EDA & Data Preprocessing in R
Safira Puspitasari
3/17/2021
Pendahuluan
Import Library
if(!require(tidyverse)) install.packages("tidyverse")## Loading required package: tidyverse## Warning: package 'tidyverse' was built under R version 3.6.3## -- Attaching packages --------------------------------------- tidyverse 1.3.0 --## v ggplot2 3.3.3 v purrr 0.3.4
## v tibble 3.0.4 v dplyr 1.0.5
## v tidyr 1.1.2 v stringr 1.4.0
## v readr 1.4.0 v forcats 0.5.1## Warning: package 'ggplot2' was built under R version 3.6.3## Warning: package 'tibble' was built under R version 3.6.3## Warning: package 'tidyr' was built under R version 3.6.3## Warning: package 'readr' was built under R version 3.6.3## Warning: package 'purrr' was built under R version 3.6.3## Warning: package 'dplyr' was built under R version 3.6.3## Warning: package 'stringr' was built under R version 3.6.3## Warning: package 'forcats' was built under R version 3.6.3## -- Conflicts ------------------------------------------ tidyverse_conflicts() --
## x dplyr::filter() masks stats::filter()
## x dplyr::lag() masks stats::lag()if(!require(skimr)) install.packages("skimr")## Loading required package: skimr## Warning: package 'skimr' was built under R version 3.6.3if(!require(DataExplorer)) install.packages("DataExplorer")## Loading required package: DataExplorer## Warning: package 'DataExplorer' was built under R version 3.6.3if(!require(visdat)) install.packages("visdat")## Loading required package: visdat## Warning: package 'visdat' was built under R version 3.6.3library(visdat)
library(tidyverse)
library(skimr)
library(DataExplorer)
library(dplyr)
library(ggplot2)
library(tidyr)
library(readr)
library(tibble)Mengakses Dataset
df <- read.csv("https://raw.githubusercontent.com/Safirap/Kelas-Mahir-Pejuang-Data-2.0/main/titanic_modify.csv",sep=';', stringsAsFactors = T)
df[0:5,]## PassengerId Survived Pclass
## 1 1 0 3
## 2 2 1 1
## 3 3 1 3
## 4 4 1 1
## 5 5 0 3
## Name Sex Age SibSp Parch
## 1 Braund, Mr. Owen Harris male 22 1 0
## 2 Cumings, Mrs. John Bradley (Florence Briggs Thayer) female 38 1 0
## 3 Heikkinen, Miss. Laina female 26 0 0
## 4 Futrelle, Mrs. Jacques Heath (Lily May Peel) female 35 1 0
## 5 Allen, Mr. William Henry male 35 0 0
## Ticket Fare Cabin Embarked
## 1 A/5 21171 07.25 S
## 2 PC 17599 712.833 C85 C
## 3 STON/O2. 3101282 7.925 S
## 4 113803 53.01.00 C123 S
## 5 373450 08.05 STujuan Analisis Data
Melakukan klasifikasi penumpang yang selamat dan tidak selamat pada kasus tenggelamnya kapal Titanic.
Memahami dataset
Dataset Titanic dibuat untuk membuat machine learning untuk melakukan klasifikasi biner(Selamat atau Tidak Selamat. Variabel-variabel yang terdapat pada dataset ini adalah sebagai berikut:
- PassengerId = Nomor Id Penumpang
- Survived = Keterangan Selamat(0=Tidak, 1=Ya)
- Pclass = Kelas Tiket (1=Kelas 1, 2=Kelas 2, dst)
- Name = Nama Penumpang
- Sex = Jenis kelamin
- Age = Usia dalam tahun
- SibSp = Jumlah saudara kandung / pasangan di kapal Titanic
- Parch = Jumlah orang tua / anak di kapal Titanic
- Ticket = Nomor Tiket
- Fare = Harga Tiket
- Cabin = Nama Kabin
- Embarked = Pelabuhan Asal (C = Cherbourg, Q = Queenstown, S = Southampton)
##Eksploratory Data Analysis
Dimensi Data
dim(df)## [1] 707 12Artinya kita memiliki data dengan 12 kolom dan 707 baris
Variabel Pada Dataset
names(df)## [1] "PassengerId" "Survived" "Pclass" "Name" "Sex"
## [6] "Age" "SibSp" "Parch" "Ticket" "Fare"
## [11] "Cabin" "Embarked"Menampilkan nama variabel tiap data
df$Age=as.numeric(df$Age)
df$Fare=as.numeric(df$Fare)str(df)## 'data.frame': 707 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/ 707 levels "Abbott, Mrs. Stanton (Rosa Hunt)",..: 86 149 282 221 8 432 401 493 326 449 ...
## $ Sex : Factor w/ 2 levels "female","male": 2 1 1 1 2 2 2 2 1 1 ...
## $ Age : num 21 43 27 39 39 1 63 17 28 10 ...
## $ 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/ 563 levels "110152","110413",..: 426 492 554 41 385 227 72 321 281 110 ...
## $ Fare : num 12 174 169 143 14 210 140 78 28 111 ...
## $ Cabin : Factor w/ 122 levels "","A10","A14",..: 1 70 1 49 1 1 109 1 1 1 ...
## $ Embarked : Factor w/ 4 levels "","C","Q","S": 4 2 4 4 4 3 4 4 4 2 ...Kita dapat mengetahui tipe-tipe data masing-masing variabel dan nama-nama variabel dalam dataset.
Mengecek Missing Data
sapply(df, function(x) sum(is.na(x)))## PassengerId Survived Pclass Name Sex Age
## 0 0 0 0 0 0
## SibSp Parch Ticket Fare Cabin Embarked
## 0 0 0 0 0 0vis_miss(df)
#Mengecek Outlier
plot_boxplot(df,by="Age")
#Melihat Korelasi Data
plot_correlation(df)## 3 features with more than 20 categories ignored!
## Name: 707 categories
## Ticket: 563 categories
## Cabin: 122 categories
#Melihat statistik data
summary(df)## PassengerId Survived Pclass
## Min. : 1.0 Min. :0.0000 Min. :1.000
## 1st Qu.:177.5 1st Qu.:0.0000 1st Qu.:2.000
## Median :354.0 Median :0.0000 Median :3.000
## Mean :354.0 Mean :0.3876 Mean :2.308
## 3rd Qu.:530.5 3rd Qu.:1.0000 3rd Qu.:3.000
## Max. :707.0 Max. :1.0000 Max. :3.000
##
## Name Sex
## Abbott, Mrs. Stanton (Rosa Hunt) : 1 female:254
## Abelson, Mr. Samuel : 1 male :453
## Adahl, Mr. Mauritz Nils Martin : 1
## Adams, Mr. John : 1
## Ahlin, Mrs. Johan (Johanna Persdotter Larsson): 1
## Albimona, Mr. Nassef Cassem : 1
## (Other) :701
## Age SibSp Parch Ticket
## Min. : 1.00 Min. :0.0000 Min. :0.0000 CA 2144 : 6
## 1st Qu.:13.00 1st Qu.:0.0000 1st Qu.:0.0000 1601 : 5
## Median :27.00 Median :0.0000 Median :0.0000 3101295 : 5
## Mean :28.43 Mean :0.5304 Mean :0.3833 347082 : 5
## 3rd Qu.:42.00 3rd Qu.:1.0000 3rd Qu.:0.0000 347088 : 5
## Max. :83.00 Max. :8.0000 Max. :6.0000 S.O.C. 14879: 5
## (Other) :676
## Fare Cabin Embarked
## Min. : 1.00 :548 : 1
## 1st Qu.: 37.00 C23 C25 C27: 4 C:136
## Median : 92.00 G6 : 4 Q: 64
## Mean : 98.58 C22 C26 : 3 S:506
## 3rd Qu.:165.00 D : 3
## Max. :226.00 F2 : 3
## (Other) :142#Pairplot
plot_scatterplot(df, by="Survived")
##Data Preprocessing #Seleksi Kolom
df_1 = df[,c("Name","Ticket")]
df_1## Name
## 1 Braund, Mr. Owen Harris
## 2 Cumings, Mrs. John Bradley (Florence Briggs Thayer)
## 3 Heikkinen, Miss. Laina
## 4 Futrelle, Mrs. Jacques Heath (Lily May Peel)
## 5 Allen, Mr. William Henry
## 6 Moran, Mr. James
## 7 McCarthy, Mr. Timothy J
## 8 Palsson, Master. Gosta Leonard
## 9 Johnson, Mrs. Oscar W (Elisabeth Vilhelmina Berg)
## 10 Nasser, Mrs. Nicholas (Adele Achem)
## 11 Sandstrom, Miss. Marguerite Rut
## 12 Bonnell, Miss. Elizabeth
## 13 Saundercock, Mr. William Henry
## 14 Andersson, Mr. Anders Johan
## 15 Vestrom, Miss. Hulda Amanda Adolfina
## 16 Hewlett, Mrs. (Mary D Kingcome)
## 17 Rice, Master. Eugene
## 18 Williams, Mr. Charles Eugene
## 19 Vander Planke, Mrs. Julius (Emelia Maria Vandemoortele)
## 20 Masselmani, Mrs. Fatima
## 21 Fynney, Mr. Joseph J
## 22 Beesley, Mr. Lawrence
## 23 McGowan, Miss. Anna "Annie"
## 24 Sloper, Mr. William Thompson
## 25 Palsson, Miss. Torborg Danira
## 26 Asplund, Mrs. Carl Oscar (Selma Augusta Emilia Johansson)
## 27 Emir, Mr. Farred Chehab
## 28 Fortune, Mr. Charles Alexander
## 29 O'Dwyer, Miss. Ellen "Nellie"
## 30 Todoroff, Mr. Lalio
## 31 Uruchurtu, Don. Manuel E
## 32 Spencer, Mrs. William Augustus (Marie Eugenie)
## 33 Glynn, Miss. Mary Agatha
## 34 Wheadon, Mr. Edward H
## 35 Meyer, Mr. Edgar Joseph
## 36 Holverson, Mr. Alexander Oskar
## 37 Mamee, Mr. Hanna
## 38 Cann, Mr. Ernest Charles
## 39 Vander Planke, Miss. Augusta Maria
## 40 Nicola-Yarred, Miss. Jamila
## 41 Ahlin, Mrs. Johan (Johanna Persdotter Larsson)
## 42 Turpin, Mrs. William John Robert (Dorothy Ann Wonnacott)
## 43 Kraeff, Mr. Theodor
## 44 Laroche, Miss. Simonne Marie Anne Andree
## 45 Devaney, Miss. Margaret Delia
## 46 Rogers, Mr. William John
## 47 Lennon, Mr. Denis
## 48 O'Driscoll, Miss. Bridget
## 49 Samaan, Mr. Youssef
## 50 Arnold-Franchi, Mrs. Josef (Josefine Franchi)
## 51 Panula, Master. Juha Niilo
## 52 Nosworthy, Mr. Richard Cater
## 53 Harper, Mrs. Henry Sleeper (Myna Haxtun)
## 54 Faunthorpe, Mrs. Lizzie (Elizabeth Anne Wilkinson)
## 55 Ostby, Mr. Engelhart Cornelius
## 56 Woolner, Mr. Hugh
## 57 Rugg, Miss. Emily
## 58 Novel, Mr. Mansouer
## 59 West, Miss. Constance Mirium
## 60 Goodwin, Master. William Frederick
## 61 Sirayanian, Mr. Orsen
## 62 Icard, Miss. Amelie
## 63 Harris, Mr. Henry Birkhardt
## 64 Skoog, Master. Harald
## 65 Stewart, Mr. Albert A
## 66 Moubarek, Master. Gerios
## 67 Nye, Mrs. (Elizabeth Ramell)
## 68 Crease, Mr. Ernest James
## 69 Andersson, Miss. Erna Alexandra
## 70 Kink, Mr. Vincenz
## 71 Jenkin, Mr. Stephen Curnow
## 72 Goodwin, Miss. Lillian Amy
## 73 Hood, Mr. Ambrose Jr
## 74 Chronopoulos, Mr. Apostolos
## 75 Bing, Mr. Lee
## 76 Moen, Mr. Sigurd Hansen
## 77 Staneff, Mr. Ivan
## 78 Moutal, Mr. Rahamin Haim
## 79 Caldwell, Master. Alden Gates
## 80 Dowdell, Miss. Elizabeth
## 81 Waelens, Mr. Achille
## 82 Sheerlinck, Mr. Jan Baptist
## 83 McDermott, Miss. Brigdet Delia
## 84 Carrau, Mr. Francisco M
## 85 Ilett, Miss. Bertha
## 86 Backstrom, Mrs. Karl Alfred (Maria Mathilda Gustafsson)
## 87 Ford, Mr. William Neal
## 88 Slocovski, Mr. Selman Francis
## 89 Fortune, Miss. Mabel Helen
## 90 Celotti, Mr. Francesco
## 91 Christmann, Mr. Emil
## 92 Andreasson, Mr. Paul Edvin
## 93 Chaffee, Mr. Herbert Fuller
## 94 Dean, Mr. Bertram Frank
## 95 Coxon, Mr. Daniel
## 96 Shorney, Mr. Charles Joseph
## 97 Goldschmidt, Mr. George B
## 98 Greenfield, Mr. William Bertram
## 99 Doling, Mrs. John T (Ada Julia Bone)
## 100 Kantor, Mr. Sinai
## 101 Petranec, Miss. Matilda
## 102 Petroff, Mr. Pastcho ("Pentcho")
## 103 White, Mr. Richard Frasar
## 104 Johansson, Mr. Gustaf Joel
## 105 Gustafsson, Mr. Anders Vilhelm
## 106 Mionoff, Mr. Stoytcho
## 107 Salkjelsvik, Miss. Anna Kristine
## 108 Moss, Mr. Albert Johan
## 109 Rekic, Mr. Tido
## 110 Moran, Miss. Bertha
## 111 Porter, Mr. Walter Chamberlain
## 112 Zabour, Miss. Hileni
## 113 Barton, Mr. David John
## 114 Jussila, Miss. Katriina
## 115 Attalah, Miss. Malake
## 116 Pekoniemi, Mr. Edvard
## 117 Connors, Mr. Patrick
## 118 Turpin, Mr. William John Robert
## 119 Baxter, Mr. Quigg Edmond
## 120 Andersson, Miss. Ellis Anna Maria
## 121 Hickman, Mr. Stanley George
## 122 Moore, Mr. Leonard Charles
## 123 Nasser, Mr. Nicholas
## 124 Webber, Miss. Susan
## 125 White, Mr. Percival Wayland
## 126 Nicola-Yarred, Master. Elias
## 127 McMahon, Mr. Martin
## 128 Madsen, Mr. Fridtjof Arne
## 129 Peter, Miss. Anna
## 130 Ekstrom, Mr. Johan
## 131 Drazenoic, Mr. Jozef
## 132 Coelho, Mr. Domingos Fernandeo
## 133 Robins, Mrs. Alexander A (Grace Charity Laury)
## 134 Weisz, Mrs. Leopold (Mathilde Francoise Pede)
## 135 Sobey, Mr. Samuel James Hayden
## 136 Richard, Mr. Emile
## 137 Newsom, Miss. Helen Monypeny
## 138 Futrelle, Mr. Jacques Heath
## 139 Osen, Mr. Olaf Elon
## 140 Giglio, Mr. Victor
## 141 Boulos, Mrs. Joseph (Sultana)
## 142 Nysten, Miss. Anna Sofia
## 143 Hakkarainen, Mrs. Pekka Pietari (Elin Matilda Dolck)
## 144 Burke, Mr. Jeremiah
## 145 Andrew, Mr. Edgardo Samuel
## 146 Nicholls, Mr. Joseph Charles
## 147 Andersson, Mr. August Edvard ("Wennerstrom")
## 148 Ford, Miss. Robina Maggie "Ruby"
## 149 Navratil, Mr. Michel ("Louis M Hoffman")
## 150 Byles, Rev. Thomas Roussel Davids
## 151 Bateman, Rev. Robert James
## 152 Pears, Mrs. Thomas (Edith Wearne)
## 153 Meo, Mr. Alfonzo
## 154 van Billiard, Mr. Austin Blyler
## 155 Olsen, Mr. Ole Martin
## 156 Williams, Mr. Charles Duane
## 157 Gilnagh, Miss. Katherine "Katie"
## 158 Corn, Mr. Harry
## 159 Smiljanic, Mr. Mile
## 160 Sage, Master. Thomas Henry
## 161 Cribb, Mr. John Hatfield
## 162 Watt, Mrs. James (Elizabeth "Bessie" Inglis Milne)
## 163 Bengtsson, Mr. John Viktor
## 164 Calic, Mr. Jovo
## 165 Panula, Master. Eino Viljami
## 166 Goldsmith, Master. Frank John William "Frankie"
## 167 Chibnall, Mrs. (Edith Martha Bowerman)
## 168 Skoog, Mrs. William (Anna Bernhardina Karlsson)
## 169 Baumann, Mr. John D
## 170 Ling, Mr. Lee
## 171 Van der hoef, Mr. Wyckoff
## 172 Rice, Master. Arthur
## 173 Johnson, Miss. Eleanor Ileen
## 174 Sivola, Mr. Antti Wilhelm
## 175 Smith, Mr. James Clinch
## 176 Klasen, Mr. Klas Albin
## 177 Lefebre, Master. Henry Forbes
## 178 Isham, Miss. Ann Elizabeth
## 179 Hale, Mr. Reginald
## 180 Leonard, Mr. Lionel
## 181 Sage, Miss. Constance Gladys
## 182 Pernot, Mr. Rene
## 183 Asplund, Master. Clarence Gustaf Hugo
## 184 Becker, Master. Richard F
## 185 Kink-Heilmann, Miss. Luise Gretchen
## 186 Rood, Mr. Hugh Roscoe
## 187 O'Brien, Mrs. Thomas (Johanna "Hannah" Godfrey)
## 188 Romaine, Mr. Charles Hallace ("Mr C Rolmane")
## 189 Bourke, Mr. John
## 190 Turcin, Mr. Stjepan
## 191 Pinsky, Mrs. (Rosa)
## 192 Carbines, Mr. William
## 193 Andersen-Jensen, Miss. Carla Christine Nielsine
## 194 Navratil, Master. Michel M
## 195 Brown, Mrs. James Joseph (Margaret Tobin)
## 196 Lurette, Miss. Elise
## 197 Mernagh, Mr. Robert
## 198 Olsen, Mr. Karl Siegwart Andreas
## 199 Madigan, Miss. Margaret "Maggie"
## 200 Yrois, Miss. Henriette ("Mrs Harbeck")
## 201 Vande Walle, Mr. Nestor Cyriel
## 202 Sage, Mr. Frederick
## 203 Johanson, Mr. Jakob Alfred
## 204 Youseff, Mr. Gerious
## 205 Cohen, Mr. Gurshon "Gus"
## 206 Strom, Miss. Telma Matilda
## 207 Backstrom, Mr. Karl Alfred
## 208 Albimona, Mr. Nassef Cassem
## 209 Carr, Miss. Helen "Ellen"
## 210 Blank, Mr. Henry
## 211 Ali, Mr. Ahmed
## 212 Cameron, Miss. Clear Annie
## 213 Perkin, Mr. John Henry
## 214 Givard, Mr. Hans Kristensen
## 215 Kiernan, Mr. Philip
## 216 Newell, Miss. Madeleine
## 217 Honkanen, Miss. Eliina
## 218 Jacobsohn, Mr. Sidney Samuel
## 219 Bazzani, Miss. Albina
## 220 Harris, Mr. Walter
## 221 Sunderland, Mr. Victor Francis
## 222 Bracken, Mr. James H
## 223 Green, Mr. George Henry
## 224 Nenkoff, Mr. Christo
## 225 Hoyt, Mr. Frederick Maxfield
## 226 Berglund, Mr. Karl Ivar Sven
## 227 Mellors, Mr. William John
## 228 Lovell, Mr. John Hall ("Henry")
## 229 Fahlstrom, Mr. Arne Jonas
## 230 Lefebre, Miss. Mathilde
## 231 Harris, Mrs. Henry Birkhardt (Irene Wallach)
## 232 Larsson, Mr. Bengt Edvin
## 233 Sjostedt, Mr. Ernst Adolf
## 234 Asplund, Miss. Lillian Gertrud
## 235 Leyson, Mr. Robert William Norman
## 236 Harknett, Miss. Alice Phoebe
## 237 Hold, Mr. Stephen
## 238 Collyer, Miss. Marjorie "Lottie"
## 239 Pengelly, Mr. Frederick William
## 240 Hunt, Mr. George Henry
## 241 Zabour, Miss. Thamine
## 242 Murphy, Miss. Katherine "Kate"
## 243 Coleridge, Mr. Reginald Charles
## 244 Maenpaa, Mr. Matti Alexanteri
## 245 Attalah, Mr. Sleiman
## 246 Minahan, Dr. William Edward
## 247 Lindahl, Miss. Agda Thorilda Viktoria
## 248 Hamalainen, Mrs. William (Anna)
## 249 Beckwith, Mr. Richard Leonard
## 250 Carter, Rev. Ernest Courtenay
## 251 Reed, Mr. James George
## 252 Strom, Mrs. Wilhelm (Elna Matilda Persson)
## 253 Stead, Mr. William Thomas
## 254 Lobb, Mr. William Arthur
## 255 Rosblom, Mrs. Viktor (Helena Wilhelmina)
## 256 Touma, Mrs. Darwis (Hanne Youssef Razi)
## 257 Thorne, Mrs. Gertrude Maybelle
## 258 Cherry, Miss. Gladys
## 259 Ward, Miss. Anna
## 260 Parrish, Mrs. (Lutie Davis)
## 261 Smith, Mr. Thomas
## 262 Asplund, Master. Edvin Rojj Felix
## 263 Taussig, Mr. Emil
## 264 Harrison, Mr. William
## 265 Henry, Miss. Delia
## 266 Reeves, Mr. David
## 267 Panula, Mr. Ernesti Arvid
## 268 Persson, Mr. Ernst Ulrik
## 269 Graham, Mrs. William Thompson (Edith Junkins)
## 270 Bissette, Miss. Amelia
## 271 Cairns, Mr. Alexander
## 272 Tornquist, Mr. William Henry
## 273 Mellinger, Mrs. (Elizabeth Anne Maidment)
## 274 Natsch, Mr. Charles H
## 275 Healy, Miss. Hanora "Nora"
## 276 Andrews, Miss. Kornelia Theodosia
## 277 Lindblom, Miss. Augusta Charlotta
## 278 Parkes, Mr. Francis "Frank"
## 279 Rice, Master. Eric
## 280 Abbott, Mrs. Stanton (Rosa Hunt)
## 281 Duane, Mr. Frank
## 282 Olsson, Mr. Nils Johan Goransson
## 283 de Pelsmaeker, Mr. Alfons
## 284 Dorking, Mr. Edward Arthur
## 285 Smith, Mr. Richard William
## 286 Stankovic, Mr. Ivan
## 287 de Mulder, Mr. Theodore
## 288 Naidenoff, Mr. Penko
## 289 Hosono, Mr. Masabumi
## 290 Connolly, Miss. Kate
## 291 Barber, Miss. Ellen "Nellie"
## 292 Bishop, Mrs. Dickinson H (Helen Walton)
## 293 Levy, Mr. Rene Jacques
## 294 Haas, Miss. Aloisia
## 295 Mineff, Mr. Ivan
## 296 Lewy, Mr. Ervin G
## 297 Hanna, Mr. Mansour
## 298 Allison, Miss. Helen Loraine
## 299 Saalfeld, Mr. Adolphe
## 300 Baxter, Mrs. James (Helene DeLaudeniere Chaput)
## 301 Kelly, Miss. Anna Katherine "Annie Kate"
## 302 McCoy, Mr. Bernard
## 303 Johnson, Mr. William Cahoone Jr
## 304 Keane, Miss. Nora A
## 305 Williams, Mr. Howard Hugh "Harry"
## 306 Allison, Master. Hudson Trevor
## 307 Fleming, Miss. Margaret
## 308 Penasco y Castellana, Mrs. Victor de Satode (Maria Josefa Perez de Soto y Vallejo)
## 309 Abelson, Mr. Samuel
## 310 Francatelli, Miss. Laura Mabel
## 311 Hays, Miss. Margaret Bechstein
## 312 Ryerson, Miss. Emily Borie
## 313 Lahtinen, Mrs. William (Anna Sylfven)
## 314 Hendekovic, Mr. Ignjac
## 315 Hart, Mr. Benjamin
## 316 Nilsson, Miss. Helmina Josefina
## 317 Kantor, Mrs. Sinai (Miriam Sternin)
## 318 Moraweck, Dr. Ernest
## 319 Wick, Miss. Mary Natalie
## 320 Spedden, Mrs. Frederic Oakley (Margaretta Corning Stone)
## 321 Dennis, Mr. Samuel
## 322 Danoff, Mr. Yoto
## 323 Slayter, Miss. Hilda Mary
## 324 Caldwell, Mrs. Albert Francis (Sylvia Mae Harbaugh)
## 325 Sage, Mr. George John Jr
## 326 Young, Miss. Marie Grice
## 327 Nysveen, Mr. Johan Hansen
## 328 Ball, Mrs. (Ada E Hall)
## 329 Goldsmith, Mrs. Frank John (Emily Alice Brown)
## 330 Hippach, Miss. Jean Gertrude
## 331 McCoy, Miss. Agnes
## 332 Partner, Mr. Austen
## 333 Graham, Mr. George Edward
## 334 Vander Planke, Mr. Leo Edmondus
## 335 Frauenthal, Mrs. Henry William (Clara Heinsheimer)
## 336 Denkoff, Mr. Mitto
## 337 Pears, Mr. Thomas Clinton
## 338 Burns, Miss. Elizabeth Margaret
## 339 Dahl, Mr. Karl Edwart
## 340 Blackwell, Mr. Stephen Weart
## 341 Navratil, Master. Edmond Roger
## 342 Fortune, Miss. Alice Elizabeth
## 343 Collander, Mr. Erik Gustaf
## 344 Sedgwick, Mr. Charles Frederick Waddington
## 345 Fox, Mr. Stanley Hubert
## 346 Brown, Miss. Amelia "Mildred"
## 347 Smith, Miss. Marion Elsie
## 348 Davison, Mrs. Thomas Henry (Mary E Finck)
## 349 Coutts, Master. William Loch "William"
## 350 Dimic, Mr. Jovan
## 351 Odahl, Mr. Nils Martin
## 352 Williams-Lambert, Mr. Fletcher Fellows
## 353 Elias, Mr. Tannous
## 354 Arnold-Franchi, Mr. Josef
## 355 Yousif, Mr. Wazli
## 356 Vanden Steen, Mr. Leo Peter
## 357 Bowerman, Miss. Elsie Edith
## 358 Funk, Miss. Annie Clemmer
## 359 McGovern, Miss. Mary
## 360 Mockler, Miss. Helen Mary "Ellie"
## 361 Skoog, Mr. Wilhelm
## 362 del Carlo, Mr. Sebastiano
## 363 Barbara, Mrs. (Catherine David)
## 364 Asim, Mr. Adola
## 365 O'Brien, Mr. Thomas
## 366 Adahl, Mr. Mauritz Nils Martin
## 367 Warren, Mrs. Frank Manley (Anna Sophia Atkinson)
## 368 Moussa, Mrs. (Mantoura Boulos)
## 369 Jermyn, Miss. Annie
## 370 Aubart, Mme. Leontine Pauline
## 371 Harder, Mr. George Achilles
## 372 Wiklund, Mr. Jakob Alfred
## 373 Beavan, Mr. William Thomas
## 374 Ringhini, Mr. Sante
## 375 Palsson, Miss. Stina Viola
## 376 Meyer, Mrs. Edgar Joseph (Leila Saks)
## 377 Landergren, Miss. Aurora Adelia
## 378 Widener, Mr. Harry Elkins
## 379 Betros, Mr. Tannous
## 380 Gustafsson, Mr. Karl Gideon
## 381 Bidois, Miss. Rosalie
## 382 Nakid, Miss. Maria ("Mary")
## 383 Tikkanen, Mr. Juho
## 384 Holverson, Mrs. Alexander Oskar (Mary Aline Towner)
## 385 Plotcharsky, Mr. Vasil
## 386 Davies, Mr. Charles Henry
## 387 Goodwin, Master. Sidney Leonard
## 388 Buss, Miss. Kate
## 389 Sadlier, Mr. Matthew
## 390 Lehmann, Miss. Bertha
## 391 Carter, Mr. William Ernest
## 392 Jansson, Mr. Carl Olof
## 393 Gustafsson, Mr. Johan Birger
## 394 Newell, Miss. Marjorie
## 395 Sandstrom, Mrs. Hjalmar (Agnes Charlotta Bengtsson)
## 396 Johansson, Mr. Erik
## 397 Olsson, Miss. Elina
## 398 McKane, Mr. Peter David
## 399 Pain, Dr. Alfred
## 400 Trout, Mrs. William H (Jessie L)
## 401 Niskanen, Mr. Juha
## 402 Adams, Mr. John
## 403 Jussila, Miss. Mari Aina
## 404 Hakkarainen, Mr. Pekka Pietari
## 405 Oreskovic, Miss. Marija
## 406 Gale, Mr. Shadrach
## 407 Widegren, Mr. Carl/Charles Peter
## 408 Richards, Master. William Rowe
## 409 Birkeland, Mr. Hans Martin Monsen
## 410 Lefebre, Miss. Ida
## 411 Sdycoff, Mr. Todor
## 412 Hart, Mr. Henry
## 413 Minahan, Miss. Daisy E
## 414 Cunningham, Mr. Alfred Fleming
## 415 Sundman, Mr. Johan Julian
## 416 Meek, Mrs. Thomas (Annie Louise Rowley)
## 417 Drew, Mrs. James Vivian (Lulu Thorne Christian)
## 418 Silven, Miss. Lyyli Karoliina
## 419 Matthews, Mr. William John
## 420 Van Impe, Miss. Catharina
## 421 Gheorgheff, Mr. Stanio
## 422 Charters, Mr. David
## 423 Zimmerman, Mr. Leo
## 424 Danbom, Mrs. Ernst Gilbert (Anna Sigrid Maria Brogren)
## 425 Rosblom, Mr. Viktor Richard
## 426 Wiseman, Mr. Phillippe
## 427 Clarke, Mrs. Charles V (Ada Maria Winfield)
## 428 Phillips, Miss. Kate Florence ("Mrs Kate Louise Phillips Marshall")
## 429 Flynn, Mr. James
## 430 Pickard, Mr. Berk (Berk Trembisky)
## 431 Bjornstrom-Steffansson, Mr. Mauritz Hakan
## 432 Thorneycroft, Mrs. Percival (Florence Kate White)
## 433 Louch, Mrs. Charles Alexander (Alice Adelaide Slow)
## 434 Kallio, Mr. Nikolai Erland
## 435 Silvey, Mr. William Baird
## 436 Carter, Miss. Lucile Polk
## 437 Ford, Miss. Doolina Margaret "Daisy"
## 438 Richards, Mrs. Sidney (Emily Hocking)
## 439 Fortune, Mr. Mark
## 440 Kvillner, Mr. Johan Henrik Johannesson
## 441 Hart, Mrs. Benjamin (Esther Ada Bloomfield)
## 442 Hampe, Mr. Leon
## 443 Petterson, Mr. Johan Emil
## 444 Reynaldo, Ms. Encarnacion
## 445 Johannesen-Bratthammer, Mr. Bernt
## 446 Dodge, Master. Washington
## 447 Mellinger, Miss. Madeleine Violet
## 448 Seward, Mr. Frederic Kimber
## 449 Baclini, Miss. Marie Catherine
## 450 Peuchen, Major. Arthur Godfrey
## 451 West, Mr. Edwy Arthur
## 452 Hagland, Mr. Ingvald Olai Olsen
## 453 Foreman, Mr. Benjamin Laventall
## 454 Goldenberg, Mr. Samuel L
## 455 Peduzzi, Mr. Joseph
## 456 Jalsevac, Mr. Ivan
## 457 Millet, Mr. Francis Davis
## 458 Kenyon, Mrs. Frederick R (Marion)
## 459 Toomey, Miss. Ellen
## 460 O'Connor, Mr. Maurice
## 461 Anderson, Mr. Harry
## 462 Morley, Mr. William
## 463 Gee, Mr. Arthur H
## 464 Milling, Mr. Jacob Christian
## 465 Maisner, Mr. Simon
## 466 Goncalves, Mr. Manuel Estanslas
## 467 Campbell, Mr. William
## 468 Smart, Mr. John Montgomery
## 469 Scanlan, Mr. James
## 470 Baclini, Miss. Helene Barbara
## 471 Keefe, Mr. Arthur
## 472 Cacic, Mr. Luka
## 473 West, Mrs. Edwy Arthur (Ada Mary Worth)
## 474 Jerwan, Mrs. Amin S (Marie Marthe Thuillard)
## 475 Strandberg, Miss. Ida Sofia
## 476 Clifford, Mr. George Quincy
## 477 Renouf, Mr. Peter Henry
## 478 Braund, Mr. Lewis Richard
## 479 Karlsson, Mr. Nils August
## 480 Hirvonen, Miss. Hildur E
## 481 Goodwin, Master. Harold Victor
## 482 Frost, Mr. Anthony Wood "Archie"
## 483 Rouse, Mr. Richard Henry
## 484 Turkula, Mrs. (Hedwig)
## 485 Bishop, Mr. Dickinson H
## 486 Lefebre, Miss. Jeannie
## 487 Hoyt, Mrs. Frederick Maxfield (Jane Anne Forby)
## 488 Kent, Mr. Edward Austin
## 489 Somerton, Mr. Francis William
## 490 Coutts, Master. Eden Leslie "Neville"
## 491 Hagland, Mr. Konrad Mathias Reiersen
## 492 Windelov, Mr. Einar
## 493 Molson, Mr. Harry Markland
## 494 Artagaveytia, Mr. Ramon
## 495 Stanley, Mr. Edward Roland
## 496 Yousseff, Mr. Gerious
## 497 Eustis, Miss. Elizabeth Mussey
## 498 Shellard, Mr. Frederick William
## 499 Allison, Mrs. Hudson J C (Bessie Waldo Daniels)
## 500 Svensson, Mr. Olof
## 501 Calic, Mr. Petar
## 502 Canavan, Miss. Mary
## 503 O'Sullivan, Miss. Bridget Mary
## 504 Laitinen, Miss. Kristina Sofia
## 505 Maioni, Miss. Roberta
## 506 Penasco y Castellana, Mr. Victor de Satode
## 507 Quick, Mrs. Frederick Charles (Jane Richards)
## 508 Bradley, Mr. George ("George Arthur Brayton")
## 509 Olsen, Mr. Henry Margido
## 510 Lang, Mr. Fang
## 511 Daly, Mr. Eugene Patrick
## 512 Webber, Mr. James
## 513 McGough, Mr. James Robert
## 514 Rothschild, Mrs. Martin (Elizabeth L. Barrett)
## 515 Coleff, Mr. Satio
## 516 Walker, Mr. William Anderson
## 517 Lemore, Mrs. (Amelia Milley)
## 518 Ryan, Mr. Patrick
## 519 Angle, Mrs. William A (Florence "Mary" Agnes Hughes)
## 520 Pavlovic, Mr. Stefo
## 521 Perreault, Miss. Anne
## 522 Vovk, Mr. Janko
## 523 Lahoud, Mr. Sarkis
## 524 Hippach, Mrs. Louis Albert (Ida Sophia Fischer)
## 525 Kassem, Mr. Fared
## 526 Farrell, Mr. James
## 527 Ridsdale, Miss. Lucy
## 528 Farthing, Mr. John
## 529 Salonen, Mr. Johan Werner
## 530 Hocking, Mr. Richard George
## 531 Quick, Miss. Phyllis May
## 532 Toufik, Mr. Nakli
## 533 Elias, Mr. Joseph Jr
## 534 Peter, Mrs. Catherine (Catherine Rizk)
## 535 Cacic, Miss. Marija
## 536 Hart, Miss. Eva Miriam
## 537 Butt, Major. Archibald Willingham
## 538 LeRoy, Miss. Bertha
## 539 Risien, Mr. Samuel Beard
## 540 Frolicher, Miss. Hedwig Margaritha
## 541 Crosby, Miss. Harriet R
## 542 Andersson, Miss. Ingeborg Constanzia
## 543 Andersson, Miss. Sigrid Elisabeth
## 544 Beane, Mr. Edward
## 545 Douglas, Mr. Walter Donald
## 546 Nicholson, Mr. Arthur Ernest
## 547 Beane, Mrs. Edward (Ethel Clarke)
## 548 Padro y Manent, Mr. Julian
## 549 Goldsmith, Mr. Frank John
## 550 Davies, Master. John Morgan Jr
## 551 Thayer, Mr. John Borland Jr
## 552 Sharp, Mr. Percival James R
## 553 O'Brien, Mr. Timothy
## 554 Leeni, Mr. Fahim ("Philip Zenni")
## 555 Ohman, Miss. Velin
## 556 Wright, Mr. George
## 557 Duff Gordon, Lady. (Lucille Christiana Sutherland) ("Mrs Morgan")
## 558 Robbins, Mr. Victor
## 559 Taussig, Mrs. Emil (Tillie Mandelbaum)
## 560 de Messemaeker, Mrs. Guillaume Joseph (Emma)
## 561 Morrow, Mr. Thomas Rowan
## 562 Sivic, Mr. Husein
## 563 Norman, Mr. Robert Douglas
## 564 Simmons, Mr. John
## 565 Meanwell, Miss. (Marion Ogden)
## 566 Davies, Mr. Alfred J
## 567 Stoytcheff, Mr. Ilia
## 568 Palsson, Mrs. Nils (Alma Cornelia Berglund)
## 569 Doharr, Mr. Tannous
## 570 Jonsson, Mr. Carl
## 571 Harris, Mr. George
## 572 Appleton, Mrs. Edward Dale (Charlotte Lamson)
## 573 Flynn, Mr. John Irwin ("Irving")
## 574 Kelly, Miss. Mary
## 575 Rush, Mr. Alfred George John
## 576 Patchett, Mr. George
## 577 Garside, Miss. Ethel
## 578 Silvey, Mrs. William Baird (Alice Munger)
## 579 Caram, Mrs. Joseph (Maria Elias)
## 580 Jussila, Mr. Eiriik
## 581 Christy, Miss. Julie Rachel
## 582 Thayer, Mrs. John Borland (Marian Longstreth Morris)
## 583 Downton, Mr. William James
## 584 Ross, Mr. John Hugo
## 585 Paulner, Mr. Uscher
## 586 Taussig, Miss. Ruth
## 587 Jarvis, Mr. John Denzil
## 588 Frolicher-Stehli, Mr. Maxmillian
## 589 Gilinski, Mr. Eliezer
## 590 Murdlin, Mr. Joseph
## 591 Rintamaki, Mr. Matti
## 592 Stephenson, Mrs. Walter Bertram (Martha Eustis)
## 593 Elsbury, Mr. William James
## 594 Bourke, Miss. Mary
## 595 Chapman, Mr. John Henry
## 596 Van Impe, Mr. Jean Baptiste
## 597 Leitch, Miss. Jessie Wills
## 598 Johnson, Mr. Alfred
## 599 Boulos, Mr. Hanna
## 600 Duff Gordon, Sir. Cosmo Edmund ("Mr Morgan")
## 601 Jacobsohn, Mrs. Sidney Samuel (Amy Frances Christy)
## 602 Slabenoff, Mr. Petco
## 603 Harrington, Mr. Charles H
## 604 Torber, Mr. Ernst William
## 605 Homer, Mr. Harry ("Mr E Haven")
## 606 Lindell, Mr. Edvard Bengtsson
## 607 Karaic, Mr. Milan
## 608 Daniel, Mr. Robert Williams
## 609 Laroche, Mrs. Joseph (Juliette Marie Louise Lafargue)
## 610 Shutes, Miss. Elizabeth W
## 611 Andersson, Mrs. Anders Johan (Alfrida Konstantia Brogren)
## 612 Jardin, Mr. Jose Neto
## 613 Murphy, Miss. Margaret Jane
## 614 Horgan, Mr. John
## 615 Brocklebank, Mr. William Alfred
## 616 Herman, Miss. Alice
## 617 Danbom, Mr. Ernst Gilbert
## 618 Lobb, Mrs. William Arthur (Cordelia K Stanlick)
## 619 Becker, Miss. Marion Louise
## 620 Gavey, Mr. Lawrence
## 621 Yasbeck, Mr. Antoni
## 622 Kimball, Mr. Edwin Nelson Jr
## 623 Nakid, Mr. Sahid
## 624 Hansen, Mr. Henry Damsgaard
## 625 Bowen, Mr. David John "Dai"
## 626 Sutton, Mr. Frederick
## 627 Kirkland, Rev. Charles Leonard
## 628 Longley, Miss. Gretchen Fiske
## 629 Bostandyeff, Mr. Guentcho
## 630 O'Connell, Mr. Patrick D
## 631 Barkworth, Mr. Algernon Henry Wilson
## 632 Lundahl, Mr. Johan Svensson
## 633 Stahelin-Maeglin, Dr. Max
## 634 Parr, Mr. William Henry Marsh
## 635 Skoog, Miss. Mabel
## 636 Davis, Miss. Mary
## 637 Leinonen, Mr. Antti Gustaf
## 638 Collyer, Mr. Harvey
## 639 Panula, Mrs. Juha (Maria Emilia Ojala)
## 640 Thorneycroft, Mr. Percival
## 641 Jensen, Mr. Hans Peder
## 642 Sagesser, Mlle. Emma
## 643 Skoog, Miss. Margit Elizabeth
## 644 Foo, Mr. Choong
## 645 Baclini, Miss. Eugenie
## 646 Harper, Mr. Henry Sleeper
## 647 Cor, Mr. Liudevit
## 648 Simonius-Blumer, Col. Oberst Alfons
## 649 Willey, Mr. Edward
## 650 Stanley, Miss. Amy Zillah Elsie
## 651 Mitkoff, Mr. Mito
## 652 Doling, Miss. Elsie
## 653 Kalvik, Mr. Johannes Halvorsen
## 654 O'Leary, Miss. Hanora "Norah"
## 655 Hegarty, Miss. Hanora "Nora"
## 656 Hickman, Mr. Leonard Mark
## 657 Radeff, Mr. Alexander
## 658 Bourke, Mrs. John (Catherine)
## 659 Eitemiller, Mr. George Floyd
## 660 Newell, Mr. Arthur Webster
## 661 Frauenthal, Dr. Henry William
## 662 Badt, Mr. Mohamed
## 663 Colley, Mr. Edward Pomeroy
## 664 Coleff, Mr. Peju
## 665 Lindqvist, Mr. Eino William
## 666 Hickman, Mr. Lewis
## 667 Butler, Mr. Reginald Fenton
## 668 Rommetvedt, Mr. Knud Paust
## 669 Cook, Mr. Jacob
## 670 Taylor, Mrs. Elmer Zebley (Juliet Cummins Wright)
## 671 Brown, Mrs. Thomas William Solomon (Elizabeth Catherine Ford)
## 672 Davidson, Mr. Thornton
## 673 Mitchell, Mr. Henry Michael
## 674 Wilhelms, Mr. Charles
## 675 Watson, Mr. Ennis Hastings
## 676 Edvardsson, Mr. Gustaf Hjalmar
## 677 Sawyer, Mr. Frederick Charles
## 678 Turja, Miss. Anna Sofia
## 679 Goodwin, Mrs. Frederick (Augusta Tyler)
## 680 Cardeza, Mr. Thomas Drake Martinez
## 681 Peters, Miss. Katie
## 682 Hassab, Mr. Hammad
## 683 Olsvigen, Mr. Thor Anderson
## 684 Goodwin, Mr. Charles Edward
## 685 Brown, Mr. Thomas William Solomon
## 686 Laroche, Mr. Joseph Philippe Lemercier
## 687 Panula, Mr. Jaako Arnold
## 688 Dakic, Mr. Branko
## 689 Fischer, Mr. Eberhard Thelander
## 690 Madill, Miss. Georgette Alexandra
## 691 Dick, Mr. Albert Adrian
## 692 Karun, Miss. Manca
## 693 Lam, Mr. Ali
## 694 Saad, Mr. Khalil
## 695 Weir, Col. John
## 696 Chapman, Mr. Charles Henry
## 697 Kelly, Mr. James
## 698 Mullens, Miss. Katherine "Katie"
## 699 Thayer, Mr. John Borland
## 700 Humblen, Mr. Adolf Mathias Nicolai Olsen
## 701 Astor, Mrs. John Jacob (Madeleine Talmadge Force)
## 702 Silverthorne, Mr. Spencer Victor
## 703 Barbara, Miss. Saiide
## 704 Gallagher, Mr. Martin
## 705 Hansen, Mr. Henrik Juul
## 706 Morley, Mr. Henry Samuel ("Mr Henry Marshall")
## 707 Kelly, Mrs. Florence "Fannie"
## Ticket
## 1 A/5 21171
## 2 PC 17599
## 3 STON/O2. 3101282
## 4 113803
## 5 373450
## 6 330877
## 7 17463
## 8 349909
## 9 347742
## 10 237736
## 11 PP 9549
## 12 113783
## 13 A/5. 2151
## 14 347082
## 15 350406
## 16 248706
## 17 382652
## 18 244373
## 19 345763
## 20 2649
## 21 239865
## 22 248698
## 23 330923
## 24 113788
## 25 349909
## 26 347077
## 27 2631
## 28 19950
## 29 330959
## 30 349216
## 31 PC 17601
## 32 PC 17569
## 33 335677
## 34 C.A. 24579
## 35 PC 17604
## 36 113789
## 37 2677
## 38 A./5. 2152
## 39 345764
## 40 2651
## 41 7546
## 42 11668
## 43 349253
## 44 SC/Paris 2123
## 45 330958
## 46 S.C./A.4. 23567
## 47 370371
## 48 14311
## 49 2662
## 50 349237
## 51 3101295
## 52 A/4. 39886
## 53 PC 17572
## 54 2926
## 55 113509
## 56 19947
## 57 C.A. 31026
## 58 2697
## 59 C.A. 34651
## 60 CA 2144
## 61 2669
## 62 113572
## 63 36973
## 64 347088
## 65 PC 17605
## 66 2661
## 67 C.A. 29395
## 68 S.P. 3464
## 69 3101281
## 70 315151
## 71 C.A. 33111
## 72 CA 2144
## 73 S.O.C. 14879
## 74 2680
## 75 1601
## 76 348123
## 77 349208
## 78 374746
## 79 248738
## 80 364516
## 81 345767
## 82 345779
## 83 330932
## 84 113059
## 85 SO/C 14885
## 86 3101278
## 87 W./C. 6608
## 88 SOTON/OQ 392086
## 89 19950
## 90 343275
## 91 343276
## 92 347466
## 93 W.E.P. 5734
## 94 C.A. 2315
## 95 364500
## 96 374910
## 97 PC 17754
## 98 PC 17759
## 99 231919
## 100 244367
## 101 349245
## 102 349215
## 103 35281
## 104 7540
## 105 3101276
## 106 349207
## 107 343120
## 108 312991
## 109 349249
## 110 371110
## 111 110465
## 112 2665
## 113 324669
## 114 4136
## 115 2627
## 116 STON/O 2. 3101294
## 117 370369
## 118 11668
## 119 PC 17558
## 120 347082
## 121 S.O.C. 14879
## 122 A4. 54510
## 123 237736
## 124 27267
## 125 35281
## 126 2651
## 127 370372
## 128 C 17369
## 129 2668
## 130 347061
## 131 349241
## 132 SOTON/O.Q. 3101307
## 133 A/5. 3337
## 134 228414
## 135 C.A. 29178
## 136 SC/PARIS 2133
## 137 11752
## 138 113803
## 139 7534
## 140 PC 17593
## 141 2678
## 142 347081
## 143 STON/O2. 3101279
## 144 365222
## 145 231945
## 146 C.A. 33112
## 147 350043
## 148 W./C. 6608
## 149 230080
## 150 244310
## 151 S.O.P. 1166
## 152 113776
## 153 A.5. 11206
## 154 A/5. 851
## 155 Fa 265302
## 156 PC 17597
## 157 35851
## 158 SOTON/OQ 392090
## 159 315037
## 160 CA. 2343
## 161 371362
## 162 C.A. 33595
## 163 347068
## 164 315093
## 165 3101295
## 166 363291
## 167 113505
## 168 347088
## 169 PC 17318
## 170 1601
## 171 111240
## 172 382652
## 173 347742
## 174 STON/O 2. 3101280
## 175 17764
## 176 350404
## 177 4133
## 178 PC 17595
## 179 250653
## 180 LINE
## 181 CA. 2343
## 182 SC/PARIS 2131
## 183 347077
## 184 230136
## 185 315153
## 186 113767
## 187 370365
## 188 111428
## 189 364849
## 190 349247
## 191 234604
## 192 28424
## 193 350046
## 194 230080
## 195 PC 17610
## 196 PC 17569
## 197 368703
## 198 4579
## 199 370370
## 200 248747
## 201 345770
## 202 CA. 2343
## 203 3101264
## 204 2628
## 205 A/5 3540
## 206 347054
## 207 3101278
## 208 2699
## 209 367231
## 210 112277
## 211 SOTON/O.Q. 3101311
## 212 F.C.C. 13528
## 213 A/5 21174
## 214 250646
## 215 367229
## 216 35273
## 217 STON/O2. 3101283
## 218 243847
## 219 11813
## 220 W/C 14208
## 221 SOTON/OQ 392089
## 222 220367
## 223 21440
## 224 349234
## 225 19943
## 226 PP 4348
## 227 SW/PP 751
## 228 A/5 21173
## 229 236171
## 230 4133
## 231 36973
## 232 347067
## 233 237442
## 234 347077
## 235 C.A. 29566
## 236 W./C. 6609
## 237 26707
## 238 C.A. 31921
## 239 28665
## 240 SCO/W 1585
## 241 2665
## 242 367230
## 243 W./C. 14263
## 244 STON/O 2. 3101275
## 245 2694
## 246 19928
## 247 347071
## 248 250649
## 249 11751
## 250 244252
## 251 362316
## 252 347054
## 253 113514
## 254 A/5. 3336
## 255 370129
## 256 2650
## 257 PC 17585
## 258 110152
## 259 PC 17755
## 260 230433
## 261 384461
## 262 347077
## 263 110413
## 264 112059
## 265 382649
## 266 C.A. 17248
## 267 3101295
## 268 347083
## 269 PC 17582
## 270 PC 17760
## 271 113798
## 272 LINE
## 273 250644
## 274 PC 17596
## 275 370375
## 276 13502
## 277 347073
## 278 239853
## 279 382652
## 280 C.A. 2673
## 281 336439
## 282 347464
## 283 345778
## 284 A/5. 10482
## 285 113056
## 286 349239
## 287 345774
## 288 349206
## 289 237798
## 290 370373
## 291 19877
## 292 11967
## 293 SC/Paris 2163
## 294 349236
## 295 349233
## 296 PC 17612
## 297 2693
## 298 113781
## 299 19988
## 300 PC 17558
## 301 9234
## 302 367226
## 303 LINE
## 304 226593
## 305 A/5 2466
## 306 113781
## 307 17421
## 308 PC 17758
## 309 P/PP 3381
## 310 PC 17485
## 311 11767
## 312 PC 17608
## 313 250651
## 314 349243
## 315 F.C.C. 13529
## 316 347470
## 317 244367
## 318 29011
## 319 36928
## 320 16966
## 321 A/5 21172
## 322 349219
## 323 234818
## 324 248738
## 325 CA. 2343
## 326 PC 17760
## 327 345364
## 328 28551
## 329 363291
## 330 111361
## 331 367226
## 332 113043
## 333 PC 17582
## 334 345764
## 335 PC 17611
## 336 349225
## 337 113776
## 338 16966
## 339 7598
## 340 113784
## 341 230080
## 342 19950
## 343 248740
## 344 244361
## 345 229236
## 346 248733
## 347 31418
## 348 386525
## 349 C.A. 37671
## 350 315088
## 351 7267
## 352 113510
## 353 2695
## 354 349237
## 355 2647
## 356 345783
## 357 113505
## 358 237671
## 359 330931
## 360 330980
## 361 347088
## 362 SC/PARIS 2167
## 363 2691
## 364 SOTON/O.Q. 3101310
## 365 370365
## 366 C 7076
## 367 110813
## 368 2626
## 369 14313
## 370 PC 17477
## 371 11765
## 372 3101267
## 373 323951
## 374 PC 17760
## 375 349909
## 376 PC 17604
## 377 C 7077
## 378 113503
## 379 2648
## 380 347069
## 381 PC 17757
## 382 2653
## 383 STON/O 2. 3101293
## 384 113789
## 385 349227
## 386 S.O.C. 14879
## 387 CA 2144
## 388 27849
## 389 367655
## 390 SC 1748
## 391 113760
## 392 350034
## 393 3101277
## 394 35273
## 395 PP 9549
## 396 350052
## 397 350407
## 398 28403
## 399 244278
## 400 240929
## 401 STON/O 2. 3101289
## 402 341826
## 403 4137
## 404 STON/O2. 3101279
## 405 315096
## 406 28664
## 407 347064
## 408 29106
## 409 312992
## 410 4133
## 411 349222
## 412 394140
## 413 19928
## 414 239853
## 415 STON/O 2. 3101269
## 416 343095
## 417 28220
## 418 250652
## 419 28228
## 420 345773
## 421 349254
## 422 A/5. 13032
## 423 315082
## 424 347080
## 425 370129
## 426 A/4. 34244
## 427 2003
## 428 250655
## 429 364851
## 430 SOTON/O.Q. 392078
## 431 110564
## 432 376564
## 433 SC/AH 3085
## 434 STON/O 2. 3101274
## 435 13507
## 436 113760
## 437 W./C. 6608
## 438 29106
## 439 19950
## 440 C.A. 18723
## 441 F.C.C. 13529
## 442 345769
## 443 347076
## 444 230434
## 445 65306
## 446 33638
## 447 250644
## 448 113794
## 449 2666
## 450 113786
## 451 C.A. 34651
## 452 65303
## 453 113051
## 454 17453
## 455 A/5 2817
## 456 349240
## 457 13509
## 458 17464
## 459 F.C.C. 13531
## 460 371060
## 461 19952
## 462 364506
## 463 111320
## 464 234360
## 465 A/S 2816
## 466 SOTON/O.Q. 3101306
## 467 239853
## 468 113792
## 469 36209
## 470 2666
## 471 323592
## 472 315089
## 473 C.A. 34651
## 474 SC/AH Basle 541
## 475 7553
## 476 110465
## 477 31027
## 478 3460
## 479 350060
## 480 3101298
## 481 CA 2144
## 482 239854
## 483 A/5 3594
## 484 4134
## 485 11967
## 486 4133
## 487 19943
## 488 11771
## 489 A.5. 18509
## 490 C.A. 37671
## 491 65304
## 492 SOTON/OQ 3101317
## 493 113787
## 494 PC 17609
## 495 A/4 45380
## 496 2627
## 497 36947
## 498 C.A. 6212
## 499 113781
## 500 350035
## 501 315086
## 502 364846
## 503 330909
## 504 4135
## 505 110152
## 506 PC 17758
## 507 26360
## 508 111427
## 509 C 4001
## 510 1601
## 511 382651
## 512 SOTON/OQ 3101316
## 513 PC 17473
## 514 PC 17603
## 515 349209
## 516 36967
## 517 C.A. 34260
## 518 371110
## 519 226875
## 520 349242
## 521 12749
## 522 349252
## 523 2624
## 524 111361
## 525 2700
## 526 367232
## 527 W./C. 14258
## 528 PC 17483
## 529 3101296
## 530 29104
## 531 26360
## 532 2641
## 533 2690
## 534 2668
## 535 315084
## 536 F.C.C. 13529
## 537 113050
## 538 PC 17761
## 539 364498
## 540 13568
## 541 WE/P 5735
## 542 347082
## 543 347082
## 544 2908
## 545 PC 17761
## 546 693
## 547 2908
## 548 SC/PARIS 2146
## 549 363291
## 550 C.A. 33112
## 551 17421
## 552 244358
## 553 330979
## 554 2620
## 555 347085
## 556 113807
## 557 11755
## 558 PC 17757
## 559 110413
## 560 345572
## 561 372622
## 562 349251
## 563 218629
## 564 SOTON/OQ 392082
## 565 SOTON/O.Q. 392087
## 566 A/4 48871
## 567 349205
## 568 349909
## 569 2686
## 570 350417
## 571 S.W./PP 752
## 572 11769
## 573 PC 17474
## 574 14312
## 575 A/4. 20589
## 576 358585
## 577 243880
## 578 13507
## 579 2689
## 580 STON/O 2. 3101286
## 581 237789
## 582 17421
## 583 28403
## 584 13049
## 585 3411
## 586 110413
## 587 237565
## 588 13567
## 589 14973
## 590 A./5. 3235
## 591 STON/O 2. 3101273
## 592 36947
## 593 A/5 3902
## 594 364848
## 595 SC/AH 29037
## 596 345773
## 597 248727
## 598 LINE
## 599 2664
## 600 PC 17485
## 601 243847
## 602 349214
## 603 113796
## 604 364511
## 605 111426
## 606 349910
## 607 349246
## 608 113804
## 609 SC/Paris 2123
## 610 PC 17582
## 611 347082
## 612 SOTON/O.Q. 3101305
## 613 367230
## 614 370377
## 615 364512
## 616 220845
## 617 347080
## 618 A/5. 3336
## 619 230136
## 620 31028
## 621 2659
## 622 11753
## 623 2653
## 624 350029
## 625 54636
## 626 36963
## 627 219533
## 628 13502
## 629 349224
## 630 334912
## 631 27042
## 632 347743
## 633 13214
## 634 112052
## 635 347088
## 636 237668
## 637 STON/O 2. 3101292
## 638 C.A. 31921
## 639 3101295
## 640 376564
## 641 350050
## 642 PC 17477
## 643 347088
## 644 1601
## 645 2666
## 646 PC 17572
## 647 349231
## 648 13213
## 649 S.O./P.P. 751
## 650 CA. 2314
## 651 349221
## 652 231919
## 653 8475
## 654 330919
## 655 365226
## 656 S.O.C. 14879
## 657 349223
## 658 364849
## 659 29751
## 660 35273
## 661 PC 17611
## 662 2623
## 663 5727
## 664 349210
## 665 STON/O 2. 3101285
## 666 S.O.C. 14879
## 667 234686
## 668 312993
## 669 A/5 3536
## 670 19996
## 671 29750
## 672 F.C. 12750
## 673 C.A. 24580
## 674 244270
## 675 239856
## 676 349912
## 677 342826
## 678 4138
## 679 CA 2144
## 680 PC 17755
## 681 330935
## 682 PC 17572
## 683 6563
## 684 CA 2144
## 685 29750
## 686 SC/Paris 2123
## 687 3101295
## 688 349228
## 689 350036
## 690 24160
## 691 17474
## 692 349256
## 693 1601
## 694 2672
## 695 113800
## 696 248731
## 697 363592
## 698 35852
## 699 17421
## 700 348121
## 701 PC 17757
## 702 PC 17475
## 703 2691
## 704 36864
## 705 350025
## 706 250655
## 707 223596#Mengisi NaN
df$Cabin = ifelse(is.na(df$Cabin),
ave(df$Cabin, FUN = function(x) mean(x, na.rm = TRUE)), df$Cabin)
view(df)