Árbol de Decision
Aracely Quezada A01235931
2023-09-19
Titanic
Importar Base de Datos
titanic <- read.csv("/Users/araquezada/Documents/Tec/7mo Semestre/Analítica para Negocios/Modulo 4/titanic.csv")## pclass survived name sex
## Min. :1.000 Min. :0.000 Length:1310 Length:1310
## 1st Qu.:2.000 1st Qu.:0.000 Class :character Class :character
## Median :3.000 Median :0.000 Mode :character Mode :character
## Mean :2.295 Mean :0.382
## 3rd Qu.:3.000 3rd Qu.:1.000
## Max. :3.000 Max. :1.000
## NA's :1 NA's :1
## age sibsp parch ticket
## Min. : 0.1667 Min. :0.0000 Min. :0.000 Length:1310
## 1st Qu.:21.0000 1st Qu.:0.0000 1st Qu.:0.000 Class :character
## Median :28.0000 Median :0.0000 Median :0.000 Mode :character
## Mean :29.8811 Mean :0.4989 Mean :0.385
## 3rd Qu.:39.0000 3rd Qu.:1.0000 3rd Qu.:0.000
## Max. :80.0000 Max. :8.0000 Max. :9.000
## NA's :264 NA's :1 NA's :1
## fare cabin embarked boat
## Min. : 0.000 Length:1310 Length:1310 Length:1310
## 1st Qu.: 7.896 Class :character Class :character Class :character
## Median : 14.454 Mode :character Mode :character Mode :character
## Mean : 33.295
## 3rd Qu.: 31.275
## Max. :512.329
## NA's :2
## body home.dest
## Min. : 1.0 Length:1310
## 1st Qu.: 72.0 Class :character
## Median :155.0 Mode :character
## Mean :160.8
## 3rd Qu.:256.0
## Max. :328.0
## NA's :1189##
## Attaching package: 'dplyr'## The following objects are masked from 'package:stats':
##
## filter, lag## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, union## name
## 1 Connolly, Miss. Kate
## 2 Kelly, Mr. James
## 3
## 4 Abbing, Mr. Anthony
## 5 Abbott, Master. Eugene Joseph
## 6 Abbott, Mr. Rossmore Edward
## 7 Abbott, Mrs. Stanton (Rosa Hunt)
## 8 Abelseth, Miss. Karen Marie
## 9 Abelseth, Mr. Olaus Jorgensen
## 10 Abelson, Mr. Samuel
## 11 Abelson, Mrs. Samuel (Hannah Wizosky)
## 12 Abrahamsson, Mr. Abraham August Johannes
## 13 Abrahim, Mrs. Joseph (Sophie Halaut Easu)
## 14 Adahl, Mr. Mauritz Nils Martin
## 15 Adams, Mr. John
## 16 Ahlin, Mrs. Johan (Johanna Persdotter Larsson)
## 17 Aks, Master. Philip Frank
## 18 Aks, Mrs. Sam (Leah Rosen)
## 19 Albimona, Mr. Nassef Cassem
## 20 Aldworth, Mr. Charles Augustus
## 21 Alexander, Mr. William
## 22 Alhomaki, Mr. Ilmari Rudolf
## 23 Ali, Mr. Ahmed
## 24 Ali, Mr. William
## 25 Allen, Miss. Elisabeth Walton
## 26 Allen, Mr. William Henry
## 27 Allison, Master. Hudson Trevor
## 28 Allison, Miss. Helen Loraine
## 29 Allison, Mr. Hudson Joshua Creighton
## 30 Allison, Mrs. Hudson J C (Bessie Waldo Daniels)
## 31 Allum, Mr. Owen George
## 32 Andersen, Mr. Albert Karvin
## 33 Andersen-Jensen, Miss. Carla Christine Nielsine
## 34 Anderson, Mr. Harry
## 35 Andersson, Master. Sigvard Harald Elias
## 36 Andersson, Miss. Ebba Iris Alfrida
## 37 Andersson, Miss. Ellis Anna Maria
## 38 Andersson, Miss. Erna Alexandra
## 39 Andersson, Miss. Ida Augusta Margareta
## 40 Andersson, Miss. Ingeborg Constanzia
## 41 Andersson, Miss. Sigrid Elisabeth
## 42 Andersson, Mr. Anders Johan
## 43 Andersson, Mr. August Edvard ("Wennerstrom")
## 44 Andersson, Mr. Johan Samuel
## 45 Andersson, Mrs. Anders Johan (Alfrida Konstantia Brogren)
## 46 Andreasson, Mr. Paul Edvin
## 47 Andrew, Mr. Edgardo Samuel
## 48 Andrew, Mr. Frank Thomas
## 49 Andrews, Miss. Kornelia Theodosia
## 50 Andrews, Mr. Thomas Jr
## 51 Angheloff, Mr. Minko
## 52 Angle, Mr. William A
## 53 Angle, Mrs. William A (Florence "Mary" Agnes Hughes)
## 54 Appleton, Mrs. Edward Dale (Charlotte Lamson)
## 55 Arnold-Franchi, Mr. Josef
## 56 Arnold-Franchi, Mrs. Josef (Josefine Franchi)
## 57 Aronsson, Mr. Ernst Axel Algot
## 58 Artagaveytia, Mr. Ramon
## 59 Ashby, Mr. John
## 60 Asim, Mr. Adola
## 61 Asplund, Master. Carl Edgar
## 62 Asplund, Master. Clarence Gustaf Hugo
## 63 Asplund, Master. Edvin Rojj Felix
## 64 Asplund, Master. Filip Oscar
## 65 Asplund, Miss. Lillian Gertrud
## 66 Asplund, Mr. Carl Oscar Vilhelm Gustafsson
## 67 Asplund, Mr. Johan Charles
## 68 Asplund, Mrs. Carl Oscar (Selma Augusta Emilia Johansson)
## 69 Assaf Khalil, Mrs. Mariana ("Miriam")
## 70 Assaf, Mr. Gerios
## 71 Assam, Mr. Ali
## 72 Astor, Col. John Jacob
## 73 Astor, Mrs. John Jacob (Madeleine Talmadge Force)
## 74 Attalah, Miss. Malake
## 75 Attalah, Mr. Sleiman
## 76 Aubart, Mme. Leontine Pauline
## 77 Augustsson, Mr. Albert
## 78 Ayoub, Miss. Banoura
## 79 Baccos, Mr. Raffull
## 80 Backstrom, Mr. Karl Alfred
## 81 Backstrom, Mrs. Karl Alfred (Maria Mathilda Gustafsson)
## 82 Baclini, Miss. Eugenie
## 83 Baclini, Miss. Helene Barbara
## 84 Baclini, Miss. Marie Catherine
## 85 Baclini, Mrs. Solomon (Latifa Qurban)
## 86 Badman, Miss. Emily Louisa
## 87 Badt, Mr. Mohamed
## 88 Bailey, Mr. Percy Andrew
## 89 Baimbrigge, Mr. Charles Robert
## 90 Balkic, Mr. Cerin
## 91 Ball, Mrs. (Ada E Hall)
## 92 Banfield, Mr. Frederick James
## 93 Barah, Mr. Hanna Assi
## 94 Barbara, Miss. Saiide
## 95 Barbara, Mrs. (Catherine David)
## 96 Barber, Miss. Ellen "Nellie"
## 97 Barkworth, Mr. Algernon Henry Wilson
## 98 Barry, Miss. Julia
## 99 Barton, Mr. David John
## 100 Bateman, Rev. Robert James
## 101 Baumann, Mr. John D
## 102 Baxter, Mr. Quigg Edmond
## 103 Baxter, Mrs. James (Helene DeLaudeniere Chaput)
## 104 Bazzani, Miss. Albina
## 105 Beane, Mr. Edward
## 106 Beane, Mrs. Edward (Ethel Clarke)
## 107 Beattie, Mr. Thomson
## 108 Beauchamp, Mr. Henry James
## 109 Beavan, Mr. William Thomas
## 110 Becker, Master. Richard F
## 111 Becker, Miss. Marion Louise
## 112 Becker, Miss. Ruth Elizabeth
## 113 Becker, Mrs. Allen Oliver (Nellie E Baumgardner)
## 114 Beckwith, Mr. Richard Leonard
## 115 Beckwith, Mrs. Richard Leonard (Sallie Monypeny)
## 116 Beesley, Mr. Lawrence
## 117 Behr, Mr. Karl Howell
## 118 Bengtsson, Mr. John Viktor
## 119 Bentham, Miss. Lilian W
## 120 Berglund, Mr. Karl Ivar Sven
## 121 Berriman, Mr. William John
## 122 Betros, Master. Seman
## 123 Betros, Mr. Tannous
## 124 Bidois, Miss. Rosalie
## 125 Bing, Mr. Lee
## 126 Bird, Miss. Ellen
## 127 Birkeland, Mr. Hans Martin Monsen
## 128 Birnbaum, Mr. Jakob
## 129 Bishop, Mr. Dickinson H
## 130 Bishop, Mrs. Dickinson H (Helen Walton)
## 131 Bissette, Miss. Amelia
## 132 Bjorklund, Mr. Ernst Herbert
## 133 Bjornstrom-Steffansson, Mr. Mauritz Hakan
## 134 Blackwell, Mr. Stephen Weart
## 135 Blank, Mr. Henry
## 136 Bonnell, Miss. Caroline
## 137 Bonnell, Miss. Elizabeth
## 138 Borebank, Mr. John James
## 139 Bostandyeff, Mr. Guentcho
## 140 Botsford, Mr. William Hull
## 141 Boulos, Master. Akar
## 142 Boulos, Miss. Nourelain
## 143 Boulos, Mr. Hanna
## 144 Boulos, Mrs. Joseph (Sultana)
## 145 Bourke, Miss. Mary
## 146 Bourke, Mr. John
## 147 Bourke, Mrs. John (Catherine)
## 148 Bowen, Miss. Grace Scott
## 149 Bowen, Mr. David John "Dai"
## 150 Bowenur, Mr. Solomon
## 151 Bowerman, Miss. Elsie Edith
## 152 Bracken, Mr. James H
## 153 Bradley, Miss. Bridget Delia
## 154 Bradley, Mr. George ("George Arthur Brayton")
## 155 Brady, Mr. John Bertram
## 156 Braf, Miss. Elin Ester Maria
## 157 Brandeis, Mr. Emil
## 158 Braund, Mr. Lewis Richard
## 159 Braund, Mr. Owen Harris
## 160 Brewe, Dr. Arthur Jackson
## 161 Brobeck, Mr. Karl Rudolf
## 162 Brocklebank, Mr. William Alfred
## 163 Brown, Miss. Amelia "Mildred"
## 164 Brown, Miss. Edith Eileen
## 165 Brown, Mr. Thomas William Solomon
## 166 Brown, Mrs. James Joseph (Margaret Tobin)
## 167 Brown, Mrs. John Murray (Caroline Lane Lamson)
## 168 Brown, Mrs. Thomas William Solomon (Elizabeth Catherine Ford)
## 169 Bryhl, Miss. Dagmar Jenny Ingeborg
## 170 Bryhl, Mr. Kurt Arnold Gottfrid
## 171 Buckley, Miss. Katherine
## 172 Buckley, Mr. Daniel
## 173 Bucknell, Mrs. William Robert (Emma Eliza Ward)
## 174 Burke, Mr. Jeremiah
## 175 Burns, Miss. Elizabeth Margaret
## 176 Burns, Miss. Mary Delia
## 177 Buss, Miss. Kate
## 178 Butler, Mr. Reginald Fenton
## 179 Butt, Major. Archibald Willingham
## 180 Byles, Rev. Thomas Roussel Davids
## 181 Bystrom, Mrs. (Karolina)
## 182 Cacic, Miss. Manda
## 183 Cacic, Miss. Marija
## 184 Cacic, Mr. Jego Grga
## 185 Cacic, Mr. Luka
## 186 Cairns, Mr. Alexander
## 187 Calderhead, Mr. Edward Pennington
## 188 Caldwell, Master. Alden Gates
## 189 Caldwell, Mr. Albert Francis
## 190 Caldwell, Mrs. Albert Francis (Sylvia Mae Harbaugh)
## 191 Calic, Mr. Jovo
## 192 Calic, Mr. Petar
## 193 Cameron, Miss. Clear Annie
## 194 Campbell, Mr. William
## 195 Canavan, Miss. Mary
## 196 Canavan, Mr. Patrick
## 197 Candee, Mrs. Edward (Helen Churchill Hungerford)
## 198 Cann, Mr. Ernest Charles
## 199 Caram, Mr. Joseph
## 200 Caram, Mrs. Joseph (Maria Elias)
## 201 Carbines, Mr. William
## 202 Cardeza, Mr. Thomas Drake Martinez
## 203 Cardeza, Mrs. James Warburton Martinez (Charlotte Wardle Drake)
## 204 Carlsson, Mr. August Sigfrid
## 205 Carlsson, Mr. Carl Robert
## 206 Carlsson, Mr. Frans Olof
## 207 Carr, Miss. Helen "Ellen"
## 208 Carr, Miss. Jeannie
## 209 Carrau, Mr. Francisco M
## 210 Carrau, Mr. Jose Pedro
## 211 Carter, Master. William Thornton II
## 212 Carter, Miss. Lucile Polk
## 213 Carter, Mr. William Ernest
## 214 Carter, Mrs. Ernest Courtenay (Lilian Hughes)
## 215 Carter, Mrs. William Ernest (Lucile Polk)
## 216 Carter, Rev. Ernest Courtenay
## 217 Carver, Mr. Alfred John
## 218 Case, Mr. Howard Brown
## 219 Cassebeer, Mrs. Henry Arthur Jr (Eleanor Genevieve Fosdick)
## 220 Cavendish, Mr. Tyrell William
## 221 Cavendish, Mrs. Tyrell William (Julia Florence Siegel)
## 222 Celotti, Mr. Francesco
## 223 Chaffee, Mr. Herbert Fuller
## 224 Chaffee, Mrs. Herbert Fuller (Carrie Constance Toogood)
## 225 Chambers, Mr. Norman Campbell
## 226 Chambers, Mrs. Norman Campbell (Bertha Griggs)
## 227 Chapman, Mr. Charles Henry
## 228 Chapman, Mr. John Henry
## 229 Chapman, Mrs. John Henry (Sara Elizabeth Lawry)
## 230 Charters, Mr. David
## 231 Chaudanson, Miss. Victorine
## 232 Cherry, Miss. Gladys
## 233 Chevre, Mr. Paul Romaine
## 234 Chibnall, Mrs. (Edith Martha Bowerman)
## 235 Chip, Mr. Chang
## 236 Chisholm, Mr. Roderick Robert Crispin
## 237 Christmann, Mr. Emil
## 238 Christy, Miss. Julie Rachel
## 239 Christy, Mrs. (Alice Frances)
## 240 Chronopoulos, Mr. Apostolos
## 241 Chronopoulos, Mr. Demetrios
## 242 Clark, Mr. Walter Miller
## 243 Clark, Mrs. Walter Miller (Virginia McDowell)
## 244 Clarke, Mr. Charles Valentine
## 245 Clarke, Mrs. Charles V (Ada Maria Winfield)
## 246 Cleaver, Miss. Alice
## 247 Clifford, Mr. George Quincy
## 248 Coelho, Mr. Domingos Fernandeo
## 249 Cohen, Mr. Gurshon "Gus"
## 250 Colbert, Mr. Patrick
## 251 Coleff, Mr. Peju
## 252 Coleff, Mr. Satio
## 253 Coleridge, Mr. Reginald Charles
## 254 Collander, Mr. Erik Gustaf
## 255 Collett, Mr. Sidney C Stuart
## 256 Colley, Mr. Edward Pomeroy
## 257 Collyer, Miss. Marjorie "Lottie"
## 258 Collyer, Mr. Harvey
## 259 Collyer, Mrs. Harvey (Charlotte Annie Tate)
## 260 Compton, Miss. Sara Rebecca
## 261 Compton, Mr. Alexander Taylor Jr
## 262 Compton, Mrs. Alexander Taylor (Mary Eliza Ingersoll)
## 263 Conlon, Mr. Thomas Henry
## 264 Connaghton, Mr. Michael
## 265 Connors, Mr. Patrick
## 266 Cook, Mr. Jacob
## 267 Cook, Mrs. (Selena Rogers)
## 268 Cor, Mr. Bartol
## 269 Cor, Mr. Ivan
## 270 Cor, Mr. Liudevit
## 271 Corbett, Mrs. Walter H (Irene Colvin)
## 272 Corey, Mrs. Percy C (Mary Phyllis Elizabeth Miller)
## 273 Corn, Mr. Harry
## 274 Cornell, Mrs. Robert Clifford (Malvina Helen Lamson)
## 275 Cotterill, Mr. Henry "Harry"
## 276 Coutts, Master. Eden Leslie "Neville"
## 277 Coutts, Master. William Loch "William"
## 278 Coutts, Mrs. William (Winnie "Minnie" Treanor)
## 279 Coxon, Mr. Daniel
## 280 Crafton, Mr. John Bertram
## 281 Crease, Mr. Ernest James
## 282 Cribb, Miss. Laura Alice
## 283 Cribb, Mr. John Hatfield
## 284 Crosby, Capt. Edward Gifford
## 285 Crosby, Miss. Harriet R
## 286 Crosby, Mrs. Edward Gifford (Catherine Elizabeth Halstead)
## 287 Culumovic, Mr. Jeso
## 288 Cumings, Mr. John Bradley
## 289 Cumings, Mrs. John Bradley (Florence Briggs Thayer)
## 290 Cunningham, Mr. Alfred Fleming
## 291 Daher, Mr. Shedid
## 292 Dahl, Mr. Karl Edwart
## 293 Dahlberg, Miss. Gerda Ulrika
## 294 Dakic, Mr. Branko
## 295 Daly, Miss. Margaret Marcella "Maggie"
## 296 Daly, Mr. Eugene Patrick
## 297 Daly, Mr. Peter Denis
## 298 Danbom, Master. Gilbert Sigvard Emanuel
## 299 Danbom, Mr. Ernst Gilbert
## 300 Danbom, Mrs. Ernst Gilbert (Anna Sigrid Maria Brogren)
## 301 Daniel, Mr. Robert Williams
## 302 Daniels, Miss. Sarah
## 303 Danoff, Mr. Yoto
## 304 Dantcheff, Mr. Ristiu
## 305 Davidson, Mr. Thornton
## 306 Davidson, Mrs. Thornton (Orian Hays)
## 307 Davies, Master. John Morgan Jr
## 308 Davies, Mr. Alfred J
## 309 Davies, Mr. Charles Henry
## 310 Davies, Mr. Evan
## 311 Davies, Mr. John Samuel
## 312 Davies, Mr. Joseph
## 313 Davies, Mrs. John Morgan (Elizabeth Agnes Mary White)
## 314 Davis, Miss. Mary
## 315 Davison, Mr. Thomas Henry
## 316 Davison, Mrs. Thomas Henry (Mary E Finck)
## 317 Deacon, Mr. Percy William
## 318 Dean, Master. Bertram Vere
## 319 Dean, Miss. Elizabeth Gladys "Millvina"
## 320 Dean, Mr. Bertram Frank
## 321 Dean, Mrs. Bertram (Eva Georgetta Light)
## 322 Delalic, Mr. Redjo
## 323 Demetri, Mr. Marinko
## 324 Denbury, Mr. Herbert
## 325 Denkoff, Mr. Mitto
## 326 Dennis, Mr. Samuel
## 327 Dennis, Mr. William
## 328 Devaney, Miss. Margaret Delia
## 329 Dibden, Mr. William
## 330 Dick, Mr. Albert Adrian
## 331 Dick, Mrs. Albert Adrian (Vera Gillespie)
## 332 Dika, Mr. Mirko
## 333 Dimic, Mr. Jovan
## 334 Dintcheff, Mr. Valtcho
## 335 Dodge, Dr. Washington
## 336 Dodge, Master. Washington
## 337 Dodge, Mrs. Washington (Ruth Vidaver)
## 338 Doharr, Mr. Tannous
## 339 Doling, Miss. Elsie
## 340 Doling, Mrs. John T (Ada Julia Bone)
## 341 Dooley, Mr. Patrick
## 342 Dorking, Mr. Edward Arthur
## 343 Douglas, Mr. Walter Donald
## 344 Douglas, Mrs. Frederick Charles (Mary Helene Baxter)
## 345 Douglas, Mrs. Walter Donald (Mahala Dutton)
## 346 Dowdell, Miss. Elizabeth
## 347 Downton, Mr. William James
## 348 Doyle, Miss. Elizabeth
## 349 Drapkin, Miss. Jennie
## 350 Drazenoic, Mr. Jozef
## 351 Drew, Master. Marshall Brines
## 352 Drew, Mr. James Vivian
## 353 Drew, Mrs. James Vivian (Lulu Thorne Christian)
## 354 Duane, Mr. Frank
## 355 Duff Gordon, Lady. (Lucille Christiana Sutherland) ("Mrs Morgan")
## 356 Duff Gordon, Sir. Cosmo Edmund ("Mr Morgan")
## 357 Dulles, Mr. William Crothers
## 358 Duquemin, Mr. Joseph
## 359 Duran y More, Miss. Asuncion
## 360 Duran y More, Miss. Florentina
## 361 Dyker, Mr. Adolf Fredrik
## 362 Dyker, Mrs. Adolf Fredrik (Anna Elisabeth Judith Andersson)
## 363 Earnshaw, Mrs. Boulton (Olive Potter)
## 364 Edvardsson, Mr. Gustaf Hjalmar
## 365 Eitemiller, Mr. George Floyd
## 366 Eklund, Mr. Hans Linus
## 367 Ekstrom, Mr. Johan
## 368 Elias, Mr. Dibo
## 369 Elias, Mr. Joseph
## 370 Elias, Mr. Joseph Jr
## 371 Elias, Mr. Tannous
## 372 Elsbury, Mr. William James
## 373 Emanuel, Miss. Virginia Ethel
## 374 Emir, Mr. Farred Chehab
## 375 Enander, Mr. Ingvar
## 376 Endres, Miss. Caroline Louise
## 377 Eustis, Miss. Elizabeth Mussey
## 378 Evans, Miss. Edith Corse
## 379 Everett, Mr. Thomas James
## 380 Fahlstrom, Mr. Arne Jonas
## 381 Farrell, Mr. James
## 382 Farthing, Mr. John
## 383 Faunthorpe, Mr. Harry
## 384 Faunthorpe, Mrs. Lizzie (Elizabeth Anne Wilkinson)
## 385 Fillbrook, Mr. Joseph Charles
## 386 Finoli, Mr. Luigi
## 387 Fischer, Mr. Eberhard Thelander
## 388 Flegenheim, Mrs. Alfred (Antoinette)
## 389 Fleming, Miss. Honora
## 390 Fleming, Miss. Margaret
## 391 Flynn, Mr. James
## 392 Flynn, Mr. John
## 393 Flynn, Mr. John Irwin ("Irving")
## 394 Foley, Mr. Joseph
## 395 Foley, Mr. William
## 396 Foo, Mr. Choong
## 397 Ford, Miss. Doolina Margaret "Daisy"
## 398 Ford, Miss. Robina Maggie "Ruby"
## 399 Ford, Mr. Arthur
## 400 Ford, Mr. Edward Watson
## 401 Ford, Mr. William Neal
## 402 Ford, Mrs. Edward (Margaret Ann Watson)
## 403 Foreman, Mr. Benjamin Laventall
## 404 Fortune, Miss. Alice Elizabeth
## 405 Fortune, Miss. Ethel Flora
## 406 Fortune, Miss. Mabel Helen
## 407 Fortune, Mr. Charles Alexander
## 408 Fortune, Mr. Mark
## 409 Fortune, Mrs. Mark (Mary McDougald)
## 410 Fox, Mr. Patrick
## 411 Fox, Mr. Stanley Hubert
## 412 Francatelli, Miss. Laura Mabel
## 413 Franklin, Mr. Charles (Charles Fardon)
## 414 Franklin, Mr. Thomas Parham
## 415 Frauenthal, Dr. Henry William
## 416 Frauenthal, Mr. Isaac Gerald
## 417 Frauenthal, Mrs. Henry William (Clara Heinsheimer)
## 418 Frolicher, Miss. Hedwig Margaritha
## 419 Frolicher-Stehli, Mr. Maxmillian
## 420 Frolicher-Stehli, Mrs. Maxmillian (Margaretha Emerentia Stehli)
## 421 Frost, Mr. Anthony Wood "Archie"
## 422 Fry, Mr. Richard
## 423 Funk, Miss. Annie Clemmer
## 424 Futrelle, Mr. Jacques Heath
## 425 Futrelle, Mrs. Jacques Heath (Lily May Peel)
## 426 Fynney, Mr. Joseph J
## 427 Gale, Mr. Harry
## 428 Gale, Mr. Shadrach
## 429 Gallagher, Mr. Martin
## 430 Garfirth, Mr. John
## 431 Garside, Miss. Ethel
## 432 Gaskell, Mr. Alfred
## 433 Gavey, Mr. Lawrence
## 434 Gee, Mr. Arthur H
## 435 Geiger, Miss. Amalie
## 436 Gheorgheff, Mr. Stanio
## 437 Gibson, Miss. Dorothy Winifred
## 438 Gibson, Mrs. Leonard (Pauline C Boeson)
## 439 Giglio, Mr. Victor
## 440 Gilbert, Mr. William
## 441 Giles, Mr. Edgar
## 442 Giles, Mr. Frederick Edward
## 443 Giles, Mr. Ralph
## 444 Gilinski, Mr. Eliezer
## 445 Gill, Mr. John William
## 446 Gillespie, Mr. William Henry
## 447 Gilnagh, Miss. Katherine "Katie"
## 448 Givard, Mr. Hans Kristensen
## 449 Glynn, Miss. Mary Agatha
## 450 Goldenberg, Mr. Samuel L
## 451 Goldenberg, Mrs. Samuel L (Edwiga Grabowska)
## 452 Goldschmidt, Mr. George B
## 453 Goldsmith, Master. Frank John William "Frankie"
## 454 Goldsmith, Mr. Frank John
## 455 Goldsmith, Mr. Nathan
## 456 Goldsmith, Mrs. Frank John (Emily Alice Brown)
## 457 Goncalves, Mr. Manuel Estanslas
## 458 Goodwin, Master. Harold Victor
## 459 Goodwin, Master. Sidney Leonard
## 460 Goodwin, Master. William Frederick
## 461 Goodwin, Miss. Jessie Allis
## 462 Goodwin, Miss. Lillian Amy
## 463 Goodwin, Mr. Charles Edward
## 464 Goodwin, Mr. Charles Frederick
## 465 Goodwin, Mrs. Frederick (Augusta Tyler)
## 466 Gracie, Col. Archibald IV
## 467 Graham, Miss. Margaret Edith
## 468 Graham, Mr. George Edward
## 469 Graham, Mrs. William Thompson (Edith Junkins)
## 470 Green, Mr. George Henry
## 471 Greenberg, Mr. Samuel
## 472 Greenfield, Mr. William Bertram
## 473 Greenfield, Mrs. Leo David (Blanche Strouse)
## 474 Gronnestad, Mr. Daniel Danielsen
## 475 Guest, Mr. Robert
## 476 Guggenheim, Mr. Benjamin
## 477 Gustafsson, Mr. Alfred Ossian
## 478 Gustafsson, Mr. Anders Vilhelm
## 479 Gustafsson, Mr. Johan Birger
## 480 Gustafsson, Mr. Karl Gideon
## 481 Haas, Miss. Aloisia
## 482 Hagardon, Miss. Kate
## 483 Hagland, Mr. Ingvald Olai Olsen
## 484 Hagland, Mr. Konrad Mathias Reiersen
## 485 Hakkarainen, Mr. Pekka Pietari
## 486 Hakkarainen, Mrs. Pekka Pietari (Elin Matilda Dolck)
## 487 Hale, Mr. Reginald
## 488 Hamalainen, Master. Viljo
## 489 Hamalainen, Mrs. William (Anna)
## 490 Hampe, Mr. Leon
## 491 Hanna, Mr. Mansour
## 492 Hansen, Mr. Claus Peter
## 493 Hansen, Mr. Henrik Juul
## 494 Hansen, Mr. Henry Damsgaard
## 495 Hansen, Mrs. Claus Peter (Jennie L Howard)
## 496 Harbeck, Mr. William H
## 497 Harder, Mr. George Achilles
## 498 Harder, Mrs. George Achilles (Dorothy Annan)
## 499 Harknett, Miss. Alice Phoebe
## 500 Harmer, Mr. Abraham (David Lishin)
## 501 Harper, Miss. Annie Jessie "Nina"
## 502 Harper, Mr. Henry Sleeper
## 503 Harper, Mrs. Henry Sleeper (Myna Haxtun)
## 504 Harper, Rev. John
## 505 Harrington, Mr. Charles H
## 506 Harris, Mr. George
## 507 Harris, Mr. Henry Birkhardt
## 508 Harris, Mr. Walter
## 509 Harris, Mrs. Henry Birkhardt (Irene Wallach)
## 510 Harrison, Mr. William
## 511 Hart, Miss. Eva Miriam
## 512 Hart, Mr. Benjamin
## 513 Hart, Mr. Henry
## 514 Hart, Mrs. Benjamin (Esther Ada Bloomfield)
## 515 Hassab, Mr. Hammad
## 516 Hassan, Mr. Houssein G N
## 517 Hawksford, Mr. Walter James
## 518 Hays, Miss. Margaret Bechstein
## 519 Hays, Mr. Charles Melville
## 520 Hays, Mrs. Charles Melville (Clara Jennings Gregg)
## 521 Head, Mr. Christopher
## 522 Healy, Miss. Hanora "Nora"
## 523 Hedman, Mr. Oskar Arvid
## 524 Hee, Mr. Ling
## 525 Hegarty, Miss. Hanora "Nora"
## 526 Heikkinen, Miss. Laina
## 527 Heininen, Miss. Wendla Maria
## 528 Hellstrom, Miss. Hilda Maria
## 529 Hendekovic, Mr. Ignjac
## 530 Henriksson, Miss. Jenny Lovisa
## 531 Henry, Miss. Delia
## 532 Herman, Miss. Alice
## 533 Herman, Miss. Kate
## 534 Herman, Mr. Samuel
## 535 Herman, Mrs. Samuel (Jane Laver)
## 536 Hewlett, Mrs. (Mary D Kingcome)
## 537 Hickman, Mr. Leonard Mark
## 538 Hickman, Mr. Lewis
## 539 Hickman, Mr. Stanley George
## 540 Hilliard, Mr. Herbert Henry
## 541 Hiltunen, Miss. Marta
## 542 Hipkins, Mr. William Edward
## 543 Hippach, Miss. Jean Gertrude
## 544 Hippach, Mrs. Louis Albert (Ida Sophia Fischer)
## 545 Hirvonen, Miss. Hildur E
## 546 Hirvonen, Mrs. Alexander (Helga E Lindqvist)
## 547 Hocking, Miss. Ellen "Nellie"
## 548 Hocking, Mr. Richard George
## 549 Hocking, Mr. Samuel James Metcalfe
## 550 Hocking, Mrs. Elizabeth (Eliza Needs)
## 551 Hodges, Mr. Henry Price
## 552 Hogeboom, Mrs. John C (Anna Andrews)
## 553 Hold, Mr. Stephen
## 554 Hold, Mrs. Stephen (Annie Margaret Hill)
## 555 Holm, Mr. John Fredrik Alexander
## 556 Holthen, Mr. Johan Martin
## 557 Holverson, Mr. Alexander Oskar
## 558 Holverson, Mrs. Alexander Oskar (Mary Aline Towner)
## 559 Homer, Mr. Harry ("Mr E Haven")
## 560 Honkanen, Miss. Eliina
## 561 Hood, Mr. Ambrose Jr
## 562 Horgan, Mr. John
## 563 Hosono, Mr. Masabumi
## 564 Howard, Miss. May Elizabeth
## 565 Howard, Mr. Benjamin
## 566 Howard, Mrs. Benjamin (Ellen Truelove Arman)
## 567 Hoyt, Mr. Frederick Maxfield
## 568 Hoyt, Mr. William Fisher
## 569 Hoyt, Mrs. Frederick Maxfield (Jane Anne Forby)
## 570 Humblen, Mr. Adolf Mathias Nicolai Olsen
## 571 Hunt, Mr. George Henry
## 572 Hyman, Mr. Abraham
## 573 Ibrahim Shawah, Mr. Yousseff
## 574 Icard, Miss. Amelie
## 575 Ilett, Miss. Bertha
## 576 Ilieff, Mr. Ylio
## 577 Ilmakangas, Miss. Ida Livija
## 578 Ilmakangas, Miss. Pieta Sofia
## 579 Isham, Miss. Ann Elizabeth
## 580 Ismay, Mr. Joseph Bruce
## 581 Ivanoff, Mr. Kanio
## 582 Jacobsohn, Mr. Sidney Samuel
## 583 Jacobsohn, Mrs. Sidney Samuel (Amy Frances Christy)
## 584 Jalsevac, Mr. Ivan
## 585 Jansson, Mr. Carl Olof
## 586 Jardin, Mr. Jose Neto
## 587 Jarvis, Mr. John Denzil
## 588 Jefferys, Mr. Clifford Thomas
## 589 Jefferys, Mr. Ernest Wilfred
## 590 Jenkin, Mr. Stephen Curnow
## 591 Jensen, Mr. Hans Peder
## 592 Jensen, Mr. Niels Peder
## 593 Jensen, Mr. Svend Lauritz
## 594 Jermyn, Miss. Annie
## 595 Jerwan, Mrs. Amin S (Marie Marthe Thuillard)
## 596 Johannesen-Bratthammer, Mr. Bernt
## 597 Johanson, Mr. Jakob Alfred
## 598 Johansson Palmquist, Mr. Oskar Leander
## 599 Johansson, Mr. Erik
## 600 Johansson, Mr. Gustaf Joel
## 601 Johansson, Mr. Karl Johan
## 602 Johansson, Mr. Nils
## 603 Johnson, Master. Harold Theodor
## 604 Johnson, Miss. Eleanor Ileen
## 605 Johnson, Mr. Alfred
## 606 Johnson, Mr. Malkolm Joackim
## 607 Johnson, Mr. William Cahoone Jr
## 608 Johnson, Mrs. Oscar W (Elisabeth Vilhelmina Berg)
## 609 Johnston, Master. William Arthur "Willie"
## 610 Johnston, Miss. Catherine Helen "Carrie"
## 611 Johnston, Mr. Andrew G
## 612 Johnston, Mrs. Andrew G (Elizabeth "Lily" Watson)
## 613 Jones, Mr. Charles Cresson
## 614 Jonkoff, Mr. Lalio
## 615 Jonsson, Mr. Carl
## 616 Jonsson, Mr. Nils Hilding
## 617 Julian, Mr. Henry Forbes
## 618 Jussila, Miss. Katriina
## 619 Jussila, Miss. Mari Aina
## 620 Jussila, Mr. Eiriik
## 621 Kallio, Mr. Nikolai Erland
## 622 Kalvik, Mr. Johannes Halvorsen
## 623 Kantor, Mr. Sinai
## 624 Kantor, Mrs. Sinai (Miriam Sternin)
## 625 Karaic, Mr. Milan
## 626 Karlsson, Mr. Einar Gervasius
## 627 Karlsson, Mr. Julius Konrad Eugen
## 628 Karlsson, Mr. Nils August
## 629 Karnes, Mrs. J Frank (Claire Bennett)
## 630 Karun, Miss. Manca
## 631 Karun, Mr. Franz
## 632 Kassem, Mr. Fared
## 633 Katavelas, Mr. Vassilios ("Catavelas Vassilios")
## 634 Keane, Miss. Nora A
## 635 Keane, Mr. Andrew "Andy"
## 636 Keane, Mr. Daniel
## 637 Keefe, Mr. Arthur
## 638 Keeping, Mr. Edwin
## 639 Kelly, Miss. Anna Katherine "Annie Kate"
## 640 Kelly, Miss. Mary
## 641 Kelly, Mrs. Florence "Fannie"
## 642 Kennedy, Mr. John
## 643 Kent, Mr. Edward Austin
## 644 Kenyon, Mr. Frederick R
## 645 Kenyon, Mrs. Frederick R (Marion)
## 646 Khalil, Mr. Betros
## 647 Khalil, Mrs. Betros (Zahie "Maria" Elias)
## 648 Kiernan, Mr. John
## 649 Kiernan, Mr. Philip
## 650 Kilgannon, Mr. Thomas J
## 651 Kimball, Mr. Edwin Nelson Jr
## 652 Kimball, Mrs. Edwin Nelson Jr (Gertrude Parsons)
## 653 Kink, Miss. Maria
## 654 Kink, Mr. Vincenz
## 655 Kink-Heilmann, Miss. Luise Gretchen
## 656 Kink-Heilmann, Mr. Anton
## 657 Kink-Heilmann, Mrs. Anton (Luise Heilmann)
## 658 Kirkland, Rev. Charles Leonard
## 659 Klaber, Mr. Herman
## 660 Klasen, Miss. Gertrud Emilia
## 661 Klasen, Mr. Klas Albin
## 662 Klasen, Mrs. (Hulda Kristina Eugenia Lofqvist)
## 663 Knight, Mr. Robert J
## 664 Kraeff, Mr. Theodor
## 665 Krekorian, Mr. Neshan
## 666 Kreuchen, Miss. Emilie
## 667 Kvillner, Mr. Johan Henrik Johannesson
## 668 Lahoud, Mr. Sarkis
## 669 Lahtinen, Mrs. William (Anna Sylfven)
## 670 Lahtinen, Rev. William
## 671 Laitinen, Miss. Kristina Sofia
## 672 Laleff, Mr. Kristo
## 673 Lam, Mr. Ali
## 674 Lam, Mr. Len
## 675 Lamb, Mr. John Joseph
## 676 Landergren, Miss. Aurora Adelia
## 677 Lane, Mr. Patrick
## 678 Lang, Mr. Fang
## 679 Laroche, Miss. Louise
## 680 Laroche, Miss. Simonne Marie Anne Andree
## 681 Laroche, Mr. Joseph Philippe Lemercier
## 682 Laroche, Mrs. Joseph (Juliette Marie Louise Lafargue)
## 683 Larsson, Mr. August Viktor
## 684 Larsson, Mr. Bengt Edvin
## 685 Larsson-Rondberg, Mr. Edvard A
## 686 LeRoy, Miss. Bertha
## 687 Leader, Dr. Alice (Farnham)
## 688 Leeni, Mr. Fahim ("Philip Zenni")
## 689 Lefebre, Master. Henry Forbes
## 690 Lefebre, Miss. Ida
## 691 Lefebre, Miss. Jeannie
## 692 Lefebre, Miss. Mathilde
## 693 Lefebre, Mrs. Frank (Frances)
## 694 Lehmann, Miss. Bertha
## 695 Leinonen, Mr. Antti Gustaf
## 696 Leitch, Miss. Jessie Wills
## 697 Lemberopolous, Mr. Peter L
## 698 Lemore, Mrs. (Amelia Milley)
## 699 Lennon, Miss. Mary
## 700 Lennon, Mr. Denis
## 701 Leonard, Mr. Lionel
## 702 Lester, Mr. James
## 703 Lesurer, Mr. Gustave J
## 704 Levy, Mr. Rene Jacques
## 705 Lewy, Mr. Ervin G
## 706 Leyson, Mr. Robert William Norman
## 707 Lievens, Mr. Rene Aime
## 708 Lindahl, Miss. Agda Thorilda Viktoria
## 709 Lindblom, Miss. Augusta Charlotta
## 710 Lindeberg-Lind, Mr. Erik Gustaf ("Mr Edward Lingrey")
## 711 Lindell, Mr. Edvard Bengtsson
## 712 Lindell, Mrs. Edvard Bengtsson (Elin Gerda Persson)
## 713 Lindqvist, Mr. Eino William
## 714 Lindstrom, Mrs. Carl Johan (Sigrid Posse)
## 715 Linehan, Mr. Michael
## 716 Lines, Miss. Mary Conover
## 717 Lines, Mrs. Ernest H (Elizabeth Lindsey James)
## 718 Ling, Mr. Lee
## 719 Lingane, Mr. John
## 720 Lithman, Mr. Simon
## 721 Lobb, Mr. William Arthur
## 722 Lobb, Mrs. William Arthur (Cordelia K Stanlick)
## 723 Lockyer, Mr. Edward
## 724 Long, Mr. Milton Clyde
## 725 Longley, Miss. Gretchen Fiske
## 726 Loring, Mr. Joseph Holland
## 727 Louch, Mr. Charles Alexander
## 728 Louch, Mrs. Charles Alexander (Alice Adelaide Slow)
## 729 Lovell, Mr. John Hall ("Henry")
## 730 Lulic, Mr. Nikola
## 731 Lundahl, Mr. Johan Svensson
## 732 Lundin, Miss. Olga Elida
## 733 Lundstrom, Mr. Thure Edvin
## 734 Lurette, Miss. Elise
## 735 Lyntakoff, Mr. Stanko
## 736 MacKay, Mr. George William
## 737 Mack, Mrs. (Mary)
## 738 Madigan, Miss. Margaret "Maggie"
## 739 Madill, Miss. Georgette Alexandra
## 740 Madsen, Mr. Fridtjof Arne
## 741 Maenpaa, Mr. Matti Alexanteri
## 742 Maguire, Mr. John Edward
## 743 Mahon, Miss. Bridget Delia
## 744 Mahon, Mr. John
## 745 Maioni, Miss. Roberta
## 746 Maisner, Mr. Simon
## 747 Makinen, Mr. Kalle Edvard
## 748 Malachard, Mr. Noel
## 749 Mallet, Master. Andre
## 750 Mallet, Mr. Albert
## 751 Mallet, Mrs. Albert (Antoinette Magnin)
## 752 Mamee, Mr. Hanna
## 753 Mangan, Miss. Mary
## 754 Mangiavacchi, Mr. Serafino Emilio
## 755 Mannion, Miss. Margareth
## 756 Mardirosian, Mr. Sarkis
## 757 Marechal, Mr. Pierre
## 758 Markoff, Mr. Marin
## 759 Markun, Mr. Johann
## 760 Marvin, Mr. Daniel Warner
## 761 Marvin, Mrs. Daniel Warner (Mary Graham Carmichael Farquarson)
## 762 Masselmani, Mrs. Fatima
## 763 Matinoff, Mr. Nicola
## 764 Matthews, Mr. William John
## 765 Maybery, Mr. Frank Hubert
## 766 Mayne, Mlle. Berthe Antonine ("Mrs de Villiers")
## 767 McCaffry, Mr. Thomas Francis
## 768 McCarthy, Miss. Catherine "Katie"
## 769 McCarthy, Mr. Timothy J
## 770 McCormack, Mr. Thomas Joseph
## 771 McCoy, Miss. Agnes
## 772 McCoy, Miss. Alicia
## 773 McCoy, Mr. Bernard
## 774 McCrae, Mr. Arthur Gordon
## 775 McCrie, Mr. James Matthew
## 776 McDermott, Miss. Brigdet Delia
## 777 McEvoy, Mr. Michael
## 778 McGough, Mr. James Robert
## 779 McGovern, Miss. Mary
## 780 McGowan, Miss. Anna "Annie"
## 781 McGowan, Miss. Katherine
## 782 McKane, Mr. Peter David
## 783 McMahon, Mr. Martin
## 784 McNamee, Mr. Neal
## 785 McNamee, Mrs. Neal (Eileen O'Leary)
## 786 McNeill, Miss. Bridget
## 787 Meanwell, Miss. (Marion Ogden)
## 788 Meek, Mrs. Thomas (Annie Louise Rowley)
## 789 Mellinger, Miss. Madeleine Violet
## 790 Mellinger, Mrs. (Elizabeth Anne Maidment)
## 791 Mellors, Mr. William John
## 792 Meo, Mr. Alfonzo
## 793 Mernagh, Mr. Robert
## 794 Meyer, Mr. August
## 795 Meyer, Mr. Edgar Joseph
## 796 Meyer, Mrs. Edgar Joseph (Leila Saks)
## 797 Midtsjo, Mr. Karl Albert
## 798 Miles, Mr. Frank
## 799 Millet, Mr. Francis Davis
## 800 Milling, Mr. Jacob Christian
## 801 Minahan, Dr. William Edward
## 802 Minahan, Miss. Daisy E
## 803 Minahan, Mrs. William Edward (Lillian E Thorpe)
## 804 Mineff, Mr. Ivan
## 805 Minkoff, Mr. Lazar
## 806 Mionoff, Mr. Stoytcho
## 807 Mitchell, Mr. Henry Michael
## 808 Mitkoff, Mr. Mito
## 809 Mock, Mr. Philipp Edmund
## 810 Mockler, Miss. Helen Mary "Ellie"
## 811 Moen, Mr. Sigurd Hansen
## 812 Molson, Mr. Harry Markland
## 813 Montvila, Rev. Juozas
## 814 Moor, Master. Meier
## 815 Moor, Mrs. (Beila)
## 816 Moore, Mr. Clarence Bloomfield
## 817 Moore, Mr. Leonard Charles
## 818 Moran, Miss. Bertha
## 819 Moran, Mr. Daniel J
## 820 Moran, Mr. James
## 821 Moraweck, Dr. Ernest
## 822 Morley, Mr. Henry Samuel ("Mr Henry Marshall")
## 823 Morley, Mr. William
## 824 Morrow, Mr. Thomas Rowan
## 825 Moss, Mr. Albert Johan
## 826 Moubarek, Master. Gerios
## 827 Moubarek, Master. Halim Gonios ("William George")
## 828 Moubarek, Mrs. George (Omine "Amenia" Alexander)
## 829 Moussa, Mrs. (Mantoura Boulos)
## 830 Moutal, Mr. Rahamin Haim
## 831 Mudd, Mr. Thomas Charles
## 832 Mullens, Miss. Katherine "Katie"
## 833 Mulvihill, Miss. Bertha E
## 834 Murdlin, Mr. Joseph
## 835 Murphy, Miss. Katherine "Kate"
## 836 Murphy, Miss. Margaret Jane
## 837 Murphy, Miss. Nora
## 838 Myhrman, Mr. Pehr Fabian Oliver Malkolm
## 839 Myles, Mr. Thomas Francis
## 840 Naidenoff, Mr. Penko
## 841 Najib, Miss. Adele Kiamie "Jane"
## 842 Nakid, Miss. Maria ("Mary")
## 843 Nakid, Mr. Sahid
## 844 Nakid, Mrs. Said (Waika "Mary" Mowad)
## 845 Nancarrow, Mr. William Henry
## 846 Nankoff, Mr. Minko
## 847 Nasr, Mr. Mustafa
## 848 Nasser, Mr. Nicholas
## 849 Nasser, Mrs. Nicholas (Adele Achem)
## 850 Natsch, Mr. Charles H
## 851 Naughton, Miss. Hannah
## 852 Navratil, Master. Edmond Roger
## 853 Navratil, Master. Michel M
## 854 Navratil, Mr. Michel ("Louis M Hoffman")
## 855 Nenkoff, Mr. Christo
## 856 Nesson, Mr. Israel
## 857 Newell, Miss. Madeleine
## 858 Newell, Miss. Marjorie
## 859 Newell, Mr. Arthur Webster
## 860 Newsom, Miss. Helen Monypeny
## 861 Nicholls, Mr. Joseph Charles
## 862 Nicholson, Mr. Arthur Ernest
## 863 Nicola-Yarred, Master. Elias
## 864 Nicola-Yarred, Miss. Jamila
## 865 Nieminen, Miss. Manta Josefina
## 866 Niklasson, Mr. Samuel
## 867 Nilsson, Miss. Berta Olivia
## 868 Nilsson, Miss. Helmina Josefina
## 869 Nilsson, Mr. August Ferdinand
## 870 Nirva, Mr. Iisakki Antino Aijo
## 871 Niskanen, Mr. Juha
## 872 Norman, Mr. Robert Douglas
## 873 Nosworthy, Mr. Richard Cater
## 874 Nourney, Mr. Alfred ("Baron von Drachstedt")
## 875 Novel, Mr. Mansouer
## 876 Nye, Mrs. (Elizabeth Ramell)
## 877 Nysten, Miss. Anna Sofia
## 878 Nysveen, Mr. Johan Hansen
## 879 O'Brien, Mr. Thomas
## 880 O'Brien, Mr. Timothy
## 881 O'Brien, Mrs. Thomas (Johanna "Hannah" Godfrey)
## 882 O'Connell, Mr. Patrick D
## 883 O'Connor, Mr. Maurice
## 884 O'Connor, Mr. Patrick
## 885 O'Donoghue, Ms. Bridget
## 886 O'Driscoll, Miss. Bridget
## 887 O'Dwyer, Miss. Ellen "Nellie"
## 888 O'Keefe, Mr. Patrick
## 889 O'Leary, Miss. Hanora "Norah"
## 890 O'Sullivan, Miss. Bridget Mary
## 891 Odahl, Mr. Nils Martin
## 892 Ohman, Miss. Velin
## 893 Oliva y Ocana, Dona. Fermina
## 894 Olsen, Master. Artur Karl
## 895 Olsen, Mr. Henry Margido
## 896 Olsen, Mr. Karl Siegwart Andreas
## 897 Olsen, Mr. Ole Martin
## 898 Olsson, Miss. Elina
## 899 Olsson, Mr. Nils Johan Goransson
## 900 Olsson, Mr. Oscar Wilhelm
## 901 Olsvigen, Mr. Thor Anderson
## 902 Omont, Mr. Alfred Fernand
## 903 Oreskovic, Miss. Jelka
## 904 Oreskovic, Miss. Marija
## 905 Oreskovic, Mr. Luka
## 906 Osen, Mr. Olaf Elon
## 907 Osman, Mrs. Mara
## 908 Ostby, Miss. Helene Ragnhild
## 909 Ostby, Mr. Engelhart Cornelius
## 910 Otter, Mr. Richard
## 911 Ovies y Rodriguez, Mr. Servando
## 912 Oxenham, Mr. Percy Thomas
## 913 Padro y Manent, Mr. Julian
## 914 Pain, Dr. Alfred
## 915 Pallas y Castello, Mr. Emilio
## 916 Palsson, Master. Gosta Leonard
## 917 Palsson, Master. Paul Folke
## 918 Palsson, Miss. Stina Viola
## 919 Palsson, Miss. Torborg Danira
## 920 Palsson, Mrs. Nils (Alma Cornelia Berglund)
## 921 Panula, Master. Eino Viljami
## 922 Panula, Master. Juha Niilo
## 923 Panula, Master. Urho Abraham
## 924 Panula, Mr. Ernesti Arvid
## 925 Panula, Mr. Jaako Arnold
## 926 Panula, Mrs. Juha (Maria Emilia Ojala)
## 927 Parker, Mr. Clifford Richard
## 928 Parkes, Mr. Francis "Frank"
## 929 Parr, Mr. William Henry Marsh
## 930 Parrish, Mrs. (Lutie Davis)
## 931 Partner, Mr. Austen
## 932 Pasic, Mr. Jakob
## 933 Patchett, Mr. George
## 934 Paulner, Mr. Uscher
## 935 Pavlovic, Mr. Stefo
## 936 Payne, Mr. Vivian Ponsonby
## 937 Peacock, Master. Alfred Edward
## 938 Peacock, Miss. Treasteall
## 939 Peacock, Mrs. Benjamin (Edith Nile)
## 940 Pearce, Mr. Ernest
## 941 Pears, Mr. Thomas Clinton
## 942 Pears, Mrs. Thomas (Edith Wearne)
## 943 Pedersen, Mr. Olaf
## 944 Peduzzi, Mr. Joseph
## 945 Pekoniemi, Mr. Edvard
## 946 Peltomaki, Mr. Nikolai Johannes
## 947 Penasco y Castellana, Mr. Victor de Satode
## 948 Penasco y Castellana, Mrs. Victor de Satode (Maria Josefa Perez de Soto y Vallejo)
## 949 Pengelly, Mr. Frederick William
## 950 Perkin, Mr. John Henry
## 951 Pernot, Mr. Rene
## 952 Perreault, Miss. Anne
## 953 Persson, Mr. Ernst Ulrik
## 954 Peruschitz, Rev. Joseph Maria
## 955 Peter, Master. Michael J
## 956 Peter, Miss. Anna
## 957 Peter, Mrs. Catherine (Catherine Rizk)
## 958 Peters, Miss. Katie
## 959 Petersen, Mr. Marius
## 960 Petranec, Miss. Matilda
## 961 Petroff, Mr. Nedelio
## 962 Petroff, Mr. Pastcho ("Pentcho")
## 963 Petterson, Mr. Johan Emil
## 964 Pettersson, Miss. Ellen Natalia
## 965 Peuchen, Major. Arthur Godfrey
## 966 Phillips, Miss. Alice Frances Louisa
## 967 Phillips, Miss. Kate Florence ("Mrs Kate Louise Phillips Marshall")
## 968 Phillips, Mr. Escott Robert
## 969 Pickard, Mr. Berk (Berk Trembisky)
## 970 Pinsky, Mrs. (Rosa)
## 971 Plotcharsky, Mr. Vasil
## 972 Pokrnic, Mr. Mate
## 973 Pokrnic, Mr. Tome
## 974 Ponesell, Mr. Martin
## 975 Portaluppi, Mr. Emilio Ilario Giuseppe
## 976 Porter, Mr. Walter Chamberlain
## 977 Potter, Mrs. Thomas Jr (Lily Alexenia Wilson)
## 978 Pulbaum, Mr. Franz
## 979 Quick, Miss. Phyllis May
## 980 Quick, Miss. Winifred Vera
## 981 Quick, Mrs. Frederick Charles (Jane Richards)
## 982 Radeff, Mr. Alexander
## 983 Rasmussen, Mrs. (Lena Jacobsen Solvang)
## 984 Razi, Mr. Raihed
## 985 Reed, Mr. James George
## 986 Reeves, Mr. David
## 987 Rekic, Mr. Tido
## 988 Renouf, Mr. Peter Henry
## 989 Renouf, Mrs. Peter Henry (Lillian Jefferys)
## 990 Reuchlin, Jonkheer. John George
## 991 Reynaldo, Ms. Encarnacion
## 992 Reynolds, Mr. Harold J
## 993 Rheims, Mr. George Alexander Lucien
## 994 Rice, Master. Albert
## 995 Rice, Master. Arthur
## 996 Rice, Master. Eric
## 997 Rice, Master. Eugene
## 998 Rice, Master. George Hugh
## 999 Rice, Mrs. William (Margaret Norton)
## 1000 Richard, Mr. Emile
## 1001 Richards, Master. George Sibley
## 1002 Richards, Master. William Rowe
## 1003 Richards, Mrs. Sidney (Emily Hocking)
## 1004 Ridsdale, Miss. Lucy
## 1005 Riihivouri, Miss. Susanna Juhantytar "Sanni"
## 1006 Ringhini, Mr. Sante
## 1007 Rintamaki, Mr. Matti
## 1008 Riordan, Miss. Johanna "Hannah"
## 1009 Risien, Mr. Samuel Beard
## 1010 Risien, Mrs. Samuel (Emma)
## 1011 Robbins, Mr. Victor
## 1012 Robert, Mrs. Edward Scott (Elisabeth Walton McMillan)
## 1013 Robins, Mr. Alexander A
## 1014 Robins, Mrs. Alexander A (Grace Charity Laury)
## 1015 Roebling, Mr. Washington Augustus II
## 1016 Rogers, Mr. Reginald Harry
## 1017 Rogers, Mr. William John
## 1018 Romaine, Mr. Charles Hallace ("Mr C Rolmane")
## 1019 Rommetvedt, Mr. Knud Paust
## 1020 Rood, Mr. Hugh Roscoe
## 1021 Rosblom, Miss. Salli Helena
## 1022 Rosblom, Mr. Viktor Richard
## 1023 Rosblom, Mrs. Viktor (Helena Wilhelmina)
## 1024 Rosenbaum, Miss. Edith Louise
## 1025 Rosenshine, Mr. George ("Mr George Thorne")
## 1026 Ross, Mr. John Hugo
## 1027 Roth, Miss. Sarah A
## 1028 Rothes, the Countess. of (Lucy Noel Martha Dyer-Edwards)
## 1029 Rothschild, Mr. Martin
## 1030 Rothschild, Mrs. Martin (Elizabeth L. Barrett)
## 1031 Rouse, Mr. Richard Henry
## 1032 Rowe, Mr. Alfred G
## 1033 Rugg, Miss. Emily
## 1034 Rush, Mr. Alfred George John
## 1035 Ryan, Mr. Edward
## 1036 Ryan, Mr. Patrick
## 1037 Ryerson, Master. John Borie
## 1038 Ryerson, Miss. Emily Borie
## 1039 Ryerson, Miss. Susan Parker "Suzette"
## 1040 Ryerson, Mr. Arthur Larned
## 1041 Ryerson, Mrs. Arthur Larned (Emily Maria Borie)
## 1042 Saad, Mr. Amin
## 1043 Saad, Mr. Khalil
## 1044 Saade, Mr. Jean Nassr
## 1045 Saalfeld, Mr. Adolphe
## 1046 Sadlier, Mr. Matthew
## 1047 Sadowitz, Mr. Harry
## 1048 Saether, Mr. Simon Sivertsen
## 1049 Sage, Master. Thomas Henry
## 1050 Sage, Master. William Henry
## 1051 Sage, Miss. Ada
## 1052 Sage, Miss. Constance Gladys
## 1053 Sage, Miss. Dorothy Edith "Dolly"
## 1054 Sage, Miss. Stella Anna
## 1055 Sage, Mr. Douglas Bullen
## 1056 Sage, Mr. Frederick
## 1057 Sage, Mr. George John Jr
## 1058 Sage, Mr. John George
## 1059 Sage, Mrs. John (Annie Bullen)
## 1060 Sagesser, Mlle. Emma
## 1061 Salander, Mr. Karl Johan
## 1062 Salkjelsvik, Miss. Anna Kristine
## 1063 Salomon, Mr. Abraham L
## 1064 Salonen, Mr. Johan Werner
## 1065 Samaan, Mr. Elias
## 1066 Samaan, Mr. Hanna
## 1067 Samaan, Mr. Youssef
## 1068 Sandstrom, Miss. Beatrice Irene
## 1069 Sandstrom, Miss. Marguerite Rut
## 1070 Sandstrom, Mrs. Hjalmar (Agnes Charlotta Bengtsson)
## 1071 Sap, Mr. Julius
## 1072 Saundercock, Mr. William Henry
## 1073 Sawyer, Mr. Frederick Charles
## 1074 Scanlan, Mr. James
## 1075 Schabert, Mrs. Paul (Emma Mock)
## 1076 Schmidt, Mr. August
## 1077 Sdycoff, Mr. Todor
## 1078 Sedgwick, Mr. Charles Frederick Waddington
## 1079 Serepeca, Miss. Augusta
## 1080 Seward, Mr. Frederic Kimber
## 1081 Sharp, Mr. Percival James R
## 1082 Shaughnessy, Mr. Patrick
## 1083 Sheerlinck, Mr. Jan Baptist
## 1084 Shellard, Mr. Frederick William
## 1085 Shelley, Mrs. William (Imanita Parrish Hall)
## 1086 Shine, Miss. Ellen Natalia
## 1087 Shorney, Mr. Charles Joseph
## 1088 Shutes, Miss. Elizabeth W
## 1089 Silven, Miss. Lyyli Karoliina
## 1090 Silverthorne, Mr. Spencer Victor
## 1091 Silvey, Mr. William Baird
## 1092 Silvey, Mrs. William Baird (Alice Munger)
## 1093 Simmons, Mr. John
## 1094 Simonius-Blumer, Col. Oberst Alfons
## 1095 Sincock, Miss. Maude
## 1096 Sinkkonen, Miss. Anna
## 1097 Sirayanian, Mr. Orsen
## 1098 Sirota, Mr. Maurice
## 1099 Sivic, Mr. Husein
## 1100 Sivola, Mr. Antti Wilhelm
## 1101 Sjoblom, Miss. Anna Sofia
## 1102 Sjostedt, Mr. Ernst Adolf
## 1103 Skoog, Master. Harald
## 1104 Skoog, Master. Karl Thorsten
## 1105 Skoog, Miss. Mabel
## 1106 Skoog, Miss. Margit Elizabeth
## 1107 Skoog, Mr. Wilhelm
## 1108 Skoog, Mrs. William (Anna Bernhardina Karlsson)
## 1109 Slabenoff, Mr. Petco
## 1110 Slayter, Miss. Hilda Mary
## 1111 Slemen, Mr. Richard James
## 1112 Slocovski, Mr. Selman Francis
## 1113 Sloper, Mr. William Thompson
## 1114 Smart, Mr. John Montgomery
## 1115 Smiljanic, Mr. Mile
## 1116 Smith, Miss. Marion Elsie
## 1117 Smith, Mr. James Clinch
## 1118 Smith, Mr. Lucien Philip
## 1119 Smith, Mr. Richard William
## 1120 Smith, Mr. Thomas
## 1121 Smith, Mrs. Lucien Philip (Mary Eloise Hughes)
## 1122 Smyth, Miss. Julia
## 1123 Snyder, Mr. John Pillsbury
## 1124 Snyder, Mrs. John Pillsbury (Nelle Stevenson)
## 1125 Sobey, Mr. Samuel James Hayden
## 1126 Soholt, Mr. Peter Andreas Lauritz Andersen
## 1127 Somerton, Mr. Francis William
## 1128 Spector, Mr. Woolf
## 1129 Spedden, Master. Robert Douglas
## 1130 Spedden, Mr. Frederic Oakley
## 1131 Spedden, Mrs. Frederic Oakley (Margaretta Corning Stone)
## 1132 Spencer, Mr. William Augustus
## 1133 Spencer, Mrs. William Augustus (Marie Eugenie)
## 1134 Spinner, Mr. Henry John
## 1135 Stahelin-Maeglin, Dr. Max
## 1136 Staneff, Mr. Ivan
## 1137 Stankovic, Mr. Ivan
## 1138 Stanley, Miss. Amy Zillah Elsie
## 1139 Stanley, Mr. Edward Roland
## 1140 Stanton, Mr. Samuel Ward
## 1141 Stead, Mr. William Thomas
## 1142 Stengel, Mr. Charles Emil Henry
## 1143 Stengel, Mrs. Charles Emil Henry (Annie May Morris)
## 1144 Stephenson, Mrs. Walter Bertram (Martha Eustis)
## 1145 Stewart, Mr. Albert A
## 1146 Stokes, Mr. Philip Joseph
## 1147 Stone, Mrs. George Nelson (Martha Evelyn)
## 1148 Storey, Mr. Thomas
## 1149 Stoytcheff, Mr. Ilia
## 1150 Strandberg, Miss. Ida Sofia
## 1151 Stranden, Mr. Juho
## 1152 Straus, Mr. Isidor
## 1153 Straus, Mrs. Isidor (Rosalie Ida Blun)
## 1154 Strilic, Mr. Ivan
## 1155 Strom, Miss. Telma Matilda
## 1156 Strom, Mrs. Wilhelm (Elna Matilda Persson)
## 1157 Sunderland, Mr. Victor Francis
## 1158 Sundman, Mr. Johan Julian
## 1159 Sutehall, Mr. Henry Jr
## 1160 Sutton, Mr. Frederick
## 1161 Svensson, Mr. Johan
## 1162 Svensson, Mr. Johan Cervin
## 1163 Svensson, Mr. Olof
## 1164 Swane, Mr. George
## 1165 Sweet, Mr. George Frederick
## 1166 Swift, Mrs. Frederick Joel (Margaret Welles Barron)
## 1167 Taussig, Miss. Ruth
## 1168 Taussig, Mr. Emil
## 1169 Taussig, Mrs. Emil (Tillie Mandelbaum)
## 1170 Taylor, Mr. Elmer Zebley
## 1171 Taylor, Mrs. Elmer Zebley (Juliet Cummins Wright)
## 1172 Tenglin, Mr. Gunnar Isidor
## 1173 Thayer, Mr. John Borland
## 1174 Thayer, Mr. John Borland Jr
## 1175 Thayer, Mrs. John Borland (Marian Longstreth Morris)
## 1176 Theobald, Mr. Thomas Leonard
## 1177 Thomas, Master. Assad Alexander
## 1178 Thomas, Mr. Charles P
## 1179 Thomas, Mr. John
## 1180 Thomas, Mr. Tannous
## 1181 Thomas, Mrs. Alexander (Thamine "Thelma")
## 1182 Thomson, Mr. Alexander Morrison
## 1183 Thorne, Mrs. Gertrude Maybelle
## 1184 Thorneycroft, Mr. Percival
## 1185 Thorneycroft, Mrs. Percival (Florence Kate White)
## 1186 Tikkanen, Mr. Juho
## 1187 Tobin, Mr. Roger
## 1188 Todoroff, Mr. Lalio
## 1189 Tomlin, Mr. Ernest Portage
## 1190 Toomey, Miss. Ellen
## 1191 Torber, Mr. Ernst William
## 1192 Torfa, Mr. Assad
## 1193 Tornquist, Mr. William Henry
## 1194 Toufik, Mr. Nakli
## 1195 Touma, Master. Georges Youssef
## 1196 Touma, Miss. Maria Youssef
## 1197 Touma, Mrs. Darwis (Hanne Youssef Razi)
## 1198 Troupiansky, Mr. Moses Aaron
## 1199 Trout, Mrs. William H (Jessie L)
## 1200 Troutt, Miss. Edwina Celia "Winnie"
## 1201 Tucker, Mr. Gilbert Milligan Jr
## 1202 Turcin, Mr. Stjepan
## 1203 Turja, Miss. Anna Sofia
## 1204 Turkula, Mrs. (Hedwig)
## 1205 Turpin, Mr. William John Robert
## 1206 Turpin, Mrs. William John Robert (Dorothy Ann Wonnacott)
## 1207 Uruchurtu, Don. Manuel E
## 1208 Van Impe, Miss. Catharina
## 1209 Van Impe, Mr. Jean Baptiste
## 1210 Van Impe, Mrs. Jean Baptiste (Rosalie Paula Govaert)
## 1211 Van der hoef, Mr. Wyckoff
## 1212 Vande Velde, Mr. Johannes Joseph
## 1213 Vande Walle, Mr. Nestor Cyriel
## 1214 Vanden Steen, Mr. Leo Peter
## 1215 Vander Cruyssen, Mr. Victor
## 1216 Vander Planke, Miss. Augusta Maria
## 1217 Vander Planke, Mr. Julius
## 1218 Vander Planke, Mr. Leo Edmondus
## 1219 Vander Planke, Mrs. Julius (Emelia Maria Vandemoortele)
## 1220 Vartanian, Mr. David
## 1221 Veal, Mr. James
## 1222 Vendel, Mr. Olof Edvin
## 1223 Vestrom, Miss. Hulda Amanda Adolfina
## 1224 Vovk, Mr. Janko
## 1225 Waelens, Mr. Achille
## 1226 Walcroft, Miss. Nellie
## 1227 Walker, Mr. William Anderson
## 1228 Ward, Miss. Anna
## 1229 Ware, Mr. Frederick
## 1230 Ware, Mr. John James
## 1231 Ware, Mr. William Jeffery
## 1232 Ware, Mrs. John James (Florence Louise Long)
## 1233 Warren, Mr. Charles William
## 1234 Warren, Mr. Frank Manley
## 1235 Warren, Mrs. Frank Manley (Anna Sophia Atkinson)
## 1236 Watson, Mr. Ennis Hastings
## 1237 Watt, Miss. Bertha J
## 1238 Watt, Mrs. James (Elizabeth "Bessie" Inglis Milne)
## 1239 Webber, Miss. Susan
## 1240 Webber, Mr. James
## 1241 Weir, Col. John
## 1242 Weisz, Mr. Leopold
## 1243 Weisz, Mrs. Leopold (Mathilde Francoise Pede)
## 1244 Wells, Master. Ralph Lester
## 1245 Wells, Miss. Joan
## 1246 Wells, Mrs. Arthur Henry ("Addie" Dart Trevaskis)
## 1247 Wenzel, Mr. Linhart
## 1248 West, Miss. Barbara J
## 1249 West, Miss. Constance Mirium
## 1250 West, Mr. Edwy Arthur
## 1251 West, Mrs. Edwy Arthur (Ada Mary Worth)
## 1252 Whabee, Mrs. George Joseph (Shawneene Abi-Saab)
## 1253 Wheadon, Mr. Edward H
## 1254 Wheeler, Mr. Edwin "Frederick"
## 1255 White, Mr. Percival Wayland
## 1256 White, Mr. Richard Frasar
## 1257 White, Mrs. John Stuart (Ella Holmes)
## 1258 Wick, Miss. Mary Natalie
## 1259 Wick, Mr. George Dennick
## 1260 Wick, Mrs. George Dennick (Mary Hitchcock)
## 1261 Widegren, Mr. Carl/Charles Peter
## 1262 Widener, Mr. George Dunton
## 1263 Widener, Mr. Harry Elkins
## 1264 Widener, Mrs. George Dunton (Eleanor Elkins)
## 1265 Wiklund, Mr. Jakob Alfred
## 1266 Wiklund, Mr. Karl Johan
## 1267 Wilhelms, Mr. Charles
## 1268 Wilkes, Mrs. James (Ellen Needs)
## 1269 Willard, Miss. Constance
## 1270 Willer, Mr. Aaron ("Abi Weller")
## 1271 Willey, Mr. Edward
## 1272 Williams, Mr. Charles Duane
## 1273 Williams, Mr. Charles Eugene
## 1274 Williams, Mr. Howard Hugh "Harry"
## 1275 Williams, Mr. Leslie
## 1276 Williams, Mr. Richard Norris II
## 1277 Williams-Lambert, Mr. Fletcher Fellows
## 1278 Wilson, Miss. Helen Alice
## 1279 Windelov, Mr. Einar
## 1280 Wirz, Mr. Albert
## 1281 Wiseman, Mr. Phillippe
## 1282 Wittevrongel, Mr. Camille
## 1283 Woolner, Mr. Hugh
## 1284 Wright, Miss. Marion
## 1285 Wright, Mr. George
## 1286 Yasbeck, Mr. Antoni
## 1287 Yasbeck, Mrs. Antoni (Selini Alexander)
## 1288 Young, Miss. Marie Grice
## 1289 Youseff, Mr. Gerious
## 1290 Yousif, Mr. Wazli
## 1291 Yousseff, Mr. Gerious
## 1292 Yrois, Miss. Henriette ("Mrs Harbeck")
## 1293 Zabour, Miss. Hileni
## 1294 Zabour, Miss. Thamine
## 1295 Zakarian, Mr. Mapriededer
## 1296 Zakarian, Mr. Ortin
## 1297 Zimmerman, Mr. Leo
## 1298 de Brito, Mr. Jose Joaquim
## 1299 de Messemaeker, Mr. Guillaume Joseph
## 1300 de Messemaeker, Mrs. Guillaume Joseph (Emma)
## 1301 de Mulder, Mr. Theodore
## 1302 de Pelsmaeker, Mr. Alfons
## 1303 del Carlo, Mr. Sebastiano
## 1304 del Carlo, Mrs. Sebastiano (Argenia Genovesi)
## 1305 van Billiard, Master. James William
## 1306 van Billiard, Master. Walter John
## 1307 van Billiard, Mr. Austin Blyler
## 1308 van Melkebeke, Mr. Philemon
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## 891 SOTON/O.Q. 392078 1
## 892 SOTON/O.Q. 392087 1
## 893 SOTON/O2 3101272 1
## 894 SOTON/O2 3101284 1
## 895 SOTON/O2 3101287 1
## 896 SOTON/OQ 3101316 1
## 897 SOTON/OQ 3101317 1
## 898 SOTON/OQ 392076 1
## 899 SOTON/OQ 392082 1
## 900 SOTON/OQ 392083 1
## 901 SOTON/OQ 392086 1
## 902 SOTON/OQ 392089 1
## 903 SOTON/OQ 392090 1
## 904 STON/O 2. 3101268 1
## 905 STON/O 2. 3101269 1
## 906 STON/O 2. 3101273 1
## 907 STON/O 2. 3101274 1
## 908 STON/O 2. 3101275 1
## 909 STON/O 2. 3101280 1
## 910 STON/O 2. 3101285 1
## 911 STON/O 2. 3101286 1
## 912 STON/O 2. 3101288 1
## 913 STON/O 2. 3101289 1
## 914 STON/O 2. 3101291 1
## 915 STON/O 2. 3101292 1
## 916 STON/O 2. 3101293 1
## 917 STON/O 2. 3101294 1
## 918 STON/O2. 3101270 1
## 919 STON/O2. 3101271 1
## 920 STON/O2. 3101282 1
## 921 STON/O2. 3101283 1
## 922 STON/O2. 3101290 1
## 923 STON/OQ. 369943 1
## 924 SW/PP 751 1
## 925 W./C. 14258 1
## 926 W./C. 14260 1
## 927 W./C. 14263 1
## 928 W./C. 14266 1
## 929 W./C. 6609 1
## 930 W/C 14208 1## cabin n
## 1 1015
## 2 C23 C25 C27 6
## 3 B57 B59 B63 B66 5
## 4 G6 5
## 5 B96 B98 4
## 6 C22 C26 4
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## 8 D 4
## 9 F2 4
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## 11 F4 4
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## 13 B51 B53 B55 3
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## 65 D33 2
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## 90 A24 1
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## 118 B73 1
## 119 B79 1
## 120 B80 1
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## 152 D22 1
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## 158 D46 1
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## 160 D48 1
## 161 D49 1
## 162 D50 1
## 163 D56 1
## 164 D6 1
## 165 D7 1
## 166 D9 1
## 167 E10 1
## 168 E12 1
## 169 E17 1
## 170 E36 1
## 171 E38 1
## 172 E39 E41 1
## 173 E40 1
## 174 E45 1
## 175 E49 1
## 176 E52 1
## 177 E58 1
## 178 E60 1
## 179 E63 1
## 180 E68 1
## 181 E77 1
## 182 F 1
## 183 F E46 1
## 184 F E57 1
## 185 F E69 1
## 186 F38 1
## 187 T 1## embarked n
## 1 S 914
## 2 C 270
## 3 Q 123
## 4 3## boat n
## 1 824
## 2 13 39
## 3 C 38
## 4 15 37
## 5 14 33
## 6 4 31
## 7 10 29
## 8 5 27
## 9 3 26
## 10 11 25
## 11 9 25
## 12 16 23
## 13 7 23
## 14 8 23
## 15 6 20
## 16 D 20
## 17 12 19
## 18 2 13
## 19 A 11
## 20 B 9
## 21 1 5
## 22 13 15 2
## 23 5 7 2
## 24 C D 2
## 25 13 15 B 1
## 26 15 16 1
## 27 5 9 1
## 28 8 10 1## home.dest n
## 1 565
## 2 New York, NY 64
## 3 London 14
## 4 Montreal, PQ 10
## 5 Cornwall / Akron, OH 9
## 6 Paris, France 9
## 7 Philadelphia, PA 8
## 8 Wiltshire, England Niagara Falls, NY 8
## 9 Winnipeg, MB 8
## 10 Belfast 7
## 11 Brooklyn, NY 7
## 12 Sweden Winnipeg, MN 7
## 13 Bulgaria Chicago, IL 5
## 14 Haverford, PA / Cooperstown, NY 5
## 15 Ottawa, ON 5
## 16 Rotherfield, Sussex, England Essex Co, MA 5
## 17 Somerset / Bernardsville, NJ 5
## 18 Sweden Worcester, MA 5
## 19 Austria 4
## 20 Bournmouth, England 4
## 21 Bryn Mawr, PA 4
## 22 Chicago, IL 4
## 23 Devon, England Wichita, KS 4
## 24 Guernsey / Elizabeth, NJ 4
## 25 Guntur, India / Benton Harbour, MI 4
## 26 Haverford, PA 4
## 27 Ireland Chicago, IL 4
## 28 Ireland New York, NY 4
## 29 London, England 4
## 30 Minneapolis, MN 4
## 31 Montreal, PQ / Chesterville, ON 4
## 32 Paris / Haiti 4
## 33 Paris / Montreal, PQ 4
## 34 Ruotsinphytaa, Finland New York, NY 4
## 35 San Francisco, CA 4
## 36 St Louis, MO 4
## 37 Syria New York, NY 4
## 38 Washington, DC 4
## 39 Youngstown, OH 4
## 40 Bangkok, Thailand / Roseville, IL 3
## 41 Bishopstoke, Hants / Fayette Valley, ID 3
## 42 Boston, MA 3
## 43 Cape Town, South Africa / Seattle, WA 3
## 44 Duluth, MN 3
## 45 East Providence, RI 3
## 46 Elkins Park, PA 3
## 47 England Brooklyn, NY 3
## 48 Greenport, NY 3
## 49 Hong Kong New York, NY 3
## 50 Hudson, NY 3
## 51 Ilford, Essex / Winnipeg, MB 3
## 52 Ireland 3
## 53 Lakewood, NJ 3
## 54 Lexington, MA 3
## 55 Los Angeles, CA 3
## 56 Milwaukee, WI 3
## 57 Montevideo, Uruguay 3
## 58 Newark, NJ 3
## 59 Nice, France 3
## 60 Paris 3
## 61 Plymouth, Devon / Detroit, MI 3
## 62 Portland, OR 3
## 63 Rochester, NY 3
## 64 Southampton 3
## 65 Stanton, IA 3
## 66 Strood, Kent, England Detroit, MI 3
## 67 Sweden Worcester, MA 3
## 68 Syria 3
## 69 Syria Kent, ON 3
## 70 Syria Ottawa, ON 3
## 71 Tuxedo Park, NY 3
## 72 West Bromwich, England Pontiac, MI 3
## 73 West Hampstead, London / Neepawa, MB 3
## 74 Zurich, Switzerland 3
## 75 Aberdeen / Portland, OR 2
## 76 Altdorf, Switzerland 2
## 77 Amenia, ND 2
## 78 Barcelona, Spain / Havana, Cuba 2
## 79 Basel, Switzerland 2
## 80 Bournemouth, England Newark, NJ 2
## 81 Bridgerule, Devon 2
## 82 Bristol, England / New Britain, CT 2
## 83 Bromsgrove, England / Montreal, PQ 2
## 84 Bronx, NY 2
## 85 Brunswick, ME 2
## 86 Calgary, AB 2
## 87 Co Athlone, Ireland New York, NY 2
## 88 Co Longford, Ireland New York, NY 2
## 89 Cornwall 2
## 90 Cornwall / Camden, NJ 2
## 91 Cornwall / Clear Creek, CO 2
## 92 Cornwall / Hancock, MI 2
## 93 Cornwall / Houghton, MI 2
## 94 Cornwall / Spokane, WA 2
## 95 Deephaven, MN / Cedar Rapids, IA 2
## 96 Denmark Hill, Surrey / Chicago 2
## 97 Detroit, MI 2
## 98 Dowagiac, MI 2
## 99 Elizabeth, NJ 2
## 100 England 2
## 101 England / Bennington, VT 2
## 102 England / Sacramento, CA 2
## 103 England / San Francisco, CA 2
## 104 England Albion, NY 2
## 105 Fond du Lac, WI 2
## 106 Geneva, Switzerland / Radnor, PA 2
## 107 Greece 2
## 108 Greenwich, CT 2
## 109 Guernsey 2
## 110 Halifax, NS 2
## 111 Huntington, WV 2
## 112 Ilfracombe, Devon 2
## 113 Indianapolis, IN 2
## 114 Isleworth, England 2
## 115 Little Onn Hall, Staffs 2
## 116 Liverpool 2
## 117 Liverpool / Montreal, PQ 2
## 118 Liverpool, England Bedford, OH 2
## 119 London / East Orange, NJ 2
## 120 London / New York, NY 2
## 121 London / Paris 2
## 122 London, England Norfolk, VA 2
## 123 Lucca, Italy / California 2
## 124 Madrid, Spain 2
## 125 Mamaroneck, NY 2
## 126 Moscow / Bronx, NY 2
## 127 Mt Airy, Philadelphia, PA 2
## 128 New Forest, England 2
## 129 New York, NY / Stamford CT 2
## 130 New York, NY / Ithaca, NY 2
## 131 Norwich / New York, NY 2
## 132 Paris, France / New York, NY 2
## 133 Penzance, Cornwall / Akron, OH 2
## 134 Plymouth, England 2
## 135 Portugal 2
## 136 Providence, RI 2
## 137 Russia New York, NY 2
## 138 Scituate, MA 2
## 139 Skara, Sweden / Rockford, IL 2
## 140 Southington / Noank, CT 2
## 141 Spain / Havana, Cuba 2
## 142 St Ives, Cornwall / Calumet, MI 2
## 143 St Ives, Cornwall / Hancock, MI 2
## 144 St Leonards-on-Sea, England Ohio 2
## 145 Stockholm, Sweden 2
## 146 Swindon, England 2
## 147 Tampico, MT 2
## 148 Trenton, NJ 2
## 149 Vancouver, BC 2
## 150 Warwick, England 2
## 151 West Haven, CT 2
## 152 Weston-Super-Mare, Somerset 2
## 153 Worcester, MA 2
## 154 ?Havana, Cuba 1
## 155 Albany, NY 1
## 156 Antwerp, Belgium / Stanton, OH 1
## 157 Argentina 1
## 158 Asarum, Sweden Brooklyn, NY 1
## 159 Ascot, Berkshire / Rochester, NY 1
## 160 Auburn, NY 1
## 161 Aughnacliff, Co Longford, Ireland New York, NY 1
## 162 Australia Fingal, ND 1
## 163 Austria Niagara Falls, NY 1
## 164 Austria-Hungary 1
## 165 Austria-Hungary / Germantown, Philadelphia, PA 1
## 166 Barre, Co Washington, VT 1
## 167 Bath, England / Massachusetts 1
## 168 Bayside, Queens, NY 1
## 169 Belfast, NI 1
## 170 Belgium Montreal, PQ 1
## 171 Belgium Detroit, MI 1
## 172 Belmont, MA 1
## 173 Bennington, VT 1
## 174 Bergen, Norway 1
## 175 Berne, Switzerland / Central City, IA 1
## 176 Birkdale, England Cleveland, Ohio 1
## 177 Bournemouth, England 1
## 178 Brennes, Norway New York 1
## 179 Bridgwater, Somerset, England 1
## 180 Brighton, MA 1
## 181 Brighton, Sussex 1
## 182 Bristol, Avon / Jacksonville, FL 1
## 183 Bristol, England Cleveland, OH 1
## 184 Brockton, MA 1
## 185 Brookline, MA 1
## 186 Broomfield, Chelmsford, England 1
## 187 Bryn Mawr, PA, USA 1
## 188 Buenos Aires, Argentina / New Jersey, NJ 1
## 189 Buffalo, NY 1
## 190 Bulgaria Coon Rapids, IA 1
## 191 Cambridge, MA 1
## 192 Catford, Kent / Detroit, MI 1
## 193 Chelsea, London 1
## 194 Cincinatti, OH 1
## 195 Clevedon, England 1
## 196 Co Clare, Ireland Washington, DC 1
## 197 Co Cork, Ireland Charlestown, MA 1
## 198 Co Cork, Ireland Roxbury, MA 1
## 199 Co Limerick, Ireland Sherbrooke, PQ 1
## 200 Co Sligo, Ireland Hartford, CT 1
## 201 Co Sligo, Ireland New York, NY 1
## 202 Cologne, Germany 1
## 203 Columbus, OH 1
## 204 Cooperstown, NY 1
## 205 Copenhagen, Denmark 1
## 206 Cornwall, England Houghton, MI 1
## 207 Croatia 1
## 208 Dagsas, Sweden Fower, MN 1
## 209 Deer Lodge, MT 1
## 210 Denmark / New York, NY 1
## 211 Denver, CO 1
## 212 Devonport, England 1
## 213 Dorchester, MA 1
## 214 Dorking, Surrey, England 1
## 215 East Bridgewater, MA 1
## 216 East Orange, NJ 1
## 217 Effington Rut, SD 1
## 218 Elmira, NY / Orange, NJ 1
## 219 England / Detroit, MI 1
## 220 England / Hartford, CT 1
## 221 England / Philadelphia, PA 1
## 222 England New York, NY 1
## 223 England Oglesby, IL 1
## 224 England Salt Lake City, Utah 1
## 225 Finland / Minneapolis, MN 1
## 226 Finland / Washington, DC 1
## 227 Finland Sudbury, ON 1
## 228 Folkstone, Kent / New York, NY 1
## 229 Foresvik, Norway Portland, ND 1
## 230 Frankfort, KY 1
## 231 Gallipolis, Ohio / ? Paris / New York 1
## 232 Germantown, Philadelphia, PA 1
## 233 Glasgow 1
## 234 Glasgow / Bangor, ME 1
## 235 Glen Ridge, NJ 1
## 236 Goteborg, Sweden / Rockford, IL 1
## 237 Goteborg, Sweden Huntley, IL 1
## 238 Green Bay, WI 1
## 239 Greensburg, PA 1
## 240 Guernsey / Montclair, NJ and/or Toledo, Ohio 1
## 241 Guernsey / Wilmington, DE 1
## 242 Guernsey, England / Edgewood, RI 1
## 243 Gunnislake, England / Butte, MT 1
## 244 Haddenfield, NJ 1
## 245 Halesworth, England 1
## 246 Hamilton, ON 1
## 247 Harrisburg, PA 1
## 248 Harrow, England 1
## 249 Harrow-on-the-Hill, Middlesex 1
## 250 Hartford, CT 1
## 251 Hartford, Huntingdonshire 1
## 252 Helsinki, Finland Ashtabula, Ohio 1
## 253 Hessle, Yorks 1
## 254 Holley, NY 1
## 255 Hornsey, England 1
## 256 Illinois, USA 1
## 257 India / Pittsburgh, PA 1
## 258 India / Rapid City, SD 1
## 259 Ireland Brooklyn, NY 1
## 260 Ireland Philadelphia, PA 1
## 261 Isle of Wight, England 1
## 262 Italy Philadelphia, PA 1
## 263 Jacksonville, FL 1
## 264 Janjgir, India / Pennsylvania 1
## 265 Karberg, Sweden Jerome Junction, AZ 1
## 266 Kilmacowen, Co Sligo, Ireland New York, NY 1
## 267 Kingston, Surrey 1
## 268 Kingwilliamstown, Co Cork, Ireland Glens Falls, NY 1
## 269 Kingwilliamstown, Co Cork, Ireland New York, NY 1
## 270 Kontiolahti, Finland / Detroit, MI 1
## 271 Krakoryd, Sweden Bloomington, IL 1
## 272 Krakudden, Sweden Moune, IL 1
## 273 Lake Arthur, Chavez County, NM 1
## 274 Lima, Peru 1
## 275 Liverpool, England / Belfast 1
## 276 London Vancouver, BC 1
## 277 London / Birmingham 1
## 278 London / Chicago, IL 1
## 279 London / Fort Byron, NY 1
## 280 London / Middlesex 1
## 281 London / Montreal, PQ 1
## 282 London / Staten Island, NY 1
## 283 London / Winnipeg, MB 1
## 284 London Brooklyn, NY 1
## 285 London New York, NY 1
## 286 London Skanteales, NY 1
## 287 London, England / Marietta, Ohio and Milwaukee, WI 1
## 288 Lower Clapton, Middlesex or Erdington, Birmingham 1
## 289 Lyndhurst, England 1
## 290 Manchester, England 1
## 291 Medeltorp, Sweden Chicago, IL 1
## 292 Merrill, WI 1
## 293 Mexico City, Mexico 1
## 294 Middleburg Heights, OH 1
## 295 Milford, NH 1
## 296 Myren, Sweden New York, NY 1
## 297 New Britain, CT 1
## 298 New York, NY / Briarcliff Manor NY 1
## 299 New York, NY / Greenwich CT 1
## 300 New York, NY / Washington, DC 1
## 301 Norrlot, Sweden Chicago, IL 1
## 302 North Evington, England 1
## 303 Norway Los Angeles, CA 1
## 304 Omaha, NE 1
## 305 Oskarshamn, Sweden Minneapolis, MN 1
## 306 Oslo, Norway Bayonne, NJ 1
## 307 Oslo, Norway Cameron, WI 1
## 308 Paris / New York, NY 1
## 309 Paris, France New York, NY 1
## 310 Pennsylvania 1
## 311 Perkins County, SD 1
## 312 Plymouth, Dorset / Houghton, MI 1
## 313 Pomeroy, WA 1
## 314 Pondersend, England / New Durham, NJ 1
## 315 Portugal / Sau Paulo, Brazil 1
## 316 Provo, UT 1
## 317 Roachdale, IN 1
## 318 Rotterdam, Netherlands 1
## 319 Ruotsinphyhtaa, Finland New York, NY 1
## 320 Russia 1
## 321 Salo, Finland Astoria, OR 1
## 322 Sarnia, ON 1
## 323 Sault St Marie, ON 1
## 324 Seattle, WA 1
## 325 Seattle, WA / Toledo, OH 1
## 326 Sittingbourne, England / San Diego, CA 1
## 327 Southampton / New York, NY 1
## 328 Southsea, Hants 1
## 329 Spain 1
## 330 Springfield, MA 1
## 331 St Andrews, Guernsey 1
## 332 St Anne's-on-Sea, Lancashire 1
## 333 St Austall, Cornwall 1
## 334 St Denys, Southampton, Hants 1
## 335 St Ives, Cornwall / Houghton, MI 1
## 336 St James, Long Island, NY 1
## 337 Stockholm, Sweden / Washington, DC 1
## 338 Stockholm, Sweden New York 1
## 339 Stoughton, MA 1
## 340 Streatham, Surrey 1
## 341 Surbiton Hill, Surrey 1
## 342 Sweden / Arlington, NJ 1
## 343 Sweden Akeley, MN 1
## 344 Sweden Chicago, IL 1
## 345 Sweden Joliet, IL 1
## 346 Sydney, Australia 1
## 347 Syria Fredericksburg, VA 1
## 348 Syria Youngstown, OH 1
## 349 Taalintehdas, Finland Hoboken, NJ 1
## 350 Tofta, Sweden Joliet, IL 1
## 351 Tokyo, Japan 1
## 352 Toronto, ON 1
## 353 Tranvik, Finland New York 1
## 354 Treherbert, Cardiff, Wales 1
## 355 Union Hill, NJ 1
## 356 Upper Burma, India Pittsburgh, PA 1
## 357 Vadsbro, Sweden Ministee, MI 1
## 358 Victoria, BC 1
## 359 Walthamstow, England 1
## 360 Waukegan, Chicago, IL 1
## 361 West Hoboken, NJ 1
## 362 West Kensington, London 1
## 363 Westcliff-on-Sea, Essex 1
## 364 Weston-Super-Mare / Moose Jaw, SK 1
## 365 Wimbledon Park, London / Hayling Island, Hants 1
## 366 Windsor, England New York, NY 1
## 367 Winnipeg, MN 1
## 368 Woodford County, KY 1
## 369 Worcester, England 1
## 370 Yoevil, England / Cottage Grove, OR 1Observaciones
- Tenemos 2 registros de nombre repetidos.
- Tenemos NA en la base de datos.
Limpiar Base de Datos
#Extraer las variables de interés
Titanic <- titanic[,c("pclass", "age", "sex", "survived")]
#Contar NA
sum(is.na(Titanic))## [1] 266## pclass age sex survived
## 1 264 0 1#Eliminar el renglon blanco
Titanic <- Titanic[-1310,]
#Convertir las variables categóricas en factores
Titanic$pclass <- as.factor(Titanic$pclass)
Titanic$sex <- as.factor(Titanic$sex)
Titanic$survived <- as.factor(ifelse(Titanic$survived==0,"Murió", "Sobrevivió"))
str(Titanic)## 'data.frame': 1309 obs. of 4 variables:
## $ pclass : Factor w/ 3 levels "1","2","3": 1 1 1 1 1 1 1 1 1 1 ...
## $ age : num 29 0.917 2 30 25 ...
## $ sex : Factor w/ 2 levels "female","male": 1 2 1 2 1 2 1 2 1 2 ...
## $ survived: Factor w/ 2 levels "Murió","Sobrevivió": 2 2 1 1 1 2 2 1 2 1 ...## pclass age sex survived
## 0 0 0 0Crear Árbol de Decisión
## n= 1046
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 1046 427 Murió (0.59177820 0.40822180)
## 2) sex=male 658 135 Murió (0.79483283 0.20516717)
## 4) age>=9.5 615 110 Murió (0.82113821 0.17886179) *
## 5) age< 9.5 43 18 Sobrevivió (0.41860465 0.58139535)
## 10) pclass=3 29 11 Murió (0.62068966 0.37931034) *
## 11) pclass=1,2 14 0 Sobrevivió (0.00000000 1.00000000) *
## 3) sex=female 388 96 Sobrevivió (0.24742268 0.75257732)
## 6) pclass=3 152 72 Murió (0.52631579 0.47368421)
## 12) age>=1.5 145 66 Murió (0.54482759 0.45517241) *
## 13) age< 1.5 7 1 Sobrevivió (0.14285714 0.85714286) *
## 7) pclass=1,2 236 16 Sobrevivió (0.06779661 0.93220339) *
Cáncer de Mama
Importar Base de Datos
cancer <- read.csv("/Users/araquezada/Documents/Tec/7mo Semestre/Analítica para Negocios/Modulo 4/cancer_de_mama.csv")## diagnosis radius_mean texture_mean perimeter_mean
## Length:569 Min. : 6.981 Min. : 9.71 Min. : 43.79
## Class :character 1st Qu.:11.700 1st Qu.:16.17 1st Qu.: 75.17
## Mode :character Median :13.370 Median :18.84 Median : 86.24
## Mean :14.127 Mean :19.29 Mean : 91.97
## 3rd Qu.:15.780 3rd Qu.:21.80 3rd Qu.:104.10
## Max. :28.110 Max. :39.28 Max. :188.50
## area_mean smoothness_mean compactness_mean concavity_mean
## Min. : 143.5 Min. :0.05263 Min. :0.01938 Min. :0.00000
## 1st Qu.: 420.3 1st Qu.:0.08637 1st Qu.:0.06492 1st Qu.:0.02956
## Median : 551.1 Median :0.09587 Median :0.09263 Median :0.06154
## Mean : 654.9 Mean :0.09636 Mean :0.10434 Mean :0.08880
## 3rd Qu.: 782.7 3rd Qu.:0.10530 3rd Qu.:0.13040 3rd Qu.:0.13070
## Max. :2501.0 Max. :0.16340 Max. :0.34540 Max. :0.42680
## concave.points_mean symmetry_mean fractal_dimension_mean radius_se
## Min. :0.00000 Min. :0.1060 Min. :0.04996 Min. :0.1115
## 1st Qu.:0.02031 1st Qu.:0.1619 1st Qu.:0.05770 1st Qu.:0.2324
## Median :0.03350 Median :0.1792 Median :0.06154 Median :0.3242
## Mean :0.04892 Mean :0.1812 Mean :0.06280 Mean :0.4052
## 3rd Qu.:0.07400 3rd Qu.:0.1957 3rd Qu.:0.06612 3rd Qu.:0.4789
## Max. :0.20120 Max. :0.3040 Max. :0.09744 Max. :2.8730
## texture_se perimeter_se area_se smoothness_se
## Min. :0.3602 Min. : 0.757 Min. : 6.802 Min. :0.001713
## 1st Qu.:0.8339 1st Qu.: 1.606 1st Qu.: 17.850 1st Qu.:0.005169
## Median :1.1080 Median : 2.287 Median : 24.530 Median :0.006380
## Mean :1.2169 Mean : 2.866 Mean : 40.337 Mean :0.007041
## 3rd Qu.:1.4740 3rd Qu.: 3.357 3rd Qu.: 45.190 3rd Qu.:0.008146
## Max. :4.8850 Max. :21.980 Max. :542.200 Max. :0.031130
## compactness_se concavity_se concave.points_se symmetry_se
## Min. :0.002252 Min. :0.00000 Min. :0.000000 Min. :0.007882
## 1st Qu.:0.013080 1st Qu.:0.01509 1st Qu.:0.007638 1st Qu.:0.015160
## Median :0.020450 Median :0.02589 Median :0.010930 Median :0.018730
## Mean :0.025478 Mean :0.03189 Mean :0.011796 Mean :0.020542
## 3rd Qu.:0.032450 3rd Qu.:0.04205 3rd Qu.:0.014710 3rd Qu.:0.023480
## Max. :0.135400 Max. :0.39600 Max. :0.052790 Max. :0.078950
## fractal_dimension_se radius_worst texture_worst perimeter_worst
## Min. :0.0008948 Min. : 7.93 Min. :12.02 Min. : 50.41
## 1st Qu.:0.0022480 1st Qu.:13.01 1st Qu.:21.08 1st Qu.: 84.11
## Median :0.0031870 Median :14.97 Median :25.41 Median : 97.66
## Mean :0.0037949 Mean :16.27 Mean :25.68 Mean :107.26
## 3rd Qu.:0.0045580 3rd Qu.:18.79 3rd Qu.:29.72 3rd Qu.:125.40
## Max. :0.0298400 Max. :36.04 Max. :49.54 Max. :251.20
## area_worst smoothness_worst compactness_worst concavity_worst
## Min. : 185.2 Min. :0.07117 Min. :0.02729 Min. :0.0000
## 1st Qu.: 515.3 1st Qu.:0.11660 1st Qu.:0.14720 1st Qu.:0.1145
## Median : 686.5 Median :0.13130 Median :0.21190 Median :0.2267
## Mean : 880.6 Mean :0.13237 Mean :0.25427 Mean :0.2722
## 3rd Qu.:1084.0 3rd Qu.:0.14600 3rd Qu.:0.33910 3rd Qu.:0.3829
## Max. :4254.0 Max. :0.22260 Max. :1.05800 Max. :1.2520
## concave.points_worst symmetry_worst fractal_dimension_worst
## Min. :0.00000 Min. :0.1565 Min. :0.05504
## 1st Qu.:0.06493 1st Qu.:0.2504 1st Qu.:0.07146
## Median :0.09993 Median :0.2822 Median :0.08004
## Mean :0.11461 Mean :0.2901 Mean :0.08395
## 3rd Qu.:0.16140 3rd Qu.:0.3179 3rd Qu.:0.09208
## Max. :0.29100 Max. :0.6638 Max. :0.20750## diagnosis n
## 1 B 357
## 2 M 212Crear Árbol de Decisión
## n= 569
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 569 212 B (0.62741652 0.37258348)
## 2) radius_worst< 16.795 379 33 B (0.91292876 0.08707124)
## 4) concave.points_worst< 0.1358 333 5 B (0.98498498 0.01501502) *
## 5) concave.points_worst>=0.1358 46 18 M (0.39130435 0.60869565)
## 10) texture_worst< 25.67 19 4 B (0.78947368 0.21052632) *
## 11) texture_worst>=25.67 27 3 M (0.11111111 0.88888889) *
## 3) radius_worst>=16.795 190 11 M (0.05789474 0.94210526) *
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