Sushrut_Titanic_Analysis
SV
November 23, 2018
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Titanic Survival Analysis
Using Decision Tree
******************************************************************************************************
1. Import the data set in R, create a variable called titanic & store the data in it.
getwd()## [1] "C:/Users/DELL/Documents/Imarticus_Data"setwd("C:/Users/DELL/Documents/Imarticus_Data")
titanic <- read.csv("titanic.csv")
titanic## PassengerId Survived Pclass
## 1 1 0 3
## 2 2 1 1
## 3 3 1 3
## 4 4 1 1
## 5 5 0 3
## 6 6 0 3
## 7 7 0 1
## 8 8 0 3
## 9 9 1 3
## 10 10 1 2
## 11 11 1 3
## 12 12 1 1
## 13 13 0 3
## 14 14 0 3
## 15 15 0 3
## 16 16 1 2
## 17 17 0 3
## 18 18 1 2
## 19 19 0 3
## 20 20 1 3
## 21 21 0 2
## 22 22 1 2
## 23 23 1 3
## 24 24 1 1
## 25 25 0 3
## 26 26 1 3
## 27 27 0 3
## 28 28 0 1
## 29 29 1 3
## 30 30 0 3
## 31 31 0 1
## 32 32 1 1
## 33 33 1 3
## 34 34 0 2
## 35 35 0 1
## 36 36 0 1
## 37 37 1 3
## 38 38 0 3
## 39 39 0 3
## 40 40 1 3
## 41 41 0 3
## 42 42 0 2
## 43 43 0 3
## 44 44 1 2
## 45 45 1 3
## 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 62 1 1
## 63 63 0 1
## 64 64 0 3
## 65 65 0 1
## 66 66 1 3
## 67 67 1 2
## 68 68 0 3
## 69 69 1 3
## 70 70 0 3
## 71 71 0 2
## 72 72 0 3
## 73 73 0 2
## 74 74 0 3
## 75 75 1 3
## 76 76 0 3
## 77 77 0 3
## 78 78 0 3
## 79 79 1 2
## 80 80 1 3
## 81 81 0 3
## 82 82 1 3
## 83 83 1 3
## 84 84 0 1
## 85 85 1 2
## 86 86 1 3
## 87 87 0 3
## 88 88 0 3
## 89 89 1 1
## 90 90 0 3
## 91 91 0 3
## 92 92 0 3
## 93 93 0 1
## 94 94 0 3
## 95 95 0 3
## 96 96 0 3
## 97 97 0 1
## 98 98 1 1
## 99 99 1 2
## 100 100 0 2
## 101 101 0 3
## 102 102 0 3
## 103 103 0 1
## 104 104 0 3
## 105 105 0 3
## 106 106 0 3
## 107 107 1 3
## 108 108 1 3
## 109 109 0 3
## 110 110 1 3
## 111 111 0 1
## 112 112 0 3
## 113 113 0 3
## 114 114 0 3
## 115 115 0 3
## 116 116 0 3
## 117 117 0 3
## 118 118 0 2
## 119 119 0 1
## 120 120 0 3
## 121 121 0 2
## 122 122 0 3
## 123 123 0 2
## 124 124 1 2
## 125 125 0 1
## 126 126 1 3
## 127 127 0 3
## 128 128 1 3
## 129 129 1 3
## 130 130 0 3
## 131 131 0 3
## 132 132 0 3
## 133 133 0 3
## 134 134 1 2
## 135 135 0 2
## 136 136 0 2
## 137 137 1 1
## 138 138 0 1
## 139 139 0 3
## 140 140 0 1
## 141 141 0 3
## 142 142 1 3
## 143 143 1 3
## 144 144 0 3
## 145 145 0 2
## 146 146 0 2
## 147 147 1 3
## 148 148 0 3
## 149 149 0 2
## 150 150 0 2
## 151 151 0 2
## 152 152 1 1
## 153 153 0 3
## 154 154 0 3
## 155 155 0 3
## 156 156 0 1
## 157 157 1 3
## 158 158 0 3
## 159 159 0 3
## 160 160 0 3
## 161 161 0 3
## 162 162 1 2
## 163 163 0 3
## 164 164 0 3
## 165 165 0 3
## 166 166 1 3
## 167 167 1 1
## 168 168 0 3
## 169 169 0 1
## 170 170 0 3
## 171 171 0 1
## 172 172 0 3
## 173 173 1 3
## 174 174 0 3
## 175 175 0 1
## 176 176 0 3
## 177 177 0 3
## 178 178 0 1
## 179 179 0 2
## 180 180 0 3
## 181 181 0 3
## 182 182 0 2
## 183 183 0 3
## 184 184 1 2
## 185 185 1 3
## 186 186 0 1
## 187 187 1 3
## 188 188 1 1
## 189 189 0 3
## 190 190 0 3
## 191 191 1 2
## 192 192 0 2
## 193 193 1 3
## 194 194 1 2
## 195 195 1 1
## 196 196 1 1
## 197 197 0 3
## 198 198 0 3
## 199 199 1 3
## 200 200 0 2
## 201 201 0 3
## 202 202 0 3
## 203 203 0 3
## 204 204 0 3
## 205 205 1 3
## 206 206 0 3
## 207 207 0 3
## 208 208 1 3
## 209 209 1 3
## 210 210 1 1
## 211 211 0 3
## 212 212 1 2
## 213 213 0 3
## 214 214 0 2
## 215 215 0 3
## 216 216 1 1
## 217 217 1 3
## 218 218 0 2
## 219 219 1 1
## 220 220 0 2
## 221 221 1 3
## 222 222 0 2
## 223 223 0 3
## 224 224 0 3
## 225 225 1 1
## 226 226 0 3
## 227 227 1 2
## 228 228 0 3
## 229 229 0 2
## 230 230 0 3
## 231 231 1 1
## 232 232 0 3
## 233 233 0 2
## 234 234 1 3
## 235 235 0 2
## 236 236 0 3
## 237 237 0 2
## 238 238 1 2
## 239 239 0 2
## 240 240 0 2
## 241 241 0 3
## 242 242 1 3
## 243 243 0 2
## 244 244 0 3
## 245 245 0 3
## 246 246 0 1
## 247 247 0 3
## 248 248 1 2
## 249 249 1 1
## 250 250 0 2
## 251 251 0 3
## 252 252 0 3
## 253 253 0 1
## 254 254 0 3
## 255 255 0 3
## 256 256 1 3
## 257 257 1 1
## 258 258 1 1
## 259 259 1 1
## 260 260 1 2
## 261 261 0 3
## 262 262 1 3
## 263 263 0 1
## 264 264 0 1
## 265 265 0 3
## 266 266 0 2
## 267 267 0 3
## 268 268 1 3
## 269 269 1 1
## 270 270 1 1
## 271 271 0 1
## 272 272 1 3
## 273 273 1 2
## 274 274 0 1
## 275 275 1 3
## 276 276 1 1
## 277 277 0 3
## 278 278 0 2
## 279 279 0 3
## 280 280 1 3
## 281 281 0 3
## 282 282 0 3
## 283 283 0 3
## 284 284 1 3
## 285 285 0 1
## 286 286 0 3
## 287 287 1 3
## 288 288 0 3
## 289 289 1 2
## 290 290 1 3
## 291 291 1 1
## 292 292 1 1
## 293 293 0 2
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## 295 295 0 3
## 296 296 0 1
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## 298 298 0 1
## 299 299 1 1
## 300 300 1 1
## 301 301 1 3
## 302 302 1 3
## 303 303 0 3
## 304 304 1 2
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## 306 306 1 1
## 307 307 1 1
## 308 308 1 1
## 309 309 0 2
## 310 310 1 1
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## 312 312 1 1
## 313 313 0 2
## 314 314 0 3
## 315 315 0 2
## 316 316 1 3
## 317 317 1 2
## 318 318 0 2
## 319 319 1 1
## 320 320 1 1
## 321 321 0 3
## 322 322 0 3
## 323 323 1 2
## 324 324 1 2
## 325 325 0 3
## 326 326 1 1
## 327 327 0 3
## 328 328 1 2
## 329 329 1 3
## 330 330 1 1
## 331 331 1 3
## 332 332 0 1
## 333 333 0 1
## 334 334 0 3
## 335 335 1 1
## 336 336 0 3
## 337 337 0 1
## 338 338 1 1
## 339 339 1 3
## 340 340 0 1
## 341 341 1 2
## 342 342 1 1
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## 344 344 0 2
## 345 345 0 2
## 346 346 1 2
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## 348 348 1 3
## 349 349 1 3
## 350 350 0 3
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## 352 352 0 1
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## 357 357 1 1
## 358 358 0 2
## 359 359 1 3
## 360 360 1 3
## 361 361 0 3
## 362 362 0 2
## 363 363 0 3
## 364 364 0 3
## 365 365 0 3
## 366 366 0 3
## 367 367 1 1
## 368 368 1 3
## 369 369 1 3
## 370 370 1 1
## 371 371 1 1
## 372 372 0 3
## 373 373 0 3
## 374 374 0 1
## 375 375 0 3
## 376 376 1 1
## 377 377 1 3
## 378 378 0 1
## 379 379 0 3
## 380 380 0 3
## 381 381 1 1
## 382 382 1 3
## 383 383 0 3
## 384 384 1 1
## 385 385 0 3
## 386 386 0 2
## 387 387 0 3
## 388 388 1 2
## 389 389 0 3
## 390 390 1 2
## 391 391 1 1
## 392 392 1 3
## 393 393 0 3
## 394 394 1 1
## 395 395 1 3
## 396 396 0 3
## 397 397 0 3
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## 399 399 0 2
## 400 400 1 2
## 401 401 1 3
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## 405 405 0 3
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## 411 411 0 3
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## 413 413 1 1
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## 415 415 1 3
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## 417 417 1 2
## 418 418 1 2
## 419 419 0 2
## 420 420 0 3
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## 423 423 0 3
## 424 424 0 3
## 425 425 0 3
## 426 426 0 3
## 427 427 1 2
## 428 428 1 2
## 429 429 0 3
## 430 430 1 3
## 431 431 1 1
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## 433 433 1 2
## 434 434 0 3
## 435 435 0 1
## 436 436 1 1
## 437 437 0 3
## 438 438 1 2
## 439 439 0 1
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## 441 441 1 2
## 442 442 0 3
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## 529 529 0 3
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## 531 531 1 2
## 532 532 0 3
## 533 533 0 3
## 534 534 1 3
## 535 535 0 3
## 536 536 1 2
## 537 537 0 1
## 538 538 1 1
## 539 539 0 3
## 540 540 1 1
## 541 541 1 1
## 542 542 0 3
## 543 543 0 3
## 544 544 1 2
## 545 545 0 1
## 546 546 0 1
## 547 547 1 2
## 548 548 1 2
## 549 549 0 3
## 550 550 1 2
## 551 551 1 1
## 552 552 0 2
## 553 553 0 3
## 554 554 1 3
## 555 555 1 3
## 556 556 0 1
## 557 557 1 1
## 558 558 0 1
## 559 559 1 1
## 560 560 1 3
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## 568 568 0 3
## 569 569 0 3
## 570 570 1 3
## 571 571 1 2
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## 574 574 1 3
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## 579 579 0 3
## 580 580 1 3
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## 582 582 1 1
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## 585 585 0 3
## 586 586 1 1
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## 588 588 1 1
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## 590 590 0 3
## 591 591 0 3
## 592 592 1 1
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## 594 594 0 3
## 595 595 0 2
## 596 596 0 3
## 597 597 1 2
## 598 598 0 3
## 599 599 0 3
## 600 600 1 1
## 601 601 1 2
## 602 602 0 3
## 603 603 0 1
## 604 604 0 3
## 605 605 1 1
## 606 606 0 3
## 607 607 0 3
## 608 608 1 1
## 609 609 1 2
## 610 610 1 1
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## 612 612 0 3
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## 614 614 0 3
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## 616 616 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 Icard, Miss. Amelie
## 63 Harris, Mr. Henry Birkhardt
## 64 Skoog, Master. Harald
## 65 Stewart, Mr. Albert A
## 66 Moubarek, Master. Gerios
## 67 Nye, Mrs. (Elizabeth Ramell)
## 68 Crease, Mr. Ernest James
## 69 Andersson, Miss. Erna Alexandra
## 70 Kink, Mr. Vincenz
## 71 Jenkin, Mr. Stephen Curnow
## 72 Goodwin, Miss. Lillian Amy
## 73 Hood, Mr. Ambrose Jr
## 74 Chronopoulos, Mr. Apostolos
## 75 Bing, Mr. Lee
## 76 Moen, Mr. Sigurd Hansen
## 77 Staneff, Mr. Ivan
## 78 Moutal, Mr. Rahamin Haim
## 79 Caldwell, Master. Alden Gates
## 80 Dowdell, Miss. Elizabeth
## 81 Waelens, Mr. Achille
## 82 Sheerlinck, Mr. Jan Baptist
## 83 McDermott, Miss. Brigdet Delia
## 84 Carrau, Mr. Francisco M
## 85 Ilett, Miss. Bertha
## 86 Backstrom, Mrs. Karl Alfred (Maria Mathilda Gustafsson)
## 87 Ford, Mr. William Neal
## 88 Slocovski, Mr. Selman Francis
## 89 Fortune, Miss. Mabel Helen
## 90 Celotti, Mr. Francesco
## 91 Christmann, Mr. Emil
## 92 Andreasson, Mr. Paul Edvin
## 93 Chaffee, Mr. Herbert Fuller
## 94 Dean, Mr. Bertram Frank
## 95 Coxon, Mr. Daniel
## 96 Shorney, Mr. Charles Joseph
## 97 Goldschmidt, Mr. George B
## 98 Greenfield, Mr. William Bertram
## 99 Doling, Mrs. John T (Ada Julia Bone)
## 100 Kantor, Mr. Sinai
## 101 Petranec, Miss. Matilda
## 102 Petroff, Mr. Pastcho ("Pentcho")
## 103 White, Mr. Richard Frasar
## 104 Johansson, Mr. Gustaf Joel
## 105 Gustafsson, Mr. Anders Vilhelm
## 106 Mionoff, Mr. Stoytcho
## 107 Salkjelsvik, Miss. Anna Kristine
## 108 Moss, Mr. Albert Johan
## 109 Rekic, Mr. Tido
## 110 Moran, Miss. Bertha
## 111 Porter, Mr. Walter Chamberlain
## 112 Zabour, Miss. Hileni
## 113 Barton, Mr. David John
## 114 Jussila, Miss. Katriina
## 115 Attalah, Miss. Malake
## 116 Pekoniemi, Mr. Edvard
## 117 Connors, Mr. Patrick
## 118 Turpin, Mr. William John Robert
## 119 Baxter, Mr. Quigg Edmond
## 120 Andersson, Miss. Ellis Anna Maria
## 121 Hickman, Mr. Stanley George
## 122 Moore, Mr. Leonard Charles
## 123 Nasser, Mr. Nicholas
## 124 Webber, Miss. Susan
## 125 White, Mr. Percival Wayland
## 126 Nicola-Yarred, Master. Elias
## 127 McMahon, Mr. Martin
## 128 Madsen, Mr. Fridtjof Arne
## 129 Peter, Miss. Anna
## 130 Ekstrom, Mr. Johan
## 131 Drazenoic, Mr. Jozef
## 132 Coelho, Mr. Domingos Fernandeo
## 133 Robins, Mrs. Alexander A (Grace Charity Laury)
## 134 Weisz, Mrs. Leopold (Mathilde Francoise Pede)
## 135 Sobey, Mr. Samuel James Hayden
## 136 Richard, Mr. Emile
## 137 Newsom, Miss. Helen Monypeny
## 138 Futrelle, Mr. Jacques Heath
## 139 Osen, Mr. Olaf Elon
## 140 Giglio, Mr. Victor
## 141 Boulos, Mrs. Joseph (Sultana)
## 142 Nysten, Miss. Anna Sofia
## 143 Hakkarainen, Mrs. Pekka Pietari (Elin Matilda Dolck)
## 144 Burke, Mr. Jeremiah
## 145 Andrew, Mr. Edgardo Samuel
## 146 Nicholls, Mr. Joseph Charles
## 147 Andersson, Mr. August Edvard ("Wennerstrom")
## 148 Ford, Miss. Robina Maggie "Ruby"
## 149 Navratil, Mr. Michel ("Louis M Hoffman")
## 150 Byles, Rev. Thomas Roussel Davids
## 151 Bateman, Rev. Robert James
## 152 Pears, Mrs. Thomas (Edith Wearne)
## 153 Meo, Mr. Alfonzo
## 154 van Billiard, Mr. Austin Blyler
## 155 Olsen, Mr. Ole Martin
## 156 Williams, Mr. Charles Duane
## 157 Gilnagh, Miss. Katherine "Katie"
## 158 Corn, Mr. Harry
## 159 Smiljanic, Mr. Mile
## 160 Sage, Master. Thomas Henry
## 161 Cribb, Mr. John Hatfield
## 162 Watt, Mrs. James (Elizabeth "Bessie" Inglis Milne)
## 163 Bengtsson, Mr. John Viktor
## 164 Calic, Mr. Jovo
## 165 Panula, Master. Eino Viljami
## 166 Goldsmith, Master. Frank John William "Frankie"
## 167 Chibnall, Mrs. (Edith Martha Bowerman)
## 168 Skoog, Mrs. William (Anna Bernhardina Karlsson)
## 169 Baumann, Mr. John D
## 170 Ling, Mr. Lee
## 171 Van der hoef, Mr. Wyckoff
## 172 Rice, Master. Arthur
## 173 Johnson, Miss. Eleanor Ileen
## 174 Sivola, Mr. Antti Wilhelm
## 175 Smith, Mr. James Clinch
## 176 Klasen, Mr. Klas Albin
## 177 Lefebre, Master. Henry Forbes
## 178 Isham, Miss. Ann Elizabeth
## 179 Hale, Mr. Reginald
## 180 Leonard, Mr. Lionel
## 181 Sage, Miss. Constance Gladys
## 182 Pernot, Mr. Rene
## 183 Asplund, Master. Clarence Gustaf Hugo
## 184 Becker, Master. Richard F
## 185 Kink-Heilmann, Miss. Luise Gretchen
## 186 Rood, Mr. Hugh Roscoe
## 187 O'Brien, Mrs. Thomas (Johanna "Hannah" Godfrey)
## 188 Romaine, Mr. Charles Hallace ("Mr C Rolmane")
## 189 Bourke, Mr. John
## 190 Turcin, Mr. Stjepan
## 191 Pinsky, Mrs. (Rosa)
## 192 Carbines, Mr. William
## 193 Andersen-Jensen, Miss. Carla Christine Nielsine
## 194 Navratil, Master. Michel M
## 195 Brown, Mrs. James Joseph (Margaret Tobin)
## 196 Lurette, Miss. Elise
## 197 Mernagh, Mr. Robert
## 198 Olsen, Mr. Karl Siegwart Andreas
## 199 Madigan, Miss. Margaret "Maggie"
## 200 Yrois, Miss. Henriette ("Mrs Harbeck")
## 201 Vande Walle, Mr. Nestor Cyriel
## 202 Sage, Mr. Frederick
## 203 Johanson, Mr. Jakob Alfred
## 204 Youseff, Mr. Gerious
## 205 Cohen, Mr. Gurshon "Gus"
## 206 Strom, Miss. Telma Matilda
## 207 Backstrom, Mr. Karl Alfred
## 208 Albimona, Mr. Nassef Cassem
## 209 Carr, Miss. Helen "Ellen"
## 210 Blank, Mr. Henry
## 211 Ali, Mr. Ahmed
## 212 Cameron, Miss. Clear Annie
## 213 Perkin, Mr. John Henry
## 214 Givard, Mr. Hans Kristensen
## 215 Kiernan, Mr. Philip
## 216 Newell, Miss. Madeleine
## 217 Honkanen, Miss. Eliina
## 218 Jacobsohn, Mr. Sidney Samuel
## 219 Bazzani, Miss. Albina
## 220 Harris, Mr. Walter
## 221 Sunderland, Mr. Victor Francis
## 222 Bracken, Mr. James H
## 223 Green, Mr. George Henry
## 224 Nenkoff, Mr. Christo
## 225 Hoyt, Mr. Frederick Maxfield
## 226 Berglund, Mr. Karl Ivar Sven
## 227 Mellors, Mr. William John
## 228 Lovell, Mr. John Hall ("Henry")
## 229 Fahlstrom, Mr. Arne Jonas
## 230 Lefebre, Miss. Mathilde
## 231 Harris, Mrs. Henry Birkhardt (Irene Wallach)
## 232 Larsson, Mr. Bengt Edvin
## 233 Sjostedt, Mr. Ernst Adolf
## 234 Asplund, Miss. Lillian Gertrud
## 235 Leyson, Mr. Robert William Norman
## 236 Harknett, Miss. Alice Phoebe
## 237 Hold, Mr. Stephen
## 238 Collyer, Miss. Marjorie "Lottie"
## 239 Pengelly, Mr. Frederick William
## 240 Hunt, Mr. George Henry
## 241 Zabour, Miss. Thamine
## 242 Murphy, Miss. Katherine "Kate"
## 243 Coleridge, Mr. Reginald Charles
## 244 Maenpaa, Mr. Matti Alexanteri
## 245 Attalah, Mr. Sleiman
## 246 Minahan, Dr. William Edward
## 247 Lindahl, Miss. Agda Thorilda Viktoria
## 248 Hamalainen, Mrs. William (Anna)
## 249 Beckwith, Mr. Richard Leonard
## 250 Carter, Rev. Ernest Courtenay
## 251 Reed, Mr. James George
## 252 Strom, Mrs. Wilhelm (Elna Matilda Persson)
## 253 Stead, Mr. William Thomas
## 254 Lobb, Mr. William Arthur
## 255 Rosblom, Mrs. Viktor (Helena Wilhelmina)
## 256 Touma, Mrs. Darwis (Hanne Youssef Razi)
## 257 Thorne, Mrs. Gertrude Maybelle
## 258 Cherry, Miss. Gladys
## 259 Ward, Miss. Anna
## 260 Parrish, Mrs. (Lutie Davis)
## 261 Smith, Mr. Thomas
## 262 Asplund, Master. Edvin Rojj Felix
## 263 Taussig, Mr. Emil
## 264 Harrison, Mr. William
## 265 Henry, Miss. Delia
## 266 Reeves, Mr. David
## 267 Panula, Mr. Ernesti Arvid
## 268 Persson, Mr. Ernst Ulrik
## 269 Graham, Mrs. William Thompson (Edith Junkins)
## 270 Bissette, Miss. Amelia
## 271 Cairns, Mr. Alexander
## 272 Tornquist, Mr. William Henry
## 273 Mellinger, Mrs. (Elizabeth Anne Maidment)
## 274 Natsch, Mr. Charles H
## 275 Healy, Miss. Hanora "Nora"
## 276 Andrews, Miss. Kornelia Theodosia
## 277 Lindblom, Miss. Augusta Charlotta
## 278 Parkes, Mr. Francis "Frank"
## 279 Rice, Master. Eric
## 280 Abbott, Mrs. Stanton (Rosa Hunt)
## 281 Duane, Mr. Frank
## 282 Olsson, Mr. Nils Johan Goransson
## 283 de Pelsmaeker, Mr. Alfons
## 284 Dorking, Mr. Edward Arthur
## 285 Smith, Mr. Richard William
## 286 Stankovic, Mr. Ivan
## 287 de Mulder, Mr. Theodore
## 288 Naidenoff, Mr. Penko
## 289 Hosono, Mr. Masabumi
## 290 Connolly, Miss. Kate
## 291 Barber, Miss. Ellen "Nellie"
## 292 Bishop, Mrs. Dickinson H (Helen Walton)
## 293 Levy, Mr. Rene Jacques
## 294 Haas, Miss. Aloisia
## 295 Mineff, Mr. Ivan
## 296 Lewy, Mr. Ervin G
## 297 Hanna, Mr. Mansour
## 298 Allison, Miss. Helen Loraine
## 299 Saalfeld, Mr. Adolphe
## 300 Baxter, Mrs. James (Helene DeLaudeniere Chaput)
## 301 Kelly, Miss. Anna Katherine "Annie Kate"
## 302 McCoy, Mr. Bernard
## 303 Johnson, Mr. William Cahoone Jr
## 304 Keane, Miss. Nora A
## 305 Williams, Mr. Howard Hugh "Harry"
## 306 Allison, Master. Hudson Trevor
## 307 Fleming, Miss. Margaret
## 308 Penasco y Castellana, Mrs. Victor de Satode (Maria Josefa Perez de Soto y Vallejo)
## 309 Abelson, Mr. Samuel
## 310 Francatelli, Miss. Laura Mabel
## 311 Hays, Miss. Margaret Bechstein
## 312 Ryerson, Miss. Emily Borie
## 313 Lahtinen, Mrs. William (Anna Sylfven)
## 314 Hendekovic, Mr. Ignjac
## 315 Hart, Mr. Benjamin
## 316 Nilsson, Miss. Helmina Josefina
## 317 Kantor, Mrs. Sinai (Miriam Sternin)
## 318 Moraweck, Dr. Ernest
## 319 Wick, Miss. Mary Natalie
## 320 Spedden, Mrs. Frederic Oakley (Margaretta Corning Stone)
## 321 Dennis, Mr. Samuel
## 322 Danoff, Mr. Yoto
## 323 Slayter, Miss. Hilda Mary
## 324 Caldwell, Mrs. Albert Francis (Sylvia Mae Harbaugh)
## 325 Sage, Mr. George John Jr
## 326 Young, Miss. Marie Grice
## 327 Nysveen, Mr. Johan Hansen
## 328 Ball, Mrs. (Ada E Hall)
## 329 Goldsmith, Mrs. Frank John (Emily Alice Brown)
## 330 Hippach, Miss. Jean Gertrude
## 331 McCoy, Miss. Agnes
## 332 Partner, Mr. Austen
## 333 Graham, Mr. George Edward
## 334 Vander Planke, Mr. Leo Edmondus
## 335 Frauenthal, Mrs. Henry William (Clara Heinsheimer)
## 336 Denkoff, Mr. Mitto
## 337 Pears, Mr. Thomas Clinton
## 338 Burns, Miss. Elizabeth Margaret
## 339 Dahl, Mr. Karl Edwart
## 340 Blackwell, Mr. Stephen Weart
## 341 Navratil, Master. Edmond Roger
## 342 Fortune, Miss. Alice Elizabeth
## 343 Collander, Mr. Erik Gustaf
## 344 Sedgwick, Mr. Charles Frederick Waddington
## 345 Fox, Mr. Stanley Hubert
## 346 Brown, Miss. Amelia "Mildred"
## 347 Smith, Miss. Marion Elsie
## 348 Davison, Mrs. Thomas Henry (Mary E Finck)
## 349 Coutts, Master. William Loch "William"
## 350 Dimic, Mr. Jovan
## 351 Odahl, Mr. Nils Martin
## 352 Williams-Lambert, Mr. Fletcher Fellows
## 353 Elias, Mr. Tannous
## 354 Arnold-Franchi, Mr. Josef
## 355 Yousif, Mr. Wazli
## 356 Vanden Steen, Mr. Leo Peter
## 357 Bowerman, Miss. Elsie Edith
## 358 Funk, Miss. Annie Clemmer
## 359 McGovern, Miss. Mary
## 360 Mockler, Miss. Helen Mary "Ellie"
## 361 Skoog, Mr. Wilhelm
## 362 del Carlo, Mr. Sebastiano
## 363 Barbara, Mrs. (Catherine David)
## 364 Asim, Mr. Adola
## 365 O'Brien, Mr. Thomas
## 366 Adahl, Mr. Mauritz Nils Martin
## 367 Warren, Mrs. Frank Manley (Anna Sophia Atkinson)
## 368 Moussa, Mrs. (Mantoura Boulos)
## 369 Jermyn, Miss. Annie
## 370 Aubart, Mme. Leontine Pauline
## 371 Harder, Mr. George Achilles
## 372 Wiklund, Mr. Jakob Alfred
## 373 Beavan, Mr. William Thomas
## 374 Ringhini, Mr. Sante
## 375 Palsson, Miss. Stina Viola
## 376 Meyer, Mrs. Edgar Joseph (Leila Saks)
## 377 Landergren, Miss. Aurora Adelia
## 378 Widener, Mr. Harry Elkins
## 379 Betros, Mr. Tannous
## 380 Gustafsson, Mr. Karl Gideon
## 381 Bidois, Miss. Rosalie
## 382 Nakid, Miss. Maria ("Mary")
## 383 Tikkanen, Mr. Juho
## 384 Holverson, Mrs. Alexander Oskar (Mary Aline Towner)
## 385 Plotcharsky, Mr. Vasil
## 386 Davies, Mr. Charles Henry
## 387 Goodwin, Master. Sidney Leonard
## 388 Buss, Miss. Kate
## 389 Sadlier, Mr. Matthew
## 390 Lehmann, Miss. Bertha
## 391 Carter, Mr. William Ernest
## 392 Jansson, Mr. Carl Olof
## 393 Gustafsson, Mr. Johan Birger
## 394 Newell, Miss. Marjorie
## 395 Sandstrom, Mrs. Hjalmar (Agnes Charlotta Bengtsson)
## 396 Johansson, Mr. Erik
## 397 Olsson, Miss. Elina
## 398 McKane, Mr. Peter David
## 399 Pain, Dr. Alfred
## 400 Trout, Mrs. William H (Jessie L)
## 401 Niskanen, Mr. Juha
## 402 Adams, Mr. John
## 403 Jussila, Miss. Mari Aina
## 404 Hakkarainen, Mr. Pekka Pietari
## 405 Oreskovic, Miss. Marija
## 406 Gale, Mr. Shadrach
## 407 Widegren, Mr. Carl/Charles Peter
## 408 Richards, Master. William Rowe
## 409 Birkeland, Mr. Hans Martin Monsen
## 410 Lefebre, Miss. Ida
## 411 Sdycoff, Mr. Todor
## 412 Hart, Mr. Henry
## 413 Minahan, Miss. Daisy E
## 414 Cunningham, Mr. Alfred Fleming
## 415 Sundman, Mr. Johan Julian
## 416 Meek, Mrs. Thomas (Annie Louise Rowley)
## 417 Drew, Mrs. James Vivian (Lulu Thorne Christian)
## 418 Silven, Miss. Lyyli Karoliina
## 419 Matthews, Mr. William John
## 420 Van Impe, Miss. Catharina
## 421 Gheorgheff, Mr. Stanio
## 422 Charters, Mr. David
## 423 Zimmerman, Mr. Leo
## 424 Danbom, Mrs. Ernst Gilbert (Anna Sigrid Maria Brogren)
## 425 Rosblom, Mr. Viktor Richard
## 426 Wiseman, Mr. Phillippe
## 427 Clarke, Mrs. Charles V (Ada Maria Winfield)
## 428 Phillips, Miss. Kate Florence ("Mrs Kate Louise Phillips Marshall")
## 429 Flynn, Mr. James
## 430 Pickard, Mr. Berk (Berk Trembisky)
## 431 Bjornstrom-Steffansson, Mr. Mauritz Hakan
## 432 Thorneycroft, Mrs. Percival (Florence Kate White)
## 433 Louch, Mrs. Charles Alexander (Alice Adelaide Slow)
## 434 Kallio, Mr. Nikolai Erland
## 435 Silvey, Mr. William Baird
## 436 Carter, Miss. Lucile Polk
## 437 Ford, Miss. Doolina Margaret "Daisy"
## 438 Richards, Mrs. Sidney (Emily Hocking)
## 439 Fortune, Mr. Mark
## 440 Kvillner, Mr. Johan Henrik Johannesson
## 441 Hart, Mrs. Benjamin (Esther Ada Bloomfield)
## 442 Hampe, Mr. Leon
## 443 Petterson, Mr. Johan Emil
## 444 Reynaldo, Ms. Encarnacion
## 445 Johannesen-Bratthammer, Mr. Bernt
## 446 Dodge, Master. Washington
## 447 Mellinger, Miss. Madeleine Violet
## 448 Seward, Mr. Frederic Kimber
## 449 Baclini, Miss. Marie Catherine
## 450 Peuchen, Major. Arthur Godfrey
## 451 West, Mr. Edwy Arthur
## 452 Hagland, Mr. Ingvald Olai Olsen
## 453 Foreman, Mr. Benjamin Laventall
## 454 Goldenberg, Mr. Samuel L
## 455 Peduzzi, Mr. Joseph
## 456 Jalsevac, Mr. Ivan
## 457 Millet, Mr. Francis Davis
## 458 Kenyon, Mrs. Frederick R (Marion)
## 459 Toomey, Miss. Ellen
## 460 O'Connor, Mr. Maurice
## 461 Anderson, Mr. Harry
## 462 Morley, Mr. William
## 463 Gee, Mr. Arthur H
## 464 Milling, Mr. Jacob Christian
## 465 Maisner, Mr. Simon
## 466 Goncalves, Mr. Manuel Estanslas
## 467 Campbell, Mr. William
## 468 Smart, Mr. John Montgomery
## 469 Scanlan, Mr. James
## 470 Baclini, Miss. Helene Barbara
## 471 Keefe, Mr. Arthur
## 472 Cacic, Mr. Luka
## 473 West, Mrs. Edwy Arthur (Ada Mary Worth)
## 474 Jerwan, Mrs. Amin S (Marie Marthe Thuillard)
## 475 Strandberg, Miss. Ida Sofia
## 476 Clifford, Mr. George Quincy
## 477 Renouf, Mr. Peter Henry
## 478 Braund, Mr. Lewis Richard
## 479 Karlsson, Mr. Nils August
## 480 Hirvonen, Miss. Hildur E
## 481 Goodwin, Master. Harold Victor
## 482 Frost, Mr. Anthony Wood "Archie"
## 483 Rouse, Mr. Richard Henry
## 484 Turkula, Mrs. (Hedwig)
## 485 Bishop, Mr. Dickinson H
## 486 Lefebre, Miss. Jeannie
## 487 Hoyt, Mrs. Frederick Maxfield (Jane Anne Forby)
## 488 Kent, Mr. Edward Austin
## 489 Somerton, Mr. Francis William
## 490 Coutts, Master. Eden Leslie "Neville"
## 491 Hagland, Mr. Konrad Mathias Reiersen
## 492 Windelov, Mr. Einar
## 493 Molson, Mr. Harry Markland
## 494 Artagaveytia, Mr. Ramon
## 495 Stanley, Mr. Edward Roland
## 496 Yousseff, Mr. Gerious
## 497 Eustis, Miss. Elizabeth Mussey
## 498 Shellard, Mr. Frederick William
## 499 Allison, Mrs. Hudson J C (Bessie Waldo Daniels)
## 500 Svensson, Mr. Olof
## 501 Calic, Mr. Petar
## 502 Canavan, Miss. Mary
## 503 O'Sullivan, Miss. Bridget Mary
## 504 Laitinen, Miss. Kristina Sofia
## 505 Maioni, Miss. Roberta
## 506 Penasco y Castellana, Mr. Victor de Satode
## 507 Quick, Mrs. Frederick Charles (Jane Richards)
## 508 Bradley, Mr. George ("George Arthur Brayton")
## 509 Olsen, Mr. Henry Margido
## 510 Lang, Mr. Fang
## 511 Daly, Mr. Eugene Patrick
## 512 Webber, Mr. James
## 513 McGough, Mr. James Robert
## 514 Rothschild, Mrs. Martin (Elizabeth L. Barrett)
## 515 Coleff, Mr. Satio
## 516 Walker, Mr. William Anderson
## 517 Lemore, Mrs. (Amelia Milley)
## 518 Ryan, Mr. Patrick
## 519 Angle, Mrs. William A (Florence "Mary" Agnes Hughes)
## 520 Pavlovic, Mr. Stefo
## 521 Perreault, Miss. Anne
## 522 Vovk, Mr. Janko
## 523 Lahoud, Mr. Sarkis
## 524 Hippach, Mrs. Louis Albert (Ida Sophia Fischer)
## 525 Kassem, Mr. Fared
## 526 Farrell, Mr. James
## 527 Ridsdale, Miss. Lucy
## 528 Farthing, Mr. John
## 529 Salonen, Mr. Johan Werner
## 530 Hocking, Mr. Richard George
## 531 Quick, Miss. Phyllis May
## 532 Toufik, Mr. Nakli
## 533 Elias, Mr. Joseph Jr
## 534 Peter, Mrs. Catherine (Catherine Rizk)
## 535 Cacic, Miss. Marija
## 536 Hart, Miss. Eva Miriam
## 537 Butt, Major. Archibald Willingham
## 538 LeRoy, Miss. Bertha
## 539 Risien, Mr. Samuel Beard
## 540 Frolicher, Miss. Hedwig Margaritha
## 541 Crosby, Miss. Harriet R
## 542 Andersson, Miss. Ingeborg Constanzia
## 543 Andersson, Miss. Sigrid Elisabeth
## 544 Beane, Mr. Edward
## 545 Douglas, Mr. Walter Donald
## 546 Nicholson, Mr. Arthur Ernest
## 547 Beane, Mrs. Edward (Ethel Clarke)
## 548 Padro y Manent, Mr. Julian
## 549 Goldsmith, Mr. Frank John
## 550 Davies, Master. John Morgan Jr
## 551 Thayer, Mr. John Borland Jr
## 552 Sharp, Mr. Percival James R
## 553 O'Brien, Mr. Timothy
## 554 Leeni, Mr. Fahim ("Philip Zenni")
## 555 Ohman, Miss. Velin
## 556 Wright, Mr. George
## 557 Duff Gordon, Lady. (Lucille Christiana Sutherland) ("Mrs Morgan")
## 558 Robbins, Mr. Victor
## 559 Taussig, Mrs. Emil (Tillie Mandelbaum)
## 560 de Messemaeker, Mrs. Guillaume Joseph (Emma)
## 561 Morrow, Mr. Thomas Rowan
## 562 Sivic, Mr. Husein
## 563 Norman, Mr. Robert Douglas
## 564 Simmons, Mr. John
## 565 Meanwell, Miss. (Marion Ogden)
## 566 Davies, Mr. Alfred J
## 567 Stoytcheff, Mr. Ilia
## 568 Palsson, Mrs. Nils (Alma Cornelia Berglund)
## 569 Doharr, Mr. Tannous
## 570 Jonsson, Mr. Carl
## 571 Harris, Mr. George
## 572 Appleton, Mrs. Edward Dale (Charlotte Lamson)
## 573 Flynn, Mr. John Irwin ("Irving")
## 574 Kelly, Miss. Mary
## 575 Rush, Mr. Alfred George John
## 576 Patchett, Mr. George
## 577 Garside, Miss. Ethel
## 578 Silvey, Mrs. William Baird (Alice Munger)
## 579 Caram, Mrs. Joseph (Maria Elias)
## 580 Jussila, Mr. Eiriik
## 581 Christy, Miss. Julie Rachel
## 582 Thayer, Mrs. John Borland (Marian Longstreth Morris)
## 583 Downton, Mr. William James
## 584 Ross, Mr. John Hugo
## 585 Paulner, Mr. Uscher
## 586 Taussig, Miss. Ruth
## 587 Jarvis, Mr. John Denzil
## 588 Frolicher-Stehli, Mr. Maxmillian
## 589 Gilinski, Mr. Eliezer
## 590 Murdlin, Mr. Joseph
## 591 Rintamaki, Mr. Matti
## 592 Stephenson, Mrs. Walter Bertram (Martha Eustis)
## 593 Elsbury, Mr. William James
## 594 Bourke, Miss. Mary
## 595 Chapman, Mr. John Henry
## 596 Van Impe, Mr. Jean Baptiste
## 597 Leitch, Miss. Jessie Wills
## 598 Johnson, Mr. Alfred
## 599 Boulos, Mr. Hanna
## 600 Duff Gordon, Sir. Cosmo Edmund ("Mr Morgan")
## 601 Jacobsohn, Mrs. Sidney Samuel (Amy Frances Christy)
## 602 Slabenoff, Mr. Petco
## 603 Harrington, Mr. Charles H
## 604 Torber, Mr. Ernst William
## 605 Homer, Mr. Harry ("Mr E Haven")
## 606 Lindell, Mr. Edvard Bengtsson
## 607 Karaic, Mr. Milan
## 608 Daniel, Mr. Robert Williams
## 609 Laroche, Mrs. Joseph (Juliette Marie Louise Lafargue)
## 610 Shutes, Miss. Elizabeth W
## 611 Andersson, Mrs. Anders Johan (Alfrida Konstantia Brogren)
## 612 Jardin, Mr. Jose Neto
## 613 Murphy, Miss. Margaret Jane
## 614 Horgan, Mr. John
## 615 Brocklebank, Mr. William Alfred
## 616 Herman, Miss. Alice
## 617 Danbom, Mr. Ernst Gilbert
## 618 Lobb, Mrs. William Arthur (Cordelia K Stanlick)
## 619 Becker, Miss. Marion Louise
## 620 Gavey, Mr. Lawrence
## 621 Yasbeck, Mr. Antoni
## 622 Kimball, Mr. Edwin Nelson Jr
## 623 Nakid, Mr. Sahid
## 624 Hansen, Mr. Henry Damsgaard
## 625 Bowen, Mr. David John "Dai"
## 626 Sutton, Mr. Frederick
## 627 Kirkland, Rev. Charles Leonard
## 628 Longley, Miss. Gretchen Fiske
## 629 Bostandyeff, Mr. Guentcho
## 630 O'Connell, Mr. Patrick D
## 631 Barkworth, Mr. Algernon Henry Wilson
## 632 Lundahl, Mr. Johan Svensson
## 633 Stahelin-Maeglin, Dr. Max
## 634 Parr, Mr. William Henry Marsh
## 635 Skoog, Miss. Mabel
## 636 Davis, Miss. Mary
## 637 Leinonen, Mr. Antti Gustaf
## 638 Collyer, Mr. Harvey
## 639 Panula, Mrs. Juha (Maria Emilia Ojala)
## 640 Thorneycroft, Mr. Percival
## 641 Jensen, Mr. Hans Peder
## 642 Sagesser, Mlle. Emma
## 643 Skoog, Miss. Margit Elizabeth
## 644 Foo, Mr. Choong
## 645 Baclini, Miss. Eugenie
## 646 Harper, Mr. Henry Sleeper
## 647 Cor, Mr. Liudevit
## 648 Simonius-Blumer, Col. Oberst Alfons
## 649 Willey, Mr. Edward
## 650 Stanley, Miss. Amy Zillah Elsie
## 651 Mitkoff, Mr. Mito
## 652 Doling, Miss. Elsie
## 653 Kalvik, Mr. Johannes Halvorsen
## 654 O'Leary, Miss. Hanora "Norah"
## 655 Hegarty, Miss. Hanora "Nora"
## 656 Hickman, Mr. Leonard Mark
## 657 Radeff, Mr. Alexander
## 658 Bourke, Mrs. John (Catherine)
## 659 Eitemiller, Mr. George Floyd
## 660 Newell, Mr. Arthur Webster
## 661 Frauenthal, Dr. Henry William
## 662 Badt, Mr. Mohamed
## 663 Colley, Mr. Edward Pomeroy
## 664 Coleff, Mr. Peju
## 665 Lindqvist, Mr. Eino William
## 666 Hickman, Mr. Lewis
## 667 Butler, Mr. Reginald Fenton
## 668 Rommetvedt, Mr. Knud Paust
## 669 Cook, Mr. Jacob
## 670 Taylor, Mrs. Elmer Zebley (Juliet Cummins Wright)
## 671 Brown, Mrs. Thomas William Solomon (Elizabeth Catherine Ford)
## 672 Davidson, Mr. Thornton
## 673 Mitchell, Mr. Henry Michael
## 674 Wilhelms, Mr. Charles
## 675 Watson, Mr. Ennis Hastings
## 676 Edvardsson, Mr. Gustaf Hjalmar
## 677 Sawyer, Mr. Frederick Charles
## 678 Turja, Miss. Anna Sofia
## 679 Goodwin, Mrs. Frederick (Augusta Tyler)
## 680 Cardeza, Mr. Thomas Drake Martinez
## 681 Peters, Miss. Katie
## 682 Hassab, Mr. Hammad
## 683 Olsvigen, Mr. Thor Anderson
## 684 Goodwin, Mr. Charles Edward
## 685 Brown, Mr. Thomas William Solomon
## 686 Laroche, Mr. Joseph Philippe Lemercier
## 687 Panula, Mr. Jaako Arnold
## 688 Dakic, Mr. Branko
## 689 Fischer, Mr. Eberhard Thelander
## 690 Madill, Miss. Georgette Alexandra
## 691 Dick, Mr. Albert Adrian
## 692 Karun, Miss. Manca
## 693 Lam, Mr. Ali
## 694 Saad, Mr. Khalil
## 695 Weir, Col. John
## 696 Chapman, Mr. Charles Henry
## 697 Kelly, Mr. James
## 698 Mullens, Miss. Katherine "Katie"
## 699 Thayer, Mr. John Borland
## 700 Humblen, Mr. Adolf Mathias Nicolai Olsen
## 701 Astor, Mrs. John Jacob (Madeleine Talmadge Force)
## 702 Silverthorne, Mr. Spencer Victor
## 703 Barbara, Miss. Saiide
## 704 Gallagher, Mr. Martin
## 705 Hansen, Mr. Henrik Juul
## 706 Morley, Mr. Henry Samuel ("Mr Henry Marshall")
## 707 Kelly, Mrs. Florence "Fannie"
## 708 Calderhead, Mr. Edward Pennington
## 709 Cleaver, Miss. Alice
## 710 Moubarek, Master. Halim Gonios ("William George")
## 711 Mayne, Mlle. Berthe Antonine ("Mrs de Villiers")
## 712 Klaber, Mr. Herman
## 713 Taylor, Mr. Elmer Zebley
## 714 Larsson, Mr. August Viktor
## 715 Greenberg, Mr. Samuel
## 716 Soholt, Mr. Peter Andreas Lauritz Andersen
## 717 Endres, Miss. Caroline Louise
## 718 Troutt, Miss. Edwina Celia "Winnie"
## 719 McEvoy, Mr. Michael
## 720 Johnson, Mr. Malkolm Joackim
## 721 Harper, Miss. Annie Jessie "Nina"
## 722 Jensen, Mr. Svend Lauritz
## 723 Gillespie, Mr. William Henry
## 724 Hodges, Mr. Henry Price
## 725 Chambers, Mr. Norman Campbell
## 726 Oreskovic, Mr. Luka
## 727 Renouf, Mrs. Peter Henry (Lillian Jefferys)
## 728 Mannion, Miss. Margareth
## 729 Bryhl, Mr. Kurt Arnold Gottfrid
## 730 Ilmakangas, Miss. Pieta Sofia
## 731 Allen, Miss. Elisabeth Walton
## 732 Hassan, Mr. Houssein G N
## 733 Knight, Mr. Robert J
## 734 Berriman, Mr. William John
## 735 Troupiansky, Mr. Moses Aaron
## 736 Williams, Mr. Leslie
## 737 Ford, Mrs. Edward (Margaret Ann Watson)
## 738 Lesurer, Mr. Gustave J
## 739 Ivanoff, Mr. Kanio
## 740 Nankoff, Mr. Minko
## 741 Hawksford, Mr. Walter James
## 742 Cavendish, Mr. Tyrell William
## 743 Ryerson, Miss. Susan Parker "Suzette"
## 744 McNamee, Mr. Neal
## 745 Stranden, Mr. Juho
## 746 Crosby, Capt. Edward Gifford
## 747 Abbott, Mr. Rossmore Edward
## 748 Sinkkonen, Miss. Anna
## 749 Marvin, Mr. Daniel Warner
## 750 Connaghton, Mr. Michael
## 751 Wells, Miss. Joan
## 752 Moor, Master. Meier
## 753 Vande Velde, Mr. Johannes Joseph
## 754 Jonkoff, Mr. Lalio
## 755 Herman, Mrs. Samuel (Jane Laver)
## 756 Hamalainen, Master. Viljo
## 757 Carlsson, Mr. August Sigfrid
## 758 Bailey, Mr. Percy Andrew
## 759 Theobald, Mr. Thomas Leonard
## 760 Rothes, the Countess. of (Lucy Noel Martha Dyer-Edwards)
## 761 Garfirth, Mr. John
## 762 Nirva, Mr. Iisakki Antino Aijo
## 763 Barah, Mr. Hanna Assi
## 764 Carter, Mrs. William Ernest (Lucile Polk)
## 765 Eklund, Mr. Hans Linus
## 766 Hogeboom, Mrs. John C (Anna Andrews)
## 767 Brewe, Dr. Arthur Jackson
## 768 Mangan, Miss. Mary
## 769 Moran, Mr. Daniel J
## 770 Gronnestad, Mr. Daniel Danielsen
## 771 Lievens, Mr. Rene Aime
## 772 Jensen, Mr. Niels Peder
## 773 Mack, Mrs. (Mary)
## 774 Elias, Mr. Dibo
## 775 Hocking, Mrs. Elizabeth (Eliza Needs)
## 776 Myhrman, Mr. Pehr Fabian Oliver Malkolm
## 777 Tobin, Mr. Roger
## 778 Emanuel, Miss. Virginia Ethel
## 779 Kilgannon, Mr. Thomas J
## 780 Robert, Mrs. Edward Scott (Elisabeth Walton McMillan)
## 781 Ayoub, Miss. Banoura
## 782 Dick, Mrs. Albert Adrian (Vera Gillespie)
## 783 Long, Mr. Milton Clyde
## 784 Johnston, Mr. Andrew G
## 785 Ali, Mr. William
## 786 Harmer, Mr. Abraham (David Lishin)
## 787 Sjoblom, Miss. Anna Sofia
## 788 Rice, Master. George Hugh
## 789 Dean, Master. Bertram Vere
## 790 Guggenheim, Mr. Benjamin
## 791 Keane, Mr. Andrew "Andy"
## 792 Gaskell, Mr. Alfred
## 793 Sage, Miss. Stella Anna
## 794 Hoyt, Mr. William Fisher
## 795 Dantcheff, Mr. Ristiu
## 796 Otter, Mr. Richard
## 797 Leader, Dr. Alice (Farnham)
## 798 Osman, Mrs. Mara
## 799 Ibrahim Shawah, Mr. Yousseff
## 800 Van Impe, Mrs. Jean Baptiste (Rosalie Paula Govaert)
## 801 Ponesell, Mr. Martin
## 802 Collyer, Mrs. Harvey (Charlotte Annie Tate)
## 803 Carter, Master. William Thornton II
## 804 Thomas, Master. Assad Alexander
## 805 Hedman, Mr. Oskar Arvid
## 806 Johansson, Mr. Karl Johan
## 807 Andrews, Mr. Thomas Jr
## 808 Pettersson, Miss. Ellen Natalia
## 809 Meyer, Mr. August
## 810 Chambers, Mrs. Norman Campbell (Bertha Griggs)
## 811 Alexander, Mr. William
## 812 Lester, Mr. James
## 813 Slemen, Mr. Richard James
## 814 Andersson, Miss. Ebba Iris Alfrida
## 815 Tomlin, Mr. Ernest Portage
## 816 Fry, Mr. Richard
## 817 Heininen, Miss. Wendla Maria
## 818 Mallet, Mr. Albert
## 819 Holm, Mr. John Fredrik Alexander
## 820 Skoog, Master. Karl Thorsten
## 821 Hays, Mrs. Charles Melville (Clara Jennings Gregg)
## 822 Lulic, Mr. Nikola
## 823 Reuchlin, Jonkheer. John George
## 824 Moor, Mrs. (Beila)
## 825 Panula, Master. Urho Abraham
## 826 Flynn, Mr. John
## 827 Lam, Mr. Len
## 828 Mallet, Master. Andre
## 829 McCormack, Mr. Thomas Joseph
## 830 Stone, Mrs. George Nelson (Martha Evelyn)
## 831 Yasbeck, Mrs. Antoni (Selini Alexander)
## 832 Richards, Master. George Sibley
## 833 Saad, Mr. Amin
## 834 Augustsson, Mr. Albert
## 835 Allum, Mr. Owen George
## 836 Compton, Miss. Sara Rebecca
## 837 Pasic, Mr. Jakob
## 838 Sirota, Mr. Maurice
## 839 Chip, Mr. Chang
## 840 Marechal, Mr. Pierre
## 841 Alhomaki, Mr. Ilmari Rudolf
## 842 Mudd, Mr. Thomas Charles
## 843 Serepeca, Miss. Augusta
## 844 Lemberopolous, Mr. Peter L
## 845 Culumovic, Mr. Jeso
## 846 Abbing, Mr. Anthony
## 847 Sage, Mr. Douglas Bullen
## 848 Markoff, Mr. Marin
## 849 Harper, Rev. John
## 850 Goldenberg, Mrs. Samuel L (Edwiga Grabowska)
## 851 Andersson, Master. Sigvard Harald Elias
## 852 Svensson, Mr. Johan
## 853 Boulos, Miss. Nourelain
## 854 Lines, Miss. Mary Conover
## 855 Carter, Mrs. Ernest Courtenay (Lilian Hughes)
## 856 Aks, Mrs. Sam (Leah Rosen)
## 857 Wick, Mrs. George Dennick (Mary Hitchcock)
## 858 Daly, Mr. Peter Denis
## 859 Baclini, Mrs. Solomon (Latifa Qurban)
## 860 Razi, Mr. Raihed
## 861 Hansen, Mr. Claus Peter
## 862 Giles, Mr. Frederick Edward
## 863 Swift, Mrs. Frederick Joel (Margaret Welles Barron)
## 864 Sage, Miss. Dorothy Edith "Dolly"
## 865 Gill, Mr. John William
## 866 Bystrom, Mrs. (Karolina)
## 867 Duran y More, Miss. Asuncion
## 868 Roebling, Mr. Washington Augustus II
## 869 van Melkebeke, Mr. Philemon
## 870 Johnson, Master. Harold Theodor
## 871 Balkic, Mr. Cerin
## 872 Beckwith, Mrs. Richard Leonard (Sallie Monypeny)
## 873 Carlsson, Mr. Frans Olof
## 874 Vander Cruyssen, Mr. Victor
## 875 Abelson, Mrs. Samuel (Hannah Wizosky)
## 876 Najib, Miss. Adele Kiamie "Jane"
## 877 Gustafsson, Mr. Alfred Ossian
## 878 Petroff, Mr. Nedelio
## 879 Laleff, Mr. Kristo
## 880 Potter, Mrs. Thomas Jr (Lily Alexenia Wilson)
## 881 Shelley, Mrs. William (Imanita Parrish Hall)
## 882 Markun, Mr. Johann
## 883 Dahlberg, Miss. Gerda Ulrika
## 884 Banfield, Mr. Frederick James
## 885 Sutehall, Mr. Henry Jr
## 886 Rice, Mrs. William (Margaret Norton)
## 887 Montvila, Rev. Juozas
## 888 Graham, Miss. Margaret Edith
## 889 Johnston, Miss. Catherine Helen "Carrie"
## 890 Behr, Mr. Karl Howell
## 891 Dooley, Mr. Patrick
## Sex Age SibSp Parch Ticket Fare Cabin
## 1 male 22.00 1 0 A/5 21171 7.2500
## 2 female 38.00 1 0 PC 17599 71.2833 C85
## 3 female 26.00 0 0 STON/O2. 3101282 7.9250
## 4 female 35.00 1 0 113803 53.1000 C123
## 5 male 35.00 0 0 373450 8.0500
## 6 male NA 0 0 330877 8.4583
## 7 male 54.00 0 0 17463 51.8625 E46
## 8 male 2.00 3 1 349909 21.0750
## 9 female 27.00 0 2 347742 11.1333
## 10 female 14.00 1 0 237736 30.0708
## 11 female 4.00 1 1 PP 9549 16.7000 G6
## 12 female 58.00 0 0 113783 26.5500 C103
## 13 male 20.00 0 0 A/5. 2151 8.0500
## 14 male 39.00 1 5 347082 31.2750
## 15 female 14.00 0 0 350406 7.8542
## 16 female 55.00 0 0 248706 16.0000
## 17 male 2.00 4 1 382652 29.1250
## 18 male NA 0 0 244373 13.0000
## 19 female 31.00 1 0 345763 18.0000
## 20 female NA 0 0 2649 7.2250
## 21 male 35.00 0 0 239865 26.0000
## 22 male 34.00 0 0 248698 13.0000 D56
## 23 female 15.00 0 0 330923 8.0292
## 24 male 28.00 0 0 113788 35.5000 A6
## 25 female 8.00 3 1 349909 21.0750
## 26 female 38.00 1 5 347077 31.3875
## 27 male NA 0 0 2631 7.2250
## 28 male 19.00 3 2 19950 263.0000 C23 C25 C27
## 29 female NA 0 0 330959 7.8792
## 30 male NA 0 0 349216 7.8958
## 31 male 40.00 0 0 PC 17601 27.7208
## 32 female NA 1 0 PC 17569 146.5208 B78
## 33 female NA 0 0 335677 7.7500
## 34 male 66.00 0 0 C.A. 24579 10.5000
## 35 male 28.00 1 0 PC 17604 82.1708
## 36 male 42.00 1 0 113789 52.0000
## 37 male NA 0 0 2677 7.2292
## 38 male 21.00 0 0 A./5. 2152 8.0500
## 39 female 18.00 2 0 345764 18.0000
## 40 female 14.00 1 0 2651 11.2417
## 41 female 40.00 1 0 7546 9.4750
## 42 female 27.00 1 0 11668 21.0000
## 43 male NA 0 0 349253 7.8958
## 44 female 3.00 1 2 SC/Paris 2123 41.5792
## 45 female 19.00 0 0 330958 7.8792
## 46 male NA 0 0 S.C./A.4. 23567 8.0500
## 47 male NA 1 0 370371 15.5000
## 48 female NA 0 0 14311 7.7500
## 49 male NA 2 0 2662 21.6792
## 50 female 18.00 1 0 349237 17.8000
## 51 male 7.00 4 1 3101295 39.6875
## 52 male 21.00 0 0 A/4. 39886 7.8000
## 53 female 49.00 1 0 PC 17572 76.7292 D33
## 54 female 29.00 1 0 2926 26.0000
## 55 male 65.00 0 1 113509 61.9792 B30
## 56 male NA 0 0 19947 35.5000 C52
## 57 female 21.00 0 0 C.A. 31026 10.5000
## 58 male 28.50 0 0 2697 7.2292
## 59 female 5.00 1 2 C.A. 34651 27.7500
## 60 male 11.00 5 2 CA 2144 46.9000
## 61 male 22.00 0 0 2669 7.2292
## 62 female 38.00 0 0 113572 80.0000 B28
## 63 male 45.00 1 0 36973 83.4750 C83
## 64 male 4.00 3 2 347088 27.9000
## 65 male NA 0 0 PC 17605 27.7208
## 66 male NA 1 1 2661 15.2458
## 67 female 29.00 0 0 C.A. 29395 10.5000 F33
## 68 male 19.00 0 0 S.P. 3464 8.1583
## 69 female 17.00 4 2 3101281 7.9250
## 70 male 26.00 2 0 315151 8.6625
## 71 male 32.00 0 0 C.A. 33111 10.5000
## 72 female 16.00 5 2 CA 2144 46.9000
## 73 male 21.00 0 0 S.O.C. 14879 73.5000
## 74 male 26.00 1 0 2680 14.4542
## 75 male 32.00 0 0 1601 56.4958
## 76 male 25.00 0 0 348123 7.6500 F G73
## 77 male NA 0 0 349208 7.8958
## 78 male NA 0 0 374746 8.0500
## 79 male 0.83 0 2 248738 29.0000
## 80 female 30.00 0 0 364516 12.4750
## 81 male 22.00 0 0 345767 9.0000
## 82 male 29.00 0 0 345779 9.5000
## 83 female NA 0 0 330932 7.7875
## 84 male 28.00 0 0 113059 47.1000
## 85 female 17.00 0 0 SO/C 14885 10.5000
## 86 female 33.00 3 0 3101278 15.8500
## 87 male 16.00 1 3 W./C. 6608 34.3750
## 88 male NA 0 0 SOTON/OQ 392086 8.0500
## 89 female 23.00 3 2 19950 263.0000 C23 C25 C27
## 90 male 24.00 0 0 343275 8.0500
## 91 male 29.00 0 0 343276 8.0500
## 92 male 20.00 0 0 347466 7.8542
## 93 male 46.00 1 0 W.E.P. 5734 61.1750 E31
## 94 male 26.00 1 2 C.A. 2315 20.5750
## 95 male 59.00 0 0 364500 7.2500
## 96 male NA 0 0 374910 8.0500
## 97 male 71.00 0 0 PC 17754 34.6542 A5
## 98 male 23.00 0 1 PC 17759 63.3583 D10 D12
## 99 female 34.00 0 1 231919 23.0000
## 100 male 34.00 1 0 244367 26.0000
## 101 female 28.00 0 0 349245 7.8958
## 102 male NA 0 0 349215 7.8958
## 103 male 21.00 0 1 35281 77.2875 D26
## 104 male 33.00 0 0 7540 8.6542
## 105 male 37.00 2 0 3101276 7.9250
## 106 male 28.00 0 0 349207 7.8958
## 107 female 21.00 0 0 343120 7.6500
## 108 male NA 0 0 312991 7.7750
## 109 male 38.00 0 0 349249 7.8958
## 110 female NA 1 0 371110 24.1500
## 111 male 47.00 0 0 110465 52.0000 C110
## 112 female 14.50 1 0 2665 14.4542
## 113 male 22.00 0 0 324669 8.0500
## 114 female 20.00 1 0 4136 9.8250
## 115 female 17.00 0 0 2627 14.4583
## 116 male 21.00 0 0 STON/O 2. 3101294 7.9250
## 117 male 70.50 0 0 370369 7.7500
## 118 male 29.00 1 0 11668 21.0000
## 119 male 24.00 0 1 PC 17558 247.5208 B58 B60
## 120 female 2.00 4 2 347082 31.2750
## 121 male 21.00 2 0 S.O.C. 14879 73.5000
## 122 male NA 0 0 A4. 54510 8.0500
## 123 male 32.50 1 0 237736 30.0708
## 124 female 32.50 0 0 27267 13.0000 E101
## 125 male 54.00 0 1 35281 77.2875 D26
## 126 male 12.00 1 0 2651 11.2417
## 127 male NA 0 0 370372 7.7500
## 128 male 24.00 0 0 C 17369 7.1417
## 129 female NA 1 1 2668 22.3583 F E69
## 130 male 45.00 0 0 347061 6.9750
## 131 male 33.00 0 0 349241 7.8958
## 132 male 20.00 0 0 SOTON/O.Q. 3101307 7.0500
## 133 female 47.00 1 0 A/5. 3337 14.5000
## 134 female 29.00 1 0 228414 26.0000
## 135 male 25.00 0 0 C.A. 29178 13.0000
## 136 male 23.00 0 0 SC/PARIS 2133 15.0458
## 137 female 19.00 0 2 11752 26.2833 D47
## 138 male 37.00 1 0 113803 53.1000 C123
## 139 male 16.00 0 0 7534 9.2167
## 140 male 24.00 0 0 PC 17593 79.2000 B86
## 141 female NA 0 2 2678 15.2458
## 142 female 22.00 0 0 347081 7.7500
## 143 female 24.00 1 0 STON/O2. 3101279 15.8500
## 144 male 19.00 0 0 365222 6.7500
## 145 male 18.00 0 0 231945 11.5000
## 146 male 19.00 1 1 C.A. 33112 36.7500
## 147 male 27.00 0 0 350043 7.7958
## 148 female 9.00 2 2 W./C. 6608 34.3750
## 149 male 36.50 0 2 230080 26.0000 F2
## 150 male 42.00 0 0 244310 13.0000
## 151 male 51.00 0 0 S.O.P. 1166 12.5250
## 152 female 22.00 1 0 113776 66.6000 C2
## 153 male 55.50 0 0 A.5. 11206 8.0500
## 154 male 40.50 0 2 A/5. 851 14.5000
## 155 male NA 0 0 Fa 265302 7.3125
## 156 male 51.00 0 1 PC 17597 61.3792
## 157 female 16.00 0 0 35851 7.7333
## 158 male 30.00 0 0 SOTON/OQ 392090 8.0500
## 159 male NA 0 0 315037 8.6625
## 160 male NA 8 2 CA. 2343 69.5500
## 161 male 44.00 0 1 371362 16.1000
## 162 female 40.00 0 0 C.A. 33595 15.7500
## 163 male 26.00 0 0 347068 7.7750
## 164 male 17.00 0 0 315093 8.6625
## 165 male 1.00 4 1 3101295 39.6875
## 166 male 9.00 0 2 363291 20.5250
## 167 female NA 0 1 113505 55.0000 E33
## 168 female 45.00 1 4 347088 27.9000
## 169 male NA 0 0 PC 17318 25.9250
## 170 male 28.00 0 0 1601 56.4958
## 171 male 61.00 0 0 111240 33.5000 B19
## 172 male 4.00 4 1 382652 29.1250
## 173 female 1.00 1 1 347742 11.1333
## 174 male 21.00 0 0 STON/O 2. 3101280 7.9250
## 175 male 56.00 0 0 17764 30.6958 A7
## 176 male 18.00 1 1 350404 7.8542
## 177 male NA 3 1 4133 25.4667
## 178 female 50.00 0 0 PC 17595 28.7125 C49
## 179 male 30.00 0 0 250653 13.0000
## 180 male 36.00 0 0 LINE 0.0000
## 181 female NA 8 2 CA. 2343 69.5500
## 182 male NA 0 0 SC/PARIS 2131 15.0500
## 183 male 9.00 4 2 347077 31.3875
## 184 male 1.00 2 1 230136 39.0000 F4
## 185 female 4.00 0 2 315153 22.0250
## 186 male NA 0 0 113767 50.0000 A32
## 187 female NA 1 0 370365 15.5000
## 188 male 45.00 0 0 111428 26.5500
## 189 male 40.00 1 1 364849 15.5000
## 190 male 36.00 0 0 349247 7.8958
## 191 female 32.00 0 0 234604 13.0000
## 192 male 19.00 0 0 28424 13.0000
## 193 female 19.00 1 0 350046 7.8542
## 194 male 3.00 1 1 230080 26.0000 F2
## 195 female 44.00 0 0 PC 17610 27.7208 B4
## 196 female 58.00 0 0 PC 17569 146.5208 B80
## 197 male NA 0 0 368703 7.7500
## 198 male 42.00 0 1 4579 8.4042
## 199 female NA 0 0 370370 7.7500
## 200 female 24.00 0 0 248747 13.0000
## 201 male 28.00 0 0 345770 9.5000
## 202 male NA 8 2 CA. 2343 69.5500
## 203 male 34.00 0 0 3101264 6.4958
## 204 male 45.50 0 0 2628 7.2250
## 205 male 18.00 0 0 A/5 3540 8.0500
## 206 female 2.00 0 1 347054 10.4625 G6
## 207 male 32.00 1 0 3101278 15.8500
## 208 male 26.00 0 0 2699 18.7875
## 209 female 16.00 0 0 367231 7.7500
## 210 male 40.00 0 0 112277 31.0000 A31
## 211 male 24.00 0 0 SOTON/O.Q. 3101311 7.0500
## 212 female 35.00 0 0 F.C.C. 13528 21.0000
## 213 male 22.00 0 0 A/5 21174 7.2500
## 214 male 30.00 0 0 250646 13.0000
## 215 male NA 1 0 367229 7.7500
## 216 female 31.00 1 0 35273 113.2750 D36
## 217 female 27.00 0 0 STON/O2. 3101283 7.9250
## 218 male 42.00 1 0 243847 27.0000
## 219 female 32.00 0 0 11813 76.2917 D15
## 220 male 30.00 0 0 W/C 14208 10.5000
## 221 male 16.00 0 0 SOTON/OQ 392089 8.0500
## 222 male 27.00 0 0 220367 13.0000
## 223 male 51.00 0 0 21440 8.0500
## 224 male NA 0 0 349234 7.8958
## 225 male 38.00 1 0 19943 90.0000 C93
## 226 male 22.00 0 0 PP 4348 9.3500
## 227 male 19.00 0 0 SW/PP 751 10.5000
## 228 male 20.50 0 0 A/5 21173 7.2500
## 229 male 18.00 0 0 236171 13.0000
## 230 female NA 3 1 4133 25.4667
## 231 female 35.00 1 0 36973 83.4750 C83
## 232 male 29.00 0 0 347067 7.7750
## 233 male 59.00 0 0 237442 13.5000
## 234 female 5.00 4 2 347077 31.3875
## 235 male 24.00 0 0 C.A. 29566 10.5000
## 236 female NA 0 0 W./C. 6609 7.5500
## 237 male 44.00 1 0 26707 26.0000
## 238 female 8.00 0 2 C.A. 31921 26.2500
## 239 male 19.00 0 0 28665 10.5000
## 240 male 33.00 0 0 SCO/W 1585 12.2750
## 241 female NA 1 0 2665 14.4542
## 242 female NA 1 0 367230 15.5000
## 243 male 29.00 0 0 W./C. 14263 10.5000
## 244 male 22.00 0 0 STON/O 2. 3101275 7.1250
## 245 male 30.00 0 0 2694 7.2250
## 246 male 44.00 2 0 19928 90.0000 C78
## 247 female 25.00 0 0 347071 7.7750
## 248 female 24.00 0 2 250649 14.5000
## 249 male 37.00 1 1 11751 52.5542 D35
## 250 male 54.00 1 0 244252 26.0000
## 251 male NA 0 0 362316 7.2500
## 252 female 29.00 1 1 347054 10.4625 G6
## 253 male 62.00 0 0 113514 26.5500 C87
## 254 male 30.00 1 0 A/5. 3336 16.1000
## 255 female 41.00 0 2 370129 20.2125
## 256 female 29.00 0 2 2650 15.2458
## 257 female NA 0 0 PC 17585 79.2000
## 258 female 30.00 0 0 110152 86.5000 B77
## 259 female 35.00 0 0 PC 17755 512.3292
## 260 female 50.00 0 1 230433 26.0000
## 261 male NA 0 0 384461 7.7500
## 262 male 3.00 4 2 347077 31.3875
## 263 male 52.00 1 1 110413 79.6500 E67
## 264 male 40.00 0 0 112059 0.0000 B94
## 265 female NA 0 0 382649 7.7500
## 266 male 36.00 0 0 C.A. 17248 10.5000
## 267 male 16.00 4 1 3101295 39.6875
## 268 male 25.00 1 0 347083 7.7750
## 269 female 58.00 0 1 PC 17582 153.4625 C125
## 270 female 35.00 0 0 PC 17760 135.6333 C99
## 271 male NA 0 0 113798 31.0000
## 272 male 25.00 0 0 LINE 0.0000
## 273 female 41.00 0 1 250644 19.5000
## 274 male 37.00 0 1 PC 17596 29.7000 C118
## 275 female NA 0 0 370375 7.7500
## 276 female 63.00 1 0 13502 77.9583 D7
## 277 female 45.00 0 0 347073 7.7500
## 278 male NA 0 0 239853 0.0000
## 279 male 7.00 4 1 382652 29.1250
## 280 female 35.00 1 1 C.A. 2673 20.2500
## 281 male 65.00 0 0 336439 7.7500
## 282 male 28.00 0 0 347464 7.8542
## 283 male 16.00 0 0 345778 9.5000
## 284 male 19.00 0 0 A/5. 10482 8.0500
## 285 male NA 0 0 113056 26.0000 A19
## 286 male 33.00 0 0 349239 8.6625
## 287 male 30.00 0 0 345774 9.5000
## 288 male 22.00 0 0 349206 7.8958
## 289 male 42.00 0 0 237798 13.0000
## 290 female 22.00 0 0 370373 7.7500
## 291 female 26.00 0 0 19877 78.8500
## 292 female 19.00 1 0 11967 91.0792 B49
## 293 male 36.00 0 0 SC/Paris 2163 12.8750 D
## 294 female 24.00 0 0 349236 8.8500
## 295 male 24.00 0 0 349233 7.8958
## 296 male NA 0 0 PC 17612 27.7208
## 297 male 23.50 0 0 2693 7.2292
## 298 female 2.00 1 2 113781 151.5500 C22 C26
## 299 male NA 0 0 19988 30.5000 C106
## 300 female 50.00 0 1 PC 17558 247.5208 B58 B60
## 301 female NA 0 0 9234 7.7500
## 302 male NA 2 0 367226 23.2500
## 303 male 19.00 0 0 LINE 0.0000
## 304 female NA 0 0 226593 12.3500 E101
## 305 male NA 0 0 A/5 2466 8.0500
## 306 male 0.92 1 2 113781 151.5500 C22 C26
## 307 female NA 0 0 17421 110.8833
## 308 female 17.00 1 0 PC 17758 108.9000 C65
## 309 male 30.00 1 0 P/PP 3381 24.0000
## 310 female 30.00 0 0 PC 17485 56.9292 E36
## 311 female 24.00 0 0 11767 83.1583 C54
## 312 female 18.00 2 2 PC 17608 262.3750 B57 B59 B63 B66
## 313 female 26.00 1 1 250651 26.0000
## 314 male 28.00 0 0 349243 7.8958
## 315 male 43.00 1 1 F.C.C. 13529 26.2500
## 316 female 26.00 0 0 347470 7.8542
## 317 female 24.00 1 0 244367 26.0000
## 318 male 54.00 0 0 29011 14.0000
## 319 female 31.00 0 2 36928 164.8667 C7
## 320 female 40.00 1 1 16966 134.5000 E34
## 321 male 22.00 0 0 A/5 21172 7.2500
## 322 male 27.00 0 0 349219 7.8958
## 323 female 30.00 0 0 234818 12.3500
## 324 female 22.00 1 1 248738 29.0000
## 325 male NA 8 2 CA. 2343 69.5500
## 326 female 36.00 0 0 PC 17760 135.6333 C32
## 327 male 61.00 0 0 345364 6.2375
## 328 female 36.00 0 0 28551 13.0000 D
## 329 female 31.00 1 1 363291 20.5250
## 330 female 16.00 0 1 111361 57.9792 B18
## 331 female NA 2 0 367226 23.2500
## 332 male 45.50 0 0 113043 28.5000 C124
## 333 male 38.00 0 1 PC 17582 153.4625 C91
## 334 male 16.00 2 0 345764 18.0000
## 335 female NA 1 0 PC 17611 133.6500
## 336 male NA 0 0 349225 7.8958
## 337 male 29.00 1 0 113776 66.6000 C2
## 338 female 41.00 0 0 16966 134.5000 E40
## 339 male 45.00 0 0 7598 8.0500
## 340 male 45.00 0 0 113784 35.5000 T
## 341 male 2.00 1 1 230080 26.0000 F2
## 342 female 24.00 3 2 19950 263.0000 C23 C25 C27
## 343 male 28.00 0 0 248740 13.0000
## 344 male 25.00 0 0 244361 13.0000
## 345 male 36.00 0 0 229236 13.0000
## 346 female 24.00 0 0 248733 13.0000 F33
## 347 female 40.00 0 0 31418 13.0000
## 348 female NA 1 0 386525 16.1000
## 349 male 3.00 1 1 C.A. 37671 15.9000
## 350 male 42.00 0 0 315088 8.6625
## 351 male 23.00 0 0 7267 9.2250
## 352 male NA 0 0 113510 35.0000 C128
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## 354 male 25.00 1 0 349237 17.8000
## 355 male NA 0 0 2647 7.2250
## 356 male 28.00 0 0 345783 9.5000
## 357 female 22.00 0 1 113505 55.0000 E33
## 358 female 38.00 0 0 237671 13.0000
## 359 female NA 0 0 330931 7.8792
## 360 female NA 0 0 330980 7.8792
## 361 male 40.00 1 4 347088 27.9000
## 362 male 29.00 1 0 SC/PARIS 2167 27.7208
## 363 female 45.00 0 1 2691 14.4542
## 364 male 35.00 0 0 SOTON/O.Q. 3101310 7.0500
## 365 male NA 1 0 370365 15.5000
## 366 male 30.00 0 0 C 7076 7.2500
## 367 female 60.00 1 0 110813 75.2500 D37
## 368 female NA 0 0 2626 7.2292
## 369 female NA 0 0 14313 7.7500
## 370 female 24.00 0 0 PC 17477 69.3000 B35
## 371 male 25.00 1 0 11765 55.4417 E50
## 372 male 18.00 1 0 3101267 6.4958
## 373 male 19.00 0 0 323951 8.0500
## 374 male 22.00 0 0 PC 17760 135.6333
## 375 female 3.00 3 1 349909 21.0750
## 376 female NA 1 0 PC 17604 82.1708
## 377 female 22.00 0 0 C 7077 7.2500
## 378 male 27.00 0 2 113503 211.5000 C82
## 379 male 20.00 0 0 2648 4.0125
## 380 male 19.00 0 0 347069 7.7750
## 381 female 42.00 0 0 PC 17757 227.5250
## 382 female 1.00 0 2 2653 15.7417
## 383 male 32.00 0 0 STON/O 2. 3101293 7.9250
## 384 female 35.00 1 0 113789 52.0000
## 385 male NA 0 0 349227 7.8958
## 386 male 18.00 0 0 S.O.C. 14879 73.5000
## 387 male 1.00 5 2 CA 2144 46.9000
## 388 female 36.00 0 0 27849 13.0000
## 389 male NA 0 0 367655 7.7292
## 390 female 17.00 0 0 SC 1748 12.0000
## 391 male 36.00 1 2 113760 120.0000 B96 B98
## 392 male 21.00 0 0 350034 7.7958
## 393 male 28.00 2 0 3101277 7.9250
## 394 female 23.00 1 0 35273 113.2750 D36
## 395 female 24.00 0 2 PP 9549 16.7000 G6
## 396 male 22.00 0 0 350052 7.7958
## 397 female 31.00 0 0 350407 7.8542
## 398 male 46.00 0 0 28403 26.0000
## 399 male 23.00 0 0 244278 10.5000
## 400 female 28.00 0 0 240929 12.6500
## 401 male 39.00 0 0 STON/O 2. 3101289 7.9250
## 402 male 26.00 0 0 341826 8.0500
## 403 female 21.00 1 0 4137 9.8250
## 404 male 28.00 1 0 STON/O2. 3101279 15.8500
## 405 female 20.00 0 0 315096 8.6625
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## 408 male 3.00 1 1 29106 18.7500
## 409 male 21.00 0 0 312992 7.7750
## 410 female NA 3 1 4133 25.4667
## 411 male NA 0 0 349222 7.8958
## 412 male NA 0 0 394140 6.8583
## 413 female 33.00 1 0 19928 90.0000 C78
## 414 male NA 0 0 239853 0.0000
## 415 male 44.00 0 0 STON/O 2. 3101269 7.9250
## 416 female NA 0 0 343095 8.0500
## 417 female 34.00 1 1 28220 32.5000
## 418 female 18.00 0 2 250652 13.0000
## 419 male 30.00 0 0 28228 13.0000
## 420 female 10.00 0 2 345773 24.1500
## 421 male NA 0 0 349254 7.8958
## 422 male 21.00 0 0 A/5. 13032 7.7333
## 423 male 29.00 0 0 315082 7.8750
## 424 female 28.00 1 1 347080 14.4000
## 425 male 18.00 1 1 370129 20.2125
## 426 male NA 0 0 A/4. 34244 7.2500
## 427 female 28.00 1 0 2003 26.0000
## 428 female 19.00 0 0 250655 26.0000
## 429 male NA 0 0 364851 7.7500
## 430 male 32.00 0 0 SOTON/O.Q. 392078 8.0500 E10
## 431 male 28.00 0 0 110564 26.5500 C52
## 432 female NA 1 0 376564 16.1000
## 433 female 42.00 1 0 SC/AH 3085 26.0000
## 434 male 17.00 0 0 STON/O 2. 3101274 7.1250
## 435 male 50.00 1 0 13507 55.9000 E44
## 436 female 14.00 1 2 113760 120.0000 B96 B98
## 437 female 21.00 2 2 W./C. 6608 34.3750
## 438 female 24.00 2 3 29106 18.7500
## 439 male 64.00 1 4 19950 263.0000 C23 C25 C27
## 440 male 31.00 0 0 C.A. 18723 10.5000
## 441 female 45.00 1 1 F.C.C. 13529 26.2500
## 442 male 20.00 0 0 345769 9.5000
## 443 male 25.00 1 0 347076 7.7750
## 444 female 28.00 0 0 230434 13.0000
## 445 male NA 0 0 65306 8.1125
## 446 male 4.00 0 2 33638 81.8583 A34
## 447 female 13.00 0 1 250644 19.5000
## 448 male 34.00 0 0 113794 26.5500
## 449 female 5.00 2 1 2666 19.2583
## 450 male 52.00 0 0 113786 30.5000 C104
## 451 male 36.00 1 2 C.A. 34651 27.7500
## 452 male NA 1 0 65303 19.9667
## 453 male 30.00 0 0 113051 27.7500 C111
## 454 male 49.00 1 0 17453 89.1042 C92
## 455 male NA 0 0 A/5 2817 8.0500
## 456 male 29.00 0 0 349240 7.8958
## 457 male 65.00 0 0 13509 26.5500 E38
## 458 female NA 1 0 17464 51.8625 D21
## 459 female 50.00 0 0 F.C.C. 13531 10.5000
## 460 male NA 0 0 371060 7.7500
## 461 male 48.00 0 0 19952 26.5500 E12
## 462 male 34.00 0 0 364506 8.0500
## 463 male 47.00 0 0 111320 38.5000 E63
## 464 male 48.00 0 0 234360 13.0000
## 465 male NA 0 0 A/S 2816 8.0500
## 466 male 38.00 0 0 SOTON/O.Q. 3101306 7.0500
## 467 male NA 0 0 239853 0.0000
## 468 male 56.00 0 0 113792 26.5500
## 469 male NA 0 0 36209 7.7250
## 470 female 0.75 2 1 2666 19.2583
## 471 male NA 0 0 323592 7.2500
## 472 male 38.00 0 0 315089 8.6625
## 473 female 33.00 1 2 C.A. 34651 27.7500
## 474 female 23.00 0 0 SC/AH Basle 541 13.7917 D
## 475 female 22.00 0 0 7553 9.8375
## 476 male NA 0 0 110465 52.0000 A14
## 477 male 34.00 1 0 31027 21.0000
## 478 male 29.00 1 0 3460 7.0458
## 479 male 22.00 0 0 350060 7.5208
## 480 female 2.00 0 1 3101298 12.2875
## 481 male 9.00 5 2 CA 2144 46.9000
## 482 male NA 0 0 239854 0.0000
## 483 male 50.00 0 0 A/5 3594 8.0500
## 484 female 63.00 0 0 4134 9.5875
## 485 male 25.00 1 0 11967 91.0792 B49
## 486 female NA 3 1 4133 25.4667
## 487 female 35.00 1 0 19943 90.0000 C93
## 488 male 58.00 0 0 11771 29.7000 B37
## 489 male 30.00 0 0 A.5. 18509 8.0500
## 490 male 9.00 1 1 C.A. 37671 15.9000
## 491 male NA 1 0 65304 19.9667
## 492 male 21.00 0 0 SOTON/OQ 3101317 7.2500
## 493 male 55.00 0 0 113787 30.5000 C30
## 494 male 71.00 0 0 PC 17609 49.5042
## 495 male 21.00 0 0 A/4 45380 8.0500
## 496 male NA 0 0 2627 14.4583
## 497 female 54.00 1 0 36947 78.2667 D20
## 498 male NA 0 0 C.A. 6212 15.1000
## 499 female 25.00 1 2 113781 151.5500 C22 C26
## 500 male 24.00 0 0 350035 7.7958
## 501 male 17.00 0 0 315086 8.6625
## 502 female 21.00 0 0 364846 7.7500
## 503 female NA 0 0 330909 7.6292
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## 508 male NA 0 0 111427 26.5500
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## 512 male NA 0 0 SOTON/OQ 3101316 8.0500
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## 515 male 24.00 0 0 349209 7.4958
## 516 male 47.00 0 0 36967 34.0208 D46
## 517 female 34.00 0 0 C.A. 34260 10.5000 F33
## 518 male NA 0 0 371110 24.1500
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## 520 male 32.00 0 0 349242 7.8958
## 521 female 30.00 0 0 12749 93.5000 B73
## 522 male 22.00 0 0 349252 7.8958
## 523 male NA 0 0 2624 7.2250
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## 525 male NA 0 0 2700 7.2292
## 526 male 40.50 0 0 367232 7.7500
## 527 female 50.00 0 0 W./C. 14258 10.5000
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## 530 male 23.00 2 1 29104 11.5000
## 531 female 2.00 1 1 26360 26.0000
## 532 male NA 0 0 2641 7.2292
## 533 male 17.00 1 1 2690 7.2292
## 534 female NA 0 2 2668 22.3583
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## 536 female 7.00 0 2 F.C.C. 13529 26.2500
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## 538 female 30.00 0 0 PC 17761 106.4250
## 539 male NA 0 0 364498 14.5000
## 540 female 22.00 0 2 13568 49.5000 B39
## 541 female 36.00 0 2 WE/P 5735 71.0000 B22
## 542 female 9.00 4 2 347082 31.2750
## 543 female 11.00 4 2 347082 31.2750
## 544 male 32.00 1 0 2908 26.0000
## 545 male 50.00 1 0 PC 17761 106.4250 C86
## 546 male 64.00 0 0 693 26.0000
## 547 female 19.00 1 0 2908 26.0000
## 548 male NA 0 0 SC/PARIS 2146 13.8625
## 549 male 33.00 1 1 363291 20.5250
## 550 male 8.00 1 1 C.A. 33112 36.7500
## 551 male 17.00 0 2 17421 110.8833 C70
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## 553 male NA 0 0 330979 7.8292
## 554 male 22.00 0 0 2620 7.2250
## 555 female 22.00 0 0 347085 7.7750
## 556 male 62.00 0 0 113807 26.5500
## 557 female 48.00 1 0 11755 39.6000 A16
## 558 male NA 0 0 PC 17757 227.5250
## 559 female 39.00 1 1 110413 79.6500 E67
## 560 female 36.00 1 0 345572 17.4000
## 561 male NA 0 0 372622 7.7500
## 562 male 40.00 0 0 349251 7.8958
## 563 male 28.00 0 0 218629 13.5000
## 564 male NA 0 0 SOTON/OQ 392082 8.0500
## 565 female NA 0 0 SOTON/O.Q. 392087 8.0500
## 566 male 24.00 2 0 A/4 48871 24.1500
## 567 male 19.00 0 0 349205 7.8958
## 568 female 29.00 0 4 349909 21.0750
## 569 male NA 0 0 2686 7.2292
## 570 male 32.00 0 0 350417 7.8542
## 571 male 62.00 0 0 S.W./PP 752 10.5000
## 572 female 53.00 2 0 11769 51.4792 C101
## 573 male 36.00 0 0 PC 17474 26.3875 E25
## 574 female NA 0 0 14312 7.7500
## 575 male 16.00 0 0 A/4. 20589 8.0500
## 576 male 19.00 0 0 358585 14.5000
## 577 female 34.00 0 0 243880 13.0000
## 578 female 39.00 1 0 13507 55.9000 E44
## 579 female NA 1 0 2689 14.4583
## 580 male 32.00 0 0 STON/O 2. 3101286 7.9250
## 581 female 25.00 1 1 237789 30.0000
## 582 female 39.00 1 1 17421 110.8833 C68
## 583 male 54.00 0 0 28403 26.0000
## 584 male 36.00 0 0 13049 40.1250 A10
## 585 male NA 0 0 3411 8.7125
## 586 female 18.00 0 2 110413 79.6500 E68
## 587 male 47.00 0 0 237565 15.0000
## 588 male 60.00 1 1 13567 79.2000 B41
## 589 male 22.00 0 0 14973 8.0500
## 590 male NA 0 0 A./5. 3235 8.0500
## 591 male 35.00 0 0 STON/O 2. 3101273 7.1250
## 592 female 52.00 1 0 36947 78.2667 D20
## 593 male 47.00 0 0 A/5 3902 7.2500
## 594 female NA 0 2 364848 7.7500
## 595 male 37.00 1 0 SC/AH 29037 26.0000
## 596 male 36.00 1 1 345773 24.1500
## 597 female NA 0 0 248727 33.0000
## 598 male 49.00 0 0 LINE 0.0000
## 599 male NA 0 0 2664 7.2250
## 600 male 49.00 1 0 PC 17485 56.9292 A20
## 601 female 24.00 2 1 243847 27.0000
## 602 male NA 0 0 349214 7.8958
## 603 male NA 0 0 113796 42.4000
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## 605 male 35.00 0 0 111426 26.5500
## 606 male 36.00 1 0 349910 15.5500
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## 609 female 22.00 1 2 SC/Paris 2123 41.5792
## 610 female 40.00 0 0 PC 17582 153.4625 C125
## 611 female 39.00 1 5 347082 31.2750
## 612 male NA 0 0 SOTON/O.Q. 3101305 7.0500
## 613 female NA 1 0 367230 15.5000
## 614 male NA 0 0 370377 7.7500
## 615 male 35.00 0 0 364512 8.0500
## 616 female 24.00 1 2 220845 65.0000
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## 619 female 4.00 2 1 230136 39.0000 F4
## 620 male 26.00 0 0 31028 10.5000
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## 622 male 42.00 1 0 11753 52.5542 D19
## 623 male 20.00 1 1 2653 15.7417
## 624 male 21.00 0 0 350029 7.8542
## 625 male 21.00 0 0 54636 16.1000
## 626 male 61.00 0 0 36963 32.3208 D50
## 627 male 57.00 0 0 219533 12.3500
## 628 female 21.00 0 0 13502 77.9583 D9
## 629 male 26.00 0 0 349224 7.8958
## 630 male NA 0 0 334912 7.7333
## 631 male 80.00 0 0 27042 30.0000 A23
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## 633 male 32.00 0 0 13214 30.5000 B50
## 634 male NA 0 0 112052 0.0000
## 635 female 9.00 3 2 347088 27.9000
## 636 female 28.00 0 0 237668 13.0000
## 637 male 32.00 0 0 STON/O 2. 3101292 7.9250
## 638 male 31.00 1 1 C.A. 31921 26.2500
## 639 female 41.00 0 5 3101295 39.6875
## 640 male NA 1 0 376564 16.1000
## 641 male 20.00 0 0 350050 7.8542
## 642 female 24.00 0 0 PC 17477 69.3000 B35
## 643 female 2.00 3 2 347088 27.9000
## 644 male NA 0 0 1601 56.4958
## 645 female 0.75 2 1 2666 19.2583
## 646 male 48.00 1 0 PC 17572 76.7292 D33
## 647 male 19.00 0 0 349231 7.8958
## 648 male 56.00 0 0 13213 35.5000 A26
## 649 male NA 0 0 S.O./P.P. 751 7.5500
## 650 female 23.00 0 0 CA. 2314 7.5500
## 651 male NA 0 0 349221 7.8958
## 652 female 18.00 0 1 231919 23.0000
## 653 male 21.00 0 0 8475 8.4333
## 654 female NA 0 0 330919 7.8292
## 655 female 18.00 0 0 365226 6.7500
## 656 male 24.00 2 0 S.O.C. 14879 73.5000
## 657 male NA 0 0 349223 7.8958
## 658 female 32.00 1 1 364849 15.5000
## 659 male 23.00 0 0 29751 13.0000
## 660 male 58.00 0 2 35273 113.2750 D48
## 661 male 50.00 2 0 PC 17611 133.6500
## 662 male 40.00 0 0 2623 7.2250
## 663 male 47.00 0 0 5727 25.5875 E58
## 664 male 36.00 0 0 349210 7.4958
## 665 male 20.00 1 0 STON/O 2. 3101285 7.9250
## 666 male 32.00 2 0 S.O.C. 14879 73.5000
## 667 male 25.00 0 0 234686 13.0000
## 668 male NA 0 0 312993 7.7750
## 669 male 43.00 0 0 A/5 3536 8.0500
## 670 female NA 1 0 19996 52.0000 C126
## 671 female 40.00 1 1 29750 39.0000
## 672 male 31.00 1 0 F.C. 12750 52.0000 B71
## 673 male 70.00 0 0 C.A. 24580 10.5000
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## 675 male NA 0 0 239856 0.0000
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## 677 male 24.50 0 0 342826 8.0500
## 678 female 18.00 0 0 4138 9.8417
## 679 female 43.00 1 6 CA 2144 46.9000
## 680 male 36.00 0 1 PC 17755 512.3292 B51 B53 B55
## 681 female NA 0 0 330935 8.1375
## 682 male 27.00 0 0 PC 17572 76.7292 D49
## 683 male 20.00 0 0 6563 9.2250
## 684 male 14.00 5 2 CA 2144 46.9000
## 685 male 60.00 1 1 29750 39.0000
## 686 male 25.00 1 2 SC/Paris 2123 41.5792
## 687 male 14.00 4 1 3101295 39.6875
## 688 male 19.00 0 0 349228 10.1708
## 689 male 18.00 0 0 350036 7.7958
## 690 female 15.00 0 1 24160 211.3375 B5
## 691 male 31.00 1 0 17474 57.0000 B20
## 692 female 4.00 0 1 349256 13.4167
## 693 male NA 0 0 1601 56.4958
## 694 male 25.00 0 0 2672 7.2250
## 695 male 60.00 0 0 113800 26.5500
## 696 male 52.00 0 0 248731 13.5000
## 697 male 44.00 0 0 363592 8.0500
## 698 female NA 0 0 35852 7.7333
## 699 male 49.00 1 1 17421 110.8833 C68
## 700 male 42.00 0 0 348121 7.6500 F G63
## 701 female 18.00 1 0 PC 17757 227.5250 C62 C64
## 702 male 35.00 0 0 PC 17475 26.2875 E24
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## 704 male 25.00 0 0 36864 7.7417
## 705 male 26.00 1 0 350025 7.8542
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## 707 female 45.00 0 0 223596 13.5000
## 708 male 42.00 0 0 PC 17476 26.2875 E24
## 709 female 22.00 0 0 113781 151.5500
## 710 male NA 1 1 2661 15.2458
## 711 female 24.00 0 0 PC 17482 49.5042 C90
## 712 male NA 0 0 113028 26.5500 C124
## 713 male 48.00 1 0 19996 52.0000 C126
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## 715 male 52.00 0 0 250647 13.0000
## 716 male 19.00 0 0 348124 7.6500 F G73
## 717 female 38.00 0 0 PC 17757 227.5250 C45
## 718 female 27.00 0 0 34218 10.5000 E101
## 719 male NA 0 0 36568 15.5000
## 720 male 33.00 0 0 347062 7.7750
## 721 female 6.00 0 1 248727 33.0000
## 722 male 17.00 1 0 350048 7.0542
## 723 male 34.00 0 0 12233 13.0000
## 724 male 50.00 0 0 250643 13.0000
## 725 male 27.00 1 0 113806 53.1000 E8
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## 727 female 30.00 3 0 31027 21.0000
## 728 female NA 0 0 36866 7.7375
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## 730 female 25.00 1 0 STON/O2. 3101271 7.9250
## 731 female 29.00 0 0 24160 211.3375 B5
## 732 male 11.00 0 0 2699 18.7875
## 733 male NA 0 0 239855 0.0000
## 734 male 23.00 0 0 28425 13.0000
## 735 male 23.00 0 0 233639 13.0000
## 736 male 28.50 0 0 54636 16.1000
## 737 female 48.00 1 3 W./C. 6608 34.3750
## 738 male 35.00 0 0 PC 17755 512.3292 B101
## 739 male NA 0 0 349201 7.8958
## 740 male NA 0 0 349218 7.8958
## 741 male NA 0 0 16988 30.0000 D45
## 742 male 36.00 1 0 19877 78.8500 C46
## 743 female 21.00 2 2 PC 17608 262.3750 B57 B59 B63 B66
## 744 male 24.00 1 0 376566 16.1000
## 745 male 31.00 0 0 STON/O 2. 3101288 7.9250
## 746 male 70.00 1 1 WE/P 5735 71.0000 B22
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## 750 male 31.00 0 0 335097 7.7500
## 751 female 4.00 1 1 29103 23.0000
## 752 male 6.00 0 1 392096 12.4750 E121
## 753 male 33.00 0 0 345780 9.5000
## 754 male 23.00 0 0 349204 7.8958
## 755 female 48.00 1 2 220845 65.0000
## 756 male 0.67 1 1 250649 14.5000
## 757 male 28.00 0 0 350042 7.7958
## 758 male 18.00 0 0 29108 11.5000
## 759 male 34.00 0 0 363294 8.0500
## 760 female 33.00 0 0 110152 86.5000 B77
## 761 male NA 0 0 358585 14.5000
## 762 male 41.00 0 0 SOTON/O2 3101272 7.1250
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## 764 female 36.00 1 2 113760 120.0000 B96 B98
## 765 male 16.00 0 0 347074 7.7750
## 766 female 51.00 1 0 13502 77.9583 D11
## 767 male NA 0 0 112379 39.6000
## 768 female 30.50 0 0 364850 7.7500
## 769 male NA 1 0 371110 24.1500
## 770 male 32.00 0 0 8471 8.3625
## 771 male 24.00 0 0 345781 9.5000
## 772 male 48.00 0 0 350047 7.8542
## 773 female 57.00 0 0 S.O./P.P. 3 10.5000 E77
## 774 male NA 0 0 2674 7.2250
## 775 female 54.00 1 3 29105 23.0000
## 776 male 18.00 0 0 347078 7.7500
## 777 male NA 0 0 383121 7.7500 F38
## 778 female 5.00 0 0 364516 12.4750
## 779 male NA 0 0 36865 7.7375
## 780 female 43.00 0 1 24160 211.3375 B3
## 781 female 13.00 0 0 2687 7.2292
## 782 female 17.00 1 0 17474 57.0000 B20
## 783 male 29.00 0 0 113501 30.0000 D6
## 784 male NA 1 2 W./C. 6607 23.4500
## 785 male 25.00 0 0 SOTON/O.Q. 3101312 7.0500
## 786 male 25.00 0 0 374887 7.2500
## 787 female 18.00 0 0 3101265 7.4958
## 788 male 8.00 4 1 382652 29.1250
## 789 male 1.00 1 2 C.A. 2315 20.5750
## 790 male 46.00 0 0 PC 17593 79.2000 B82 B84
## 791 male NA 0 0 12460 7.7500
## 792 male 16.00 0 0 239865 26.0000
## 793 female NA 8 2 CA. 2343 69.5500
## 794 male NA 0 0 PC 17600 30.6958
## 795 male 25.00 0 0 349203 7.8958
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## 797 female 49.00 0 0 17465 25.9292 D17
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## 799 male 30.00 0 0 2685 7.2292
## 800 female 30.00 1 1 345773 24.1500
## 801 male 34.00 0 0 250647 13.0000
## 802 female 31.00 1 1 C.A. 31921 26.2500
## 803 male 11.00 1 2 113760 120.0000 B96 B98
## 804 male 0.42 0 1 2625 8.5167
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## 806 male 31.00 0 0 347063 7.7750
## 807 male 39.00 0 0 112050 0.0000 A36
## 808 female 18.00 0 0 347087 7.7750
## 809 male 39.00 0 0 248723 13.0000
## 810 female 33.00 1 0 113806 53.1000 E8
## 811 male 26.00 0 0 3474 7.8875
## 812 male 39.00 0 0 A/4 48871 24.1500
## 813 male 35.00 0 0 28206 10.5000
## 814 female 6.00 4 2 347082 31.2750
## 815 male 30.50 0 0 364499 8.0500
## 816 male NA 0 0 112058 0.0000 B102
## 817 female 23.00 0 0 STON/O2. 3101290 7.9250
## 818 male 31.00 1 1 S.C./PARIS 2079 37.0042
## 819 male 43.00 0 0 C 7075 6.4500
## 820 male 10.00 3 2 347088 27.9000
## 821 female 52.00 1 1 12749 93.5000 B69
## 822 male 27.00 0 0 315098 8.6625
## 823 male 38.00 0 0 19972 0.0000
## 824 female 27.00 0 1 392096 12.4750 E121
## 825 male 2.00 4 1 3101295 39.6875
## 826 male NA 0 0 368323 6.9500
## 827 male NA 0 0 1601 56.4958
## 828 male 1.00 0 2 S.C./PARIS 2079 37.0042
## 829 male NA 0 0 367228 7.7500
## 830 female 62.00 0 0 113572 80.0000 B28
## 831 female 15.00 1 0 2659 14.4542
## 832 male 0.83 1 1 29106 18.7500
## 833 male NA 0 0 2671 7.2292
## 834 male 23.00 0 0 347468 7.8542
## 835 male 18.00 0 0 2223 8.3000
## 836 female 39.00 1 1 PC 17756 83.1583 E49
## 837 male 21.00 0 0 315097 8.6625
## 838 male NA 0 0 392092 8.0500
## 839 male 32.00 0 0 1601 56.4958
## 840 male NA 0 0 11774 29.7000 C47
## 841 male 20.00 0 0 SOTON/O2 3101287 7.9250
## 842 male 16.00 0 0 S.O./P.P. 3 10.5000
## 843 female 30.00 0 0 113798 31.0000
## 844 male 34.50 0 0 2683 6.4375
## 845 male 17.00 0 0 315090 8.6625
## 846 male 42.00 0 0 C.A. 5547 7.5500
## 847 male NA 8 2 CA. 2343 69.5500
## 848 male 35.00 0 0 349213 7.8958
## 849 male 28.00 0 1 248727 33.0000
## 850 female NA 1 0 17453 89.1042 C92
## 851 male 4.00 4 2 347082 31.2750
## 852 male 74.00 0 0 347060 7.7750
## 853 female 9.00 1 1 2678 15.2458
## 854 female 16.00 0 1 PC 17592 39.4000 D28
## 855 female 44.00 1 0 244252 26.0000
## 856 female 18.00 0 1 392091 9.3500
## 857 female 45.00 1 1 36928 164.8667
## 858 male 51.00 0 0 113055 26.5500 E17
## 859 female 24.00 0 3 2666 19.2583
## 860 male NA 0 0 2629 7.2292
## 861 male 41.00 2 0 350026 14.1083
## 862 male 21.00 1 0 28134 11.5000
## 863 female 48.00 0 0 17466 25.9292 D17
## 864 female NA 8 2 CA. 2343 69.5500
## 865 male 24.00 0 0 233866 13.0000
## 866 female 42.00 0 0 236852 13.0000
## 867 female 27.00 1 0 SC/PARIS 2149 13.8583
## 868 male 31.00 0 0 PC 17590 50.4958 A24
## 869 male NA 0 0 345777 9.5000
## 870 male 4.00 1 1 347742 11.1333
## 871 male 26.00 0 0 349248 7.8958
## 872 female 47.00 1 1 11751 52.5542 D35
## 873 male 33.00 0 0 695 5.0000 B51 B53 B55
## 874 male 47.00 0 0 345765 9.0000
## 875 female 28.00 1 0 P/PP 3381 24.0000
## 876 female 15.00 0 0 2667 7.2250
## 877 male 20.00 0 0 7534 9.8458
## 878 male 19.00 0 0 349212 7.8958
## 879 male NA 0 0 349217 7.8958
## 880 female 56.00 0 1 11767 83.1583 C50
## 881 female 25.00 0 1 230433 26.0000
## 882 male 33.00 0 0 349257 7.8958
## 883 female 22.00 0 0 7552 10.5167
## 884 male 28.00 0 0 C.A./SOTON 34068 10.5000
## 885 male 25.00 0 0 SOTON/OQ 392076 7.0500
## 886 female 39.00 0 5 382652 29.1250
## 887 male 27.00 0 0 211536 13.0000
## 888 female 19.00 0 0 112053 30.0000 B42
## 889 female NA 1 2 W./C. 6607 23.4500
## 890 male 26.00 0 0 111369 30.0000 C148
## 891 male 32.00 0 0 370376 7.7500
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## 830
## 831 C
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## 850 C
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## 886 Q
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## 889 S
## 890 C
## 891 Q2. Print the structure of dataset
structure(titanic)## PassengerId Survived Pclass
## 1 1 0 3
## 2 2 1 1
## 3 3 1 3
## 4 4 1 1
## 5 5 0 3
## 6 6 0 3
## 7 7 0 1
## 8 8 0 3
## 9 9 1 3
## 10 10 1 2
## 11 11 1 3
## 12 12 1 1
## 13 13 0 3
## 14 14 0 3
## 15 15 0 3
## 16 16 1 2
## 17 17 0 3
## 18 18 1 2
## 19 19 0 3
## 20 20 1 3
## 21 21 0 2
## 22 22 1 2
## 23 23 1 3
## 24 24 1 1
## 25 25 0 3
## 26 26 1 3
## 27 27 0 3
## 28 28 0 1
## 29 29 1 3
## 30 30 0 3
## 31 31 0 1
## 32 32 1 1
## 33 33 1 3
## 34 34 0 2
## 35 35 0 1
## 36 36 0 1
## 37 37 1 3
## 38 38 0 3
## 39 39 0 3
## 40 40 1 3
## 41 41 0 3
## 42 42 0 2
## 43 43 0 3
## 44 44 1 2
## 45 45 1 3
## 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 62 1 1
## 63 63 0 1
## 64 64 0 3
## 65 65 0 1
## 66 66 1 3
## 67 67 1 2
## 68 68 0 3
## 69 69 1 3
## 70 70 0 3
## 71 71 0 2
## 72 72 0 3
## 73 73 0 2
## 74 74 0 3
## 75 75 1 3
## 76 76 0 3
## 77 77 0 3
## 78 78 0 3
## 79 79 1 2
## 80 80 1 3
## 81 81 0 3
## 82 82 1 3
## 83 83 1 3
## 84 84 0 1
## 85 85 1 2
## 86 86 1 3
## 87 87 0 3
## 88 88 0 3
## 89 89 1 1
## 90 90 0 3
## 91 91 0 3
## 92 92 0 3
## 93 93 0 1
## 94 94 0 3
## 95 95 0 3
## 96 96 0 3
## 97 97 0 1
## 98 98 1 1
## 99 99 1 2
## 100 100 0 2
## 101 101 0 3
## 102 102 0 3
## 103 103 0 1
## 104 104 0 3
## 105 105 0 3
## 106 106 0 3
## 107 107 1 3
## 108 108 1 3
## 109 109 0 3
## 110 110 1 3
## 111 111 0 1
## 112 112 0 3
## 113 113 0 3
## 114 114 0 3
## 115 115 0 3
## 116 116 0 3
## 117 117 0 3
## 118 118 0 2
## 119 119 0 1
## 120 120 0 3
## 121 121 0 2
## 122 122 0 3
## 123 123 0 2
## 124 124 1 2
## 125 125 0 1
## 126 126 1 3
## 127 127 0 3
## 128 128 1 3
## 129 129 1 3
## 130 130 0 3
## 131 131 0 3
## 132 132 0 3
## 133 133 0 3
## 134 134 1 2
## 135 135 0 2
## 136 136 0 2
## 137 137 1 1
## 138 138 0 1
## 139 139 0 3
## 140 140 0 1
## 141 141 0 3
## 142 142 1 3
## 143 143 1 3
## 144 144 0 3
## 145 145 0 2
## 146 146 0 2
## 147 147 1 3
## 148 148 0 3
## 149 149 0 2
## 150 150 0 2
## 151 151 0 2
## 152 152 1 1
## 153 153 0 3
## 154 154 0 3
## 155 155 0 3
## 156 156 0 1
## 157 157 1 3
## 158 158 0 3
## 159 159 0 3
## 160 160 0 3
## 161 161 0 3
## 162 162 1 2
## 163 163 0 3
## 164 164 0 3
## 165 165 0 3
## 166 166 1 3
## 167 167 1 1
## 168 168 0 3
## 169 169 0 1
## 170 170 0 3
## 171 171 0 1
## 172 172 0 3
## 173 173 1 3
## 174 174 0 3
## 175 175 0 1
## 176 176 0 3
## 177 177 0 3
## 178 178 0 1
## 179 179 0 2
## 180 180 0 3
## 181 181 0 3
## 182 182 0 2
## 183 183 0 3
## 184 184 1 2
## 185 185 1 3
## 186 186 0 1
## 187 187 1 3
## 188 188 1 1
## 189 189 0 3
## 190 190 0 3
## 191 191 1 2
## 192 192 0 2
## 193 193 1 3
## 194 194 1 2
## 195 195 1 1
## 196 196 1 1
## 197 197 0 3
## 198 198 0 3
## 199 199 1 3
## 200 200 0 2
## 201 201 0 3
## 202 202 0 3
## 203 203 0 3
## 204 204 0 3
## 205 205 1 3
## 206 206 0 3
## 207 207 0 3
## 208 208 1 3
## 209 209 1 3
## 210 210 1 1
## 211 211 0 3
## 212 212 1 2
## 213 213 0 3
## 214 214 0 2
## 215 215 0 3
## 216 216 1 1
## 217 217 1 3
## 218 218 0 2
## 219 219 1 1
## 220 220 0 2
## 221 221 1 3
## 222 222 0 2
## 223 223 0 3
## 224 224 0 3
## 225 225 1 1
## 226 226 0 3
## 227 227 1 2
## 228 228 0 3
## 229 229 0 2
## 230 230 0 3
## 231 231 1 1
## 232 232 0 3
## 233 233 0 2
## 234 234 1 3
## 235 235 0 2
## 236 236 0 3
## 237 237 0 2
## 238 238 1 2
## 239 239 0 2
## 240 240 0 2
## 241 241 0 3
## 242 242 1 3
## 243 243 0 2
## 244 244 0 3
## 245 245 0 3
## 246 246 0 1
## 247 247 0 3
## 248 248 1 2
## 249 249 1 1
## 250 250 0 2
## 251 251 0 3
## 252 252 0 3
## 253 253 0 1
## 254 254 0 3
## 255 255 0 3
## 256 256 1 3
## 257 257 1 1
## 258 258 1 1
## 259 259 1 1
## 260 260 1 2
## 261 261 0 3
## 262 262 1 3
## 263 263 0 1
## 264 264 0 1
## 265 265 0 3
## 266 266 0 2
## 267 267 0 3
## 268 268 1 3
## 269 269 1 1
## 270 270 1 1
## 271 271 0 1
## 272 272 1 3
## 273 273 1 2
## 274 274 0 1
## 275 275 1 3
## 276 276 1 1
## 277 277 0 3
## 278 278 0 2
## 279 279 0 3
## 280 280 1 3
## 281 281 0 3
## 282 282 0 3
## 283 283 0 3
## 284 284 1 3
## 285 285 0 1
## 286 286 0 3
## 287 287 1 3
## 288 288 0 3
## 289 289 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 Icard, Miss. Amelie
## 63 Harris, Mr. Henry Birkhardt
## 64 Skoog, Master. Harald
## 65 Stewart, Mr. Albert A
## 66 Moubarek, Master. Gerios
## 67 Nye, Mrs. (Elizabeth Ramell)
## 68 Crease, Mr. Ernest James
## 69 Andersson, Miss. Erna Alexandra
## 70 Kink, Mr. Vincenz
## 71 Jenkin, Mr. Stephen Curnow
## 72 Goodwin, Miss. Lillian Amy
## 73 Hood, Mr. Ambrose Jr
## 74 Chronopoulos, Mr. Apostolos
## 75 Bing, Mr. Lee
## 76 Moen, Mr. Sigurd Hansen
## 77 Staneff, Mr. Ivan
## 78 Moutal, Mr. Rahamin Haim
## 79 Caldwell, Master. Alden Gates
## 80 Dowdell, Miss. Elizabeth
## 81 Waelens, Mr. Achille
## 82 Sheerlinck, Mr. Jan Baptist
## 83 McDermott, Miss. Brigdet Delia
## 84 Carrau, Mr. Francisco M
## 85 Ilett, Miss. Bertha
## 86 Backstrom, Mrs. Karl Alfred (Maria Mathilda Gustafsson)
## 87 Ford, Mr. William Neal
## 88 Slocovski, Mr. Selman Francis
## 89 Fortune, Miss. Mabel Helen
## 90 Celotti, Mr. Francesco
## 91 Christmann, Mr. Emil
## 92 Andreasson, Mr. Paul Edvin
## 93 Chaffee, Mr. Herbert Fuller
## 94 Dean, Mr. Bertram Frank
## 95 Coxon, Mr. Daniel
## 96 Shorney, Mr. Charles Joseph
## 97 Goldschmidt, Mr. George B
## 98 Greenfield, Mr. William Bertram
## 99 Doling, Mrs. John T (Ada Julia Bone)
## 100 Kantor, Mr. Sinai
## 101 Petranec, Miss. Matilda
## 102 Petroff, Mr. Pastcho ("Pentcho")
## 103 White, Mr. Richard Frasar
## 104 Johansson, Mr. Gustaf Joel
## 105 Gustafsson, Mr. Anders Vilhelm
## 106 Mionoff, Mr. Stoytcho
## 107 Salkjelsvik, Miss. Anna Kristine
## 108 Moss, Mr. Albert Johan
## 109 Rekic, Mr. Tido
## 110 Moran, Miss. Bertha
## 111 Porter, Mr. Walter Chamberlain
## 112 Zabour, Miss. Hileni
## 113 Barton, Mr. David John
## 114 Jussila, Miss. Katriina
## 115 Attalah, Miss. Malake
## 116 Pekoniemi, Mr. Edvard
## 117 Connors, Mr. Patrick
## 118 Turpin, Mr. William John Robert
## 119 Baxter, Mr. Quigg Edmond
## 120 Andersson, Miss. Ellis Anna Maria
## 121 Hickman, Mr. Stanley George
## 122 Moore, Mr. Leonard Charles
## 123 Nasser, Mr. Nicholas
## 124 Webber, Miss. Susan
## 125 White, Mr. Percival Wayland
## 126 Nicola-Yarred, Master. Elias
## 127 McMahon, Mr. Martin
## 128 Madsen, Mr. Fridtjof Arne
## 129 Peter, Miss. Anna
## 130 Ekstrom, Mr. Johan
## 131 Drazenoic, Mr. Jozef
## 132 Coelho, Mr. Domingos Fernandeo
## 133 Robins, Mrs. Alexander A (Grace Charity Laury)
## 134 Weisz, Mrs. Leopold (Mathilde Francoise Pede)
## 135 Sobey, Mr. Samuel James Hayden
## 136 Richard, Mr. Emile
## 137 Newsom, Miss. Helen Monypeny
## 138 Futrelle, Mr. Jacques Heath
## 139 Osen, Mr. Olaf Elon
## 140 Giglio, Mr. Victor
## 141 Boulos, Mrs. Joseph (Sultana)
## 142 Nysten, Miss. Anna Sofia
## 143 Hakkarainen, Mrs. Pekka Pietari (Elin Matilda Dolck)
## 144 Burke, Mr. Jeremiah
## 145 Andrew, Mr. Edgardo Samuel
## 146 Nicholls, Mr. Joseph Charles
## 147 Andersson, Mr. August Edvard ("Wennerstrom")
## 148 Ford, Miss. Robina Maggie "Ruby"
## 149 Navratil, Mr. Michel ("Louis M Hoffman")
## 150 Byles, Rev. Thomas Roussel Davids
## 151 Bateman, Rev. Robert James
## 152 Pears, Mrs. Thomas (Edith Wearne)
## 153 Meo, Mr. Alfonzo
## 154 van Billiard, Mr. Austin Blyler
## 155 Olsen, Mr. Ole Martin
## 156 Williams, Mr. Charles Duane
## 157 Gilnagh, Miss. Katherine "Katie"
## 158 Corn, Mr. Harry
## 159 Smiljanic, Mr. Mile
## 160 Sage, Master. Thomas Henry
## 161 Cribb, Mr. John Hatfield
## 162 Watt, Mrs. James (Elizabeth "Bessie" Inglis Milne)
## 163 Bengtsson, Mr. John Viktor
## 164 Calic, Mr. Jovo
## 165 Panula, Master. Eino Viljami
## 166 Goldsmith, Master. Frank John William "Frankie"
## 167 Chibnall, Mrs. (Edith Martha Bowerman)
## 168 Skoog, Mrs. William (Anna Bernhardina Karlsson)
## 169 Baumann, Mr. John D
## 170 Ling, Mr. Lee
## 171 Van der hoef, Mr. Wyckoff
## 172 Rice, Master. Arthur
## 173 Johnson, Miss. Eleanor Ileen
## 174 Sivola, Mr. Antti Wilhelm
## 175 Smith, Mr. James Clinch
## 176 Klasen, Mr. Klas Albin
## 177 Lefebre, Master. Henry Forbes
## 178 Isham, Miss. Ann Elizabeth
## 179 Hale, Mr. Reginald
## 180 Leonard, Mr. Lionel
## 181 Sage, Miss. Constance Gladys
## 182 Pernot, Mr. Rene
## 183 Asplund, Master. Clarence Gustaf Hugo
## 184 Becker, Master. Richard F
## 185 Kink-Heilmann, Miss. Luise Gretchen
## 186 Rood, Mr. Hugh Roscoe
## 187 O'Brien, Mrs. Thomas (Johanna "Hannah" Godfrey)
## 188 Romaine, Mr. Charles Hallace ("Mr C Rolmane")
## 189 Bourke, Mr. John
## 190 Turcin, Mr. Stjepan
## 191 Pinsky, Mrs. (Rosa)
## 192 Carbines, Mr. William
## 193 Andersen-Jensen, Miss. Carla Christine Nielsine
## 194 Navratil, Master. Michel M
## 195 Brown, Mrs. James Joseph (Margaret Tobin)
## 196 Lurette, Miss. Elise
## 197 Mernagh, Mr. Robert
## 198 Olsen, Mr. Karl Siegwart Andreas
## 199 Madigan, Miss. Margaret "Maggie"
## 200 Yrois, Miss. Henriette ("Mrs Harbeck")
## 201 Vande Walle, Mr. Nestor Cyriel
## 202 Sage, Mr. Frederick
## 203 Johanson, Mr. Jakob Alfred
## 204 Youseff, Mr. Gerious
## 205 Cohen, Mr. Gurshon "Gus"
## 206 Strom, Miss. Telma Matilda
## 207 Backstrom, Mr. Karl Alfred
## 208 Albimona, Mr. Nassef Cassem
## 209 Carr, Miss. Helen "Ellen"
## 210 Blank, Mr. Henry
## 211 Ali, Mr. Ahmed
## 212 Cameron, Miss. Clear Annie
## 213 Perkin, Mr. John Henry
## 214 Givard, Mr. Hans Kristensen
## 215 Kiernan, Mr. Philip
## 216 Newell, Miss. Madeleine
## 217 Honkanen, Miss. Eliina
## 218 Jacobsohn, Mr. Sidney Samuel
## 219 Bazzani, Miss. Albina
## 220 Harris, Mr. Walter
## 221 Sunderland, Mr. Victor Francis
## 222 Bracken, Mr. James H
## 223 Green, Mr. George Henry
## 224 Nenkoff, Mr. Christo
## 225 Hoyt, Mr. Frederick Maxfield
## 226 Berglund, Mr. Karl Ivar Sven
## 227 Mellors, Mr. William John
## 228 Lovell, Mr. John Hall ("Henry")
## 229 Fahlstrom, Mr. Arne Jonas
## 230 Lefebre, Miss. Mathilde
## 231 Harris, Mrs. Henry Birkhardt (Irene Wallach)
## 232 Larsson, Mr. Bengt Edvin
## 233 Sjostedt, Mr. Ernst Adolf
## 234 Asplund, Miss. Lillian Gertrud
## 235 Leyson, Mr. Robert William Norman
## 236 Harknett, Miss. Alice Phoebe
## 237 Hold, Mr. Stephen
## 238 Collyer, Miss. Marjorie "Lottie"
## 239 Pengelly, Mr. Frederick William
## 240 Hunt, Mr. George Henry
## 241 Zabour, Miss. Thamine
## 242 Murphy, Miss. Katherine "Kate"
## 243 Coleridge, Mr. Reginald Charles
## 244 Maenpaa, Mr. Matti Alexanteri
## 245 Attalah, Mr. Sleiman
## 246 Minahan, Dr. William Edward
## 247 Lindahl, Miss. Agda Thorilda Viktoria
## 248 Hamalainen, Mrs. William (Anna)
## 249 Beckwith, Mr. Richard Leonard
## 250 Carter, Rev. Ernest Courtenay
## 251 Reed, Mr. James George
## 252 Strom, Mrs. Wilhelm (Elna Matilda Persson)
## 253 Stead, Mr. William Thomas
## 254 Lobb, Mr. William Arthur
## 255 Rosblom, Mrs. Viktor (Helena Wilhelmina)
## 256 Touma, Mrs. Darwis (Hanne Youssef Razi)
## 257 Thorne, Mrs. Gertrude Maybelle
## 258 Cherry, Miss. Gladys
## 259 Ward, Miss. Anna
## 260 Parrish, Mrs. (Lutie Davis)
## 261 Smith, Mr. Thomas
## 262 Asplund, Master. Edvin Rojj Felix
## 263 Taussig, Mr. Emil
## 264 Harrison, Mr. William
## 265 Henry, Miss. Delia
## 266 Reeves, Mr. David
## 267 Panula, Mr. Ernesti Arvid
## 268 Persson, Mr. Ernst Ulrik
## 269 Graham, Mrs. William Thompson (Edith Junkins)
## 270 Bissette, Miss. Amelia
## 271 Cairns, Mr. Alexander
## 272 Tornquist, Mr. William Henry
## 273 Mellinger, Mrs. (Elizabeth Anne Maidment)
## 274 Natsch, Mr. Charles H
## 275 Healy, Miss. Hanora "Nora"
## 276 Andrews, Miss. Kornelia Theodosia
## 277 Lindblom, Miss. Augusta Charlotta
## 278 Parkes, Mr. Francis "Frank"
## 279 Rice, Master. Eric
## 280 Abbott, Mrs. Stanton (Rosa Hunt)
## 281 Duane, Mr. Frank
## 282 Olsson, Mr. Nils Johan Goransson
## 283 de Pelsmaeker, Mr. Alfons
## 284 Dorking, Mr. Edward Arthur
## 285 Smith, Mr. Richard William
## 286 Stankovic, Mr. Ivan
## 287 de Mulder, Mr. Theodore
## 288 Naidenoff, Mr. Penko
## 289 Hosono, Mr. Masabumi
## 290 Connolly, Miss. Kate
## 291 Barber, Miss. Ellen "Nellie"
## 292 Bishop, Mrs. Dickinson H (Helen Walton)
## 293 Levy, Mr. Rene Jacques
## 294 Haas, Miss. Aloisia
## 295 Mineff, Mr. Ivan
## 296 Lewy, Mr. Ervin G
## 297 Hanna, Mr. Mansour
## 298 Allison, Miss. Helen Loraine
## 299 Saalfeld, Mr. Adolphe
## 300 Baxter, Mrs. James (Helene DeLaudeniere Chaput)
## 301 Kelly, Miss. Anna Katherine "Annie Kate"
## 302 McCoy, Mr. Bernard
## 303 Johnson, Mr. William Cahoone Jr
## 304 Keane, Miss. Nora A
## 305 Williams, Mr. Howard Hugh "Harry"
## 306 Allison, Master. Hudson Trevor
## 307 Fleming, Miss. Margaret
## 308 Penasco y Castellana, Mrs. Victor de Satode (Maria Josefa Perez de Soto y Vallejo)
## 309 Abelson, Mr. Samuel
## 310 Francatelli, Miss. Laura Mabel
## 311 Hays, Miss. Margaret Bechstein
## 312 Ryerson, Miss. Emily Borie
## 313 Lahtinen, Mrs. William (Anna Sylfven)
## 314 Hendekovic, Mr. Ignjac
## 315 Hart, Mr. Benjamin
## 316 Nilsson, Miss. Helmina Josefina
## 317 Kantor, Mrs. Sinai (Miriam Sternin)
## 318 Moraweck, Dr. Ernest
## 319 Wick, Miss. Mary Natalie
## 320 Spedden, Mrs. Frederic Oakley (Margaretta Corning Stone)
## 321 Dennis, Mr. Samuel
## 322 Danoff, Mr. Yoto
## 323 Slayter, Miss. Hilda Mary
## 324 Caldwell, Mrs. Albert Francis (Sylvia Mae Harbaugh)
## 325 Sage, Mr. George John Jr
## 326 Young, Miss. Marie Grice
## 327 Nysveen, Mr. Johan Hansen
## 328 Ball, Mrs. (Ada E Hall)
## 329 Goldsmith, Mrs. Frank John (Emily Alice Brown)
## 330 Hippach, Miss. Jean Gertrude
## 331 McCoy, Miss. Agnes
## 332 Partner, Mr. Austen
## 333 Graham, Mr. George Edward
## 334 Vander Planke, Mr. Leo Edmondus
## 335 Frauenthal, Mrs. Henry William (Clara Heinsheimer)
## 336 Denkoff, Mr. Mitto
## 337 Pears, Mr. Thomas Clinton
## 338 Burns, Miss. Elizabeth Margaret
## 339 Dahl, Mr. Karl Edwart
## 340 Blackwell, Mr. Stephen Weart
## 341 Navratil, Master. Edmond Roger
## 342 Fortune, Miss. Alice Elizabeth
## 343 Collander, Mr. Erik Gustaf
## 344 Sedgwick, Mr. Charles Frederick Waddington
## 345 Fox, Mr. Stanley Hubert
## 346 Brown, Miss. Amelia "Mildred"
## 347 Smith, Miss. Marion Elsie
## 348 Davison, Mrs. Thomas Henry (Mary E Finck)
## 349 Coutts, Master. William Loch "William"
## 350 Dimic, Mr. Jovan
## 351 Odahl, Mr. Nils Martin
## 352 Williams-Lambert, Mr. Fletcher Fellows
## 353 Elias, Mr. Tannous
## 354 Arnold-Franchi, Mr. Josef
## 355 Yousif, Mr. Wazli
## 356 Vanden Steen, Mr. Leo Peter
## 357 Bowerman, Miss. Elsie Edith
## 358 Funk, Miss. Annie Clemmer
## 359 McGovern, Miss. Mary
## 360 Mockler, Miss. Helen Mary "Ellie"
## 361 Skoog, Mr. Wilhelm
## 362 del Carlo, Mr. Sebastiano
## 363 Barbara, Mrs. (Catherine David)
## 364 Asim, Mr. Adola
## 365 O'Brien, Mr. Thomas
## 366 Adahl, Mr. Mauritz Nils Martin
## 367 Warren, Mrs. Frank Manley (Anna Sophia Atkinson)
## 368 Moussa, Mrs. (Mantoura Boulos)
## 369 Jermyn, Miss. Annie
## 370 Aubart, Mme. Leontine Pauline
## 371 Harder, Mr. George Achilles
## 372 Wiklund, Mr. Jakob Alfred
## 373 Beavan, Mr. William Thomas
## 374 Ringhini, Mr. Sante
## 375 Palsson, Miss. Stina Viola
## 376 Meyer, Mrs. Edgar Joseph (Leila Saks)
## 377 Landergren, Miss. Aurora Adelia
## 378 Widener, Mr. Harry Elkins
## 379 Betros, Mr. Tannous
## 380 Gustafsson, Mr. Karl Gideon
## 381 Bidois, Miss. Rosalie
## 382 Nakid, Miss. Maria ("Mary")
## 383 Tikkanen, Mr. Juho
## 384 Holverson, Mrs. Alexander Oskar (Mary Aline Towner)
## 385 Plotcharsky, Mr. Vasil
## 386 Davies, Mr. Charles Henry
## 387 Goodwin, Master. Sidney Leonard
## 388 Buss, Miss. Kate
## 389 Sadlier, Mr. Matthew
## 390 Lehmann, Miss. Bertha
## 391 Carter, Mr. William Ernest
## 392 Jansson, Mr. Carl Olof
## 393 Gustafsson, Mr. Johan Birger
## 394 Newell, Miss. Marjorie
## 395 Sandstrom, Mrs. Hjalmar (Agnes Charlotta Bengtsson)
## 396 Johansson, Mr. Erik
## 397 Olsson, Miss. Elina
## 398 McKane, Mr. Peter David
## 399 Pain, Dr. Alfred
## 400 Trout, Mrs. William H (Jessie L)
## 401 Niskanen, Mr. Juha
## 402 Adams, Mr. John
## 403 Jussila, Miss. Mari Aina
## 404 Hakkarainen, Mr. Pekka Pietari
## 405 Oreskovic, Miss. Marija
## 406 Gale, Mr. Shadrach
## 407 Widegren, Mr. Carl/Charles Peter
## 408 Richards, Master. William Rowe
## 409 Birkeland, Mr. Hans Martin Monsen
## 410 Lefebre, Miss. Ida
## 411 Sdycoff, Mr. Todor
## 412 Hart, Mr. Henry
## 413 Minahan, Miss. Daisy E
## 414 Cunningham, Mr. Alfred Fleming
## 415 Sundman, Mr. Johan Julian
## 416 Meek, Mrs. Thomas (Annie Louise Rowley)
## 417 Drew, Mrs. James Vivian (Lulu Thorne Christian)
## 418 Silven, Miss. Lyyli Karoliina
## 419 Matthews, Mr. William John
## 420 Van Impe, Miss. Catharina
## 421 Gheorgheff, Mr. Stanio
## 422 Charters, Mr. David
## 423 Zimmerman, Mr. Leo
## 424 Danbom, Mrs. Ernst Gilbert (Anna Sigrid Maria Brogren)
## 425 Rosblom, Mr. Viktor Richard
## 426 Wiseman, Mr. Phillippe
## 427 Clarke, Mrs. Charles V (Ada Maria Winfield)
## 428 Phillips, Miss. Kate Florence ("Mrs Kate Louise Phillips Marshall")
## 429 Flynn, Mr. James
## 430 Pickard, Mr. Berk (Berk Trembisky)
## 431 Bjornstrom-Steffansson, Mr. Mauritz Hakan
## 432 Thorneycroft, Mrs. Percival (Florence Kate White)
## 433 Louch, Mrs. Charles Alexander (Alice Adelaide Slow)
## 434 Kallio, Mr. Nikolai Erland
## 435 Silvey, Mr. William Baird
## 436 Carter, Miss. Lucile Polk
## 437 Ford, Miss. Doolina Margaret "Daisy"
## 438 Richards, Mrs. Sidney (Emily Hocking)
## 439 Fortune, Mr. Mark
## 440 Kvillner, Mr. Johan Henrik Johannesson
## 441 Hart, Mrs. Benjamin (Esther Ada Bloomfield)
## 442 Hampe, Mr. Leon
## 443 Petterson, Mr. Johan Emil
## 444 Reynaldo, Ms. Encarnacion
## 445 Johannesen-Bratthammer, Mr. Bernt
## 446 Dodge, Master. Washington
## 447 Mellinger, Miss. Madeleine Violet
## 448 Seward, Mr. Frederic Kimber
## 449 Baclini, Miss. Marie Catherine
## 450 Peuchen, Major. Arthur Godfrey
## 451 West, Mr. Edwy Arthur
## 452 Hagland, Mr. Ingvald Olai Olsen
## 453 Foreman, Mr. Benjamin Laventall
## 454 Goldenberg, Mr. Samuel L
## 455 Peduzzi, Mr. Joseph
## 456 Jalsevac, Mr. Ivan
## 457 Millet, Mr. Francis Davis
## 458 Kenyon, Mrs. Frederick R (Marion)
## 459 Toomey, Miss. Ellen
## 460 O'Connor, Mr. Maurice
## 461 Anderson, Mr. Harry
## 462 Morley, Mr. William
## 463 Gee, Mr. Arthur H
## 464 Milling, Mr. Jacob Christian
## 465 Maisner, Mr. Simon
## 466 Goncalves, Mr. Manuel Estanslas
## 467 Campbell, Mr. William
## 468 Smart, Mr. John Montgomery
## 469 Scanlan, Mr. James
## 470 Baclini, Miss. Helene Barbara
## 471 Keefe, Mr. Arthur
## 472 Cacic, Mr. Luka
## 473 West, Mrs. Edwy Arthur (Ada Mary Worth)
## 474 Jerwan, Mrs. Amin S (Marie Marthe Thuillard)
## 475 Strandberg, Miss. Ida Sofia
## 476 Clifford, Mr. George Quincy
## 477 Renouf, Mr. Peter Henry
## 478 Braund, Mr. Lewis Richard
## 479 Karlsson, Mr. Nils August
## 480 Hirvonen, Miss. Hildur E
## 481 Goodwin, Master. Harold Victor
## 482 Frost, Mr. Anthony Wood "Archie"
## 483 Rouse, Mr. Richard Henry
## 484 Turkula, Mrs. (Hedwig)
## 485 Bishop, Mr. Dickinson H
## 486 Lefebre, Miss. Jeannie
## 487 Hoyt, Mrs. Frederick Maxfield (Jane Anne Forby)
## 488 Kent, Mr. Edward Austin
## 489 Somerton, Mr. Francis William
## 490 Coutts, Master. Eden Leslie "Neville"
## 491 Hagland, Mr. Konrad Mathias Reiersen
## 492 Windelov, Mr. Einar
## 493 Molson, Mr. Harry Markland
## 494 Artagaveytia, Mr. Ramon
## 495 Stanley, Mr. Edward Roland
## 496 Yousseff, Mr. Gerious
## 497 Eustis, Miss. Elizabeth Mussey
## 498 Shellard, Mr. Frederick William
## 499 Allison, Mrs. Hudson J C (Bessie Waldo Daniels)
## 500 Svensson, Mr. Olof
## 501 Calic, Mr. Petar
## 502 Canavan, Miss. Mary
## 503 O'Sullivan, Miss. Bridget Mary
## 504 Laitinen, Miss. Kristina Sofia
## 505 Maioni, Miss. Roberta
## 506 Penasco y Castellana, Mr. Victor de Satode
## 507 Quick, Mrs. Frederick Charles (Jane Richards)
## 508 Bradley, Mr. George ("George Arthur Brayton")
## 509 Olsen, Mr. Henry Margido
## 510 Lang, Mr. Fang
## 511 Daly, Mr. Eugene Patrick
## 512 Webber, Mr. James
## 513 McGough, Mr. James Robert
## 514 Rothschild, Mrs. Martin (Elizabeth L. Barrett)
## 515 Coleff, Mr. Satio
## 516 Walker, Mr. William Anderson
## 517 Lemore, Mrs. (Amelia Milley)
## 518 Ryan, Mr. Patrick
## 519 Angle, Mrs. William A (Florence "Mary" Agnes Hughes)
## 520 Pavlovic, Mr. Stefo
## 521 Perreault, Miss. Anne
## 522 Vovk, Mr. Janko
## 523 Lahoud, Mr. Sarkis
## 524 Hippach, Mrs. Louis Albert (Ida Sophia Fischer)
## 525 Kassem, Mr. Fared
## 526 Farrell, Mr. James
## 527 Ridsdale, Miss. Lucy
## 528 Farthing, Mr. John
## 529 Salonen, Mr. Johan Werner
## 530 Hocking, Mr. Richard George
## 531 Quick, Miss. Phyllis May
## 532 Toufik, Mr. Nakli
## 533 Elias, Mr. Joseph Jr
## 534 Peter, Mrs. Catherine (Catherine Rizk)
## 535 Cacic, Miss. Marija
## 536 Hart, Miss. Eva Miriam
## 537 Butt, Major. Archibald Willingham
## 538 LeRoy, Miss. Bertha
## 539 Risien, Mr. Samuel Beard
## 540 Frolicher, Miss. Hedwig Margaritha
## 541 Crosby, Miss. Harriet R
## 542 Andersson, Miss. Ingeborg Constanzia
## 543 Andersson, Miss. Sigrid Elisabeth
## 544 Beane, Mr. Edward
## 545 Douglas, Mr. Walter Donald
## 546 Nicholson, Mr. Arthur Ernest
## 547 Beane, Mrs. Edward (Ethel Clarke)
## 548 Padro y Manent, Mr. Julian
## 549 Goldsmith, Mr. Frank John
## 550 Davies, Master. John Morgan Jr
## 551 Thayer, Mr. John Borland Jr
## 552 Sharp, Mr. Percival James R
## 553 O'Brien, Mr. Timothy
## 554 Leeni, Mr. Fahim ("Philip Zenni")
## 555 Ohman, Miss. Velin
## 556 Wright, Mr. George
## 557 Duff Gordon, Lady. (Lucille Christiana Sutherland) ("Mrs Morgan")
## 558 Robbins, Mr. Victor
## 559 Taussig, Mrs. Emil (Tillie Mandelbaum)
## 560 de Messemaeker, Mrs. Guillaume Joseph (Emma)
## 561 Morrow, Mr. Thomas Rowan
## 562 Sivic, Mr. Husein
## 563 Norman, Mr. Robert Douglas
## 564 Simmons, Mr. John
## 565 Meanwell, Miss. (Marion Ogden)
## 566 Davies, Mr. Alfred J
## 567 Stoytcheff, Mr. Ilia
## 568 Palsson, Mrs. Nils (Alma Cornelia Berglund)
## 569 Doharr, Mr. Tannous
## 570 Jonsson, Mr. Carl
## 571 Harris, Mr. George
## 572 Appleton, Mrs. Edward Dale (Charlotte Lamson)
## 573 Flynn, Mr. John Irwin ("Irving")
## 574 Kelly, Miss. Mary
## 575 Rush, Mr. Alfred George John
## 576 Patchett, Mr. George
## 577 Garside, Miss. Ethel
## 578 Silvey, Mrs. William Baird (Alice Munger)
## 579 Caram, Mrs. Joseph (Maria Elias)
## 580 Jussila, Mr. Eiriik
## 581 Christy, Miss. Julie Rachel
## 582 Thayer, Mrs. John Borland (Marian Longstreth Morris)
## 583 Downton, Mr. William James
## 584 Ross, Mr. John Hugo
## 585 Paulner, Mr. Uscher
## 586 Taussig, Miss. Ruth
## 587 Jarvis, Mr. John Denzil
## 588 Frolicher-Stehli, Mr. Maxmillian
## 589 Gilinski, Mr. Eliezer
## 590 Murdlin, Mr. Joseph
## 591 Rintamaki, Mr. Matti
## 592 Stephenson, Mrs. Walter Bertram (Martha Eustis)
## 593 Elsbury, Mr. William James
## 594 Bourke, Miss. Mary
## 595 Chapman, Mr. John Henry
## 596 Van Impe, Mr. Jean Baptiste
## 597 Leitch, Miss. Jessie Wills
## 598 Johnson, Mr. Alfred
## 599 Boulos, Mr. Hanna
## 600 Duff Gordon, Sir. Cosmo Edmund ("Mr Morgan")
## 601 Jacobsohn, Mrs. Sidney Samuel (Amy Frances Christy)
## 602 Slabenoff, Mr. Petco
## 603 Harrington, Mr. Charles H
## 604 Torber, Mr. Ernst William
## 605 Homer, Mr. Harry ("Mr E Haven")
## 606 Lindell, Mr. Edvard Bengtsson
## 607 Karaic, Mr. Milan
## 608 Daniel, Mr. Robert Williams
## 609 Laroche, Mrs. Joseph (Juliette Marie Louise Lafargue)
## 610 Shutes, Miss. Elizabeth W
## 611 Andersson, Mrs. Anders Johan (Alfrida Konstantia Brogren)
## 612 Jardin, Mr. Jose Neto
## 613 Murphy, Miss. Margaret Jane
## 614 Horgan, Mr. John
## 615 Brocklebank, Mr. William Alfred
## 616 Herman, Miss. Alice
## 617 Danbom, Mr. Ernst Gilbert
## 618 Lobb, Mrs. William Arthur (Cordelia K Stanlick)
## 619 Becker, Miss. Marion Louise
## 620 Gavey, Mr. Lawrence
## 621 Yasbeck, Mr. Antoni
## 622 Kimball, Mr. Edwin Nelson Jr
## 623 Nakid, Mr. Sahid
## 624 Hansen, Mr. Henry Damsgaard
## 625 Bowen, Mr. David John "Dai"
## 626 Sutton, Mr. Frederick
## 627 Kirkland, Rev. Charles Leonard
## 628 Longley, Miss. Gretchen Fiske
## 629 Bostandyeff, Mr. Guentcho
## 630 O'Connell, Mr. Patrick D
## 631 Barkworth, Mr. Algernon Henry Wilson
## 632 Lundahl, Mr. Johan Svensson
## 633 Stahelin-Maeglin, Dr. Max
## 634 Parr, Mr. William Henry Marsh
## 635 Skoog, Miss. Mabel
## 636 Davis, Miss. Mary
## 637 Leinonen, Mr. Antti Gustaf
## 638 Collyer, Mr. Harvey
## 639 Panula, Mrs. Juha (Maria Emilia Ojala)
## 640 Thorneycroft, Mr. Percival
## 641 Jensen, Mr. Hans Peder
## 642 Sagesser, Mlle. Emma
## 643 Skoog, Miss. Margit Elizabeth
## 644 Foo, Mr. Choong
## 645 Baclini, Miss. Eugenie
## 646 Harper, Mr. Henry Sleeper
## 647 Cor, Mr. Liudevit
## 648 Simonius-Blumer, Col. Oberst Alfons
## 649 Willey, Mr. Edward
## 650 Stanley, Miss. Amy Zillah Elsie
## 651 Mitkoff, Mr. Mito
## 652 Doling, Miss. Elsie
## 653 Kalvik, Mr. Johannes Halvorsen
## 654 O'Leary, Miss. Hanora "Norah"
## 655 Hegarty, Miss. Hanora "Nora"
## 656 Hickman, Mr. Leonard Mark
## 657 Radeff, Mr. Alexander
## 658 Bourke, Mrs. John (Catherine)
## 659 Eitemiller, Mr. George Floyd
## 660 Newell, Mr. Arthur Webster
## 661 Frauenthal, Dr. Henry William
## 662 Badt, Mr. Mohamed
## 663 Colley, Mr. Edward Pomeroy
## 664 Coleff, Mr. Peju
## 665 Lindqvist, Mr. Eino William
## 666 Hickman, Mr. Lewis
## 667 Butler, Mr. Reginald Fenton
## 668 Rommetvedt, Mr. Knud Paust
## 669 Cook, Mr. Jacob
## 670 Taylor, Mrs. Elmer Zebley (Juliet Cummins Wright)
## 671 Brown, Mrs. Thomas William Solomon (Elizabeth Catherine Ford)
## 672 Davidson, Mr. Thornton
## 673 Mitchell, Mr. Henry Michael
## 674 Wilhelms, Mr. Charles
## 675 Watson, Mr. Ennis Hastings
## 676 Edvardsson, Mr. Gustaf Hjalmar
## 677 Sawyer, Mr. Frederick Charles
## 678 Turja, Miss. Anna Sofia
## 679 Goodwin, Mrs. Frederick (Augusta Tyler)
## 680 Cardeza, Mr. Thomas Drake Martinez
## 681 Peters, Miss. Katie
## 682 Hassab, Mr. Hammad
## 683 Olsvigen, Mr. Thor Anderson
## 684 Goodwin, Mr. Charles Edward
## 685 Brown, Mr. Thomas William Solomon
## 686 Laroche, Mr. Joseph Philippe Lemercier
## 687 Panula, Mr. Jaako Arnold
## 688 Dakic, Mr. Branko
## 689 Fischer, Mr. Eberhard Thelander
## 690 Madill, Miss. Georgette Alexandra
## 691 Dick, Mr. Albert Adrian
## 692 Karun, Miss. Manca
## 693 Lam, Mr. Ali
## 694 Saad, Mr. Khalil
## 695 Weir, Col. John
## 696 Chapman, Mr. Charles Henry
## 697 Kelly, Mr. James
## 698 Mullens, Miss. Katherine "Katie"
## 699 Thayer, Mr. John Borland
## 700 Humblen, Mr. Adolf Mathias Nicolai Olsen
## 701 Astor, Mrs. John Jacob (Madeleine Talmadge Force)
## 702 Silverthorne, Mr. Spencer Victor
## 703 Barbara, Miss. Saiide
## 704 Gallagher, Mr. Martin
## 705 Hansen, Mr. Henrik Juul
## 706 Morley, Mr. Henry Samuel ("Mr Henry Marshall")
## 707 Kelly, Mrs. Florence "Fannie"
## 708 Calderhead, Mr. Edward Pennington
## 709 Cleaver, Miss. Alice
## 710 Moubarek, Master. Halim Gonios ("William George")
## 711 Mayne, Mlle. Berthe Antonine ("Mrs de Villiers")
## 712 Klaber, Mr. Herman
## 713 Taylor, Mr. Elmer Zebley
## 714 Larsson, Mr. August Viktor
## 715 Greenberg, Mr. Samuel
## 716 Soholt, Mr. Peter Andreas Lauritz Andersen
## 717 Endres, Miss. Caroline Louise
## 718 Troutt, Miss. Edwina Celia "Winnie"
## 719 McEvoy, Mr. Michael
## 720 Johnson, Mr. Malkolm Joackim
## 721 Harper, Miss. Annie Jessie "Nina"
## 722 Jensen, Mr. Svend Lauritz
## 723 Gillespie, Mr. William Henry
## 724 Hodges, Mr. Henry Price
## 725 Chambers, Mr. Norman Campbell
## 726 Oreskovic, Mr. Luka
## 727 Renouf, Mrs. Peter Henry (Lillian Jefferys)
## 728 Mannion, Miss. Margareth
## 729 Bryhl, Mr. Kurt Arnold Gottfrid
## 730 Ilmakangas, Miss. Pieta Sofia
## 731 Allen, Miss. Elisabeth Walton
## 732 Hassan, Mr. Houssein G N
## 733 Knight, Mr. Robert J
## 734 Berriman, Mr. William John
## 735 Troupiansky, Mr. Moses Aaron
## 736 Williams, Mr. Leslie
## 737 Ford, Mrs. Edward (Margaret Ann Watson)
## 738 Lesurer, Mr. Gustave J
## 739 Ivanoff, Mr. Kanio
## 740 Nankoff, Mr. Minko
## 741 Hawksford, Mr. Walter James
## 742 Cavendish, Mr. Tyrell William
## 743 Ryerson, Miss. Susan Parker "Suzette"
## 744 McNamee, Mr. Neal
## 745 Stranden, Mr. Juho
## 746 Crosby, Capt. Edward Gifford
## 747 Abbott, Mr. Rossmore Edward
## 748 Sinkkonen, Miss. Anna
## 749 Marvin, Mr. Daniel Warner
## 750 Connaghton, Mr. Michael
## 751 Wells, Miss. Joan
## 752 Moor, Master. Meier
## 753 Vande Velde, Mr. Johannes Joseph
## 754 Jonkoff, Mr. Lalio
## 755 Herman, Mrs. Samuel (Jane Laver)
## 756 Hamalainen, Master. Viljo
## 757 Carlsson, Mr. August Sigfrid
## 758 Bailey, Mr. Percy Andrew
## 759 Theobald, Mr. Thomas Leonard
## 760 Rothes, the Countess. of (Lucy Noel Martha Dyer-Edwards)
## 761 Garfirth, Mr. John
## 762 Nirva, Mr. Iisakki Antino Aijo
## 763 Barah, Mr. Hanna Assi
## 764 Carter, Mrs. William Ernest (Lucile Polk)
## 765 Eklund, Mr. Hans Linus
## 766 Hogeboom, Mrs. John C (Anna Andrews)
## 767 Brewe, Dr. Arthur Jackson
## 768 Mangan, Miss. Mary
## 769 Moran, Mr. Daniel J
## 770 Gronnestad, Mr. Daniel Danielsen
## 771 Lievens, Mr. Rene Aime
## 772 Jensen, Mr. Niels Peder
## 773 Mack, Mrs. (Mary)
## 774 Elias, Mr. Dibo
## 775 Hocking, Mrs. Elizabeth (Eliza Needs)
## 776 Myhrman, Mr. Pehr Fabian Oliver Malkolm
## 777 Tobin, Mr. Roger
## 778 Emanuel, Miss. Virginia Ethel
## 779 Kilgannon, Mr. Thomas J
## 780 Robert, Mrs. Edward Scott (Elisabeth Walton McMillan)
## 781 Ayoub, Miss. Banoura
## 782 Dick, Mrs. Albert Adrian (Vera Gillespie)
## 783 Long, Mr. Milton Clyde
## 784 Johnston, Mr. Andrew G
## 785 Ali, Mr. William
## 786 Harmer, Mr. Abraham (David Lishin)
## 787 Sjoblom, Miss. Anna Sofia
## 788 Rice, Master. George Hugh
## 789 Dean, Master. Bertram Vere
## 790 Guggenheim, Mr. Benjamin
## 791 Keane, Mr. Andrew "Andy"
## 792 Gaskell, Mr. Alfred
## 793 Sage, Miss. Stella Anna
## 794 Hoyt, Mr. William Fisher
## 795 Dantcheff, Mr. Ristiu
## 796 Otter, Mr. Richard
## 797 Leader, Dr. Alice (Farnham)
## 798 Osman, Mrs. Mara
## 799 Ibrahim Shawah, Mr. Yousseff
## 800 Van Impe, Mrs. Jean Baptiste (Rosalie Paula Govaert)
## 801 Ponesell, Mr. Martin
## 802 Collyer, Mrs. Harvey (Charlotte Annie Tate)
## 803 Carter, Master. William Thornton II
## 804 Thomas, Master. Assad Alexander
## 805 Hedman, Mr. Oskar Arvid
## 806 Johansson, Mr. Karl Johan
## 807 Andrews, Mr. Thomas Jr
## 808 Pettersson, Miss. Ellen Natalia
## 809 Meyer, Mr. August
## 810 Chambers, Mrs. Norman Campbell (Bertha Griggs)
## 811 Alexander, Mr. William
## 812 Lester, Mr. James
## 813 Slemen, Mr. Richard James
## 814 Andersson, Miss. Ebba Iris Alfrida
## 815 Tomlin, Mr. Ernest Portage
## 816 Fry, Mr. Richard
## 817 Heininen, Miss. Wendla Maria
## 818 Mallet, Mr. Albert
## 819 Holm, Mr. John Fredrik Alexander
## 820 Skoog, Master. Karl Thorsten
## 821 Hays, Mrs. Charles Melville (Clara Jennings Gregg)
## 822 Lulic, Mr. Nikola
## 823 Reuchlin, Jonkheer. John George
## 824 Moor, Mrs. (Beila)
## 825 Panula, Master. Urho Abraham
## 826 Flynn, Mr. John
## 827 Lam, Mr. Len
## 828 Mallet, Master. Andre
## 829 McCormack, Mr. Thomas Joseph
## 830 Stone, Mrs. George Nelson (Martha Evelyn)
## 831 Yasbeck, Mrs. Antoni (Selini Alexander)
## 832 Richards, Master. George Sibley
## 833 Saad, Mr. Amin
## 834 Augustsson, Mr. Albert
## 835 Allum, Mr. Owen George
## 836 Compton, Miss. Sara Rebecca
## 837 Pasic, Mr. Jakob
## 838 Sirota, Mr. Maurice
## 839 Chip, Mr. Chang
## 840 Marechal, Mr. Pierre
## 841 Alhomaki, Mr. Ilmari Rudolf
## 842 Mudd, Mr. Thomas Charles
## 843 Serepeca, Miss. Augusta
## 844 Lemberopolous, Mr. Peter L
## 845 Culumovic, Mr. Jeso
## 846 Abbing, Mr. Anthony
## 847 Sage, Mr. Douglas Bullen
## 848 Markoff, Mr. Marin
## 849 Harper, Rev. John
## 850 Goldenberg, Mrs. Samuel L (Edwiga Grabowska)
## 851 Andersson, Master. Sigvard Harald Elias
## 852 Svensson, Mr. Johan
## 853 Boulos, Miss. Nourelain
## 854 Lines, Miss. Mary Conover
## 855 Carter, Mrs. Ernest Courtenay (Lilian Hughes)
## 856 Aks, Mrs. Sam (Leah Rosen)
## 857 Wick, Mrs. George Dennick (Mary Hitchcock)
## 858 Daly, Mr. Peter Denis
## 859 Baclini, Mrs. Solomon (Latifa Qurban)
## 860 Razi, Mr. Raihed
## 861 Hansen, Mr. Claus Peter
## 862 Giles, Mr. Frederick Edward
## 863 Swift, Mrs. Frederick Joel (Margaret Welles Barron)
## 864 Sage, Miss. Dorothy Edith "Dolly"
## 865 Gill, Mr. John William
## 866 Bystrom, Mrs. (Karolina)
## 867 Duran y More, Miss. Asuncion
## 868 Roebling, Mr. Washington Augustus II
## 869 van Melkebeke, Mr. Philemon
## 870 Johnson, Master. Harold Theodor
## 871 Balkic, Mr. Cerin
## 872 Beckwith, Mrs. Richard Leonard (Sallie Monypeny)
## 873 Carlsson, Mr. Frans Olof
## 874 Vander Cruyssen, Mr. Victor
## 875 Abelson, Mrs. Samuel (Hannah Wizosky)
## 876 Najib, Miss. Adele Kiamie "Jane"
## 877 Gustafsson, Mr. Alfred Ossian
## 878 Petroff, Mr. Nedelio
## 879 Laleff, Mr. Kristo
## 880 Potter, Mrs. Thomas Jr (Lily Alexenia Wilson)
## 881 Shelley, Mrs. William (Imanita Parrish Hall)
## 882 Markun, Mr. Johann
## 883 Dahlberg, Miss. Gerda Ulrika
## 884 Banfield, Mr. Frederick James
## 885 Sutehall, Mr. Henry Jr
## 886 Rice, Mrs. William (Margaret Norton)
## 887 Montvila, Rev. Juozas
## 888 Graham, Miss. Margaret Edith
## 889 Johnston, Miss. Catherine Helen "Carrie"
## 890 Behr, Mr. Karl Howell
## 891 Dooley, Mr. Patrick
## Sex Age SibSp Parch Ticket Fare Cabin
## 1 male 22.00 1 0 A/5 21171 7.2500
## 2 female 38.00 1 0 PC 17599 71.2833 C85
## 3 female 26.00 0 0 STON/O2. 3101282 7.9250
## 4 female 35.00 1 0 113803 53.1000 C123
## 5 male 35.00 0 0 373450 8.0500
## 6 male NA 0 0 330877 8.4583
## 7 male 54.00 0 0 17463 51.8625 E46
## 8 male 2.00 3 1 349909 21.0750
## 9 female 27.00 0 2 347742 11.1333
## 10 female 14.00 1 0 237736 30.0708
## 11 female 4.00 1 1 PP 9549 16.7000 G6
## 12 female 58.00 0 0 113783 26.5500 C103
## 13 male 20.00 0 0 A/5. 2151 8.0500
## 14 male 39.00 1 5 347082 31.2750
## 15 female 14.00 0 0 350406 7.8542
## 16 female 55.00 0 0 248706 16.0000
## 17 male 2.00 4 1 382652 29.1250
## 18 male NA 0 0 244373 13.0000
## 19 female 31.00 1 0 345763 18.0000
## 20 female NA 0 0 2649 7.2250
## 21 male 35.00 0 0 239865 26.0000
## 22 male 34.00 0 0 248698 13.0000 D56
## 23 female 15.00 0 0 330923 8.0292
## 24 male 28.00 0 0 113788 35.5000 A6
## 25 female 8.00 3 1 349909 21.0750
## 26 female 38.00 1 5 347077 31.3875
## 27 male NA 0 0 2631 7.2250
## 28 male 19.00 3 2 19950 263.0000 C23 C25 C27
## 29 female NA 0 0 330959 7.8792
## 30 male NA 0 0 349216 7.8958
## 31 male 40.00 0 0 PC 17601 27.7208
## 32 female NA 1 0 PC 17569 146.5208 B78
## 33 female NA 0 0 335677 7.7500
## 34 male 66.00 0 0 C.A. 24579 10.5000
## 35 male 28.00 1 0 PC 17604 82.1708
## 36 male 42.00 1 0 113789 52.0000
## 37 male NA 0 0 2677 7.2292
## 38 male 21.00 0 0 A./5. 2152 8.0500
## 39 female 18.00 2 0 345764 18.0000
## 40 female 14.00 1 0 2651 11.2417
## 41 female 40.00 1 0 7546 9.4750
## 42 female 27.00 1 0 11668 21.0000
## 43 male NA 0 0 349253 7.8958
## 44 female 3.00 1 2 SC/Paris 2123 41.5792
## 45 female 19.00 0 0 330958 7.8792
## 46 male NA 0 0 S.C./A.4. 23567 8.0500
## 47 male NA 1 0 370371 15.5000
## 48 female NA 0 0 14311 7.7500
## 49 male NA 2 0 2662 21.6792
## 50 female 18.00 1 0 349237 17.8000
## 51 male 7.00 4 1 3101295 39.6875
## 52 male 21.00 0 0 A/4. 39886 7.8000
## 53 female 49.00 1 0 PC 17572 76.7292 D33
## 54 female 29.00 1 0 2926 26.0000
## 55 male 65.00 0 1 113509 61.9792 B30
## 56 male NA 0 0 19947 35.5000 C52
## 57 female 21.00 0 0 C.A. 31026 10.5000
## 58 male 28.50 0 0 2697 7.2292
## 59 female 5.00 1 2 C.A. 34651 27.7500
## 60 male 11.00 5 2 CA 2144 46.9000
## 61 male 22.00 0 0 2669 7.2292
## 62 female 38.00 0 0 113572 80.0000 B28
## 63 male 45.00 1 0 36973 83.4750 C83
## 64 male 4.00 3 2 347088 27.9000
## 65 male NA 0 0 PC 17605 27.7208
## 66 male NA 1 1 2661 15.2458
## 67 female 29.00 0 0 C.A. 29395 10.5000 F33
## 68 male 19.00 0 0 S.P. 3464 8.1583
## 69 female 17.00 4 2 3101281 7.9250
## 70 male 26.00 2 0 315151 8.6625
## 71 male 32.00 0 0 C.A. 33111 10.5000
## 72 female 16.00 5 2 CA 2144 46.9000
## 73 male 21.00 0 0 S.O.C. 14879 73.5000
## 74 male 26.00 1 0 2680 14.4542
## 75 male 32.00 0 0 1601 56.4958
## 76 male 25.00 0 0 348123 7.6500 F G73
## 77 male NA 0 0 349208 7.8958
## 78 male NA 0 0 374746 8.0500
## 79 male 0.83 0 2 248738 29.0000
## 80 female 30.00 0 0 364516 12.4750
## 81 male 22.00 0 0 345767 9.0000
## 82 male 29.00 0 0 345779 9.5000
## 83 female NA 0 0 330932 7.7875
## 84 male 28.00 0 0 113059 47.1000
## 85 female 17.00 0 0 SO/C 14885 10.5000
## 86 female 33.00 3 0 3101278 15.8500
## 87 male 16.00 1 3 W./C. 6608 34.3750
## 88 male NA 0 0 SOTON/OQ 392086 8.0500
## 89 female 23.00 3 2 19950 263.0000 C23 C25 C27
## 90 male 24.00 0 0 343275 8.0500
## 91 male 29.00 0 0 343276 8.0500
## 92 male 20.00 0 0 347466 7.8542
## 93 male 46.00 1 0 W.E.P. 5734 61.1750 E31
## 94 male 26.00 1 2 C.A. 2315 20.5750
## 95 male 59.00 0 0 364500 7.2500
## 96 male NA 0 0 374910 8.0500
## 97 male 71.00 0 0 PC 17754 34.6542 A5
## 98 male 23.00 0 1 PC 17759 63.3583 D10 D12
## 99 female 34.00 0 1 231919 23.0000
## 100 male 34.00 1 0 244367 26.0000
## 101 female 28.00 0 0 349245 7.8958
## 102 male NA 0 0 349215 7.8958
## 103 male 21.00 0 1 35281 77.2875 D26
## 104 male 33.00 0 0 7540 8.6542
## 105 male 37.00 2 0 3101276 7.9250
## 106 male 28.00 0 0 349207 7.8958
## 107 female 21.00 0 0 343120 7.6500
## 108 male NA 0 0 312991 7.7750
## 109 male 38.00 0 0 349249 7.8958
## 110 female NA 1 0 371110 24.1500
## 111 male 47.00 0 0 110465 52.0000 C110
## 112 female 14.50 1 0 2665 14.4542
## 113 male 22.00 0 0 324669 8.0500
## 114 female 20.00 1 0 4136 9.8250
## 115 female 17.00 0 0 2627 14.4583
## 116 male 21.00 0 0 STON/O 2. 3101294 7.9250
## 117 male 70.50 0 0 370369 7.7500
## 118 male 29.00 1 0 11668 21.0000
## 119 male 24.00 0 1 PC 17558 247.5208 B58 B60
## 120 female 2.00 4 2 347082 31.2750
## 121 male 21.00 2 0 S.O.C. 14879 73.5000
## 122 male NA 0 0 A4. 54510 8.0500
## 123 male 32.50 1 0 237736 30.0708
## 124 female 32.50 0 0 27267 13.0000 E101
## 125 male 54.00 0 1 35281 77.2875 D26
## 126 male 12.00 1 0 2651 11.2417
## 127 male NA 0 0 370372 7.7500
## 128 male 24.00 0 0 C 17369 7.1417
## 129 female NA 1 1 2668 22.3583 F E69
## 130 male 45.00 0 0 347061 6.9750
## 131 male 33.00 0 0 349241 7.8958
## 132 male 20.00 0 0 SOTON/O.Q. 3101307 7.0500
## 133 female 47.00 1 0 A/5. 3337 14.5000
## 134 female 29.00 1 0 228414 26.0000
## 135 male 25.00 0 0 C.A. 29178 13.0000
## 136 male 23.00 0 0 SC/PARIS 2133 15.0458
## 137 female 19.00 0 2 11752 26.2833 D47
## 138 male 37.00 1 0 113803 53.1000 C123
## 139 male 16.00 0 0 7534 9.2167
## 140 male 24.00 0 0 PC 17593 79.2000 B86
## 141 female NA 0 2 2678 15.2458
## 142 female 22.00 0 0 347081 7.7500
## 143 female 24.00 1 0 STON/O2. 3101279 15.8500
## 144 male 19.00 0 0 365222 6.7500
## 145 male 18.00 0 0 231945 11.5000
## 146 male 19.00 1 1 C.A. 33112 36.7500
## 147 male 27.00 0 0 350043 7.7958
## 148 female 9.00 2 2 W./C. 6608 34.3750
## 149 male 36.50 0 2 230080 26.0000 F2
## 150 male 42.00 0 0 244310 13.0000
## 151 male 51.00 0 0 S.O.P. 1166 12.5250
## 152 female 22.00 1 0 113776 66.6000 C2
## 153 male 55.50 0 0 A.5. 11206 8.0500
## 154 male 40.50 0 2 A/5. 851 14.5000
## 155 male NA 0 0 Fa 265302 7.3125
## 156 male 51.00 0 1 PC 17597 61.3792
## 157 female 16.00 0 0 35851 7.7333
## 158 male 30.00 0 0 SOTON/OQ 392090 8.0500
## 159 male NA 0 0 315037 8.6625
## 160 male NA 8 2 CA. 2343 69.5500
## 161 male 44.00 0 1 371362 16.1000
## 162 female 40.00 0 0 C.A. 33595 15.7500
## 163 male 26.00 0 0 347068 7.7750
## 164 male 17.00 0 0 315093 8.6625
## 165 male 1.00 4 1 3101295 39.6875
## 166 male 9.00 0 2 363291 20.5250
## 167 female NA 0 1 113505 55.0000 E33
## 168 female 45.00 1 4 347088 27.9000
## 169 male NA 0 0 PC 17318 25.9250
## 170 male 28.00 0 0 1601 56.4958
## 171 male 61.00 0 0 111240 33.5000 B19
## 172 male 4.00 4 1 382652 29.1250
## 173 female 1.00 1 1 347742 11.1333
## 174 male 21.00 0 0 STON/O 2. 3101280 7.9250
## 175 male 56.00 0 0 17764 30.6958 A7
## 176 male 18.00 1 1 350404 7.8542
## 177 male NA 3 1 4133 25.4667
## 178 female 50.00 0 0 PC 17595 28.7125 C49
## 179 male 30.00 0 0 250653 13.0000
## 180 male 36.00 0 0 LINE 0.0000
## 181 female NA 8 2 CA. 2343 69.5500
## 182 male NA 0 0 SC/PARIS 2131 15.0500
## 183 male 9.00 4 2 347077 31.3875
## 184 male 1.00 2 1 230136 39.0000 F4
## 185 female 4.00 0 2 315153 22.0250
## 186 male NA 0 0 113767 50.0000 A32
## 187 female NA 1 0 370365 15.5000
## 188 male 45.00 0 0 111428 26.5500
## 189 male 40.00 1 1 364849 15.5000
## 190 male 36.00 0 0 349247 7.8958
## 191 female 32.00 0 0 234604 13.0000
## 192 male 19.00 0 0 28424 13.0000
## 193 female 19.00 1 0 350046 7.8542
## 194 male 3.00 1 1 230080 26.0000 F2
## 195 female 44.00 0 0 PC 17610 27.7208 B4
## 196 female 58.00 0 0 PC 17569 146.5208 B80
## 197 male NA 0 0 368703 7.7500
## 198 male 42.00 0 1 4579 8.4042
## 199 female NA 0 0 370370 7.7500
## 200 female 24.00 0 0 248747 13.0000
## 201 male 28.00 0 0 345770 9.5000
## 202 male NA 8 2 CA. 2343 69.5500
## 203 male 34.00 0 0 3101264 6.4958
## 204 male 45.50 0 0 2628 7.2250
## 205 male 18.00 0 0 A/5 3540 8.0500
## 206 female 2.00 0 1 347054 10.4625 G6
## 207 male 32.00 1 0 3101278 15.8500
## 208 male 26.00 0 0 2699 18.7875
## 209 female 16.00 0 0 367231 7.7500
## 210 male 40.00 0 0 112277 31.0000 A31
## 211 male 24.00 0 0 SOTON/O.Q. 3101311 7.0500
## 212 female 35.00 0 0 F.C.C. 13528 21.0000
## 213 male 22.00 0 0 A/5 21174 7.2500
## 214 male 30.00 0 0 250646 13.0000
## 215 male NA 1 0 367229 7.7500
## 216 female 31.00 1 0 35273 113.2750 D36
## 217 female 27.00 0 0 STON/O2. 3101283 7.9250
## 218 male 42.00 1 0 243847 27.0000
## 219 female 32.00 0 0 11813 76.2917 D15
## 220 male 30.00 0 0 W/C 14208 10.5000
## 221 male 16.00 0 0 SOTON/OQ 392089 8.0500
## 222 male 27.00 0 0 220367 13.0000
## 223 male 51.00 0 0 21440 8.0500
## 224 male NA 0 0 349234 7.8958
## 225 male 38.00 1 0 19943 90.0000 C93
## 226 male 22.00 0 0 PP 4348 9.3500
## 227 male 19.00 0 0 SW/PP 751 10.5000
## 228 male 20.50 0 0 A/5 21173 7.2500
## 229 male 18.00 0 0 236171 13.0000
## 230 female NA 3 1 4133 25.4667
## 231 female 35.00 1 0 36973 83.4750 C83
## 232 male 29.00 0 0 347067 7.7750
## 233 male 59.00 0 0 237442 13.5000
## 234 female 5.00 4 2 347077 31.3875
## 235 male 24.00 0 0 C.A. 29566 10.5000
## 236 female NA 0 0 W./C. 6609 7.5500
## 237 male 44.00 1 0 26707 26.0000
## 238 female 8.00 0 2 C.A. 31921 26.2500
## 239 male 19.00 0 0 28665 10.5000
## 240 male 33.00 0 0 SCO/W 1585 12.2750
## 241 female NA 1 0 2665 14.4542
## 242 female NA 1 0 367230 15.5000
## 243 male 29.00 0 0 W./C. 14263 10.5000
## 244 male 22.00 0 0 STON/O 2. 3101275 7.1250
## 245 male 30.00 0 0 2694 7.2250
## 246 male 44.00 2 0 19928 90.0000 C78
## 247 female 25.00 0 0 347071 7.7750
## 248 female 24.00 0 2 250649 14.5000
## 249 male 37.00 1 1 11751 52.5542 D35
## 250 male 54.00 1 0 244252 26.0000
## 251 male NA 0 0 362316 7.2500
## 252 female 29.00 1 1 347054 10.4625 G6
## 253 male 62.00 0 0 113514 26.5500 C87
## 254 male 30.00 1 0 A/5. 3336 16.1000
## 255 female 41.00 0 2 370129 20.2125
## 256 female 29.00 0 2 2650 15.2458
## 257 female NA 0 0 PC 17585 79.2000
## 258 female 30.00 0 0 110152 86.5000 B77
## 259 female 35.00 0 0 PC 17755 512.3292
## 260 female 50.00 0 1 230433 26.0000
## 261 male NA 0 0 384461 7.7500
## 262 male 3.00 4 2 347077 31.3875
## 263 male 52.00 1 1 110413 79.6500 E67
## 264 male 40.00 0 0 112059 0.0000 B94
## 265 female NA 0 0 382649 7.7500
## 266 male 36.00 0 0 C.A. 17248 10.5000
## 267 male 16.00 4 1 3101295 39.6875
## 268 male 25.00 1 0 347083 7.7750
## 269 female 58.00 0 1 PC 17582 153.4625 C125
## 270 female 35.00 0 0 PC 17760 135.6333 C99
## 271 male NA 0 0 113798 31.0000
## 272 male 25.00 0 0 LINE 0.0000
## 273 female 41.00 0 1 250644 19.5000
## 274 male 37.00 0 1 PC 17596 29.7000 C118
## 275 female NA 0 0 370375 7.7500
## 276 female 63.00 1 0 13502 77.9583 D7
## 277 female 45.00 0 0 347073 7.7500
## 278 male NA 0 0 239853 0.0000
## 279 male 7.00 4 1 382652 29.1250
## 280 female 35.00 1 1 C.A. 2673 20.2500
## 281 male 65.00 0 0 336439 7.7500
## 282 male 28.00 0 0 347464 7.8542
## 283 male 16.00 0 0 345778 9.5000
## 284 male 19.00 0 0 A/5. 10482 8.0500
## 285 male NA 0 0 113056 26.0000 A19
## 286 male 33.00 0 0 349239 8.6625
## 287 male 30.00 0 0 345774 9.5000
## 288 male 22.00 0 0 349206 7.8958
## 289 male 42.00 0 0 237798 13.0000
## 290 female 22.00 0 0 370373 7.7500
## 291 female 26.00 0 0 19877 78.8500
## 292 female 19.00 1 0 11967 91.0792 B49
## 293 male 36.00 0 0 SC/Paris 2163 12.8750 D
## 294 female 24.00 0 0 349236 8.8500
## 295 male 24.00 0 0 349233 7.8958
## 296 male NA 0 0 PC 17612 27.7208
## 297 male 23.50 0 0 2693 7.2292
## 298 female 2.00 1 2 113781 151.5500 C22 C26
## 299 male NA 0 0 19988 30.5000 C106
## 300 female 50.00 0 1 PC 17558 247.5208 B58 B60
## 301 female NA 0 0 9234 7.7500
## 302 male NA 2 0 367226 23.2500
## 303 male 19.00 0 0 LINE 0.0000
## 304 female NA 0 0 226593 12.3500 E101
## 305 male NA 0 0 A/5 2466 8.0500
## 306 male 0.92 1 2 113781 151.5500 C22 C26
## 307 female NA 0 0 17421 110.8833
## 308 female 17.00 1 0 PC 17758 108.9000 C65
## 309 male 30.00 1 0 P/PP 3381 24.0000
## 310 female 30.00 0 0 PC 17485 56.9292 E36
## 311 female 24.00 0 0 11767 83.1583 C54
## 312 female 18.00 2 2 PC 17608 262.3750 B57 B59 B63 B66
## 313 female 26.00 1 1 250651 26.0000
## 314 male 28.00 0 0 349243 7.8958
## 315 male 43.00 1 1 F.C.C. 13529 26.2500
## 316 female 26.00 0 0 347470 7.8542
## 317 female 24.00 1 0 244367 26.0000
## 318 male 54.00 0 0 29011 14.0000
## 319 female 31.00 0 2 36928 164.8667 C7
## 320 female 40.00 1 1 16966 134.5000 E34
## 321 male 22.00 0 0 A/5 21172 7.2500
## 322 male 27.00 0 0 349219 7.8958
## 323 female 30.00 0 0 234818 12.3500
## 324 female 22.00 1 1 248738 29.0000
## 325 male NA 8 2 CA. 2343 69.5500
## 326 female 36.00 0 0 PC 17760 135.6333 C32
## 327 male 61.00 0 0 345364 6.2375
## 328 female 36.00 0 0 28551 13.0000 D
## 329 female 31.00 1 1 363291 20.5250
## 330 female 16.00 0 1 111361 57.9792 B18
## 331 female NA 2 0 367226 23.2500
## 332 male 45.50 0 0 113043 28.5000 C124
## 333 male 38.00 0 1 PC 17582 153.4625 C91
## 334 male 16.00 2 0 345764 18.0000
## 335 female NA 1 0 PC 17611 133.6500
## 336 male NA 0 0 349225 7.8958
## 337 male 29.00 1 0 113776 66.6000 C2
## 338 female 41.00 0 0 16966 134.5000 E40
## 339 male 45.00 0 0 7598 8.0500
## 340 male 45.00 0 0 113784 35.5000 T
## 341 male 2.00 1 1 230080 26.0000 F2
## 342 female 24.00 3 2 19950 263.0000 C23 C25 C27
## 343 male 28.00 0 0 248740 13.0000
## 344 male 25.00 0 0 244361 13.0000
## 345 male 36.00 0 0 229236 13.0000
## 346 female 24.00 0 0 248733 13.0000 F33
## 347 female 40.00 0 0 31418 13.0000
## 348 female NA 1 0 386525 16.1000
## 349 male 3.00 1 1 C.A. 37671 15.9000
## 350 male 42.00 0 0 315088 8.6625
## 351 male 23.00 0 0 7267 9.2250
## 352 male NA 0 0 113510 35.0000 C128
## 353 male 15.00 1 1 2695 7.2292
## 354 male 25.00 1 0 349237 17.8000
## 355 male NA 0 0 2647 7.2250
## 356 male 28.00 0 0 345783 9.5000
## 357 female 22.00 0 1 113505 55.0000 E33
## 358 female 38.00 0 0 237671 13.0000
## 359 female NA 0 0 330931 7.8792
## 360 female NA 0 0 330980 7.8792
## 361 male 40.00 1 4 347088 27.9000
## 362 male 29.00 1 0 SC/PARIS 2167 27.7208
## 363 female 45.00 0 1 2691 14.4542
## 364 male 35.00 0 0 SOTON/O.Q. 3101310 7.0500
## 365 male NA 1 0 370365 15.5000
## 366 male 30.00 0 0 C 7076 7.2500
## 367 female 60.00 1 0 110813 75.2500 D37
## 368 female NA 0 0 2626 7.2292
## 369 female NA 0 0 14313 7.7500
## 370 female 24.00 0 0 PC 17477 69.3000 B35
## 371 male 25.00 1 0 11765 55.4417 E50
## 372 male 18.00 1 0 3101267 6.4958
## 373 male 19.00 0 0 323951 8.0500
## 374 male 22.00 0 0 PC 17760 135.6333
## 375 female 3.00 3 1 349909 21.0750
## 376 female NA 1 0 PC 17604 82.1708
## 377 female 22.00 0 0 C 7077 7.2500
## 378 male 27.00 0 2 113503 211.5000 C82
## 379 male 20.00 0 0 2648 4.0125
## 380 male 19.00 0 0 347069 7.7750
## 381 female 42.00 0 0 PC 17757 227.5250
## 382 female 1.00 0 2 2653 15.7417
## 383 male 32.00 0 0 STON/O 2. 3101293 7.9250
## 384 female 35.00 1 0 113789 52.0000
## 385 male NA 0 0 349227 7.8958
## 386 male 18.00 0 0 S.O.C. 14879 73.5000
## 387 male 1.00 5 2 CA 2144 46.9000
## 388 female 36.00 0 0 27849 13.0000
## 389 male NA 0 0 367655 7.7292
## 390 female 17.00 0 0 SC 1748 12.0000
## 391 male 36.00 1 2 113760 120.0000 B96 B98
## 392 male 21.00 0 0 350034 7.7958
## 393 male 28.00 2 0 3101277 7.9250
## 394 female 23.00 1 0 35273 113.2750 D36
## 395 female 24.00 0 2 PP 9549 16.7000 G6
## 396 male 22.00 0 0 350052 7.7958
## 397 female 31.00 0 0 350407 7.8542
## 398 male 46.00 0 0 28403 26.0000
## 399 male 23.00 0 0 244278 10.5000
## 400 female 28.00 0 0 240929 12.6500
## 401 male 39.00 0 0 STON/O 2. 3101289 7.9250
## 402 male 26.00 0 0 341826 8.0500
## 403 female 21.00 1 0 4137 9.8250
## 404 male 28.00 1 0 STON/O2. 3101279 15.8500
## 405 female 20.00 0 0 315096 8.6625
## 406 male 34.00 1 0 28664 21.0000
## 407 male 51.00 0 0 347064 7.7500
## 408 male 3.00 1 1 29106 18.7500
## 409 male 21.00 0 0 312992 7.7750
## 410 female NA 3 1 4133 25.4667
## 411 male NA 0 0 349222 7.8958
## 412 male NA 0 0 394140 6.8583
## 413 female 33.00 1 0 19928 90.0000 C78
## 414 male NA 0 0 239853 0.0000
## 415 male 44.00 0 0 STON/O 2. 3101269 7.9250
## 416 female NA 0 0 343095 8.0500
## 417 female 34.00 1 1 28220 32.5000
## 418 female 18.00 0 2 250652 13.0000
## 419 male 30.00 0 0 28228 13.0000
## 420 female 10.00 0 2 345773 24.1500
## 421 male NA 0 0 349254 7.8958
## 422 male 21.00 0 0 A/5. 13032 7.7333
## 423 male 29.00 0 0 315082 7.8750
## 424 female 28.00 1 1 347080 14.4000
## 425 male 18.00 1 1 370129 20.2125
## 426 male NA 0 0 A/4. 34244 7.2500
## 427 female 28.00 1 0 2003 26.0000
## 428 female 19.00 0 0 250655 26.0000
## 429 male NA 0 0 364851 7.7500
## 430 male 32.00 0 0 SOTON/O.Q. 392078 8.0500 E10
## 431 male 28.00 0 0 110564 26.5500 C52
## 432 female NA 1 0 376564 16.1000
## 433 female 42.00 1 0 SC/AH 3085 26.0000
## 434 male 17.00 0 0 STON/O 2. 3101274 7.1250
## 435 male 50.00 1 0 13507 55.9000 E44
## 436 female 14.00 1 2 113760 120.0000 B96 B98
## 437 female 21.00 2 2 W./C. 6608 34.3750
## 438 female 24.00 2 3 29106 18.7500
## 439 male 64.00 1 4 19950 263.0000 C23 C25 C27
## 440 male 31.00 0 0 C.A. 18723 10.5000
## 441 female 45.00 1 1 F.C.C. 13529 26.2500
## 442 male 20.00 0 0 345769 9.5000
## 443 male 25.00 1 0 347076 7.7750
## 444 female 28.00 0 0 230434 13.0000
## 445 male NA 0 0 65306 8.1125
## 446 male 4.00 0 2 33638 81.8583 A34
## 447 female 13.00 0 1 250644 19.5000
## 448 male 34.00 0 0 113794 26.5500
## 449 female 5.00 2 1 2666 19.2583
## 450 male 52.00 0 0 113786 30.5000 C104
## 451 male 36.00 1 2 C.A. 34651 27.7500
## 452 male NA 1 0 65303 19.9667
## 453 male 30.00 0 0 113051 27.7500 C111
## 454 male 49.00 1 0 17453 89.1042 C92
## 455 male NA 0 0 A/5 2817 8.0500
## 456 male 29.00 0 0 349240 7.8958
## 457 male 65.00 0 0 13509 26.5500 E38
## 458 female NA 1 0 17464 51.8625 D21
## 459 female 50.00 0 0 F.C.C. 13531 10.5000
## 460 male NA 0 0 371060 7.7500
## 461 male 48.00 0 0 19952 26.5500 E12
## 462 male 34.00 0 0 364506 8.0500
## 463 male 47.00 0 0 111320 38.5000 E63
## 464 male 48.00 0 0 234360 13.0000
## 465 male NA 0 0 A/S 2816 8.0500
## 466 male 38.00 0 0 SOTON/O.Q. 3101306 7.0500
## 467 male NA 0 0 239853 0.0000
## 468 male 56.00 0 0 113792 26.5500
## 469 male NA 0 0 36209 7.7250
## 470 female 0.75 2 1 2666 19.2583
## 471 male NA 0 0 323592 7.2500
## 472 male 38.00 0 0 315089 8.6625
## 473 female 33.00 1 2 C.A. 34651 27.7500
## 474 female 23.00 0 0 SC/AH Basle 541 13.7917 D
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## 494 male 71.00 0 0 PC 17609 49.5042
## 495 male 21.00 0 0 A/4 45380 8.0500
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## 515 male 24.00 0 0 349209 7.4958
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## 520 male 32.00 0 0 349242 7.8958
## 521 female 30.00 0 0 12749 93.5000 B73
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## 527 female 50.00 0 0 W./C. 14258 10.5000
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## 530 male 23.00 2 1 29104 11.5000
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## 532 male NA 0 0 2641 7.2292
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## 536 female 7.00 0 2 F.C.C. 13529 26.2500
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## 539 male NA 0 0 364498 14.5000
## 540 female 22.00 0 2 13568 49.5000 B39
## 541 female 36.00 0 2 WE/P 5735 71.0000 B22
## 542 female 9.00 4 2 347082 31.2750
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## 550 male 8.00 1 1 C.A. 33112 36.7500
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## 561 male NA 0 0 372622 7.7500
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## 564 male NA 0 0 SOTON/OQ 392082 8.0500
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## 566 male 24.00 2 0 A/4 48871 24.1500
## 567 male 19.00 0 0 349205 7.8958
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## 569 male NA 0 0 2686 7.2292
## 570 male 32.00 0 0 350417 7.8542
## 571 male 62.00 0 0 S.W./PP 752 10.5000
## 572 female 53.00 2 0 11769 51.4792 C101
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## 576 male 19.00 0 0 358585 14.5000
## 577 female 34.00 0 0 243880 13.0000
## 578 female 39.00 1 0 13507 55.9000 E44
## 579 female NA 1 0 2689 14.4583
## 580 male 32.00 0 0 STON/O 2. 3101286 7.9250
## 581 female 25.00 1 1 237789 30.0000
## 582 female 39.00 1 1 17421 110.8833 C68
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## 593 male 47.00 0 0 A/5 3902 7.2500
## 594 female NA 0 2 364848 7.7500
## 595 male 37.00 1 0 SC/AH 29037 26.0000
## 596 male 36.00 1 1 345773 24.1500
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## 598 male 49.00 0 0 LINE 0.0000
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## 600 male 49.00 1 0 PC 17485 56.9292 A20
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## 610 female 40.00 0 0 PC 17582 153.4625 C125
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## 613 female NA 1 0 367230 15.5000
## 614 male NA 0 0 370377 7.7500
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## 631 male 80.00 0 0 27042 30.0000 A23
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## 633 male 32.00 0 0 13214 30.5000 B50
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## 636 female 28.00 0 0 237668 13.0000
## 637 male 32.00 0 0 STON/O 2. 3101292 7.9250
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## 640 male NA 1 0 376564 16.1000
## 641 male 20.00 0 0 350050 7.8542
## 642 female 24.00 0 0 PC 17477 69.3000 B35
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## 644 male NA 0 0 1601 56.4958
## 645 female 0.75 2 1 2666 19.2583
## 646 male 48.00 1 0 PC 17572 76.7292 D33
## 647 male 19.00 0 0 349231 7.8958
## 648 male 56.00 0 0 13213 35.5000 A26
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## 651 male NA 0 0 349221 7.8958
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## 654 female NA 0 0 330919 7.8292
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## 656 male 24.00 2 0 S.O.C. 14879 73.5000
## 657 male NA 0 0 349223 7.8958
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## 659 male 23.00 0 0 29751 13.0000
## 660 male 58.00 0 2 35273 113.2750 D48
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## 663 male 47.00 0 0 5727 25.5875 E58
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## 665 male 20.00 1 0 STON/O 2. 3101285 7.9250
## 666 male 32.00 2 0 S.O.C. 14879 73.5000
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## 668 male NA 0 0 312993 7.7750
## 669 male 43.00 0 0 A/5 3536 8.0500
## 670 female NA 1 0 19996 52.0000 C126
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## 672 male 31.00 1 0 F.C. 12750 52.0000 B71
## 673 male 70.00 0 0 C.A. 24580 10.5000
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## 679 female 43.00 1 6 CA 2144 46.9000
## 680 male 36.00 0 1 PC 17755 512.3292 B51 B53 B55
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## 682 male 27.00 0 0 PC 17572 76.7292 D49
## 683 male 20.00 0 0 6563 9.2250
## 684 male 14.00 5 2 CA 2144 46.9000
## 685 male 60.00 1 1 29750 39.0000
## 686 male 25.00 1 2 SC/Paris 2123 41.5792
## 687 male 14.00 4 1 3101295 39.6875
## 688 male 19.00 0 0 349228 10.1708
## 689 male 18.00 0 0 350036 7.7958
## 690 female 15.00 0 1 24160 211.3375 B5
## 691 male 31.00 1 0 17474 57.0000 B20
## 692 female 4.00 0 1 349256 13.4167
## 693 male NA 0 0 1601 56.4958
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## 695 male 60.00 0 0 113800 26.5500
## 696 male 52.00 0 0 248731 13.5000
## 697 male 44.00 0 0 363592 8.0500
## 698 female NA 0 0 35852 7.7333
## 699 male 49.00 1 1 17421 110.8833 C68
## 700 male 42.00 0 0 348121 7.6500 F G63
## 701 female 18.00 1 0 PC 17757 227.5250 C62 C64
## 702 male 35.00 0 0 PC 17475 26.2875 E24
## 703 female 18.00 0 1 2691 14.4542
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## 705 male 26.00 1 0 350025 7.8542
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## 707 female 45.00 0 0 223596 13.5000
## 708 male 42.00 0 0 PC 17476 26.2875 E24
## 709 female 22.00 0 0 113781 151.5500
## 710 male NA 1 1 2661 15.2458
## 711 female 24.00 0 0 PC 17482 49.5042 C90
## 712 male NA 0 0 113028 26.5500 C124
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## 715 male 52.00 0 0 250647 13.0000
## 716 male 19.00 0 0 348124 7.6500 F G73
## 717 female 38.00 0 0 PC 17757 227.5250 C45
## 718 female 27.00 0 0 34218 10.5000 E101
## 719 male NA 0 0 36568 15.5000
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## 722 male 17.00 1 0 350048 7.0542
## 723 male 34.00 0 0 12233 13.0000
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## 725 male 27.00 1 0 113806 53.1000 E8
## 726 male 20.00 0 0 315094 8.6625
## 727 female 30.00 3 0 31027 21.0000
## 728 female NA 0 0 36866 7.7375
## 729 male 25.00 1 0 236853 26.0000
## 730 female 25.00 1 0 STON/O2. 3101271 7.9250
## 731 female 29.00 0 0 24160 211.3375 B5
## 732 male 11.00 0 0 2699 18.7875
## 733 male NA 0 0 239855 0.0000
## 734 male 23.00 0 0 28425 13.0000
## 735 male 23.00 0 0 233639 13.0000
## 736 male 28.50 0 0 54636 16.1000
## 737 female 48.00 1 3 W./C. 6608 34.3750
## 738 male 35.00 0 0 PC 17755 512.3292 B101
## 739 male NA 0 0 349201 7.8958
## 740 male NA 0 0 349218 7.8958
## 741 male NA 0 0 16988 30.0000 D45
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## 743 female 21.00 2 2 PC 17608 262.3750 B57 B59 B63 B66
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## 745 male 31.00 0 0 STON/O 2. 3101288 7.9250
## 746 male 70.00 1 1 WE/P 5735 71.0000 B22
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## 753 male 33.00 0 0 345780 9.5000
## 754 male 23.00 0 0 349204 7.8958
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## 756 male 0.67 1 1 250649 14.5000
## 757 male 28.00 0 0 350042 7.7958
## 758 male 18.00 0 0 29108 11.5000
## 759 male 34.00 0 0 363294 8.0500
## 760 female 33.00 0 0 110152 86.5000 B77
## 761 male NA 0 0 358585 14.5000
## 762 male 41.00 0 0 SOTON/O2 3101272 7.1250
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## 764 female 36.00 1 2 113760 120.0000 B96 B98
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## 766 female 51.00 1 0 13502 77.9583 D11
## 767 male NA 0 0 112379 39.6000
## 768 female 30.50 0 0 364850 7.7500
## 769 male NA 1 0 371110 24.1500
## 770 male 32.00 0 0 8471 8.3625
## 771 male 24.00 0 0 345781 9.5000
## 772 male 48.00 0 0 350047 7.8542
## 773 female 57.00 0 0 S.O./P.P. 3 10.5000 E77
## 774 male NA 0 0 2674 7.2250
## 775 female 54.00 1 3 29105 23.0000
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## 777 male NA 0 0 383121 7.7500 F38
## 778 female 5.00 0 0 364516 12.4750
## 779 male NA 0 0 36865 7.7375
## 780 female 43.00 0 1 24160 211.3375 B3
## 781 female 13.00 0 0 2687 7.2292
## 782 female 17.00 1 0 17474 57.0000 B20
## 783 male 29.00 0 0 113501 30.0000 D6
## 784 male NA 1 2 W./C. 6607 23.4500
## 785 male 25.00 0 0 SOTON/O.Q. 3101312 7.0500
## 786 male 25.00 0 0 374887 7.2500
## 787 female 18.00 0 0 3101265 7.4958
## 788 male 8.00 4 1 382652 29.1250
## 789 male 1.00 1 2 C.A. 2315 20.5750
## 790 male 46.00 0 0 PC 17593 79.2000 B82 B84
## 791 male NA 0 0 12460 7.7500
## 792 male 16.00 0 0 239865 26.0000
## 793 female NA 8 2 CA. 2343 69.5500
## 794 male NA 0 0 PC 17600 30.6958
## 795 male 25.00 0 0 349203 7.8958
## 796 male 39.00 0 0 28213 13.0000
## 797 female 49.00 0 0 17465 25.9292 D17
## 798 female 31.00 0 0 349244 8.6833
## 799 male 30.00 0 0 2685 7.2292
## 800 female 30.00 1 1 345773 24.1500
## 801 male 34.00 0 0 250647 13.0000
## 802 female 31.00 1 1 C.A. 31921 26.2500
## 803 male 11.00 1 2 113760 120.0000 B96 B98
## 804 male 0.42 0 1 2625 8.5167
## 805 male 27.00 0 0 347089 6.9750
## 806 male 31.00 0 0 347063 7.7750
## 807 male 39.00 0 0 112050 0.0000 A36
## 808 female 18.00 0 0 347087 7.7750
## 809 male 39.00 0 0 248723 13.0000
## 810 female 33.00 1 0 113806 53.1000 E8
## 811 male 26.00 0 0 3474 7.8875
## 812 male 39.00 0 0 A/4 48871 24.1500
## 813 male 35.00 0 0 28206 10.5000
## 814 female 6.00 4 2 347082 31.2750
## 815 male 30.50 0 0 364499 8.0500
## 816 male NA 0 0 112058 0.0000 B102
## 817 female 23.00 0 0 STON/O2. 3101290 7.9250
## 818 male 31.00 1 1 S.C./PARIS 2079 37.0042
## 819 male 43.00 0 0 C 7075 6.4500
## 820 male 10.00 3 2 347088 27.9000
## 821 female 52.00 1 1 12749 93.5000 B69
## 822 male 27.00 0 0 315098 8.6625
## 823 male 38.00 0 0 19972 0.0000
## 824 female 27.00 0 1 392096 12.4750 E121
## 825 male 2.00 4 1 3101295 39.6875
## 826 male NA 0 0 368323 6.9500
## 827 male NA 0 0 1601 56.4958
## 828 male 1.00 0 2 S.C./PARIS 2079 37.0042
## 829 male NA 0 0 367228 7.7500
## 830 female 62.00 0 0 113572 80.0000 B28
## 831 female 15.00 1 0 2659 14.4542
## 832 male 0.83 1 1 29106 18.7500
## 833 male NA 0 0 2671 7.2292
## 834 male 23.00 0 0 347468 7.8542
## 835 male 18.00 0 0 2223 8.3000
## 836 female 39.00 1 1 PC 17756 83.1583 E49
## 837 male 21.00 0 0 315097 8.6625
## 838 male NA 0 0 392092 8.0500
## 839 male 32.00 0 0 1601 56.4958
## 840 male NA 0 0 11774 29.7000 C47
## 841 male 20.00 0 0 SOTON/O2 3101287 7.9250
## 842 male 16.00 0 0 S.O./P.P. 3 10.5000
## 843 female 30.00 0 0 113798 31.0000
## 844 male 34.50 0 0 2683 6.4375
## 845 male 17.00 0 0 315090 8.6625
## 846 male 42.00 0 0 C.A. 5547 7.5500
## 847 male NA 8 2 CA. 2343 69.5500
## 848 male 35.00 0 0 349213 7.8958
## 849 male 28.00 0 1 248727 33.0000
## 850 female NA 1 0 17453 89.1042 C92
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## 852 male 74.00 0 0 347060 7.7750
## 853 female 9.00 1 1 2678 15.2458
## 854 female 16.00 0 1 PC 17592 39.4000 D28
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## 857 female 45.00 1 1 36928 164.8667
## 858 male 51.00 0 0 113055 26.5500 E17
## 859 female 24.00 0 3 2666 19.2583
## 860 male NA 0 0 2629 7.2292
## 861 male 41.00 2 0 350026 14.1083
## 862 male 21.00 1 0 28134 11.5000
## 863 female 48.00 0 0 17466 25.9292 D17
## 864 female NA 8 2 CA. 2343 69.5500
## 865 male 24.00 0 0 233866 13.0000
## 866 female 42.00 0 0 236852 13.0000
## 867 female 27.00 1 0 SC/PARIS 2149 13.8583
## 868 male 31.00 0 0 PC 17590 50.4958 A24
## 869 male NA 0 0 345777 9.5000
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## 871 male 26.00 0 0 349248 7.8958
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## 874 male 47.00 0 0 345765 9.0000
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## 878 male 19.00 0 0 349212 7.8958
## 879 male NA 0 0 349217 7.8958
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## 882 male 33.00 0 0 349257 7.8958
## 883 female 22.00 0 0 7552 10.5167
## 884 male 28.00 0 0 C.A./SOTON 34068 10.5000
## 885 male 25.00 0 0 SOTON/OQ 392076 7.0500
## 886 female 39.00 0 5 382652 29.1250
## 887 male 27.00 0 0 211536 13.0000
## 888 female 19.00 0 0 112053 30.0000 B42
## 889 female NA 1 2 W./C. 6607 23.4500
## 890 male 26.00 0 0 111369 30.0000 C148
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## 891 Q3. Print last 6 rows of dataset
tail(titanic)## PassengerId Survived Pclass Name
## 886 886 0 3 Rice, Mrs. William (Margaret Norton)
## 887 887 0 2 Montvila, Rev. Juozas
## 888 888 1 1 Graham, Miss. Margaret Edith
## 889 889 0 3 Johnston, Miss. Catherine Helen "Carrie"
## 890 890 1 1 Behr, Mr. Karl Howell
## 891 891 0 3 Dooley, Mr. Patrick
## Sex Age SibSp Parch Ticket Fare Cabin Embarked
## 886 female 39 0 5 382652 29.125 Q
## 887 male 27 0 0 211536 13.000 S
## 888 female 19 0 0 112053 30.000 B42 S
## 889 female NA 1 2 W./C. 6607 23.450 S
## 890 male 26 0 0 111369 30.000 C148 C
## 891 male 32 0 0 370376 7.750 Q4.Create a barplot using ggplot with class on x-axis, frequency on y -axis & sex as the fill; write your observation
library(ggplot2)
ggplot(titanic, aes(x = Pclass, fill = Sex)) + geom_bar()
# Pclass 3 has more number of male and female as comparied to other classes5. Use ggplot() to estimate your chances of servival from the distibution of sexes within the classes of the ship; Hint: use fact grids
ggplot(titanic, aes(x = Pclass, fill = Sex)) + geom_bar(position = "dodge") + facet_grid(~Survived)
6. Use ggplot() to estimate your chances of survival based on your age from the distribution of sexes within the class of the ship; Hint: Use the above plot & overlay age using jitter plot
ggplot(titanic, aes(x = Pclass, y = Age,col = Sex)) + geom_jitter(Size = 2,wideth = 0.2) + facet_grid(~Survived)## Warning: Ignoring unknown parameters: Size, wideth## Warning: Removed 177 rows containing missing values (geom_point).
7. Import the training dataset using the following link and print the structure to console “http://s3.amazonaws.com/assets.datacamp.com/course/Kaggle/train.csv”
library(XML)
train <- read.csv(url("http://s3.amazonaws.com/assets.datacamp.com/course/Kaggle/train.csv"))
structure(train)## 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 62 1 1
## 63 63 0 1
## 64 64 0 3
## 65 65 0 1
## 66 66 1 3
## 67 67 1 2
## 68 68 0 3
## 69 69 1 3
## 70 70 0 3
## 71 71 0 2
## 72 72 0 3
## 73 73 0 2
## 74 74 0 3
## 75 75 1 3
## 76 76 0 3
## 77 77 0 3
## 78 78 0 3
## 79 79 1 2
## 80 80 1 3
## 81 81 0 3
## 82 82 1 3
## 83 83 1 3
## 84 84 0 1
## 85 85 1 2
## 86 86 1 3
## 87 87 0 3
## 88 88 0 3
## 89 89 1 1
## 90 90 0 3
## 91 91 0 3
## 92 92 0 3
## 93 93 0 1
## 94 94 0 3
## 95 95 0 3
## 96 96 0 3
## 97 97 0 1
## 98 98 1 1
## 99 99 1 2
## 100 100 0 2
## 101 101 0 3
## 102 102 0 3
## 103 103 0 1
## 104 104 0 3
## 105 105 0 3
## 106 106 0 3
## 107 107 1 3
## 108 108 1 3
## 109 109 0 3
## 110 110 1 3
## 111 111 0 1
## 112 112 0 3
## 113 113 0 3
## 114 114 0 3
## 115 115 0 3
## 116 116 0 3
## 117 117 0 3
## 118 118 0 2
## 119 119 0 1
## 120 120 0 3
## 121 121 0 2
## 122 122 0 3
## 123 123 0 2
## 124 124 1 2
## 125 125 0 1
## 126 126 1 3
## 127 127 0 3
## 128 128 1 3
## 129 129 1 3
## 130 130 0 3
## 131 131 0 3
## 132 132 0 3
## 133 133 0 3
## 134 134 1 2
## 135 135 0 2
## 136 136 0 2
## 137 137 1 1
## 138 138 0 1
## 139 139 0 3
## 140 140 0 1
## 141 141 0 3
## 142 142 1 3
## 143 143 1 3
## 144 144 0 3
## 145 145 0 2
## 146 146 0 2
## 147 147 1 3
## 148 148 0 3
## 149 149 0 2
## 150 150 0 2
## 151 151 0 2
## 152 152 1 1
## 153 153 0 3
## 154 154 0 3
## 155 155 0 3
## 156 156 0 1
## 157 157 1 3
## 158 158 0 3
## 159 159 0 3
## 160 160 0 3
## 161 161 0 3
## 162 162 1 2
## 163 163 0 3
## 164 164 0 3
## 165 165 0 3
## 166 166 1 3
## 167 167 1 1
## 168 168 0 3
## 169 169 0 1
## 170 170 0 3
## 171 171 0 1
## 172 172 0 3
## 173 173 1 3
## 174 174 0 3
## 175 175 0 1
## 176 176 0 3
## 177 177 0 3
## 178 178 0 1
## 179 179 0 2
## 180 180 0 3
## 181 181 0 3
## 182 182 0 2
## 183 183 0 3
## 184 184 1 2
## 185 185 1 3
## 186 186 0 1
## 187 187 1 3
## 188 188 1 1
## 189 189 0 3
## 190 190 0 3
## 191 191 1 2
## 192 192 0 2
## 193 193 1 3
## 194 194 1 2
## 195 195 1 1
## 196 196 1 1
## 197 197 0 3
## 198 198 0 3
## 199 199 1 3
## 200 200 0 2
## 201 201 0 3
## 202 202 0 3
## 203 203 0 3
## 204 204 0 3
## 205 205 1 3
## 206 206 0 3
## 207 207 0 3
## 208 208 1 3
## 209 209 1 3
## 210 210 1 1
## 211 211 0 3
## 212 212 1 2
## 213 213 0 3
## 214 214 0 2
## 215 215 0 3
## 216 216 1 1
## 217 217 1 3
## 218 218 0 2
## 219 219 1 1
## 220 220 0 2
## 221 221 1 3
## 222 222 0 2
## 223 223 0 3
## 224 224 0 3
## 225 225 1 1
## 226 226 0 3
## 227 227 1 2
## 228 228 0 3
## 229 229 0 2
## 230 230 0 3
## 231 231 1 1
## 232 232 0 3
## 233 233 0 2
## 234 234 1 3
## 235 235 0 2
## 236 236 0 3
## 237 237 0 2
## 238 238 1 2
## 239 239 0 2
## 240 240 0 2
## 241 241 0 3
## 242 242 1 3
## 243 243 0 2
## 244 244 0 3
## 245 245 0 3
## 246 246 0 1
## 247 247 0 3
## 248 248 1 2
## 249 249 1 1
## 250 250 0 2
## 251 251 0 3
## 252 252 0 3
## 253 253 0 1
## 254 254 0 3
## 255 255 0 3
## 256 256 1 3
## 257 257 1 1
## 258 258 1 1
## 259 259 1 1
## 260 260 1 2
## 261 261 0 3
## 262 262 1 3
## 263 263 0 1
## 264 264 0 1
## 265 265 0 3
## 266 266 0 2
## 267 267 0 3
## 268 268 1 3
## 269 269 1 1
## 270 270 1 1
## 271 271 0 1
## 272 272 1 3
## 273 273 1 2
## 274 274 0 1
## 275 275 1 3
## 276 276 1 1
## 277 277 0 3
## 278 278 0 2
## 279 279 0 3
## 280 280 1 3
## 281 281 0 3
## 282 282 0 3
## 283 283 0 3
## 284 284 1 3
## 285 285 0 1
## 286 286 0 3
## 287 287 1 3
## 288 288 0 3
## 289 289 1 2
## 290 290 1 3
## 291 291 1 1
## 292 292 1 1
## 293 293 0 2
## 294 294 0 3
## 295 295 0 3
## 296 296 0 1
## 297 297 0 3
## 298 298 0 1
## 299 299 1 1
## 300 300 1 1
## 301 301 1 3
## 302 302 1 3
## 303 303 0 3
## 304 304 1 2
## 305 305 0 3
## 306 306 1 1
## 307 307 1 1
## 308 308 1 1
## 309 309 0 2
## 310 310 1 1
## 311 311 1 1
## 312 312 1 1
## 313 313 0 2
## 314 314 0 3
## 315 315 0 2
## 316 316 1 3
## 317 317 1 2
## 318 318 0 2
## 319 319 1 1
## 320 320 1 1
## 321 321 0 3
## 322 322 0 3
## 323 323 1 2
## 324 324 1 2
## 325 325 0 3
## 326 326 1 1
## 327 327 0 3
## 328 328 1 2
## 329 329 1 3
## 330 330 1 1
## 331 331 1 3
## 332 332 0 1
## 333 333 0 1
## 334 334 0 3
## 335 335 1 1
## 336 336 0 3
## 337 337 0 1
## 338 338 1 1
## 339 339 1 3
## 340 340 0 1
## 341 341 1 2
## 342 342 1 1
## 343 343 0 2
## 344 344 0 2
## 345 345 0 2
## 346 346 1 2
## 347 347 1 2
## 348 348 1 3
## 349 349 1 3
## 350 350 0 3
## 351 351 0 3
## 352 352 0 1
## 353 353 0 3
## 354 354 0 3
## 355 355 0 3
## 356 356 0 3
## 357 357 1 1
## 358 358 0 2
## 359 359 1 3
## 360 360 1 3
## 361 361 0 3
## 362 362 0 2
## 363 363 0 3
## 364 364 0 3
## 365 365 0 3
## 366 366 0 3
## 367 367 1 1
## 368 368 1 3
## 369 369 1 3
## 370 370 1 1
## 371 371 1 1
## 372 372 0 3
## 373 373 0 3
## 374 374 0 1
## 375 375 0 3
## 376 376 1 1
## 377 377 1 3
## 378 378 0 1
## 379 379 0 3
## 380 380 0 3
## 381 381 1 1
## 382 382 1 3
## 383 383 0 3
## 384 384 1 1
## 385 385 0 3
## 386 386 0 2
## 387 387 0 3
## 388 388 1 2
## 389 389 0 3
## 390 390 1 2
## 391 391 1 1
## 392 392 1 3
## 393 393 0 3
## 394 394 1 1
## 395 395 1 3
## 396 396 0 3
## 397 397 0 3
## 398 398 0 2
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## 400 400 1 2
## 401 401 1 3
## 402 402 0 3
## 403 403 0 3
## 404 404 0 3
## 405 405 0 3
## 406 406 0 2
## 407 407 0 3
## 408 408 1 2
## 409 409 0 3
## 410 410 0 3
## 411 411 0 3
## 412 412 0 3
## 413 413 1 1
## 414 414 0 2
## 415 415 1 3
## 416 416 0 3
## 417 417 1 2
## 418 418 1 2
## 419 419 0 2
## 420 420 0 3
## 421 421 0 3
## 422 422 0 3
## 423 423 0 3
## 424 424 0 3
## 425 425 0 3
## 426 426 0 3
## 427 427 1 2
## 428 428 1 2
## 429 429 0 3
## 430 430 1 3
## 431 431 1 1
## 432 432 1 3
## 433 433 1 2
## 434 434 0 3
## 435 435 0 1
## 436 436 1 1
## 437 437 0 3
## 438 438 1 2
## 439 439 0 1
## 440 440 0 2
## 441 441 1 2
## 442 442 0 3
## 443 443 0 3
## 444 444 1 2
## 445 445 1 3
## 446 446 1 1
## 447 447 1 2
## 448 448 1 1
## 449 449 1 3
## 450 450 1 1
## 451 451 0 2
## 452 452 0 3
## 453 453 0 1
## 454 454 1 1
## 455 455 0 3
## 456 456 1 3
## 457 457 0 1
## 458 458 1 1
## 459 459 1 2
## 460 460 0 3
## 461 461 1 1
## 462 462 0 3
## 463 463 0 1
## 464 464 0 2
## 465 465 0 3
## 466 466 0 3
## 467 467 0 2
## 468 468 0 1
## 469 469 0 3
## 470 470 1 3
## 471 471 0 3
## 472 472 0 3
## 473 473 1 2
## 474 474 1 2
## 475 475 0 3
## 476 476 0 1
## 477 477 0 2
## 478 478 0 3
## 479 479 0 3
## 480 480 1 3
## 481 481 0 3
## 482 482 0 2
## 483 483 0 3
## 484 484 1 3
## 485 485 1 1
## 486 486 0 3
## 487 487 1 1
## 488 488 0 1
## 489 489 0 3
## 490 490 1 3
## 491 491 0 3
## 492 492 0 3
## 493 493 0 1
## 494 494 0 1
## 495 495 0 3
## 496 496 0 3
## 497 497 1 1
## 498 498 0 3
## 499 499 0 1
## 500 500 0 3
## 501 501 0 3
## 502 502 0 3
## 503 503 0 3
## 504 504 0 3
## 505 505 1 1
## 506 506 0 1
## 507 507 1 2
## 508 508 1 1
## 509 509 0 3
## 510 510 1 3
## 511 511 1 3
## 512 512 0 3
## 513 513 1 1
## 514 514 1 1
## 515 515 0 3
## 516 516 0 1
## 517 517 1 2
## 518 518 0 3
## 519 519 1 2
## 520 520 0 3
## 521 521 1 1
## 522 522 0 3
## 523 523 0 3
## 524 524 1 1
## 525 525 0 3
## 526 526 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 Icard, Miss. Amelie
## 63 Harris, Mr. Henry Birkhardt
## 64 Skoog, Master. Harald
## 65 Stewart, Mr. Albert A
## 66 Moubarek, Master. Gerios
## 67 Nye, Mrs. (Elizabeth Ramell)
## 68 Crease, Mr. Ernest James
## 69 Andersson, Miss. Erna Alexandra
## 70 Kink, Mr. Vincenz
## 71 Jenkin, Mr. Stephen Curnow
## 72 Goodwin, Miss. Lillian Amy
## 73 Hood, Mr. Ambrose Jr
## 74 Chronopoulos, Mr. Apostolos
## 75 Bing, Mr. Lee
## 76 Moen, Mr. Sigurd Hansen
## 77 Staneff, Mr. Ivan
## 78 Moutal, Mr. Rahamin Haim
## 79 Caldwell, Master. Alden Gates
## 80 Dowdell, Miss. Elizabeth
## 81 Waelens, Mr. Achille
## 82 Sheerlinck, Mr. Jan Baptist
## 83 McDermott, Miss. Brigdet Delia
## 84 Carrau, Mr. Francisco M
## 85 Ilett, Miss. Bertha
## 86 Backstrom, Mrs. Karl Alfred (Maria Mathilda Gustafsson)
## 87 Ford, Mr. William Neal
## 88 Slocovski, Mr. Selman Francis
## 89 Fortune, Miss. Mabel Helen
## 90 Celotti, Mr. Francesco
## 91 Christmann, Mr. Emil
## 92 Andreasson, Mr. Paul Edvin
## 93 Chaffee, Mr. Herbert Fuller
## 94 Dean, Mr. Bertram Frank
## 95 Coxon, Mr. Daniel
## 96 Shorney, Mr. Charles Joseph
## 97 Goldschmidt, Mr. George B
## 98 Greenfield, Mr. William Bertram
## 99 Doling, Mrs. John T (Ada Julia Bone)
## 100 Kantor, Mr. Sinai
## 101 Petranec, Miss. Matilda
## 102 Petroff, Mr. Pastcho ("Pentcho")
## 103 White, Mr. Richard Frasar
## 104 Johansson, Mr. Gustaf Joel
## 105 Gustafsson, Mr. Anders Vilhelm
## 106 Mionoff, Mr. Stoytcho
## 107 Salkjelsvik, Miss. Anna Kristine
## 108 Moss, Mr. Albert Johan
## 109 Rekic, Mr. Tido
## 110 Moran, Miss. Bertha
## 111 Porter, Mr. Walter Chamberlain
## 112 Zabour, Miss. Hileni
## 113 Barton, Mr. David John
## 114 Jussila, Miss. Katriina
## 115 Attalah, Miss. Malake
## 116 Pekoniemi, Mr. Edvard
## 117 Connors, Mr. Patrick
## 118 Turpin, Mr. William John Robert
## 119 Baxter, Mr. Quigg Edmond
## 120 Andersson, Miss. Ellis Anna Maria
## 121 Hickman, Mr. Stanley George
## 122 Moore, Mr. Leonard Charles
## 123 Nasser, Mr. Nicholas
## 124 Webber, Miss. Susan
## 125 White, Mr. Percival Wayland
## 126 Nicola-Yarred, Master. Elias
## 127 McMahon, Mr. Martin
## 128 Madsen, Mr. Fridtjof Arne
## 129 Peter, Miss. Anna
## 130 Ekstrom, Mr. Johan
## 131 Drazenoic, Mr. Jozef
## 132 Coelho, Mr. Domingos Fernandeo
## 133 Robins, Mrs. Alexander A (Grace Charity Laury)
## 134 Weisz, Mrs. Leopold (Mathilde Francoise Pede)
## 135 Sobey, Mr. Samuel James Hayden
## 136 Richard, Mr. Emile
## 137 Newsom, Miss. Helen Monypeny
## 138 Futrelle, Mr. Jacques Heath
## 139 Osen, Mr. Olaf Elon
## 140 Giglio, Mr. Victor
## 141 Boulos, Mrs. Joseph (Sultana)
## 142 Nysten, Miss. Anna Sofia
## 143 Hakkarainen, Mrs. Pekka Pietari (Elin Matilda Dolck)
## 144 Burke, Mr. Jeremiah
## 145 Andrew, Mr. Edgardo Samuel
## 146 Nicholls, Mr. Joseph Charles
## 147 Andersson, Mr. August Edvard ("Wennerstrom")
## 148 Ford, Miss. Robina Maggie "Ruby"
## 149 Navratil, Mr. Michel ("Louis M Hoffman")
## 150 Byles, Rev. Thomas Roussel Davids
## 151 Bateman, Rev. Robert James
## 152 Pears, Mrs. Thomas (Edith Wearne)
## 153 Meo, Mr. Alfonzo
## 154 van Billiard, Mr. Austin Blyler
## 155 Olsen, Mr. Ole Martin
## 156 Williams, Mr. Charles Duane
## 157 Gilnagh, Miss. Katherine "Katie"
## 158 Corn, Mr. Harry
## 159 Smiljanic, Mr. Mile
## 160 Sage, Master. Thomas Henry
## 161 Cribb, Mr. John Hatfield
## 162 Watt, Mrs. James (Elizabeth "Bessie" Inglis Milne)
## 163 Bengtsson, Mr. John Viktor
## 164 Calic, Mr. Jovo
## 165 Panula, Master. Eino Viljami
## 166 Goldsmith, Master. Frank John William "Frankie"
## 167 Chibnall, Mrs. (Edith Martha Bowerman)
## 168 Skoog, Mrs. William (Anna Bernhardina Karlsson)
## 169 Baumann, Mr. John D
## 170 Ling, Mr. Lee
## 171 Van der hoef, Mr. Wyckoff
## 172 Rice, Master. Arthur
## 173 Johnson, Miss. Eleanor Ileen
## 174 Sivola, Mr. Antti Wilhelm
## 175 Smith, Mr. James Clinch
## 176 Klasen, Mr. Klas Albin
## 177 Lefebre, Master. Henry Forbes
## 178 Isham, Miss. Ann Elizabeth
## 179 Hale, Mr. Reginald
## 180 Leonard, Mr. Lionel
## 181 Sage, Miss. Constance Gladys
## 182 Pernot, Mr. Rene
## 183 Asplund, Master. Clarence Gustaf Hugo
## 184 Becker, Master. Richard F
## 185 Kink-Heilmann, Miss. Luise Gretchen
## 186 Rood, Mr. Hugh Roscoe
## 187 O'Brien, Mrs. Thomas (Johanna "Hannah" Godfrey)
## 188 Romaine, Mr. Charles Hallace ("Mr C Rolmane")
## 189 Bourke, Mr. John
## 190 Turcin, Mr. Stjepan
## 191 Pinsky, Mrs. (Rosa)
## 192 Carbines, Mr. William
## 193 Andersen-Jensen, Miss. Carla Christine Nielsine
## 194 Navratil, Master. Michel M
## 195 Brown, Mrs. James Joseph (Margaret Tobin)
## 196 Lurette, Miss. Elise
## 197 Mernagh, Mr. Robert
## 198 Olsen, Mr. Karl Siegwart Andreas
## 199 Madigan, Miss. Margaret "Maggie"
## 200 Yrois, Miss. Henriette ("Mrs Harbeck")
## 201 Vande Walle, Mr. Nestor Cyriel
## 202 Sage, Mr. Frederick
## 203 Johanson, Mr. Jakob Alfred
## 204 Youseff, Mr. Gerious
## 205 Cohen, Mr. Gurshon "Gus"
## 206 Strom, Miss. Telma Matilda
## 207 Backstrom, Mr. Karl Alfred
## 208 Albimona, Mr. Nassef Cassem
## 209 Carr, Miss. Helen "Ellen"
## 210 Blank, Mr. Henry
## 211 Ali, Mr. Ahmed
## 212 Cameron, Miss. Clear Annie
## 213 Perkin, Mr. John Henry
## 214 Givard, Mr. Hans Kristensen
## 215 Kiernan, Mr. Philip
## 216 Newell, Miss. Madeleine
## 217 Honkanen, Miss. Eliina
## 218 Jacobsohn, Mr. Sidney Samuel
## 219 Bazzani, Miss. Albina
## 220 Harris, Mr. Walter
## 221 Sunderland, Mr. Victor Francis
## 222 Bracken, Mr. James H
## 223 Green, Mr. George Henry
## 224 Nenkoff, Mr. Christo
## 225 Hoyt, Mr. Frederick Maxfield
## 226 Berglund, Mr. Karl Ivar Sven
## 227 Mellors, Mr. William John
## 228 Lovell, Mr. John Hall ("Henry")
## 229 Fahlstrom, Mr. Arne Jonas
## 230 Lefebre, Miss. Mathilde
## 231 Harris, Mrs. Henry Birkhardt (Irene Wallach)
## 232 Larsson, Mr. Bengt Edvin
## 233 Sjostedt, Mr. Ernst Adolf
## 234 Asplund, Miss. Lillian Gertrud
## 235 Leyson, Mr. Robert William Norman
## 236 Harknett, Miss. Alice Phoebe
## 237 Hold, Mr. Stephen
## 238 Collyer, Miss. Marjorie "Lottie"
## 239 Pengelly, Mr. Frederick William
## 240 Hunt, Mr. George Henry
## 241 Zabour, Miss. Thamine
## 242 Murphy, Miss. Katherine "Kate"
## 243 Coleridge, Mr. Reginald Charles
## 244 Maenpaa, Mr. Matti Alexanteri
## 245 Attalah, Mr. Sleiman
## 246 Minahan, Dr. William Edward
## 247 Lindahl, Miss. Agda Thorilda Viktoria
## 248 Hamalainen, Mrs. William (Anna)
## 249 Beckwith, Mr. Richard Leonard
## 250 Carter, Rev. Ernest Courtenay
## 251 Reed, Mr. James George
## 252 Strom, Mrs. Wilhelm (Elna Matilda Persson)
## 253 Stead, Mr. William Thomas
## 254 Lobb, Mr. William Arthur
## 255 Rosblom, Mrs. Viktor (Helena Wilhelmina)
## 256 Touma, Mrs. Darwis (Hanne Youssef Razi)
## 257 Thorne, Mrs. Gertrude Maybelle
## 258 Cherry, Miss. Gladys
## 259 Ward, Miss. Anna
## 260 Parrish, Mrs. (Lutie Davis)
## 261 Smith, Mr. Thomas
## 262 Asplund, Master. Edvin Rojj Felix
## 263 Taussig, Mr. Emil
## 264 Harrison, Mr. William
## 265 Henry, Miss. Delia
## 266 Reeves, Mr. David
## 267 Panula, Mr. Ernesti Arvid
## 268 Persson, Mr. Ernst Ulrik
## 269 Graham, Mrs. William Thompson (Edith Junkins)
## 270 Bissette, Miss. Amelia
## 271 Cairns, Mr. Alexander
## 272 Tornquist, Mr. William Henry
## 273 Mellinger, Mrs. (Elizabeth Anne Maidment)
## 274 Natsch, Mr. Charles H
## 275 Healy, Miss. Hanora "Nora"
## 276 Andrews, Miss. Kornelia Theodosia
## 277 Lindblom, Miss. Augusta Charlotta
## 278 Parkes, Mr. Francis "Frank"
## 279 Rice, Master. Eric
## 280 Abbott, Mrs. Stanton (Rosa Hunt)
## 281 Duane, Mr. Frank
## 282 Olsson, Mr. Nils Johan Goransson
## 283 de Pelsmaeker, Mr. Alfons
## 284 Dorking, Mr. Edward Arthur
## 285 Smith, Mr. Richard William
## 286 Stankovic, Mr. Ivan
## 287 de Mulder, Mr. Theodore
## 288 Naidenoff, Mr. Penko
## 289 Hosono, Mr. Masabumi
## 290 Connolly, Miss. Kate
## 291 Barber, Miss. Ellen "Nellie"
## 292 Bishop, Mrs. Dickinson H (Helen Walton)
## 293 Levy, Mr. Rene Jacques
## 294 Haas, Miss. Aloisia
## 295 Mineff, Mr. Ivan
## 296 Lewy, Mr. Ervin G
## 297 Hanna, Mr. Mansour
## 298 Allison, Miss. Helen Loraine
## 299 Saalfeld, Mr. Adolphe
## 300 Baxter, Mrs. James (Helene DeLaudeniere Chaput)
## 301 Kelly, Miss. Anna Katherine "Annie Kate"
## 302 McCoy, Mr. Bernard
## 303 Johnson, Mr. William Cahoone Jr
## 304 Keane, Miss. Nora A
## 305 Williams, Mr. Howard Hugh "Harry"
## 306 Allison, Master. Hudson Trevor
## 307 Fleming, Miss. Margaret
## 308 Penasco y Castellana, Mrs. Victor de Satode (Maria Josefa Perez de Soto y Vallejo)
## 309 Abelson, Mr. Samuel
## 310 Francatelli, Miss. Laura Mabel
## 311 Hays, Miss. Margaret Bechstein
## 312 Ryerson, Miss. Emily Borie
## 313 Lahtinen, Mrs. William (Anna Sylfven)
## 314 Hendekovic, Mr. Ignjac
## 315 Hart, Mr. Benjamin
## 316 Nilsson, Miss. Helmina Josefina
## 317 Kantor, Mrs. Sinai (Miriam Sternin)
## 318 Moraweck, Dr. Ernest
## 319 Wick, Miss. Mary Natalie
## 320 Spedden, Mrs. Frederic Oakley (Margaretta Corning Stone)
## 321 Dennis, Mr. Samuel
## 322 Danoff, Mr. Yoto
## 323 Slayter, Miss. Hilda Mary
## 324 Caldwell, Mrs. Albert Francis (Sylvia Mae Harbaugh)
## 325 Sage, Mr. George John Jr
## 326 Young, Miss. Marie Grice
## 327 Nysveen, Mr. Johan Hansen
## 328 Ball, Mrs. (Ada E Hall)
## 329 Goldsmith, Mrs. Frank John (Emily Alice Brown)
## 330 Hippach, Miss. Jean Gertrude
## 331 McCoy, Miss. Agnes
## 332 Partner, Mr. Austen
## 333 Graham, Mr. George Edward
## 334 Vander Planke, Mr. Leo Edmondus
## 335 Frauenthal, Mrs. Henry William (Clara Heinsheimer)
## 336 Denkoff, Mr. Mitto
## 337 Pears, Mr. Thomas Clinton
## 338 Burns, Miss. Elizabeth Margaret
## 339 Dahl, Mr. Karl Edwart
## 340 Blackwell, Mr. Stephen Weart
## 341 Navratil, Master. Edmond Roger
## 342 Fortune, Miss. Alice Elizabeth
## 343 Collander, Mr. Erik Gustaf
## 344 Sedgwick, Mr. Charles Frederick Waddington
## 345 Fox, Mr. Stanley Hubert
## 346 Brown, Miss. Amelia "Mildred"
## 347 Smith, Miss. Marion Elsie
## 348 Davison, Mrs. Thomas Henry (Mary E Finck)
## 349 Coutts, Master. William Loch "William"
## 350 Dimic, Mr. Jovan
## 351 Odahl, Mr. Nils Martin
## 352 Williams-Lambert, Mr. Fletcher Fellows
## 353 Elias, Mr. Tannous
## 354 Arnold-Franchi, Mr. Josef
## 355 Yousif, Mr. Wazli
## 356 Vanden Steen, Mr. Leo Peter
## 357 Bowerman, Miss. Elsie Edith
## 358 Funk, Miss. Annie Clemmer
## 359 McGovern, Miss. Mary
## 360 Mockler, Miss. Helen Mary "Ellie"
## 361 Skoog, Mr. Wilhelm
## 362 del Carlo, Mr. Sebastiano
## 363 Barbara, Mrs. (Catherine David)
## 364 Asim, Mr. Adola
## 365 O'Brien, Mr. Thomas
## 366 Adahl, Mr. Mauritz Nils Martin
## 367 Warren, Mrs. Frank Manley (Anna Sophia Atkinson)
## 368 Moussa, Mrs. (Mantoura Boulos)
## 369 Jermyn, Miss. Annie
## 370 Aubart, Mme. Leontine Pauline
## 371 Harder, Mr. George Achilles
## 372 Wiklund, Mr. Jakob Alfred
## 373 Beavan, Mr. William Thomas
## 374 Ringhini, Mr. Sante
## 375 Palsson, Miss. Stina Viola
## 376 Meyer, Mrs. Edgar Joseph (Leila Saks)
## 377 Landergren, Miss. Aurora Adelia
## 378 Widener, Mr. Harry Elkins
## 379 Betros, Mr. Tannous
## 380 Gustafsson, Mr. Karl Gideon
## 381 Bidois, Miss. Rosalie
## 382 Nakid, Miss. Maria ("Mary")
## 383 Tikkanen, Mr. Juho
## 384 Holverson, Mrs. Alexander Oskar (Mary Aline Towner)
## 385 Plotcharsky, Mr. Vasil
## 386 Davies, Mr. Charles Henry
## 387 Goodwin, Master. Sidney Leonard
## 388 Buss, Miss. Kate
## 389 Sadlier, Mr. Matthew
## 390 Lehmann, Miss. Bertha
## 391 Carter, Mr. William Ernest
## 392 Jansson, Mr. Carl Olof
## 393 Gustafsson, Mr. Johan Birger
## 394 Newell, Miss. Marjorie
## 395 Sandstrom, Mrs. Hjalmar (Agnes Charlotta Bengtsson)
## 396 Johansson, Mr. Erik
## 397 Olsson, Miss. Elina
## 398 McKane, Mr. Peter David
## 399 Pain, Dr. Alfred
## 400 Trout, Mrs. William H (Jessie L)
## 401 Niskanen, Mr. Juha
## 402 Adams, Mr. John
## 403 Jussila, Miss. Mari Aina
## 404 Hakkarainen, Mr. Pekka Pietari
## 405 Oreskovic, Miss. Marija
## 406 Gale, Mr. Shadrach
## 407 Widegren, Mr. Carl/Charles Peter
## 408 Richards, Master. William Rowe
## 409 Birkeland, Mr. Hans Martin Monsen
## 410 Lefebre, Miss. Ida
## 411 Sdycoff, Mr. Todor
## 412 Hart, Mr. Henry
## 413 Minahan, Miss. Daisy E
## 414 Cunningham, Mr. Alfred Fleming
## 415 Sundman, Mr. Johan Julian
## 416 Meek, Mrs. Thomas (Annie Louise Rowley)
## 417 Drew, Mrs. James Vivian (Lulu Thorne Christian)
## 418 Silven, Miss. Lyyli Karoliina
## 419 Matthews, Mr. William John
## 420 Van Impe, Miss. Catharina
## 421 Gheorgheff, Mr. Stanio
## 422 Charters, Mr. David
## 423 Zimmerman, Mr. Leo
## 424 Danbom, Mrs. Ernst Gilbert (Anna Sigrid Maria Brogren)
## 425 Rosblom, Mr. Viktor Richard
## 426 Wiseman, Mr. Phillippe
## 427 Clarke, Mrs. Charles V (Ada Maria Winfield)
## 428 Phillips, Miss. Kate Florence ("Mrs Kate Louise Phillips Marshall")
## 429 Flynn, Mr. James
## 430 Pickard, Mr. Berk (Berk Trembisky)
## 431 Bjornstrom-Steffansson, Mr. Mauritz Hakan
## 432 Thorneycroft, Mrs. Percival (Florence Kate White)
## 433 Louch, Mrs. Charles Alexander (Alice Adelaide Slow)
## 434 Kallio, Mr. Nikolai Erland
## 435 Silvey, Mr. William Baird
## 436 Carter, Miss. Lucile Polk
## 437 Ford, Miss. Doolina Margaret "Daisy"
## 438 Richards, Mrs. Sidney (Emily Hocking)
## 439 Fortune, Mr. Mark
## 440 Kvillner, Mr. Johan Henrik Johannesson
## 441 Hart, Mrs. Benjamin (Esther Ada Bloomfield)
## 442 Hampe, Mr. Leon
## 443 Petterson, Mr. Johan Emil
## 444 Reynaldo, Ms. Encarnacion
## 445 Johannesen-Bratthammer, Mr. Bernt
## 446 Dodge, Master. Washington
## 447 Mellinger, Miss. Madeleine Violet
## 448 Seward, Mr. Frederic Kimber
## 449 Baclini, Miss. Marie Catherine
## 450 Peuchen, Major. Arthur Godfrey
## 451 West, Mr. Edwy Arthur
## 452 Hagland, Mr. Ingvald Olai Olsen
## 453 Foreman, Mr. Benjamin Laventall
## 454 Goldenberg, Mr. Samuel L
## 455 Peduzzi, Mr. Joseph
## 456 Jalsevac, Mr. Ivan
## 457 Millet, Mr. Francis Davis
## 458 Kenyon, Mrs. Frederick R (Marion)
## 459 Toomey, Miss. Ellen
## 460 O'Connor, Mr. Maurice
## 461 Anderson, Mr. Harry
## 462 Morley, Mr. William
## 463 Gee, Mr. Arthur H
## 464 Milling, Mr. Jacob Christian
## 465 Maisner, Mr. Simon
## 466 Goncalves, Mr. Manuel Estanslas
## 467 Campbell, Mr. William
## 468 Smart, Mr. John Montgomery
## 469 Scanlan, Mr. James
## 470 Baclini, Miss. Helene Barbara
## 471 Keefe, Mr. Arthur
## 472 Cacic, Mr. Luka
## 473 West, Mrs. Edwy Arthur (Ada Mary Worth)
## 474 Jerwan, Mrs. Amin S (Marie Marthe Thuillard)
## 475 Strandberg, Miss. Ida Sofia
## 476 Clifford, Mr. George Quincy
## 477 Renouf, Mr. Peter Henry
## 478 Braund, Mr. Lewis Richard
## 479 Karlsson, Mr. Nils August
## 480 Hirvonen, Miss. Hildur E
## 481 Goodwin, Master. Harold Victor
## 482 Frost, Mr. Anthony Wood "Archie"
## 483 Rouse, Mr. Richard Henry
## 484 Turkula, Mrs. (Hedwig)
## 485 Bishop, Mr. Dickinson H
## 486 Lefebre, Miss. Jeannie
## 487 Hoyt, Mrs. Frederick Maxfield (Jane Anne Forby)
## 488 Kent, Mr. Edward Austin
## 489 Somerton, Mr. Francis William
## 490 Coutts, Master. Eden Leslie "Neville"
## 491 Hagland, Mr. Konrad Mathias Reiersen
## 492 Windelov, Mr. Einar
## 493 Molson, Mr. Harry Markland
## 494 Artagaveytia, Mr. Ramon
## 495 Stanley, Mr. Edward Roland
## 496 Yousseff, Mr. Gerious
## 497 Eustis, Miss. Elizabeth Mussey
## 498 Shellard, Mr. Frederick William
## 499 Allison, Mrs. Hudson J C (Bessie Waldo Daniels)
## 500 Svensson, Mr. Olof
## 501 Calic, Mr. Petar
## 502 Canavan, Miss. Mary
## 503 O'Sullivan, Miss. Bridget Mary
## 504 Laitinen, Miss. Kristina Sofia
## 505 Maioni, Miss. Roberta
## 506 Penasco y Castellana, Mr. Victor de Satode
## 507 Quick, Mrs. Frederick Charles (Jane Richards)
## 508 Bradley, Mr. George ("George Arthur Brayton")
## 509 Olsen, Mr. Henry Margido
## 510 Lang, Mr. Fang
## 511 Daly, Mr. Eugene Patrick
## 512 Webber, Mr. James
## 513 McGough, Mr. James Robert
## 514 Rothschild, Mrs. Martin (Elizabeth L. Barrett)
## 515 Coleff, Mr. Satio
## 516 Walker, Mr. William Anderson
## 517 Lemore, Mrs. (Amelia Milley)
## 518 Ryan, Mr. Patrick
## 519 Angle, Mrs. William A (Florence "Mary" Agnes Hughes)
## 520 Pavlovic, Mr. Stefo
## 521 Perreault, Miss. Anne
## 522 Vovk, Mr. Janko
## 523 Lahoud, Mr. Sarkis
## 524 Hippach, Mrs. Louis Albert (Ida Sophia Fischer)
## 525 Kassem, Mr. Fared
## 526 Farrell, Mr. James
## 527 Ridsdale, Miss. Lucy
## 528 Farthing, Mr. John
## 529 Salonen, Mr. Johan Werner
## 530 Hocking, Mr. Richard George
## 531 Quick, Miss. Phyllis May
## 532 Toufik, Mr. Nakli
## 533 Elias, Mr. Joseph Jr
## 534 Peter, Mrs. Catherine (Catherine Rizk)
## 535 Cacic, Miss. Marija
## 536 Hart, Miss. Eva Miriam
## 537 Butt, Major. Archibald Willingham
## 538 LeRoy, Miss. Bertha
## 539 Risien, Mr. Samuel Beard
## 540 Frolicher, Miss. Hedwig Margaritha
## 541 Crosby, Miss. Harriet R
## 542 Andersson, Miss. Ingeborg Constanzia
## 543 Andersson, Miss. Sigrid Elisabeth
## 544 Beane, Mr. Edward
## 545 Douglas, Mr. Walter Donald
## 546 Nicholson, Mr. Arthur Ernest
## 547 Beane, Mrs. Edward (Ethel Clarke)
## 548 Padro y Manent, Mr. Julian
## 549 Goldsmith, Mr. Frank John
## 550 Davies, Master. John Morgan Jr
## 551 Thayer, Mr. John Borland Jr
## 552 Sharp, Mr. Percival James R
## 553 O'Brien, Mr. Timothy
## 554 Leeni, Mr. Fahim ("Philip Zenni")
## 555 Ohman, Miss. Velin
## 556 Wright, Mr. George
## 557 Duff Gordon, Lady. (Lucille Christiana Sutherland) ("Mrs Morgan")
## 558 Robbins, Mr. Victor
## 559 Taussig, Mrs. Emil (Tillie Mandelbaum)
## 560 de Messemaeker, Mrs. Guillaume Joseph (Emma)
## 561 Morrow, Mr. Thomas Rowan
## 562 Sivic, Mr. Husein
## 563 Norman, Mr. Robert Douglas
## 564 Simmons, Mr. John
## 565 Meanwell, Miss. (Marion Ogden)
## 566 Davies, Mr. Alfred J
## 567 Stoytcheff, Mr. Ilia
## 568 Palsson, Mrs. Nils (Alma Cornelia Berglund)
## 569 Doharr, Mr. Tannous
## 570 Jonsson, Mr. Carl
## 571 Harris, Mr. George
## 572 Appleton, Mrs. Edward Dale (Charlotte Lamson)
## 573 Flynn, Mr. John Irwin ("Irving")
## 574 Kelly, Miss. Mary
## 575 Rush, Mr. Alfred George John
## 576 Patchett, Mr. George
## 577 Garside, Miss. Ethel
## 578 Silvey, Mrs. William Baird (Alice Munger)
## 579 Caram, Mrs. Joseph (Maria Elias)
## 580 Jussila, Mr. Eiriik
## 581 Christy, Miss. Julie Rachel
## 582 Thayer, Mrs. John Borland (Marian Longstreth Morris)
## 583 Downton, Mr. William James
## 584 Ross, Mr. John Hugo
## 585 Paulner, Mr. Uscher
## 586 Taussig, Miss. Ruth
## 587 Jarvis, Mr. John Denzil
## 588 Frolicher-Stehli, Mr. Maxmillian
## 589 Gilinski, Mr. Eliezer
## 590 Murdlin, Mr. Joseph
## 591 Rintamaki, Mr. Matti
## 592 Stephenson, Mrs. Walter Bertram (Martha Eustis)
## 593 Elsbury, Mr. William James
## 594 Bourke, Miss. Mary
## 595 Chapman, Mr. John Henry
## 596 Van Impe, Mr. Jean Baptiste
## 597 Leitch, Miss. Jessie Wills
## 598 Johnson, Mr. Alfred
## 599 Boulos, Mr. Hanna
## 600 Duff Gordon, Sir. Cosmo Edmund ("Mr Morgan")
## 601 Jacobsohn, Mrs. Sidney Samuel (Amy Frances Christy)
## 602 Slabenoff, Mr. Petco
## 603 Harrington, Mr. Charles H
## 604 Torber, Mr. Ernst William
## 605 Homer, Mr. Harry ("Mr E Haven")
## 606 Lindell, Mr. Edvard Bengtsson
## 607 Karaic, Mr. Milan
## 608 Daniel, Mr. Robert Williams
## 609 Laroche, Mrs. Joseph (Juliette Marie Louise Lafargue)
## 610 Shutes, Miss. Elizabeth W
## 611 Andersson, Mrs. Anders Johan (Alfrida Konstantia Brogren)
## 612 Jardin, Mr. Jose Neto
## 613 Murphy, Miss. Margaret Jane
## 614 Horgan, Mr. John
## 615 Brocklebank, Mr. William Alfred
## 616 Herman, Miss. Alice
## 617 Danbom, Mr. Ernst Gilbert
## 618 Lobb, Mrs. William Arthur (Cordelia K Stanlick)
## 619 Becker, Miss. Marion Louise
## 620 Gavey, Mr. Lawrence
## 621 Yasbeck, Mr. Antoni
## 622 Kimball, Mr. Edwin Nelson Jr
## 623 Nakid, Mr. Sahid
## 624 Hansen, Mr. Henry Damsgaard
## 625 Bowen, Mr. David John "Dai"
## 626 Sutton, Mr. Frederick
## 627 Kirkland, Rev. Charles Leonard
## 628 Longley, Miss. Gretchen Fiske
## 629 Bostandyeff, Mr. Guentcho
## 630 O'Connell, Mr. Patrick D
## 631 Barkworth, Mr. Algernon Henry Wilson
## 632 Lundahl, Mr. Johan Svensson
## 633 Stahelin-Maeglin, Dr. Max
## 634 Parr, Mr. William Henry Marsh
## 635 Skoog, Miss. Mabel
## 636 Davis, Miss. Mary
## 637 Leinonen, Mr. Antti Gustaf
## 638 Collyer, Mr. Harvey
## 639 Panula, Mrs. Juha (Maria Emilia Ojala)
## 640 Thorneycroft, Mr. Percival
## 641 Jensen, Mr. Hans Peder
## 642 Sagesser, Mlle. Emma
## 643 Skoog, Miss. Margit Elizabeth
## 644 Foo, Mr. Choong
## 645 Baclini, Miss. Eugenie
## 646 Harper, Mr. Henry Sleeper
## 647 Cor, Mr. Liudevit
## 648 Simonius-Blumer, Col. Oberst Alfons
## 649 Willey, Mr. Edward
## 650 Stanley, Miss. Amy Zillah Elsie
## 651 Mitkoff, Mr. Mito
## 652 Doling, Miss. Elsie
## 653 Kalvik, Mr. Johannes Halvorsen
## 654 O'Leary, Miss. Hanora "Norah"
## 655 Hegarty, Miss. Hanora "Nora"
## 656 Hickman, Mr. Leonard Mark
## 657 Radeff, Mr. Alexander
## 658 Bourke, Mrs. John (Catherine)
## 659 Eitemiller, Mr. George Floyd
## 660 Newell, Mr. Arthur Webster
## 661 Frauenthal, Dr. Henry William
## 662 Badt, Mr. Mohamed
## 663 Colley, Mr. Edward Pomeroy
## 664 Coleff, Mr. Peju
## 665 Lindqvist, Mr. Eino William
## 666 Hickman, Mr. Lewis
## 667 Butler, Mr. Reginald Fenton
## 668 Rommetvedt, Mr. Knud Paust
## 669 Cook, Mr. Jacob
## 670 Taylor, Mrs. Elmer Zebley (Juliet Cummins Wright)
## 671 Brown, Mrs. Thomas William Solomon (Elizabeth Catherine Ford)
## 672 Davidson, Mr. Thornton
## 673 Mitchell, Mr. Henry Michael
## 674 Wilhelms, Mr. Charles
## 675 Watson, Mr. Ennis Hastings
## 676 Edvardsson, Mr. Gustaf Hjalmar
## 677 Sawyer, Mr. Frederick Charles
## 678 Turja, Miss. Anna Sofia
## 679 Goodwin, Mrs. Frederick (Augusta Tyler)
## 680 Cardeza, Mr. Thomas Drake Martinez
## 681 Peters, Miss. Katie
## 682 Hassab, Mr. Hammad
## 683 Olsvigen, Mr. Thor Anderson
## 684 Goodwin, Mr. Charles Edward
## 685 Brown, Mr. Thomas William Solomon
## 686 Laroche, Mr. Joseph Philippe Lemercier
## 687 Panula, Mr. Jaako Arnold
## 688 Dakic, Mr. Branko
## 689 Fischer, Mr. Eberhard Thelander
## 690 Madill, Miss. Georgette Alexandra
## 691 Dick, Mr. Albert Adrian
## 692 Karun, Miss. Manca
## 693 Lam, Mr. Ali
## 694 Saad, Mr. Khalil
## 695 Weir, Col. John
## 696 Chapman, Mr. Charles Henry
## 697 Kelly, Mr. James
## 698 Mullens, Miss. Katherine "Katie"
## 699 Thayer, Mr. John Borland
## 700 Humblen, Mr. Adolf Mathias Nicolai Olsen
## 701 Astor, Mrs. John Jacob (Madeleine Talmadge Force)
## 702 Silverthorne, Mr. Spencer Victor
## 703 Barbara, Miss. Saiide
## 704 Gallagher, Mr. Martin
## 705 Hansen, Mr. Henrik Juul
## 706 Morley, Mr. Henry Samuel ("Mr Henry Marshall")
## 707 Kelly, Mrs. Florence "Fannie"
## 708 Calderhead, Mr. Edward Pennington
## 709 Cleaver, Miss. Alice
## 710 Moubarek, Master. Halim Gonios ("William George")
## 711 Mayne, Mlle. Berthe Antonine ("Mrs de Villiers")
## 712 Klaber, Mr. Herman
## 713 Taylor, Mr. Elmer Zebley
## 714 Larsson, Mr. August Viktor
## 715 Greenberg, Mr. Samuel
## 716 Soholt, Mr. Peter Andreas Lauritz Andersen
## 717 Endres, Miss. Caroline Louise
## 718 Troutt, Miss. Edwina Celia "Winnie"
## 719 McEvoy, Mr. Michael
## 720 Johnson, Mr. Malkolm Joackim
## 721 Harper, Miss. Annie Jessie "Nina"
## 722 Jensen, Mr. Svend Lauritz
## 723 Gillespie, Mr. William Henry
## 724 Hodges, Mr. Henry Price
## 725 Chambers, Mr. Norman Campbell
## 726 Oreskovic, Mr. Luka
## 727 Renouf, Mrs. Peter Henry (Lillian Jefferys)
## 728 Mannion, Miss. Margareth
## 729 Bryhl, Mr. Kurt Arnold Gottfrid
## 730 Ilmakangas, Miss. Pieta Sofia
## 731 Allen, Miss. Elisabeth Walton
## 732 Hassan, Mr. Houssein G N
## 733 Knight, Mr. Robert J
## 734 Berriman, Mr. William John
## 735 Troupiansky, Mr. Moses Aaron
## 736 Williams, Mr. Leslie
## 737 Ford, Mrs. Edward (Margaret Ann Watson)
## 738 Lesurer, Mr. Gustave J
## 739 Ivanoff, Mr. Kanio
## 740 Nankoff, Mr. Minko
## 741 Hawksford, Mr. Walter James
## 742 Cavendish, Mr. Tyrell William
## 743 Ryerson, Miss. Susan Parker "Suzette"
## 744 McNamee, Mr. Neal
## 745 Stranden, Mr. Juho
## 746 Crosby, Capt. Edward Gifford
## 747 Abbott, Mr. Rossmore Edward
## 748 Sinkkonen, Miss. Anna
## 749 Marvin, Mr. Daniel Warner
## 750 Connaghton, Mr. Michael
## 751 Wells, Miss. Joan
## 752 Moor, Master. Meier
## 753 Vande Velde, Mr. Johannes Joseph
## 754 Jonkoff, Mr. Lalio
## 755 Herman, Mrs. Samuel (Jane Laver)
## 756 Hamalainen, Master. Viljo
## 757 Carlsson, Mr. August Sigfrid
## 758 Bailey, Mr. Percy Andrew
## 759 Theobald, Mr. Thomas Leonard
## 760 Rothes, the Countess. of (Lucy Noel Martha Dyer-Edwards)
## 761 Garfirth, Mr. John
## 762 Nirva, Mr. Iisakki Antino Aijo
## 763 Barah, Mr. Hanna Assi
## 764 Carter, Mrs. William Ernest (Lucile Polk)
## 765 Eklund, Mr. Hans Linus
## 766 Hogeboom, Mrs. John C (Anna Andrews)
## 767 Brewe, Dr. Arthur Jackson
## 768 Mangan, Miss. Mary
## 769 Moran, Mr. Daniel J
## 770 Gronnestad, Mr. Daniel Danielsen
## 771 Lievens, Mr. Rene Aime
## 772 Jensen, Mr. Niels Peder
## 773 Mack, Mrs. (Mary)
## 774 Elias, Mr. Dibo
## 775 Hocking, Mrs. Elizabeth (Eliza Needs)
## 776 Myhrman, Mr. Pehr Fabian Oliver Malkolm
## 777 Tobin, Mr. Roger
## 778 Emanuel, Miss. Virginia Ethel
## 779 Kilgannon, Mr. Thomas J
## 780 Robert, Mrs. Edward Scott (Elisabeth Walton McMillan)
## 781 Ayoub, Miss. Banoura
## 782 Dick, Mrs. Albert Adrian (Vera Gillespie)
## 783 Long, Mr. Milton Clyde
## 784 Johnston, Mr. Andrew G
## 785 Ali, Mr. William
## 786 Harmer, Mr. Abraham (David Lishin)
## 787 Sjoblom, Miss. Anna Sofia
## 788 Rice, Master. George Hugh
## 789 Dean, Master. Bertram Vere
## 790 Guggenheim, Mr. Benjamin
## 791 Keane, Mr. Andrew "Andy"
## 792 Gaskell, Mr. Alfred
## 793 Sage, Miss. Stella Anna
## 794 Hoyt, Mr. William Fisher
## 795 Dantcheff, Mr. Ristiu
## 796 Otter, Mr. Richard
## 797 Leader, Dr. Alice (Farnham)
## 798 Osman, Mrs. Mara
## 799 Ibrahim Shawah, Mr. Yousseff
## 800 Van Impe, Mrs. Jean Baptiste (Rosalie Paula Govaert)
## 801 Ponesell, Mr. Martin
## 802 Collyer, Mrs. Harvey (Charlotte Annie Tate)
## 803 Carter, Master. William Thornton II
## 804 Thomas, Master. Assad Alexander
## 805 Hedman, Mr. Oskar Arvid
## 806 Johansson, Mr. Karl Johan
## 807 Andrews, Mr. Thomas Jr
## 808 Pettersson, Miss. Ellen Natalia
## 809 Meyer, Mr. August
## 810 Chambers, Mrs. Norman Campbell (Bertha Griggs)
## 811 Alexander, Mr. William
## 812 Lester, Mr. James
## 813 Slemen, Mr. Richard James
## 814 Andersson, Miss. Ebba Iris Alfrida
## 815 Tomlin, Mr. Ernest Portage
## 816 Fry, Mr. Richard
## 817 Heininen, Miss. Wendla Maria
## 818 Mallet, Mr. Albert
## 819 Holm, Mr. John Fredrik Alexander
## 820 Skoog, Master. Karl Thorsten
## 821 Hays, Mrs. Charles Melville (Clara Jennings Gregg)
## 822 Lulic, Mr. Nikola
## 823 Reuchlin, Jonkheer. John George
## 824 Moor, Mrs. (Beila)
## 825 Panula, Master. Urho Abraham
## 826 Flynn, Mr. John
## 827 Lam, Mr. Len
## 828 Mallet, Master. Andre
## 829 McCormack, Mr. Thomas Joseph
## 830 Stone, Mrs. George Nelson (Martha Evelyn)
## 831 Yasbeck, Mrs. Antoni (Selini Alexander)
## 832 Richards, Master. George Sibley
## 833 Saad, Mr. Amin
## 834 Augustsson, Mr. Albert
## 835 Allum, Mr. Owen George
## 836 Compton, Miss. Sara Rebecca
## 837 Pasic, Mr. Jakob
## 838 Sirota, Mr. Maurice
## 839 Chip, Mr. Chang
## 840 Marechal, Mr. Pierre
## 841 Alhomaki, Mr. Ilmari Rudolf
## 842 Mudd, Mr. Thomas Charles
## 843 Serepeca, Miss. Augusta
## 844 Lemberopolous, Mr. Peter L
## 845 Culumovic, Mr. Jeso
## 846 Abbing, Mr. Anthony
## 847 Sage, Mr. Douglas Bullen
## 848 Markoff, Mr. Marin
## 849 Harper, Rev. John
## 850 Goldenberg, Mrs. Samuel L (Edwiga Grabowska)
## 851 Andersson, Master. Sigvard Harald Elias
## 852 Svensson, Mr. Johan
## 853 Boulos, Miss. Nourelain
## 854 Lines, Miss. Mary Conover
## 855 Carter, Mrs. Ernest Courtenay (Lilian Hughes)
## 856 Aks, Mrs. Sam (Leah Rosen)
## 857 Wick, Mrs. George Dennick (Mary Hitchcock)
## 858 Daly, Mr. Peter Denis
## 859 Baclini, Mrs. Solomon (Latifa Qurban)
## 860 Razi, Mr. Raihed
## 861 Hansen, Mr. Claus Peter
## 862 Giles, Mr. Frederick Edward
## 863 Swift, Mrs. Frederick Joel (Margaret Welles Barron)
## 864 Sage, Miss. Dorothy Edith "Dolly"
## 865 Gill, Mr. John William
## 866 Bystrom, Mrs. (Karolina)
## 867 Duran y More, Miss. Asuncion
## 868 Roebling, Mr. Washington Augustus II
## 869 van Melkebeke, Mr. Philemon
## 870 Johnson, Master. Harold Theodor
## 871 Balkic, Mr. Cerin
## 872 Beckwith, Mrs. Richard Leonard (Sallie Monypeny)
## 873 Carlsson, Mr. Frans Olof
## 874 Vander Cruyssen, Mr. Victor
## 875 Abelson, Mrs. Samuel (Hannah Wizosky)
## 876 Najib, Miss. Adele Kiamie "Jane"
## 877 Gustafsson, Mr. Alfred Ossian
## 878 Petroff, Mr. Nedelio
## 879 Laleff, Mr. Kristo
## 880 Potter, Mrs. Thomas Jr (Lily Alexenia Wilson)
## 881 Shelley, Mrs. William (Imanita Parrish Hall)
## 882 Markun, Mr. Johann
## 883 Dahlberg, Miss. Gerda Ulrika
## 884 Banfield, Mr. Frederick James
## 885 Sutehall, Mr. Henry Jr
## 886 Rice, Mrs. William (Margaret Norton)
## 887 Montvila, Rev. Juozas
## 888 Graham, Miss. Margaret Edith
## 889 Johnston, Miss. Catherine Helen "Carrie"
## 890 Behr, Mr. Karl Howell
## 891 Dooley, Mr. Patrick
## Sex Age SibSp Parch Ticket Fare Cabin
## 1 male 22.00 1 0 A/5 21171 7.2500
## 2 female 38.00 1 0 PC 17599 71.2833 C85
## 3 female 26.00 0 0 STON/O2. 3101282 7.9250
## 4 female 35.00 1 0 113803 53.1000 C123
## 5 male 35.00 0 0 373450 8.0500
## 6 male NA 0 0 330877 8.4583
## 7 male 54.00 0 0 17463 51.8625 E46
## 8 male 2.00 3 1 349909 21.0750
## 9 female 27.00 0 2 347742 11.1333
## 10 female 14.00 1 0 237736 30.0708
## 11 female 4.00 1 1 PP 9549 16.7000 G6
## 12 female 58.00 0 0 113783 26.5500 C103
## 13 male 20.00 0 0 A/5. 2151 8.0500
## 14 male 39.00 1 5 347082 31.2750
## 15 female 14.00 0 0 350406 7.8542
## 16 female 55.00 0 0 248706 16.0000
## 17 male 2.00 4 1 382652 29.1250
## 18 male NA 0 0 244373 13.0000
## 19 female 31.00 1 0 345763 18.0000
## 20 female NA 0 0 2649 7.2250
## 21 male 35.00 0 0 239865 26.0000
## 22 male 34.00 0 0 248698 13.0000 D56
## 23 female 15.00 0 0 330923 8.0292
## 24 male 28.00 0 0 113788 35.5000 A6
## 25 female 8.00 3 1 349909 21.0750
## 26 female 38.00 1 5 347077 31.3875
## 27 male NA 0 0 2631 7.2250
## 28 male 19.00 3 2 19950 263.0000 C23 C25 C27
## 29 female NA 0 0 330959 7.8792
## 30 male NA 0 0 349216 7.8958
## 31 male 40.00 0 0 PC 17601 27.7208
## 32 female NA 1 0 PC 17569 146.5208 B78
## 33 female NA 0 0 335677 7.7500
## 34 male 66.00 0 0 C.A. 24579 10.5000
## 35 male 28.00 1 0 PC 17604 82.1708
## 36 male 42.00 1 0 113789 52.0000
## 37 male NA 0 0 2677 7.2292
## 38 male 21.00 0 0 A./5. 2152 8.0500
## 39 female 18.00 2 0 345764 18.0000
## 40 female 14.00 1 0 2651 11.2417
## 41 female 40.00 1 0 7546 9.4750
## 42 female 27.00 1 0 11668 21.0000
## 43 male NA 0 0 349253 7.8958
## 44 female 3.00 1 2 SC/Paris 2123 41.5792
## 45 female 19.00 0 0 330958 7.8792
## 46 male NA 0 0 S.C./A.4. 23567 8.0500
## 47 male NA 1 0 370371 15.5000
## 48 female NA 0 0 14311 7.7500
## 49 male NA 2 0 2662 21.6792
## 50 female 18.00 1 0 349237 17.8000
## 51 male 7.00 4 1 3101295 39.6875
## 52 male 21.00 0 0 A/4. 39886 7.8000
## 53 female 49.00 1 0 PC 17572 76.7292 D33
## 54 female 29.00 1 0 2926 26.0000
## 55 male 65.00 0 1 113509 61.9792 B30
## 56 male NA 0 0 19947 35.5000 C52
## 57 female 21.00 0 0 C.A. 31026 10.5000
## 58 male 28.50 0 0 2697 7.2292
## 59 female 5.00 1 2 C.A. 34651 27.7500
## 60 male 11.00 5 2 CA 2144 46.9000
## 61 male 22.00 0 0 2669 7.2292
## 62 female 38.00 0 0 113572 80.0000 B28
## 63 male 45.00 1 0 36973 83.4750 C83
## 64 male 4.00 3 2 347088 27.9000
## 65 male NA 0 0 PC 17605 27.7208
## 66 male NA 1 1 2661 15.2458
## 67 female 29.00 0 0 C.A. 29395 10.5000 F33
## 68 male 19.00 0 0 S.P. 3464 8.1583
## 69 female 17.00 4 2 3101281 7.9250
## 70 male 26.00 2 0 315151 8.6625
## 71 male 32.00 0 0 C.A. 33111 10.5000
## 72 female 16.00 5 2 CA 2144 46.9000
## 73 male 21.00 0 0 S.O.C. 14879 73.5000
## 74 male 26.00 1 0 2680 14.4542
## 75 male 32.00 0 0 1601 56.4958
## 76 male 25.00 0 0 348123 7.6500 F G73
## 77 male NA 0 0 349208 7.8958
## 78 male NA 0 0 374746 8.0500
## 79 male 0.83 0 2 248738 29.0000
## 80 female 30.00 0 0 364516 12.4750
## 81 male 22.00 0 0 345767 9.0000
## 82 male 29.00 0 0 345779 9.5000
## 83 female NA 0 0 330932 7.7875
## 84 male 28.00 0 0 113059 47.1000
## 85 female 17.00 0 0 SO/C 14885 10.5000
## 86 female 33.00 3 0 3101278 15.8500
## 87 male 16.00 1 3 W./C. 6608 34.3750
## 88 male NA 0 0 SOTON/OQ 392086 8.0500
## 89 female 23.00 3 2 19950 263.0000 C23 C25 C27
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## 99 female 34.00 0 1 231919 23.0000
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## 102 male NA 0 0 349215 7.8958
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## 106 male 28.00 0 0 349207 7.8958
## 107 female 21.00 0 0 343120 7.6500
## 108 male NA 0 0 312991 7.7750
## 109 male 38.00 0 0 349249 7.8958
## 110 female NA 1 0 371110 24.1500
## 111 male 47.00 0 0 110465 52.0000 C110
## 112 female 14.50 1 0 2665 14.4542
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## 114 female 20.00 1 0 4136 9.8250
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## 121 male 21.00 2 0 S.O.C. 14879 73.5000
## 122 male NA 0 0 A4. 54510 8.0500
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## 126 male 12.00 1 0 2651 11.2417
## 127 male NA 0 0 370372 7.7500
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## 150 male 42.00 0 0 244310 13.0000
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## 160 male NA 8 2 CA. 2343 69.5500
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## 166 male 9.00 0 2 363291 20.5250
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## 271 male NA 0 0 113798 31.0000
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## 301 female NA 0 0 9234 7.7500
## 302 male NA 2 0 367226 23.2500
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## 305 male NA 0 0 A/5 2466 8.0500
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## 360 female NA 0 0 330980 7.8792
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## 411 male NA 0 0 349222 7.8958
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## 467 male NA 0 0 239853 0.0000
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## 469 male NA 0 0 36209 7.7250
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## 471 male NA 0 0 323592 7.2500
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## 564 male NA 0 0 SOTON/OQ 392082 8.0500
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## 884 male 28.00 0 0 C.A./SOTON 34068 10.5000
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## 499 S
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## 886 Q
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## 888 S
## 889 S
## 890 C
## 891 Q8. Import the testing dataset using the folloeing link & print the structure to console “http://s3.amazonaws.com/assets.datacamp.com/course/Kaggle/test.csv”
test <- read.csv(url("http://s3.amazonaws.com/assets.datacamp.com/course/Kaggle/test.csv"))
structure(test)## PassengerId Pclass
## 1 892 3
## 2 893 3
## 3 894 2
## 4 895 3
## 5 896 3
## 6 897 3
## 7 898 3
## 8 899 2
## 9 900 3
## 10 901 3
## 11 902 3
## 12 903 1
## 13 904 1
## 14 905 2
## 15 906 1
## 16 907 2
## 17 908 2
## 18 909 3
## 19 910 3
## 20 911 3
## 21 912 1
## 22 913 3
## 23 914 1
## 24 915 1
## 25 916 1
## 26 917 3
## 27 918 1
## 28 919 3
## 29 920 1
## 30 921 3
## 31 922 2
## 32 923 2
## 33 924 3
## 34 925 3
## 35 926 1
## 36 927 3
## 37 928 3
## 38 929 3
## 39 930 3
## 40 931 3
## 41 932 3
## 42 933 1
## 43 934 3
## 44 935 2
## 45 936 1
## 46 937 3
## 47 938 1
## 48 939 3
## 49 940 1
## 50 941 3
## 51 942 1
## 52 943 2
## 53 944 2
## 54 945 1
## 55 946 2
## 56 947 3
## 57 948 3
## 58 949 3
## 59 950 3
## 60 951 1
## 61 952 3
## 62 953 2
## 63 954 3
## 64 955 3
## 65 956 1
## 66 957 2
## 67 958 3
## 68 959 1
## 69 960 1
## 70 961 1
## 71 962 3
## 72 963 3
## 73 964 3
## 74 965 1
## 75 966 1
## 76 967 1
## 77 968 3
## 78 969 1
## 79 970 2
## 80 971 3
## 81 972 3
## 82 973 1
## 83 974 1
## 84 975 3
## 85 976 2
## 86 977 3
## 87 978 3
## 88 979 3
## 89 980 3
## 90 981 2
## 91 982 3
## 92 983 3
## 93 984 1
## 94 985 3
## 95 986 1
## 96 987 3
## 97 988 1
## 98 989 3
## 99 990 3
## 100 991 3
## 101 992 1
## 102 993 2
## 103 994 3
## 104 995 3
## 105 996 3
## 106 997 3
## 107 998 3
## 108 999 3
## 109 1000 3
## 110 1001 2
## 111 1002 2
## 112 1003 3
## 113 1004 1
## 114 1005 3
## 115 1006 1
## 116 1007 3
## 117 1008 3
## 118 1009 3
## 119 1010 1
## 120 1011 2
## 121 1012 2
## 122 1013 3
## 123 1014 1
## 124 1015 3
## 125 1016 3
## 126 1017 3
## 127 1018 3
## 128 1019 3
## 129 1020 2
## 130 1021 3
## 131 1022 3
## 132 1023 1
## 133 1024 3
## 134 1025 3
## 135 1026 3
## 136 1027 3
## 137 1028 3
## 138 1029 2
## 139 1030 3
## 140 1031 3
## 141 1032 3
## 142 1033 1
## 143 1034 1
## 144 1035 2
## 145 1036 1
## 146 1037 3
## 147 1038 1
## 148 1039 3
## 149 1040 1
## 150 1041 2
## 151 1042 1
## 152 1043 3
## 153 1044 3
## 154 1045 3
## 155 1046 3
## 156 1047 3
## 157 1048 1
## 158 1049 3
## 159 1050 1
## 160 1051 3
## 161 1052 3
## 162 1053 3
## 163 1054 2
## 164 1055 3
## 165 1056 2
## 166 1057 3
## 167 1058 1
## 168 1059 3
## 169 1060 1
## 170 1061 3
## 171 1062 3
## 172 1063 3
## 173 1064 3
## 174 1065 3
## 175 1066 3
## 176 1067 2
## 177 1068 2
## 178 1069 1
## 179 1070 2
## 180 1071 1
## 181 1072 2
## 182 1073 1
## 183 1074 1
## 184 1075 3
## 185 1076 1
## 186 1077 2
## 187 1078 2
## 188 1079 3
## 189 1080 3
## 190 1081 2
## 191 1082 2
## 192 1083 1
## 193 1084 3
## 194 1085 2
## 195 1086 2
## 196 1087 3
## 197 1088 1
## 198 1089 3
## 199 1090 2
## 200 1091 3
## 201 1092 3
## 202 1093 3
## 203 1094 1
## 204 1095 2
## 205 1096 2
## 206 1097 1
## 207 1098 3
## 208 1099 2
## 209 1100 1
## 210 1101 3
## 211 1102 3
## 212 1103 3
## 213 1104 2
## 214 1105 2
## 215 1106 3
## 216 1107 1
## 217 1108 3
## 218 1109 1
## 219 1110 1
## 220 1111 3
## 221 1112 2
## 222 1113 3
## 223 1114 2
## 224 1115 3
## 225 1116 1
## 226 1117 3
## 227 1118 3
## 228 1119 3
## 229 1120 3
## 230 1121 2
## 231 1122 2
## 232 1123 1
## 233 1124 3
## 234 1125 3
## 235 1126 1
## 236 1127 3
## 237 1128 1
## 238 1129 3
## 239 1130 2
## 240 1131 1
## 241 1132 1
## 242 1133 2
## 243 1134 1
## 244 1135 3
## 245 1136 3
## 246 1137 1
## 247 1138 2
## 248 1139 2
## 249 1140 2
## 250 1141 3
## 251 1142 2
## 252 1143 3
## 253 1144 1
## 254 1145 3
## 255 1146 3
## 256 1147 3
## 257 1148 3
## 258 1149 3
## 259 1150 2
## 260 1151 3
## 261 1152 3
## 262 1153 3
## 263 1154 2
## 264 1155 3
## 265 1156 2
## 266 1157 3
## 267 1158 1
## 268 1159 3
## 269 1160 3
## 270 1161 3
## 271 1162 1
## 272 1163 3
## 273 1164 1
## 274 1165 3
## 275 1166 3
## 276 1167 2
## 277 1168 2
## 278 1169 2
## 279 1170 2
## 280 1171 2
## 281 1172 3
## 282 1173 3
## 283 1174 3
## 284 1175 3
## 285 1176 3
## 286 1177 3
## 287 1178 3
## 288 1179 1
## 289 1180 3
## 290 1181 3
## 291 1182 1
## 292 1183 3
## 293 1184 3
## 294 1185 1
## 295 1186 3
## 296 1187 3
## 297 1188 2
## 298 1189 3
## 299 1190 1
## 300 1191 3
## 301 1192 3
## 302 1193 2
## 303 1194 2
## 304 1195 3
## 305 1196 3
## 306 1197 1
## 307 1198 1
## 308 1199 3
## 309 1200 1
## 310 1201 3
## 311 1202 3
## 312 1203 3
## 313 1204 3
## 314 1205 3
## 315 1206 1
## 316 1207 3
## 317 1208 1
## 318 1209 2
## 319 1210 3
## 320 1211 2
## 321 1212 3
## 322 1213 3
## 323 1214 2
## 324 1215 1
## 325 1216 1
## 326 1217 3
## 327 1218 2
## 328 1219 1
## 329 1220 2
## 330 1221 2
## 331 1222 2
## 332 1223 1
## 333 1224 3
## 334 1225 3
## 335 1226 3
## 336 1227 1
## 337 1228 2
## 338 1229 3
## 339 1230 2
## 340 1231 3
## 341 1232 2
## 342 1233 3
## 343 1234 3
## 344 1235 1
## 345 1236 3
## 346 1237 3
## 347 1238 2
## 348 1239 3
## 349 1240 2
## 350 1241 2
## 351 1242 1
## 352 1243 2
## 353 1244 2
## 354 1245 2
## 355 1246 3
## 356 1247 1
## 357 1248 1
## 358 1249 3
## 359 1250 3
## 360 1251 3
## 361 1252 3
## 362 1253 2
## 363 1254 2
## 364 1255 3
## 365 1256 1
## 366 1257 3
## 367 1258 3
## 368 1259 3
## 369 1260 1
## 370 1261 2
## 371 1262 2
## 372 1263 1
## 373 1264 1
## 374 1265 2
## 375 1266 1
## 376 1267 1
## 377 1268 3
## 378 1269 2
## 379 1270 1
## 380 1271 3
## 381 1272 3
## 382 1273 3
## 383 1274 3
## 384 1275 3
## 385 1276 2
## 386 1277 2
## 387 1278 3
## 388 1279 2
## 389 1280 3
## 390 1281 3
## 391 1282 1
## 392 1283 1
## 393 1284 3
## 394 1285 2
## 395 1286 3
## 396 1287 1
## 397 1288 3
## 398 1289 1
## 399 1290 3
## 400 1291 3
## 401 1292 1
## 402 1293 2
## 403 1294 1
## 404 1295 1
## 405 1296 1
## 406 1297 2
## 407 1298 2
## 408 1299 1
## 409 1300 3
## 410 1301 3
## 411 1302 3
## 412 1303 1
## 413 1304 3
## 414 1305 3
## 415 1306 1
## 416 1307 3
## 417 1308 3
## 418 1309 3
## Name Sex
## 1 Kelly, Mr. James male
## 2 Wilkes, Mrs. James (Ellen Needs) female
## 3 Myles, Mr. Thomas Francis male
## 4 Wirz, Mr. Albert male
## 5 Hirvonen, Mrs. Alexander (Helga E Lindqvist) female
## 6 Svensson, Mr. Johan Cervin male
## 7 Connolly, Miss. Kate female
## 8 Caldwell, Mr. Albert Francis male
## 9 Abrahim, Mrs. Joseph (Sophie Halaut Easu) female
## 10 Davies, Mr. John Samuel male
## 11 Ilieff, Mr. Ylio male
## 12 Jones, Mr. Charles Cresson male
## 13 Snyder, Mrs. John Pillsbury (Nelle Stevenson) female
## 14 Howard, Mr. Benjamin male
## 15 Chaffee, Mrs. Herbert Fuller (Carrie Constance Toogood) female
## 16 del Carlo, Mrs. Sebastiano (Argenia Genovesi) female
## 17 Keane, Mr. Daniel male
## 18 Assaf, Mr. Gerios male
## 19 Ilmakangas, Miss. Ida Livija female
## 20 Assaf Khalil, Mrs. Mariana (Miriam")" female
## 21 Rothschild, Mr. Martin male
## 22 Olsen, Master. Artur Karl male
## 23 Flegenheim, Mrs. Alfred (Antoinette) female
## 24 Williams, Mr. Richard Norris II male
## 25 Ryerson, Mrs. Arthur Larned (Emily Maria Borie) female
## 26 Robins, Mr. Alexander A male
## 27 Ostby, Miss. Helene Ragnhild female
## 28 Daher, Mr. Shedid male
## 29 Brady, Mr. John Bertram male
## 30 Samaan, Mr. Elias male
## 31 Louch, Mr. Charles Alexander male
## 32 Jefferys, Mr. Clifford Thomas male
## 33 Dean, Mrs. Bertram (Eva Georgetta Light) female
## 34 Johnston, Mrs. Andrew G (Elizabeth Lily" Watson)" female
## 35 Mock, Mr. Philipp Edmund male
## 36 Katavelas, Mr. Vassilios (Catavelas Vassilios")" male
## 37 Roth, Miss. Sarah A female
## 38 Cacic, Miss. Manda female
## 39 Sap, Mr. Julius male
## 40 Hee, Mr. Ling male
## 41 Karun, Mr. Franz male
## 42 Franklin, Mr. Thomas Parham male
## 43 Goldsmith, Mr. Nathan male
## 44 Corbett, Mrs. Walter H (Irene Colvin) female
## 45 Kimball, Mrs. Edwin Nelson Jr (Gertrude Parsons) female
## 46 Peltomaki, Mr. Nikolai Johannes male
## 47 Chevre, Mr. Paul Romaine male
## 48 Shaughnessy, Mr. Patrick male
## 49 Bucknell, Mrs. William Robert (Emma Eliza Ward) female
## 50 Coutts, Mrs. William (Winnie Minnie" Treanor)" female
## 51 Smith, Mr. Lucien Philip male
## 52 Pulbaum, Mr. Franz male
## 53 Hocking, Miss. Ellen Nellie"" female
## 54 Fortune, Miss. Ethel Flora female
## 55 Mangiavacchi, Mr. Serafino Emilio male
## 56 Rice, Master. Albert male
## 57 Cor, Mr. Bartol male
## 58 Abelseth, Mr. Olaus Jorgensen male
## 59 Davison, Mr. Thomas Henry male
## 60 Chaudanson, Miss. Victorine female
## 61 Dika, Mr. Mirko male
## 62 McCrae, Mr. Arthur Gordon male
## 63 Bjorklund, Mr. Ernst Herbert male
## 64 Bradley, Miss. Bridget Delia female
## 65 Ryerson, Master. John Borie male
## 66 Corey, Mrs. Percy C (Mary Phyllis Elizabeth Miller) female
## 67 Burns, Miss. Mary Delia female
## 68 Moore, Mr. Clarence Bloomfield male
## 69 Tucker, Mr. Gilbert Milligan Jr male
## 70 Fortune, Mrs. Mark (Mary McDougald) female
## 71 Mulvihill, Miss. Bertha E female
## 72 Minkoff, Mr. Lazar male
## 73 Nieminen, Miss. Manta Josefina female
## 74 Ovies y Rodriguez, Mr. Servando male
## 75 Geiger, Miss. Amalie female
## 76 Keeping, Mr. Edwin male
## 77 Miles, Mr. Frank male
## 78 Cornell, Mrs. Robert Clifford (Malvina Helen Lamson) female
## 79 Aldworth, Mr. Charles Augustus male
## 80 Doyle, Miss. Elizabeth female
## 81 Boulos, Master. Akar male
## 82 Straus, Mr. Isidor male
## 83 Case, Mr. Howard Brown male
## 84 Demetri, Mr. Marinko male
## 85 Lamb, Mr. John Joseph male
## 86 Khalil, Mr. Betros male
## 87 Barry, Miss. Julia female
## 88 Badman, Miss. Emily Louisa female
## 89 O'Donoghue, Ms. Bridget female
## 90 Wells, Master. Ralph Lester male
## 91 Dyker, Mrs. Adolf Fredrik (Anna Elisabeth Judith Andersson) female
## 92 Pedersen, Mr. Olaf male
## 93 Davidson, Mrs. Thornton (Orian Hays) female
## 94 Guest, Mr. Robert male
## 95 Birnbaum, Mr. Jakob male
## 96 Tenglin, Mr. Gunnar Isidor male
## 97 Cavendish, Mrs. Tyrell William (Julia Florence Siegel) female
## 98 Makinen, Mr. Kalle Edvard male
## 99 Braf, Miss. Elin Ester Maria female
## 100 Nancarrow, Mr. William Henry male
## 101 Stengel, Mrs. Charles Emil Henry (Annie May Morris) female
## 102 Weisz, Mr. Leopold male
## 103 Foley, Mr. William male
## 104 Johansson Palmquist, Mr. Oskar Leander male
## 105 Thomas, Mrs. Alexander (Thamine Thelma")" female
## 106 Holthen, Mr. Johan Martin male
## 107 Buckley, Mr. Daniel male
## 108 Ryan, Mr. Edward male
## 109 Willer, Mr. Aaron (Abi Weller")" male
## 110 Swane, Mr. George male
## 111 Stanton, Mr. Samuel Ward male
## 112 Shine, Miss. Ellen Natalia female
## 113 Evans, Miss. Edith Corse female
## 114 Buckley, Miss. Katherine female
## 115 Straus, Mrs. Isidor (Rosalie Ida Blun) female
## 116 Chronopoulos, Mr. Demetrios male
## 117 Thomas, Mr. John male
## 118 Sandstrom, Miss. Beatrice Irene female
## 119 Beattie, Mr. Thomson male
## 120 Chapman, Mrs. John Henry (Sara Elizabeth Lawry) female
## 121 Watt, Miss. Bertha J female
## 122 Kiernan, Mr. John male
## 123 Schabert, Mrs. Paul (Emma Mock) female
## 124 Carver, Mr. Alfred John male
## 125 Kennedy, Mr. John male
## 126 Cribb, Miss. Laura Alice female
## 127 Brobeck, Mr. Karl Rudolf male
## 128 McCoy, Miss. Alicia female
## 129 Bowenur, Mr. Solomon male
## 130 Petersen, Mr. Marius male
## 131 Spinner, Mr. Henry John male
## 132 Gracie, Col. Archibald IV male
## 133 Lefebre, Mrs. Frank (Frances) female
## 134 Thomas, Mr. Charles P male
## 135 Dintcheff, Mr. Valtcho male
## 136 Carlsson, Mr. Carl Robert male
## 137 Zakarian, Mr. Mapriededer male
## 138 Schmidt, Mr. August male
## 139 Drapkin, Miss. Jennie female
## 140 Goodwin, Mr. Charles Frederick male
## 141 Goodwin, Miss. Jessie Allis female
## 142 Daniels, Miss. Sarah female
## 143 Ryerson, Mr. Arthur Larned male
## 144 Beauchamp, Mr. Henry James male
## 145 Lindeberg-Lind, Mr. Erik Gustaf (Mr Edward Lingrey")" male
## 146 Vander Planke, Mr. Julius male
## 147 Hilliard, Mr. Herbert Henry male
## 148 Davies, Mr. Evan male
## 149 Crafton, Mr. John Bertram male
## 150 Lahtinen, Rev. William male
## 151 Earnshaw, Mrs. Boulton (Olive Potter) female
## 152 Matinoff, Mr. Nicola male
## 153 Storey, Mr. Thomas male
## 154 Klasen, Mrs. (Hulda Kristina Eugenia Lofqvist) female
## 155 Asplund, Master. Filip Oscar male
## 156 Duquemin, Mr. Joseph male
## 157 Bird, Miss. Ellen female
## 158 Lundin, Miss. Olga Elida female
## 159 Borebank, Mr. John James male
## 160 Peacock, Mrs. Benjamin (Edith Nile) female
## 161 Smyth, Miss. Julia female
## 162 Touma, Master. Georges Youssef male
## 163 Wright, Miss. Marion female
## 164 Pearce, Mr. Ernest male
## 165 Peruschitz, Rev. Joseph Maria male
## 166 Kink-Heilmann, Mrs. Anton (Luise Heilmann) female
## 167 Brandeis, Mr. Emil male
## 168 Ford, Mr. Edward Watson male
## 169 Cassebeer, Mrs. Henry Arthur Jr (Eleanor Genevieve Fosdick) female
## 170 Hellstrom, Miss. Hilda Maria female
## 171 Lithman, Mr. Simon male
## 172 Zakarian, Mr. Ortin male
## 173 Dyker, Mr. Adolf Fredrik male
## 174 Torfa, Mr. Assad male
## 175 Asplund, Mr. Carl Oscar Vilhelm Gustafsson male
## 176 Brown, Miss. Edith Eileen female
## 177 Sincock, Miss. Maude female
## 178 Stengel, Mr. Charles Emil Henry male
## 179 Becker, Mrs. Allen Oliver (Nellie E Baumgardner) female
## 180 Compton, Mrs. Alexander Taylor (Mary Eliza Ingersoll) female
## 181 McCrie, Mr. James Matthew male
## 182 Compton, Mr. Alexander Taylor Jr male
## 183 Marvin, Mrs. Daniel Warner (Mary Graham Carmichael Farquarson) female
## 184 Lane, Mr. Patrick male
## 185 Douglas, Mrs. Frederick Charles (Mary Helene Baxter) female
## 186 Maybery, Mr. Frank Hubert male
## 187 Phillips, Miss. Alice Frances Louisa female
## 188 Davies, Mr. Joseph male
## 189 Sage, Miss. Ada female
## 190 Veal, Mr. James male
## 191 Angle, Mr. William A male
## 192 Salomon, Mr. Abraham L male
## 193 van Billiard, Master. Walter John male
## 194 Lingane, Mr. John male
## 195 Drew, Master. Marshall Brines male
## 196 Karlsson, Mr. Julius Konrad Eugen male
## 197 Spedden, Master. Robert Douglas male
## 198 Nilsson, Miss. Berta Olivia female
## 199 Baimbrigge, Mr. Charles Robert male
## 200 Rasmussen, Mrs. (Lena Jacobsen Solvang) female
## 201 Murphy, Miss. Nora female
## 202 Danbom, Master. Gilbert Sigvard Emanuel male
## 203 Astor, Col. John Jacob male
## 204 Quick, Miss. Winifred Vera female
## 205 Andrew, Mr. Frank Thomas male
## 206 Omont, Mr. Alfred Fernand male
## 207 McGowan, Miss. Katherine female
## 208 Collett, Mr. Sidney C Stuart male
## 209 Rosenbaum, Miss. Edith Louise female
## 210 Delalic, Mr. Redjo male
## 211 Andersen, Mr. Albert Karvin male
## 212 Finoli, Mr. Luigi male
## 213 Deacon, Mr. Percy William male
## 214 Howard, Mrs. Benjamin (Ellen Truelove Arman) female
## 215 Andersson, Miss. Ida Augusta Margareta female
## 216 Head, Mr. Christopher male
## 217 Mahon, Miss. Bridget Delia female
## 218 Wick, Mr. George Dennick male
## 219 Widener, Mrs. George Dunton (Eleanor Elkins) female
## 220 Thomson, Mr. Alexander Morrison male
## 221 Duran y More, Miss. Florentina female
## 222 Reynolds, Mr. Harold J male
## 223 Cook, Mrs. (Selena Rogers) female
## 224 Karlsson, Mr. Einar Gervasius male
## 225 Candee, Mrs. Edward (Helen Churchill Hungerford) female
## 226 Moubarek, Mrs. George (Omine Amenia" Alexander)" female
## 227 Asplund, Mr. Johan Charles male
## 228 McNeill, Miss. Bridget female
## 229 Everett, Mr. Thomas James male
## 230 Hocking, Mr. Samuel James Metcalfe male
## 231 Sweet, Mr. George Frederick male
## 232 Willard, Miss. Constance female
## 233 Wiklund, Mr. Karl Johan male
## 234 Linehan, Mr. Michael male
## 235 Cumings, Mr. John Bradley male
## 236 Vendel, Mr. Olof Edvin male
## 237 Warren, Mr. Frank Manley male
## 238 Baccos, Mr. Raffull male
## 239 Hiltunen, Miss. Marta female
## 240 Douglas, Mrs. Walter Donald (Mahala Dutton) female
## 241 Lindstrom, Mrs. Carl Johan (Sigrid Posse) female
## 242 Christy, Mrs. (Alice Frances) female
## 243 Spedden, Mr. Frederic Oakley male
## 244 Hyman, Mr. Abraham male
## 245 Johnston, Master. William Arthur Willie"" male
## 246 Kenyon, Mr. Frederick R male
## 247 Karnes, Mrs. J Frank (Claire Bennett) female
## 248 Drew, Mr. James Vivian male
## 249 Hold, Mrs. Stephen (Annie Margaret Hill) female
## 250 Khalil, Mrs. Betros (Zahie Maria" Elias)" female
## 251 West, Miss. Barbara J female
## 252 Abrahamsson, Mr. Abraham August Johannes male
## 253 Clark, Mr. Walter Miller male
## 254 Salander, Mr. Karl Johan male
## 255 Wenzel, Mr. Linhart male
## 256 MacKay, Mr. George William male
## 257 Mahon, Mr. John male
## 258 Niklasson, Mr. Samuel male
## 259 Bentham, Miss. Lilian W female
## 260 Midtsjo, Mr. Karl Albert male
## 261 de Messemaeker, Mr. Guillaume Joseph male
## 262 Nilsson, Mr. August Ferdinand male
## 263 Wells, Mrs. Arthur Henry (Addie" Dart Trevaskis)" female
## 264 Klasen, Miss. Gertrud Emilia female
## 265 Portaluppi, Mr. Emilio Ilario Giuseppe male
## 266 Lyntakoff, Mr. Stanko male
## 267 Chisholm, Mr. Roderick Robert Crispin male
## 268 Warren, Mr. Charles William male
## 269 Howard, Miss. May Elizabeth female
## 270 Pokrnic, Mr. Mate male
## 271 McCaffry, Mr. Thomas Francis male
## 272 Fox, Mr. Patrick male
## 273 Clark, Mrs. Walter Miller (Virginia McDowell) female
## 274 Lennon, Miss. Mary female
## 275 Saade, Mr. Jean Nassr male
## 276 Bryhl, Miss. Dagmar Jenny Ingeborg female
## 277 Parker, Mr. Clifford Richard male
## 278 Faunthorpe, Mr. Harry male
## 279 Ware, Mr. John James male
## 280 Oxenham, Mr. Percy Thomas male
## 281 Oreskovic, Miss. Jelka female
## 282 Peacock, Master. Alfred Edward male
## 283 Fleming, Miss. Honora female
## 284 Touma, Miss. Maria Youssef female
## 285 Rosblom, Miss. Salli Helena female
## 286 Dennis, Mr. William male
## 287 Franklin, Mr. Charles (Charles Fardon) male
## 288 Snyder, Mr. John Pillsbury male
## 289 Mardirosian, Mr. Sarkis male
## 290 Ford, Mr. Arthur male
## 291 Rheims, Mr. George Alexander Lucien male
## 292 Daly, Miss. Margaret Marcella Maggie"" female
## 293 Nasr, Mr. Mustafa male
## 294 Dodge, Dr. Washington male
## 295 Wittevrongel, Mr. Camille male
## 296 Angheloff, Mr. Minko male
## 297 Laroche, Miss. Louise female
## 298 Samaan, Mr. Hanna male
## 299 Loring, Mr. Joseph Holland male
## 300 Johansson, Mr. Nils male
## 301 Olsson, Mr. Oscar Wilhelm male
## 302 Malachard, Mr. Noel male
## 303 Phillips, Mr. Escott Robert male
## 304 Pokrnic, Mr. Tome male
## 305 McCarthy, Miss. Catherine Katie"" female
## 306 Crosby, Mrs. Edward Gifford (Catherine Elizabeth Halstead) female
## 307 Allison, Mr. Hudson Joshua Creighton male
## 308 Aks, Master. Philip Frank male
## 309 Hays, Mr. Charles Melville male
## 310 Hansen, Mrs. Claus Peter (Jennie L Howard) female
## 311 Cacic, Mr. Jego Grga male
## 312 Vartanian, Mr. David male
## 313 Sadowitz, Mr. Harry male
## 314 Carr, Miss. Jeannie female
## 315 White, Mrs. John Stuart (Ella Holmes) female
## 316 Hagardon, Miss. Kate female
## 317 Spencer, Mr. William Augustus male
## 318 Rogers, Mr. Reginald Harry male
## 319 Jonsson, Mr. Nils Hilding male
## 320 Jefferys, Mr. Ernest Wilfred male
## 321 Andersson, Mr. Johan Samuel male
## 322 Krekorian, Mr. Neshan male
## 323 Nesson, Mr. Israel male
## 324 Rowe, Mr. Alfred G male
## 325 Kreuchen, Miss. Emilie female
## 326 Assam, Mr. Ali male
## 327 Becker, Miss. Ruth Elizabeth female
## 328 Rosenshine, Mr. George (Mr George Thorne")" male
## 329 Clarke, Mr. Charles Valentine male
## 330 Enander, Mr. Ingvar male
## 331 Davies, Mrs. John Morgan (Elizabeth Agnes Mary White) female
## 332 Dulles, Mr. William Crothers male
## 333 Thomas, Mr. Tannous male
## 334 Nakid, Mrs. Said (Waika Mary" Mowad)" female
## 335 Cor, Mr. Ivan male
## 336 Maguire, Mr. John Edward male
## 337 de Brito, Mr. Jose Joaquim male
## 338 Elias, Mr. Joseph male
## 339 Denbury, Mr. Herbert male
## 340 Betros, Master. Seman male
## 341 Fillbrook, Mr. Joseph Charles male
## 342 Lundstrom, Mr. Thure Edvin male
## 343 Sage, Mr. John George male
## 344 Cardeza, Mrs. James Warburton Martinez (Charlotte Wardle Drake) female
## 345 van Billiard, Master. James William male
## 346 Abelseth, Miss. Karen Marie female
## 347 Botsford, Mr. William Hull male
## 348 Whabee, Mrs. George Joseph (Shawneene Abi-Saab) female
## 349 Giles, Mr. Ralph male
## 350 Walcroft, Miss. Nellie female
## 351 Greenfield, Mrs. Leo David (Blanche Strouse) female
## 352 Stokes, Mr. Philip Joseph male
## 353 Dibden, Mr. William male
## 354 Herman, Mr. Samuel male
## 355 Dean, Miss. Elizabeth Gladys Millvina"" female
## 356 Julian, Mr. Henry Forbes male
## 357 Brown, Mrs. John Murray (Caroline Lane Lamson) female
## 358 Lockyer, Mr. Edward male
## 359 O'Keefe, Mr. Patrick male
## 360 Lindell, Mrs. Edvard Bengtsson (Elin Gerda Persson) female
## 361 Sage, Master. William Henry male
## 362 Mallet, Mrs. Albert (Antoinette Magnin) female
## 363 Ware, Mrs. John James (Florence Louise Long) female
## 364 Strilic, Mr. Ivan male
## 365 Harder, Mrs. George Achilles (Dorothy Annan) female
## 366 Sage, Mrs. John (Annie Bullen) female
## 367 Caram, Mr. Joseph male
## 368 Riihivouri, Miss. Susanna Juhantytar Sanni"" female
## 369 Gibson, Mrs. Leonard (Pauline C Boeson) female
## 370 Pallas y Castello, Mr. Emilio male
## 371 Giles, Mr. Edgar male
## 372 Wilson, Miss. Helen Alice female
## 373 Ismay, Mr. Joseph Bruce male
## 374 Harbeck, Mr. William H male
## 375 Dodge, Mrs. Washington (Ruth Vidaver) female
## 376 Bowen, Miss. Grace Scott female
## 377 Kink, Miss. Maria female
## 378 Cotterill, Mr. Henry Harry"" male
## 379 Hipkins, Mr. William Edward male
## 380 Asplund, Master. Carl Edgar male
## 381 O'Connor, Mr. Patrick male
## 382 Foley, Mr. Joseph male
## 383 Risien, Mrs. Samuel (Emma) female
## 384 McNamee, Mrs. Neal (Eileen O'Leary) female
## 385 Wheeler, Mr. Edwin Frederick"" male
## 386 Herman, Miss. Kate female
## 387 Aronsson, Mr. Ernst Axel Algot male
## 388 Ashby, Mr. John male
## 389 Canavan, Mr. Patrick male
## 390 Palsson, Master. Paul Folke male
## 391 Payne, Mr. Vivian Ponsonby male
## 392 Lines, Mrs. Ernest H (Elizabeth Lindsey James) female
## 393 Abbott, Master. Eugene Joseph male
## 394 Gilbert, Mr. William male
## 395 Kink-Heilmann, Mr. Anton male
## 396 Smith, Mrs. Lucien Philip (Mary Eloise Hughes) female
## 397 Colbert, Mr. Patrick male
## 398 Frolicher-Stehli, Mrs. Maxmillian (Margaretha Emerentia Stehli) female
## 399 Larsson-Rondberg, Mr. Edvard A male
## 400 Conlon, Mr. Thomas Henry male
## 401 Bonnell, Miss. Caroline female
## 402 Gale, Mr. Harry male
## 403 Gibson, Miss. Dorothy Winifred female
## 404 Carrau, Mr. Jose Pedro male
## 405 Frauenthal, Mr. Isaac Gerald male
## 406 Nourney, Mr. Alfred (Baron von Drachstedt")" male
## 407 Ware, Mr. William Jeffery male
## 408 Widener, Mr. George Dunton male
## 409 Riordan, Miss. Johanna Hannah"" female
## 410 Peacock, Miss. Treasteall female
## 411 Naughton, Miss. Hannah female
## 412 Minahan, Mrs. William Edward (Lillian E Thorpe) female
## 413 Henriksson, Miss. Jenny Lovisa female
## 414 Spector, Mr. Woolf male
## 415 Oliva y Ocana, Dona. Fermina female
## 416 Saether, Mr. Simon Sivertsen male
## 417 Ware, Mr. Frederick male
## 418 Peter, Master. Michael J male
## Age SibSp Parch Ticket Fare Cabin Embarked
## 1 34.50 0 0 330911 7.8292 Q
## 2 47.00 1 0 363272 7.0000 S
## 3 62.00 0 0 240276 9.6875 Q
## 4 27.00 0 0 315154 8.6625 S
## 5 22.00 1 1 3101298 12.2875 S
## 6 14.00 0 0 7538 9.2250 S
## 7 30.00 0 0 330972 7.6292 Q
## 8 26.00 1 1 248738 29.0000 S
## 9 18.00 0 0 2657 7.2292 C
## 10 21.00 2 0 A/4 48871 24.1500 S
## 11 NA 0 0 349220 7.8958 S
## 12 46.00 0 0 694 26.0000 S
## 13 23.00 1 0 21228 82.2667 B45 S
## 14 63.00 1 0 24065 26.0000 S
## 15 47.00 1 0 W.E.P. 5734 61.1750 E31 S
## 16 24.00 1 0 SC/PARIS 2167 27.7208 C
## 17 35.00 0 0 233734 12.3500 Q
## 18 21.00 0 0 2692 7.2250 C
## 19 27.00 1 0 STON/O2. 3101270 7.9250 S
## 20 45.00 0 0 2696 7.2250 C
## 21 55.00 1 0 PC 17603 59.4000 C
## 22 9.00 0 1 C 17368 3.1708 S
## 23 NA 0 0 PC 17598 31.6833 S
## 24 21.00 0 1 PC 17597 61.3792 C
## 25 48.00 1 3 PC 17608 262.3750 B57 B59 B63 B66 C
## 26 50.00 1 0 A/5. 3337 14.5000 S
## 27 22.00 0 1 113509 61.9792 B36 C
## 28 22.50 0 0 2698 7.2250 C
## 29 41.00 0 0 113054 30.5000 A21 S
## 30 NA 2 0 2662 21.6792 C
## 31 50.00 1 0 SC/AH 3085 26.0000 S
## 32 24.00 2 0 C.A. 31029 31.5000 S
## 33 33.00 1 2 C.A. 2315 20.5750 S
## 34 NA 1 2 W./C. 6607 23.4500 S
## 35 30.00 1 0 13236 57.7500 C78 C
## 36 18.50 0 0 2682 7.2292 C
## 37 NA 0 0 342712 8.0500 S
## 38 21.00 0 0 315087 8.6625 S
## 39 25.00 0 0 345768 9.5000 S
## 40 NA 0 0 1601 56.4958 S
## 41 39.00 0 1 349256 13.4167 C
## 42 NA 0 0 113778 26.5500 D34 S
## 43 41.00 0 0 SOTON/O.Q. 3101263 7.8500 S
## 44 30.00 0 0 237249 13.0000 S
## 45 45.00 1 0 11753 52.5542 D19 S
## 46 25.00 0 0 STON/O 2. 3101291 7.9250 S
## 47 45.00 0 0 PC 17594 29.7000 A9 C
## 48 NA 0 0 370374 7.7500 Q
## 49 60.00 0 0 11813 76.2917 D15 C
## 50 36.00 0 2 C.A. 37671 15.9000 S
## 51 24.00 1 0 13695 60.0000 C31 S
## 52 27.00 0 0 SC/PARIS 2168 15.0333 C
## 53 20.00 2 1 29105 23.0000 S
## 54 28.00 3 2 19950 263.0000 C23 C25 C27 S
## 55 NA 0 0 SC/A.3 2861 15.5792 C
## 56 10.00 4 1 382652 29.1250 Q
## 57 35.00 0 0 349230 7.8958 S
## 58 25.00 0 0 348122 7.6500 F G63 S
## 59 NA 1 0 386525 16.1000 S
## 60 36.00 0 0 PC 17608 262.3750 B61 C
## 61 17.00 0 0 349232 7.8958 S
## 62 32.00 0 0 237216 13.5000 S
## 63 18.00 0 0 347090 7.7500 S
## 64 22.00 0 0 334914 7.7250 Q
## 65 13.00 2 2 PC 17608 262.3750 B57 B59 B63 B66 C
## 66 NA 0 0 F.C.C. 13534 21.0000 S
## 67 18.00 0 0 330963 7.8792 Q
## 68 47.00 0 0 113796 42.4000 S
## 69 31.00 0 0 2543 28.5375 C53 C
## 70 60.00 1 4 19950 263.0000 C23 C25 C27 S
## 71 24.00 0 0 382653 7.7500 Q
## 72 21.00 0 0 349211 7.8958 S
## 73 29.00 0 0 3101297 7.9250 S
## 74 28.50 0 0 PC 17562 27.7208 D43 C
## 75 35.00 0 0 113503 211.5000 C130 C
## 76 32.50 0 0 113503 211.5000 C132 C
## 77 NA 0 0 359306 8.0500 S
## 78 55.00 2 0 11770 25.7000 C101 S
## 79 30.00 0 0 248744 13.0000 S
## 80 24.00 0 0 368702 7.7500 Q
## 81 6.00 1 1 2678 15.2458 C
## 82 67.00 1 0 PC 17483 221.7792 C55 C57 S
## 83 49.00 0 0 19924 26.0000 S
## 84 NA 0 0 349238 7.8958 S
## 85 NA 0 0 240261 10.7083 Q
## 86 NA 1 0 2660 14.4542 C
## 87 27.00 0 0 330844 7.8792 Q
## 88 18.00 0 0 A/4 31416 8.0500 S
## 89 NA 0 0 364856 7.7500 Q
## 90 2.00 1 1 29103 23.0000 S
## 91 22.00 1 0 347072 13.9000 S
## 92 NA 0 0 345498 7.7750 S
## 93 27.00 1 2 F.C. 12750 52.0000 B71 S
## 94 NA 0 0 376563 8.0500 S
## 95 25.00 0 0 13905 26.0000 C
## 96 25.00 0 0 350033 7.7958 S
## 97 76.00 1 0 19877 78.8500 C46 S
## 98 29.00 0 0 STON/O 2. 3101268 7.9250 S
## 99 20.00 0 0 347471 7.8542 S
## 100 33.00 0 0 A./5. 3338 8.0500 S
## 101 43.00 1 0 11778 55.4417 C116 C
## 102 27.00 1 0 228414 26.0000 S
## 103 NA 0 0 365235 7.7500 Q
## 104 26.00 0 0 347070 7.7750 S
## 105 16.00 1 1 2625 8.5167 C
## 106 28.00 0 0 C 4001 22.5250 S
## 107 21.00 0 0 330920 7.8208 Q
## 108 NA 0 0 383162 7.7500 Q
## 109 NA 0 0 3410 8.7125 S
## 110 18.50 0 0 248734 13.0000 F S
## 111 41.00 0 0 237734 15.0458 C
## 112 NA 0 0 330968 7.7792 Q
## 113 36.00 0 0 PC 17531 31.6792 A29 C
## 114 18.50 0 0 329944 7.2833 Q
## 115 63.00 1 0 PC 17483 221.7792 C55 C57 S
## 116 18.00 1 0 2680 14.4542 C
## 117 NA 0 0 2681 6.4375 C
## 118 1.00 1 1 PP 9549 16.7000 G6 S
## 119 36.00 0 0 13050 75.2417 C6 C
## 120 29.00 1 0 SC/AH 29037 26.0000 S
## 121 12.00 0 0 C.A. 33595 15.7500 S
## 122 NA 1 0 367227 7.7500 Q
## 123 35.00 1 0 13236 57.7500 C28 C
## 124 28.00 0 0 392095 7.2500 S
## 125 NA 0 0 368783 7.7500 Q
## 126 17.00 0 1 371362 16.1000 S
## 127 22.00 0 0 350045 7.7958 S
## 128 NA 2 0 367226 23.2500 Q
## 129 42.00 0 0 211535 13.0000 S
## 130 24.00 0 0 342441 8.0500 S
## 131 32.00 0 0 STON/OQ. 369943 8.0500 S
## 132 53.00 0 0 113780 28.5000 C51 C
## 133 NA 0 4 4133 25.4667 S
## 134 NA 1 0 2621 6.4375 C
## 135 43.00 0 0 349226 7.8958 S
## 136 24.00 0 0 350409 7.8542 S
## 137 26.50 0 0 2656 7.2250 C
## 138 26.00 0 0 248659 13.0000 S
## 139 23.00 0 0 SOTON/OQ 392083 8.0500 S
## 140 40.00 1 6 CA 2144 46.9000 S
## 141 10.00 5 2 CA 2144 46.9000 S
## 142 33.00 0 0 113781 151.5500 S
## 143 61.00 1 3 PC 17608 262.3750 B57 B59 B63 B66 C
## 144 28.00 0 0 244358 26.0000 S
## 145 42.00 0 0 17475 26.5500 S
## 146 31.00 3 0 345763 18.0000 S
## 147 NA 0 0 17463 51.8625 E46 S
## 148 22.00 0 0 SC/A4 23568 8.0500 S
## 149 NA 0 0 113791 26.5500 S
## 150 30.00 1 1 250651 26.0000 S
## 151 23.00 0 1 11767 83.1583 C54 C
## 152 NA 0 0 349255 7.8958 C
## 153 60.50 0 0 3701 NA S
## 154 36.00 0 2 350405 12.1833 S
## 155 13.00 4 2 347077 31.3875 S
## 156 24.00 0 0 S.O./P.P. 752 7.5500 S
## 157 29.00 0 0 PC 17483 221.7792 C97 S
## 158 23.00 0 0 347469 7.8542 S
## 159 42.00 0 0 110489 26.5500 D22 S
## 160 26.00 0 2 SOTON/O.Q. 3101315 13.7750 S
## 161 NA 0 0 335432 7.7333 Q
## 162 7.00 1 1 2650 15.2458 C
## 163 26.00 0 0 220844 13.5000 S
## 164 NA 0 0 343271 7.0000 S
## 165 41.00 0 0 237393 13.0000 S
## 166 26.00 1 1 315153 22.0250 S
## 167 48.00 0 0 PC 17591 50.4958 B10 C
## 168 18.00 2 2 W./C. 6608 34.3750 S
## 169 NA 0 0 17770 27.7208 C
## 170 22.00 0 0 7548 8.9625 S
## 171 NA 0 0 S.O./P.P. 251 7.5500 S
## 172 27.00 0 0 2670 7.2250 C
## 173 23.00 1 0 347072 13.9000 S
## 174 NA 0 0 2673 7.2292 C
## 175 40.00 1 5 347077 31.3875 S
## 176 15.00 0 2 29750 39.0000 S
## 177 20.00 0 0 C.A. 33112 36.7500 S
## 178 54.00 1 0 11778 55.4417 C116 C
## 179 36.00 0 3 230136 39.0000 F4 S
## 180 64.00 0 2 PC 17756 83.1583 E45 C
## 181 30.00 0 0 233478 13.0000 S
## 182 37.00 1 1 PC 17756 83.1583 E52 C
## 183 18.00 1 0 113773 53.1000 D30 S
## 184 NA 0 0 7935 7.7500 Q
## 185 27.00 1 1 PC 17558 247.5208 B58 B60 C
## 186 40.00 0 0 239059 16.0000 S
## 187 21.00 0 1 S.O./P.P. 2 21.0000 S
## 188 17.00 2 0 A/4 48873 8.0500 S
## 189 NA 8 2 CA. 2343 69.5500 S
## 190 40.00 0 0 28221 13.0000 S
## 191 34.00 1 0 226875 26.0000 S
## 192 NA 0 0 111163 26.0000 S
## 193 11.50 1 1 A/5. 851 14.5000 S
## 194 61.00 0 0 235509 12.3500 Q
## 195 8.00 0 2 28220 32.5000 S
## 196 33.00 0 0 347465 7.8542 S
## 197 6.00 0 2 16966 134.5000 E34 C
## 198 18.00 0 0 347066 7.7750 S
## 199 23.00 0 0 C.A. 31030 10.5000 S
## 200 NA 0 0 65305 8.1125 S
## 201 NA 0 0 36568 15.5000 Q
## 202 0.33 0 2 347080 14.4000 S
## 203 47.00 1 0 PC 17757 227.5250 C62 C64 C
## 204 8.00 1 1 26360 26.0000 S
## 205 25.00 0 0 C.A. 34050 10.5000 S
## 206 NA 0 0 F.C. 12998 25.7417 C
## 207 35.00 0 0 9232 7.7500 Q
## 208 24.00 0 0 28034 10.5000 S
## 209 33.00 0 0 PC 17613 27.7208 A11 C
## 210 25.00 0 0 349250 7.8958 S
## 211 32.00 0 0 C 4001 22.5250 S
## 212 NA 0 0 SOTON/O.Q. 3101308 7.0500 S
## 213 17.00 0 0 S.O.C. 14879 73.5000 S
## 214 60.00 1 0 24065 26.0000 S
## 215 38.00 4 2 347091 7.7750 S
## 216 42.00 0 0 113038 42.5000 B11 S
## 217 NA 0 0 330924 7.8792 Q
## 218 57.00 1 1 36928 164.8667 S
## 219 50.00 1 1 113503 211.5000 C80 C
## 220 NA 0 0 32302 8.0500 S
## 221 30.00 1 0 SC/PARIS 2148 13.8583 C
## 222 21.00 0 0 342684 8.0500 S
## 223 22.00 0 0 W./C. 14266 10.5000 F33 S
## 224 21.00 0 0 350053 7.7958 S
## 225 53.00 0 0 PC 17606 27.4458 C
## 226 NA 0 2 2661 15.2458 C
## 227 23.00 0 0 350054 7.7958 S
## 228 NA 0 0 370368 7.7500 Q
## 229 40.50 0 0 C.A. 6212 15.1000 S
## 230 36.00 0 0 242963 13.0000 S
## 231 14.00 0 0 220845 65.0000 S
## 232 21.00 0 0 113795 26.5500 S
## 233 21.00 1 0 3101266 6.4958 S
## 234 NA 0 0 330971 7.8792 Q
## 235 39.00 1 0 PC 17599 71.2833 C85 C
## 236 20.00 0 0 350416 7.8542 S
## 237 64.00 1 0 110813 75.2500 D37 C
## 238 20.00 0 0 2679 7.2250 C
## 239 18.00 1 1 250650 13.0000 S
## 240 48.00 1 0 PC 17761 106.4250 C86 C
## 241 55.00 0 0 112377 27.7208 C
## 242 45.00 0 2 237789 30.0000 S
## 243 45.00 1 1 16966 134.5000 E34 C
## 244 NA 0 0 3470 7.8875 S
## 245 NA 1 2 W./C. 6607 23.4500 S
## 246 41.00 1 0 17464 51.8625 D21 S
## 247 22.00 0 0 F.C.C. 13534 21.0000 S
## 248 42.00 1 1 28220 32.5000 S
## 249 29.00 1 0 26707 26.0000 S
## 250 NA 1 0 2660 14.4542 C
## 251 0.92 1 2 C.A. 34651 27.7500 S
## 252 20.00 0 0 SOTON/O2 3101284 7.9250 S
## 253 27.00 1 0 13508 136.7792 C89 C
## 254 24.00 0 0 7266 9.3250 S
## 255 32.50 0 0 345775 9.5000 S
## 256 NA 0 0 C.A. 42795 7.5500 S
## 257 NA 0 0 AQ/4 3130 7.7500 Q
## 258 28.00 0 0 363611 8.0500 S
## 259 19.00 0 0 28404 13.0000 S
## 260 21.00 0 0 345501 7.7750 S
## 261 36.50 1 0 345572 17.4000 S
## 262 21.00 0 0 350410 7.8542 S
## 263 29.00 0 2 29103 23.0000 S
## 264 1.00 1 1 350405 12.1833 S
## 265 30.00 0 0 C.A. 34644 12.7375 C
## 266 NA 0 0 349235 7.8958 S
## 267 NA 0 0 112051 0.0000 S
## 268 NA 0 0 C.A. 49867 7.5500 S
## 269 NA 0 0 A. 2. 39186 8.0500 S
## 270 17.00 0 0 315095 8.6625 S
## 271 46.00 0 0 13050 75.2417 C6 C
## 272 NA 0 0 368573 7.7500 Q
## 273 26.00 1 0 13508 136.7792 C89 C
## 274 NA 1 0 370371 15.5000 Q
## 275 NA 0 0 2676 7.2250 C
## 276 20.00 1 0 236853 26.0000 S
## 277 28.00 0 0 SC 14888 10.5000 S
## 278 40.00 1 0 2926 26.0000 S
## 279 30.00 1 0 CA 31352 21.0000 S
## 280 22.00 0 0 W./C. 14260 10.5000 S
## 281 23.00 0 0 315085 8.6625 S
## 282 0.75 1 1 SOTON/O.Q. 3101315 13.7750 S
## 283 NA 0 0 364859 7.7500 Q
## 284 9.00 1 1 2650 15.2458 C
## 285 2.00 1 1 370129 20.2125 S
## 286 36.00 0 0 A/5 21175 7.2500 S
## 287 NA 0 0 SOTON/O.Q. 3101314 7.2500 S
## 288 24.00 1 0 21228 82.2667 B45 S
## 289 NA 0 0 2655 7.2292 F E46 C
## 290 NA 0 0 A/5 1478 8.0500 S
## 291 NA 0 0 PC 17607 39.6000 S
## 292 30.00 0 0 382650 6.9500 Q
## 293 NA 0 0 2652 7.2292 C
## 294 53.00 1 1 33638 81.8583 A34 S
## 295 36.00 0 0 345771 9.5000 S
## 296 26.00 0 0 349202 7.8958 S
## 297 1.00 1 2 SC/Paris 2123 41.5792 C
## 298 NA 2 0 2662 21.6792 C
## 299 30.00 0 0 113801 45.5000 S
## 300 29.00 0 0 347467 7.8542 S
## 301 32.00 0 0 347079 7.7750 S
## 302 NA 0 0 237735 15.0458 D C
## 303 43.00 0 1 S.O./P.P. 2 21.0000 S
## 304 24.00 0 0 315092 8.6625 S
## 305 NA 0 0 383123 7.7500 Q
## 306 64.00 1 1 112901 26.5500 B26 S
## 307 30.00 1 2 113781 151.5500 C22 C26 S
## 308 0.83 0 1 392091 9.3500 S
## 309 55.00 1 1 12749 93.5000 B69 S
## 310 45.00 1 0 350026 14.1083 S
## 311 18.00 0 0 315091 8.6625 S
## 312 22.00 0 0 2658 7.2250 C
## 313 NA 0 0 LP 1588 7.5750 S
## 314 37.00 0 0 368364 7.7500 Q
## 315 55.00 0 0 PC 17760 135.6333 C32 C
## 316 17.00 0 0 AQ/3. 30631 7.7333 Q
## 317 57.00 1 0 PC 17569 146.5208 B78 C
## 318 19.00 0 0 28004 10.5000 S
## 319 27.00 0 0 350408 7.8542 S
## 320 22.00 2 0 C.A. 31029 31.5000 S
## 321 26.00 0 0 347075 7.7750 S
## 322 25.00 0 0 2654 7.2292 F E57 C
## 323 26.00 0 0 244368 13.0000 F2 S
## 324 33.00 0 0 113790 26.5500 S
## 325 39.00 0 0 24160 211.3375 S
## 326 23.00 0 0 SOTON/O.Q. 3101309 7.0500 S
## 327 12.00 2 1 230136 39.0000 F4 S
## 328 46.00 0 0 PC 17585 79.2000 C
## 329 29.00 1 0 2003 26.0000 S
## 330 21.00 0 0 236854 13.0000 S
## 331 48.00 0 2 C.A. 33112 36.7500 S
## 332 39.00 0 0 PC 17580 29.7000 A18 C
## 333 NA 0 0 2684 7.2250 C
## 334 19.00 1 1 2653 15.7417 C
## 335 27.00 0 0 349229 7.8958 S
## 336 30.00 0 0 110469 26.0000 C106 S
## 337 32.00 0 0 244360 13.0000 S
## 338 39.00 0 2 2675 7.2292 C
## 339 25.00 0 0 C.A. 31029 31.5000 S
## 340 NA 0 0 2622 7.2292 C
## 341 18.00 0 0 C.A. 15185 10.5000 S
## 342 32.00 0 0 350403 7.5792 S
## 343 NA 1 9 CA. 2343 69.5500 S
## 344 58.00 0 1 PC 17755 512.3292 B51 B53 B55 C
## 345 NA 1 1 A/5. 851 14.5000 S
## 346 16.00 0 0 348125 7.6500 S
## 347 26.00 0 0 237670 13.0000 S
## 348 38.00 0 0 2688 7.2292 C
## 349 24.00 0 0 248726 13.5000 S
## 350 31.00 0 0 F.C.C. 13528 21.0000 S
## 351 45.00 0 1 PC 17759 63.3583 D10 D12 C
## 352 25.00 0 0 F.C.C. 13540 10.5000 S
## 353 18.00 0 0 S.O.C. 14879 73.5000 S
## 354 49.00 1 2 220845 65.0000 S
## 355 0.17 1 2 C.A. 2315 20.5750 S
## 356 50.00 0 0 113044 26.0000 E60 S
## 357 59.00 2 0 11769 51.4792 C101 S
## 358 NA 0 0 1222 7.8792 S
## 359 NA 0 0 368402 7.7500 Q
## 360 30.00 1 0 349910 15.5500 S
## 361 14.50 8 2 CA. 2343 69.5500 S
## 362 24.00 1 1 S.C./PARIS 2079 37.0042 C
## 363 31.00 0 0 CA 31352 21.0000 S
## 364 27.00 0 0 315083 8.6625 S
## 365 25.00 1 0 11765 55.4417 E50 C
## 366 NA 1 9 CA. 2343 69.5500 S
## 367 NA 1 0 2689 14.4583 C
## 368 22.00 0 0 3101295 39.6875 S
## 369 45.00 0 1 112378 59.4000 C
## 370 29.00 0 0 SC/PARIS 2147 13.8583 C
## 371 21.00 1 0 28133 11.5000 S
## 372 31.00 0 0 16966 134.5000 E39 E41 C
## 373 49.00 0 0 112058 0.0000 B52 B54 B56 S
## 374 44.00 0 0 248746 13.0000 S
## 375 54.00 1 1 33638 81.8583 A34 S
## 376 45.00 0 0 PC 17608 262.3750 C
## 377 22.00 2 0 315152 8.6625 S
## 378 21.00 0 0 29107 11.5000 S
## 379 55.00 0 0 680 50.0000 C39 S
## 380 5.00 4 2 347077 31.3875 S
## 381 NA 0 0 366713 7.7500 Q
## 382 26.00 0 0 330910 7.8792 Q
## 383 NA 0 0 364498 14.5000 S
## 384 19.00 1 0 376566 16.1000 S
## 385 NA 0 0 SC/PARIS 2159 12.8750 S
## 386 24.00 1 2 220845 65.0000 S
## 387 24.00 0 0 349911 7.7750 S
## 388 57.00 0 0 244346 13.0000 S
## 389 21.00 0 0 364858 7.7500 Q
## 390 6.00 3 1 349909 21.0750 S
## 391 23.00 0 0 12749 93.5000 B24 S
## 392 51.00 0 1 PC 17592 39.4000 D28 S
## 393 13.00 0 2 C.A. 2673 20.2500 S
## 394 47.00 0 0 C.A. 30769 10.5000 S
## 395 29.00 3 1 315153 22.0250 S
## 396 18.00 1 0 13695 60.0000 C31 S
## 397 24.00 0 0 371109 7.2500 Q
## 398 48.00 1 1 13567 79.2000 B41 C
## 399 22.00 0 0 347065 7.7750 S
## 400 31.00 0 0 21332 7.7333 Q
## 401 30.00 0 0 36928 164.8667 C7 S
## 402 38.00 1 0 28664 21.0000 S
## 403 22.00 0 1 112378 59.4000 C
## 404 17.00 0 0 113059 47.1000 S
## 405 43.00 1 0 17765 27.7208 D40 C
## 406 20.00 0 0 SC/PARIS 2166 13.8625 D38 C
## 407 23.00 1 0 28666 10.5000 S
## 408 50.00 1 1 113503 211.5000 C80 C
## 409 NA 0 0 334915 7.7208 Q
## 410 3.00 1 1 SOTON/O.Q. 3101315 13.7750 S
## 411 NA 0 0 365237 7.7500 Q
## 412 37.00 1 0 19928 90.0000 C78 Q
## 413 28.00 0 0 347086 7.7750 S
## 414 NA 0 0 A.5. 3236 8.0500 S
## 415 39.00 0 0 PC 17758 108.9000 C105 C
## 416 38.50 0 0 SOTON/O.Q. 3101262 7.2500 S
## 417 NA 0 0 359309 8.0500 S
## 418 NA 1 1 2668 22.3583 C9. Print the survival rates in absolute numbers for train
table(train$Survived)##
## 0 1
## 549 34210. Print the survival rates in preportion for train
prop.table(table(train$Survived))##
## 0 1
## 0.6161616 0.383838411. Print a two way comparision table for sex and survived
table(train$Sex, train$Survived)##
## 0 1
## female 81 233
## male 468 10912. Print a two way comparision for sex and survived, show the proportions row wise i.e for Male & Female
prop.table(table(train$Sex, train$Survived))##
## 0 1
## female 0.09090909 0.26150393
## male 0.52525253 0.1223344613. Create a column called child using the condition age < 18 = 1 , age > 18 = 0
library(dplyr)##
## Attaching package: 'dplyr'## The following objects are masked from 'package:stats':
##
## filter, lag## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, unionx <- mutate(train,child = if_else(Age >= 18,0,1))
head(x)## 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 child
## 1 0 A/5 21171 7.2500 S 0
## 2 0 PC 17599 71.2833 C85 C 0
## 3 0 STON/O2. 3101282 7.9250 S 0
## 4 0 113803 53.1000 C123 S 0
## 5 0 373450 8.0500 S 0
## 6 0 330877 8.4583 Q NAtrain$Child <- NA
train$Child[train$Age < 18] <- "1"
train$Child[train$Age >= 18] <- "0"
head(train)## PassengerId Survived Pclass
## 1 1 0 3
## 2 2 1 1
## 3 3 1 3
## 4 4 1 1
## 5 5 0 3
## 6 6 0 3
## Name Sex Age SibSp
## 1 Braund, Mr. Owen Harris male 22 1
## 2 Cumings, Mrs. John Bradley (Florence Briggs Thayer) female 38 1
## 3 Heikkinen, Miss. Laina female 26 0
## 4 Futrelle, Mrs. Jacques Heath (Lily May Peel) female 35 1
## 5 Allen, Mr. William Henry male 35 0
## 6 Moran, Mr. James male NA 0
## Parch Ticket Fare Cabin Embarked Child
## 1 0 A/5 21171 7.2500 S 0
## 2 0 PC 17599 71.2833 C85 C 0
## 3 0 STON/O2. 3101282 7.9250 S 0
## 4 0 113803 53.1000 C123 S 0
## 5 0 373450 8.0500 S 0
## 6 0 330877 8.4583 Q <NA>14. Print a two way comparison table to show the proportion of this child variable with respect to survival
prop.table(table(train$Child, train$Survived))##
## 0 1
## 0 0.52100840 0.32072829
## 1 0.07282913 0.0854341715. Using rpart build a decision tree on the training dataset Dependent Vaar : Survived ,Independent var : Pclass,sex,age,parch,fare,embarked
library(caret)## Loading required package: latticelibrary(kernlab)##
## Attaching package: 'kernlab'## The following object is masked from 'package:ggplot2':
##
## alphatree <- train(as.factor(Survived) ~ Pclass + Sex + Age + SibSp + Parch + Fare +Embarked,
data = train, method = "rpart", na.action = na.exclude)
print(tree$finalModel)## n= 714
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 714 290 0 (0.59383754 0.40616246)
## 2) Sexmale>=0.5 453 93 0 (0.79470199 0.20529801) *
## 3) Sexmale< 0.5 261 64 1 (0.24521073 0.75478927)
## 6) Pclass>=2.5 102 47 0 (0.53921569 0.46078431)
## 12) Fare>=20.8 23 3 0 (0.86956522 0.13043478) *
## 13) Fare< 20.8 79 35 1 (0.44303797 0.55696203) *
## 7) Pclass< 2.5 159 9 1 (0.05660377 0.94339623) *plot(tree$finalModel, uniform = T, main = "Descition Tree")
text(tree$finalModel, use.n = T, all = T, cex = .8)
16. Plot your decision tree using fancyrpart plots
library(rattle)## Rattle: A free graphical interface for data science with R.
## Version 5.2.0 Copyright (c) 2006-2018 Togaware Pty Ltd.
## Type 'rattle()' to shake, rattle, and roll your data.fancyRpartPlot(tree$finalModel)
17. Make predictions on the test set
pre <- predict(tree, newdata = test)
pre## [1] 0 1 0 0 1 0 1 0 1 0 0 1 0 1 1 0 0 1 1 0 0 0 1 0 1 0 0 0 0 1 0 0 1 0 0
## [36] 0 1 1 0 0 1 1 0 0 1 1 0 0 0 1 0 0 0 1 0 1 0 0 1 1 0 1 0 1 0 1 0 1 0 0
## [71] 0 1 1 0 1 1 0 0 1 0 1 0 1 0 0 1 0 0 0 0 1 1 1 0 1 0 1 1 1 0 1 0 0 0 0
## [106] 0 0 0 0 0 1 0 0 1 0 0 0 0 0 0 1 1 0 0 1 1 0 1 0 1 0 0 0 0 1 0 0 0 1 1
## [141] 0 1 1 0 0 1 1 0 1 0 0 0 0 0 0 0 0 1 0 0 0 1 0 1 0 1 0 0 0 1 1 0 0 1 1
## [176] 0 1 0 1 0 0 0 0 1 0 0 0 0 0 1 1 1 1 0 0 1 0 1 1 0 0 0 0 0 1 0 0 0 1 1
## [211] 0 0 0 1 1 0 0 0 0 1 0 1 1 0 0 1 0 0 0 1 0 0 0 0 0 1 0 0 0 1 0 0 1 1 1
## [246] 0 0 0 0 0 0 0 0 1 0 1 0 0 0 1 0 1 0 0 0 0 0 0 0 1 1 0 1 0 1 1 0 0 0 1
## [281] 0 1 1 0 1 1 0 1 0 1 0 0 1 0 0 1 1 1 0 0 0 0 1 1 0 0 0 0 0 1 0 0 0 1 0
## [316] 1 0 0 1 0 1 0 0 0 0 0 1 1 1 1 0
## Levels: 0 1