Summarizing Categorical Data

Author
Affiliation

K.C. Cupido

St. Francis Xavier University

This script will provide a quick demonstration of summarizing data.

Titanic Data

The data we will be looking at contains information about the fate of 714 passengers on the fatal maiden voyage of the ocean liner Titanic, which can be found in the following table:

Name Sex Age Status Fare Class
Braund, Mr. Owen Harris male 22.00 Died 7.2500 Third
Cumings, Mrs. John Bradley (Florence Briggs Thayer) female 38.00 Survived 71.2833 First
Heikkinen, Miss. Laina female 26.00 Survived 7.9250 Third
Futrelle, Mrs. Jacques Heath (Lily May Peel) female 35.00 Survived 53.1000 First
Allen, Mr. William Henry male 35.00 Died 8.0500 Third
McCarthy, Mr. Timothy J male 54.00 Died 51.8625 First
Palsson, Master. Gosta Leonard male 2.00 Died 21.0750 Third
Johnson, Mrs. Oscar W (Elisabeth Vilhelmina Berg) female 27.00 Survived 11.1333 Third
Nasser, Mrs. Nicholas (Adele Achem) female 14.00 Survived 30.0708 Second
Sandstrom, Miss. Marguerite Rut female 4.00 Survived 16.7000 Third
Bonnell, Miss. Elizabeth female 58.00 Survived 26.5500 First
Saundercock, Mr. William Henry male 20.00 Died 8.0500 Third
Andersson, Mr. Anders Johan male 39.00 Died 31.2750 Third
Vestrom, Miss. Hulda Amanda Adolfina female 14.00 Died 7.8542 Third
Hewlett, Mrs. (Mary D Kingcome) female 55.00 Survived 16.0000 Second
Rice, Master. Eugene male 2.00 Died 29.1250 Third
Vander Planke, Mrs. Julius (Emelia Maria Vandemoortele) female 31.00 Died 18.0000 Third
Fynney, Mr. Joseph J male 35.00 Died 26.0000 Second
Beesley, Mr. Lawrence male 34.00 Survived 13.0000 Second
McGowan, Miss. Anna "Annie" female 15.00 Survived 8.0292 Third
Sloper, Mr. William Thompson male 28.00 Survived 35.5000 First
Palsson, Miss. Torborg Danira female 8.00 Died 21.0750 Third
Asplund, Mrs. Carl Oscar (Selma Augusta Emilia Johansson) female 38.00 Survived 31.3875 Third
Fortune, Mr. Charles Alexander male 19.00 Died 263.0000 First
Uruchurtu, Don. Manuel E male 40.00 Died 27.7208 First
Wheadon, Mr. Edward H male 66.00 Died 10.5000 Second
Meyer, Mr. Edgar Joseph male 28.00 Died 82.1708 First
Holverson, Mr. Alexander Oskar male 42.00 Died 52.0000 First
Cann, Mr. Ernest Charles male 21.00 Died 8.0500 Third
Vander Planke, Miss. Augusta Maria female 18.00 Died 18.0000 Third
Nicola-Yarred, Miss. Jamila female 14.00 Survived 11.2417 Third
Ahlin, Mrs. Johan (Johanna Persdotter Larsson) female 40.00 Died 9.4750 Third
Turpin, Mrs. William John Robert (Dorothy Ann Wonnacott) female 27.00 Died 21.0000 Second
Laroche, Miss. Simonne Marie Anne Andree female 3.00 Survived 41.5792 Second
Devaney, Miss. Margaret Delia female 19.00 Survived 7.8792 Third
Arnold-Franchi, Mrs. Josef (Josefine Franchi) female 18.00 Died 17.8000 Third
Panula, Master. Juha Niilo male 7.00 Died 39.6875 Third
Nosworthy, Mr. Richard Cater male 21.00 Died 7.8000 Third
Harper, Mrs. Henry Sleeper (Myna Haxtun) female 49.00 Survived 76.7292 First
Faunthorpe, Mrs. Lizzie (Elizabeth Anne Wilkinson) female 29.00 Survived 26.0000 Second
Ostby, Mr. Engelhart Cornelius male 65.00 Died 61.9792 First
Rugg, Miss. Emily female 21.00 Survived 10.5000 Second
Novel, Mr. Mansouer male 28.50 Died 7.2292 Third
West, Miss. Constance Mirium female 5.00 Survived 27.7500 Second
Goodwin, Master. William Frederick male 11.00 Died 46.9000 Third
Sirayanian, Mr. Orsen male 22.00 Died 7.2292 Third
Icard, Miss. Amelie female 38.00 Survived 80.0000 First
Harris, Mr. Henry Birkhardt male 45.00 Died 83.4750 First
Skoog, Master. Harald male 4.00 Died 27.9000 Third
Nye, Mrs. (Elizabeth Ramell) female 29.00 Survived 10.5000 Second
Crease, Mr. Ernest James male 19.00 Died 8.1583 Third
Andersson, Miss. Erna Alexandra female 17.00 Survived 7.9250 Third
Kink, Mr. Vincenz male 26.00 Died 8.6625 Third
Jenkin, Mr. Stephen Curnow male 32.00 Died 10.5000 Second
Goodwin, Miss. Lillian Amy female 16.00 Died 46.9000 Third
Hood, Mr. Ambrose Jr male 21.00 Died 73.5000 Second
Chronopoulos, Mr. Apostolos male 26.00 Died 14.4542 Third
Bing, Mr. Lee male 32.00 Survived 56.4958 Third
Moen, Mr. Sigurd Hansen male 25.00 Died 7.6500 Third
Caldwell, Master. Alden Gates male 0.83 Survived 29.0000 Second
Dowdell, Miss. Elizabeth female 30.00 Survived 12.4750 Third
Waelens, Mr. Achille male 22.00 Died 9.0000 Third
Sheerlinck, Mr. Jan Baptist male 29.00 Survived 9.5000 Third
Carrau, Mr. Francisco M male 28.00 Died 47.1000 First
Ilett, Miss. Bertha female 17.00 Survived 10.5000 Second
Backstrom, Mrs. Karl Alfred (Maria Mathilda Gustafsson) female 33.00 Survived 15.8500 Third
Ford, Mr. William Neal male 16.00 Died 34.3750 Third
Fortune, Miss. Mabel Helen female 23.00 Survived 263.0000 First
Celotti, Mr. Francesco male 24.00 Died 8.0500 Third
Christmann, Mr. Emil male 29.00 Died 8.0500 Third
Andreasson, Mr. Paul Edvin male 20.00 Died 7.8542 Third
Chaffee, Mr. Herbert Fuller male 46.00 Died 61.1750 First
Dean, Mr. Bertram Frank male 26.00 Died 20.5750 Third
Coxon, Mr. Daniel male 59.00 Died 7.2500 Third
Goldschmidt, Mr. George B male 71.00 Died 34.6542 First
Greenfield, Mr. William Bertram male 23.00 Survived 63.3583 First
Doling, Mrs. John T (Ada Julia Bone) female 34.00 Survived 23.0000 Second
Kantor, Mr. Sinai male 34.00 Died 26.0000 Second
Petranec, Miss. Matilda female 28.00 Died 7.8958 Third
White, Mr. Richard Frasar male 21.00 Died 77.2875 First
Johansson, Mr. Gustaf Joel male 33.00 Died 8.6542 Third
Gustafsson, Mr. Anders Vilhelm male 37.00 Died 7.9250 Third
Mionoff, Mr. Stoytcho male 28.00 Died 7.8958 Third
Salkjelsvik, Miss. Anna Kristine female 21.00 Survived 7.6500 Third
Rekic, Mr. Tido male 38.00 Died 7.8958 Third
Porter, Mr. Walter Chamberlain male 47.00 Died 52.0000 First
Zabour, Miss. Hileni female 14.50 Died 14.4542 Third
Barton, Mr. David John male 22.00 Died 8.0500 Third
Jussila, Miss. Katriina female 20.00 Died 9.8250 Third
Attalah, Miss. Malake female 17.00 Died 14.4583 Third
Pekoniemi, Mr. Edvard male 21.00 Died 7.9250 Third
Connors, Mr. Patrick male 70.50 Died 7.7500 Third
Turpin, Mr. William John Robert male 29.00 Died 21.0000 Second
Baxter, Mr. Quigg Edmond male 24.00 Died 247.5208 First
Andersson, Miss. Ellis Anna Maria female 2.00 Died 31.2750 Third
Hickman, Mr. Stanley George male 21.00 Died 73.5000 Second
Nasser, Mr. Nicholas male 32.50 Died 30.0708 Second
Webber, Miss. Susan female 32.50 Survived 13.0000 Second
White, Mr. Percival Wayland male 54.00 Died 77.2875 First
Nicola-Yarred, Master. Elias male 12.00 Survived 11.2417 Third
Madsen, Mr. Fridtjof Arne male 24.00 Survived 7.1417 Third
Ekstrom, Mr. Johan male 45.00 Died 6.9750 Third
Drazenoic, Mr. Jozef male 33.00 Died 7.8958 Third
Coelho, Mr. Domingos Fernandeo male 20.00 Died 7.0500 Third
Robins, Mrs. Alexander A (Grace Charity Laury) female 47.00 Died 14.5000 Third
Weisz, Mrs. Leopold (Mathilde Francoise Pede) female 29.00 Survived 26.0000 Second
Sobey, Mr. Samuel James Hayden male 25.00 Died 13.0000 Second
Richard, Mr. Emile male 23.00 Died 15.0458 Second
Newsom, Miss. Helen Monypeny female 19.00 Survived 26.2833 First
Futrelle, Mr. Jacques Heath male 37.00 Died 53.1000 First
Osen, Mr. Olaf Elon male 16.00 Died 9.2167 Third
Giglio, Mr. Victor male 24.00 Died 79.2000 First
Nysten, Miss. Anna Sofia female 22.00 Survived 7.7500 Third
Hakkarainen, Mrs. Pekka Pietari (Elin Matilda Dolck) female 24.00 Survived 15.8500 Third
Burke, Mr. Jeremiah male 19.00 Died 6.7500 Third
Andrew, Mr. Edgardo Samuel male 18.00 Died 11.5000 Second
Nicholls, Mr. Joseph Charles male 19.00 Died 36.7500 Second
Andersson, Mr. August Edvard ("Wennerstrom") male 27.00 Survived 7.7958 Third
Ford, Miss. Robina Maggie "Ruby" female 9.00 Died 34.3750 Third
Navratil, Mr. Michel ("Louis M Hoffman") male 36.50 Died 26.0000 Second
Byles, Rev. Thomas Roussel Davids male 42.00 Died 13.0000 Second
Bateman, Rev. Robert James male 51.00 Died 12.5250 Second
Pears, Mrs. Thomas (Edith Wearne) female 22.00 Survived 66.6000 First
Meo, Mr. Alfonzo male 55.50 Died 8.0500 Third
van Billiard, Mr. Austin Blyler male 40.50 Died 14.5000 Third
Williams, Mr. Charles Duane male 51.00 Died 61.3792 First
Gilnagh, Miss. Katherine "Katie" female 16.00 Survived 7.7333 Third
Corn, Mr. Harry male 30.00 Died 8.0500 Third
Cribb, Mr. John Hatfield male 44.00 Died 16.1000 Third
Watt, Mrs. James (Elizabeth "Bessie" Inglis Milne) female 40.00 Survived 15.7500 Second
Bengtsson, Mr. John Viktor male 26.00 Died 7.7750 Third
Calic, Mr. Jovo male 17.00 Died 8.6625 Third
Panula, Master. Eino Viljami male 1.00 Died 39.6875 Third
Goldsmith, Master. Frank John William "Frankie" male 9.00 Survived 20.5250 Third
Skoog, Mrs. William (Anna Bernhardina Karlsson) female 45.00 Died 27.9000 Third
Ling, Mr. Lee male 28.00 Died 56.4958 Third
Van der hoef, Mr. Wyckoff male 61.00 Died 33.5000 First
Rice, Master. Arthur male 4.00 Died 29.1250 Third
Johnson, Miss. Eleanor Ileen female 1.00 Survived 11.1333 Third
Sivola, Mr. Antti Wilhelm male 21.00 Died 7.9250 Third
Smith, Mr. James Clinch male 56.00 Died 30.6958 First
Klasen, Mr. Klas Albin male 18.00 Died 7.8542 Third
Isham, Miss. Ann Elizabeth female 50.00 Died 28.7125 First
Hale, Mr. Reginald male 30.00 Died 13.0000 Second
Leonard, Mr. Lionel male 36.00 Died 0.0000 Third
Asplund, Master. Clarence Gustaf Hugo male 9.00 Died 31.3875 Third
Becker, Master. Richard F male 1.00 Survived 39.0000 Second
Kink-Heilmann, Miss. Luise Gretchen female 4.00 Survived 22.0250 Third
Romaine, Mr. Charles Hallace ("Mr C Rolmane") male 45.00 Survived 26.5500 First
Bourke, Mr. John male 40.00 Died 15.5000 Third
Turcin, Mr. Stjepan male 36.00 Died 7.8958 Third
Pinsky, Mrs. (Rosa) female 32.00 Survived 13.0000 Second
Carbines, Mr. William male 19.00 Died 13.0000 Second
Andersen-Jensen, Miss. Carla Christine Nielsine female 19.00 Survived 7.8542 Third
Navratil, Master. Michel M male 3.00 Survived 26.0000 Second
Brown, Mrs. James Joseph (Margaret Tobin) female 44.00 Survived 27.7208 First
Lurette, Miss. Elise female 58.00 Survived 146.5208 First
Olsen, Mr. Karl Siegwart Andreas male 42.00 Died 8.4042 Third
Yrois, Miss. Henriette ("Mrs Harbeck") female 24.00 Died 13.0000 Second
Vande Walle, Mr. Nestor Cyriel male 28.00 Died 9.5000 Third
Johanson, Mr. Jakob Alfred male 34.00 Died 6.4958 Third
Youseff, Mr. Gerious male 45.50 Died 7.2250 Third
Cohen, Mr. Gurshon "Gus" male 18.00 Survived 8.0500 Third
Strom, Miss. Telma Matilda female 2.00 Died 10.4625 Third
Backstrom, Mr. Karl Alfred male 32.00 Died 15.8500 Third
Albimona, Mr. Nassef Cassem male 26.00 Survived 18.7875 Third
Carr, Miss. Helen "Ellen" female 16.00 Survived 7.7500 Third
Blank, Mr. Henry male 40.00 Survived 31.0000 First
Ali, Mr. Ahmed male 24.00 Died 7.0500 Third
Cameron, Miss. Clear Annie female 35.00 Survived 21.0000 Second
Perkin, Mr. John Henry male 22.00 Died 7.2500 Third
Givard, Mr. Hans Kristensen male 30.00 Died 13.0000 Second
Newell, Miss. Madeleine female 31.00 Survived 113.2750 First
Honkanen, Miss. Eliina female 27.00 Survived 7.9250 Third
Jacobsohn, Mr. Sidney Samuel male 42.00 Died 27.0000 Second
Bazzani, Miss. Albina female 32.00 Survived 76.2917 First
Harris, Mr. Walter male 30.00 Died 10.5000 Second
Sunderland, Mr. Victor Francis male 16.00 Survived 8.0500 Third
Bracken, Mr. James H male 27.00 Died 13.0000 Second
Green, Mr. George Henry male 51.00 Died 8.0500 Third
Hoyt, Mr. Frederick Maxfield male 38.00 Survived 90.0000 First
Berglund, Mr. Karl Ivar Sven male 22.00 Died 9.3500 Third
Mellors, Mr. William John male 19.00 Survived 10.5000 Second
Lovell, Mr. John Hall ("Henry") male 20.50 Died 7.2500 Third
Fahlstrom, Mr. Arne Jonas male 18.00 Died 13.0000 Second
Harris, Mrs. Henry Birkhardt (Irene Wallach) female 35.00 Survived 83.4750 First
Larsson, Mr. Bengt Edvin male 29.00 Died 7.7750 Third
Sjostedt, Mr. Ernst Adolf male 59.00 Died 13.5000 Second
Asplund, Miss. Lillian Gertrud female 5.00 Survived 31.3875 Third
Leyson, Mr. Robert William Norman male 24.00 Died 10.5000 Second
Hold, Mr. Stephen male 44.00 Died 26.0000 Second
Collyer, Miss. Marjorie "Lottie" female 8.00 Survived 26.2500 Second
Pengelly, Mr. Frederick William male 19.00 Died 10.5000 Second
Hunt, Mr. George Henry male 33.00 Died 12.2750 Second
Coleridge, Mr. Reginald Charles male 29.00 Died 10.5000 Second
Maenpaa, Mr. Matti Alexanteri male 22.00 Died 7.1250 Third
Attalah, Mr. Sleiman male 30.00 Died 7.2250 Third
Minahan, Dr. William Edward male 44.00 Died 90.0000 First
Lindahl, Miss. Agda Thorilda Viktoria female 25.00 Died 7.7750 Third
Hamalainen, Mrs. William (Anna) female 24.00 Survived 14.5000 Second
Beckwith, Mr. Richard Leonard male 37.00 Survived 52.5542 First
Carter, Rev. Ernest Courtenay male 54.00 Died 26.0000 Second
Strom, Mrs. Wilhelm (Elna Matilda Persson) female 29.00 Died 10.4625 Third
Stead, Mr. William Thomas male 62.00 Died 26.5500 First
Lobb, Mr. William Arthur male 30.00 Died 16.1000 Third
Rosblom, Mrs. Viktor (Helena Wilhelmina) female 41.00 Died 20.2125 Third
Touma, Mrs. Darwis (Hanne Youssef Razi) female 29.00 Survived 15.2458 Third
Cherry, Miss. Gladys female 30.00 Survived 86.5000 First
Ward, Miss. Anna female 35.00 Survived 512.3292 First
Parrish, Mrs. (Lutie Davis) female 50.00 Survived 26.0000 Second
Asplund, Master. Edvin Rojj Felix male 3.00 Survived 31.3875 Third
Taussig, Mr. Emil male 52.00 Died 79.6500 First
Harrison, Mr. William male 40.00 Died 0.0000 First
Reeves, Mr. David male 36.00 Died 10.5000 Second
Panula, Mr. Ernesti Arvid male 16.00 Died 39.6875 Third
Persson, Mr. Ernst Ulrik male 25.00 Survived 7.7750 Third
Graham, Mrs. William Thompson (Edith Junkins) female 58.00 Survived 153.4625 First
Bissette, Miss. Amelia female 35.00 Survived 135.6333 First
Tornquist, Mr. William Henry male 25.00 Survived 0.0000 Third
Mellinger, Mrs. (Elizabeth Anne Maidment) female 41.00 Survived 19.5000 Second
Natsch, Mr. Charles H male 37.00 Died 29.7000 First
Andrews, Miss. Kornelia Theodosia female 63.00 Survived 77.9583 First
Lindblom, Miss. Augusta Charlotta female 45.00 Died 7.7500 Third
Rice, Master. Eric male 7.00 Died 29.1250 Third
Abbott, Mrs. Stanton (Rosa Hunt) female 35.00 Survived 20.2500 Third
Duane, Mr. Frank male 65.00 Died 7.7500 Third
Olsson, Mr. Nils Johan Goransson male 28.00 Died 7.8542 Third
de Pelsmaeker, Mr. Alfons male 16.00 Died 9.5000 Third
Dorking, Mr. Edward Arthur male 19.00 Survived 8.0500 Third
Stankovic, Mr. Ivan male 33.00 Died 8.6625 Third
de Mulder, Mr. Theodore male 30.00 Survived 9.5000 Third
Naidenoff, Mr. Penko male 22.00 Died 7.8958 Third
Hosono, Mr. Masabumi male 42.00 Survived 13.0000 Second
Connolly, Miss. Kate female 22.00 Survived 7.7500 Third
Barber, Miss. Ellen "Nellie" female 26.00 Survived 78.8500 First
Bishop, Mrs. Dickinson H (Helen Walton) female 19.00 Survived 91.0792 First
Levy, Mr. Rene Jacques male 36.00 Died 12.8750 Second
Haas, Miss. Aloisia female 24.00 Died 8.8500 Third
Mineff, Mr. Ivan male 24.00 Died 7.8958 Third
Hanna, Mr. Mansour male 23.50 Died 7.2292 Third
Allison, Miss. Helen Loraine female 2.00 Died 151.5500 First
Baxter, Mrs. James (Helene DeLaudeniere Chaput) female 50.00 Survived 247.5208 First
Johnson, Mr. William Cahoone Jr male 19.00 Died 0.0000 Third
Allison, Master. Hudson Trevor male 0.92 Survived 151.5500 First
Penasco y Castellana, Mrs. Victor de Satode (Maria Josefa Perez de Soto y Vallejo) female 17.00 Survived 108.9000 First
Abelson, Mr. Samuel male 30.00 Died 24.0000 Second
Francatelli, Miss. Laura Mabel female 30.00 Survived 56.9292 First
Hays, Miss. Margaret Bechstein female 24.00 Survived 83.1583 First
Ryerson, Miss. Emily Borie female 18.00 Survived 262.3750 First
Lahtinen, Mrs. William (Anna Sylfven) female 26.00 Died 26.0000 Second
Hendekovic, Mr. Ignjac male 28.00 Died 7.8958 Third
Hart, Mr. Benjamin male 43.00 Died 26.2500 Second
Nilsson, Miss. Helmina Josefina female 26.00 Survived 7.8542 Third
Kantor, Mrs. Sinai (Miriam Sternin) female 24.00 Survived 26.0000 Second
Moraweck, Dr. Ernest male 54.00 Died 14.0000 Second
Wick, Miss. Mary Natalie female 31.00 Survived 164.8667 First
Spedden, Mrs. Frederic Oakley (Margaretta Corning Stone) female 40.00 Survived 134.5000 First
Dennis, Mr. Samuel male 22.00 Died 7.2500 Third
Danoff, Mr. Yoto male 27.00 Died 7.8958 Third
Slayter, Miss. Hilda Mary female 30.00 Survived 12.3500 Second
Caldwell, Mrs. Albert Francis (Sylvia Mae Harbaugh) female 22.00 Survived 29.0000 Second
Young, Miss. Marie Grice female 36.00 Survived 135.6333 First
Nysveen, Mr. Johan Hansen male 61.00 Died 6.2375 Third
Ball, Mrs. (Ada E Hall) female 36.00 Survived 13.0000 Second
Goldsmith, Mrs. Frank John (Emily Alice Brown) female 31.00 Survived 20.5250 Third
Hippach, Miss. Jean Gertrude female 16.00 Survived 57.9792 First
Partner, Mr. Austen male 45.50 Died 28.5000 First
Graham, Mr. George Edward male 38.00 Died 153.4625 First
Vander Planke, Mr. Leo Edmondus male 16.00 Died 18.0000 Third
Pears, Mr. Thomas Clinton male 29.00 Died 66.6000 First
Burns, Miss. Elizabeth Margaret female 41.00 Survived 134.5000 First
Dahl, Mr. Karl Edwart male 45.00 Survived 8.0500 Third
Blackwell, Mr. Stephen Weart male 45.00 Died 35.5000 First
Navratil, Master. Edmond Roger male 2.00 Survived 26.0000 Second
Fortune, Miss. Alice Elizabeth female 24.00 Survived 263.0000 First
Collander, Mr. Erik Gustaf male 28.00 Died 13.0000 Second
Sedgwick, Mr. Charles Frederick Waddington male 25.00 Died 13.0000 Second
Fox, Mr. Stanley Hubert male 36.00 Died 13.0000 Second
Brown, Miss. Amelia "Mildred" female 24.00 Survived 13.0000 Second
Smith, Miss. Marion Elsie female 40.00 Survived 13.0000 Second
Coutts, Master. William Loch "William" male 3.00 Survived 15.9000 Third
Dimic, Mr. Jovan male 42.00 Died 8.6625 Third
Odahl, Mr. Nils Martin male 23.00 Died 9.2250 Third
Elias, Mr. Tannous male 15.00 Died 7.2292 Third
Arnold-Franchi, Mr. Josef male 25.00 Died 17.8000 Third
Vanden Steen, Mr. Leo Peter male 28.00 Died 9.5000 Third
Bowerman, Miss. Elsie Edith female 22.00 Survived 55.0000 First
Funk, Miss. Annie Clemmer female 38.00 Died 13.0000 Second
Skoog, Mr. Wilhelm male 40.00 Died 27.9000 Third
del Carlo, Mr. Sebastiano male 29.00 Died 27.7208 Second
Barbara, Mrs. (Catherine David) female 45.00 Died 14.4542 Third
Asim, Mr. Adola male 35.00 Died 7.0500 Third
Adahl, Mr. Mauritz Nils Martin male 30.00 Died 7.2500 Third
Warren, Mrs. Frank Manley (Anna Sophia Atkinson) female 60.00 Survived 75.2500 First
Aubart, Mme. Leontine Pauline female 24.00 Survived 69.3000 First
Harder, Mr. George Achilles male 25.00 Survived 55.4417 First
Wiklund, Mr. Jakob Alfred male 18.00 Died 6.4958 Third
Beavan, Mr. William Thomas male 19.00 Died 8.0500 Third
Ringhini, Mr. Sante male 22.00 Died 135.6333 First
Palsson, Miss. Stina Viola female 3.00 Died 21.0750 Third
Landergren, Miss. Aurora Adelia female 22.00 Survived 7.2500 Third
Widener, Mr. Harry Elkins male 27.00 Died 211.5000 First
Betros, Mr. Tannous male 20.00 Died 4.0125 Third
Gustafsson, Mr. Karl Gideon male 19.00 Died 7.7750 Third
Bidois, Miss. Rosalie female 42.00 Survived 227.5250 First
Nakid, Miss. Maria ("Mary") female 1.00 Survived 15.7417 Third
Tikkanen, Mr. Juho male 32.00 Died 7.9250 Third
Holverson, Mrs. Alexander Oskar (Mary Aline Towner) female 35.00 Survived 52.0000 First
Davies, Mr. Charles Henry male 18.00 Died 73.5000 Second
Goodwin, Master. Sidney Leonard male 1.00 Died 46.9000 Third
Buss, Miss. Kate female 36.00 Survived 13.0000 Second
Lehmann, Miss. Bertha female 17.00 Survived 12.0000 Second
Carter, Mr. William Ernest male 36.00 Survived 120.0000 First
Jansson, Mr. Carl Olof male 21.00 Survived 7.7958 Third
Gustafsson, Mr. Johan Birger male 28.00 Died 7.9250 Third
Newell, Miss. Marjorie female 23.00 Survived 113.2750 First
Sandstrom, Mrs. Hjalmar (Agnes Charlotta Bengtsson) female 24.00 Survived 16.7000 Third
Johansson, Mr. Erik male 22.00 Died 7.7958 Third
Olsson, Miss. Elina female 31.00 Died 7.8542 Third
McKane, Mr. Peter David male 46.00 Died 26.0000 Second
Pain, Dr. Alfred male 23.00 Died 10.5000 Second
Trout, Mrs. William H (Jessie L) female 28.00 Survived 12.6500 Second
Niskanen, Mr. Juha male 39.00 Survived 7.9250 Third
Adams, Mr. John male 26.00 Died 8.0500 Third
Jussila, Miss. Mari Aina female 21.00 Died 9.8250 Third
Hakkarainen, Mr. Pekka Pietari male 28.00 Died 15.8500 Third
Oreskovic, Miss. Marija female 20.00 Died 8.6625 Third
Gale, Mr. Shadrach male 34.00 Died 21.0000 Second
Widegren, Mr. Carl/Charles Peter male 51.00 Died 7.7500 Third
Richards, Master. William Rowe male 3.00 Survived 18.7500 Second
Birkeland, Mr. Hans Martin Monsen male 21.00 Died 7.7750 Third
Minahan, Miss. Daisy E female 33.00 Survived 90.0000 First
Sundman, Mr. Johan Julian male 44.00 Survived 7.9250 Third
Drew, Mrs. James Vivian (Lulu Thorne Christian) female 34.00 Survived 32.5000 Second
Silven, Miss. Lyyli Karoliina female 18.00 Survived 13.0000 Second
Matthews, Mr. William John male 30.00 Died 13.0000 Second
Van Impe, Miss. Catharina female 10.00 Died 24.1500 Third
Charters, Mr. David male 21.00 Died 7.7333 Third
Zimmerman, Mr. Leo male 29.00 Died 7.8750 Third
Danbom, Mrs. Ernst Gilbert (Anna Sigrid Maria Brogren) female 28.00 Died 14.4000 Third
Rosblom, Mr. Viktor Richard male 18.00 Died 20.2125 Third
Clarke, Mrs. Charles V (Ada Maria Winfield) female 28.00 Survived 26.0000 Second
Phillips, Miss. Kate Florence ("Mrs Kate Louise Phillips Marshall") female 19.00 Survived 26.0000 Second
Pickard, Mr. Berk (Berk Trembisky) male 32.00 Survived 8.0500 Third
Bjornstrom-Steffansson, Mr. Mauritz Hakan male 28.00 Survived 26.5500 First
Louch, Mrs. Charles Alexander (Alice Adelaide Slow) female 42.00 Survived 26.0000 Second
Kallio, Mr. Nikolai Erland male 17.00 Died 7.1250 Third
Silvey, Mr. William Baird male 50.00 Died 55.9000 First
Carter, Miss. Lucile Polk female 14.00 Survived 120.0000 First
Ford, Miss. Doolina Margaret "Daisy" female 21.00 Died 34.3750 Third
Richards, Mrs. Sidney (Emily Hocking) female 24.00 Survived 18.7500 Second
Fortune, Mr. Mark male 64.00 Died 263.0000 First
Kvillner, Mr. Johan Henrik Johannesson male 31.00 Died 10.5000 Second
Hart, Mrs. Benjamin (Esther Ada Bloomfield) female 45.00 Survived 26.2500 Second
Hampe, Mr. Leon male 20.00 Died 9.5000 Third
Petterson, Mr. Johan Emil male 25.00 Died 7.7750 Third
Reynaldo, Ms. Encarnacion female 28.00 Survived 13.0000 Second
Dodge, Master. Washington male 4.00 Survived 81.8583 First
Mellinger, Miss. Madeleine Violet female 13.00 Survived 19.5000 Second
Seward, Mr. Frederic Kimber male 34.00 Survived 26.5500 First
Baclini, Miss. Marie Catherine female 5.00 Survived 19.2583 Third
Peuchen, Major. Arthur Godfrey male 52.00 Survived 30.5000 First
West, Mr. Edwy Arthur male 36.00 Died 27.7500 Second
Foreman, Mr. Benjamin Laventall male 30.00 Died 27.7500 First
Goldenberg, Mr. Samuel L male 49.00 Survived 89.1042 First
Jalsevac, Mr. Ivan male 29.00 Survived 7.8958 Third
Millet, Mr. Francis Davis male 65.00 Died 26.5500 First
Toomey, Miss. Ellen female 50.00 Survived 10.5000 Second
Anderson, Mr. Harry male 48.00 Survived 26.5500 First
Morley, Mr. William male 34.00 Died 8.0500 Third
Gee, Mr. Arthur H male 47.00 Died 38.5000 First
Milling, Mr. Jacob Christian male 48.00 Died 13.0000 Second
Goncalves, Mr. Manuel Estanslas male 38.00 Died 7.0500 Third
Smart, Mr. John Montgomery male 56.00 Died 26.5500 First
Baclini, Miss. Helene Barbara female 0.75 Survived 19.2583 Third
Cacic, Mr. Luka male 38.00 Died 8.6625 Third
West, Mrs. Edwy Arthur (Ada Mary Worth) female 33.00 Survived 27.7500 Second
Jerwan, Mrs. Amin S (Marie Marthe Thuillard) female 23.00 Survived 13.7917 Second
Strandberg, Miss. Ida Sofia female 22.00 Died 9.8375 Third
Renouf, Mr. Peter Henry male 34.00 Died 21.0000 Second
Braund, Mr. Lewis Richard male 29.00 Died 7.0458 Third
Karlsson, Mr. Nils August male 22.00 Died 7.5208 Third
Hirvonen, Miss. Hildur E female 2.00 Survived 12.2875 Third
Goodwin, Master. Harold Victor male 9.00 Died 46.9000 Third
Rouse, Mr. Richard Henry male 50.00 Died 8.0500 Third
Turkula, Mrs. (Hedwig) female 63.00 Survived 9.5875 Third
Bishop, Mr. Dickinson H male 25.00 Survived 91.0792 First
Hoyt, Mrs. Frederick Maxfield (Jane Anne Forby) female 35.00 Survived 90.0000 First
Kent, Mr. Edward Austin male 58.00 Died 29.7000 First
Somerton, Mr. Francis William male 30.00 Died 8.0500 Third
Coutts, Master. Eden Leslie "Neville" male 9.00 Survived 15.9000 Third
Windelov, Mr. Einar male 21.00 Died 7.2500 Third
Molson, Mr. Harry Markland male 55.00 Died 30.5000 First
Artagaveytia, Mr. Ramon male 71.00 Died 49.5042 First
Stanley, Mr. Edward Roland male 21.00 Died 8.0500 Third
Eustis, Miss. Elizabeth Mussey female 54.00 Survived 78.2667 First
Allison, Mrs. Hudson J C (Bessie Waldo Daniels) female 25.00 Died 151.5500 First
Svensson, Mr. Olof male 24.00 Died 7.7958 Third
Calic, Mr. Petar male 17.00 Died 8.6625 Third
Canavan, Miss. Mary female 21.00 Died 7.7500 Third
Laitinen, Miss. Kristina Sofia female 37.00 Died 9.5875 Third
Maioni, Miss. Roberta female 16.00 Survived 86.5000 First
Penasco y Castellana, Mr. Victor de Satode male 18.00 Died 108.9000 First
Quick, Mrs. Frederick Charles (Jane Richards) female 33.00 Survived 26.0000 Second
Olsen, Mr. Henry Margido male 28.00 Died 22.5250 Third
Lang, Mr. Fang male 26.00 Survived 56.4958 Third
Daly, Mr. Eugene Patrick male 29.00 Survived 7.7500 Third
McGough, Mr. James Robert male 36.00 Survived 26.2875 First
Rothschild, Mrs. Martin (Elizabeth L. Barrett) female 54.00 Survived 59.4000 First
Coleff, Mr. Satio male 24.00 Died 7.4958 Third
Walker, Mr. William Anderson male 47.00 Died 34.0208 First
Lemore, Mrs. (Amelia Milley) female 34.00 Survived 10.5000 Second
Angle, Mrs. William A (Florence "Mary" Agnes Hughes) female 36.00 Survived 26.0000 Second
Pavlovic, Mr. Stefo male 32.00 Died 7.8958 Third
Perreault, Miss. Anne female 30.00 Survived 93.5000 First
Vovk, Mr. Janko male 22.00 Died 7.8958 Third
Hippach, Mrs. Louis Albert (Ida Sophia Fischer) female 44.00 Survived 57.9792 First
Farrell, Mr. James male 40.50 Died 7.7500 Third
Ridsdale, Miss. Lucy female 50.00 Survived 10.5000 Second
Salonen, Mr. Johan Werner male 39.00 Died 7.9250 Third
Hocking, Mr. Richard George male 23.00 Died 11.5000 Second
Quick, Miss. Phyllis May female 2.00 Survived 26.0000 Second
Elias, Mr. Joseph Jr male 17.00 Died 7.2292 Third
Cacic, Miss. Marija female 30.00 Died 8.6625 Third
Hart, Miss. Eva Miriam female 7.00 Survived 26.2500 Second
Butt, Major. Archibald Willingham male 45.00 Died 26.5500 First
LeRoy, Miss. Bertha female 30.00 Survived 106.4250 First
Frolicher, Miss. Hedwig Margaritha female 22.00 Survived 49.5000 First
Crosby, Miss. Harriet R female 36.00 Survived 71.0000 First
Andersson, Miss. Ingeborg Constanzia female 9.00 Died 31.2750 Third
Andersson, Miss. Sigrid Elisabeth female 11.00 Died 31.2750 Third
Beane, Mr. Edward male 32.00 Survived 26.0000 Second
Douglas, Mr. Walter Donald male 50.00 Died 106.4250 First
Nicholson, Mr. Arthur Ernest male 64.00 Died 26.0000 First
Beane, Mrs. Edward (Ethel Clarke) female 19.00 Survived 26.0000 Second
Goldsmith, Mr. Frank John male 33.00 Died 20.5250 Third
Davies, Master. John Morgan Jr male 8.00 Survived 36.7500 Second
Thayer, Mr. John Borland Jr male 17.00 Survived 110.8833 First
Sharp, Mr. Percival James R male 27.00 Died 26.0000 Second
Leeni, Mr. Fahim ("Philip Zenni") male 22.00 Survived 7.2250 Third
Ohman, Miss. Velin female 22.00 Survived 7.7750 Third
Wright, Mr. George male 62.00 Died 26.5500 First
Duff Gordon, Lady. (Lucille Christiana Sutherland) ("Mrs Morgan") female 48.00 Survived 39.6000 First
Taussig, Mrs. Emil (Tillie Mandelbaum) female 39.00 Survived 79.6500 First
de Messemaeker, Mrs. Guillaume Joseph (Emma) female 36.00 Survived 17.4000 Third
Sivic, Mr. Husein male 40.00 Died 7.8958 Third
Norman, Mr. Robert Douglas male 28.00 Died 13.5000 Second
Davies, Mr. Alfred J male 24.00 Died 24.1500 Third
Stoytcheff, Mr. Ilia male 19.00 Died 7.8958 Third
Palsson, Mrs. Nils (Alma Cornelia Berglund) female 29.00 Died 21.0750 Third
Jonsson, Mr. Carl male 32.00 Survived 7.8542 Third
Harris, Mr. George male 62.00 Survived 10.5000 Second
Appleton, Mrs. Edward Dale (Charlotte Lamson) female 53.00 Survived 51.4792 First
Flynn, Mr. John Irwin ("Irving") male 36.00 Survived 26.3875 First
Rush, Mr. Alfred George John male 16.00 Died 8.0500 Third
Patchett, Mr. George male 19.00 Died 14.5000 Third
Garside, Miss. Ethel female 34.00 Survived 13.0000 Second
Silvey, Mrs. William Baird (Alice Munger) female 39.00 Survived 55.9000 First
Jussila, Mr. Eiriik male 32.00 Survived 7.9250 Third
Christy, Miss. Julie Rachel female 25.00 Survived 30.0000 Second
Thayer, Mrs. John Borland (Marian Longstreth Morris) female 39.00 Survived 110.8833 First
Downton, Mr. William James male 54.00 Died 26.0000 Second
Ross, Mr. John Hugo male 36.00 Died 40.1250 First
Taussig, Miss. Ruth female 18.00 Survived 79.6500 First
Jarvis, Mr. John Denzil male 47.00 Died 15.0000 Second
Frolicher-Stehli, Mr. Maxmillian male 60.00 Survived 79.2000 First
Gilinski, Mr. Eliezer male 22.00 Died 8.0500 Third
Rintamaki, Mr. Matti male 35.00 Died 7.1250 Third
Stephenson, Mrs. Walter Bertram (Martha Eustis) female 52.00 Survived 78.2667 First
Elsbury, Mr. William James male 47.00 Died 7.2500 Third
Chapman, Mr. John Henry male 37.00 Died 26.0000 Second
Van Impe, Mr. Jean Baptiste male 36.00 Died 24.1500 Third
Johnson, Mr. Alfred male 49.00 Died 0.0000 Third
Duff Gordon, Sir. Cosmo Edmund ("Mr Morgan") male 49.00 Survived 56.9292 First
Jacobsohn, Mrs. Sidney Samuel (Amy Frances Christy) female 24.00 Survived 27.0000 Second
Torber, Mr. Ernst William male 44.00 Died 8.0500 Third
Homer, Mr. Harry ("Mr E Haven") male 35.00 Survived 26.5500 First
Lindell, Mr. Edvard Bengtsson male 36.00 Died 15.5500 Third
Karaic, Mr. Milan male 30.00 Died 7.8958 Third
Daniel, Mr. Robert Williams male 27.00 Survived 30.5000 First
Laroche, Mrs. Joseph (Juliette Marie Louise Lafargue) female 22.00 Survived 41.5792 Second
Shutes, Miss. Elizabeth W female 40.00 Survived 153.4625 First
Andersson, Mrs. Anders Johan (Alfrida Konstantia Brogren) female 39.00 Died 31.2750 Third
Brocklebank, Mr. William Alfred male 35.00 Died 8.0500 Third
Herman, Miss. Alice female 24.00 Survived 65.0000 Second
Danbom, Mr. Ernst Gilbert male 34.00 Died 14.4000 Third
Lobb, Mrs. William Arthur (Cordelia K Stanlick) female 26.00 Died 16.1000 Third
Becker, Miss. Marion Louise female 4.00 Survived 39.0000 Second
Gavey, Mr. Lawrence male 26.00 Died 10.5000 Second
Yasbeck, Mr. Antoni male 27.00 Died 14.4542 Third
Kimball, Mr. Edwin Nelson Jr male 42.00 Survived 52.5542 First
Nakid, Mr. Sahid male 20.00 Survived 15.7417 Third
Hansen, Mr. Henry Damsgaard male 21.00 Died 7.8542 Third
Bowen, Mr. David John "Dai" male 21.00 Died 16.1000 Third
Sutton, Mr. Frederick male 61.00 Died 32.3208 First
Kirkland, Rev. Charles Leonard male 57.00 Died 12.3500 Second
Longley, Miss. Gretchen Fiske female 21.00 Survived 77.9583 First
Bostandyeff, Mr. Guentcho male 26.00 Died 7.8958 Third
Barkworth, Mr. Algernon Henry Wilson male 80.00 Survived 30.0000 First
Lundahl, Mr. Johan Svensson male 51.00 Died 7.0542 Third
Stahelin-Maeglin, Dr. Max male 32.00 Survived 30.5000 First
Skoog, Miss. Mabel female 9.00 Died 27.9000 Third
Davis, Miss. Mary female 28.00 Survived 13.0000 Second
Leinonen, Mr. Antti Gustaf male 32.00 Died 7.9250 Third
Collyer, Mr. Harvey male 31.00 Died 26.2500 Second
Panula, Mrs. Juha (Maria Emilia Ojala) female 41.00 Died 39.6875 Third
Jensen, Mr. Hans Peder male 20.00 Died 7.8542 Third
Sagesser, Mlle. Emma female 24.00 Survived 69.3000 First
Skoog, Miss. Margit Elizabeth female 2.00 Died 27.9000 Third
Baclini, Miss. Eugenie female 0.75 Survived 19.2583 Third
Harper, Mr. Henry Sleeper male 48.00 Survived 76.7292 First
Cor, Mr. Liudevit male 19.00 Died 7.8958 Third
Simonius-Blumer, Col. Oberst Alfons male 56.00 Survived 35.5000 First
Stanley, Miss. Amy Zillah Elsie female 23.00 Survived 7.5500 Third
Doling, Miss. Elsie female 18.00 Survived 23.0000 Second
Kalvik, Mr. Johannes Halvorsen male 21.00 Died 8.4333 Third
Hegarty, Miss. Hanora "Nora" female 18.00 Died 6.7500 Third
Hickman, Mr. Leonard Mark male 24.00 Died 73.5000 Second
Bourke, Mrs. John (Catherine) female 32.00 Died 15.5000 Third
Eitemiller, Mr. George Floyd male 23.00 Died 13.0000 Second
Newell, Mr. Arthur Webster male 58.00 Died 113.2750 First
Frauenthal, Dr. Henry William male 50.00 Survived 133.6500 First
Badt, Mr. Mohamed male 40.00 Died 7.2250 Third
Colley, Mr. Edward Pomeroy male 47.00 Died 25.5875 First
Coleff, Mr. Peju male 36.00 Died 7.4958 Third
Lindqvist, Mr. Eino William male 20.00 Survived 7.9250 Third
Hickman, Mr. Lewis male 32.00 Died 73.5000 Second
Butler, Mr. Reginald Fenton male 25.00 Died 13.0000 Second
Cook, Mr. Jacob male 43.00 Died 8.0500 Third
Brown, Mrs. Thomas William Solomon (Elizabeth Catherine Ford) female 40.00 Survived 39.0000 Second
Davidson, Mr. Thornton male 31.00 Died 52.0000 First
Mitchell, Mr. Henry Michael male 70.00 Died 10.5000 Second
Wilhelms, Mr. Charles male 31.00 Survived 13.0000 Second
Edvardsson, Mr. Gustaf Hjalmar male 18.00 Died 7.7750 Third
Sawyer, Mr. Frederick Charles male 24.50 Died 8.0500 Third
Turja, Miss. Anna Sofia female 18.00 Survived 9.8417 Third
Goodwin, Mrs. Frederick (Augusta Tyler) female 43.00 Died 46.9000 Third
Cardeza, Mr. Thomas Drake Martinez male 36.00 Survived 512.3292 First
Hassab, Mr. Hammad male 27.00 Survived 76.7292 First
Olsvigen, Mr. Thor Anderson male 20.00 Died 9.2250 Third
Goodwin, Mr. Charles Edward male 14.00 Died 46.9000 Third
Brown, Mr. Thomas William Solomon male 60.00 Died 39.0000 Second
Laroche, Mr. Joseph Philippe Lemercier male 25.00 Died 41.5792 Second
Panula, Mr. Jaako Arnold male 14.00 Died 39.6875 Third
Dakic, Mr. Branko male 19.00 Died 10.1708 Third
Fischer, Mr. Eberhard Thelander male 18.00 Died 7.7958 Third
Madill, Miss. Georgette Alexandra female 15.00 Survived 211.3375 First
Dick, Mr. Albert Adrian male 31.00 Survived 57.0000 First
Karun, Miss. Manca female 4.00 Survived 13.4167 Third
Saad, Mr. Khalil male 25.00 Died 7.2250 Third
Weir, Col. John male 60.00 Died 26.5500 First
Chapman, Mr. Charles Henry male 52.00 Died 13.5000 Second
Kelly, Mr. James male 44.00 Died 8.0500 Third
Thayer, Mr. John Borland male 49.00 Died 110.8833 First
Humblen, Mr. Adolf Mathias Nicolai Olsen male 42.00 Died 7.6500 Third
Astor, Mrs. John Jacob (Madeleine Talmadge Force) female 18.00 Survived 227.5250 First
Silverthorne, Mr. Spencer Victor male 35.00 Survived 26.2875 First
Barbara, Miss. Saiide female 18.00 Died 14.4542 Third
Gallagher, Mr. Martin male 25.00 Died 7.7417 Third
Hansen, Mr. Henrik Juul male 26.00 Died 7.8542 Third
Morley, Mr. Henry Samuel ("Mr Henry Marshall") male 39.00 Died 26.0000 Second
Kelly, Mrs. Florence "Fannie" female 45.00 Survived 13.5000 Second
Calderhead, Mr. Edward Pennington male 42.00 Survived 26.2875 First
Cleaver, Miss. Alice female 22.00 Survived 151.5500 First
Mayne, Mlle. Berthe Antonine ("Mrs de Villiers") female 24.00 Survived 49.5042 First
Taylor, Mr. Elmer Zebley male 48.00 Survived 52.0000 First
Larsson, Mr. August Viktor male 29.00 Died 9.4833 Third
Greenberg, Mr. Samuel male 52.00 Died 13.0000 Second
Soholt, Mr. Peter Andreas Lauritz Andersen male 19.00 Died 7.6500 Third
Endres, Miss. Caroline Louise female 38.00 Survived 227.5250 First
Troutt, Miss. Edwina Celia "Winnie" female 27.00 Survived 10.5000 Second
Johnson, Mr. Malkolm Joackim male 33.00 Died 7.7750 Third
Harper, Miss. Annie Jessie "Nina" female 6.00 Survived 33.0000 Second
Jensen, Mr. Svend Lauritz male 17.00 Died 7.0542 Third
Gillespie, Mr. William Henry male 34.00 Died 13.0000 Second
Hodges, Mr. Henry Price male 50.00 Died 13.0000 Second
Chambers, Mr. Norman Campbell male 27.00 Survived 53.1000 First
Oreskovic, Mr. Luka male 20.00 Died 8.6625 Third
Renouf, Mrs. Peter Henry (Lillian Jefferys) female 30.00 Survived 21.0000 Second
Bryhl, Mr. Kurt Arnold Gottfrid male 25.00 Died 26.0000 Second
Ilmakangas, Miss. Pieta Sofia female 25.00 Died 7.9250 Third
Allen, Miss. Elisabeth Walton female 29.00 Survived 211.3375 First
Hassan, Mr. Houssein G N male 11.00 Died 18.7875 Third
Berriman, Mr. William John male 23.00 Died 13.0000 Second
Troupiansky, Mr. Moses Aaron male 23.00 Died 13.0000 Second
Williams, Mr. Leslie male 28.50 Died 16.1000 Third
Ford, Mrs. Edward (Margaret Ann Watson) female 48.00 Died 34.3750 Third
Lesurer, Mr. Gustave J male 35.00 Survived 512.3292 First
Cavendish, Mr. Tyrell William male 36.00 Died 78.8500 First
Ryerson, Miss. Susan Parker "Suzette" female 21.00 Survived 262.3750 First
McNamee, Mr. Neal male 24.00 Died 16.1000 Third
Stranden, Mr. Juho male 31.00 Survived 7.9250 Third
Crosby, Capt. Edward Gifford male 70.00 Died 71.0000 First
Abbott, Mr. Rossmore Edward male 16.00 Died 20.2500 Third
Sinkkonen, Miss. Anna female 30.00 Survived 13.0000 Second
Marvin, Mr. Daniel Warner male 19.00 Died 53.1000 First
Connaghton, Mr. Michael male 31.00 Died 7.7500 Third
Wells, Miss. Joan female 4.00 Survived 23.0000 Second
Moor, Master. Meier male 6.00 Survived 12.4750 Third
Vande Velde, Mr. Johannes Joseph male 33.00 Died 9.5000 Third
Jonkoff, Mr. Lalio male 23.00 Died 7.8958 Third
Herman, Mrs. Samuel (Jane Laver) female 48.00 Survived 65.0000 Second
Hamalainen, Master. Viljo male 0.67 Survived 14.5000 Second
Carlsson, Mr. August Sigfrid male 28.00 Died 7.7958 Third
Bailey, Mr. Percy Andrew male 18.00 Died 11.5000 Second
Theobald, Mr. Thomas Leonard male 34.00 Died 8.0500 Third
Rothes, the Countess. of (Lucy Noel Martha Dyer-Edwards) female 33.00 Survived 86.5000 First
Nirva, Mr. Iisakki Antino Aijo male 41.00 Died 7.1250 Third
Barah, Mr. Hanna Assi male 20.00 Survived 7.2292 Third
Carter, Mrs. William Ernest (Lucile Polk) female 36.00 Survived 120.0000 First
Eklund, Mr. Hans Linus male 16.00 Died 7.7750 Third
Hogeboom, Mrs. John C (Anna Andrews) female 51.00 Survived 77.9583 First
Mangan, Miss. Mary female 30.50 Died 7.7500 Third
Gronnestad, Mr. Daniel Danielsen male 32.00 Died 8.3625 Third
Lievens, Mr. Rene Aime male 24.00 Died 9.5000 Third
Jensen, Mr. Niels Peder male 48.00 Died 7.8542 Third
Mack, Mrs. (Mary) female 57.00 Died 10.5000 Second
Hocking, Mrs. Elizabeth (Eliza Needs) female 54.00 Survived 23.0000 Second
Myhrman, Mr. Pehr Fabian Oliver Malkolm male 18.00 Died 7.7500 Third
Emanuel, Miss. Virginia Ethel female 5.00 Survived 12.4750 Third
Robert, Mrs. Edward Scott (Elisabeth Walton McMillan) female 43.00 Survived 211.3375 First
Ayoub, Miss. Banoura female 13.00 Survived 7.2292 Third
Dick, Mrs. Albert Adrian (Vera Gillespie) female 17.00 Survived 57.0000 First
Long, Mr. Milton Clyde male 29.00 Died 30.0000 First
Ali, Mr. William male 25.00 Died 7.0500 Third
Harmer, Mr. Abraham (David Lishin) male 25.00 Died 7.2500 Third
Sjoblom, Miss. Anna Sofia female 18.00 Survived 7.4958 Third
Rice, Master. George Hugh male 8.00 Died 29.1250 Third
Dean, Master. Bertram Vere male 1.00 Survived 20.5750 Third
Guggenheim, Mr. Benjamin male 46.00 Died 79.2000 First
Gaskell, Mr. Alfred male 16.00 Died 26.0000 Second
Dantcheff, Mr. Ristiu male 25.00 Died 7.8958 Third
Otter, Mr. Richard male 39.00 Died 13.0000 Second
Leader, Dr. Alice (Farnham) female 49.00 Survived 25.9292 First
Osman, Mrs. Mara female 31.00 Survived 8.6833 Third
Ibrahim Shawah, Mr. Yousseff male 30.00 Died 7.2292 Third
Van Impe, Mrs. Jean Baptiste (Rosalie Paula Govaert) female 30.00 Died 24.1500 Third
Ponesell, Mr. Martin male 34.00 Died 13.0000 Second
Collyer, Mrs. Harvey (Charlotte Annie Tate) female 31.00 Survived 26.2500 Second
Carter, Master. William Thornton II male 11.00 Survived 120.0000 First
Thomas, Master. Assad Alexander male 0.42 Survived 8.5167 Third
Hedman, Mr. Oskar Arvid male 27.00 Survived 6.9750 Third
Johansson, Mr. Karl Johan male 31.00 Died 7.7750 Third
Andrews, Mr. Thomas Jr male 39.00 Died 0.0000 First
Pettersson, Miss. Ellen Natalia female 18.00 Died 7.7750 Third
Meyer, Mr. August male 39.00 Died 13.0000 Second
Chambers, Mrs. Norman Campbell (Bertha Griggs) female 33.00 Survived 53.1000 First
Alexander, Mr. William male 26.00 Died 7.8875 Third
Lester, Mr. James male 39.00 Died 24.1500 Third
Slemen, Mr. Richard James male 35.00 Died 10.5000 Second
Andersson, Miss. Ebba Iris Alfrida female 6.00 Died 31.2750 Third
Tomlin, Mr. Ernest Portage male 30.50 Died 8.0500 Third
Heininen, Miss. Wendla Maria female 23.00 Died 7.9250 Third
Mallet, Mr. Albert male 31.00 Died 37.0042 Second
Holm, Mr. John Fredrik Alexander male 43.00 Died 6.4500 Third
Skoog, Master. Karl Thorsten male 10.00 Died 27.9000 Third
Hays, Mrs. Charles Melville (Clara Jennings Gregg) female 52.00 Survived 93.5000 First
Lulic, Mr. Nikola male 27.00 Survived 8.6625 Third
Reuchlin, Jonkheer. John George male 38.00 Died 0.0000 First
Moor, Mrs. (Beila) female 27.00 Survived 12.4750 Third
Panula, Master. Urho Abraham male 2.00 Died 39.6875 Third
Mallet, Master. Andre male 1.00 Survived 37.0042 Second
Stone, Mrs. George Nelson (Martha Evelyn) female 62.00 Survived 80.0000 First
Yasbeck, Mrs. Antoni (Selini Alexander) female 15.00 Survived 14.4542 Third
Richards, Master. George Sibley male 0.83 Survived 18.7500 Second
Augustsson, Mr. Albert male 23.00 Died 7.8542 Third
Allum, Mr. Owen George male 18.00 Died 8.3000 Third
Compton, Miss. Sara Rebecca female 39.00 Survived 83.1583 First
Pasic, Mr. Jakob male 21.00 Died 8.6625 Third
Chip, Mr. Chang male 32.00 Survived 56.4958 Third
Alhomaki, Mr. Ilmari Rudolf male 20.00 Died 7.9250 Third
Mudd, Mr. Thomas Charles male 16.00 Died 10.5000 Second
Serepeca, Miss. Augusta female 30.00 Survived 31.0000 First
Lemberopolous, Mr. Peter L male 34.50 Died 6.4375 Third
Culumovic, Mr. Jeso male 17.00 Died 8.6625 Third
Abbing, Mr. Anthony male 42.00 Died 7.5500 Third
Markoff, Mr. Marin male 35.00 Died 7.8958 Third
Harper, Rev. John male 28.00 Died 33.0000 Second
Andersson, Master. Sigvard Harald Elias male 4.00 Died 31.2750 Third
Svensson, Mr. Johan male 74.00 Died 7.7750 Third
Boulos, Miss. Nourelain female 9.00 Died 15.2458 Third
Lines, Miss. Mary Conover female 16.00 Survived 39.4000 First
Carter, Mrs. Ernest Courtenay (Lilian Hughes) female 44.00 Died 26.0000 Second
Aks, Mrs. Sam (Leah Rosen) female 18.00 Survived 9.3500 Third
Wick, Mrs. George Dennick (Mary Hitchcock) female 45.00 Survived 164.8667 First
Daly, Mr. Peter Denis male 51.00 Survived 26.5500 First
Baclini, Mrs. Solomon (Latifa Qurban) female 24.00 Survived 19.2583 Third
Hansen, Mr. Claus Peter male 41.00 Died 14.1083 Third
Giles, Mr. Frederick Edward male 21.00 Died 11.5000 Second
Swift, Mrs. Frederick Joel (Margaret Welles Barron) female 48.00 Survived 25.9292 First
Gill, Mr. John William male 24.00 Died 13.0000 Second
Bystrom, Mrs. (Karolina) female 42.00 Survived 13.0000 Second
Duran y More, Miss. Asuncion female 27.00 Survived 13.8583 Second
Roebling, Mr. Washington Augustus II male 31.00 Died 50.4958 First
Johnson, Master. Harold Theodor male 4.00 Survived 11.1333 Third
Balkic, Mr. Cerin male 26.00 Died 7.8958 Third
Beckwith, Mrs. Richard Leonard (Sallie Monypeny) female 47.00 Survived 52.5542 First
Carlsson, Mr. Frans Olof male 33.00 Died 5.0000 First
Vander Cruyssen, Mr. Victor male 47.00 Died 9.0000 Third
Abelson, Mrs. Samuel (Hannah Wizosky) female 28.00 Survived 24.0000 Second
Najib, Miss. Adele Kiamie "Jane" female 15.00 Survived 7.2250 Third
Gustafsson, Mr. Alfred Ossian male 20.00 Died 9.8458 Third
Petroff, Mr. Nedelio male 19.00 Died 7.8958 Third
Potter, Mrs. Thomas Jr (Lily Alexenia Wilson) female 56.00 Survived 83.1583 First
Shelley, Mrs. William (Imanita Parrish Hall) female 25.00 Survived 26.0000 Second
Markun, Mr. Johann male 33.00 Died 7.8958 Third
Dahlberg, Miss. Gerda Ulrika female 22.00 Died 10.5167 Third
Banfield, Mr. Frederick James male 28.00 Died 10.5000 Second
Sutehall, Mr. Henry Jr male 25.00 Died 7.0500 Third
Rice, Mrs. William (Margaret Norton) female 39.00 Died 29.1250 Third
Montvila, Rev. Juozas male 27.00 Died 13.0000 Second
Graham, Miss. Margaret Edith female 19.00 Survived 30.0000 First
Behr, Mr. Karl Howell male 26.00 Survived 30.0000 First
Dooley, Mr. Patrick male 32.00 Died 7.7500 Third

Summary Tables

The table function in R is useful for creating quick summaries of categorical data. If you input a categorical variable into this function, it will create a frequency table which displays how often each category occurs. If we pass two categorical variables into the table function, it will create a two-way table showing how many times each combination of the categories occurs.

For example, we can use this function to:

  • Count how many of the passengers in the data set survived the sinking of the ship.
  • Determine the number of people of in each class that survived the sinking of the ship.

Visualizing Categorical Data

To draw a basic bar graph, we can simply use the barplot function and specify a frequency table that we want to represent the height of the bars. For example, we can use the following code to quickly visualize the Status of the passengers:

Things we can add:

  • main = “Title of the Graph”
  • xlab = “x-axis label”
  • ylab = “y-axis label”
  • col = “colour” (full list of colours can be found here)
  • horiz = T (draw the bars horizontally)
  • legend = T (Add a legend to the graph)