion Elsie
## 347 Davison, Mrs. Thomas Henry (Mary E Finck)
## 348 Coutts, Master. William Loch "William"
## 349 Dimic, Mr. Jovan
## 350 Odahl, Mr. Nils Martin
## 351 Williams-Lambert, Mr. Fletcher Fellows
## 352 Elias, Mr. Tannous
## 353 Arnold-Franchi, Mr. Josef
## 354 Yousif, Mr. Wazli
## 355 Vanden Steen, Mr. Leo Peter
## 356 Bowerman, Miss. Elsie Edith
## 357 Funk, Miss. Annie Clemmer
## 358 McGovern, Miss. Mary
## 359 Mockler, Miss. Helen Mary "Ellie"
## 360 Skoog, Mr. Wilhelm
## 361 del Carlo, Mr. Sebastiano
## 362 Barbara, Mrs. (Catherine David)
## 363 Asim, Mr. Adola
## 364 O'Brien, Mr. Thomas
## 365 Adahl, Mr. Mauritz Nils Martin
## 366 Warren, Mrs. Frank Manley (Anna Sophia Atkinson)
## 367 Moussa, Mrs. (Mantoura Boulos)
## 368 Jermyn, Miss. Annie
## 369 Aubart, Mme. Leontine Pauline
## 370 Harder, Mr. George Achilles
## 371 Wiklund, Mr. Jakob Alfred
## 372 Beavan, Mr. William Thomas
## 373 Ringhini, Mr. Sante
## 374 Palsson, Miss. Stina Viola
## 375 Meyer, Mrs. Edgar Joseph (Leila Saks)
## 376 Landergren, Miss. Aurora Adelia
## 377 Widener, Mr. Harry Elkins
## 378 Betros, Mr. Tannous
## 379 Gustafsson, Mr. Karl Gideon
## 380 Bidois, Miss. Rosalie
## 381 Nakid, Miss. Maria ("Mary")
## 382 Tikkanen, Mr. Juho
## 383 Holverson, Mrs. Alexander Oskar (Mary Aline Towner)
## 384 Plotcharsky, Mr. Vasil
## 385 Davies, Mr. Charles Henry
## 386 Goodwin, Master. Sidney Leonard
## 387 Buss, Miss. Kate
## 388 Sadlier, Mr. Matthew
## 389 Lehmann, Miss. Bertha
## 390 Carter, Mr. William Ernest
## 391 Jansson, Mr. Carl Olof
## 392 Gustafsson, Mr. Johan Birger
## 393 Newell, Miss. Marjorie
## 394 Sandstrom, Mrs. Hjalmar (Agnes Charlotta Bengtsson)
## 395 Johansson, Mr. Erik
## 396 Olsson, Miss. Elina
## 397 McKane, Mr. Peter David
## 398 Pain, Dr. Alfred
## 399 Trout, Mrs. William H (Jessie L)
## 400 Niskanen, Mr. Juha
## 401 Adams, Mr. John
## 402 Jussila, Miss. Mari Aina
## 403 Hakkarainen, Mr. Pekka Pietari
## 404 Oreskovic, Miss. Marija
## 405 Gale, Mr. Shadrach
## 406 Widegren, Mr. Carl/Charles Peter
## 407 Richards, Master. William Rowe
## 408 Birkeland, Mr. Hans Martin Monsen
## 409 Lefebre, Miss. Ida
## 410 Sdycoff, Mr. Todor
## 411 Hart, Mr. Henry
## 412 Minahan, Miss. Daisy E
## 413 Cunningham, Mr. Alfred Fleming
## 414 Sundman, Mr. Johan Julian
## 415 Meek, Mrs. Thomas (Annie Louise Rowley)
## 416 Drew, Mrs. James Vivian (Lulu Thorne Christian)
## 417 Silven, Miss. Lyyli Karoliina
## 418 Matthews, Mr. William John
## 419 Van Impe, Miss. Catharina
## 420 Gheorgheff, Mr. Stanio
## 421 Charters, Mr. David
## 422 Zimmerman, Mr. Leo
## 423 Danbom, Mrs. Ernst Gilbert (Anna Sigrid Maria Brogren)
## 424 Rosblom, Mr. Viktor Richard
## 425 Wiseman, Mr. Phillippe
## 426 Clarke, Mrs. Charles V (Ada Maria Winfield)
## 427 Phillips, Miss. Kate Florence ("Mrs Kate Louise Phillips Marshall")
## 428 Flynn, Mr. James
## 429 Pickard, Mr. Berk (Berk Trembisky)
## 430 Bjornstrom-Steffansson, Mr. Mauritz Hakan
## 431 Thorneycroft, Mrs. Percival (Florence Kate White)
## 432 Louch, Mrs. Charles Alexander (Alice Adelaide Slow)
## 433 Kallio, Mr. Nikolai Erland
## 434 Silvey, Mr. William Baird
## 435 Carter, Miss. Lucile Polk
## 436 Ford, Miss. Doolina Margaret "Daisy"
## 437 Richards, Mrs. Sidney (Emily Hocking)
## 438 Fortune, Mr. Mark
## 439 Kvillner, Mr. Johan Henrik Johannesson
## 440 Hart, Mrs. Benjamin (Esther Ada Bloomfield)
## 441 Hampe, Mr. Leon
## 442 Petterson, Mr. Johan Emil
## 443 Reynaldo, Ms. Encarnacion
## 444 Johannesen-Bratthammer, Mr. Bernt
## 445 Dodge, Master. Washington
## 446 Mellinger, Miss. Madeleine Violet
## 447 Seward, Mr. Frederic Kimber
## 448 Baclini, Miss. Marie Catherine
## 449 Peuchen, Major. Arthur Godfrey
## 450 West, Mr. Edwy Arthur
## 451 Hagland, Mr. Ingvald Olai Olsen
## 452 Foreman, Mr. Benjamin Laventall
## 453 Goldenberg, Mr. Samuel L
## 454 Peduzzi, Mr. Joseph
## 455 Jalsevac, Mr. Ivan
## 456 Millet, Mr. Francis Davis
## 457 Kenyon, Mrs. Frederick R (Marion)
## 458 Toomey, Miss. Ellen
## 459 O'Connor, Mr. Maurice
## 460 Anderson, Mr. Harry
## 461 Morley, Mr. William
## 462 Gee, Mr. Arthur H
## 463 Milling, Mr. Jacob Christian
## 464 Maisner, Mr. Simon
## 465 Goncalves, Mr. Manuel Estanslas
## 466 Campbell, Mr. William
## 467 Smart, Mr. John Montgomery
## 468 Scanlan, Mr. James
## 469 Baclini, Miss. Helene Barbara
## 470 Keefe, Mr. Arthur
## 471 Cacic, Mr. Luka
## 472 West, Mrs. Edwy Arthur (Ada Mary Worth)
## 473 Jerwan, Mrs. Amin S (Marie Marthe Thuillard)
## 474 Strandberg, Miss. Ida Sofia
## 475 Clifford, Mr. George Quincy
## 476 Renouf, Mr. Peter Henry
## 477 Braund, Mr. Lewis Richard
## 478 Karlsson, Mr. Nils August
## 479 Hirvonen, Miss. Hildur E
## 480 Goodwin, Master. Harold Victor
## 481 Frost, Mr. Anthony Wood "Archie"
## 482 Rouse, Mr. Richard Henry
## 483 Turkula, Mrs. (Hedwig)
## 484 Bishop, Mr. Dickinson H
## 485 Lefebre, Miss. Jeannie
## 486 Hoyt, Mrs. Frederick Maxfield (Jane Anne Forby)
## 487 Kent, Mr. Edward Austin
## 488 Somerton, Mr. Francis William
## 489 Coutts, Master. Eden Leslie "Neville"
## 490 Hagland, Mr. Konrad Mathias Reiersen
## 491 Windelov, Mr. Einar
## 492 Molson, Mr. Harry Markland
## 493 Artagaveytia, Mr. Ramon
## 494 Stanley, Mr. Edward Roland
## 495 Yousseff, Mr. Gerious
## 496 Eustis, Miss. Elizabeth Mussey
## 497 Shellard, Mr. Frederick William
## 498 Allison, Mrs. Hudson J C (Bessie Waldo Daniels)
## 499 Svensson, Mr. Olof
## 500 Calic, Mr. Petar
## 501 Canavan, Miss. Mary
## 502 O'Sullivan, Miss. Bridget Mary
## 503 Laitinen, Miss. Kristina Sofia
## 504 Maioni, Miss. Roberta
## 505 Penasco y Castellana, Mr. Victor de Satode
## 506 Quick, Mrs. Frederick Charles (Jane Richards)
## 507 Bradley, Mr. George ("George Arthur Brayton")
## 508 Olsen, Mr. Henry Margido
## 509 Lang, Mr. Fang
## 510 Daly, Mr. Eugene Patrick
## 511 Webber, Mr. James
## 512 McGough, Mr. James Robert
## 513 Rothschild, Mrs. Martin (Elizabeth L. Barrett)
## 514 Coleff, Mr. Satio
## 515 Walker, Mr. William Anderson
## 516 Lemore, Mrs. (Amelia Milley)
## 517 Ryan, Mr. Patrick
## 518 Angle, Mrs. William A (Florence "Mary" Agnes Hughes)
## 519 Pavlovic, Mr. Stefo
## 520 Perreault, Miss. Anne
## 521 Vovk, Mr. Janko
## 522 Lahoud, Mr. Sarkis
## 523 Hippach, Mrs. Louis Albert (Ida Sophia Fischer)
## 524 Kassem, Mr. Fared
## 525 Farrell, Mr. James
## 526 Ridsdale, Miss. Lucy
## 527 Farthing, Mr. John
## 528 Salonen, Mr. Johan Werner
## 529 Hocking, Mr. Richard George
## 530 Quick, Miss. Phyllis May
## 531 Toufik, Mr. Nakli
## 532 Elias, Mr. Joseph Jr
## 533 Peter, Mrs. Catherine (Catherine Rizk)
## 534 Cacic, Miss. Marija
## 535 Hart, Miss. Eva Miriam
## 536 Butt, Major. Archibald Willingham
## 537 LeRoy, Miss. Bertha
## 538 Risien, Mr. Samuel Beard
## 539 Frolicher, Miss. Hedwig Margaritha
## 540 Crosby, Miss. Harriet R
## 541 Andersson, Miss. Ingeborg Constanzia
## 542 Andersson, Miss. Sigrid Elisabeth
## 543 Beane, Mr. Edward
## 544 Douglas, Mr. Walter Donald
## 545 Nicholson, Mr. Arthur Ernest
## 546 Beane, Mrs. Edward (Ethel Clarke)
## 547 Padro y Manent, Mr. Julian
## 548 Goldsmith, Mr. Frank John
## 549 Davies, Master. John Morgan Jr
## 550 Thayer, Mr. John Borland Jr
## 551 Sharp, Mr. Percival James R
## 552 O'Brien, Mr. Timothy
## 553 Leeni, Mr. Fahim ("Philip Zenni")
## 554 Ohman, Miss. Velin
## 555 Wright, Mr. George
## 556 Duff Gordon, Lady. (Lucille Christiana Sutherland) ("Mrs Morgan")
## 557 Robbins, Mr. Victor
## 558 Taussig, Mrs. Emil (Tillie Mandelbaum)
## 559 de Messemaeker, Mrs. Guillaume Joseph (Emma)
## 560 Morrow, Mr. Thomas Rowan
## 561 Sivic, Mr. Husein
## 562 Norman, Mr. Robert Douglas
## 563 Simmons, Mr. John
## 564 Meanwell, Miss. (Marion Ogden)
## 565 Davies, Mr. Alfred J
## 566 Stoytcheff, Mr. Ilia
## 567 Palsson, Mrs. Nils (Alma Cornelia Berglund)
## 568 Doharr, Mr. Tannous
## 569 Jonsson, Mr. Carl
## 570 Harris, Mr. George
## 571 Appleton, Mrs. Edward Dale (Charlotte Lamson)
## 572 Flynn, Mr. John Irwin ("Irving")
## 573 Kelly, Miss. Mary
## 574 Rush, Mr. Alfred George John
## 575 Patchett, Mr. George
## 576 Garside, Miss. Ethel
## 577 Silvey, Mrs. William Baird (Alice Munger)
## 578 Caram, Mrs. Joseph (Maria Elias)
## 579 Jussila, Mr. Eiriik
## 580 Christy, Miss. Julie Rachel
## 581 Thayer, Mrs. John Borland (Marian Longstreth Morris)
## 582 Downton, Mr. William James
## 583 Ross, Mr. John Hugo
## 584 Paulner, Mr. Uscher
## 585 Taussig, Miss. Ruth
## 586 Jarvis, Mr. John Denzil
## 587 Frolicher-Stehli, Mr. Maxmillian
## 588 Gilinski, Mr. Eliezer
## 589 Murdlin, Mr. Joseph
## 590 Rintamaki, Mr. Matti
## 591 Stephenson, Mrs. Walter Bertram (Martha Eustis)
## 592 Elsbury, Mr. William James
## 593 Bourke, Miss. Mary
## 594 Chapman, Mr. John Henry
## 595 Van Impe, Mr. Jean Baptiste
## 596 Leitch, Miss. Jessie Wills
## 597 Johnson, Mr. Alfred
## 598 Boulos, Mr. Hanna
## 599 Duff Gordon, Sir. Cosmo Edmund ("Mr Morgan")
## 600 Jacobsohn, Mrs. Sidney Samuel (Amy Frances Christy)
## 601 Slabenoff, Mr. Petco
## 602 Harrington, Mr. Charles H
## 603 Torber, Mr. Ernst William
## 604 Homer, Mr. Harry ("Mr E Haven")
## 605 Lindell, Mr. Edvard Bengtsson
## 606 Karaic, Mr. Milan
## 607 Daniel, Mr. Robert Williams
## 608 Laroche, Mrs. Joseph (Juliette Marie Louise Lafargue)
## 609 Shutes, Miss. Elizabeth W
## 610 Andersson, Mrs. Anders Johan (Alfrida Konstantia Brogren)
## 611 Jardin, Mr. Jose Neto
## 612 Murphy, Miss. Margaret Jane
## 613 Horgan, Mr. John
## 614 Brocklebank, Mr. William Alfred
## 615 Herman, Miss. Alice
## 616 Danbom, Mr. Ernst Gilbert
## 617 Lobb, Mrs. William Arthur (Cordelia K Stanlick)
## 618 Becker, Miss. Marion Louise
## 619 Gavey, Mr. Lawrence
## 620 Yasbeck, Mr. Antoni
## 621 Kimball, Mr. Edwin Nelson Jr
## 622 Nakid, Mr. Sahid
## 623 Hansen, Mr. Henry Damsgaard
## 624 Bowen, Mr. David John "Dai"
## 625 Sutton, Mr. Frederick
## 626 Kirkland, Rev. Charles Leonard
## 627 Longley, Miss. Gretchen Fiske
## 628 Bostandyeff, Mr. Guentcho
## 629 O'Connell, Mr. Patrick D
## 630 Barkworth, Mr. Algernon Henry Wilson
## 631 Lundahl, Mr. Johan Svensson
## 632 Stahelin-Maeglin, Dr. Max
## 633 Parr, Mr. William Henry Marsh
## 634 Skoog, Miss. Mabel
## 635 Davis, Miss. Mary
## 636 Leinonen, Mr. Antti Gustaf
## 637 Collyer, Mr. Harvey
## 638 Panula, Mrs. Juha (Maria Emilia Ojala)
## 639 Thorneycroft, Mr. Percival
## 640 Jensen, Mr. Hans Peder
## 641 Sagesser, Mlle. Emma
## 642 Skoog, Miss. Margit Elizabeth
## 643 Foo, Mr. Choong
## 644 Baclini, Miss. Eugenie
## 645 Harper, Mr. Henry Sleeper
## 646 Cor, Mr. Liudevit
## 647 Simonius-Blumer, Col. Oberst Alfons
## 648 Willey, Mr. Edward
## 649 Stanley, Miss. Amy Zillah Elsie
## 650 Mitkoff, Mr. Mito
## 651 Doling, Miss. Elsie
## 652 Kalvik, Mr. Johannes Halvorsen
## 653 O'Leary, Miss. Hanora "Norah"
## 654 Hegarty, Miss. Hanora "Nora"
## 655 Hickman, Mr. Leonard Mark
## 656 Radeff, Mr. Alexander
## 657 Bourke, Mrs. John (Catherine)
## 658 Eitemiller, Mr. George Floyd
## 659 Newell, Mr. Arthur Webster
## 660 Frauenthal, Dr. Henry William
## 661 Badt, Mr. Mohamed
## 662 Colley, Mr. Edward Pomeroy
## 663 Coleff, Mr. Peju
## 664 Lindqvist, Mr. Eino William
## 665 Hickman, Mr. Lewis
## 666 Butler, Mr. Reginald Fenton
## 667 Rommetvedt, Mr. Knud Paust
## 668 Cook, Mr. Jacob
## 669 Taylor, Mrs. Elmer Zebley (Juliet Cummins Wright)
## 670 Brown, Mrs. Thomas William Solomon (Elizabeth Catherine Ford)
## 671 Davidson, Mr. Thornton
## 672 Mitchell, Mr. Henry Michael
## 673 Wilhelms, Mr. Charles
## 674 Watson, Mr. Ennis Hastings
## 675 Edvardsson, Mr. Gustaf Hjalmar
## 676 Sawyer, Mr. Frederick Charles
## 677 Turja, Miss. Anna Sofia
## 678 Goodwin, Mrs. Frederick (Augusta Tyler)
## 679 Cardeza, Mr. Thomas Drake Martinez
## 680 Peters, Miss. Katie
## 681 Hassab, Mr. Hammad
## 682 Olsvigen, Mr. Thor Anderson
## 683 Goodwin, Mr. Charles Edward
## 684 Brown, Mr. Thomas William Solomon
## 685 Laroche, Mr. Joseph Philippe Lemercier
## 686 Panula, Mr. Jaako Arnold
## 687 Dakic, Mr. Branko
## 688 Fischer, Mr. Eberhard Thelander
## 689 Madill, Miss. Georgette Alexandra
## 690 Dick, Mr. Albert Adrian
## 691 Karun, Miss. Manca
## 692 Lam, Mr. Ali
## 693 Saad, Mr. Khalil
## 694 Weir, Col. John
## 695 Chapman, Mr. Charles Henry
## 696 Kelly, Mr. James
## 697 Mullens, Miss. Katherine "Katie"
## 698 Thayer, Mr. John Borland
## 699 Humblen, Mr. Adolf Mathias Nicolai Olsen
## 700 Astor, Mrs. John Jacob (Madeleine Talmadge Force)
## 701 Silverthorne, Mr. Spencer Victor
## 702 Barbara, Miss. Saiide
## 703 Gallagher, Mr. Martin
## 704 Hansen, Mr. Henrik Juul
## 705 Morley, Mr. Henry Samuel ("Mr Henry Marshall")
## 706 Kelly, Mrs. Florence "Fannie"
## 707 Calderhead, Mr. Edward Pennington
## 708 Cleaver, Miss. Alice
## 709 Moubarek, Master. Halim Gonios ("William George")
## 710 Mayne, Mlle. Berthe Antonine ("Mrs de Villiers")
## 711 Klaber, Mr. Herman
## 712 Taylor, Mr. Elmer Zebley
## 713 Larsson, Mr. August Viktor
## 714 Greenberg, Mr. Samuel
## 715 Soholt, Mr. Peter Andreas Lauritz Andersen
## 716 Endres, Miss. Caroline Louise
## 717 Troutt, Miss. Edwina Celia "Winnie"
## 718 McEvoy, Mr. Michael
## 719 Johnson, Mr. Malkolm Joackim
## 720 Harper, Miss. Annie Jessie "Nina"
## 721 Jensen, Mr. Svend Lauritz
## 722 Gillespie, Mr. William Henry
## 723 Hodges, Mr. Henry Price
## 724 Chambers, Mr. Norman Campbell
## 725 Oreskovic, Mr. Luka
## 726 Renouf, Mrs. Peter Henry (Lillian Jefferys)
## 727 Mannion, Miss. Margareth
## 728 Bryhl, Mr. Kurt Arnold Gottfrid
## 729 Ilmakangas, Miss. Pieta Sofia
## 730 Allen, Miss. Elisabeth Walton
## 731 Hassan, Mr. Houssein G N
## 732 Knight, Mr. Robert J
## 733 Berriman, Mr. William John
## 734 Troupiansky, Mr. Moses Aaron
## 735 Williams, Mr. Leslie
## 736 Ford, Mrs. Edward (Margaret Ann Watson)
## 737 Lesurer, Mr. Gustave J
## 738 Ivanoff, Mr. Kanio
## 739 Nankoff, Mr. Minko
## 740 Hawksford, Mr. Walter James
## 741 Cavendish, Mr. Tyrell William
## 742 Ryerson, Miss. Susan Parker "Suzette"
## 743 McNamee, Mr. Neal
## 744 Stranden, Mr. Juho
## 745 Crosby, Capt. Edward Gifford
## 746 Abbott, Mr. Rossmore Edward
## 747 Sinkkonen, Miss. Anna
## 748 Marvin, Mr. Daniel Warner
## 749 Connaghton, Mr. Michael
## 750 Wells, Miss. Joan
## 751 Moor, Master. Meier
## 752 Vande Velde, Mr. Johannes Joseph
## 753 Jonkoff, Mr. Lalio
## 754 Herman, Mrs. Samuel (Jane Laver)
## 755 Hamalainen, Master. Viljo
## 756 Carlsson, Mr. August Sigfrid
## 757 Bailey, Mr. Percy Andrew
## 758 Theobald, Mr. Thomas Leonard
## 759 Rothes, the Countess. of (Lucy Noel Martha Dyer-Edwards)
## 760 Garfirth, Mr. John
## 761 Nirva, Mr. Iisakki Antino Aijo
## 762 Barah, Mr. Hanna Assi
## 763 Carter, Mrs. William Ernest (Lucile Polk)
## 764 Eklund, Mr. Hans Linus
## 765 Hogeboom, Mrs. John C (Anna Andrews)
## 766 Brewe, Dr. Arthur Jackson
## 767 Mangan, Miss. Mary
## 768 Moran, Mr. Daniel J
## 769 Gronnestad, Mr. Daniel Danielsen
## 770 Lievens, Mr. Rene Aime
## 771 Jensen, Mr. Niels Peder
## 772 Mack, Mrs. (Mary)
## 773 Elias, Mr. Dibo
## 774 Hocking, Mrs. Elizabeth (Eliza Needs)
## 775 Myhrman, Mr. Pehr Fabian Oliver Malkolm
## 776 Tobin, Mr. Roger
## 777 Emanuel, Miss. Virginia Ethel
## 778 Kilgannon, Mr. Thomas J
## 779 Robert, Mrs. Edward Scott (Elisabeth Walton McMillan)
## 780 Ayoub, Miss. Banoura
## 781 Dick, Mrs. Albert Adrian (Vera Gillespie)
## 782 Long, Mr. Milton Clyde
## 783 Johnston, Mr. Andrew G
## 784 Ali, Mr. William
## 785 Harmer, Mr. Abraham (David Lishin)
## 786 Sjoblom, Miss. Anna Sofia
## 787 Rice, Master. George Hugh
## 788 Dean, Master. Bertram Vere
## 789 Guggenheim, Mr. Benjamin
## 790 Keane, Mr. Andrew "Andy"
## 791 Gaskell, Mr. Alfred
## 792 Sage, Miss. Stella Anna
## 793 Hoyt, Mr. William Fisher
## 794 Dantcheff, Mr. Ristiu
## 795 Otter, Mr. Richard
## 796 Leader, Dr. Alice (Farnham)
## 797 Osman, Mrs. Mara
## 798 Ibrahim Shawah, Mr. Yousseff
## 799 Van Impe, Mrs. Jean Baptiste (Rosalie Paula Govaert)
## 800 Ponesell, Mr. Martin
## 801 Collyer, Mrs. Harvey (Charlotte Annie Tate)
## 802 Carter, Master. William Thornton II
## 803 Thomas, Master. Assad Alexander
## 804 Hedman, Mr. Oskar Arvid
## 805 Johansson, Mr. Karl Johan
## 806 Andrews, Mr. Thomas Jr
## 807 Pettersson, Miss. Ellen Natalia
## 808 Meyer, Mr. August
## 809 Chambers, Mrs. Norman Campbell (Bertha Griggs)
## 810 Alexander, Mr. William
## 811 Lester, Mr. James
## 812 Slemen, Mr. Richard James
## 813 Andersson, Miss. Ebba Iris Alfrida
## 814 Tomlin, Mr. Ernest Portage
## 815 Fry, Mr. Richard
## 816 Heininen, Miss. Wendla Maria
## 817 Mallet, Mr. Albert
## 818 Holm, Mr. John Fredrik Alexander
## 819 Skoog, Master. Karl Thorsten
## 820 Hays, Mrs. Charles Melville (Clara Jennings Gregg)
## 821 Lulic, Mr. Nikola
## 822 Reuchlin, Jonkheer. John George
## 823 Moor, Mrs. (Beila)
## 824 Panula, Master. Urho Abraham
## 825 Flynn, Mr. John
## 826 Lam, Mr. Len
## 827 Mallet, Master. Andre
## 828 McCormack, Mr. Thomas Joseph
## 829 Yasbeck, Mrs. Antoni (Selini Alexander)
## 830 Richards, Master. George Sibley
## 831 Saad, Mr. Amin
## 832 Augustsson, Mr. Albert
## 833 Allum, Mr. Owen George
## 834 Compton, Miss. Sara Rebecca
## 835 Pasic, Mr. Jakob
## 836 Sirota, Mr. Maurice
## 837 Chip, Mr. Chang
## 838 Marechal, Mr. Pierre
## 839 Alhomaki, Mr. Ilmari Rudolf
## 840 Mudd, Mr. Thomas Charles
## 841 Serepeca, Miss. Augusta
## 842 Lemberopolous, Mr. Peter L
## 843 Culumovic, Mr. Jeso
## 844 Abbing, Mr. Anthony
## 845 Sage, Mr. Douglas Bullen
## 846 Markoff, Mr. Marin
## 847 Harper, Rev. John
## 848 Goldenberg, Mrs. Samuel L (Edwiga Grabowska)
## 849 Andersson, Master. Sigvard Harald Elias
## 850 Svensson, Mr. Johan
## 851 Boulos, Miss. Nourelain
## 852 Lines, Miss. Mary Conover
## 853 Carter, Mrs. Ernest Courtenay (Lilian Hughes)
## 854 Aks, Mrs. Sam (Leah Rosen)
## 855 Wick, Mrs. George Dennick (Mary Hitchcock)
## 856 Daly, Mr. Peter Denis
## 857 Baclini, Mrs. Solomon (Latifa Qurban)
## 858 Razi, Mr. Raihed
## 859 Hansen, Mr. Claus Peter
## 860 Giles, Mr. Frederick Edward
## 861 Swift, Mrs. Frederick Joel (Margaret Welles Barron)
## 862 Sage, Miss. Dorothy Edith "Dolly"
## 863 Gill, Mr. John William
## 864 Bystrom, Mrs. (Karolina)
## 865 Duran y More, Miss. Asuncion
## 866 Roebling, Mr. Washington Augustus II
## 867 van Melkebeke, Mr. Philemon
## 868 Johnson, Master. Harold Theodor
## 869 Balkic, Mr. Cerin
## 870 Beckwith, Mrs. Richard Leonard (Sallie Monypeny)
## 871 Carlsson, Mr. Frans Olof
## 872 Vander Cruyssen, Mr. Victor
## 873 Abelson, Mrs. Samuel (Hannah Wizosky)
## 874 Najib, Miss. Adele Kiamie "Jane"
## 875 Gustafsson, Mr. Alfred Ossian
## 876 Petroff, Mr. Nedelio
## 877 Laleff, Mr. Kristo
## 878 Potter, Mrs. Thomas Jr (Lily Alexenia Wilson)
## 879 Shelley, Mrs. William (Imanita Parrish Hall)
## 880 Markun, Mr. Johann
## 881 Dahlberg, Miss. Gerda Ulrika
## 882 Banfield, Mr. Frederick James
## 883 Sutehall, Mr. Henry Jr
## 884 Rice, Mrs. William (Margaret Norton)
## 885 Montvila, Rev. Juozas
## 886 Graham, Miss. Margaret Edith
## 887 Johnston, Miss. Catherine Helen "Carrie"
## 888 Behr, Mr. Karl Howell
## 889 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 male 45.00 1 0 36973 83.4750 C83
## 63 male 4.00 3 2 347088 27.9000
## 64 male NA 0 0 PC 17605 27.7208
## 65 male NA 1 1 2661 15.2458
## 66 female 29.00 0 0 C.A. 29395 10.5000 F33
## 67 male 19.00 0 0 S.P. 3464 8.1583
## 68 female 17.00 4 2 3101281 7.9250
## 69 male 26.00 2 0 315151 8.6625
## 70 male 32.00 0 0 C.A. 33111 10.5000
## 71 female 16.00 5 2 CA 2144 46.9000
## 72 male 21.00 0 0 S.O.C. 14879 73.5000
## 73 male 26.00 1 0 2680 14.4542
## 74 male 32.00 0 0 1601 56.4958
## 75 male 25.00 0 0 348123 7.6500 F G73
## 76 male NA 0 0 349208 7.8958
## 77 male NA 0 0 374746 8.0500
## 78 male 0.83 0 2 248738 29.0000
## 79 female 30.00 0 0 364516 12.4750
## 80 male 22.00 0 0 345767 9.0000
## 81 male 29.00 0 0 345779 9.5000
## 82 female NA 0 0 330932 7.7875
## 83 male 28.00 0 0 113059 47.1000
## 84 female 17.00 0 0 SO/C 14885 10.5000
## 85 female 33.00 3 0 3101278 15.8500
## 86 male 16.00 1 3 W./C. 6608 34.3750
## 87 male NA 0 0 SOTON/OQ 392086 8.0500
## 88 female 23.00 3 2 19950 263.0000 C23 C25 C27
## 89 male 24.00 0 0 343275 8.0500
## 90 male 29.00 0 0 343276 8.0500
## 91 male 20.00 0 0 347466 7.8542
## 92 male 46.00 1 0 W.E.P. 5734 61.1750 E31
## 93 male 26.00 1 2 C.A. 2315 20.5750
## 94 male 59.00 0 0 364500 7.2500
## 95 male NA 0 0 374910 8.0500
## 96 male 71.00 0 0 PC 17754 34.6542 A5
## 97 male 23.00 0 1 PC 17759 63.3583 D10 D12
## 98 female 34.00 0 1 231919 23.0000
## 99 male 34.00 1 0 244367 26.0000
## 100 female 28.00 0 0 349245 7.8958
## 101 male NA 0 0 349215 7.8958
## 102 male 21.00 0 1 35281 77.2875 D26
## 103 male 33.00 0 0 7540 8.6542
## 104 male 37.00 2 0 3101276 7.9250
## 105 male 28.00 0 0 349207 7.8958
## 106 female 21.00 0 0 343120 7.6500
## 107 male NA 0 0 312991 7.7750
## 108 male 38.00 0 0 349249 7.8958
## 109 female NA 1 0 371110 24.1500
## 110 male 47.00 0 0 110465 52.0000 C110
## 111 female 14.50 1 0 2665 14.4542
## 112 male 22.00 0 0 324669 8.0500
## 113 female 20.00 1 0 4136 9.8250
## 114 female 17.00 0 0 2627 14.4583
## 115 male 21.00 0 0 STON/O 2. 3101294 7.9250
## 116 male 70.50 0 0 370369 7.7500
## 117 male 29.00 1 0 11668 21.0000
## 118 male 24.00 0 1 PC 17558 247.5208 B58 B60
## 119 female 2.00 4 2 347082 31.2750
## 120 male 21.00 2 0 S.O.C. 14879 73.5000
## 121 male NA 0 0 A4. 54510 8.0500
## 122 male 32.50 1 0 237736 30.0708
## 123 female 32.50 0 0 27267 13.0000 E101
## 124 male 54.00 0 1 35281 77.2875 D26
## 125 male 12.00 1 0 2651 11.2417
## 126 male NA 0 0 370372 7.7500
## 127 male 24.00 0 0 C 17369 7.1417
## 128 female NA 1 1 2668 22.3583 F E69
## 129 male 45.00 0 0 347061 6.9750
## 130 male 33.00 0 0 349241 7.8958
## 131 male 20.00 0 0 SOTON/O.Q. 3101307 7.0500
## 132 female 47.00 1 0 A/5. 3337 14.5000
## 133 female 29.00 1 0 228414 26.0000
## 134 male 25.00 0 0 C.A. 29178 13.0000
## 135 male 23.00 0 0 SC/PARIS 2133 15.0458
## 136 female 19.00 0 2 11752 26.2833 D47
## 137 male 37.00 1 0 113803 53.1000 C123
## 138 male 16.00 0 0 7534 9.2167
## 139 male 24.00 0 0 PC 17593 79.2000 B86
## 140 female NA 0 2 2678 15.2458
## 141 female 22.00 0 0 347081 7.7500
## 142 female 24.00 1 0 STON/O2. 3101279 15.8500
## 143 male 19.00 0 0 365222 6.7500
## 144 male 18.00 0 0 231945 11.5000
## 145 male 19.00 1 1 C.A. 33112 36.7500
## 146 male 27.00 0 0 350043 7.7958
## 147 female 9.00 2 2 W./C. 6608 34.3750
## 148 male 36.50 0 2 230080 26.0000 F2
## 149 male 42.00 0 0 244310 13.0000
## 150 male 51.00 0 0 S.O.P. 1166 12.5250
## 151 female 22.00 1 0 113776 66.6000 C2
## 152 male 55.50 0 0 A.5. 11206 8.0500
## 153 male 40.50 0 2 A/5. 851 14.5000
## 154 male NA 0 0 Fa 265302 7.3125
## 155 male 51.00 0 1 PC 17597 61.3792
## 156 female 16.00 0 0 35851 7.7333
## 157 male 30.00 0 0 SOTON/OQ 392090 8.0500
## 158 male NA 0 0 315037 8.6625
## 159 male NA 8 2 CA. 2343 69.5500
## 160 male 44.00 0 1 371362 16.1000
## 161 female 40.00 0 0 C.A. 33595 15.7500
## 162 male 26.00 0 0 347068 7.7750
## 163 male 17.00 0 0 315093 8.6625
## 164 male 1.00 4 1 3101295 39.6875
## 165 male 9.00 0 2 363291 20.5250
## 166 female NA 0 1 113505 55.0000 E33
## 167 female 45.00 1 4 347088 27.9000
## 168 male NA 0 0 PC 17318 25.9250
## 169 male 28.00 0 0 1601 56.4958
## 170 male 61.00 0 0 111240 33.5000 B19
## 171 male 4.00 4 1 382652 29.1250
## 172 female 1.00 1 1 347742 11.1333
## 173 male 21.00 0 0 STON/O 2. 3101280 7.9250
## 174 male 56.00 0 0 17764 30.6958 A7
## 175 male 18.00 1 1 350404 7.8542
## 176 male NA 3 1 4133 25.4667
## 177 female 50.00 0 0 PC 17595 28.7125 C49
## 178 male 30.00 0 0 250653 13.0000
## 179 male 36.00 0 0 LINE 0.0000
## 180 female NA 8 2 CA. 2343 69.5500
## 181 male NA 0 0 SC/PARIS 2131 15.0500
## 182 male 9.00 4 2 347077 31.3875
## 183 male 1.00 2 1 230136 39.0000 F4
## 184 female 4.00 0 2 315153 22.0250
## 185 male NA 0 0 113767 50.0000 A32
## 186 female NA 1 0 370365 15.5000
## 187 male 45.00 0 0 111428 26.5500
## 188 male 40.00 1 1 364849 15.5000
## 189 male 36.00 0 0 349247 7.8958
## 190 female 32.00 0 0 234604 13.0000
## 191 male 19.00 0 0 28424 13.0000
## 192 female 19.00 1 0 350046 7.8542
## 193 male 3.00 1 1 230080 26.0000 F2
## 194 female 44.00 0 0 PC 17610 27.7208 B4
## 195 female 58.00 0 0 PC 17569 146.5208 B80
## 196 male NA 0 0 368703 7.7500
## 197 male 42.00 0 1 4579 8.4042
## 198 female NA 0 0 370370 7.7500
## 199 female 24.00 0 0 248747 13.0000
## 200 male 28.00 0 0 345770 9.5000
## 201 male NA 8 2 CA. 2343 69.5500
## 202 male 34.00 0 0 3101264 6.4958
## 203 male 45.50 0 0 2628 7.2250
## 204 male 18.00 0 0 A/5 3540 8.0500
## 205 female 2.00 0 1 347054 10.4625 G6
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## 211 female 35.00 0 0 F.C.C. 13528 21.0000
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## 216 female 27.00 0 0 STON/O2. 3101283 7.9250
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## 223 male NA 0 0 349234 7.8958
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## 232 male 59.00 0 0 237442 13.5000
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## 235 female NA 0 0 W./C. 6609 7.5500
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## 237 female 8.00 0 2 C.A. 31921 26.2500
## 238 male 19.00 0 0 28665 10.5000
## 239 male 33.00 0 0 SCO/W 1585 12.2750
## 240 female NA 1 0 2665 14.4542
## 241 female NA 1 0 367230 15.5000
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## 247 female 24.00 0 2 250649 14.5000
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## 249 male 54.00 1 0 244252 26.0000
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## 252 male 62.00 0 0 113514 26.5500 C87
## 253 male 30.00 1 0 A/5. 3336 16.1000
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## 259 female 50.00 0 1 230433 26.0000
## 260 male NA 0 0 384461 7.7500
## 261 male 3.00 4 2 347077 31.3875
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## 263 male 40.00 0 0 112059 0.0000 B94
## 264 female NA 0 0 382649 7.7500
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## 267 male 25.00 1 0 347083 7.7750
## 268 female 58.00 0 1 PC 17582 153.4625 C125
## 269 female 35.00 0 0 PC 17760 135.6333 C99
## 270 male NA 0 0 113798 31.0000
## 271 male 25.00 0 0 LINE 0.0000
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## 274 female NA 0 0 370375 7.7500
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## 277 male NA 0 0 239853 0.0000
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## 281 male 28.00 0 0 347464 7.8542
## 282 male 16.00 0 0 345778 9.5000
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## 285 male 33.00 0 0 349239 8.6625
## 286 male 30.00 0 0 345774 9.5000
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## 294 male 24.00 0 0 349233 7.8958
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## 298 male NA 0 0 19988 30.5000 C106
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## 300 female NA 0 0 9234 7.7500
## 301 male NA 2 0 367226 23.2500
## 302 male 19.00 0 0 LINE 0.0000
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## 304 male NA 0 0 A/5 2466 8.0500
## 305 male 0.92 1 2 113781 151.5500 C22 C26
## 306 female NA 0 0 17421 110.8833
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## 323 female 22.00 1 1 248738 29.0000
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## 326 male 61.00 0 0 345364 6.2375
## 327 female 36.00 0 0 28551 13.0000 D
## 328 female 31.00 1 1 363291 20.5250
## 329 female 16.00 0 1 111361 57.9792 B18
## 330 female NA 2 0 367226 23.2500
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## 334 female NA 1 0 PC 17611 133.6500
## 335 male NA 0 0 349225 7.8958
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## 338 male 45.00 0 0 7598 8.0500
## 339 male 45.00 0 0 113784 35.5000 T
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## 343 male 25.00 0 0 244361 13.0000
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## 350 male 23.00 0 0 7267 9.2250
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## 354 male NA 0 0 2647 7.2250
## 355 male 28.00 0 0 345783 9.5000
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## 358 female NA 0 0 330931 7.8792
## 359 female NA 0 0 330980 7.8792
## 360 male 40.00 1 4 347088 27.9000
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## 363 male 35.00 0 0 SOTON/O.Q. 3101310 7.0500
## 364 male NA 1 0 370365 15.5000
## 365 male 30.00 0 0 C 7076 7.2500
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## 367 female NA 0 0 2626 7.2292
## 368 female NA 0 0 14313 7.7500
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## 375 female NA 1 0 PC 17604 82.1708
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## 382 male 32.00 0 0 STON/O 2. 3101293 7.9250
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## 384 male NA 0 0 349227 7.8958
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## 388 male NA 0 0 367655 7.7292
## 389 female 17.00 0 0 SC 1748 12.0000
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## 410 male NA 0 0 349222 7.8958
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## 413 male NA 0 0 239853 0.0000
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## 428 male NA 0 0 364851 7.7500
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## 431 female NA 1 0 376564 16.1000
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## 433 male 17.00 0 0 STON/O 2. 3101274 7.1250
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## 436 female 21.00 2 2 W./C. 6608 34.3750
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## 444 male NA 0 0 65306 8.1125
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## 448 female 5.00 2 1 2666 19.2583
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## 451 male NA 1 0 65303 19.9667
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## 454 male NA 0 0 A/5 2817 8.0500
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## 457 female NA 1 0 17464 51.8625 D21
## 458 female 50.00 0 0 F.C.C. 13531 10.5000
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## 461 male 34.00 0 0 364506 8.0500
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## 465 male 38.00 0 0 SOTON/O.Q. 3101306 7.0500
## 466 male NA 0 0 239853 0.0000
## 467 male 56.00 0 0 113792 26.5500
## 468 male NA 0 0 36209 7.7250
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## 470 male NA 0 0 323592 7.2500
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## 472 female 33.00 1 2 C.A. 34651 27.7500
## 473 female 23.00 0 0 SC/AH Basle 541 13.7917 D
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## 475 male NA 0 0 110465 52.0000 A14
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## 481 male NA 0 0 239854 0.0000
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## 485 female NA 3 1 4133 25.4667
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## 488 male 30.00 0 0 A.5. 18509 8.0500
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## 495 male NA 0 0 2627 14.4583
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## 535 female 7.00 0 2 F.C.C. 13529 26.2500
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## 538 male NA 0 0 364498 14.5000
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## 541 female 9.00 4 2 347082 31.2750
## 542 female 11.00 4 2 347082 31.2750
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## 544 male 50.00 1 0 PC 17761 106.4250 C86
## 545 male 64.00 0 0 693 26.0000
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## 547 male NA 0 0 SC/PARIS 2146 13.8625
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## 549 male 8.00 1 1 C.A. 33112 36.7500
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## 552 male NA 0 0 330979 7.8292
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## 560 male NA 0 0 372622 7.7500
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## 563 male NA 0 0 SOTON/OQ 392082 8.0500
## 564 female NA 0 0 SOTON/O.Q. 392087 8.0500
## 565 male 24.00 2 0 A/4 48871 24.1500
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## 568 male NA 0 0 2686 7.2292
## 569 male 32.00 0 0 350417 7.8542
## 570 male 62.00 0 0 S.W./PP 752 10.5000
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## 573 female NA 0 0 14312 7.7500
## 574 male 16.00 0 0 A/4. 20589 8.0500
## 575 male 19.00 0 0 358585 14.5000
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## 578 female NA 1 0 2689 14.4583
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## 580 female 25.00 1 1 237789 30.0000
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## 593 female NA 0 2 364848 7.7500
## 594 male 37.00 1 0 SC/AH 29037 26.0000
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## 613 male NA 0 0 370377 7.7500
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## 628 male 26.00 0 0 349224 7.8958
## 629 male NA 0 0 334912 7.7333
## 630 male 80.00 0 0 27042 30.0000 A23
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## 636 male 32.00 0 0 STON/O 2. 3101292 7.9250
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## 639 male NA 1 0 376564 16.1000
## 640 male 20.00 0 0 350050 7.8542
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## 642 female 2.00 3 2 347088 27.9000
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## 647 male 56.00 0 0 13213 35.5000 A26
## 648 male NA 0 0 S.O./P.P. 751 7.5500
## 649 female 23.00 0 0 CA. 2314 7.5500
## 650 male NA 0 0 349221 7.8958
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## 653 female NA 0 0 330919 7.8292
## 654 female 18.00 0 0 365226 6.7500
## 655 male 24.00 2 0 S.O.C. 14879 73.5000
## 656 male NA 0 0 349223 7.8958
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## 659 male 58.00 0 2 35273 113.2750 D48
## 660 male 50.00 2 0 PC 17611 133.6500
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## 664 male 20.00 1 0 STON/O 2. 3101285 7.9250
## 665 male 32.00 2 0 S.O.C. 14879 73.5000
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## 667 male NA 0 0 312993 7.7750
## 668 male 43.00 0 0 A/5 3536 8.0500
## 669 female NA 1 0 19996 52.0000 C126
## 670 female 40.00 1 1 29750 39.0000
## 671 male 31.00 1 0 F.C. 12750 52.0000 B71
## 672 male 70.00 0 0 C.A. 24580 10.5000
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## 678 female 43.00 1 6 CA 2144 46.9000
## 679 male 36.00 0 1 PC 17755 512.3292 B51 B53 B55
## 680 female NA 0 0 330935 8.1375
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## 682 male 20.00 0 0 6563 9.2250
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## 856 S
## 857 C
## 858 C
## 859 S
## 860 S
## 861 S
## 862 S
## 863 S
## 864 S
## 865 C
## 866 S
## 867 S
## 868 S
## 869 S
## 870 S
## 871 S
## 872 S
## 873 C
## 874 C
## 875 S
## 876 S
## 877 S
## 878 C
## 879 S
## 880 S
## 881 S
## 882 S
## 883 S
## 884 Q
## 885 S
## 886 S
## 887 S
## 888 C
## 889 QThe row count decreased by 2 so we have correctly removed the missing observations for Embarked. But in the case of Age we cannot simply remove 177 observations from our data. Similarly, there seem to be missing values in Cabin:
# Displays the first 5 rows
head(titanic_df)## 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
## Name Sex Age SibSp
## 1 Braund, Mr. Owen Harris male 22 1
## 2 Cumings, Mrs. John Bradley (Florence Briggs Thayer) female 38 1
## 3 Heikkinen, Miss. Laina female 26 0
## 4 Futrelle, Mrs. Jacques Heath (Lily May Peel) female 35 1
## 5 Allen, Mr. William Henry male 35 0
## 6 Moran, Mr. James male NA 0
## Parch Ticket Fare Cabin Embarked
## 1 0 A/5 21171 7.2500 S
## 2 0 PC 17599 71.2833 C85 C
## 3 0 STON/O2. 3101282 7.9250 S
## 4 0 113803 53.1000 C123 S
## 5 0 373450 8.0500 S
## 6 0 330877 8.4583 QHow many missing values are there in both Age and Cabin combined?
filter(titanic_df, Cabin == "")## PassengerId Survived Pclass
## 1 1 0 3
## 2 3 1 3
## 3 5 0 3
## 4 6 0 3
## 5 8 0 3
## 6 9 1 3
## 7 10 1 2
## 8 13 0 3
## 9 14 0 3
## 10 15 0 3
## 11 16 1 2
## 12 17 0 3
## 13 18 1 2
## 14 19 0 3
## 15 20 1 3
## 16 21 0 2
## 17 23 1 3
## 18 25 0 3
## 19 26 1 3
## 20 27 0 3
## 21 29 1 3
## 22 30 0 3
## 23 31 0 1
## 24 33 1 3
## 25 34 0 2
## 26 35 0 1
## 27 36 0 1
## 28 37 1 3
## 29 38 0 3
## 30 39 0 3
## 31 40 1 3
## 32 41 0 3
## 33 42 0 2
## 34 43 0 3
## 35 44 1 2
## 36 45 1 3
## 37 46 0 3
## 38 47 0 3
## 39 48 1 3
## 40 49 0 3
## 41 50 0 3
## 42 51 0 3
## 43 52 0 3
## 44 54 1 2
## 45 57 1 2
## 46 58 0 3
## 47 59 1 2
## 48 60 0 3
## 49 61 0 3
## 50 64 0 3
## 51 65 0 1
## 52 66 1 3
## 53 68 0 3
## 54 69 1 3
## 55 70 0 3
## 56 71 0 2
## 57 72 0 3
## 58 73 0 2
## 59 74 0 3
## 60 75 1 3
## 61 77 0 3
## 62 78 0 3
## 63 79 1 2
## 64 80 1 3
## 65 81 0 3
## 66 82 1 3
## 67 83 1 3
## 68 84 0 1
## 69 85 1 2
## 70 86 1 3
## 71 87 0 3
## 72 88 0 3
## 73 90 0 3
## 74 91 0 3
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## 76 94 0 3
## 77 95 0 3
## 78 96 0 3
## 79 99 1 2
## 80 100 0 2
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## 82 102 0 3
## 83 104 0 3
## 84 105 0 3
## 85 106 0 3
## 86 107 1 3
## 87 108 1 3
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## 89 110 1 3
## 90 112 0 3
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## Name
## 1 Braund, Mr. Owen Harris
## 2 Heikkinen, Miss. Laina
## 3 Allen, Mr. William Henry
## 4 Moran, Mr. James
## 5 Palsson, Master. Gosta Leonard
## 6 Johnson, Mrs. Oscar W (Elisabeth Vilhelmina Berg)
## 7 Nasser, Mrs. Nicholas (Adele Achem)
## 8 Saundercock, Mr. William Henry
## 9 Andersson, Mr. Anders Johan
## 10 Vestrom, Miss. Hulda Amanda Adolfina
## 11 Hewlett, Mrs. (Mary D Kingcome)
## 12 Rice, Master. Eugene
## 13 Williams, Mr. Charles Eugene
## 14 Vander Planke, Mrs. Julius (Emelia Maria Vandemoortele)
## 15 Masselmani, Mrs. Fatima
## 16 Fynney, Mr. Joseph J
## 17 McGowan, Miss. Anna "Annie"
## 18 Palsson, Miss. Torborg Danira
## 19 Asplund, Mrs. Carl Oscar (Selma Augusta Emilia Johansson)
## 20 Emir, Mr. Farred Chehab
## 21 O'Dwyer, Miss. Ellen "Nellie"
## 22 Todoroff, Mr. Lalio
## 23 Uruchurtu, Don. Manuel E
## 24 Glynn, Miss. Mary Agatha
## 25 Wheadon, Mr. Edward H
## 26 Meyer, Mr. Edgar Joseph
## 27 Holverson, Mr. Alexander Oskar
## 28 Mamee, Mr. Hanna
## 29 Cann, Mr. Ernest Charles
## 30 Vander Planke, Miss. Augusta Maria
## 31 Nicola-Yarred, Miss. Jamila
## 32 Ahlin, Mrs. Johan (Johanna Persdotter Larsson)
## 33 Turpin, Mrs. William John Robert (Dorothy Ann Wonnacott)
## 34 Kraeff, Mr. Theodor
## 35 Laroche, Miss. Simonne Marie Anne Andree
## 36 Devaney, Miss. Margaret Delia
## 37 Rogers, Mr. William John
## 38 Lennon, Mr. Denis
## 39 O'Driscoll, Miss. Bridget
## 40 Samaan, Mr. Youssef
## 41 Arnold-Franchi, Mrs. Josef (Josefine Franchi)
## 42 Panula, Master. Juha Niilo
## 43 Nosworthy, Mr. Richard Cater
## 44 Faunthorpe, Mrs. Lizzie (Elizabeth Anne Wilkinson)
## 45 Rugg, Miss. Emily
## 46 Novel, Mr. Mansouer
## 47 West, Miss. Constance Mirium
## 48 Goodwin, Master. William Frederick
## 49 Sirayanian, Mr. Orsen
## 50 Skoog, Master. Harald
## 51 Stewart, Mr. Albert A
## 52 Moubarek, Master. Gerios
## 53 Crease, Mr. Ernest James
## 54 Andersson, Miss. Erna Alexandra
## 55 Kink, Mr. Vincenz
## 56 Jenkin, Mr. Stephen Curnow
## 57 Goodwin, Miss. Lillian Amy
## 58 Hood, Mr. Ambrose Jr
## 59 Chronopoulos, Mr. Apostolos
## 60 Bing, Mr. Lee
## 61 Staneff, Mr. Ivan
## 62 Moutal, Mr. Rahamin Haim
## 63 Caldwell, Master. Alden Gates
## 64 Dowdell, Miss. Elizabeth
## 65 Waelens, Mr. Achille
## 66 Sheerlinck, Mr. Jan Baptist
## 67 McDermott, Miss. Brigdet Delia
## 68 Carrau, Mr. Francisco M
## 69 Ilett, Miss. Bertha
## 70 Backstrom, Mrs. Karl Alfred (Maria Mathilda Gustafsson)
## 71 Ford, Mr. William Neal
## 72 Slocovski, Mr. Selman Francis
## 73 Celotti, Mr. Francesco
## 74 Christmann, Mr. Emil
## 75 Andreasson, Mr. Paul Edvin
## 76 Dean, Mr. Bertram Frank
## 77 Coxon, Mr. Daniel
## 78 Shorney, Mr. Charles Joseph
## 79 Doling, Mrs. John T (Ada Julia Bone)
## 80 Kantor, Mr. Sinai
## 81 Petranec, Miss. Matilda
## 82 Petroff, Mr. Pastcho ("Pentcho")
## 83 Johansson, Mr. Gustaf Joel
## 84 Gustafsson, Mr. Anders Vilhelm
## 85 Mionoff, Mr. Stoytcho
## 86 Salkjelsvik, Miss. Anna Kristine
## 87 Moss, Mr. Albert Johan
## 88 Rekic, Mr. Tido
## 89 Moran, Miss. Bertha
## 90 Zabour, Miss. Hileni
## 91 Barton, Mr. David John
## 92 Jussila, Miss. Katriina
## 93 Attalah, Miss. Malake
## 94 Pekoniemi, Mr. Edvard
## 95 Connors, Mr. Patrick
## 96 Turpin, Mr. William John Robert
## 97 Andersson, Miss. Ellis Anna Maria
## 98 Hickman, Mr. Stanley George
## 99 Moore, Mr. Leonard Charles
## 100 Nasser, Mr. Nicholas
## 101 Nicola-Yarred, Master. Elias
## 102 McMahon, Mr. Martin
## 103 Madsen, Mr. Fridtjof Arne
## 104 Ekstrom, Mr. Johan
## 105 Drazenoic, Mr. Jozef
## 106 Coelho, Mr. Domingos Fernandeo
## 107 Robins, Mrs. Alexander A (Grace Charity Laury)
## 108 Weisz, Mrs. Leopold (Mathilde Francoise Pede)
## 109 Sobey, Mr. Samuel James Hayden
## 110 Richard, Mr. Emile
## 111 Osen, Mr. Olaf Elon
## 112 Boulos, Mrs. Joseph (Sultana)
## 113 Nysten, Miss. Anna Sofia
## 114 Hakkarainen, Mrs. Pekka Pietari (Elin Matilda Dolck)
## 115 Burke, Mr. Jeremiah
## 116 Andrew, Mr. Edgardo Samuel
## 117 Nicholls, Mr. Joseph Charles
## 118 Andersson, Mr. August Edvard ("Wennerstrom")
## 119 Ford, Miss. Robina Maggie "Ruby"
## 120 Byles, Rev. Thomas Roussel Davids
## 121 Bateman, Rev. Robert James
## 122 Meo, Mr. Alfonzo
## 123 van Billiard, Mr. Austin Blyler
## 124 Olsen, Mr. Ole Martin
## 125 Williams, Mr. Charles Duane
## 126 Gilnagh, Miss. Katherine "Katie"
## 127 Corn, Mr. Harry
## 128 Smiljanic, Mr. Mile
## 129 Sage, Master. Thomas Henry
## 130 Cribb, Mr. John Hatfield
## 131 Watt, Mrs. James (Elizabeth "Bessie" Inglis Milne)
## 132 Bengtsson, Mr. John Viktor
## 133 Calic, Mr. Jovo
## 134 Panula, Master. Eino Viljami
## 135 Goldsmith, Master. Frank John William "Frankie"
## 136 Skoog, Mrs. William (Anna Bernhardina Karlsson)
## 137 Baumann, Mr. John D
## 138 Ling, Mr. Lee
## 139 Rice, Master. Arthur
## 140 Johnson, Miss. Eleanor Ileen
## 141 Sivola, Mr. Antti Wilhelm
## 142 Klasen, Mr. Klas Albin
## 143 Lefebre, Master. Henry Forbes
## 144 Hale, Mr. Reginald
## 145 Leonard, Mr. Lionel
## 146 Sage, Miss. Constance Gladys
## 147 Pernot, Mr. Rene
## 148 Asplund, Master. Clarence Gustaf Hugo
## 149 Kink-Heilmann, Miss. Luise Gretchen
## 150 O'Brien, Mrs. Thomas (Johanna "Hannah" Godfrey)
## 151 Romaine, Mr. Charles Hallace ("Mr C Rolmane")
## 152 Bourke, Mr. John
## 153 Turcin, Mr. Stjepan
## 154 Pinsky, Mrs. (Rosa)
## 155 Carbines, Mr. William
## 156 Andersen-Jensen, Miss. Carla Christine Nielsine
## 157 Mernagh, Mr. Robert
## 158 Olsen, Mr. Karl Siegwart Andreas
## 159 Madigan, Miss. Margaret "Maggie"
## 160 Yrois, Miss. Henriette ("Mrs Harbeck")
## 161 Vande Walle, Mr. Nestor Cyriel
## 162 Sage, Mr. Frederick
## 163 Johanson, Mr. Jakob Alfred
## 164 Youseff, Mr. Gerious
## 165 Cohen, Mr. Gurshon "Gus"
## 166 Backstrom, Mr. Karl Alfred
## 167 Albimona, Mr. Nassef Cassem
## 168 Carr, Miss. Helen "Ellen"
## 169 Ali, Mr. Ahmed
## 170 Cameron, Miss. Clear Annie
## 171 Perkin, Mr. John Henry
## 172 Givard, Mr. Hans Kristensen
## 173 Kiernan, Mr. Philip
## 174 Honkanen, Miss. Eliina
## 175 Jacobsohn, Mr. Sidney Samuel
## 176 Harris, Mr. Walter
## 177 Sunderland, Mr. Victor Francis
## 178 Bracken, Mr. James H
## 179 Green, Mr. George Henry
## 180 Nenkoff, Mr. Christo
## 181 Berglund, Mr. Karl Ivar Sven
## 182 Mellors, Mr. William John
## 183 Lovell, Mr. John Hall ("Henry")
## 184 Fahlstrom, Mr. Arne Jonas
## 185 Lefebre, Miss. Mathilde
## 186 Larsson, Mr. Bengt Edvin
## 187 Sjostedt, Mr. Ernst Adolf
## 188 Asplund, Miss. Lillian Gertrud
## 189 Leyson, Mr. Robert William Norman
## 190 Harknett, Miss. Alice Phoebe
## 191 Hold, Mr. Stephen
## 192 Collyer, Miss. Marjorie "Lottie"
## 193 Pengelly, Mr. Frederick William
## 194 Hunt, Mr. George Henry
## 195 Zabour, Miss. Thamine
## 196 Murphy, Miss. Katherine "Kate"
## 197 Coleridge, Mr. Reginald Charles
## 198 Maenpaa, Mr. Matti Alexanteri
## 199 Attalah, Mr. Sleiman
## 200 Lindahl, Miss. Agda Thorilda Viktoria
## 201 Hamalainen, Mrs. William (Anna)
## 202 Carter, Rev. Ernest Courtenay
## 203 Reed, Mr. James George
## 204 Lobb, Mr. William Arthur
## 205 Rosblom, Mrs. Viktor (Helena Wilhelmina)
## 206 Touma, Mrs. Darwis (Hanne Youssef Razi)
## 207 Thorne, Mrs. Gertrude Maybelle
## 208 Ward, Miss. Anna
## 209 Parrish, Mrs. (Lutie Davis)
## 210 Smith, Mr. Thomas
## 211 Asplund, Master. Edvin Rojj Felix
## 212 Henry, Miss. Delia
## 213 Reeves, Mr. David
## 214 Panula, Mr. Ernesti Arvid
## 215 Persson, Mr. Ernst Ulrik
## 216 Cairns, Mr. Alexander
## 217 Tornquist, Mr. William Henry
## 218 Mellinger, Mrs. (Elizabeth Anne Maidment)
## 219 Healy, Miss. Hanora "Nora"
## 220 Lindblom, Miss. Augusta Charlotta
## 221 Parkes, Mr. Francis "Frank"
## 222 Rice, Master. Eric
## 223 Abbott, Mrs. Stanton (Rosa Hunt)
## 224 Duane, Mr. Frank
## 225 Olsson, Mr. Nils Johan Goransson
## 226 de Pelsmaeker, Mr. Alfons
## 227 Dorking, Mr. Edward Arthur
## 228 Stankovic, Mr. Ivan
## 229 de Mulder, Mr. Theodore
## 230 Naidenoff, Mr. Penko
## 231 Hosono, Mr. Masabumi
## 232 Connolly, Miss. Kate
## 233 Barber, Miss. Ellen "Nellie"
## 234 Haas, Miss. Aloisia
## 235 Mineff, Mr. Ivan
## 236 Lewy, Mr. Ervin G
## 237 Hanna, Mr. Mansour
## 238 Kelly, Miss. Anna Katherine "Annie Kate"
## 239 McCoy, Mr. Bernard
## 240 Johnson, Mr. William Cahoone Jr
## 241 Williams, Mr. Howard Hugh "Harry"
## 242 Fleming, Miss. Margaret
## 243 Abelson, Mr. Samuel
## 244 Lahtinen, Mrs. William (Anna Sylfven)
## 245 Hendekovic, Mr. Ignjac
## 246 Hart, Mr. Benjamin
## 247 Nilsson, Miss. Helmina Josefina
## 248 Kantor, Mrs. Sinai (Miriam Sternin)
## 249 Moraweck, Dr. Ernest
## 250 Dennis, Mr. Samuel
## 251 Danoff, Mr. Yoto
## 252 Slayter, Miss. Hilda Mary
## 253 Caldwell, Mrs. Albert Francis (Sylvia Mae Harbaugh)
## 254 Sage, Mr. George John Jr
## 255 Nysveen, Mr. Johan Hansen
## 256 Goldsmith, Mrs. Frank John (Emily Alice Brown)
## 257 McCoy, Miss. Agnes
## 258 Vander Planke, Mr. Leo Edmondus
## 259 Frauenthal, Mrs. Henry William (Clara Heinsheimer)
## 260 Denkoff, Mr. Mitto
## 261 Dahl, Mr. Karl Edwart
## 262 Collander, Mr. Erik Gustaf
## 263 Sedgwick, Mr. Charles Frederick Waddington
## 264 Fox, Mr. Stanley Hubert
## 265 Smith, Miss. Marion Elsie
## 266 Davison, Mrs. Thomas Henry (Mary E Finck)
## 267 Coutts, Master. William Loch "William"
## 268 Dimic, Mr. Jovan
## 269 Odahl, Mr. Nils Martin
## 270 Elias, Mr. Tannous
## 271 Arnold-Franchi, Mr. Josef
## 272 Yousif, Mr. Wazli
## 273 Vanden Steen, Mr. Leo Peter
## 274 Funk, Miss. Annie Clemmer
## 275 McGovern, Miss. Mary
## 276 Mockler, Miss. Helen Mary "Ellie"
## 277 Skoog, Mr. Wilhelm
## 278 del Carlo, Mr. Sebastiano
## 279 Barbara, Mrs. (Catherine David)
## 280 Asim, Mr. Adola
## 281 O'Brien, Mr. Thomas
## 282 Adahl, Mr. Mauritz Nils Martin
## 283 Moussa, Mrs. (Mantoura Boulos)
## 284 Jermyn, Miss. Annie
## 285 Wiklund, Mr. Jakob Alfred
## 286 Beavan, Mr. William Thomas
## 287 Ringhini, Mr. Sante
## 288 Palsson, Miss. Stina Viola
## 289 Meyer, Mrs. Edgar Joseph (Leila Saks)
## 290 Landergren, Miss. Aurora Adelia
## 291 Betros, Mr. Tannous
## 292 Gustafsson, Mr. Karl Gideon
## 293 Bidois, Miss. Rosalie
## 294 Nakid, Miss. Maria ("Mary")
## 295 Tikkanen, Mr. Juho
## 296 Holverson, Mrs. Alexander Oskar (Mary Aline Towner)
## 297 Plotcharsky, Mr. Vasil
## 298 Davies, Mr. Charles Henry
## 299 Goodwin, Master. Sidney Leonard
## 300 Buss, Miss. Kate
## 301 Sadlier, Mr. Matthew
## 302 Lehmann, Miss. Bertha
## 303 Jansson, Mr. Carl Olof
## 304 Gustafsson, Mr. Johan Birger
## 305 Johansson, Mr. Erik
## 306 Olsson, Miss. Elina
## 307 McKane, Mr. Peter David
## 308 Pain, Dr. Alfred
## 309 Trout, Mrs. William H (Jessie L)
## 310 Niskanen, Mr. Juha
## 311 Adams, Mr. John
## 312 Jussila, Miss. Mari Aina
## 313 Hakkarainen, Mr. Pekka Pietari
## 314 Oreskovic, Miss. Marija
## 315 Gale, Mr. Shadrach
## 316 Widegren, Mr. Carl/Charles Peter
## 317 Richards, Master. William Rowe
## 318 Birkeland, Mr. Hans Martin Monsen
## 319 Lefebre, Miss. Ida
## 320 Sdycoff, Mr. Todor
## 321 Hart, Mr. Henry
## 322 Cunningham, Mr. Alfred Fleming
## 323 Sundman, Mr. Johan Julian
## 324 Meek, Mrs. Thomas (Annie Louise Rowley)
## 325 Drew, Mrs. James Vivian (Lulu Thorne Christian)
## 326 Silven, Miss. Lyyli Karoliina
## 327 Matthews, Mr. William John
## 328 Van Impe, Miss. Catharina
## 329 Gheorgheff, Mr. Stanio
## 330 Charters, Mr. David
## 331 Zimmerman, Mr. Leo
## 332 Danbom, Mrs. Ernst Gilbert (Anna Sigrid Maria Brogren)
## 333 Rosblom, Mr. Viktor Richard
## 334 Wiseman, Mr. Phillippe
## 335 Clarke, Mrs. Charles V (Ada Maria Winfield)
## 336 Phillips, Miss. Kate Florence ("Mrs Kate Louise Phillips Marshall")
## 337 Flynn, Mr. James
## 338 Thorneycroft, Mrs. Percival (Florence Kate White)
## 339 Louch, Mrs. Charles Alexander (Alice Adelaide Slow)
## 340 Kallio, Mr. Nikolai Erland
## 341 Ford, Miss. Doolina Margaret "Daisy"
## 342 Richards, Mrs. Sidney (Emily Hocking)
## 343 Kvillner, Mr. Johan Henrik Johannesson
## 344 Hart, Mrs. Benjamin (Esther Ada Bloomfield)
## 345 Hampe, Mr. Leon
## 346 Petterson, Mr. Johan Emil
## 347 Reynaldo, Ms. Encarnacion
## 348 Johannesen-Bratthammer, Mr. Bernt
## 349 Mellinger, Miss. Madeleine Violet
## 350 Seward, Mr. Frederic Kimber
## 351 Baclini, Miss. Marie Catherine
## 352 West, Mr. Edwy Arthur
## 353 Hagland, Mr. Ingvald Olai Olsen
## 354 Peduzzi, Mr. Joseph
## 355 Jalsevac, Mr. Ivan
## 356 Toomey, Miss. Ellen
## 357 O'Connor, Mr. Maurice
## 358 Morley, Mr. William
## 359 Milling, Mr. Jacob Christian
## 360 Maisner, Mr. Simon
## 361 Goncalves, Mr. Manuel Estanslas
## 362 Campbell, Mr. William
## 363 Smart, Mr. John Montgomery
## 364 Scanlan, Mr. James
## 365 Baclini, Miss. Helene Barbara
## 366 Keefe, Mr. Arthur
## 367 Cacic, Mr. Luka
## 368 West, Mrs. Edwy Arthur (Ada Mary Worth)
## 369 Strandberg, Miss. Ida Sofia
## 370 Renouf, Mr. Peter Henry
## 371 Braund, Mr. Lewis Richard
## 372 Karlsson, Mr. Nils August
## 373 Hirvonen, Miss. Hildur E
## 374 Goodwin, Master. Harold Victor
## 375 Frost, Mr. Anthony Wood "Archie"
## 376 Rouse, Mr. Richard Henry
## 377 Turkula, Mrs. (Hedwig)
## 378 Lefebre, Miss. Jeannie
## 379 Somerton, Mr. Francis William
## 380 Coutts, Master. Eden Leslie "Neville"
## 381 Hagland, Mr. Konrad Mathias Reiersen
## 382 Windelov, Mr. Einar
## 383 Artagaveytia, Mr. Ramon
## 384 Stanley, Mr. Edward Roland
## 385 Yousseff, Mr. Gerious
## 386 Shellard, Mr. Frederick William
## 387 Svensson, Mr. Olof
## 388 Calic, Mr. Petar
## 389 Canavan, Miss. Mary
## 390 O'Sullivan, Miss. Bridget Mary
## 391 Laitinen, Miss. Kristina Sofia
## 392 Quick, Mrs. Frederick Charles (Jane Richards)
## 393 Bradley, Mr. George ("George Arthur Brayton")
## 394 Olsen, Mr. Henry Margido
## 395 Lang, Mr. Fang
## 396 Daly, Mr. Eugene Patrick
## 397 Webber, Mr. James
## 398 Rothschild, Mrs. Martin (Elizabeth L. Barrett)
## 399 Coleff, Mr. Satio
## 400 Ryan, Mr. Patrick
## 401 Angle, Mrs. William A (Florence "Mary" Agnes Hughes)
## 402 Pavlovic, Mr. Stefo
## 403 Vovk, Mr. Janko
## 404 Lahoud, Mr. Sarkis
## 405 Kassem, Mr. Fared
## 406 Farrell, Mr. James
## 407 Ridsdale, Miss. Lucy
## 408 Salonen, Mr. Johan Werner
## 409 Hocking, Mr. Richard George
## 410 Quick, Miss. Phyllis May
## 411 Toufik, Mr. Nakli
## 412 Elias, Mr. Joseph Jr
## 413 Peter, Mrs. Catherine (Catherine Rizk)
## 414 Cacic, Miss. Marija
## 415 Hart, Miss. Eva Miriam
## 416 LeRoy, Miss. Bertha
## 417 Risien, Mr. Samuel Beard
## 418 Andersson, Miss. Ingeborg Constanzia
## 419 Andersson, Miss. Sigrid Elisabeth
## 420 Beane, Mr. Edward
## 421 Nicholson, Mr. Arthur Ernest
## 422 Beane, Mrs. Edward (Ethel Clarke)
## 423 Padro y Manent, Mr. Julian
## 424 Goldsmith, Mr. Frank John
## 425 Davies, Master. John Morgan Jr
## 426 Sharp, Mr. Percival James R
## 427 O'Brien, Mr. Timothy
## 428 Leeni, Mr. Fahim ("Philip Zenni")
## 429 Ohman, Miss. Velin
## 430 Wright, Mr. George
## 431 Robbins, Mr. Victor
## 432 de Messemaeker, Mrs. Guillaume Joseph (Emma)
## 433 Morrow, Mr. Thomas Rowan
## 434 Sivic, Mr. Husein
## 435 Norman, Mr. Robert Douglas
## 436 Simmons, Mr. John
## 437 Meanwell, Miss. (Marion Ogden)
## 438 Davies, Mr. Alfred J
## 439 Stoytcheff, Mr. Ilia
## 440 Palsson, Mrs. Nils (Alma Cornelia Berglund)
## 441 Doharr, Mr. Tannous
## 442 Jonsson, Mr. Carl
## 443 Harris, Mr. George
## 444 Kelly, Miss. Mary
## 445 Rush, Mr. Alfred George John
## 446 Patchett, Mr. George
## 447 Garside, Miss. Ethel
## 448 Caram, Mrs. Joseph (Maria Elias)
## 449 Jussila, Mr. Eiriik
## 450 Christy, Miss. Julie Rachel
## 451 Downton, Mr. William James
## 452 Paulner, Mr. Uscher
## 453 Jarvis, Mr. John Denzil
## 454 Gilinski, Mr. Eliezer
## 455 Murdlin, Mr. Joseph
## 456 Rintamaki, Mr. Matti
## 457 Elsbury, Mr. William James
## 458 Bourke, Miss. Mary
## 459 Chapman, Mr. John Henry
## 460 Van Impe, Mr. Jean Baptiste
## 461 Leitch, Miss. Jessie Wills
## 462 Johnson, Mr. Alfred
## 463 Boulos, Mr. Hanna
## 464 Jacobsohn, Mrs. Sidney Samuel (Amy Frances Christy)
## 465 Slabenoff, Mr. Petco
## 466 Harrington, Mr. Charles H
## 467 Torber, Mr. Ernst William
## 468 Homer, Mr. Harry ("Mr E Haven")
## 469 Lindell, Mr. Edvard Bengtsson
## 470 Karaic, Mr. Milan
## 471 Daniel, Mr. Robert Williams
## 472 Laroche, Mrs. Joseph (Juliette Marie Louise Lafargue)
## 473 Andersson, Mrs. Anders Johan (Alfrida Konstantia Brogren)
## 474 Jardin, Mr. Jose Neto
## 475 Murphy, Miss. Margaret Jane
## 476 Horgan, Mr. John
## 477 Brocklebank, Mr. William Alfred
## 478 Herman, Miss. Alice
## 479 Danbom, Mr. Ernst Gilbert
## 480 Lobb, Mrs. William Arthur (Cordelia K Stanlick)
## 481 Gavey, Mr. Lawrence
## 482 Yasbeck, Mr. Antoni
## 483 Nakid, Mr. Sahid
## 484 Hansen, Mr. Henry Damsgaard
## 485 Bowen, Mr. David John "Dai"
## 486 Kirkland, Rev. Charles Leonard
## 487 Bostandyeff, Mr. Guentcho
## 488 O'Connell, Mr. Patrick D
## 489 Lundahl, Mr. Johan Svensson
## 490 Parr, Mr. William Henry Marsh
## 491 Skoog, Miss. Mabel
## 492 Davis, Miss. Mary
## 493 Leinonen, Mr. Antti Gustaf
## 494 Collyer, Mr. Harvey
## 495 Panula, Mrs. Juha (Maria Emilia Ojala)
## 496 Thorneycroft, Mr. Percival
## 497 Jensen, Mr. Hans Peder
## 498 Skoog, Miss. Margit Elizabeth
## 499 Foo, Mr. Choong
## 500 Baclini, Miss. Eugenie
## 501 Cor, Mr. Liudevit
## 502 Willey, Mr. Edward
## 503 Stanley, Miss. Amy Zillah Elsie
## 504 Mitkoff, Mr. Mito
## 505 Doling, Miss. Elsie
## 506 Kalvik, Mr. Johannes Halvorsen
## 507 O'Leary, Miss. Hanora "Norah"
## 508 Hegarty, Miss. Hanora "Nora"
## 509 Hickman, Mr. Leonard Mark
## 510 Radeff, Mr. Alexander
## 511 Bourke, Mrs. John (Catherine)
## 512 Eitemiller, Mr. George Floyd
## 513 Frauenthal, Dr. Henry William
## 514 Badt, Mr. Mohamed
## 515 Coleff, Mr. Peju
## 516 Lindqvist, Mr. Eino William
## 517 Hickman, Mr. Lewis
## 518 Butler, Mr. Reginald Fenton
## 519 Rommetvedt, Mr. Knud Paust
## 520 Cook, Mr. Jacob
## 521 Brown, Mrs. Thomas William Solomon (Elizabeth Catherine Ford)
## 522 Mitchell, Mr. Henry Michael
## 523 Wilhelms, Mr. Charles
## 524 Watson, Mr. Ennis Hastings
## 525 Edvardsson, Mr. Gustaf Hjalmar
## 526 Sawyer, Mr. Frederick Charles
## 527 Turja, Miss. Anna Sofia
## 528 Goodwin, Mrs. Frederick (Augusta Tyler)
## 529 Peters, Miss. Katie
## 530 Olsvigen, Mr. Thor Anderson
## 531 Goodwin, Mr. Charles Edward
## 532 Brown, Mr. Thomas William Solomon
## 533 Laroche, Mr. Joseph Philippe Lemercier
## 534 Panula, Mr. Jaako Arnold
## 535 Dakic, Mr. Branko
## 536 Fischer, Mr. Eberhard Thelander
## 537 Karun, Miss. Manca
## 538 Lam, Mr. Ali
## 539 Saad, Mr. Khalil
## 540 Weir, Col. John
## 541 Chapman, Mr. Charles Henry
## 542 Kelly, Mr. James
## 543 Mullens, Miss. Katherine "Katie"
## 544 Barbara, Miss. Saiide
## 545 Gallagher, Mr. Martin
## 546 Hansen, Mr. Henrik Juul
## 547 Morley, Mr. Henry Samuel ("Mr Henry Marshall")
## 548 Kelly, Mrs. Florence "Fannie"
## 549 Cleaver, Miss. Alice
## 550 Moubarek, Master. Halim Gonios ("William George")
## 551 Larsson, Mr. August Viktor
## 552 Greenberg, Mr. Samuel
## 553 McEvoy, Mr. Michael
## 554 Johnson, Mr. Malkolm Joackim
## 555 Harper, Miss. Annie Jessie "Nina"
## 556 Jensen, Mr. Svend Lauritz
## 557 Gillespie, Mr. William Henry
## 558 Hodges, Mr. Henry Price
## 559 Oreskovic, Mr. Luka
## 560 Renouf, Mrs. Peter Henry (Lillian Jefferys)
## 561 Mannion, Miss. Margareth
## 562 Bryhl, Mr. Kurt Arnold Gottfrid
## 563 Ilmakangas, Miss. Pieta Sofia
## 564 Hassan, Mr. Houssein G N
## 565 Knight, Mr. Robert J
## 566 Berriman, Mr. William John
## 567 Troupiansky, Mr. Moses Aaron
## 568 Williams, Mr. Leslie
## 569 Ford, Mrs. Edward (Margaret Ann Watson)
## 570 Ivanoff, Mr. Kanio
## 571 Nankoff, Mr. Minko
## 572 McNamee, Mr. Neal
## 573 Stranden, Mr. Juho
## 574 Abbott, Mr. Rossmore Edward
## 575 Sinkkonen, Miss. Anna
## 576 Connaghton, Mr. Michael
## 577 Wells, Miss. Joan
## 578 Vande Velde, Mr. Johannes Joseph
## 579 Jonkoff, Mr. Lalio
## 580 Herman, Mrs. Samuel (Jane Laver)
## 581 Hamalainen, Master. Viljo
## 582 Carlsson, Mr. August Sigfrid
## 583 Bailey, Mr. Percy Andrew
## 584 Theobald, Mr. Thomas Leonard
## 585 Garfirth, Mr. John
## 586 Nirva, Mr. Iisakki Antino Aijo
## 587 Barah, Mr. Hanna Assi
## 588 Eklund, Mr. Hans Linus
## 589 Brewe, Dr. Arthur Jackson
## 590 Mangan, Miss. Mary
## 591 Moran, Mr. Daniel J
## 592 Gronnestad, Mr. Daniel Danielsen
## 593 Lievens, Mr. Rene Aime
## 594 Jensen, Mr. Niels Peder
## 595 Elias, Mr. Dibo
## 596 Hocking, Mrs. Elizabeth (Eliza Needs)
## 597 Myhrman, Mr. Pehr Fabian Oliver Malkolm
## 598 Emanuel, Miss. Virginia Ethel
## 599 Kilgannon, Mr. Thomas J
## 600 Ayoub, Miss. Banoura
## 601 Johnston, Mr. Andrew G
## 602 Ali, Mr. William
## 603 Harmer, Mr. Abraham (David Lishin)
## 604 Sjoblom, Miss. Anna Sofia
## 605 Rice, Master. George Hugh
## 606 Dean, Master. Bertram Vere
## 607 Keane, Mr. Andrew "Andy"
## 608 Gaskell, Mr. Alfred
## 609 Sage, Miss. Stella Anna
## 610 Hoyt, Mr. William Fisher
## 611 Dantcheff, Mr. Ristiu
## 612 Otter, Mr. Richard
## 613 Osman, Mrs. Mara
## 614 Ibrahim Shawah, Mr. Yousseff
## 615 Van Impe, Mrs. Jean Baptiste (Rosalie Paula Govaert)
## 616 Ponesell, Mr. Martin
## 617 Collyer, Mrs. Harvey (Charlotte Annie Tate)
## 618 Thomas, Master. Assad Alexander
## 619 Hedman, Mr. Oskar Arvid
## 620 Johansson, Mr. Karl Johan
## 621 Pettersson, Miss. Ellen Natalia
## 622 Meyer, Mr. August
## 623 Alexander, Mr. William
## 624 Lester, Mr. James
## 625 Slemen, Mr. Richard James
## 626 Andersson, Miss. Ebba Iris Alfrida
## 627 Tomlin, Mr. Ernest Portage
## 628 Heininen, Miss. Wendla Maria
## 629 Mallet, Mr. Albert
## 630 Holm, Mr. John Fredrik Alexander
## 631 Skoog, Master. Karl Thorsten
## 632 Lulic, Mr. Nikola
## 633 Reuchlin, Jonkheer. John George
## 634 Panula, Master. Urho Abraham
## 635 Flynn, Mr. John
## 636 Lam, Mr. Len
## 637 Mallet, Master. Andre
## 638 McCormack, Mr. Thomas Joseph
## 639 Yasbeck, Mrs. Antoni (Selini Alexander)
## 640 Richards, Master. George Sibley
## 641 Saad, Mr. Amin
## 642 Augustsson, Mr. Albert
## 643 Allum, Mr. Owen George
## 644 Pasic, Mr. Jakob
## 645 Sirota, Mr. Maurice
## 646 Chip, Mr. Chang
## 647 Alhomaki, Mr. Ilmari Rudolf
## 648 Mudd, Mr. Thomas Charles
## 649 Serepeca, Miss. Augusta
## 650 Lemberopolous, Mr. Peter L
## 651 Culumovic, Mr. Jeso
## 652 Abbing, Mr. Anthony
## 653 Sage, Mr. Douglas Bullen
## 654 Markoff, Mr. Marin
## 655 Harper, Rev. John
## 656 Andersson, Master. Sigvard Harald Elias
## 657 Svensson, Mr. Johan
## 658 Boulos, Miss. Nourelain
## 659 Carter, Mrs. Ernest Courtenay (Lilian Hughes)
## 660 Aks, Mrs. Sam (Leah Rosen)
## 661 Wick, Mrs. George Dennick (Mary Hitchcock)
## 662 Baclini, Mrs. Solomon (Latifa Qurban)
## 663 Razi, Mr. Raihed
## 664 Hansen, Mr. Claus Peter
## 665 Giles, Mr. Frederick Edward
## 666 Sage, Miss. Dorothy Edith "Dolly"
## 667 Gill, Mr. John William
## 668 Bystrom, Mrs. (Karolina)
## 669 Duran y More, Miss. Asuncion
## 670 van Melkebeke, Mr. Philemon
## 671 Johnson, Master. Harold Theodor
## 672 Balkic, Mr. Cerin
## 673 Vander Cruyssen, Mr. Victor
## 674 Abelson, Mrs. Samuel (Hannah Wizosky)
## 675 Najib, Miss. Adele Kiamie "Jane"
## 676 Gustafsson, Mr. Alfred Ossian
## 677 Petroff, Mr. Nedelio
## 678 Laleff, Mr. Kristo
## 679 Shelley, Mrs. William (Imanita Parrish Hall)
## 680 Markun, Mr. Johann
## 681 Dahlberg, Miss. Gerda Ulrika
## 682 Banfield, Mr. Frederick James
## 683 Sutehall, Mr. Henry Jr
## 684 Rice, Mrs. William (Margaret Norton)
## 685 Montvila, Rev. Juozas
## 686 Johnston, Miss. Catherine Helen "Carrie"
## 687 Dooley, Mr. Patrick
## Sex Age SibSp Parch Ticket Fare Cabin Embarked
## 1 male 22.00 1 0 A/5 21171 7.2500 S
## 2 female 26.00 0 0 STON/O2. 3101282 7.9250 S
## 3 male 35.00 0 0 373450 8.0500 S
## 4 male NA 0 0 330877 8.4583 Q
## 5 male 2.00 3 1 349909 21.0750 S
## 6 female 27.00 0 2 347742 11.1333 S
## 7 female 14.00 1 0 237736 30.0708 C
## 8 male 20.00 0 0 A/5. 2151 8.0500 S
## 9 male 39.00 1 5 347082 31.2750 S
## 10 female 14.00 0 0 350406 7.8542 S
## 11 female 55.00 0 0 248706 16.0000 S
## 12 male 2.00 4 1 382652 29.1250 Q
## 13 male NA 0 0 244373 13.0000 S
## 14 female 31.00 1 0 345763 18.0000 S
## 15 female NA 0 0 2649 7.2250 C
## 16 male 35.00 0 0 239865 26.0000 S
## 17 female 15.00 0 0 330923 8.0292 Q
## 18 female 8.00 3 1 349909 21.0750 S
## 19 female 38.00 1 5 347077 31.3875 S
## 20 male NA 0 0 2631 7.2250 C
## 21 female NA 0 0 330959 7.8792 Q
## 22 male NA 0 0 349216 7.8958 S
## 23 male 40.00 0 0 PC 17601 27.7208 C
## 24 female NA 0 0 335677 7.7500 Q
## 25 male 66.00 0 0 C.A. 24579 10.5000 S
## 26 male 28.00 1 0 PC 17604 82.1708 C
## 27 male 42.00 1 0 113789 52.0000 S
## 28 male NA 0 0 2677 7.2292 C
## 29 male 21.00 0 0 A./5. 2152 8.0500 S
## 30 female 18.00 2 0 345764 18.0000 S
## 31 female 14.00 1 0 2651 11.2417 C
## 32 female 40.00 1 0 7546 9.4750 S
## 33 female 27.00 1 0 11668 21.0000 S
## 34 male NA 0 0 349253 7.8958 C
## 35 female 3.00 1 2 SC/Paris 2123 41.5792 C
## 36 female 19.00 0 0 330958 7.8792 Q
## 37 male NA 0 0 S.C./A.4. 23567 8.0500 S
## 38 male NA 1 0 370371 15.5000 Q
## 39 female NA 0 0 14311 7.7500 Q
## 40 male NA 2 0 2662 21.6792 C
## 41 female 18.00 1 0 349237 17.8000 S
## 42 male 7.00 4 1 3101295 39.6875 S
## 43 male 21.00 0 0 A/4. 39886 7.8000 S
## 44 female 29.00 1 0 2926 26.0000 S
## 45 female 21.00 0 0 C.A. 31026 10.5000 S
## 46 male 28.50 0 0 2697 7.2292 C
## 47 female 5.00 1 2 C.A. 34651 27.7500 S
## 48 male 11.00 5 2 CA 2144 46.9000 S
## 49 male 22.00 0 0 2669 7.2292 C
## 50 male 4.00 3 2 347088 27.9000 S
## 51 male NA 0 0 PC 17605 27.7208 C
## 52 male NA 1 1 2661 15.2458 C
## 53 male 19.00 0 0 S.P. 3464 8.1583 S
## 54 female 17.00 4 2 3101281 7.9250 S
## 55 male 26.00 2 0 315151 8.6625 S
## 56 male 32.00 0 0 C.A. 33111 10.5000 S
## 57 female 16.00 5 2 CA 2144 46.9000 S
## 58 male 21.00 0 0 S.O.C. 14879 73.5000 S
## 59 male 26.00 1 0 2680 14.4542 C
## 60 male 32.00 0 0 1601 56.4958 S
## 61 male NA 0 0 349208 7.8958 S
## 62 male NA 0 0 374746 8.0500 S
## 63 male 0.83 0 2 248738 29.0000 S
## 64 female 30.00 0 0 364516 12.4750 S
## 65 male 22.00 0 0 345767 9.0000 S
## 66 male 29.00 0 0 345779 9.5000 S
## 67 female NA 0 0 330932 7.7875 Q
## 68 male 28.00 0 0 113059 47.1000 S
## 69 female 17.00 0 0 SO/C 14885 10.5000 S
## 70 female 33.00 3 0 3101278 15.8500 S
## 71 male 16.00 1 3 W./C. 6608 34.3750 S
## 72 male NA 0 0 SOTON/OQ 392086 8.0500 S
## 73 male 24.00 0 0 343275 8.0500 S
## 74 male 29.00 0 0 343276 8.0500 S
## 75 male 20.00 0 0 347466 7.8542 S
## 76 male 26.00 1 2 C.A. 2315 20.5750 S
## 77 male 59.00 0 0 364500 7.2500 S
## 78 male NA 0 0 374910 8.0500 S
## 79 female 34.00 0 1 231919 23.0000 S
## 80 male 34.00 1 0 244367 26.0000 S
## 81 female 28.00 0 0 349245 7.8958 S
## 82 male NA 0 0 349215 7.8958 S
## 83 male 33.00 0 0 7540 8.6542 S
## 84 male 37.00 2 0 3101276 7.9250 S
## 85 male 28.00 0 0 349207 7.8958 S
## 86 female 21.00 0 0 343120 7.6500 S
## 87 male NA 0 0 312991 7.7750 S
## 88 male 38.00 0 0 349249 7.8958 S
## 89 female NA 1 0 371110 24.1500 Q
## 90 female 14.50 1 0 2665 14.4542 C
## 91 male 22.00 0 0 324669 8.0500 S
## 92 female 20.00 1 0 4136 9.8250 S
## 93 female 17.00 0 0 2627 14.4583 C
## 94 male 21.00 0 0 STON/O 2. 3101294 7.9250 S
## 95 male 70.50 0 0 370369 7.7500 Q
## 96 male 29.00 1 0 11668 21.0000 S
## 97 female 2.00 4 2 347082 31.2750 S
## 98 male 21.00 2 0 S.O.C. 14879 73.5000 S
## 99 male NA 0 0 A4. 54510 8.0500 S
## 100 male 32.50 1 0 237736 30.0708 C
## 101 male 12.00 1 0 2651 11.2417 C
## 102 male NA 0 0 370372 7.7500 Q
## 103 male 24.00 0 0 C 17369 7.1417 S
## 104 male 45.00 0 0 347061 6.9750 S
## 105 male 33.00 0 0 349241 7.8958 C
## 106 male 20.00 0 0 SOTON/O.Q. 3101307 7.0500 S
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## 573 male 31.00 0 0 STON/O 2. 3101288 7.9250 S
## 574 male 16.00 1 1 C.A. 2673 20.2500 S
## 575 female 30.00 0 0 250648 13.0000 S
## 576 male 31.00 0 0 335097 7.7500 Q
## 577 female 4.00 1 1 29103 23.0000 S
## 578 male 33.00 0 0 345780 9.5000 S
## 579 male 23.00 0 0 349204 7.8958 S
## 580 female 48.00 1 2 220845 65.0000 S
## 581 male 0.67 1 1 250649 14.5000 S
## 582 male 28.00 0 0 350042 7.7958 S
## 583 male 18.00 0 0 29108 11.5000 S
## 584 male 34.00 0 0 363294 8.0500 S
## 585 male NA 0 0 358585 14.5000 S
## 586 male 41.00 0 0 SOTON/O2 3101272 7.1250 S
## 587 male 20.00 0 0 2663 7.2292 C
## 588 male 16.00 0 0 347074 7.7750 S
## 589 male NA 0 0 112379 39.6000 C
## 590 female 30.50 0 0 364850 7.7500 Q
## 591 male NA 1 0 371110 24.1500 Q
## 592 male 32.00 0 0 8471 8.3625 S
## 593 male 24.00 0 0 345781 9.5000 S
## 594 male 48.00 0 0 350047 7.8542 S
## 595 male NA 0 0 2674 7.2250 C
## 596 female 54.00 1 3 29105 23.0000 S
## 597 male 18.00 0 0 347078 7.7500 S
## 598 female 5.00 0 0 364516 12.4750 S
## 599 male NA 0 0 36865 7.7375 Q
## 600 female 13.00 0 0 2687 7.2292 C
## 601 male NA 1 2 W./C. 6607 23.4500 S
## 602 male 25.00 0 0 SOTON/O.Q. 3101312 7.0500 S
## 603 male 25.00 0 0 374887 7.2500 S
## 604 female 18.00 0 0 3101265 7.4958 S
## 605 male 8.00 4 1 382652 29.1250 Q
## 606 male 1.00 1 2 C.A. 2315 20.5750 S
## 607 male NA 0 0 12460 7.7500 Q
## 608 male 16.00 0 0 239865 26.0000 S
## 609 female NA 8 2 CA. 2343 69.5500 S
## 610 male NA 0 0 PC 17600 30.6958 C
## 611 male 25.00 0 0 349203 7.8958 S
## 612 male 39.00 0 0 28213 13.0000 S
## 613 female 31.00 0 0 349244 8.6833 S
## 614 male 30.00 0 0 2685 7.2292 C
## 615 female 30.00 1 1 345773 24.1500 S
## 616 male 34.00 0 0 250647 13.0000 S
## 617 female 31.00 1 1 C.A. 31921 26.2500 S
## 618 male 0.42 0 1 2625 8.5167 C
## 619 male 27.00 0 0 347089 6.9750 S
## 620 male 31.00 0 0 347063 7.7750 S
## 621 female 18.00 0 0 347087 7.7750 S
## 622 male 39.00 0 0 248723 13.0000 S
## 623 male 26.00 0 0 3474 7.8875 S
## 624 male 39.00 0 0 A/4 48871 24.1500 S
## 625 male 35.00 0 0 28206 10.5000 S
## 626 female 6.00 4 2 347082 31.2750 S
## 627 male 30.50 0 0 364499 8.0500 S
## 628 female 23.00 0 0 STON/O2. 3101290 7.9250 S
## 629 male 31.00 1 1 S.C./PARIS 2079 37.0042 C
## 630 male 43.00 0 0 C 7075 6.4500 S
## 631 male 10.00 3 2 347088 27.9000 S
## 632 male 27.00 0 0 315098 8.6625 S
## 633 male 38.00 0 0 19972 0.0000 S
## 634 male 2.00 4 1 3101295 39.6875 S
## 635 male NA 0 0 368323 6.9500 Q
## 636 male NA 0 0 1601 56.4958 S
## 637 male 1.00 0 2 S.C./PARIS 2079 37.0042 C
## 638 male NA 0 0 367228 7.7500 Q
## 639 female 15.00 1 0 2659 14.4542 C
## 640 male 0.83 1 1 29106 18.7500 S
## 641 male NA 0 0 2671 7.2292 C
## 642 male 23.00 0 0 347468 7.8542 S
## 643 male 18.00 0 0 2223 8.3000 S
## 644 male 21.00 0 0 315097 8.6625 S
## 645 male NA 0 0 392092 8.0500 S
## 646 male 32.00 0 0 1601 56.4958 S
## 647 male 20.00 0 0 SOTON/O2 3101287 7.9250 S
## 648 male 16.00 0 0 S.O./P.P. 3 10.5000 S
## 649 female 30.00 0 0 113798 31.0000 C
## 650 male 34.50 0 0 2683 6.4375 C
## 651 male 17.00 0 0 315090 8.6625 S
## 652 male 42.00 0 0 C.A. 5547 7.5500 S
## 653 male NA 8 2 CA. 2343 69.5500 S
## 654 male 35.00 0 0 349213 7.8958 C
## 655 male 28.00 0 1 248727 33.0000 S
## 656 male 4.00 4 2 347082 31.2750 S
## 657 male 74.00 0 0 347060 7.7750 S
## 658 female 9.00 1 1 2678 15.2458 C
## 659 female 44.00 1 0 244252 26.0000 S
## 660 female 18.00 0 1 392091 9.3500 S
## 661 female 45.00 1 1 36928 164.8667 S
## 662 female 24.00 0 3 2666 19.2583 C
## 663 male NA 0 0 2629 7.2292 C
## 664 male 41.00 2 0 350026 14.1083 S
## 665 male 21.00 1 0 28134 11.5000 S
## 666 female NA 8 2 CA. 2343 69.5500 S
## 667 male 24.00 0 0 233866 13.0000 S
## 668 female 42.00 0 0 236852 13.0000 S
## 669 female 27.00 1 0 SC/PARIS 2149 13.8583 C
## 670 male NA 0 0 345777 9.5000 S
## 671 male 4.00 1 1 347742 11.1333 S
## 672 male 26.00 0 0 349248 7.8958 S
## 673 male 47.00 0 0 345765 9.0000 S
## 674 female 28.00 1 0 P/PP 3381 24.0000 C
## 675 female 15.00 0 0 2667 7.2250 C
## 676 male 20.00 0 0 7534 9.8458 S
## 677 male 19.00 0 0 349212 7.8958 S
## 678 male NA 0 0 349217 7.8958 S
## 679 female 25.00 0 1 230433 26.0000 S
## 680 male 33.00 0 0 349257 7.8958 S
## 681 female 22.00 0 0 7552 10.5167 S
## 682 male 28.00 0 0 C.A./SOTON 34068 10.5000 S
## 683 male 25.00 0 0 SOTON/OQ 392076 7.0500 S
## 684 female 39.00 0 5 382652 29.1250 Q
## 685 male 27.00 0 0 211536 13.0000 S
## 686 female NA 1 2 W./C. 6607 23.4500 S
## 687 male 32.00 0 0 370376 7.7500 QWow, 687 rows without any information for Cabin, this means that the data in this column is extremely sparse. Well, let’s look at other insights our data can provide because imputing missing values is out of scope for this workshop.
4.2 Investigation I
Are there several family names and do the ticket fares differ for them?
Let’s create another variable called Surname using srtsplit(...) to split Name and apply that function on every row in the table using sapply(...):
# Splits every Name based on ',' or '.'
titanic_df$Surname <- sapply(titanic_df$Name,
function(x) {
strsplit(as.character(x),
split = '[,.]')[[1]][1]
}
)
# Display the table
titanic_df## 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
## 46 46 0 3
## 47 47 0 3
## 48 48 1 3
## 49 49 0 3
## 50 50 0 3
## 51 51 0 3
## 52 52 0 3
## 53 53 1 1
## 54 54 1 2
## 55 55 0 1
## 56 56 1 1
## 57 57 1 2
## 58 58 0 3
## 59 59 1 2
## 60 60 0 3
## 61 61 0 3
## 62 63 0 1
## 63 64 0 3
## 64 65 0 1
## 65 66 1 3
## 66 67 1 2
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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 Harris, Mr. Henry Birkhardt
## 63 Skoog, Master. Harald
## 64 Stewart, Mr. Albert A
## 65 Moubarek, Master. Gerios
## 66 Nye, Mrs. (Elizabeth Ramell)
## 67 Crease, Mr. Ernest James
## 68 Andersson, Miss. Erna Alexandra
## 69 Kink, Mr. Vincenz
## 70 Jenkin, Mr. Stephen Curnow
## 71 Goodwin, Miss. Lillian Amy
## 72 Hood, Mr. Ambrose Jr
## 73 Chronopoulos, Mr. Apostolos
## 74 Bing, Mr. Lee
## 75 Moen, Mr. Sigurd Hansen
## 76 Staneff, Mr. Ivan
## 77 Moutal, Mr. Rahamin Haim
## 78 Caldwell, Master. Alden Gates
## 79 Dowdell, Miss. Elizabeth
## 80 Waelens, Mr. Achille
## 81 Sheerlinck, Mr. Jan Baptist
## 82 McDermott, Miss. Brigdet Delia
## 83 Carrau, Mr. Francisco M
## 84 Ilett, Miss. Bertha
## 85 Backstrom, Mrs. Karl Alfred (Maria Mathilda Gustafsson)
## 86 Ford, Mr. William Neal
## 87 Slocovski, Mr. Selman Francis
## 88 Fortune, Miss. Mabel Helen
## 89 Celotti, Mr. Francesco
## 90 Christmann, Mr. Emil
## 91 Andreasson, Mr. Paul Edvin
## 92 Chaffee, Mr. Herbert Fuller
## 93 Dean, Mr. Bertram Frank
## 94 Coxon, Mr. Daniel
## 95 Shorney, Mr. Charles Joseph
## 96 Goldschmidt, Mr. George B
## 97 Greenfield, Mr. William Bertram
## 98 Doling, Mrs. John T (Ada Julia Bone)
## 99 Kantor, Mr. Sinai
## 100 Petranec, Miss. Matilda
## 101 Petroff, Mr. Pastcho ("Pentcho")
## 102 White, Mr. Richard Frasar
## 103 Johansson, Mr. Gustaf Joel
## 104 Gustafsson, Mr. Anders Vilhelm
## 105 Mionoff, Mr. Stoytcho
## 106 Salkjelsvik, Miss. Anna Kristine
## 107 Moss, Mr. Albert Johan
## 108 Rekic, Mr. Tido
## 109 Moran, Miss. Bertha
## 110 Porter, Mr. Walter Chamberlain
## 111 Zabour, Miss. Hileni
## 112 Barton, Mr. David John
## 113 Jussila, Miss. Katriina
## 114 Attalah, Miss. Malake
## 115 Pekoniemi, Mr. Edvard
## 116 Connors, Mr. Patrick
## 117 Turpin, Mr. William John Robert
## 118 Baxter, Mr. Quigg Edmond
## 119 Andersson, Miss. Ellis Anna Maria
## 120 Hickman, Mr. Stanley George
## 121 Moore, Mr. Leonard Charles
## 122 Nasser, Mr. Nicholas
## 123 Webber, Miss. Susan
## 124 White, Mr. Percival Wayland
## 125 Nicola-Yarred, Master. Elias
## 126 McMahon, Mr. Martin
## 127 Madsen, Mr. Fridtjof Arne
## 128 Peter, Miss. Anna
## 129 Ekstrom, Mr. Johan
## 130 Drazenoic, Mr. Jozef
## 131 Coelho, Mr. Domingos Fernandeo
## 132 Robins, Mrs. Alexander A (Grace Charity Laury)
## 133 Weisz, Mrs. Leopold (Mathilde Francoise Pede)
## 134 Sobey, Mr. Samuel James Hayden
## 135 Richard, Mr. Emile
## 136 Newsom, Miss. Helen Monypeny
## 137 Futrelle, Mr. Jacques Heath
## 138 Osen, Mr. Olaf Elon
## 139 Giglio, Mr. Victor
## 140 Boulos, Mrs. Joseph (Sultana)
## 141 Nysten, Miss. Anna Sofia
## 142 Hakkarainen, Mrs. Pekka Pietari (Elin Matilda Dolck)
## 143 Burke, Mr. Jeremiah
## 144 Andrew, Mr. Edgardo Samuel
## 145 Nicholls, Mr. Joseph Charles
## 146 Andersson, Mr. August Edvard ("Wennerstrom")
## 147 Ford, Miss. Robina Maggie "Ruby"
## 148 Navratil, Mr. Michel ("Louis M Hoffman")
## 149 Byles, Rev. Thomas Roussel Davids
## 150 Bateman, Rev. Robert James
## 151 Pears, Mrs. Thomas (Edith Wearne)
## 152 Meo, Mr. Alfonzo
## 153 van Billiard, Mr. Austin Blyler
## 154 Olsen, Mr. Ole Martin
## 155 Williams, Mr. Charles Duane
## 156 Gilnagh, Miss. Katherine "Katie"
## 157 Corn, Mr. Harry
## 158 Smiljanic, Mr. Mile
## 159 Sage, Master. Thomas Henry
## 160 Cribb, Mr. John Hatfield
## 161 Watt, Mrs. James (Elizabeth "Bessie" Inglis Milne)
## 162 Bengtsson, Mr. John Viktor
## 163 Calic, Mr. Jovo
## 164 Panula, Master. Eino Viljami
## 165 Goldsmith, Master. Frank John William "Frankie"
## 166 Chibnall, Mrs. (Edith Martha Bowerman)
## 167 Skoog, Mrs. William (Anna Bernhardina Karlsson)
## 168 Baumann, Mr. John D
## 169 Ling, Mr. Lee
## 170 Van der hoef, Mr. Wyckoff
## 171 Rice, Master. Arthur
## 172 Johnson, Miss. Eleanor Ileen
## 173 Sivola, Mr. Antti Wilhelm
## 174 Smith, Mr. James Clinch
## 175 Klasen, Mr. Klas Albin
## 176 Lefebre, Master. Henry Forbes
## 177 Isham, Miss. Ann Elizabeth
## 178 Hale, Mr. Reginald
## 179 Leonard, Mr. Lionel
## 180 Sage, Miss. Constance Gladys
## 181 Pernot, Mr. Rene
## 182 Asplund, Master. Clarence Gustaf Hugo
## 183 Becker, Master. Richard F
## 184 Kink-Heilmann, Miss. Luise Gretchen
## 185 Rood, Mr. Hugh Roscoe
## 186 O'Brien, Mrs. Thomas (Johanna "Hannah" Godfrey)
## 187 Romaine, Mr. Charles Hallace ("Mr C Rolmane")
## 188 Bourke, Mr. John
## 189 Turcin, Mr. Stjepan
## 190 Pinsky, Mrs. (Rosa)
## 191 Carbines, Mr. William
## 192 Andersen-Jensen, Miss. Carla Christine Nielsine
## 193 Navratil, Master. Michel M
## 194 Brown, Mrs. James Joseph (Margaret Tobin)
## 195 Lurette, Miss. Elise
## 196 Mernagh, Mr. Robert
## 197 Olsen, Mr. Karl Siegwart Andreas
## 198 Madigan, Miss. Margaret "Maggie"
## 199 Yrois, Miss. Henriette ("Mrs Harbeck")
## 200 Vande Walle, Mr. Nestor Cyriel
## 201 Sage, Mr. Frederick
## 202 Johanson, Mr. Jakob Alfred
## 203 Youseff, Mr. Gerious
## 204 Cohen, Mr. Gurshon "Gus"
## 205 Strom, Miss. Telma Matilda
## 206 Backstrom, Mr. Karl Alfred
## 207 Albimona, Mr. Nassef Cassem
## 208 Carr, Miss. Helen "Ellen"
## 209 Blank, Mr. Henry
## 210 Ali, Mr. Ahmed
## 211 Cameron, Miss. Clear Annie
## 212 Perkin, Mr. John Henry
## 213 Givard, Mr. Hans Kristensen
## 214 Kiernan, Mr. Philip
## 215 Newell, Miss. Madeleine
## 216 Honkanen, Miss. Eliina
## 217 Jacobsohn, Mr. Sidney Samuel
## 218 Bazzani, Miss. Albina
## 219 Harris, Mr. Walter
## 220 Sunderland, Mr. Victor Francis
## 221 Bracken, Mr. James H
## 222 Green, Mr. George Henry
## 223 Nenkoff, Mr. Christo
## 224 Hoyt, Mr. Frederick Maxfield
## 225 Berglund, Mr. Karl Ivar Sven
## 226 Mellors, Mr. William John
## 227 Lovell, Mr. John Hall ("Henry")
## 228 Fahlstrom, Mr. Arne Jonas
## 229 Lefebre, Miss. Mathilde
## 230 Harris, Mrs. Henry Birkhardt (Irene Wallach)
## 231 Larsson, Mr. Bengt Edvin
## 232 Sjostedt, Mr. Ernst Adolf
## 233 Asplund, Miss. Lillian Gertrud
## 234 Leyson, Mr. Robert William Norman
## 235 Harknett, Miss. Alice Phoebe
## 236 Hold, Mr. Stephen
## 237 Collyer, Miss. Marjorie "Lottie"
## 238 Pengelly, Mr. Frederick William
## 239 Hunt, Mr. George Henry
## 240 Zabour, Miss. Thamine
## 241 Murphy, Miss. Katherine "Kate"
## 242 Coleridge, Mr. Reginald Charles
## 243 Maenpaa, Mr. Matti Alexanteri
## 244 Attalah, Mr. Sleiman
## 245 Minahan, Dr. William Edward
## 246 Lindahl, Miss. Agda Thorilda Viktoria
## 247 Hamalainen, Mrs. William (Anna)
## 248 Beckwith, Mr. Richard Leonard
## 249 Carter, Rev. Ernest Courtenay
## 250 Reed, Mr. James George
## 251 Strom, Mrs. Wilhelm (Elna Matilda Persson)
## 252 Stead, Mr. William Thomas
## 253 Lobb, Mr. William Arthur
## 254 Rosblom, Mrs. Viktor (Helena Wilhelmina)
## 255 Touma, Mrs. Darwis (Hanne Youssef Razi)
## 256 Thorne, Mrs. Gertrude Maybelle
## 257 Cherry, Miss. Gladys
## 258 Ward, Miss. Anna
## 259 Parrish, Mrs. (Lutie Davis)
## 260 Smith, Mr. Thomas
## 261 Asplund, Master. Edvin Rojj Felix
## 262 Taussig, Mr. Emil
## 263 Harrison, Mr. William
## 264 Henry, Miss. Delia
## 265 Reeves, Mr. David
## 266 Panula, Mr. Ernesti Arvid
## 267 Persson, Mr. Ernst Ulrik
## 268 Graham, Mrs. William Thompson (Edith Junkins)
## 269 Bissette, Miss. Amelia
## 270 Cairns, Mr. Alexander
## 271 Tornquist, Mr. William Henry
## 272 Mellinger, Mrs. (Elizabeth Anne Maidment)
## 273 Natsch, Mr. Charles H
## 274 Healy, Miss. Hanora "Nora"
## 275 Andrews, Miss. Kornelia Theodosia
## 276 Lindblom, Miss. Augusta Charlotta
## 277 Parkes, Mr. Francis "Frank"
## 278 Rice, Master. Eric
## 279 Abbott, Mrs. Stanton (Rosa Hunt)
## 280 Duane, Mr. Frank
## 281 Olsson, Mr. Nils Johan Goransson
## 282 de Pelsmaeker, Mr. Alfons
## 283 Dorking, Mr. Edward Arthur
## 284 Smith, Mr. Richard William
## 285 Stankovic, Mr. Ivan
## 286 de Mulder, Mr. Theodore
## 287 Naidenoff, Mr. Penko
## 288 Hosono, Mr. Masabumi
## 289 Connolly, Miss. Kate
## 290 Barber, Miss. Ellen "Nellie"
## 291 Bishop, Mrs. Dickinson H (Helen Walton)
## 292 Levy, Mr. Rene Jacques
## 293 Haas, Miss. Aloisia
## 294 Mineff, Mr. Ivan
## 295 Lewy, Mr. Ervin G
## 296 Hanna, Mr. Mansour
## 297 Allison, Miss. Helen Loraine
## 298 Saalfeld, Mr. Adolphe
## 299 Baxter, Mrs. James (Helene DeLaudeniere Chaput)
## 300 Kelly, Miss. Anna Katherine "Annie Kate"
## 301 McCoy, Mr. Bernard
## 302 Johnson, Mr. William Cahoone Jr
## 303 Keane, Miss. Nora A
## 304 Williams, Mr. Howard Hugh "Harry"
## 305 Allison, Master. Hudson Trevor
## 306 Fleming, Miss. Margaret
## 307 Penasco y Castellana, Mrs. Victor de Satode (Maria Josefa Perez de Soto y Vallejo)
## 308 Abelson, Mr. Samuel
## 309 Francatelli, Miss. Laura Mabel
## 310 Hays, Miss. Margaret Bechstein
## 311 Ryerson, Miss. Emily Borie
## 312 Lahtinen, Mrs. William (Anna Sylfven)
## 313 Hendekovic, Mr. Ignjac
## 314 Hart, Mr. Benjamin
## 315 Nilsson, Miss. Helmina Josefina
## 316 Kantor, Mrs. Sinai (Miriam Sternin)
## 317 Moraweck, Dr. Ernest
## 318 Wick, Miss. Mary Natalie
## 319 Spedden, Mrs. Frederic Oakley (Margaretta Corning Stone)
## 320 Dennis, Mr. Samuel
## 321 Danoff, Mr. Yoto
## 322 Slayter, Miss. Hilda Mary
## 323 Caldwell, Mrs. Albert Francis (Sylvia Mae Harbaugh)
## 324 Sage, Mr. George John Jr
## 325 Young, Miss. Marie Grice
## 326 Nysveen, Mr. Johan Hansen
## 327 Ball, Mrs. (Ada E Hall)
## 328 Goldsmith, Mrs. Frank John (Emily Alice Brown)
## 329 Hippach, Miss. Jean Gertrude
## 330 McCoy, Miss. Agnes
## 331 Partner, Mr. Austen
## 332 Graham, Mr. George Edward
## 333 Vander Planke, Mr. Leo Edmondus
## 334 Frauenthal, Mrs. Henry William (Clara Heinsheimer)
## 335 Denkoff, Mr. Mitto
## 336 Pears, Mr. Thomas Clinton
## 337 Burns, Miss. Elizabeth Margaret
## 338 Dahl, Mr. Karl Edwart
## 339 Blackwell, Mr. Stephen Weart
## 340 Navratil, Master. Edmond Roger
## 341 Fortune, Miss. Alice Elizabeth
## 342 Collander, Mr. Erik Gustaf
## 343 Sedgwick, Mr. Charles Frederick Waddington
## 344 Fox, Mr. Stanley Hubert
## 345 Brown, Miss. Amelia "Mildred"
## 346 Smith, Miss. Marion Elsie
## 347 Davison, Mrs. Thomas Henry (Mary E Finck)
## 348 Coutts, Master. William Loch "William"
## 349 Dimic, Mr. Jovan
## 350 Odahl, Mr. Nils Martin
## 351 Williams-Lambert, Mr. Fletcher Fellows
## 352 Elias, Mr. Tannous
## 353 Arnold-Franchi, Mr. Josef
## 354 Yousif, Mr. Wazli
## 355 Vanden Steen, Mr. Leo Peter
## 356 Bowerman, Miss. Elsie Edith
## 357 Funk, Miss. Annie Clemmer
## 358 McGovern, Miss. Mary
## 359 Mockler, Miss. Helen Mary "Ellie"
## 360 Skoog, Mr. Wilhelm
## 361 del Carlo, Mr. Sebastiano
## 362 Barbara, Mrs. (Catherine David)
## 363 Asim, Mr. Adola
## 364 O'Brien, Mr. Thomas
## 365 Adahl, Mr. Mauritz Nils Martin
## 366 Warren, Mrs. Frank Manley (Anna Sophia Atkinson)
## 367 Moussa, Mrs. (Mantoura Boulos)
## 368 Jermyn, Miss. Annie
## 369 Aubart, Mme. Leontine Pauline
## 370 Harder, Mr. George Achilles
## 371 Wiklund, Mr. Jakob Alfred
## 372 Beavan, Mr. William Thomas
## 373 Ringhini, Mr. Sante
## 374 Palsson, Miss. Stina Viola
## 375 Meyer, Mrs. Edgar Joseph (Leila Saks)
## 376 Landergren, Miss. Aurora Adelia
## 377 Widener, Mr. Harry Elkins
## 378 Betros, Mr. Tannous
## 379 Gustafsson, Mr. Karl Gideon
## 380 Bidois, Miss. Rosalie
## 381 Nakid, Miss. Maria ("Mary")
## 382 Tikkanen, Mr. Juho
## 383 Holverson, Mrs. Alexander Oskar (Mary Aline Towner)
## 384 Plotcharsky, Mr. Vasil
## 385 Davies, Mr. Charles Henry
## 386 Goodwin, Master. Sidney Leonard
## 387 Buss, Miss. Kate
## 388 Sadlier, Mr. Matthew
## 389 Lehmann, Miss. Bertha
## 390 Carter, Mr. William Ernest
## 391 Jansson, Mr. Carl Olof
## 392 Gustafsson, Mr. Johan Birger
## 393 Newell, Miss. Marjorie
## 394 Sandstrom, Mrs. Hjalmar (Agnes Charlotta Bengtsson)
## 395 Johansson, Mr. Erik
## 396 Olsson, Miss. Elina
## 397 McKane, Mr. Peter David
## 398 Pain, Dr. Alfred
## 399 Trout, Mrs. William H (Jessie L)
## 400 Niskanen, Mr. Juha
## 401 Adams, Mr. John
## 402 Jussila, Miss. Mari Aina
## 403 Hakkarainen, Mr. Pekka Pietari
## 404 Oreskovic, Miss. Marija
## 405 Gale, Mr. Shadrach
## 406 Widegren, Mr. Carl/Charles Peter
## 407 Richards, Master. William Rowe
## 408 Birkeland, Mr. Hans Martin Monsen
## 409 Lefebre, Miss. Ida
## 410 Sdycoff, Mr. Todor
## 411 Hart, Mr. Henry
## 412 Minahan, Miss. Daisy E
## 413 Cunningham, Mr. Alfred Fleming
## 414 Sundman, Mr. Johan Julian
## 415 Meek, Mrs. Thomas (Annie Louise Rowley)
## 416 Drew, Mrs. James Vivian (Lulu Thorne Christian)
## 417 Silven, Miss. Lyyli Karoliina
## 418 Matthews, Mr. William John
## 419 Van Impe, Miss. Catharina
## 420 Gheorgheff, Mr. Stanio
## 421 Charters, Mr. David
## 422 Zimmerman, Mr. Leo
## 423 Danbom, Mrs. Ernst Gilbert (Anna Sigrid Maria Brogren)
## 424 Rosblom, Mr. Viktor Richard
## 425 Wiseman, Mr. Phillippe
## 426 Clarke, Mrs. Charles V (Ada Maria Winfield)
## 427 Phillips, Miss. Kate Florence ("Mrs Kate Louise Phillips Marshall")
## 428 Flynn, Mr. James
## 429 Pickard, Mr. Berk (Berk Trembisky)
## 430 Bjornstrom-Steffansson, Mr. Mauritz Hakan
## 431 Thorneycroft, Mrs. Percival (Florence Kate White)
## 432 Louch, Mrs. Charles Alexander (Alice Adelaide Slow)
## 433 Kallio, Mr. Nikolai Erland
## 434 Silvey, Mr. William Baird
## 435 Carter, Miss. Lucile Polk
## 436 Ford, Miss. Doolina Margaret "Daisy"
## 437 Richards, Mrs. Sidney (Emily Hocking)
## 438 Fortune, Mr. Mark
## 439 Kvillner, Mr. Johan Henrik Johannesson
## 440 Hart, Mrs. Benjamin (Esther Ada Bloomfield)
## 441 Hampe, Mr. Leon
## 442 Petterson, Mr. Johan Emil
## 443 Reynaldo, Ms. Encarnacion
## 444 Johannesen-Bratthammer, Mr. Bernt
## 445 Dodge, Master. Washington
## 446 Mellinger, Miss. Madeleine Violet
## 447 Seward, Mr. Frederic Kimber
## 448 Baclini, Miss. Marie Catherine
## 449 Peuchen, Major. Arthur Godfrey
## 450 West, Mr. Edwy Arthur
## 451 Hagland, Mr. Ingvald Olai Olsen
## 452 Foreman, Mr. Benjamin Laventall
## 453 Goldenberg, Mr. Samuel L
## 454 Peduzzi, Mr. Joseph
## 455 Jalsevac, Mr. Ivan
## 456 Millet, Mr. Francis Davis
## 457 Kenyon, Mrs. Frederick R (Marion)
## 458 Toomey, Miss. Ellen
## 459 O'Connor, Mr. Maurice
## 460 Anderson, Mr. Harry
## 461 Morley, Mr. William
## 462 Gee, Mr. Arthur H
## 463 Milling, Mr. Jacob Christian
## 464 Maisner, Mr. Simon
## 465 Goncalves, Mr. Manuel Estanslas
## 466 Campbell, Mr. William
## 467 Smart, Mr. John Montgomery
## 468 Scanlan, Mr. James
## 469 Baclini, Miss. Helene Barbara
## 470 Keefe, Mr. Arthur
## 471 Cacic, Mr. Luka
## 472 West, Mrs. Edwy Arthur (Ada Mary Worth)
## 473 Jerwan, Mrs. Amin S (Marie Marthe Thuillard)
## 474 Strandberg, Miss. Ida Sofia
## 475 Clifford, Mr. George Quincy
## 476 Renouf, Mr. Peter Henry
## 477 Braund, Mr. Lewis Richard
## 478 Karlsson, Mr. Nils August
## 479 Hirvonen, Miss. Hildur E
## 480 Goodwin, Master. Harold Victor
## 481 Frost, Mr. Anthony Wood "Archie"
## 482 Rouse, Mr. Richard Henry
## 483 Turkula, Mrs. (Hedwig)
## 484 Bishop, Mr. Dickinson H
## 485 Lefebre, Miss. Jeannie
## 486 Hoyt, Mrs. Frederick Maxfield (Jane Anne Forby)
## 487 Kent, Mr. Edward Austin
## 488 Somerton, Mr. Francis William
## 489 Coutts, Master. Eden Leslie "Neville"
## 490 Hagland, Mr. Konrad Mathias Reiersen
## 491 Windelov, Mr. Einar
## 492 Molson, Mr. Harry Markland
## 493 Artagaveytia, Mr. Ramon
## 494 Stanley, Mr. Edward Roland
## 495 Yousseff, Mr. Gerious
## 496 Eustis, Miss. Elizabeth Mussey
## 497 Shellard, Mr. Frederick William
## 498 Allison, Mrs. Hudson J C (Bessie Waldo Daniels)
## 499 Svensson, Mr. Olof
## 500 Calic, Mr. Petar
## 501 Canavan, Miss. Mary
## 502 O'Sullivan, Miss. Bridget Mary
## 503 Laitinen, Miss. Kristina Sofia
## 504 Maioni, Miss. Roberta
## 505 Penasco y Castellana, Mr. Victor de Satode
## 506 Quick, Mrs. Frederick Charles (Jane Richards)
## 507 Bradley, Mr. George ("George Arthur Brayton")
## 508 Olsen, Mr. Henry Margido
## 509 Lang, Mr. Fang
## 510 Daly, Mr. Eugene Patrick
## 511 Webber, Mr. James
## 512 McGough, Mr. James Robert
## 513 Rothschild, Mrs. Martin (Elizabeth L. Barrett)
## 514 Coleff, Mr. Satio
## 515 Walker, Mr. William Anderson
## 516 Lemore, Mrs. (Amelia Milley)
## 517 Ryan, Mr. Patrick
## 518 Angle, Mrs. William A (Florence "Mary" Agnes Hughes)
## 519 Pavlovic, Mr. Stefo
## 520 Perreault, Miss. Anne
## 521 Vovk, Mr. Janko
## 522 Lahoud, Mr. Sarkis
## 523 Hippach, Mrs. Louis Albert (Ida Sophia Fischer)
## 524 Kassem, Mr. Fared
## 525 Farrell, Mr. James
## 526 Ridsdale, Miss. Lucy
## 527 Farthing, Mr. John
## 528 Salonen, Mr. Johan Werner
## 529 Hocking, Mr. Richard George
## 530 Quick, Miss. Phyllis May
## 531 Toufik, Mr. Nakli
## 532 Elias, Mr. Joseph Jr
## 533 Peter, Mrs. Catherine (Catherine Rizk)
## 534 Cacic, Miss. Marija
## 535 Hart, Miss. Eva Miriam
## 536 Butt, Major. Archibald Willingham
## 537 LeRoy, Miss. Bertha
## 538 Risien, Mr. Samuel Beard
## 539 Frolicher, Miss. Hedwig Margaritha
## 540 Crosby, Miss. Harriet R
## 541 Andersson, Miss. Ingeborg Constanzia
## 542 Andersson, Miss. Sigrid Elisabeth
## 543 Beane, Mr. Edward
## 544 Douglas, Mr. Walter Donald
## 545 Nicholson, Mr. Arthur Ernest
## 546 Beane, Mrs. Edward (Ethel Clarke)
## 547 Padro y Manent, Mr. Julian
## 548 Goldsmith, Mr. Frank John
## 549 Davies, Master. John Morgan Jr
## 550 Thayer, Mr. John Borland Jr
## 551 Sharp, Mr. Percival James R
## 552 O'Brien, Mr. Timothy
## 553 Leeni, Mr. Fahim ("Philip Zenni")
## 554 Ohman, Miss. Velin
## 555 Wright, Mr. George
## 556 Duff Gordon, Lady. (Lucille Christiana Sutherland) ("Mrs Morgan")
## 557 Robbins, Mr. Victor
## 558 Taussig, Mrs. Emil (Tillie Mandelbaum)
## 559 de Messemaeker, Mrs. Guillaume Joseph (Emma)
## 560 Morrow, Mr. Thomas Rowan
## 561 Sivic, Mr. Husein
## 562 Norman, Mr. Robert Douglas
## 563 Simmons, Mr. John
## 564 Meanwell, Miss. (Marion Ogden)
## 565 Davies, Mr. Alfred J
## 566 Stoytcheff, Mr. Ilia
## 567 Palsson, Mrs. Nils (Alma Cornelia Berglund)
## 568 Doharr, Mr. Tannous
## 569 Jonsson, Mr. Carl
## 570 Harris, Mr. George
## 571 Appleton, Mrs. Edward Dale (Charlotte Lamson)
## 572 Flynn, Mr. John Irwin ("Irving")
## 573 Kelly, Miss. Mary
## 574 Rush, Mr. Alfred George John
## 575 Patchett, Mr. George
## 576 Garside, Miss. Ethel
## 577 Silvey, Mrs. William Baird (Alice Munger)
## 578 Caram, Mrs. Joseph (Maria Elias)
## 579 Jussila, Mr. Eiriik
## 580 Christy, Miss. Julie Rachel
## 581 Thayer, Mrs. John Borland (Marian Longstreth Morris)
## 582 Downton, Mr. William James
## 583 Ross, Mr. John Hugo
## 584 Paulner, Mr. Uscher
## 585 Taussig, Miss. Ruth
## 586 Jarvis, Mr. John Denzil
## 587 Frolicher-Stehli, Mr. Maxmillian
## 588 Gilinski, Mr. Eliezer
## 589 Murdlin, Mr. Joseph
## 590 Rintamaki, Mr. Matti
## 591 Stephenson, Mrs. Walter Bertram (Martha Eustis)
## 592 Elsbury, Mr. William James
## 593 Bourke, Miss. Mary
## 594 Chapman, Mr. John Henry
## 595 Van Impe, Mr. Jean Baptiste
## 596 Leitch, Miss. Jessie Wills
## 597 Johnson, Mr. Alfred
## 598 Boulos, Mr. Hanna
## 599 Duff Gordon, Sir. Cosmo Edmund ("Mr Morgan")
## 600 Jacobsohn, Mrs. Sidney Samuel (Amy Frances Christy)
## 601 Slabenoff, Mr. Petco
## 602 Harrington, Mr. Charles H
## 603 Torber, Mr. Ernst William
## 604 Homer, Mr. Harry ("Mr E Haven")
## 605 Lindell, Mr. Edvard Bengtsson
## 606 Karaic, Mr. Milan
## 607 Daniel, Mr. Robert Williams
## 608 Laroche, Mrs. Joseph (Juliette Marie Louise Lafargue)
## 609 Shutes, Miss. Elizabeth W
## 610 Andersson, Mrs. Anders Johan (Alfrida Konstantia Brogren)
## 611 Jardin, Mr. Jose Neto
## 612 Murphy, Miss. Margaret Jane
## 613 Horgan, Mr. John
## 614 Brocklebank, Mr. William Alfred
## 615 Herman, Miss. Alice
## 616 Danbom, Mr. Ernst Gilbert
## 617 Lobb, Mrs. William Arthur (Cordelia K Stanlick)
## 618 Becker, Miss. Marion Louise
## 619 Gavey, Mr. Lawrence
## 620 Yasbeck, Mr. Antoni
## 621 Kimball, Mr. Edwin Nelson Jr
## 622 Nakid, Mr. Sahid
## 623 Hansen, Mr. Henry Damsgaard
## 624 Bowen, Mr. David John "Dai"
## 625 Sutton, Mr. Frederick
## 626 Kirkland, Rev. Charles Leonard
## 627 Longley, Miss. Gretchen Fiske
## 628 Bostandyeff, Mr. Guentcho
## 629 O'Connell, Mr. Patrick D
## 630 Barkworth, Mr. Algernon Henry Wilson
## 631 Lundahl, Mr. Johan Svensson
## 632 Stahelin-Maeglin, Dr. Max
## 633 Parr, Mr. William Henry Marsh
## 634 Skoog, Miss. Mabel
## 635 Davis, Miss. Mary
## 636 Leinonen, Mr. Antti Gustaf
## 637 Collyer, Mr. Harvey
## 638 Panula, Mrs. Juha (Maria Emilia Ojala)
## 639 Thorneycroft, Mr. Percival
## 640 Jensen, Mr. Hans Peder
## 641 Sagesser, Mlle. Emma
## 642 Skoog, Miss. Margit Elizabeth
## 643 Foo, Mr. Choong
## 644 Baclini, Miss. Eugenie
## 645 Harper, Mr. Henry Sleeper
## 646 Cor, Mr. Liudevit
## 647 Simonius-Blumer, Col. Oberst Alfons
## 648 Willey, Mr. Edward
## 649 Stanley, Miss. Amy Zillah Elsie
## 650 Mitkoff, Mr. Mito
## 651 Doling, Miss. Elsie
## 652 Kalvik, Mr. Johannes Halvorsen
## 653 O'Leary, Miss. Hanora "Norah"
## 654 Hegarty, Miss. Hanora "Nora"
## 655 Hickman, Mr. Leonard Mark
## 656 Radeff, Mr. Alexander
## 657 Bourke, Mrs. John (Catherine)
## 658 Eitemiller, Mr. George Floyd
## 659 Newell, Mr. Arthur Webster
## 660 Frauenthal, Dr. Henry William
## 661 Badt, Mr. Mohamed
## 662 Colley, Mr. Edward Pomeroy
## 663 Coleff, Mr. Peju
## 664 Lindqvist, Mr. Eino William
## 665 Hickman, Mr. Lewis
## 666 Butler, Mr. Reginald Fenton
## 667 Rommetvedt, Mr. Knud Paust
## 668 Cook, Mr. Jacob
## 669 Taylor, Mrs. Elmer Zebley (Juliet Cummins Wright)
## 670 Brown, Mrs. Thomas William Solomon (Elizabeth Catherine Ford)
## 671 Davidson, Mr. Thornton
## 672 Mitchell, Mr. Henry Michael
## 673 Wilhelms, Mr. Charles
## 674 Watson, Mr. Ennis Hastings
## 675 Edvardsson, Mr. Gustaf Hjalmar
## 676 Sawyer, Mr. Frederick Charles
## 677 Turja, Miss. Anna Sofia
## 678 Goodwin, Mrs. Frederick (Augusta Tyler)
## 679 Cardeza, Mr. Thomas Drake Martinez
## 680 Peters, Miss. Katie
## 681 Hassab, Mr. Hammad
## 682 Olsvigen, Mr. Thor Anderson
## 683 Goodwin, Mr. Charles Edward
## 684 Brown, Mr. Thomas William Solomon
## 685 Laroche, Mr. Joseph Philippe Lemercier
## 686 Panula, Mr. Jaako Arnold
## 687 Dakic, Mr. Branko
## 688 Fischer, Mr. Eberhard Thelander
## 689 Madill, Miss. Georgette Alexandra
## 690 Dick, Mr. Albert Adrian
## 691 Karun, Miss. Manca
## 692 Lam, Mr. Ali
## 693 Saad, Mr. Khalil
## 694 Weir, Col. John
## 695 Chapman, Mr. Charles Henry
## 696 Kelly, Mr. James
## 697 Mullens, Miss. Katherine "Katie"
## 698 Thayer, Mr. John Borland
## 699 Humblen, Mr. Adolf Mathias Nicolai Olsen
## 700 Astor, Mrs. John Jacob (Madeleine Talmadge Force)
## 701 Silverthorne, Mr. Spencer Victor
## 702 Barbara, Miss. Saiide
## 703 Gallagher, Mr. Martin
## 704 Hansen, Mr. Henrik Juul
## 705 Morley, Mr. Henry Samuel ("Mr Henry Marshall")
## 706 Kelly, Mrs. Florence "Fannie"
## 707 Calderhead, Mr. Edward Pennington
## 708 Cleaver, Miss. Alice
## 709 Moubarek, Master. Halim Gonios ("William George")
## 710 Mayne, Mlle. Berthe Antonine ("Mrs de Villiers")
## 711 Klaber, Mr. Herman
## 712 Taylor, Mr. Elmer Zebley
## 713 Larsson, Mr. August Viktor
## 714 Greenberg, Mr. Samuel
## 715 Soholt, Mr. Peter Andreas Lauritz Andersen
## 716 Endres, Miss. Caroline Louise
## 717 Troutt, Miss. Edwina Celia "Winnie"
## 718 McEvoy, Mr. Michael
## 719 Johnson, Mr. Malkolm Joackim
## 720 Harper, Miss. Annie Jessie "Nina"
## 721 Jensen, Mr. Svend Lauritz
## 722 Gillespie, Mr. William Henry
## 723 Hodges, Mr. Henry Price
## 724 Chambers, Mr. Norman Campbell
## 725 Oreskovic, Mr. Luka
## 726 Renouf, Mrs. Peter Henry (Lillian Jefferys)
## 727 Mannion, Miss. Margareth
## 728 Bryhl, Mr. Kurt Arnold Gottfrid
## 729 Ilmakangas, Miss. Pieta Sofia
## 730 Allen, Miss. Elisabeth Walton
## 731 Hassan, Mr. Houssein G N
## 732 Knight, Mr. Robert J
## 733 Berriman, Mr. William John
## 734 Troupiansky, Mr. Moses Aaron
## 735 Williams, Mr. Leslie
## 736 Ford, Mrs. Edward (Margaret Ann Watson)
## 737 Lesurer, Mr. Gustave J
## 738 Ivanoff, Mr. Kanio
## 739 Nankoff, Mr. Minko
## 740 Hawksford, Mr. Walter James
## 741 Cavendish, Mr. Tyrell William
## 742 Ryerson, Miss. Susan Parker "Suzette"
## 743 McNamee, Mr. Neal
## 744 Stranden, Mr. Juho
## 745 Crosby, Capt. Edward Gifford
## 746 Abbott, Mr. Rossmore Edward
## 747 Sinkkonen, Miss. Anna
## 748 Marvin, Mr. Daniel Warner
## 749 Connaghton, Mr. Michael
## 750 Wells, Miss. Joan
## 751 Moor, Master. Meier
## 752 Vande Velde, Mr. Johannes Joseph
## 753 Jonkoff, Mr. Lalio
## 754 Herman, Mrs. Samuel (Jane Laver)
## 755 Hamalainen, Master. Viljo
## 756 Carlsson, Mr. August Sigfrid
## 757 Bailey, Mr. Percy Andrew
## 758 Theobald, Mr. Thomas Leonard
## 759 Rothes, the Countess. of (Lucy Noel Martha Dyer-Edwards)
## 760 Garfirth, Mr. John
## 761 Nirva, Mr. Iisakki Antino Aijo
## 762 Barah, Mr. Hanna Assi
## 763 Carter, Mrs. William Ernest (Lucile Polk)
## 764 Eklund, Mr. Hans Linus
## 765 Hogeboom, Mrs. John C (Anna Andrews)
## 766 Brewe, Dr. Arthur Jackson
## 767 Mangan, Miss. Mary
## 768 Moran, Mr. Daniel J
## 769 Gronnestad, Mr. Daniel Danielsen
## 770 Lievens, Mr. Rene Aime
## 771 Jensen, Mr. Niels Peder
## 772 Mack, Mrs. (Mary)
## 773 Elias, Mr. Dibo
## 774 Hocking, Mrs. Elizabeth (Eliza Needs)
## 775 Myhrman, Mr. Pehr Fabian Oliver Malkolm
## 776 Tobin, Mr. Roger
## 777 Emanuel, Miss. Virginia Ethel
## 778 Kilgannon, Mr. Thomas J
## 779 Robert, Mrs. Edward Scott (Elisabeth Walton McMillan)
## 780 Ayoub, Miss. Banoura
## 781 Dick, Mrs. Albert Adrian (Vera Gillespie)
## 782 Long, Mr. Milton Clyde
## 783 Johnston, Mr. Andrew G
## 784 Ali, Mr. William
## 785 Harmer, Mr. Abraham (David Lishin)
## 786 Sjoblom, Miss. Anna Sofia
## 787 Rice, Master. George Hugh
## 788 Dean, Master. Bertram Vere
## 789 Guggenheim, Mr. Benjamin
## 790 Keane, Mr. Andrew "Andy"
## 791 Gaskell, Mr. Alfred
## 792 Sage, Miss. Stella Anna
## 793 Hoyt, Mr. William Fisher
## 794 Dantcheff, Mr. Ristiu
## 795 Otter, Mr. Richard
## 796 Leader, Dr. Alice (Farnham)
## 797 Osman, Mrs. Mara
## 798 Ibrahim Shawah, Mr. Yousseff
## 799 Van Impe, Mrs. Jean Baptiste (Rosalie Paula Govaert)
## 800 Ponesell, Mr. Martin
## 801 Collyer, Mrs. Harvey (Charlotte Annie Tate)
## 802 Carter, Master. William Thornton II
## 803 Thomas, Master. Assad Alexander
## 804 Hedman, Mr. Oskar Arvid
## 805 Johansson, Mr. Karl Johan
## 806 Andrews, Mr. Thomas Jr
## 807 Pettersson, Miss. Ellen Natalia
## 808 Meyer, Mr. August
## 809 Chambers, Mrs. Norman Campbell (Bertha Griggs)
## 810 Alexander, Mr. William
## 811 Lester, Mr. James
## 812 Slemen, Mr. Richard James
## 813 Andersson, Miss. Ebba Iris Alfrida
## 814 Tomlin, Mr. Ernest Portage
## 815 Fry, Mr. Richard
## 816 Heininen, Miss. Wendla Maria
## 817 Mallet, Mr. Albert
## 818 Holm, Mr. John Fredrik Alexander
## 819 Skoog, Master. Karl Thorsten
## 820 Hays, Mrs. Charles Melville (Clara Jennings Gregg)
## 821 Lulic, Mr. Nikola
## 822 Reuchlin, Jonkheer. John George
## 823 Moor, Mrs. (Beila)
## 824 Panula, Master. Urho Abraham
## 825 Flynn, Mr. John
## 826 Lam, Mr. Len
## 827 Mallet, Master. Andre
## 828 McCormack, Mr. Thomas Joseph
## 829 Yasbeck, Mrs. Antoni (Selini Alexander)
## 830 Richards, Master. George Sibley
## 831 Saad, Mr. Amin
## 832 Augustsson, Mr. Albert
## 833 Allum, Mr. Owen George
## 834 Compton, Miss. Sara Rebecca
## 835 Pasic, Mr. Jakob
## 836 Sirota, Mr. Maurice
## 837 Chip, Mr. Chang
## 838 Marechal, Mr. Pierre
## 839 Alhomaki, Mr. Ilmari Rudolf
## 840 Mudd, Mr. Thomas Charles
## 841 Serepeca, Miss. Augusta
## 842 Lemberopolous, Mr. Peter L
## 843 Culumovic, Mr. Jeso
## 844 Abbing, Mr. Anthony
## 845 Sage, Mr. Douglas Bullen
## 846 Markoff, Mr. Marin
## 847 Harper, Rev. John
## 848 Goldenberg, Mrs. Samuel L (Edwiga Grabowska)
## 849 Andersson, Master. Sigvard Harald Elias
## 850 Svensson, Mr. Johan
## 851 Boulos, Miss. Nourelain
## 852 Lines, Miss. Mary Conover
## 853 Carter, Mrs. Ernest Courtenay (Lilian Hughes)
## 854 Aks, Mrs. Sam (Leah Rosen)
## 855 Wick, Mrs. George Dennick (Mary Hitchcock)
## 856 Daly, Mr. Peter Denis
## 857 Baclini, Mrs. Solomon (Latifa Qurban)
## 858 Razi, Mr. Raihed
## 859 Hansen, Mr. Claus Peter
## 860 Giles, Mr. Frederick Edward
## 861 Swift, Mrs. Frederick Joel (Margaret Welles Barron)
## 862 Sage, Miss. Dorothy Edith "Dolly"
## 863 Gill, Mr. John William
## 864 Bystrom, Mrs. (Karolina)
## 865 Duran y More, Miss. Asuncion
## 866 Roebling, Mr. Washington Augustus II
## 867 van Melkebeke, Mr. Philemon
## 868 Johnson, Master. Harold Theodor
## 869 Balkic, Mr. Cerin
## 870 Beckwith, Mrs. Richard Leonard (Sallie Monypeny)
## 871 Carlsson, Mr. Frans Olof
## 872 Vander Cruyssen, Mr. Victor
## 873 Abelson, Mrs. Samuel (Hannah Wizosky)
## 874 Najib, Miss. Adele Kiamie "Jane"
## 875 Gustafsson, Mr. Alfred Ossian
## 876 Petroff, Mr. Nedelio
## 877 Laleff, Mr. Kristo
## 878 Potter, Mrs. Thomas Jr (Lily Alexenia Wilson)
## 879 Shelley, Mrs. William (Imanita Parrish Hall)
## 880 Markun, Mr. Johann
## 881 Dahlberg, Miss. Gerda Ulrika
## 882 Banfield, Mr. Frederick James
## 883 Sutehall, Mr. Henry Jr
## 884 Rice, Mrs. William (Margaret Norton)
## 885 Montvila, Rev. Juozas
## 886 Graham, Miss. Margaret Edith
## 887 Johnston, Miss. Catherine Helen "Carrie"
## 888 Behr, Mr. Karl Howell
## 889 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 male 45.00 1 0 36973 83.4750 C83
## 63 male 4.00 3 2 347088 27.9000
## 64 male NA 0 0 PC 17605 27.7208
## 65 male NA 1 1 2661 15.2458
## 66 female 29.00 0 0 C.A. 29395 10.5000 F33
## 67 male 19.00 0 0 S.P. 3464 8.1583
## 68 female 17.00 4 2 3101281 7.9250
## 69 male 26.00 2 0 315151 8.6625
## 70 male 32.00 0 0 C.A. 33111 10.5000
## 71 female 16.00 5 2 CA 2144 46.9000
## 72 male 21.00 0 0 S.O.C. 14879 73.5000
## 73 male 26.00 1 0 2680 14.4542
## 74 male 32.00 0 0 1601 56.4958
## 75 male 25.00 0 0 348123 7.6500 F G73
## 76 male NA 0 0 349208 7.8958
## 77 male NA 0 0 374746 8.0500
## 78 male 0.83 0 2 248738 29.0000
## 79 female 30.00 0 0 364516 12.4750
## 80 male 22.00 0 0 345767 9.0000
## 81 male 29.00 0 0 345779 9.5000
## 82 female NA 0 0 330932 7.7875
## 83 male 28.00 0 0 113059 47.1000
## 84 female 17.00 0 0 SO/C 14885 10.5000
## 85 female 33.00 3 0 3101278 15.8500
## 86 male 16.00 1 3 W./C. 6608 34.3750
## 87 male NA 0 0 SOTON/OQ 392086 8.0500
## 88 female 23.00 3 2 19950 263.0000 C23 C25 C27
## 89 male 24.00 0 0 343275 8.0500
## 90 male 29.00 0 0 343276 8.0500
## 91 male 20.00 0 0 347466 7.8542
## 92 male 46.00 1 0 W.E.P. 5734 61.1750 E31
## 93 male 26.00 1 2 C.A. 2315 20.5750
## 94 male 59.00 0 0 364500 7.2500
## 95 male NA 0 0 374910 8.0500
## 96 male 71.00 0 0 PC 17754 34.6542 A5
## 97 male 23.00 0 1 PC 17759 63.3583 D10 D12
## 98 female 34.00 0 1 231919 23.0000
## 99 male 34.00 1 0 244367 26.0000
## 100 female 28.00 0 0 349245 7.8958
## 101 male NA 0 0 349215 7.8958
## 102 male 21.00 0 1 35281 77.2875 D26
## 103 male 33.00 0 0 7540 8.6542
## 104 male 37.00 2 0 3101276 7.9250
## 105 male 28.00 0 0 349207 7.8958
## 106 female 21.00 0 0 343120 7.6500
## 107 male NA 0 0 312991 7.7750
## 108 male 38.00 0 0 349249 7.8958
## 109 female NA 1 0 371110 24.1500
## 110 male 47.00 0 0 110465 52.0000 C110
## 111 female 14.50 1 0 2665 14.4542
## 112 male 22.00 0 0 324669 8.0500
## 113 female 20.00 1 0 4136 9.8250
## 114 female 17.00 0 0 2627 14.4583
## 115 male 21.00 0 0 STON/O 2. 3101294 7.9250
## 116 male 70.50 0 0 370369 7.7500
## 117 male 29.00 1 0 11668 21.0000
## 118 male 24.00 0 1 PC 17558 247.5208 B58 B60
## 119 female 2.00 4 2 347082 31.2750
## 120 male 21.00 2 0 S.O.C. 14879 73.5000
## 121 male NA 0 0 A4. 54510 8.0500
## 122 male 32.50 1 0 237736 30.0708
## 123 female 32.50 0 0 27267 13.0000 E101
## 124 male 54.00 0 1 35281 77.2875 D26
## 125 male 12.00 1 0 2651 11.2417
## 126 male NA 0 0 370372 7.7500
## 127 male 24.00 0 0 C 17369 7.1417
## 128 female NA 1 1 2668 22.3583 F E69
## 129 male 45.00 0 0 347061 6.9750
## 130 male 33.00 0 0 349241 7.8958
## 131 male 20.00 0 0 SOTON/O.Q. 3101307 7.0500
## 132 female 47.00 1 0 A/5. 3337 14.5000
## 133 female 29.00 1 0 228414 26.0000
## 134 male 25.00 0 0 C.A. 29178 13.0000
## 135 male 23.00 0 0 SC/PARIS 2133 15.0458
## 136 female 19.00 0 2 11752 26.2833 D47
## 137 male 37.00 1 0 113803 53.1000 C123
## 138 male 16.00 0 0 7534 9.2167
## 139 male 24.00 0 0 PC 17593 79.2000 B86
## 140 female NA 0 2 2678 15.2458
## 141 female 22.00 0 0 347081 7.7500
## 142 female 24.00 1 0 STON/O2. 3101279 15.8500
## 143 male 19.00 0 0 365222 6.7500
## 144 male 18.00 0 0 231945 11.5000
## 145 male 19.00 1 1 C.A. 33112 36.7500
## 146 male 27.00 0 0 350043 7.7958
## 147 female 9.00 2 2 W./C. 6608 34.3750
## 148 male 36.50 0 2 230080 26.0000 F2
## 149 male 42.00 0 0 244310 13.0000
## 150 male 51.00 0 0 S.O.P. 1166 12.5250
## 151 female 22.00 1 0 113776 66.6000 C2
## 152 male 55.50 0 0 A.5. 11206 8.0500
## 153 male 40.50 0 2 A/5. 851 14.5000
## 154 male NA 0 0 Fa 265302 7.3125
## 155 male 51.00 0 1 PC 17597 61.3792
## 156 female 16.00 0 0 35851 7.7333
## 157 male 30.00 0 0 SOTON/OQ 392090 8.0500
## 158 male NA 0 0 315037 8.6625
## 159 male NA 8 2 CA. 2343 69.5500
## 160 male 44.00 0 1 371362 16.1000
## 161 female 40.00 0 0 C.A. 33595 15.7500
## 162 male 26.00 0 0 347068 7.7750
## 163 male 17.00 0 0 315093 8.6625
## 164 male 1.00 4 1 3101295 39.6875
## 165 male 9.00 0 2 363291 20.5250
## 166 female NA 0 1 113505 55.0000 E33
## 167 female 45.00 1 4 347088 27.9000
## 168 male NA 0 0 PC 17318 25.9250
## 169 male 28.00 0 0 1601 56.4958
## 170 male 61.00 0 0 111240 33.5000 B19
## 171 male 4.00 4 1 382652 29.1250
## 172 female 1.00 1 1 347742 11.1333
## 173 male 21.00 0 0 STON/O 2. 3101280 7.9250
## 174 male 56.00 0 0 17764 30.6958 A7
## 175 male 18.00 1 1 350404 7.8542
## 176 male NA 3 1 4133 25.4667
## 177 female 50.00 0 0 PC 17595 28.7125 C49
## 178 male 30.00 0 0 250653 13.0000
## 179 male 36.00 0 0 LINE 0.0000
## 180 female NA 8 2 CA. 2343 69.5500
## 181 male NA 0 0 SC/PARIS 2131 15.0500
## 182 male 9.00 4 2 347077 31.3875
## 183 male 1.00 2 1 230136 39.0000 F4
## 184 female 4.00 0 2 315153 22.0250
## 185 male NA 0 0 113767 50.0000 A32
## 186 female NA 1 0 370365 15.5000
## 187 male 45.00 0 0 111428 26.5500
## 188 male 40.00 1 1 364849 15.5000
## 189 male 36.00 0 0 349247 7.8958
## 190 female 32.00 0 0 234604 13.0000
## 191 male 19.00 0 0 28424 13.0000
## 192 female 19.00 1 0 350046 7.8542
## 193 male 3.00 1 1 230080 26.0000 F2
## 194 female 44.00 0 0 PC 17610 27.7208 B4
## 195 female 58.00 0 0 PC 17569 146.5208 B80
## 196 male NA 0 0 368703 7.7500
## 197 male 42.00 0 1 4579 8.4042
## 198 female NA 0 0 370370 7.7500
## 199 female 24.00 0 0 248747 13.0000
## 200 male 28.00 0 0 345770 9.5000
## 201 male NA 8 2 CA. 2343 69.5500
## 202 male 34.00 0 0 3101264 6.4958
## 203 male 45.50 0 0 2628 7.2250
## 204 male 18.00 0 0 A/5 3540 8.0500
## 205 female 2.00 0 1 347054 10.4625 G6
## 206 male 32.00 1 0 3101278 15.8500
## 207 male 26.00 0 0 2699 18.7875
## 208 female 16.00 0 0 367231 7.7500
## 209 male 40.00 0 0 112277 31.0000 A31
## 210 male 24.00 0 0 SOTON/O.Q. 3101311 7.0500
## 211 female 35.00 0 0 F.C.C. 13528 21.0000
## 212 male 22.00 0 0 A/5 21174 7.2500
## 213 male 30.00 0 0 250646 13.0000
## 214 male NA 1 0 367229 7.7500
## 215 female 31.00 1 0 35273 113.2750 D36
## 216 female 27.00 0 0 STON/O2. 3101283 7.9250
## 217 male 42.00 1 0 243847 27.0000
## 218 female 32.00 0 0 11813 76.2917 D15
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## 223 male NA 0 0 349234 7.8958
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## 235 female NA 0 0 W./C. 6609 7.5500
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## 237 female 8.00 0 2 C.A. 31921 26.2500
## 238 male 19.00 0 0 28665 10.5000
## 239 male 33.00 0 0 SCO/W 1585 12.2750
## 240 female NA 1 0 2665 14.4542
## 241 female NA 1 0 367230 15.5000
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## 243 male 22.00 0 0 STON/O 2. 3101275 7.1250
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## 247 female 24.00 0 2 250649 14.5000
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## 249 male 54.00 1 0 244252 26.0000
## 250 male NA 0 0 362316 7.2500
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## 264 female NA 0 0 382649 7.7500
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## 270 male NA 0 0 113798 31.0000
## 271 male 25.00 0 0 LINE 0.0000
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## 274 female NA 0 0 370375 7.7500
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## 286 male 30.00 0 0 345774 9.5000
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## 292 male 36.00 0 0 SC/Paris 2163 12.8750 D
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## 295 male NA 0 0 PC 17612 27.7208
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## 298 male NA 0 0 19988 30.5000 C106
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## 300 female NA 0 0 9234 7.7500
## 301 male NA 2 0 367226 23.2500
## 302 male 19.00 0 0 LINE 0.0000
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## 306 female NA 0 0 17421 110.8833
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## 323 female 22.00 1 1 248738 29.0000
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## 335 male NA 0 0 349225 7.8958
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## 338 male 45.00 0 0 7598 8.0500
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## 359 female NA 0 0 330980 7.8792
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## 364 male NA 1 0 370365 15.5000
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## 367 female NA 0 0 2626 7.2292
## 368 female NA 0 0 14313 7.7500
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## 384 male NA 0 0 349227 7.8958
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## 410 male NA 0 0 349222 7.8958
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## 466 male NA 0 0 239853 0.0000
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## 470 male NA 0 0 323592 7.2500
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## 473 female 23.00 0 0 SC/AH Basle 541 13.7917 D
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## 475 male NA 0 0 110465 52.0000 A14
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## 542 female 11.00 4 2 347082 31.2750
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## 564 female NA 0 0 SOTON/O.Q. 392087 8.0500
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## 568 male NA 0 0 2686 7.2292
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## 570 male 62.00 0 0 S.W./PP 752 10.5000
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## 650 male NA 0 0 349221 7.8958
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## 653 female NA 0 0 330919 7.8292
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## 656 male NA 0 0 349223 7.8958
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## 660 male 50.00 2 0 PC 17611 133.6500
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## 664 male 20.00 1 0 STON/O 2. 3101285 7.9250
## 665 male 32.00 2 0 S.O.C. 14879 73.5000
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## 667 male NA 0 0 312993 7.7750
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## 680 female NA 0 0 330935 8.1375
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## 683 male 14.00 5 2 CA 2144 46.9000
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## 692 male NA 0 0 1601 56.4958
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## 695 male 52.00 0 0 248731 13.5000
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## 648 S Willey
## 649 S Stanley
## 650 S Mitkoff
## 651 S Doling
## 652 S Kalvik
## 653 Q O'Leary
## 654 Q Hegarty
## 655 S Hickman
## 656 S Radeff
## 657 Q Bourke
## 658 S Eitemiller
## 659 C Newell
## 660 S Frauenthal
## 661 C Badt
## 662 S Colley
## 663 S Coleff
## 664 S Lindqvist
## 665 S Hickman
## 666 S Butler
## 667 S Rommetvedt
## 668 S Cook
## 669 S Taylor
## 670 S Brown
## 671 S Davidson
## 672 S Mitchell
## 673 S Wilhelms
## 674 S Watson
## 675 S Edvardsson
## 676 S Sawyer
## 677 S Turja
## 678 S Goodwin
## 679 C Cardeza
## 680 Q Peters
## 681 C Hassab
## 682 S Olsvigen
## 683 S Goodwin
## 684 S Brown
## 685 C Laroche
## 686 S Panula
## 687 S Dakic
## 688 S Fischer
## 689 S Madill
## 690 S Dick
## 691 C Karun
## 692 S Lam
## 693 C Saad
## 694 S Weir
## 695 S Chapman
## 696 S Kelly
## 697 Q Mullens
## 698 C Thayer
## 699 S Humblen
## 700 C Astor
## 701 S Silverthorne
## 702 C Barbara
## 703 Q Gallagher
## 704 S Hansen
## 705 S Morley
## 706 S Kelly
## 707 S Calderhead
## 708 S Cleaver
## 709 C Moubarek
## 710 C Mayne
## 711 S Klaber
## 712 S Taylor
## 713 S Larsson
## 714 S Greenberg
## 715 S Soholt
## 716 C Endres
## 717 S Troutt
## 718 Q McEvoy
## 719 S Johnson
## 720 S Harper
## 721 S Jensen
## 722 S Gillespie
## 723 S Hodges
## 724 S Chambers
## 725 S Oreskovic
## 726 S Renouf
## 727 Q Mannion
## 728 S Bryhl
## 729 S Ilmakangas
## 730 S Allen
## 731 C Hassan
## 732 S Knight
## 733 S Berriman
## 734 S Troupiansky
## 735 S Williams
## 736 S Ford
## 737 C Lesurer
## 738 S Ivanoff
## 739 S Nankoff
## 740 S Hawksford
## 741 S Cavendish
## 742 C Ryerson
## 743 S McNamee
## 744 S Stranden
## 745 S Crosby
## 746 S Abbott
## 747 S Sinkkonen
## 748 S Marvin
## 749 Q Connaghton
## 750 S Wells
## 751 S Moor
## 752 S Vande Velde
## 753 S Jonkoff
## 754 S Herman
## 755 S Hamalainen
## 756 S Carlsson
## 757 S Bailey
## 758 S Theobald
## 759 S Rothes
## 760 S Garfirth
## 761 S Nirva
## 762 C Barah
## 763 S Carter
## 764 S Eklund
## 765 S Hogeboom
## 766 C Brewe
## 767 Q Mangan
## 768 Q Moran
## 769 S Gronnestad
## 770 S Lievens
## 771 S Jensen
## 772 S Mack
## 773 C Elias
## 774 S Hocking
## 775 S Myhrman
## 776 Q Tobin
## 777 S Emanuel
## 778 Q Kilgannon
## 779 S Robert
## 780 C Ayoub
## 781 S Dick
## 782 S Long
## 783 S Johnston
## 784 S Ali
## 785 S Harmer
## 786 S Sjoblom
## 787 Q Rice
## 788 S Dean
## 789 C Guggenheim
## 790 Q Keane
## 791 S Gaskell
## 792 S Sage
## 793 C Hoyt
## 794 S Dantcheff
## 795 S Otter
## 796 S Leader
## 797 S Osman
## 798 C Ibrahim Shawah
## 799 S Van Impe
## 800 S Ponesell
## 801 S Collyer
## 802 S Carter
## 803 C Thomas
## 804 S Hedman
## 805 S Johansson
## 806 S Andrews
## 807 S Pettersson
## 808 S Meyer
## 809 S Chambers
## 810 S Alexander
## 811 S Lester
## 812 S Slemen
## 813 S Andersson
## 814 S Tomlin
## 815 S Fry
## 816 S Heininen
## 817 C Mallet
## 818 S Holm
## 819 S Skoog
## 820 S Hays
## 821 S Lulic
## 822 S Reuchlin
## 823 S Moor
## 824 S Panula
## 825 Q Flynn
## 826 S Lam
## 827 C Mallet
## 828 Q McCormack
## 829 C Yasbeck
## 830 S Richards
## 831 C Saad
## 832 S Augustsson
## 833 S Allum
## 834 C Compton
## 835 S Pasic
## 836 S Sirota
## 837 S Chip
## 838 C Marechal
## 839 S Alhomaki
## 840 S Mudd
## 841 C Serepeca
## 842 C Lemberopolous
## 843 S Culumovic
## 844 S Abbing
## 845 S Sage
## 846 C Markoff
## 847 S Harper
## 848 C Goldenberg
## 849 S Andersson
## 850 S Svensson
## 851 C Boulos
## 852 S Lines
## 853 S Carter
## 854 S Aks
## 855 S Wick
## 856 S Daly
## 857 C Baclini
## 858 C Razi
## 859 S Hansen
## 860 S Giles
## 861 S Swift
## 862 S Sage
## 863 S Gill
## 864 S Bystrom
## 865 C Duran y More
## 866 S Roebling
## 867 S van Melkebeke
## 868 S Johnson
## 869 S Balkic
## 870 S Beckwith
## 871 S Carlsson
## 872 S Vander Cruyssen
## 873 C Abelson
## 874 C Najib
## 875 S Gustafsson
## 876 S Petroff
## 877 S Laleff
## 878 C Potter
## 879 S Shelley
## 880 S Markun
## 881 S Dahlberg
## 882 S Banfield
## 883 S Sutehall
## 884 Q Rice
## 885 S Montvila
## 886 S Graham
## 887 S Johnston
## 888 C Behr
## 889 Q DooleyLet’s group the surnames using the group_by(...) function and then use the summarise(...) function to generate an understanding on classism and family names:
# Group the data based on surnames
grouped_surnames <- group_by(titanic_df, Surname)
# Create two columns MeanFare and Total count
summarise(grouped_surnames, MeanFare = mean(Fare), Total = n())## # A tibble: 665 x 3
## Surname MeanFare Total
## <chr> <dbl> <int>
## 1 Abbing 7.55 1
## 2 Abbott 20.2 2
## 3 Abelson 24.0 2
## 4 Adahl 7.25 1
## 5 Adams 8.05 1
## 6 Ahlin 9.48 1
## 7 Aks 9.35 1
## 8 Albimona 18.8 1
## 9 Alexander 7.89 1
## 10 Alhomaki 7.92 1
## # ... with 655 more rowsWell frankly, this investigation hasn’t revealed anything useful. More often than not, it’s important to ask the right questions. Let’s try something simpler.
4.3 Investigation II
Do families sink or swim together?
We’re going to make a family size variable based on number of siblings/spouse(s) (maybe someone has more than one spouse?) and number of children/parents.
# Create a family size variable including the passenger themselves
titanic_df <- mutate(titanic_df, Fsize = SibSp + Parch + 1)
# Display the result
titanic_df## 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
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## 36 36 0 1
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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 Harris, Mr. Henry Birkhardt
## 63 Skoog, Master. Harald
## 64 Stewart, Mr. Albert A
## 65 Moubarek, Master. Gerios
## 66 Nye, Mrs. (Elizabeth Ramell)
## 67 Crease, Mr. Ernest James
## 68 Andersson, Miss. Erna Alexandra
## 69 Kink, Mr. Vincenz
## 70 Jenkin, Mr. Stephen Curnow
## 71 Goodwin, Miss. Lillian Amy
## 72 Hood, Mr. Ambrose Jr
## 73 Chronopoulos, Mr. Apostolos
## 74 Bing, Mr. Lee
## 75 Moen, Mr. Sigurd Hansen
## 76 Staneff, Mr. Ivan
## 77 Moutal, Mr. Rahamin Haim
## 78 Caldwell, Master. Alden Gates
## 79 Dowdell, Miss. Elizabeth
## 80 Waelens, Mr. Achille
## 81 Sheerlinck, Mr. Jan Baptist
## 82 McDermott, Miss. Brigdet Delia
## 83 Carrau, Mr. Francisco M
## 84 Ilett, Miss. Bertha
## 85 Backstrom, Mrs. Karl Alfred (Maria Mathilda Gustafsson)
## 86 Ford, Mr. William Neal
## 87 Slocovski, Mr. Selman Francis
## 88 Fortune, Miss. Mabel Helen
## 89 Celotti, Mr. Francesco
## 90 Christmann, Mr. Emil
## 91 Andreasson, Mr. Paul Edvin
## 92 Chaffee, Mr. Herbert Fuller
## 93 Dean, Mr. Bertram Frank
## 94 Coxon, Mr. Daniel
## 95 Shorney, Mr. Charles Joseph
## 96 Goldschmidt, Mr. George B
## 97 Greenfield, Mr. William Bertram
## 98 Doling, Mrs. John T (Ada Julia Bone)
## 99 Kantor, Mr. Sinai
## 100 Petranec, Miss. Matilda
## 101 Petroff, Mr. Pastcho ("Pentcho")
## 102 White, Mr. Richard Frasar
## 103 Johansson, Mr. Gustaf Joel
## 104 Gustafsson, Mr. Anders Vilhelm
## 105 Mionoff, Mr. Stoytcho
## 106 Salkjelsvik, Miss. Anna Kristine
## 107 Moss, Mr. Albert Johan
## 108 Rekic, Mr. Tido
## 109 Moran, Miss. Bertha
## 110 Porter, Mr. Walter Chamberlain
## 111 Zabour, Miss. Hileni
## 112 Barton, Mr. David John
## 113 Jussila, Miss. Katriina
## 114 Attalah, Miss. Malake
## 115 Pekoniemi, Mr. Edvard
## 116 Connors, Mr. Patrick
## 117 Turpin, Mr. William John Robert
## 118 Baxter, Mr. Quigg Edmond
## 119 Andersson, Miss. Ellis Anna Maria
## 120 Hickman, Mr. Stanley George
## 121 Moore, Mr. Leonard Charles
## 122 Nasser, Mr. Nicholas
## 123 Webber, Miss. Susan
## 124 White, Mr. Percival Wayland
## 125 Nicola-Yarred, Master. Elias
## 126 McMahon, Mr. Martin
## 127 Madsen, Mr. Fridtjof Arne
## 128 Peter, Miss. Anna
## 129 Ekstrom, Mr. Johan
## 130 Drazenoic, Mr. Jozef
## 131 Coelho, Mr. Domingos Fernandeo
## 132 Robins, Mrs. Alexander A (Grace Charity Laury)
## 133 Weisz, Mrs. Leopold (Mathilde Francoise Pede)
## 134 Sobey, Mr. Samuel James Hayden
## 135 Richard, Mr. Emile
## 136 Newsom, Miss. Helen Monypeny
## 137 Futrelle, Mr. Jacques Heath
## 138 Osen, Mr. Olaf Elon
## 139 Giglio, Mr. Victor
## 140 Boulos, Mrs. Joseph (Sultana)
## 141 Nysten, Miss. Anna Sofia
## 142 Hakkarainen, Mrs. Pekka Pietari (Elin Matilda Dolck)
## 143 Burke, Mr. Jeremiah
## 144 Andrew, Mr. Edgardo Samuel
## 145 Nicholls, Mr. Joseph Charles
## 146 Andersson, Mr. August Edvard ("Wennerstrom")
## 147 Ford, Miss. Robina Maggie "Ruby"
## 148 Navratil, Mr. Michel ("Louis M Hoffman")
## 149 Byles, Rev. Thomas Roussel Davids
## 150 Bateman, Rev. Robert James
## 151 Pears, Mrs. Thomas (Edith Wearne)
## 152 Meo, Mr. Alfonzo
## 153 van Billiard, Mr. Austin Blyler
## 154 Olsen, Mr. Ole Martin
## 155 Williams, Mr. Charles Duane
## 156 Gilnagh, Miss. Katherine "Katie"
## 157 Corn, Mr. Harry
## 158 Smiljanic, Mr. Mile
## 159 Sage, Master. Thomas Henry
## 160 Cribb, Mr. John Hatfield
## 161 Watt, Mrs. James (Elizabeth "Bessie" Inglis Milne)
## 162 Bengtsson, Mr. John Viktor
## 163 Calic, Mr. Jovo
## 164 Panula, Master. Eino Viljami
## 165 Goldsmith, Master. Frank John William "Frankie"
## 166 Chibnall, Mrs. (Edith Martha Bowerman)
## 167 Skoog, Mrs. William (Anna Bernhardina Karlsson)
## 168 Baumann, Mr. John D
## 169 Ling, Mr. Lee
## 170 Van der hoef, Mr. Wyckoff
## 171 Rice, Master. Arthur
## 172 Johnson, Miss. Eleanor Ileen
## 173 Sivola, Mr. Antti Wilhelm
## 174 Smith, Mr. James Clinch
## 175 Klasen, Mr. Klas Albin
## 176 Lefebre, Master. Henry Forbes
## 177 Isham, Miss. Ann Elizabeth
## 178 Hale, Mr. Reginald
## 179 Leonard, Mr. Lionel
## 180 Sage, Miss. Constance Gladys
## 181 Pernot, Mr. Rene
## 182 Asplund, Master. Clarence Gustaf Hugo
## 183 Becker, Master. Richard F
## 184 Kink-Heilmann, Miss. Luise Gretchen
## 185 Rood, Mr. Hugh Roscoe
## 186 O'Brien, Mrs. Thomas (Johanna "Hannah" Godfrey)
## 187 Romaine, Mr. Charles Hallace ("Mr C Rolmane")
## 188 Bourke, Mr. John
## 189 Turcin, Mr. Stjepan
## 190 Pinsky, Mrs. (Rosa)
## 191 Carbines, Mr. William
## 192 Andersen-Jensen, Miss. Carla Christine Nielsine
## 193 Navratil, Master. Michel M
## 194 Brown, Mrs. James Joseph (Margaret Tobin)
## 195 Lurette, Miss. Elise
## 196 Mernagh, Mr. Robert
## 197 Olsen, Mr. Karl Siegwart Andreas
## 198 Madigan, Miss. Margaret "Maggie"
## 199 Yrois, Miss. Henriette ("Mrs Harbeck")
## 200 Vande Walle, Mr. Nestor Cyriel
## 201 Sage, Mr. Frederick
## 202 Johanson, Mr. Jakob Alfred
## 203 Youseff, Mr. Gerious
## 204 Cohen, Mr. Gurshon "Gus"
## 205 Strom, Miss. Telma Matilda
## 206 Backstrom, Mr. Karl Alfred
## 207 Albimona, Mr. Nassef Cassem
## 208 Carr, Miss. Helen "Ellen"
## 209 Blank, Mr. Henry
## 210 Ali, Mr. Ahmed
## 211 Cameron, Miss. Clear Annie
## 212 Perkin, Mr. John Henry
## 213 Givard, Mr. Hans Kristensen
## 214 Kiernan, Mr. Philip
## 215 Newell, Miss. Madeleine
## 216 Honkanen, Miss. Eliina
## 217 Jacobsohn, Mr. Sidney Samuel
## 218 Bazzani, Miss. Albina
## 219 Harris, Mr. Walter
## 220 Sunderland, Mr. Victor Francis
## 221 Bracken, Mr. James H
## 222 Green, Mr. George Henry
## 223 Nenkoff, Mr. Christo
## 224 Hoyt, Mr. Frederick Maxfield
## 225 Berglund, Mr. Karl Ivar Sven
## 226 Mellors, Mr. William John
## 227 Lovell, Mr. John Hall ("Henry")
## 228 Fahlstrom, Mr. Arne Jonas
## 229 Lefebre, Miss. Mathilde
## 230 Harris, Mrs. Henry Birkhardt (Irene Wallach)
## 231 Larsson, Mr. Bengt Edvin
## 232 Sjostedt, Mr. Ernst Adolf
## 233 Asplund, Miss. Lillian Gertrud
## 234 Leyson, Mr. Robert William Norman
## 235 Harknett, Miss. Alice Phoebe
## 236 Hold, Mr. Stephen
## 237 Collyer, Miss. Marjorie "Lottie"
## 238 Pengelly, Mr. Frederick William
## 239 Hunt, Mr. George Henry
## 240 Zabour, Miss. Thamine
## 241 Murphy, Miss. Katherine "Kate"
## 242 Coleridge, Mr. Reginald Charles
## 243 Maenpaa, Mr. Matti Alexanteri
## 244 Attalah, Mr. Sleiman
## 245 Minahan, Dr. William Edward
## 246 Lindahl, Miss. Agda Thorilda Viktoria
## 247 Hamalainen, Mrs. William (Anna)
## 248 Beckwith, Mr. Richard Leonard
## 249 Carter, Rev. Ernest Courtenay
## 250 Reed, Mr. James George
## 251 Strom, Mrs. Wilhelm (Elna Matilda Persson)
## 252 Stead, Mr. William Thomas
## 253 Lobb, Mr. William Arthur
## 254 Rosblom, Mrs. Viktor (Helena Wilhelmina)
## 255 Touma, Mrs. Darwis (Hanne Youssef Razi)
## 256 Thorne, Mrs. Gertrude Maybelle
## 257 Cherry, Miss. Gladys
## 258 Ward, Miss. Anna
## 259 Parrish, Mrs. (Lutie Davis)
## 260 Smith, Mr. Thomas
## 261 Asplund, Master. Edvin Rojj Felix
## 262 Taussig, Mr. Emil
## 263 Harrison, Mr. William
## 264 Henry, Miss. Delia
## 265 Reeves, Mr. David
## 266 Panula, Mr. Ernesti Arvid
## 267 Persson, Mr. Ernst Ulrik
## 268 Graham, Mrs. William Thompson (Edith Junkins)
## 269 Bissette, Miss. Amelia
## 270 Cairns, Mr. Alexander
## 271 Tornquist, Mr. William Henry
## 272 Mellinger, Mrs. (Elizabeth Anne Maidment)
## 273 Natsch, Mr. Charles H
## 274 Healy, Miss. Hanora "Nora"
## 275 Andrews, Miss. Kornelia Theodosia
## 276 Lindblom, Miss. Augusta Charlotta
## 277 Parkes, Mr. Francis "Frank"
## 278 Rice, Master. Eric
## 279 Abbott, Mrs. Stanton (Rosa Hunt)
## 280 Duane, Mr. Frank
## 281 Olsson, Mr. Nils Johan Goransson
## 282 de Pelsmaeker, Mr. Alfons
## 283 Dorking, Mr. Edward Arthur
## 284 Smith, Mr. Richard William
## 285 Stankovic, Mr. Ivan
## 286 de Mulder, Mr. Theodore
## 287 Naidenoff, Mr. Penko
## 288 Hosono, Mr. Masabumi
## 289 Connolly, Miss. Kate
## 290 Barber, Miss. Ellen "Nellie"
## 291 Bishop, Mrs. Dickinson H (Helen Walton)
## 292 Levy, Mr. Rene Jacques
## 293 Haas, Miss. Aloisia
## 294 Mineff, Mr. Ivan
## 295 Lewy, Mr. Ervin G
## 296 Hanna, Mr. Mansour
## 297 Allison, Miss. Helen Loraine
## 298 Saalfeld, Mr. Adolphe
## 299 Baxter, Mrs. James (Helene DeLaudeniere Chaput)
## 300 Kelly, Miss. Anna Katherine "Annie Kate"
## 301 McCoy, Mr. Bernard
## 302 Johnson, Mr. William Cahoone Jr
## 303 Keane, Miss. Nora A
## 304 Williams, Mr. Howard Hugh "Harry"
## 305 Allison, Master. Hudson Trevor
## 306 Fleming, Miss. Margaret
## 307 Penasco y Castellana, Mrs. Victor de Satode (Maria Josefa Perez de Soto y Vallejo)
## 308 Abelson, Mr. Samuel
## 309 Francatelli, Miss. Laura Mabel
## 310 Hays, Miss. Margaret Bechstein
## 311 Ryerson, Miss. Emily Borie
## 312 Lahtinen, Mrs. William (Anna Sylfven)
## 313 Hendekovic, Mr. Ignjac
## 314 Hart, Mr. Benjamin
## 315 Nilsson, Miss. Helmina Josefina
## 316 Kantor, Mrs. Sinai (Miriam Sternin)
## 317 Moraweck, Dr. Ernest
## 318 Wick, Miss. Mary Natalie
## 319 Spedden, Mrs. Frederic Oakley (Margaretta Corning Stone)
## 320 Dennis, Mr. Samuel
## 321 Danoff, Mr. Yoto
## 322 Slayter, Miss. Hilda Mary
## 323 Caldwell, Mrs. Albert Francis (Sylvia Mae Harbaugh)
## 324 Sage, Mr. George John Jr
## 325 Young, Miss. Marie Grice
## 326 Nysveen, Mr. Johan Hansen
## 327 Ball, Mrs. (Ada E Hall)
## 328 Goldsmith, Mrs. Frank John (Emily Alice Brown)
## 329 Hippach, Miss. Jean Gertrude
## 330 McCoy, Miss. Agnes
## 331 Partner, Mr. Austen
## 332 Graham, Mr. George Edward
## 333 Vander Planke, Mr. Leo Edmondus
## 334 Frauenthal, Mrs. Henry William (Clara Heinsheimer)
## 335 Denkoff, Mr. Mitto
## 336 Pears, Mr. Thomas Clinton
## 337 Burns, Miss. Elizabeth Margaret
## 338 Dahl, Mr. Karl Edwart
## 339 Blackwell, Mr. Stephen Weart
## 340 Navratil, Master. Edmond Roger
## 341 Fortune, Miss. Alice Elizabeth
## 342 Collander, Mr. Erik Gustaf
## 343 Sedgwick, Mr. Charles Frederick Waddington
## 344 Fox, Mr. Stanley Hubert
## 345 Brown, Miss. Amelia "Mildred"
## 346 Smith, Miss. Marion Elsie
## 347 Davison, Mrs. Thomas Henry (Mary E Finck)
## 348 Coutts, Master. William Loch "William"
## 349 Dimic, Mr. Jovan
## 350 Odahl, Mr. Nils Martin
## 351 Williams-Lambert, Mr. Fletcher Fellows
## 352 Elias, Mr. Tannous
## 353 Arnold-Franchi, Mr. Josef
## 354 Yousif, Mr. Wazli
## 355 Vanden Steen, Mr. Leo Peter
## 356 Bowerman, Miss. Elsie Edith
## 357 Funk, Miss. Annie Clemmer
## 358 McGovern, Miss. Mary
## 359 Mockler, Miss. Helen Mary "Ellie"
## 360 Skoog, Mr. Wilhelm
## 361 del Carlo, Mr. Sebastiano
## 362 Barbara, Mrs. (Catherine David)
## 363 Asim, Mr. Adola
## 364 O'Brien, Mr. Thomas
## 365 Adahl, Mr. Mauritz Nils Martin
## 366 Warren, Mrs. Frank Manley (Anna Sophia Atkinson)
## 367 Moussa, Mrs. (Mantoura Boulos)
## 368 Jermyn, Miss. Annie
## 369 Aubart, Mme. Leontine Pauline
## 370 Harder, Mr. George Achilles
## 371 Wiklund, Mr. Jakob Alfred
## 372 Beavan, Mr. William Thomas
## 373 Ringhini, Mr. Sante
## 374 Palsson, Miss. Stina Viola
## 375 Meyer, Mrs. Edgar Joseph (Leila Saks)
## 376 Landergren, Miss. Aurora Adelia
## 377 Widener, Mr. Harry Elkins
## 378 Betros, Mr. Tannous
## 379 Gustafsson, Mr. Karl Gideon
## 380 Bidois, Miss. Rosalie
## 381 Nakid, Miss. Maria ("Mary")
## 382 Tikkanen, Mr. Juho
## 383 Holverson, Mrs. Alexander Oskar (Mary Aline Towner)
## 384 Plotcharsky, Mr. Vasil
## 385 Davies, Mr. Charles Henry
## 386 Goodwin, Master. Sidney Leonard
## 387 Buss, Miss. Kate
## 388 Sadlier, Mr. Matthew
## 389 Lehmann, Miss. Bertha
## 390 Carter, Mr. William Ernest
## 391 Jansson, Mr. Carl Olof
## 392 Gustafsson, Mr. Johan Birger
## 393 Newell, Miss. Marjorie
## 394 Sandstrom, Mrs. Hjalmar (Agnes Charlotta Bengtsson)
## 395 Johansson, Mr. Erik
## 396 Olsson, Miss. Elina
## 397 McKane, Mr. Peter David
## 398 Pain, Dr. Alfred
## 399 Trout, Mrs. William H (Jessie L)
## 400 Niskanen, Mr. Juha
## 401 Adams, Mr. John
## 402 Jussila, Miss. Mari Aina
## 403 Hakkarainen, Mr. Pekka Pietari
## 404 Oreskovic, Miss. Marija
## 405 Gale, Mr. Shadrach
## 406 Widegren, Mr. Carl/Charles Peter
## 407 Richards, Master. William Rowe
## 408 Birkeland, Mr. Hans Martin Monsen
## 409 Lefebre, Miss. Ida
## 410 Sdycoff, Mr. Todor
## 411 Hart, Mr. Henry
## 412 Minahan, Miss. Daisy E
## 413 Cunningham, Mr. Alfred Fleming
## 414 Sundman, Mr. Johan Julian
## 415 Meek, Mrs. Thomas (Annie Louise Rowley)
## 416 Drew, Mrs. James Vivian (Lulu Thorne Christian)
## 417 Silven, Miss. Lyyli Karoliina
## 418 Matthews, Mr. William John
## 419 Van Impe, Miss. Catharina
## 420 Gheorgheff, Mr. Stanio
## 421 Charters, Mr. David
## 422 Zimmerman, Mr. Leo
## 423 Danbom, Mrs. Ernst Gilbert (Anna Sigrid Maria Brogren)
## 424 Rosblom, Mr. Viktor Richard
## 425 Wiseman, Mr. Phillippe
## 426 Clarke, Mrs. Charles V (Ada Maria Winfield)
## 427 Phillips, Miss. Kate Florence ("Mrs Kate Louise Phillips Marshall")
## 428 Flynn, Mr. James
## 429 Pickard, Mr. Berk (Berk Trembisky)
## 430 Bjornstrom-Steffansson, Mr. Mauritz Hakan
## 431 Thorneycroft, Mrs. Percival (Florence Kate White)
## 432 Louch, Mrs. Charles Alexander (Alice Adelaide Slow)
## 433 Kallio, Mr. Nikolai Erland
## 434 Silvey, Mr. William Baird
## 435 Carter, Miss. Lucile Polk
## 436 Ford, Miss. Doolina Margaret "Daisy"
## 437 Richards, Mrs. Sidney (Emily Hocking)
## 438 Fortune, Mr. Mark
## 439 Kvillner, Mr. Johan Henrik Johannesson
## 440 Hart, Mrs. Benjamin (Esther Ada Bloomfield)
## 441 Hampe, Mr. Leon
## 442 Petterson, Mr. Johan Emil
## 443 Reynaldo, Ms. Encarnacion
## 444 Johannesen-Bratthammer, Mr. Bernt
## 445 Dodge, Master. Washington
## 446 Mellinger, Miss. Madeleine Violet
## 447 Seward, Mr. Frederic Kimber
## 448 Baclini, Miss. Marie Catherine
## 449 Peuchen, Major. Arthur Godfrey
## 450 West, Mr. Edwy Arthur
## 451 Hagland, Mr. Ingvald Olai Olsen
## 452 Foreman, Mr. Benjamin Laventall
## 453 Goldenberg, Mr. Samuel L
## 454 Peduzzi, Mr. Joseph
## 455 Jalsevac, Mr. Ivan
## 456 Millet, Mr. Francis Davis
## 457 Kenyon, Mrs. Frederick R (Marion)
## 458 Toomey, Miss. Ellen
## 459 O'Connor, Mr. Maurice
## 460 Anderson, Mr. Harry
## 461 Morley, Mr. William
## 462 Gee, Mr. Arthur H
## 463 Milling, Mr. Jacob Christian
## 464 Maisner, Mr. Simon
## 465 Goncalves, Mr. Manuel Estanslas
## 466 Campbell, Mr. William
## 467 Smart, Mr. John Montgomery
## 468 Scanlan, Mr. James
## 469 Baclini, Miss. Helene Barbara
## 470 Keefe, Mr. Arthur
## 471 Cacic, Mr. Luka
## 472 West, Mrs. Edwy Arthur (Ada Mary Worth)
## 473 Jerwan, Mrs. Amin S (Marie Marthe Thuillard)
## 474 Strandberg, Miss. Ida Sofia
## 475 Clifford, Mr. George Quincy
## 476 Renouf, Mr. Peter Henry
## 477 Braund, Mr. Lewis Richard
## 478 Karlsson, Mr. Nils August
## 479 Hirvonen, Miss. Hildur E
## 480 Goodwin, Master. Harold Victor
## 481 Frost, Mr. Anthony Wood "Archie"
## 482 Rouse, Mr. Richard Henry
## 483 Turkula, Mrs. (Hedwig)
## 484 Bishop, Mr. Dickinson H
## 485 Lefebre, Miss. Jeannie
## 486 Hoyt, Mrs. Frederick Maxfield (Jane Anne Forby)
## 487 Kent, Mr. Edward Austin
## 488 Somerton, Mr. Francis William
## 489 Coutts, Master. Eden Leslie "Neville"
## 490 Hagland, Mr. Konrad Mathias Reiersen
## 491 Windelov, Mr. Einar
## 492 Molson, Mr. Harry Markland
## 493 Artagaveytia, Mr. Ramon
## 494 Stanley, Mr. Edward Roland
## 495 Yousseff, Mr. Gerious
## 496 Eustis, Miss. Elizabeth Mussey
## 497 Shellard, Mr. Frederick William
## 498 Allison, Mrs. Hudson J C (Bessie Waldo Daniels)
## 499 Svensson, Mr. Olof
## 500 Calic, Mr. Petar
## 501 Canavan, Miss. Mary
## 502 O'Sullivan, Miss. Bridget Mary
## 503 Laitinen, Miss. Kristina Sofia
## 504 Maioni, Miss. Roberta
## 505 Penasco y Castellana, Mr. Victor de Satode
## 506 Quick, Mrs. Frederick Charles (Jane Richards)
## 507 Bradley, Mr. George ("George Arthur Brayton")
## 508 Olsen, Mr. Henry Margido
## 509 Lang, Mr. Fang
## 510 Daly, Mr. Eugene Patrick
## 511 Webber, Mr. James
## 512 McGough, Mr. James Robert
## 513 Rothschild, Mrs. Martin (Elizabeth L. Barrett)
## 514 Coleff, Mr. Satio
## 515 Walker, Mr. William Anderson
## 516 Lemore, Mrs. (Amelia Milley)
## 517 Ryan, Mr. Patrick
## 518 Angle, Mrs. William A (Florence "Mary" Agnes Hughes)
## 519 Pavlovic, Mr. Stefo
## 520 Perreault, Miss. Anne
## 521 Vovk, Mr. Janko
## 522 Lahoud, Mr. Sarkis
## 523 Hippach, Mrs. Louis Albert (Ida Sophia Fischer)
## 524 Kassem, Mr. Fared
## 525 Farrell, Mr. James
## 526 Ridsdale, Miss. Lucy
## 527 Farthing, Mr. John
## 528 Salonen, Mr. Johan Werner
## 529 Hocking, Mr. Richard George
## 530 Quick, Miss. Phyllis May
## 531 Toufik, Mr. Nakli
## 532 Elias, Mr. Joseph Jr
## 533 Peter, Mrs. Catherine (Catherine Rizk)
## 534 Cacic, Miss. Marija
## 535 Hart, Miss. Eva Miriam
## 536 Butt, Major. Archibald Willingham
## 537 LeRoy, Miss. Bertha
## 538 Risien, Mr. Samuel Beard
## 539 Frolicher, Miss. Hedwig Margaritha
## 540 Crosby, Miss. Harriet R
## 541 Andersson, Miss. Ingeborg Constanzia
## 542 Andersson, Miss. Sigrid Elisabeth
## 543 Beane, Mr. Edward
## 544 Douglas, Mr. Walter Donald
## 545 Nicholson, Mr. Arthur Ernest
## 546 Beane, Mrs. Edward (Ethel Clarke)
## 547 Padro y Manent, Mr. Julian
## 548 Goldsmith, Mr. Frank John
## 549 Davies, Master. John Morgan Jr
## 550 Thayer, Mr. John Borland Jr
## 551 Sharp, Mr. Percival James R
## 552 O'Brien, Mr. Timothy
## 553 Leeni, Mr. Fahim ("Philip Zenni")
## 554 Ohman, Miss. Velin
## 555 Wright, Mr. George
## 556 Duff Gordon, Lady. (Lucille Christiana Sutherland) ("Mrs Morgan")
## 557 Robbins, Mr. Victor
## 558 Taussig, Mrs. Emil (Tillie Mandelbaum)
## 559 de Messemaeker, Mrs. Guillaume Joseph (Emma)
## 560 Morrow, Mr. Thomas Rowan
## 561 Sivic, Mr. Husein
## 562 Norman, Mr. Robert Douglas
## 563 Simmons, Mr. John
## 564 Meanwell, Miss. (Marion Ogden)
## 565 Davies, Mr. Alfred J
## 566 Stoytcheff, Mr. Ilia
## 567 Palsson, Mrs. Nils (Alma Cornelia Berglund)
## 568 Doharr, Mr. Tannous
## 569 Jonsson, Mr. Carl
## 570 Harris, Mr. George
## 571 Appleton, Mrs. Edward Dale (Charlotte Lamson)
## 572 Flynn, Mr. John Irwin ("Irving")
## 573 Kelly, Miss. Mary
## 574 Rush, Mr. Alfred George John
## 575 Patchett, Mr. George
## 576 Garside, Miss. Ethel
## 577 Silvey, Mrs. William Baird (Alice Munger)
## 578 Caram, Mrs. Joseph (Maria Elias)
## 579 Jussila, Mr. Eiriik
## 580 Christy, Miss. Julie Rachel
## 581 Thayer, Mrs. John Borland (Marian Longstreth Morris)
## 582 Downton, Mr. William James
## 583 Ross, Mr. John Hugo
## 584 Paulner, Mr. Uscher
## 585 Taussig, Miss. Ruth
## 586 Jarvis, Mr. John Denzil
## 587 Frolicher-Stehli, Mr. Maxmillian
## 588 Gilinski, Mr. Eliezer
## 589 Murdlin, Mr. Joseph
## 590 Rintamaki, Mr. Matti
## 591 Stephenson, Mrs. Walter Bertram (Martha Eustis)
## 592 Elsbury, Mr. William James
## 593 Bourke, Miss. Mary
## 594 Chapman, Mr. John Henry
## 595 Van Impe, Mr. Jean Baptiste
## 596 Leitch, Miss. Jessie Wills
## 597 Johnson, Mr. Alfred
## 598 Boulos, Mr. Hanna
## 599 Duff Gordon, Sir. Cosmo Edmund ("Mr Morgan")
## 600 Jacobsohn, Mrs. Sidney Samuel (Amy Frances Christy)
## 601 Slabenoff, Mr. Petco
## 602 Harrington, Mr. Charles H
## 603 Torber, Mr. Ernst William
## 604 Homer, Mr. Harry ("Mr E Haven")
## 605 Lindell, Mr. Edvard Bengtsson
## 606 Karaic, Mr. Milan
## 607 Daniel, Mr. Robert Williams
## 608 Laroche, Mrs. Joseph (Juliette Marie Louise Lafargue)
## 609 Shutes, Miss. Elizabeth W
## 610 Andersson, Mrs. Anders Johan (Alfrida Konstantia Brogren)
## 611 Jardin, Mr. Jose Neto
## 612 Murphy, Miss. Margaret Jane
## 613 Horgan, Mr. John
## 614 Brocklebank, Mr. William Alfred
## 615 Herman, Miss. Alice
## 616 Danbom, Mr. Ernst Gilbert
## 617 Lobb, Mrs. William Arthur (Cordelia K Stanlick)
## 618 Becker, Miss. Marion Louise
## 619 Gavey, Mr. Lawrence
## 620 Yasbeck, Mr. Antoni
## 621 Kimball, Mr. Edwin Nelson Jr
## 622 Nakid, Mr. Sahid
## 623 Hansen, Mr. Henry Damsgaard
## 624 Bowen, Mr. David John "Dai"
## 625 Sutton, Mr. Frederick
## 626 Kirkland, Rev. Charles Leonard
## 627 Longley, Miss. Gretchen Fiske
## 628 Bostandyeff, Mr. Guentcho
## 629 O'Connell, Mr. Patrick D
## 630 Barkworth, Mr. Algernon Henry Wilson
## 631 Lundahl, Mr. Johan Svensson
## 632 Stahelin-Maeglin, Dr. Max
## 633 Parr, Mr. William Henry Marsh
## 634 Skoog, Miss. Mabel
## 635 Davis, Miss. Mary
## 636 Leinonen, Mr. Antti Gustaf
## 637 Collyer, Mr. Harvey
## 638 Panula, Mrs. Juha (Maria Emilia Ojala)
## 639 Thorneycroft, Mr. Percival
## 640 Jensen, Mr. Hans Peder
## 641 Sagesser, Mlle. Emma
## 642 Skoog, Miss. Margit Elizabeth
## 643 Foo, Mr. Choong
## 644 Baclini, Miss. Eugenie
## 645 Harper, Mr. Henry Sleeper
## 646 Cor, Mr. Liudevit
## 647 Simonius-Blumer, Col. Oberst Alfons
## 648 Willey, Mr. Edward
## 649 Stanley, Miss. Amy Zillah Elsie
## 650 Mitkoff, Mr. Mito
## 651 Doling, Miss. Elsie
## 652 Kalvik, Mr. Johannes Halvorsen
## 653 O'Leary, Miss. Hanora "Norah"
## 654 Hegarty, Miss. Hanora "Nora"
## 655 Hickman, Mr. Leonard Mark
## 656 Radeff, Mr. Alexander
## 657 Bourke, Mrs. John (Catherine)
## 658 Eitemiller, Mr. George Floyd
## 659 Newell, Mr. Arthur Webster
## 660 Frauenthal, Dr. Henry William
## 661 Badt, Mr. Mohamed
## 662 Colley, Mr. Edward Pomeroy
## 663 Coleff, Mr. Peju
## 664 Lindqvist, Mr. Eino William
## 665 Hickman, Mr. Lewis
## 666 Butler, Mr. Reginald Fenton
## 667 Rommetvedt, Mr. Knud Paust
## 668 Cook, Mr. Jacob
## 669 Taylor, Mrs. Elmer Zebley (Juliet Cummins Wright)
## 670 Brown, Mrs. Thomas William Solomon (Elizabeth Catherine Ford)
## 671 Davidson, Mr. Thornton
## 672 Mitchell, Mr. Henry Michael
## 673 Wilhelms, Mr. Charles
## 674 Watson, Mr. Ennis Hastings
## 675 Edvardsson, Mr. Gustaf Hjalmar
## 676 Sawyer, Mr. Frederick Charles
## 677 Turja, Miss. Anna Sofia
## 678 Goodwin, Mrs. Frederick (Augusta Tyler)
## 679 Cardeza, Mr. Thomas Drake Martinez
## 680 Peters, Miss. Katie
## 681 Hassab, Mr. Hammad
## 682 Olsvigen, Mr. Thor Anderson
## 683 Goodwin, Mr. Charles Edward
## 684 Brown, Mr. Thomas William Solomon
## 685 Laroche, Mr. Joseph Philippe Lemercier
## 686 Panula, Mr. Jaako Arnold
## 687 Dakic, Mr. Branko
## 688 Fischer, Mr. Eberhard Thelander
## 689 Madill, Miss. Georgette Alexandra
## 690 Dick, Mr. Albert Adrian
## 691 Karun, Miss. Manca
## 692 Lam, Mr. Ali
## 693 Saad, Mr. Khalil
## 694 Weir, Col. John
## 695 Chapman, Mr. Charles Henry
## 696 Kelly, Mr. James
## 697 Mullens, Miss. Katherine "Katie"
## 698 Thayer, Mr. John Borland
## 699 Humblen, Mr. Adolf Mathias Nicolai Olsen
## 700 Astor, Mrs. John Jacob (Madeleine Talmadge Force)
## 701 Silverthorne, Mr. Spencer Victor
## 702 Barbara, Miss. Saiide
## 703 Gallagher, Mr. Martin
## 704 Hansen, Mr. Henrik Juul
## 705 Morley, Mr. Henry Samuel ("Mr Henry Marshall")
## 706 Kelly, Mrs. Florence "Fannie"
## 707 Calderhead, Mr. Edward Pennington
## 708 Cleaver, Miss. Alice
## 709 Moubarek, Master. Halim Gonios ("William George")
## 710 Mayne, Mlle. Berthe Antonine ("Mrs de Villiers")
## 711 Klaber, Mr. Herman
## 712 Taylor, Mr. Elmer Zebley
## 713 Larsson, Mr. August Viktor
## 714 Greenberg, Mr. Samuel
## 715 Soholt, Mr. Peter Andreas Lauritz Andersen
## 716 Endres, Miss. Caroline Louise
## 717 Troutt, Miss. Edwina Celia "Winnie"
## 718 McEvoy, Mr. Michael
## 719 Johnson, Mr. Malkolm Joackim
## 720 Harper, Miss. Annie Jessie "Nina"
## 721 Jensen, Mr. Svend Lauritz
## 722 Gillespie, Mr. William Henry
## 723 Hodges, Mr. Henry Price
## 724 Chambers, Mr. Norman Campbell
## 725 Oreskovic, Mr. Luka
## 726 Renouf, Mrs. Peter Henry (Lillian Jefferys)
## 727 Mannion, Miss. Margareth
## 728 Bryhl, Mr. Kurt Arnold Gottfrid
## 729 Ilmakangas, Miss. Pieta Sofia
## 730 Allen, Miss. Elisabeth Walton
## 731 Hassan, Mr. Houssein G N
## 732 Knight, Mr. Robert J
## 733 Berriman, Mr. William John
## 734 Troupiansky, Mr. Moses Aaron
## 735 Williams, Mr. Leslie
## 736 Ford, Mrs. Edward (Margaret Ann Watson)
## 737 Lesurer, Mr. Gustave J
## 738 Ivanoff, Mr. Kanio
## 739 Nankoff, Mr. Minko
## 740 Hawksford, Mr. Walter James
## 741 Cavendish, Mr. Tyrell William
## 742 Ryerson, Miss. Susan Parker "Suzette"
## 743 McNamee, Mr. Neal
## 744 Stranden, Mr. Juho
## 745 Crosby, Capt. Edward Gifford
## 746 Abbott, Mr. Rossmore Edward
## 747 Sinkkonen, Miss. Anna
## 748 Marvin, Mr. Daniel Warner
## 749 Connaghton, Mr. Michael
## 750 Wells, Miss. Joan
## 751 Moor, Master. Meier
## 752 Vande Velde, Mr. Johannes Joseph
## 753 Jonkoff, Mr. Lalio
## 754 Herman, Mrs. Samuel (Jane Laver)
## 755 Hamalainen, Master. Viljo
## 756 Carlsson, Mr. August Sigfrid
## 757 Bailey, Mr. Percy Andrew
## 758 Theobald, Mr. Thomas Leonard
## 759 Rothes, the Countess. of (Lucy Noel Martha Dyer-Edwards)
## 760 Garfirth, Mr. John
## 761 Nirva, Mr. Iisakki Antino Aijo
## 762 Barah, Mr. Hanna Assi
## 763 Carter, Mrs. William Ernest (Lucile Polk)
## 764 Eklund, Mr. Hans Linus
## 765 Hogeboom, Mrs. John C (Anna Andrews)
## 766 Brewe, Dr. Arthur Jackson
## 767 Mangan, Miss. Mary
## 768 Moran, Mr. Daniel J
## 769 Gronnestad, Mr. Daniel Danielsen
## 770 Lievens, Mr. Rene Aime
## 771 Jensen, Mr. Niels Peder
## 772 Mack, Mrs. (Mary)
## 773 Elias, Mr. Dibo
## 774 Hocking, Mrs. Elizabeth (Eliza Needs)
## 775 Myhrman, Mr. Pehr Fabian Oliver Malkolm
## 776 Tobin, Mr. Roger
## 777 Emanuel, Miss. Virginia Ethel
## 778 Kilgannon, Mr. Thomas J
## 779 Robert, Mrs. Edward Scott (Elisabeth Walton McMillan)
## 780 Ayoub, Miss. Banoura
## 781 Dick, Mrs. Albert Adrian (Vera Gillespie)
## 782 Long, Mr. Milton Clyde
## 783 Johnston, Mr. Andrew G
## 784 Ali, Mr. William
## 785 Harmer, Mr. Abraham (David Lishin)
## 786 Sjoblom, Miss. Anna Sofia
## 787 Rice, Master. George Hugh
## 788 Dean, Master. Bertram Vere
## 789 Guggenheim, Mr. Benjamin
## 790 Keane, Mr. Andrew "Andy"
## 791 Gaskell, Mr. Alfred
## 792 Sage, Miss. Stella Anna
## 793 Hoyt, Mr. William Fisher
## 794 Dantcheff, Mr. Ristiu
## 795 Otter, Mr. Richard
## 796 Leader, Dr. Alice (Farnham)
## 797 Osman, Mrs. Mara
## 798 Ibrahim Shawah, Mr. Yousseff
## 799 Van Impe, Mrs. Jean Baptiste (Rosalie Paula Govaert)
## 800 Ponesell, Mr. Martin
## 801 Collyer, Mrs. Harvey (Charlotte Annie Tate)
## 802 Carter, Master. William Thornton II
## 803 Thomas, Master. Assad Alexander
## 804 Hedman, Mr. Oskar Arvid
## 805 Johansson, Mr. Karl Johan
## 806 Andrews, Mr. Thomas Jr
## 807 Pettersson, Miss. Ellen Natalia
## 808 Meyer, Mr. August
## 809 Chambers, Mrs. Norman Campbell (Bertha Griggs)
## 810 Alexander, Mr. William
## 811 Lester, Mr. James
## 812 Slemen, Mr. Richard James
## 813 Andersson, Miss. Ebba Iris Alfrida
## 814 Tomlin, Mr. Ernest Portage
## 815 Fry, Mr. Richard
## 816 Heininen, Miss. Wendla Maria
## 817 Mallet, Mr. Albert
## 818 Holm, Mr. John Fredrik Alexander
## 819 Skoog, Master. Karl Thorsten
## 820 Hays, Mrs. Charles Melville (Clara Jennings Gregg)
## 821 Lulic, Mr. Nikola
## 822 Reuchlin, Jonkheer. John George
## 823 Moor, Mrs. (Beila)
## 824 Panula, Master. Urho Abraham
## 825 Flynn, Mr. John
## 826 Lam, Mr. Len
## 827 Mallet, Master. Andre
## 828 McCormack, Mr. Thomas Joseph
## 829 Yasbeck, Mrs. Antoni (Selini Alexander)
## 830 Richards, Master. George Sibley
## 831 Saad, Mr. Amin
## 832 Augustsson, Mr. Albert
## 833 Allum, Mr. Owen George
## 834 Compton, Miss. Sara Rebecca
## 835 Pasic, Mr. Jakob
## 836 Sirota, Mr. Maurice
## 837 Chip, Mr. Chang
## 838 Marechal, Mr. Pierre
## 839 Alhomaki, Mr. Ilmari Rudolf
## 840 Mudd, Mr. Thomas Charles
## 841 Serepeca, Miss. Augusta
## 842 Lemberopolous, Mr. Peter L
## 843 Culumovic, Mr. Jeso
## 844 Abbing, Mr. Anthony
## 845 Sage, Mr. Douglas Bullen
## 846 Markoff, Mr. Marin
## 847 Harper, Rev. John
## 848 Goldenberg, Mrs. Samuel L (Edwiga Grabowska)
## 849 Andersson, Master. Sigvard Harald Elias
## 850 Svensson, Mr. Johan
## 851 Boulos, Miss. Nourelain
## 852 Lines, Miss. Mary Conover
## 853 Carter, Mrs. Ernest Courtenay (Lilian Hughes)
## 854 Aks, Mrs. Sam (Leah Rosen)
## 855 Wick, Mrs. George Dennick (Mary Hitchcock)
## 856 Daly, Mr. Peter Denis
## 857 Baclini, Mrs. Solomon (Latifa Qurban)
## 858 Razi, Mr. Raihed
## 859 Hansen, Mr. Claus Peter
## 860 Giles, Mr. Frederick Edward
## 861 Swift, Mrs. Frederick Joel (Margaret Welles Barron)
## 862 Sage, Miss. Dorothy Edith "Dolly"
## 863 Gill, Mr. John William
## 864 Bystrom, Mrs. (Karolina)
## 865 Duran y More, Miss. Asuncion
## 866 Roebling, Mr. Washington Augustus II
## 867 van Melkebeke, Mr. Philemon
## 868 Johnson, Master. Harold Theodor
## 869 Balkic, Mr. Cerin
## 870 Beckwith, Mrs. Richard Leonard (Sallie Monypeny)
## 871 Carlsson, Mr. Frans Olof
## 872 Vander Cruyssen, Mr. Victor
## 873 Abelson, Mrs. Samuel (Hannah Wizosky)
## 874 Najib, Miss. Adele Kiamie "Jane"
## 875 Gustafsson, Mr. Alfred Ossian
## 876 Petroff, Mr. Nedelio
## 877 Laleff, Mr. Kristo
## 878 Potter, Mrs. Thomas Jr (Lily Alexenia Wilson)
## 879 Shelley, Mrs. William (Imanita Parrish Hall)
## 880 Markun, Mr. Johann
## 881 Dahlberg, Miss. Gerda Ulrika
## 882 Banfield, Mr. Frederick James
## 883 Sutehall, Mr. Henry Jr
## 884 Rice, Mrs. William (Margaret Norton)
## 885 Montvila, Rev. Juozas
## 886 Graham, Miss. Margaret Edith
## 887 Johnston, Miss. Catherine Helen "Carrie"
## 888 Behr, Mr. Karl Howell
## 889 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 male 45.00 1 0 36973 83.4750 C83
## 63 male 4.00 3 2 347088 27.9000
## 64 male NA 0 0 PC 17605 27.7208
## 65 male NA 1 1 2661 15.2458
## 66 female 29.00 0 0 C.A. 29395 10.5000 F33
## 67 male 19.00 0 0 S.P. 3464 8.1583
## 68 female 17.00 4 2 3101281 7.9250
## 69 male 26.00 2 0 315151 8.6625
## 70 male 32.00 0 0 C.A. 33111 10.5000
## 71 female 16.00 5 2 CA 2144 46.9000
## 72 male 21.00 0 0 S.O.C. 14879 73.5000
## 73 male 26.00 1 0 2680 14.4542
## 74 male 32.00 0 0 1601 56.4958
## 75 male 25.00 0 0 348123 7.6500 F G73
## 76 male NA 0 0 349208 7.8958
## 77 male NA 0 0 374746 8.0500
## 78 male 0.83 0 2 248738 29.0000
## 79 female 30.00 0 0 364516 12.4750
## 80 male 22.00 0 0 345767 9.0000
## 81 male 29.00 0 0 345779 9.5000
## 82 female NA 0 0 330932 7.7875
## 83 male 28.00 0 0 113059 47.1000
## 84 female 17.00 0 0 SO/C 14885 10.5000
## 85 female 33.00 3 0 3101278 15.8500
## 86 male 16.00 1 3 W./C. 6608 34.3750
## 87 male NA 0 0 SOTON/OQ 392086 8.0500
## 88 female 23.00 3 2 19950 263.0000 C23 C25 C27
## 89 male 24.00 0 0 343275 8.0500
## 90 male 29.00 0 0 343276 8.0500
## 91 male 20.00 0 0 347466 7.8542
## 92 male 46.00 1 0 W.E.P. 5734 61.1750 E31
## 93 male 26.00 1 2 C.A. 2315 20.5750
## 94 male 59.00 0 0 364500 7.2500
## 95 male NA 0 0 374910 8.0500
## 96 male 71.00 0 0 PC 17754 34.6542 A5
## 97 male 23.00 0 1 PC 17759 63.3583 D10 D12
## 98 female 34.00 0 1 231919 23.0000
## 99 male 34.00 1 0 244367 26.0000
## 100 female 28.00 0 0 349245 7.8958
## 101 male NA 0 0 349215 7.8958
## 102 male 21.00 0 1 35281 77.2875 D26
## 103 male 33.00 0 0 7540 8.6542
## 104 male 37.00 2 0 3101276 7.9250
## 105 male 28.00 0 0 349207 7.8958
## 106 female 21.00 0 0 343120 7.6500
## 107 male NA 0 0 312991 7.7750
## 108 male 38.00 0 0 349249 7.8958
## 109 female NA 1 0 371110 24.1500
## 110 male 47.00 0 0 110465 52.0000 C110
## 111 female 14.50 1 0 2665 14.4542
## 112 male 22.00 0 0 324669 8.0500
## 113 female 20.00 1 0 4136 9.8250
## 114 female 17.00 0 0 2627 14.4583
## 115 male 21.00 0 0 STON/O 2. 3101294 7.9250
## 116 male 70.50 0 0 370369 7.7500
## 117 male 29.00 1 0 11668 21.0000
## 118 male 24.00 0 1 PC 17558 247.5208 B58 B60
## 119 female 2.00 4 2 347082 31.2750
## 120 male 21.00 2 0 S.O.C. 14879 73.5000
## 121 male NA 0 0 A4. 54510 8.0500
## 122 male 32.50 1 0 237736 30.0708
## 123 female 32.50 0 0 27267 13.0000 E101
## 124 male 54.00 0 1 35281 77.2875 D26
## 125 male 12.00 1 0 2651 11.2417
## 126 male NA 0 0 370372 7.7500
## 127 male 24.00 0 0 C 17369 7.1417
## 128 female NA 1 1 2668 22.3583 F E69
## 129 male 45.00 0 0 347061 6.9750
## 130 male 33.00 0 0 349241 7.8958
## 131 male 20.00 0 0 SOTON/O.Q. 3101307 7.0500
## 132 female 47.00 1 0 A/5. 3337 14.5000
## 133 female 29.00 1 0 228414 26.0000
## 134 male 25.00 0 0 C.A. 29178 13.0000
## 135 male 23.00 0 0 SC/PARIS 2133 15.0458
## 136 female 19.00 0 2 11752 26.2833 D47
## 137 male 37.00 1 0 113803 53.1000 C123
## 138 male 16.00 0 0 7534 9.2167
## 139 male 24.00 0 0 PC 17593 79.2000 B86
## 140 female NA 0 2 2678 15.2458
## 141 female 22.00 0 0 347081 7.7500
## 142 female 24.00 1 0 STON/O2. 3101279 15.8500
## 143 male 19.00 0 0 365222 6.7500
## 144 male 18.00 0 0 231945 11.5000
## 145 male 19.00 1 1 C.A. 33112 36.7500
## 146 male 27.00 0 0 350043 7.7958
## 147 female 9.00 2 2 W./C. 6608 34.3750
## 148 male 36.50 0 2 230080 26.0000 F2
## 149 male 42.00 0 0 244310 13.0000
## 150 male 51.00 0 0 S.O.P. 1166 12.5250
## 151 female 22.00 1 0 113776 66.6000 C2
## 152 male 55.50 0 0 A.5. 11206 8.0500
## 153 male 40.50 0 2 A/5. 851 14.5000
## 154 male NA 0 0 Fa 265302 7.3125
## 155 male 51.00 0 1 PC 17597 61.3792
## 156 female 16.00 0 0 35851 7.7333
## 157 male 30.00 0 0 SOTON/OQ 392090 8.0500
## 158 male NA 0 0 315037 8.6625
## 159 male NA 8 2 CA. 2343 69.5500
## 160 male 44.00 0 1 371362 16.1000
## 161 female 40.00 0 0 C.A. 33595 15.7500
## 162 male 26.00 0 0 347068 7.7750
## 163 male 17.00 0 0 315093 8.6625
## 164 male 1.00 4 1 3101295 39.6875
## 165 male 9.00 0 2 363291 20.5250
## 166 female NA 0 1 113505 55.0000 E33
## 167 female 45.00 1 4 347088 27.9000
## 168 male NA 0 0 PC 17318 25.9250
## 169 male 28.00 0 0 1601 56.4958
## 170 male 61.00 0 0 111240 33.5000 B19
## 171 male 4.00 4 1 382652 29.1250
## 172 female 1.00 1 1 347742 11.1333
## 173 male 21.00 0 0 STON/O 2. 3101280 7.9250
## 174 male 56.00 0 0 17764 30.6958 A7
## 175 male 18.00 1 1 350404 7.8542
## 176 male NA 3 1 4133 25.4667
## 177 female 50.00 0 0 PC 17595 28.7125 C49
## 178 male 30.00 0 0 250653 13.0000
## 179 male 36.00 0 0 LINE 0.0000
## 180 female NA 8 2 CA. 2343 69.5500
## 181 male NA 0 0 SC/PARIS 2131 15.0500
## 182 male 9.00 4 2 347077 31.3875
## 183 male 1.00 2 1 230136 39.0000 F4
## 184 female 4.00 0 2 315153 22.0250
## 185 male NA 0 0 113767 50.0000 A32
## 186 female NA 1 0 370365 15.5000
## 187 male 45.00 0 0 111428 26.5500
## 188 male 40.00 1 1 364849 15.5000
## 189 male 36.00 0 0 349247 7.8958
## 190 female 32.00 0 0 234604 13.0000
## 191 male 19.00 0 0 28424 13.0000
## 192 female 19.00 1 0 350046 7.8542
## 193 male 3.00 1 1 230080 26.0000 F2
## 194 female 44.00 0 0 PC 17610 27.7208 B4
## 195 female 58.00 0 0 PC 17569 146.5208 B80
## 196 male NA 0 0 368703 7.7500
## 197 male 42.00 0 1 4579 8.4042
## 198 female NA 0 0 370370 7.7500
## 199 female 24.00 0 0 248747 13.0000
## 200 male 28.00 0 0 345770 9.5000
## 201 male NA 8 2 CA. 2343 69.5500
## 202 male 34.00 0 0 3101264 6.4958
## 203 male 45.50 0 0 2628 7.2250
## 204 male 18.00 0 0 A/5 3540 8.0500
## 205 female 2.00 0 1 347054 10.4625 G6
## 206 male 32.00 1 0 3101278 15.8500
## 207 male 26.00 0 0 2699 18.7875
## 208 female 16.00 0 0 367231 7.7500
## 209 male 40.00 0 0 112277 31.0000 A31
## 210 male 24.00 0 0 SOTON/O.Q. 3101311 7.0500
## 211 female 35.00 0 0 F.C.C. 13528 21.0000
## 212 male 22.00 0 0 A/5 21174 7.2500
## 213 male 30.00 0 0 250646 13.0000
## 214 male NA 1 0 367229 7.7500
## 215 female 31.00 1 0 35273 113.2750 D36
## 216 female 27.00 0 0 STON/O2. 3101283 7.9250
## 217 male 42.00 1 0 243847 27.0000
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## 241 female NA 1 0 367230 15.5000
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## 270 male NA 0 0 113798 31.0000
## 271 male 25.00 0 0 LINE 0.0000
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## 298 male NA 0 0 19988 30.5000 C106
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## 335 male NA 0 0 349225 7.8958
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## 359 female NA 0 0 330980 7.8792
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## 542 female 11.00 4 2 347082 31.2750
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## 650 male NA 0 0 349221 7.8958
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## 653 female NA 0 0 330919 7.8292
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## 656 male NA 0 0 349223 7.8958
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## 664 male 20.00 1 0 STON/O 2. 3101285 7.9250
## 665 male 32.00 2 0 S.O.C. 14879 73.5000
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## 667 male NA 0 0 312993 7.7750
## 668 male 43.00 0 0 A/5 3536 8.0500
## 669 female NA 1 0 19996 52.0000 C126
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## 679 male 36.00 0 1 PC 17755 512.3292 B51 B53 B55
## 680 female NA 0 0 330935 8.1375
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## 683 male 14.00 5 2 CA 2144 46.9000
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## 692 male NA 0 0 1601 56.4958
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## 695 male 52.00 0 0 248731 13.5000
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## 889 Q Dooley 1What does our family size variable look like? To help us understand how it may relate to survival, let’s plot it using the geom_bar(...) function:
# Use ggplot2 to visualize the relationship between family size & survival
# geom_bar() plots a bar chart
ggplot(titanic_df, aes(x = Fsize, fill = factor(Survived))) +
geom_bar(position = 'dodge') +
scale_x_continuous(breaks = 1:11)
We can see that there’s a survival penalty to singletons and those with family sizes above 4.
4.4 Investigation III
Before we investigate another phenomenon let’s review what a box-whisker plot is.
Box-Whisker plot
Do the Fares of the passengers vary due to Passenger Class and Port of Embarkment?
Here I will also introduce the pipe %>% operator. Think of it as a machine that takes the result of the function to the left of it and passes it as an argument to the function on the right.
# Group the data on Embarked and Pclass
titanic_df %>%
group_by(Embarked, Pclass) %>%
summarise(meanF = mean(Fare), medianF = median(Fare), maxF = max(Fare), Count = n())## # A tibble: 9 x 6
## # Groups: Embarked [?]
## Embarked Pclass meanF medianF maxF Count
## <fct> <int> <dbl> <dbl> <dbl> <int>
## 1 C 1 105 78.3 512 85
## 2 C 2 25.4 24.0 41.6 17
## 3 C 3 11.2 7.90 22.4 66
## 4 Q 1 90.0 90.0 90.0 2
## 5 Q 2 12.4 12.4 12.4 3
## 6 Q 3 11.2 7.75 29.1 72
## 7 S 1 70.4 52.0 263 127
## 8 S 2 20.3 13.5 73.5 164
## 9 S 3 14.6 8.05 69.6 353Well, visualizing numerical data is powerful tool in understanding the spread of the data and more importantly the outliers. Let’s plot these values using the geom_boxplot(...) function:
# geom_boxplot() plots a boxplot
ggplot(titanic_df, aes(x = Embarked, y = Fare, fill = factor(Pclass))) +
geom_boxplot()
We can see there are some clear outliers here. Moreover, Q2 and Q3 seem to be the cheapest tickets.
4.5 Investigation IV
What factors could possibly influence survival rates ?
We examine the correlation (standardised covariance) which is calculated by the formula \(Cov(X,Y) = E(XY) - E(X)E(Y)\) for numerical vectors:
# Convert categorical variables to numerical, select those columns and calculate correlation
cor_df <- titanic_df %>%
mutate(SexN = as.numeric(Sex), EmbarkedN = as.numeric(Embarked)) %>%
select(Survived, EmbarkedN, Pclass, SexN, SibSp, Parch, Fsize, Fare) %>%
cor()
# Display the data
cor_df## Survived EmbarkedN Pclass SexN SibSp
## Survived 1.00000000 -0.16971768 -0.33554886 -0.5415849 -0.03404000
## EmbarkedN -0.16971768 1.00000000 0.16468071 0.1103200 0.06889991
## Pclass -0.33554886 0.16468071 1.00000000 0.1277409 0.08165562
## SexN -0.54158492 0.11031996 0.12774090 1.0000000 -0.11634817
## SibSp -0.03404000 0.06889991 0.08165562 -0.1163482 1.00000000
## Parch 0.08315078 0.04044863 0.01682449 -0.2475080 0.41454164
## Fsize 0.01827747 0.06730499 0.06422053 -0.2031915 0.89065367
## Fare 0.25529046 -0.22631118 -0.54819329 -0.1799575 0.16088685
## Parch Fsize Fare
## Survived 0.08315078 0.01827747 0.2552905
## EmbarkedN 0.04044863 0.06730499 -0.2263112
## Pclass 0.01682449 0.06422053 -0.5481933
## SexN -0.24750798 -0.20319145 -0.1799575
## SibSp 0.41454164 0.89065367 0.1608869
## Parch 1.00000000 0.78298776 0.2175320
## Fsize 0.78298776 1.00000000 0.2186582
## Fare 0.21753204 0.21865817 1.0000000Next we create a melt(...) the correlation matrix into the long form:
# Melts the dataframe
output <- melt(cor_df)
# Display
output## Var1 Var2 value
## 1 Survived Survived 1.00000000
## 2 EmbarkedN Survived -0.16971768
## 3 Pclass Survived -0.33554886
## 4 SexN Survived -0.54158492
## 5 SibSp Survived -0.03404000
## 6 Parch Survived 0.08315078
## 7 Fsize Survived 0.01827747
## 8 Fare Survived 0.25529046
## 9 Survived EmbarkedN -0.16971768
## 10 EmbarkedN EmbarkedN 1.00000000
## 11 Pclass EmbarkedN 0.16468071
## 12 SexN EmbarkedN 0.11031996
## 13 SibSp EmbarkedN 0.06889991
## 14 Parch EmbarkedN 0.04044863
## 15 Fsize EmbarkedN 0.06730499
## 16 Fare EmbarkedN -0.22631118
## 17 Survived Pclass -0.33554886
## 18 EmbarkedN Pclass 0.16468071
## 19 Pclass Pclass 1.00000000
## 20 SexN Pclass 0.12774090
## 21 SibSp Pclass 0.08165562
## 22 Parch Pclass 0.01682449
## 23 Fsize Pclass 0.06422053
## 24 Fare Pclass -0.54819329
## 25 Survived SexN -0.54158492
## 26 EmbarkedN SexN 0.11031996
## 27 Pclass SexN 0.12774090
## 28 SexN SexN 1.00000000
## 29 SibSp SexN -0.11634817
## 30 Parch SexN -0.24750798
## 31 Fsize SexN -0.20319145
## 32 Fare SexN -0.17995753
## 33 Survived SibSp -0.03404000
## 34 EmbarkedN SibSp 0.06889991
## 35 Pclass SibSp 0.08165562
## 36 SexN SibSp -0.11634817
## 37 SibSp SibSp 1.00000000
## 38 Parch SibSp 0.41454164
## 39 Fsize SibSp 0.89065367
## 40 Fare SibSp 0.16088685
## 41 Survived Parch 0.08315078
## 42 EmbarkedN Parch 0.04044863
## 43 Pclass Parch 0.01682449
## 44 SexN Parch -0.24750798
## 45 SibSp Parch 0.41454164
## 46 Parch Parch 1.00000000
## 47 Fsize Parch 0.78298776
## 48 Fare Parch 0.21753204
## 49 Survived Fsize 0.01827747
## 50 EmbarkedN Fsize 0.06730499
## 51 Pclass Fsize 0.06422053
## 52 SexN Fsize -0.20319145
## 53 SibSp Fsize 0.89065367
## 54 Parch Fsize 0.78298776
## 55 Fsize Fsize 1.00000000
## 56 Fare Fsize 0.21865817
## 57 Survived Fare 0.25529046
## 58 EmbarkedN Fare -0.22631118
## 59 Pclass Fare -0.54819329
## 60 SexN Fare -0.17995753
## 61 SibSp Fare 0.16088685
## 62 Parch Fare 0.21753204
## 63 Fsize Fare 0.21865817
## 64 Fare Fare 1.00000000Let’s visualise the correlation using the geom_tile(...) function:
# geom_tile() plots a correlation matrix
ggplot(output, aes(x=Var1, y=Var2, fill=value)) +
geom_tile()
Correlation is not Causation but:
- There seems to be a high positice correlation between
SibSp,ParchandFsize. What is the reason for this ? - There is a negative correlation between
SexNandSurvival. It suggests that one sex was more likely to survive. But which one is it ? Can you infer fromstr(titanic_df) - What other things can you see ?
4.6 Investigation V
Does the Fare follow a normal distribution ?
Most random variables in nature follow a normal distribution. Let’s find out density plot of the Fare variable using the geom_density(...) function:
# geom_density() plots a density plot
ggplot(titanic_df, aes(x = Fare)) + geom_density()
Here’s a some code to get the density values which uses all the tables operations we learnt so far. Make sure to experiment with every line in the code below:
density_values <- titanic_df %>%
group_by(Fare) %>% # Groups the data by Fare
summarise(Frequency = n()) %>% # Generetes frequency of Fare
mutate(Density = Frequency/sum(Frequency)) %>% # Creates a column Density
select(Fare, Density) # Outputs the Density column only
# Display density_values
density_values## # A tibble: 247 x 2
## Fare Density
## <dbl> <dbl>
## 1 0 0.0169
## 2 4.01 0.00112
## 3 5.00 0.00112
## 4 6.24 0.00112
## 5 6.44 0.00112
## 6 6.45 0.00112
## 7 6.50 0.00225
## 8 6.75 0.00225
## 9 6.86 0.00112
## 10 6.95 0.00112
## # ... with 237 more rows