Actividad 4.2 Árbol de Decisión
Ingrid Zapata - A00829833
2023-09-19
Titanic
1. Importar la base de datos
##
## 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## 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 :11892. Entender la Base de Datos
## 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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## 1 1015
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## 180 E68 1
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## 183 F E46 1
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## 1 S 914
## 2 C 270
## 3 Q 123
## 4 3## boat n
## 1 824
## 2 13 39
## 3 C 38
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## 5 14 33
## 6 4 31
## 7 10 29
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## 10 11 25
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## 1 565
## 2 New York, NY 64
## 3 London 14
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## 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
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## 54 Lexington, MA 3
## 55 Los Angeles, CA 3
## 56 Milwaukee, WI 3
## 57 Montevideo, Uruguay 3
## 58 Newark, NJ 3
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## 62 Portland, OR 3
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## 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
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## 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
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## 150 Warwick, England 2
## 151 West Haven, CT 2
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## 173 Bennington, VT 1
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## 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
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## 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
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## 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
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## 224 England Salt Lake City, Utah 1
## 225 Finland / Minneapolis, MN 1
## 226 Finland / Washington, DC 1
## 227 Finland Sudbury, ON 1
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## 229 Foresvik, Norway Portland, ND 1
## 230 Frankfort, KY 1
## 231 Gallipolis, Ohio / ? Paris / New York 1
## 232 Germantown, Philadelphia, PA 1
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## 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 nombres duplicados
- Tenemos NA’s en la base de datos
3. Limpiar la Base de Datos
# Extraer las variables de interés
Titanic <- titanic[,c("pclass", "age", "sex", "survived")]
# ¿Cuántos NA tengo en la base de datos?
sum(is.na(Titanic))## [1] 266## pclass age sex survived
## 1 264 0 1#Eliminar renglón en 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 ...# ¿Cuántos NA tengo por variable?
Titanic <- na.omit(Titanic)
sapply(Titanic, function(x) sum(is.na(x)))## pclass age sex survived
## 0 0 0 04. Crear el 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) *
Cancer de Mama
1. Importar la base de datos
cancer_de_mama <- read.csv("/Users/ingridzapatajuarez/Downloads/R/cancer_de_mama.csv")
summary(cancer_de_mama)## 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. :0.207502. Entender la Base de Datos
## diagnosis n
## 1 B 357
## 2 M 2123. Crear el Árbol de Decisión
library(rpart)
library(rpart.plot)
arbol2 <- rpart(formula = diagnosis ~ ., data = cancer_de_mama)
arbol2## 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) *
Reflexión de la Actividadn
Como reflexión, puedo decir que el árbol de decision es un tipo de herramientas que te permite apreciar la información en un aspecto visual, por ejemplo, en el caso del titanic podemos ver con mayor facilidad cuanto era la probabilidad de que se hubiera sobrevivido dependiendo de ciertas variables que el mismo código corre, por otro lado, en el caso del cancer de mama, podemos observar que nos da a entender el tipo de tumor que tiene la mujer así como las probabilidades de los mismos tomando en cuenta distintas variables.
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