UTS
BAHAR ARIFIANTO
2025-04-17
library(ggplot2)
library(tidyr)
library(dplyr)##
## Attaching package: 'dplyr'## The following objects are masked from 'package:stats':
##
## filter, lag## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, unionlibrary(carData)1). TitanicSurvival
data(titani)## Warning in data(titani): data set 'titani' not foundTitanicSurvival## survived sex age passengerClass
## Allen, Miss. Elisabeth Walton yes female 29.0000 1st
## Allison, Master. Hudson Trevor yes male 0.9167 1st
## Allison, Miss. Helen Loraine no female 2.0000 1st
## Allison, Mr. Hudson Joshua Crei no male 30.0000 1st
## Allison, Mrs. Hudson J C (Bessi no female 25.0000 1st
## Anderson, Mr. Harry yes male 48.0000 1st
## Andrews, Miss. Kornelia Theodos yes female 63.0000 1st
## Andrews, Mr. Thomas Jr no male 39.0000 1st
## Appleton, Mrs. Edward Dale (Cha yes female 53.0000 1st
## Artagaveytia, Mr. Ramon no male 71.0000 1st
## Astor, Col. John Jacob no male 47.0000 1st
## Astor, Mrs. John Jacob (Madelei yes female 18.0000 1st
## Aubart, Mme. Leontine Pauline yes female 24.0000 1st
## Barber, Miss. Ellen Nellie yes female 26.0000 1st
## Barkworth, Mr. Algernon Henry W yes male 80.0000 1st
## Baumann, Mr. John D no male NA 1st
## Baxter, Mr. Quigg Edmond no male 24.0000 1st
## Baxter, Mrs. James (Helene DeLa yes female 50.0000 1st
## Bazzani, Miss. Albina yes female 32.0000 1st
## Beattie, Mr. Thomson no male 36.0000 1st
## Beckwith, Mr. Richard Leonard yes male 37.0000 1st
## Beckwith, Mrs. Richard Leonard yes female 47.0000 1st
## Behr, Mr. Karl Howell yes male 26.0000 1st
## Bidois, Miss. Rosalie yes female 42.0000 1st
## Bird, Miss. Ellen yes female 29.0000 1st
## Birnbaum, Mr. Jakob no male 25.0000 1st
## Bishop, Mr. Dickinson H yes male 25.0000 1st
## Bishop, Mrs. Dickinson H (Helen yes female 19.0000 1st
## Bissette, Miss. Amelia yes female 35.0000 1st
## Bjornstrom-Steffansson, Mr. Mau yes male 28.0000 1st
## Blackwell, Mr. Stephen Weart no male 45.0000 1st
## Blank, Mr. Henry yes male 40.0000 1st
## Bonnell, Miss. Caroline yes female 30.0000 1st
## Bonnell, Miss. Elizabeth yes female 58.0000 1st
## Borebank, Mr. John James no male 42.0000 1st
## Bowen, Miss. Grace Scott yes female 45.0000 1st
## Bowerman, Miss. Elsie Edith yes female 22.0000 1st
## Bradley, Mr. George (George Ar yes male NA 1st
## Brady, Mr. John Bertram no male 41.0000 1st
## Brandeis, Mr. Emil no male 48.0000 1st
## Brewe, Dr. Arthur Jackson no male NA 1st
## Brown, Mrs. James Joseph (Marga yes female 44.0000 1st
## Brown, Mrs. John Murray (Caroli yes female 59.0000 1st
## Bucknell, Mrs. William Robert ( yes female 60.0000 1st
## Burns, Miss. Elizabeth Margaret yes female 41.0000 1st
## Butt, Major. Archibald Willingh no male 45.0000 1st
## Cairns, Mr. Alexander no male NA 1st
## Calderhead, Mr. Edward Penningt yes male 42.0000 1st
## Candee, Mrs. Edward (Helen Chur yes female 53.0000 1st
## Cardeza, Mr. Thomas Drake Marti yes male 36.0000 1st
## Cardeza, Mrs. James Warburton M yes female 58.0000 1st
## Carlsson, Mr. Frans Olof no male 33.0000 1st
## Carrau, Mr. Francisco M no male 28.0000 1st
## Carrau, Mr. Jose Pedro no male 17.0000 1st
## Carter, Master. William Thornto yes male 11.0000 1st
## Carter, Miss. Lucile Polk yes female 14.0000 1st
## Carter, Mr. William Ernest yes male 36.0000 1st
## Carter, Mrs. William Ernest (Lu yes female 36.0000 1st
## Case, Mr. Howard Brown no male 49.0000 1st
## Cassebeer, Mrs. Henry Arthur Jr yes female NA 1st
## Cavendish, Mr. Tyrell William no male 36.0000 1st
## Cavendish, Mrs. Tyrell William yes female 76.0000 1st
## Chaffee, Mr. Herbert Fuller no male 46.0000 1st
## Chaffee, Mrs. Herbert Fuller (C yes female 47.0000 1st
## Chambers, Mr. Norman Campbell yes male 27.0000 1st
## Chambers, Mrs. Norman Campbell yes female 33.0000 1st
## Chaudanson, Miss. Victorine yes female 36.0000 1st
## Cherry, Miss. Gladys yes female 30.0000 1st
## Chevre, Mr. Paul Romaine yes male 45.0000 1st
## Chibnall, Mrs. (Edith Martha Bo yes female NA 1st
## Chisholm, Mr. Roderick Robert C no male NA 1st
## Clark, Mr. Walter Miller no male 27.0000 1st
## Clark, Mrs. Walter Miller (Virg yes female 26.0000 1st
## Cleaver, Miss. Alice yes female 22.0000 1st
## Clifford, Mr. George Quincy no male NA 1st
## Colley, Mr. Edward Pomeroy no male 47.0000 1st
## Compton, Miss. Sara Rebecca yes female 39.0000 1st
## Compton, Mr. Alexander Taylor J no male 37.0000 1st
## Compton, Mrs. Alexander Taylor yes female 64.0000 1st
## Cornell, Mrs. Robert Clifford ( yes female 55.0000 1st
## Crafton, Mr. John Bertram no male NA 1st
## Crosby, Capt. Edward Gifford no male 70.0000 1st
## Crosby, Miss. Harriet R yes female 36.0000 1st
## Crosby, Mrs. Edward Gifford (Ca yes female 64.0000 1st
## Cumings, Mr. John Bradley no male 39.0000 1st
## Cumings, Mrs. John Bradley (Flo yes female 38.0000 1st
## Daly, Mr. Peter Denis yes male 51.0000 1st
## Daniel, Mr. Robert Williams yes male 27.0000 1st
## Daniels, Miss. Sarah yes female 33.0000 1st
## Davidson, Mr. Thornton no male 31.0000 1st
## Davidson, Mrs. Thornton (Orian yes female 27.0000 1st
## Dick, Mr. Albert Adrian yes male 31.0000 1st
## Dick, Mrs. Albert Adrian (Vera yes female 17.0000 1st
## Dodge, Dr. Washington yes male 53.0000 1st
## Dodge, Master. Washington yes male 4.0000 1st
## Dodge, Mrs. Washington (Ruth Vi yes female 54.0000 1st
## Douglas, Mr. Walter Donald no male 50.0000 1st
## Douglas, Mrs. Frederick Charles yes female 27.0000 1st
## Douglas, Mrs. Walter Donald (Ma yes female 48.0000 1st
## Duff Gordon, Lady. (Lucille Chr yes female 48.0000 1st
## Duff Gordon, Sir. Cosmo Edmund yes male 49.0000 1st
## Dulles, Mr. William Crothers no male 39.0000 1st
## Earnshaw, Mrs. Boulton (Olive P yes female 23.0000 1st
## Endres, Miss. Caroline Louise yes female 38.0000 1st
## Eustis, Miss. Elizabeth Mussey yes female 54.0000 1st
## Evans, Miss. Edith Corse no female 36.0000 1st
## Farthing, Mr. John no male NA 1st
## Flegenheim, Mrs. Alfred (Antoin yes female NA 1st
## Fleming, Miss. Margaret yes female NA 1st
## Flynn, Mr. John Irwin (Irving yes male 36.0000 1st
## Foreman, Mr. Benjamin Laventall no male 30.0000 1st
## Fortune, Miss. Alice Elizabeth yes female 24.0000 1st
## Fortune, Miss. Ethel Flora yes female 28.0000 1st
## Fortune, Miss. Mabel Helen yes female 23.0000 1st
## Fortune, Mr. Charles Alexander no male 19.0000 1st
## Fortune, Mr. Mark no male 64.0000 1st
## Fortune, Mrs. Mark (Mary McDoug yes female 60.0000 1st
## Francatelli, Miss. Laura Mabel yes female 30.0000 1st
## Franklin, Mr. Thomas Parham no male NA 1st
## Frauenthal, Dr. Henry William yes male 50.0000 1st
## Frauenthal, Mr. Isaac Gerald yes male 43.0000 1st
## Frauenthal, Mrs. Henry William yes female NA 1st
## Frolicher, Miss. Hedwig Margari yes female 22.0000 1st
## Frolicher-Stehli, Mr. Maxmillia yes male 60.0000 1st
## Frolicher-Stehli, Mrs. Maxmilli yes female 48.0000 1st
## Fry, Mr. Richard no male NA 1st
## Futrelle, Mr. Jacques Heath no male 37.0000 1st
## Futrelle, Mrs. Jacques Heath (L yes female 35.0000 1st
## Gee, Mr. Arthur H no male 47.0000 1st
## Geiger, Miss. Amalie yes female 35.0000 1st
## Gibson, Miss. Dorothy Winifred yes female 22.0000 1st
## Gibson, Mrs. Leonard (Pauline C yes female 45.0000 1st
## Giglio, Mr. Victor no male 24.0000 1st
## Goldenberg, Mr. Samuel L yes male 49.0000 1st
## Goldenberg, Mrs. Samuel L (Edwi yes female NA 1st
## Goldschmidt, Mr. George B no male 71.0000 1st
## Gracie, Col. Archibald IV yes male 53.0000 1st
## Graham, Miss. Margaret Edith yes female 19.0000 1st
## Graham, Mr. George Edward no male 38.0000 1st
## Graham, Mrs. William Thompson ( yes female 58.0000 1st
## Greenfield, Mr. William Bertram yes male 23.0000 1st
## Greenfield, Mrs. Leo David (Bla yes female 45.0000 1st
## Guggenheim, Mr. Benjamin no male 46.0000 1st
## Harder, Mr. George Achilles yes male 25.0000 1st
## Harder, Mrs. George Achilles (D yes female 25.0000 1st
## Harper, Mr. Henry Sleeper yes male 48.0000 1st
## Harper, Mrs. Henry Sleeper (Myn yes female 49.0000 1st
## Harrington, Mr. Charles H no male NA 1st
## Harris, Mr. Henry Birkhardt no male 45.0000 1st
## Harris, Mrs. Henry Birkhardt (I yes female 35.0000 1st
## Harrison, Mr. William no male 40.0000 1st
## Hassab, Mr. Hammad yes male 27.0000 1st
## Hawksford, Mr. Walter James yes male NA 1st
## Hays, Miss. Margaret Bechstein yes female 24.0000 1st
## Hays, Mr. Charles Melville no male 55.0000 1st
## Hays, Mrs. Charles Melville (Cl yes female 52.0000 1st
## Head, Mr. Christopher no male 42.0000 1st
## Hilliard, Mr. Herbert Henry no male NA 1st
## Hipkins, Mr. William Edward no male 55.0000 1st
## Hippach, Miss. Jean Gertrude yes female 16.0000 1st
## Hippach, Mrs. Louis Albert (Ida yes female 44.0000 1st
## Hogeboom, Mrs. John C (Anna And yes female 51.0000 1st
## Holverson, Mr. Alexander Oskar no male 42.0000 1st
## Holverson, Mrs. Alexander Oskar yes female 35.0000 1st
## Homer, Mr. Harry (Mr E Haven) yes male 35.0000 1st
## Hoyt, Mr. Frederick Maxfield yes male 38.0000 1st
## Hoyt, Mr. William Fisher no male NA 1st
## Hoyt, Mrs. Frederick Maxfield ( yes female 35.0000 1st
## Icard, Miss. Amelie yes female 38.0000 1st
## Isham, Miss. Ann Elizabeth no female 50.0000 1st
## Ismay, Mr. Joseph Bruce yes male 49.0000 1st
## Jones, Mr. Charles Cresson no male 46.0000 1st
## Julian, Mr. Henry Forbes no male 50.0000 1st
## Keeping, Mr. Edwin no male 32.5000 1st
## Kent, Mr. Edward Austin no male 58.0000 1st
## Kenyon, Mr. Frederick R no male 41.0000 1st
## Kenyon, Mrs. Frederick R (Mario yes female NA 1st
## Kimball, Mr. Edwin Nelson Jr yes male 42.0000 1st
## Kimball, Mrs. Edwin Nelson Jr ( yes female 45.0000 1st
## Klaber, Mr. Herman no male NA 1st
## Kreuchen, Miss. Emilie yes female 39.0000 1st
## Leader, Dr. Alice (Farnham) yes female 49.0000 1st
## LeRoy, Miss. Bertha yes female 30.0000 1st
## Lesurer, Mr. Gustave J yes male 35.0000 1st
## Lewy, Mr. Ervin G no male NA 1st
## Lindeberg-Lind, Mr. Erik Gustaf no male 42.0000 1st
## Lindstrom, Mrs. Carl Johan (Sig yes female 55.0000 1st
## Lines, Miss. Mary Conover yes female 16.0000 1st
## Lines, Mrs. Ernest H (Elizabeth yes female 51.0000 1st
## Long, Mr. Milton Clyde no male 29.0000 1st
## Longley, Miss. Gretchen Fiske yes female 21.0000 1st
## Loring, Mr. Joseph Holland no male 30.0000 1st
## Lurette, Miss. Elise yes female 58.0000 1st
## Madill, Miss. Georgette Alexand yes female 15.0000 1st
## Maguire, Mr. John Edward no male 30.0000 1st
## Maioni, Miss. Roberta yes female 16.0000 1st
## Marechal, Mr. Pierre yes male NA 1st
## Marvin, Mr. Daniel Warner no male 19.0000 1st
## Marvin, Mrs. Daniel Warner (Mar yes female 18.0000 1st
## Mayne, Mlle. Berthe Antonine ( yes female 24.0000 1st
## McCaffry, Mr. Thomas Francis no male 46.0000 1st
## McCarthy, Mr. Timothy J no male 54.0000 1st
## McGough, Mr. James Robert yes male 36.0000 1st
## Meyer, Mr. Edgar Joseph no male 28.0000 1st
## Meyer, Mrs. Edgar Joseph (Leila yes female NA 1st
## Millet, Mr. Francis Davis no male 65.0000 1st
## Minahan, Dr. William Edward no male 44.0000 1st
## Minahan, Miss. Daisy E yes female 33.0000 1st
## Minahan, Mrs. William Edward (L yes female 37.0000 1st
## Mock, Mr. Philipp Edmund yes male 30.0000 1st
## Molson, Mr. Harry Markland no male 55.0000 1st
## Moore, Mr. Clarence Bloomfield no male 47.0000 1st
## Natsch, Mr. Charles H no male 37.0000 1st
## Newell, Miss. Madeleine yes female 31.0000 1st
## Newell, Miss. Marjorie yes female 23.0000 1st
## Newell, Mr. Arthur Webster no male 58.0000 1st
## Newsom, Miss. Helen Monypeny yes female 19.0000 1st
## Nicholson, Mr. Arthur Ernest no male 64.0000 1st
## Oliva y Ocana, Dona. Fermina yes female 39.0000 1st
## Omont, Mr. Alfred Fernand yes male NA 1st
## Ostby, Miss. Helene Ragnhild yes female 22.0000 1st
## Ostby, Mr. Engelhart Cornelius no male 65.0000 1st
## Ovies y Rodriguez, Mr. Servando no male 28.5000 1st
## Parr, Mr. William Henry Marsh no male NA 1st
## Partner, Mr. Austen no male 45.5000 1st
## Payne, Mr. Vivian Ponsonby no male 23.0000 1st
## Pears, Mr. Thomas Clinton no male 29.0000 1st
## Pears, Mrs. Thomas (Edith Wearn yes female 22.0000 1st
## Penasco y Castellana, Mr. Victo no male 18.0000 1st
## Penasco y Castellana, Mrs. Vict yes female 17.0000 1st
## Perreault, Miss. Anne yes female 30.0000 1st
## Peuchen, Major. Arthur Godfrey yes male 52.0000 1st
## Porter, Mr. Walter Chamberlain no male 47.0000 1st
## Potter, Mrs. Thomas Jr (Lily Al yes female 56.0000 1st
## Reuchlin, Jonkheer. John George no male 38.0000 1st
## Rheims, Mr. George Alexander Lu yes male NA 1st
## Ringhini, Mr. Sante no male 22.0000 1st
## Robbins, Mr. Victor no male NA 1st
## Robert, Mrs. Edward Scott (Elis yes female 43.0000 1st
## Roebling, Mr. Washington August no male 31.0000 1st
## Romaine, Mr. Charles Hallace ( yes male 45.0000 1st
## Rood, Mr. Hugh Roscoe no male NA 1st
## Rosenbaum, Miss. Edith Louise yes female 33.0000 1st
## Rosenshine, Mr. George (Mr Geo no male 46.0000 1st
## Ross, Mr. John Hugo no male 36.0000 1st
## Rothes, the Countess. of (Lucy yes female 33.0000 1st
## Rothschild, Mr. Martin no male 55.0000 1st
## Rothschild, Mrs. Martin (Elizab yes female 54.0000 1st
## Rowe, Mr. Alfred G no male 33.0000 1st
## Ryerson, Master. John Borie yes male 13.0000 1st
## Ryerson, Miss. Emily Borie yes female 18.0000 1st
## Ryerson, Miss. Susan Parker Su yes female 21.0000 1st
## Ryerson, Mr. Arthur Larned no male 61.0000 1st
## Ryerson, Mrs. Arthur Larned (Em yes female 48.0000 1st
## Saalfeld, Mr. Adolphe yes male NA 1st
## Sagesser, Mlle. Emma yes female 24.0000 1st
## Salomon, Mr. Abraham L yes male NA 1st
## Schabert, Mrs. Paul (Emma Mock) yes female 35.0000 1st
## Serepeca, Miss. Augusta yes female 30.0000 1st
## Seward, Mr. Frederic Kimber yes male 34.0000 1st
## Shutes, Miss. Elizabeth W yes female 40.0000 1st
## Silverthorne, Mr. Spencer Victo yes male 35.0000 1st
## Silvey, Mr. William Baird no male 50.0000 1st
## Silvey, Mrs. William Baird (Ali yes female 39.0000 1st
## Simonius-Blumer, Col. Oberst Al yes male 56.0000 1st
## Sloper, Mr. William Thompson yes male 28.0000 1st
## Smart, Mr. John Montgomery no male 56.0000 1st
## Smith, Mr. James Clinch no male 56.0000 1st
## Smith, Mr. Lucien Philip no male 24.0000 1st
## Smith, Mr. Richard William no male NA 1st
## Smith, Mrs. Lucien Philip (Mary yes female 18.0000 1st
## Snyder, Mr. John Pillsbury yes male 24.0000 1st
## Snyder, Mrs. John Pillsbury (Ne yes female 23.0000 1st
## Spedden, Master. Robert Douglas yes male 6.0000 1st
## Spedden, Mr. Frederic Oakley yes male 45.0000 1st
## Spedden, Mrs. Frederic Oakley ( yes female 40.0000 1st
## Spencer, Mr. William Augustus no male 57.0000 1st
## Spencer, Mrs. William Augustus yes female NA 1st
## Stahelin-Maeglin, Dr. Max yes male 32.0000 1st
## Stead, Mr. William Thomas no male 62.0000 1st
## Stengel, Mr. Charles Emil Henry yes male 54.0000 1st
## Stengel, Mrs. Charles Emil Henr yes female 43.0000 1st
## Stephenson, Mrs. Walter Bertram yes female 52.0000 1st
## Stewart, Mr. Albert A no male NA 1st
## Stone, Mrs. George Nelson (Mart yes female 62.0000 1st
## Straus, Mr. Isidor no male 67.0000 1st
## Straus, Mrs. Isidor (Rosalie Id no female 63.0000 1st
## Sutton, Mr. Frederick no male 61.0000 1st
## Swift, Mrs. Frederick Joel (Mar yes female 48.0000 1st
## Taussig, Miss. Ruth yes female 18.0000 1st
## Taussig, Mr. Emil no male 52.0000 1st
## Taussig, Mrs. Emil (Tillie Mand yes female 39.0000 1st
## Taylor, Mr. Elmer Zebley yes male 48.0000 1st
## Taylor, Mrs. Elmer Zebley (Juli yes female NA 1st
## Thayer, Mr. John Borland no male 49.0000 1st
## Thayer, Mr. John Borland Jr yes male 17.0000 1st
## Thayer, Mrs. John Borland (Mari yes female 39.0000 1st
## Thorne, Mrs. Gertrude Maybelle yes female NA 1st
## Tucker, Mr. Gilbert Milligan Jr yes male 31.0000 1st
## Uruchurtu, Don. Manuel E no male 40.0000 1st
## Van der hoef, Mr. Wyckoff no male 61.0000 1st
## Walker, Mr. William Anderson no male 47.0000 1st
## Ward, Miss. Anna yes female 35.0000 1st
## Warren, Mr. Frank Manley no male 64.0000 1st
## Warren, Mrs. Frank Manley (Anna yes female 60.0000 1st
## Weir, Col. John no male 60.0000 1st
## White, Mr. Percival Wayland no male 54.0000 1st
## White, Mr. Richard Frasar no male 21.0000 1st
## White, Mrs. John Stuart (Ella H yes female 55.0000 1st
## Wick, Miss. Mary Natalie yes female 31.0000 1st
## Wick, Mr. George Dennick no male 57.0000 1st
## Wick, Mrs. George Dennick (Mary yes female 45.0000 1st
## Widener, Mr. George Dunton no male 50.0000 1st
## Widener, Mr. Harry Elkins no male 27.0000 1st
## Widener, Mrs. George Dunton (El yes female 50.0000 1st
## Willard, Miss. Constance yes female 21.0000 1st
## Williams, Mr. Charles Duane no male 51.0000 1st
## Williams, Mr. Richard Norris II yes male 21.0000 1st
## Williams-Lambert, Mr. Fletcher no male NA 1st
## Wilson, Miss. Helen Alice yes female 31.0000 1st
## Woolner, Mr. Hugh yes male NA 1st
## Wright, Mr. George no male 62.0000 1st
## Young, Miss. Marie Grice yes female 36.0000 1st
## Abelson, Mr. Samuel no male 30.0000 2nd
## Abelson, Mrs. Samuel (Hannah Wi yes female 28.0000 2nd
## Aldworth, Mr. Charles Augustus no male 30.0000 2nd
## Andrew, Mr. Edgardo Samuel no male 18.0000 2nd
## Andrew, Mr. Frank Thomas no male 25.0000 2nd
## Angle, Mr. William A no male 34.0000 2nd
## Angle, Mrs. William A (Florence yes female 36.0000 2nd
## Ashby, Mr. John no male 57.0000 2nd
## Bailey, Mr. Percy Andrew no male 18.0000 2nd
## Baimbrigge, Mr. Charles Robert no male 23.0000 2nd
## Ball, Mrs. (Ada E Hall) yes female 36.0000 2nd
## Banfield, Mr. Frederick James no male 28.0000 2nd
## Bateman, Rev. Robert James no male 51.0000 2nd
## Beane, Mr. Edward yes male 32.0000 2nd
## Beane, Mrs. Edward (Ethel Clark yes female 19.0000 2nd
## Beauchamp, Mr. Henry James no male 28.0000 2nd
## Becker, Master. Richard F yes male 1.0000 2nd
## Becker, Miss. Marion Louise yes female 4.0000 2nd
## Becker, Miss. Ruth Elizabeth yes female 12.0000 2nd
## Becker, Mrs. Allen Oliver (Nell yes female 36.0000 2nd
## Beesley, Mr. Lawrence yes male 34.0000 2nd
## Bentham, Miss. Lilian W yes female 19.0000 2nd
## Berriman, Mr. William John no male 23.0000 2nd
## Botsford, Mr. William Hull no male 26.0000 2nd
## Bowenur, Mr. Solomon no male 42.0000 2nd
## Bracken, Mr. James H no male 27.0000 2nd
## Brown, Miss. Amelia Mildred yes female 24.0000 2nd
## Brown, Miss. Edith Eileen yes female 15.0000 2nd
## Brown, Mr. Thomas William Solom no male 60.0000 2nd
## Brown, Mrs. Thomas William Solo yes female 40.0000 2nd
## Bryhl, Miss. Dagmar Jenny Ingeb yes female 20.0000 2nd
## Bryhl, Mr. Kurt Arnold Gottfrid no male 25.0000 2nd
## Buss, Miss. Kate yes female 36.0000 2nd
## Butler, Mr. Reginald Fenton no male 25.0000 2nd
## Byles, Rev. Thomas Roussel Davi no male 42.0000 2nd
## Bystrom, Mrs. (Karolina) yes female 42.0000 2nd
## Caldwell, Master. Alden Gates yes male 0.8333 2nd
## Caldwell, Mr. Albert Francis yes male 26.0000 2nd
## Caldwell, Mrs. Albert Francis ( yes female 22.0000 2nd
## Cameron, Miss. Clear Annie yes female 35.0000 2nd
## Campbell, Mr. William no male NA 2nd
## Carbines, Mr. William no male 19.0000 2nd
## Carter, Mrs. Ernest Courtenay ( no female 44.0000 2nd
## Carter, Rev. Ernest Courtenay no male 54.0000 2nd
## Chapman, Mr. Charles Henry no male 52.0000 2nd
## Chapman, Mr. John Henry no male 37.0000 2nd
## Chapman, Mrs. John Henry (Sara no female 29.0000 2nd
## Christy, Miss. Julie Rachel yes female 25.0000 2nd
## Christy, Mrs. (Alice Frances) yes female 45.0000 2nd
## Clarke, Mr. Charles Valentine no male 29.0000 2nd
## Clarke, Mrs. Charles V (Ada Mar yes female 28.0000 2nd
## Coleridge, Mr. Reginald Charles no male 29.0000 2nd
## Collander, Mr. Erik Gustaf no male 28.0000 2nd
## Collett, Mr. Sidney C Stuart yes male 24.0000 2nd
## Collyer, Miss. Marjorie Lottie yes female 8.0000 2nd
## Collyer, Mr. Harvey no male 31.0000 2nd
## Collyer, Mrs. Harvey (Charlotte yes female 31.0000 2nd
## Cook, Mrs. (Selena Rogers) yes female 22.0000 2nd
## Corbett, Mrs. Walter H (Irene C no female 30.0000 2nd
## Corey, Mrs. Percy C (Mary Phyll no female NA 2nd
## Cotterill, Mr. Henry Harry no male 21.0000 2nd
## Cunningham, Mr. Alfred Fleming no male NA 2nd
## Davies, Master. John Morgan Jr yes male 8.0000 2nd
## Davies, Mr. Charles Henry no male 18.0000 2nd
## Davies, Mrs. John Morgan (Eliza yes female 48.0000 2nd
## Davis, Miss. Mary yes female 28.0000 2nd
## de Brito, Mr. Jose Joaquim no male 32.0000 2nd
## Deacon, Mr. Percy William no male 17.0000 2nd
## del Carlo, Mr. Sebastiano no male 29.0000 2nd
## del Carlo, Mrs. Sebastiano (Arg yes female 24.0000 2nd
## Denbury, Mr. Herbert no male 25.0000 2nd
## Dibden, Mr. William no male 18.0000 2nd
## Doling, Miss. Elsie yes female 18.0000 2nd
## Doling, Mrs. John T (Ada Julia yes female 34.0000 2nd
## Downton, Mr. William James no male 54.0000 2nd
## Drew, Master. Marshall Brines yes male 8.0000 2nd
## Drew, Mr. James Vivian no male 42.0000 2nd
## Drew, Mrs. James Vivian (Lulu T yes female 34.0000 2nd
## Duran y More, Miss. Asuncion yes female 27.0000 2nd
## Duran y More, Miss. Florentina yes female 30.0000 2nd
## Eitemiller, Mr. George Floyd no male 23.0000 2nd
## Enander, Mr. Ingvar no male 21.0000 2nd
## Fahlstrom, Mr. Arne Jonas no male 18.0000 2nd
## Faunthorpe, Mr. Harry no male 40.0000 2nd
## Faunthorpe, Mrs. Lizzie (Elizab yes female 29.0000 2nd
## Fillbrook, Mr. Joseph Charles no male 18.0000 2nd
## Fox, Mr. Stanley Hubert no male 36.0000 2nd
## Frost, Mr. Anthony Wood Archie no male NA 2nd
## Funk, Miss. Annie Clemmer no female 38.0000 2nd
## Fynney, Mr. Joseph J no male 35.0000 2nd
## Gale, Mr. Harry no male 38.0000 2nd
## Gale, Mr. Shadrach no male 34.0000 2nd
## Garside, Miss. Ethel yes female 34.0000 2nd
## Gaskell, Mr. Alfred no male 16.0000 2nd
## Gavey, Mr. Lawrence no male 26.0000 2nd
## Gilbert, Mr. William no male 47.0000 2nd
## Giles, Mr. Edgar no male 21.0000 2nd
## Giles, Mr. Frederick Edward no male 21.0000 2nd
## Giles, Mr. Ralph no male 24.0000 2nd
## Gill, Mr. John William no male 24.0000 2nd
## Gillespie, Mr. William Henry no male 34.0000 2nd
## Givard, Mr. Hans Kristensen no male 30.0000 2nd
## Greenberg, Mr. Samuel no male 52.0000 2nd
## Hale, Mr. Reginald no male 30.0000 2nd
## Hamalainen, Master. Viljo yes male 0.6667 2nd
## Hamalainen, Mrs. William (Anna) yes female 24.0000 2nd
## Harbeck, Mr. William H no male 44.0000 2nd
## Harper, Miss. Annie Jessie Nin yes female 6.0000 2nd
## Harper, Rev. John no male 28.0000 2nd
## Harris, Mr. George yes male 62.0000 2nd
## Harris, Mr. Walter no male 30.0000 2nd
## Hart, Miss. Eva Miriam yes female 7.0000 2nd
## Hart, Mr. Benjamin no male 43.0000 2nd
## Hart, Mrs. Benjamin (Esther Ada yes female 45.0000 2nd
## Herman, Miss. Alice yes female 24.0000 2nd
## Herman, Miss. Kate yes female 24.0000 2nd
## Herman, Mr. Samuel no male 49.0000 2nd
## Herman, Mrs. Samuel (Jane Laver yes female 48.0000 2nd
## Hewlett, Mrs. (Mary D Kingcome) yes female 55.0000 2nd
## Hickman, Mr. Leonard Mark no male 24.0000 2nd
## Hickman, Mr. Lewis no male 32.0000 2nd
## Hickman, Mr. Stanley George no male 21.0000 2nd
## Hiltunen, Miss. Marta no female 18.0000 2nd
## Hocking, Miss. Ellen Nellie yes female 20.0000 2nd
## Hocking, Mr. Richard George no male 23.0000 2nd
## Hocking, Mr. Samuel James Metca no male 36.0000 2nd
## Hocking, Mrs. Elizabeth (Eliza yes female 54.0000 2nd
## Hodges, Mr. Henry Price no male 50.0000 2nd
## Hold, Mr. Stephen no male 44.0000 2nd
## Hold, Mrs. Stephen (Annie Marga yes female 29.0000 2nd
## Hood, Mr. Ambrose Jr no male 21.0000 2nd
## Hosono, Mr. Masabumi yes male 42.0000 2nd
## Howard, Mr. Benjamin no male 63.0000 2nd
## Howard, Mrs. Benjamin (Ellen Tr no female 60.0000 2nd
## Hunt, Mr. George Henry no male 33.0000 2nd
## Ilett, Miss. Bertha yes female 17.0000 2nd
## Jacobsohn, Mr. Sidney Samuel no male 42.0000 2nd
## Jacobsohn, Mrs. Sidney Samuel ( yes female 24.0000 2nd
## Jarvis, Mr. John Denzil no male 47.0000 2nd
## Jefferys, Mr. Clifford Thomas no male 24.0000 2nd
## Jefferys, Mr. Ernest Wilfred no male 22.0000 2nd
## Jenkin, Mr. Stephen Curnow no male 32.0000 2nd
## Jerwan, Mrs. Amin S (Marie Mart yes female 23.0000 2nd
## Kantor, Mr. Sinai no male 34.0000 2nd
## Kantor, Mrs. Sinai (Miriam Ster yes female 24.0000 2nd
## Karnes, Mrs. J Frank (Claire Be no female 22.0000 2nd
## Keane, Miss. Nora A yes female NA 2nd
## Keane, Mr. Daniel no male 35.0000 2nd
## Kelly, Mrs. Florence Fannie yes female 45.0000 2nd
## Kirkland, Rev. Charles Leonard no male 57.0000 2nd
## Knight, Mr. Robert J no male NA 2nd
## Kvillner, Mr. Johan Henrik Joha no male 31.0000 2nd
## Lahtinen, Mrs. William (Anna Sy no female 26.0000 2nd
## Lahtinen, Rev. William no male 30.0000 2nd
## Lamb, Mr. John Joseph no male NA 2nd
## Laroche, Miss. Louise yes female 1.0000 2nd
## Laroche, Miss. Simonne Marie An yes female 3.0000 2nd
## Laroche, Mr. Joseph Philippe Le no male 25.0000 2nd
## Laroche, Mrs. Joseph (Juliette yes female 22.0000 2nd
## Lehmann, Miss. Bertha yes female 17.0000 2nd
## Leitch, Miss. Jessie Wills yes female NA 2nd
## Lemore, Mrs. (Amelia Milley) yes female 34.0000 2nd
## Levy, Mr. Rene Jacques no male 36.0000 2nd
## Leyson, Mr. Robert William Norm no male 24.0000 2nd
## Lingane, Mr. John no male 61.0000 2nd
## Louch, Mr. Charles Alexander no male 50.0000 2nd
## Louch, Mrs. Charles Alexander ( yes female 42.0000 2nd
## Mack, Mrs. (Mary) no female 57.0000 2nd
## Malachard, Mr. Noel no male NA 2nd
## Mallet, Master. Andre yes male 1.0000 2nd
## Mallet, Mr. Albert no male 31.0000 2nd
## Mallet, Mrs. Albert (Antoinette yes female 24.0000 2nd
## Mangiavacchi, Mr. Serafino Emil no male NA 2nd
## Matthews, Mr. William John no male 30.0000 2nd
## Maybery, Mr. Frank Hubert no male 40.0000 2nd
## McCrae, Mr. Arthur Gordon no male 32.0000 2nd
## McCrie, Mr. James Matthew no male 30.0000 2nd
## McKane, Mr. Peter David no male 46.0000 2nd
## Mellinger, Miss. Madeleine Viol yes female 13.0000 2nd
## Mellinger, Mrs. (Elizabeth Anne yes female 41.0000 2nd
## Mellors, Mr. William John yes male 19.0000 2nd
## Meyer, Mr. August no male 39.0000 2nd
## Milling, Mr. Jacob Christian no male 48.0000 2nd
## Mitchell, Mr. Henry Michael no male 70.0000 2nd
## Montvila, Rev. Juozas no male 27.0000 2nd
## Moraweck, Dr. Ernest no male 54.0000 2nd
## Morley, Mr. Henry Samuel (Mr H no male 39.0000 2nd
## Mudd, Mr. Thomas Charles no male 16.0000 2nd
## Myles, Mr. Thomas Francis no male 62.0000 2nd
## Nasser, Mr. Nicholas no male 32.5000 2nd
## Nasser, Mrs. Nicholas (Adele Ac yes female 14.0000 2nd
## Navratil, Master. Edmond Roger yes male 2.0000 2nd
## Navratil, Master. Michel M yes male 3.0000 2nd
## Navratil, Mr. Michel (Louis M no male 36.5000 2nd
## Nesson, Mr. Israel no male 26.0000 2nd
## Nicholls, Mr. Joseph Charles no male 19.0000 2nd
## Norman, Mr. Robert Douglas no male 28.0000 2nd
## Nourney, Mr. Alfred (Baron von yes male 20.0000 2nd
## Nye, Mrs. (Elizabeth Ramell) yes female 29.0000 2nd
## Otter, Mr. Richard no male 39.0000 2nd
## Oxenham, Mr. Percy Thomas yes male 22.0000 2nd
## Padro y Manent, Mr. Julian yes male NA 2nd
## Pain, Dr. Alfred no male 23.0000 2nd
## Pallas y Castello, Mr. Emilio yes male 29.0000 2nd
## Parker, Mr. Clifford Richard no male 28.0000 2nd
## Parkes, Mr. Francis Frank no male NA 2nd
## Parrish, Mrs. (Lutie Davis) yes female 50.0000 2nd
## Pengelly, Mr. Frederick William no male 19.0000 2nd
## Pernot, Mr. Rene no male NA 2nd
## Peruschitz, Rev. Joseph Maria no male 41.0000 2nd
## Phillips, Miss. Alice Frances L yes female 21.0000 2nd
## Phillips, Miss. Kate Florence ( yes female 19.0000 2nd
## Phillips, Mr. Escott Robert no male 43.0000 2nd
## Pinsky, Mrs. (Rosa) yes female 32.0000 2nd
## Ponesell, Mr. Martin no male 34.0000 2nd
## Portaluppi, Mr. Emilio Ilario G yes male 30.0000 2nd
## Pulbaum, Mr. Franz no male 27.0000 2nd
## Quick, Miss. Phyllis May yes female 2.0000 2nd
## Quick, Miss. Winifred Vera yes female 8.0000 2nd
## Quick, Mrs. Frederick Charles ( yes female 33.0000 2nd
## Reeves, Mr. David no male 36.0000 2nd
## Renouf, Mr. Peter Henry no male 34.0000 2nd
## Renouf, Mrs. Peter Henry (Lilli yes female 30.0000 2nd
## Reynaldo, Ms. Encarnacion yes female 28.0000 2nd
## Richard, Mr. Emile no male 23.0000 2nd
## Richards, Master. George Sibley yes male 0.8333 2nd
## Richards, Master. William Rowe yes male 3.0000 2nd
## Richards, Mrs. Sidney (Emily Ho yes female 24.0000 2nd
## Ridsdale, Miss. Lucy yes female 50.0000 2nd
## Rogers, Mr. Reginald Harry no male 19.0000 2nd
## Rugg, Miss. Emily yes female 21.0000 2nd
## Schmidt, Mr. August no male 26.0000 2nd
## Sedgwick, Mr. Charles Frederick no male 25.0000 2nd
## Sharp, Mr. Percival James R no male 27.0000 2nd
## Shelley, Mrs. William (Imanita yes female 25.0000 2nd
## Silven, Miss. Lyyli Karoliina yes female 18.0000 2nd
## Sincock, Miss. Maude yes female 20.0000 2nd
## Sinkkonen, Miss. Anna yes female 30.0000 2nd
## Sjostedt, Mr. Ernst Adolf no male 59.0000 2nd
## Slayter, Miss. Hilda Mary yes female 30.0000 2nd
## Slemen, Mr. Richard James no male 35.0000 2nd
## Smith, Miss. Marion Elsie yes female 40.0000 2nd
## Sobey, Mr. Samuel James Hayden no male 25.0000 2nd
## Stanton, Mr. Samuel Ward no male 41.0000 2nd
## Stokes, Mr. Philip Joseph no male 25.0000 2nd
## Swane, Mr. George no male 18.5000 2nd
## Sweet, Mr. George Frederick no male 14.0000 2nd
## Toomey, Miss. Ellen yes female 50.0000 2nd
## Troupiansky, Mr. Moses Aaron no male 23.0000 2nd
## Trout, Mrs. William H (Jessie L yes female 28.0000 2nd
## Troutt, Miss. Edwina Celia Win yes female 27.0000 2nd
## Turpin, Mr. William John Robert no male 29.0000 2nd
## Turpin, Mrs. William John Rober no female 27.0000 2nd
## Veal, Mr. James no male 40.0000 2nd
## Walcroft, Miss. Nellie yes female 31.0000 2nd
## Ware, Mr. John James no male 30.0000 2nd
## Ware, Mr. William Jeffery no male 23.0000 2nd
## Ware, Mrs. John James (Florence yes female 31.0000 2nd
## Watson, Mr. Ennis Hastings no male NA 2nd
## Watt, Miss. Bertha J yes female 12.0000 2nd
## Watt, Mrs. James (Elizabeth Be yes female 40.0000 2nd
## Webber, Miss. Susan yes female 32.5000 2nd
## Weisz, Mr. Leopold no male 27.0000 2nd
## Weisz, Mrs. Leopold (Mathilde F yes female 29.0000 2nd
## Wells, Master. Ralph Lester yes male 2.0000 2nd
## Wells, Miss. Joan yes female 4.0000 2nd
## Wells, Mrs. Arthur Henry (Addi yes female 29.0000 2nd
## West, Miss. Barbara J yes female 0.9167 2nd
## West, Miss. Constance Mirium yes female 5.0000 2nd
## West, Mr. Edwy Arthur no male 36.0000 2nd
## West, Mrs. Edwy Arthur (Ada Mar yes female 33.0000 2nd
## Wheadon, Mr. Edward H no male 66.0000 2nd
## Wheeler, Mr. Edwin Frederick no male NA 2nd
## Wilhelms, Mr. Charles yes male 31.0000 2nd
## Williams, Mr. Charles Eugene yes male NA 2nd
## Wright, Miss. Marion yes female 26.0000 2nd
## Yrois, Miss. Henriette (Mrs Ha no female 24.0000 2nd
## Abbing, Mr. Anthony no male 42.0000 3rd
## Abbott, Master. Eugene Joseph no male 13.0000 3rd
## Abbott, Mr. Rossmore Edward no male 16.0000 3rd
## Abbott, Mrs. Stanton (Rosa Hunt yes female 35.0000 3rd
## Abelseth, Miss. Karen Marie yes female 16.0000 3rd
## Abelseth, Mr. Olaus Jorgensen yes male 25.0000 3rd
## Abrahamsson, Mr. Abraham August yes male 20.0000 3rd
## Abrahim, Mrs. Joseph (Sophie Ha yes female 18.0000 3rd
## Adahl, Mr. Mauritz Nils Martin no male 30.0000 3rd
## Adams, Mr. John no male 26.0000 3rd
## Ahlin, Mrs. Johan (Johanna Pers no female 40.0000 3rd
## Aks, Master. Philip Frank yes male 0.8333 3rd
## Aks, Mrs. Sam (Leah Rosen) yes female 18.0000 3rd
## Albimona, Mr. Nassef Cassem yes male 26.0000 3rd
## Alexander, Mr. William no male 26.0000 3rd
## Alhomaki, Mr. Ilmari Rudolf no male 20.0000 3rd
## Ali, Mr. Ahmed no male 24.0000 3rd
## Ali, Mr. William no male 25.0000 3rd
## Allen, Mr. William Henry no male 35.0000 3rd
## Allum, Mr. Owen George no male 18.0000 3rd
## Andersen, Mr. Albert Karvin no male 32.0000 3rd
## Andersen-Jensen, Miss. Carla Ch yes female 19.0000 3rd
## Andersson, Master. Sigvard Hara no male 4.0000 3rd
## Andersson, Miss. Ebba Iris Alfr no female 6.0000 3rd
## Andersson, Miss. Ellis Anna Mar no female 2.0000 3rd
## Andersson, Miss. Erna Alexandra yes female 17.0000 3rd
## Andersson, Miss. Ida Augusta Ma no female 38.0000 3rd
## Andersson, Miss. Ingeborg Const no female 9.0000 3rd
## Andersson, Miss. Sigrid Elisabe no female 11.0000 3rd
## Andersson, Mr. Anders Johan no male 39.0000 3rd
## Andersson, Mr. August Edvard ( yes male 27.0000 3rd
## Andersson, Mr. Johan Samuel no male 26.0000 3rd
## Andersson, Mrs. Anders Johan (A no female 39.0000 3rd
## Andreasson, Mr. Paul Edvin no male 20.0000 3rd
## Angheloff, Mr. Minko no male 26.0000 3rd
## Arnold-Franchi, Mr. Josef no male 25.0000 3rd
## Arnold-Franchi, Mrs. Josef (Jos no female 18.0000 3rd
## Aronsson, Mr. Ernst Axel Algot no male 24.0000 3rd
## Asim, Mr. Adola no male 35.0000 3rd
## Asplund, Master. Carl Edgar no male 5.0000 3rd
## Asplund, Master. Clarence Gusta no male 9.0000 3rd
## Asplund, Master. Edvin Rojj Fel yes male 3.0000 3rd
## Asplund, Master. Filip Oscar no male 13.0000 3rd
## Asplund, Miss. Lillian Gertrud yes female 5.0000 3rd
## Asplund, Mr. Carl Oscar Vilhelm no male 40.0000 3rd
## Asplund, Mr. Johan Charles yes male 23.0000 3rd
## Asplund, Mrs. Carl Oscar (Selma yes female 38.0000 3rd
## Assaf Khalil, Mrs. Mariana (Mi yes female 45.0000 3rd
## Assaf, Mr. Gerios no male 21.0000 3rd
## Assam, Mr. Ali no male 23.0000 3rd
## Attalah, Miss. Malake no female 17.0000 3rd
## Attalah, Mr. Sleiman no male 30.0000 3rd
## Augustsson, Mr. Albert no male 23.0000 3rd
## Ayoub, Miss. Banoura yes female 13.0000 3rd
## Baccos, Mr. Raffull no male 20.0000 3rd
## Backstrom, Mr. Karl Alfred no male 32.0000 3rd
## Backstrom, Mrs. Karl Alfred (Ma yes female 33.0000 3rd
## Baclini, Miss. Eugenie yes female 0.7500 3rd
## Baclini, Miss. Helene Barbara yes female 0.7500 3rd
## Baclini, Miss. Marie Catherine yes female 5.0000 3rd
## Baclini, Mrs. Solomon (Latifa Q yes female 24.0000 3rd
## Badman, Miss. Emily Louisa yes female 18.0000 3rd
## Badt, Mr. Mohamed no male 40.0000 3rd
## Balkic, Mr. Cerin no male 26.0000 3rd
## Barah, Mr. Hanna Assi yes male 20.0000 3rd
## Barbara, Miss. Saiide no female 18.0000 3rd
## Barbara, Mrs. (Catherine David) no female 45.0000 3rd
## Barry, Miss. Julia no female 27.0000 3rd
## Barton, Mr. David John no male 22.0000 3rd
## Beavan, Mr. William Thomas no male 19.0000 3rd
## Bengtsson, Mr. John Viktor no male 26.0000 3rd
## Berglund, Mr. Karl Ivar Sven no male 22.0000 3rd
## Betros, Master. Seman no male NA 3rd
## Betros, Mr. Tannous no male 20.0000 3rd
## Bing, Mr. Lee yes male 32.0000 3rd
## Birkeland, Mr. Hans Martin Mons no male 21.0000 3rd
## Bjorklund, Mr. Ernst Herbert no male 18.0000 3rd
## Bostandyeff, Mr. Guentcho no male 26.0000 3rd
## Boulos, Master. Akar no male 6.0000 3rd
## Boulos, Miss. Nourelain no female 9.0000 3rd
## Boulos, Mr. Hanna no male NA 3rd
## Boulos, Mrs. Joseph (Sultana) no female NA 3rd
## Bourke, Miss. Mary no female NA 3rd
## Bourke, Mr. John no male 40.0000 3rd
## Bourke, Mrs. John (Catherine) no female 32.0000 3rd
## Bowen, Mr. David John Dai no male 21.0000 3rd
## Bradley, Miss. Bridget Delia yes female 22.0000 3rd
## Braf, Miss. Elin Ester Maria no female 20.0000 3rd
## Braund, Mr. Lewis Richard no male 29.0000 3rd
## Braund, Mr. Owen Harris no male 22.0000 3rd
## Brobeck, Mr. Karl Rudolf no male 22.0000 3rd
## Brocklebank, Mr. William Alfred no male 35.0000 3rd
## Buckley, Miss. Katherine no female 18.5000 3rd
## Buckley, Mr. Daniel yes male 21.0000 3rd
## Burke, Mr. Jeremiah no male 19.0000 3rd
## Burns, Miss. Mary Delia no female 18.0000 3rd
## Cacic, Miss. Manda no female 21.0000 3rd
## Cacic, Miss. Marija no female 30.0000 3rd
## Cacic, Mr. Jego Grga no male 18.0000 3rd
## Cacic, Mr. Luka no male 38.0000 3rd
## Calic, Mr. Jovo no male 17.0000 3rd
## Calic, Mr. Petar no male 17.0000 3rd
## Canavan, Miss. Mary no female 21.0000 3rd
## Canavan, Mr. Patrick no male 21.0000 3rd
## Cann, Mr. Ernest Charles no male 21.0000 3rd
## Caram, Mr. Joseph no male NA 3rd
## Caram, Mrs. Joseph (Maria Elias no female NA 3rd
## Carlsson, Mr. August Sigfrid no male 28.0000 3rd
## Carlsson, Mr. Carl Robert no male 24.0000 3rd
## Carr, Miss. Helen Ellen yes female 16.0000 3rd
## Carr, Miss. Jeannie no female 37.0000 3rd
## Carver, Mr. Alfred John no male 28.0000 3rd
## Celotti, Mr. Francesco no male 24.0000 3rd
## Charters, Mr. David no male 21.0000 3rd
## Chip, Mr. Chang yes male 32.0000 3rd
## Christmann, Mr. Emil no male 29.0000 3rd
## Chronopoulos, Mr. Apostolos no male 26.0000 3rd
## Chronopoulos, Mr. Demetrios no male 18.0000 3rd
## Coelho, Mr. Domingos Fernandeo no male 20.0000 3rd
## Cohen, Mr. Gurshon Gus yes male 18.0000 3rd
## Colbert, Mr. Patrick no male 24.0000 3rd
## Coleff, Mr. Peju no male 36.0000 3rd
## Coleff, Mr. Satio no male 24.0000 3rd
## Conlon, Mr. Thomas Henry no male 31.0000 3rd
## Connaghton, Mr. Michael no male 31.0000 3rd
## Connolly, Miss. Kate (A) yes female 22.0000 3rd
## Connolly, Miss. Kate (B) no female 30.0000 3rd
## Connors, Mr. Patrick no male 70.5000 3rd
## Cook, Mr. Jacob no male 43.0000 3rd
## Cor, Mr. Bartol no male 35.0000 3rd
## Cor, Mr. Ivan no male 27.0000 3rd
## Cor, Mr. Liudevit no male 19.0000 3rd
## Corn, Mr. Harry no male 30.0000 3rd
## Coutts, Master. Eden Leslie Ne yes male 9.0000 3rd
## Coutts, Master. William Loch W yes male 3.0000 3rd
## Coutts, Mrs. William (Winnie M yes female 36.0000 3rd
## Coxon, Mr. Daniel no male 59.0000 3rd
## Crease, Mr. Ernest James no male 19.0000 3rd
## Cribb, Miss. Laura Alice yes female 17.0000 3rd
## Cribb, Mr. John Hatfield no male 44.0000 3rd
## Culumovic, Mr. Jeso no male 17.0000 3rd
## Daher, Mr. Shedid no male 22.5000 3rd
## Dahl, Mr. Karl Edwart yes male 45.0000 3rd
## Dahlberg, Miss. Gerda Ulrika no female 22.0000 3rd
## Dakic, Mr. Branko no male 19.0000 3rd
## Daly, Miss. Margaret Marcella yes female 30.0000 3rd
## Daly, Mr. Eugene Patrick yes male 29.0000 3rd
## Danbom, Master. Gilbert Sigvard no male 0.3333 3rd
## Danbom, Mr. Ernst Gilbert no male 34.0000 3rd
## Danbom, Mrs. Ernst Gilbert (Ann no female 28.0000 3rd
## Danoff, Mr. Yoto no male 27.0000 3rd
## Dantcheff, Mr. Ristiu no male 25.0000 3rd
## Davies, Mr. Alfred J no male 24.0000 3rd
## Davies, Mr. Evan no male 22.0000 3rd
## Davies, Mr. John Samuel no male 21.0000 3rd
## Davies, Mr. Joseph no male 17.0000 3rd
## Davison, Mr. Thomas Henry no male NA 3rd
## Davison, Mrs. Thomas Henry (Mar yes female NA 3rd
## de Messemaeker, Mr. Guillaume J yes male 36.5000 3rd
## de Messemaeker, Mrs. Guillaume yes female 36.0000 3rd
## de Mulder, Mr. Theodore yes male 30.0000 3rd
## de Pelsmaeker, Mr. Alfons no male 16.0000 3rd
## Dean, Master. Bertram Vere yes male 1.0000 3rd
## Dean, Miss. Elizabeth Gladys M yes female 0.1667 3rd
## Dean, Mr. Bertram Frank no male 26.0000 3rd
## Dean, Mrs. Bertram (Eva Georget yes female 33.0000 3rd
## Delalic, Mr. Redjo no male 25.0000 3rd
## Demetri, Mr. Marinko no male NA 3rd
## Denkoff, Mr. Mitto no male NA 3rd
## Dennis, Mr. Samuel no male 22.0000 3rd
## Dennis, Mr. William no male 36.0000 3rd
## Devaney, Miss. Margaret Delia yes female 19.0000 3rd
## Dika, Mr. Mirko no male 17.0000 3rd
## Dimic, Mr. Jovan no male 42.0000 3rd
## Dintcheff, Mr. Valtcho no male 43.0000 3rd
## Doharr, Mr. Tannous no male NA 3rd
## Dooley, Mr. Patrick no male 32.0000 3rd
## Dorking, Mr. Edward Arthur yes male 19.0000 3rd
## Dowdell, Miss. Elizabeth yes female 30.0000 3rd
## Doyle, Miss. Elizabeth no female 24.0000 3rd
## Drapkin, Miss. Jennie yes female 23.0000 3rd
## Drazenoic, Mr. Jozef no male 33.0000 3rd
## Duane, Mr. Frank no male 65.0000 3rd
## Duquemin, Mr. Joseph yes male 24.0000 3rd
## Dyker, Mr. Adolf Fredrik no male 23.0000 3rd
## Dyker, Mrs. Adolf Fredrik (Anna yes female 22.0000 3rd
## Edvardsson, Mr. Gustaf Hjalmar no male 18.0000 3rd
## Eklund, Mr. Hans Linus no male 16.0000 3rd
## Ekstrom, Mr. Johan no male 45.0000 3rd
## Elias, Mr. Dibo no male NA 3rd
## Elias, Mr. Joseph no male 39.0000 3rd
## Elias, Mr. Joseph Jr no male 17.0000 3rd
## Elias, Mr. Tannous no male 15.0000 3rd
## Elsbury, Mr. William James no male 47.0000 3rd
## Emanuel, Miss. Virginia Ethel yes female 5.0000 3rd
## Emir, Mr. Farred Chehab no male NA 3rd
## Everett, Mr. Thomas James no male 40.5000 3rd
## Farrell, Mr. James no male 40.5000 3rd
## Finoli, Mr. Luigi yes male NA 3rd
## Fischer, Mr. Eberhard Thelander no male 18.0000 3rd
## Fleming, Miss. Honora no female NA 3rd
## Flynn, Mr. James no male NA 3rd
## Flynn, Mr. John no male NA 3rd
## Foley, Mr. Joseph no male 26.0000 3rd
## Foley, Mr. William no male NA 3rd
## Foo, Mr. Choong yes male NA 3rd
## Ford, Miss. Doolina Margaret D no female 21.0000 3rd
## Ford, Miss. Robina Maggie Ruby no female 9.0000 3rd
## Ford, Mr. Arthur no male NA 3rd
## Ford, Mr. Edward Watson no male 18.0000 3rd
## Ford, Mr. William Neal no male 16.0000 3rd
## Ford, Mrs. Edward (Margaret Ann no female 48.0000 3rd
## Fox, Mr. Patrick no male NA 3rd
## Franklin, Mr. Charles (Charles no male NA 3rd
## Gallagher, Mr. Martin no male 25.0000 3rd
## Garfirth, Mr. John no male NA 3rd
## Gheorgheff, Mr. Stanio no male NA 3rd
## Gilinski, Mr. Eliezer no male 22.0000 3rd
## Gilnagh, Miss. Katherine Katie yes female 16.0000 3rd
## Glynn, Miss. Mary Agatha yes female NA 3rd
## Goldsmith, Master. Frank John W yes male 9.0000 3rd
## Goldsmith, Mr. Frank John no male 33.0000 3rd
## Goldsmith, Mr. Nathan no male 41.0000 3rd
## Goldsmith, Mrs. Frank John (Emi yes female 31.0000 3rd
## Goncalves, Mr. Manuel Estanslas no male 38.0000 3rd
## Goodwin, Master. Harold Victor no male 9.0000 3rd
## Goodwin, Master. Sidney Leonard no male 1.0000 3rd
## Goodwin, Master. William Freder no male 11.0000 3rd
## Goodwin, Miss. Jessie Allis no female 10.0000 3rd
## Goodwin, Miss. Lillian Amy no female 16.0000 3rd
## Goodwin, Mr. Charles Edward no male 14.0000 3rd
## Goodwin, Mr. Charles Frederick no male 40.0000 3rd
## Goodwin, Mrs. Frederick (August no female 43.0000 3rd
## Green, Mr. George Henry no male 51.0000 3rd
## Gronnestad, Mr. Daniel Danielse no male 32.0000 3rd
## Guest, Mr. Robert no male NA 3rd
## Gustafsson, Mr. Alfred Ossian no male 20.0000 3rd
## Gustafsson, Mr. Anders Vilhelm no male 37.0000 3rd
## Gustafsson, Mr. Johan Birger no male 28.0000 3rd
## Gustafsson, Mr. Karl Gideon no male 19.0000 3rd
## Haas, Miss. Aloisia no female 24.0000 3rd
## Hagardon, Miss. Kate no female 17.0000 3rd
## Hagland, Mr. Ingvald Olai Olsen no male NA 3rd
## Hagland, Mr. Konrad Mathias Rei no male NA 3rd
## Hakkarainen, Mr. Pekka Pietari no male 28.0000 3rd
## Hakkarainen, Mrs. Pekka Pietari yes female 24.0000 3rd
## Hampe, Mr. Leon no male 20.0000 3rd
## Hanna, Mr. Mansour no male 23.5000 3rd
## Hansen, Mr. Claus Peter no male 41.0000 3rd
## Hansen, Mr. Henrik Juul no male 26.0000 3rd
## Hansen, Mr. Henry Damsgaard no male 21.0000 3rd
## Hansen, Mrs. Claus Peter (Jenni yes female 45.0000 3rd
## Harknett, Miss. Alice Phoebe no female NA 3rd
## Harmer, Mr. Abraham (David Lish no male 25.0000 3rd
## Hart, Mr. Henry no male NA 3rd
## Hassan, Mr. Houssein G N no male 11.0000 3rd
## Healy, Miss. Hanora Nora yes female NA 3rd
## Hedman, Mr. Oskar Arvid yes male 27.0000 3rd
## Hee, Mr. Ling yes male NA 3rd
## Hegarty, Miss. Hanora Nora no female 18.0000 3rd
## Heikkinen, Miss. Laina yes female 26.0000 3rd
## Heininen, Miss. Wendla Maria no female 23.0000 3rd
## Hellstrom, Miss. Hilda Maria yes female 22.0000 3rd
## Hendekovic, Mr. Ignjac no male 28.0000 3rd
## Henriksson, Miss. Jenny Lovisa no female 28.0000 3rd
## Henry, Miss. Delia no female NA 3rd
## Hirvonen, Miss. Hildur E yes female 2.0000 3rd
## Hirvonen, Mrs. Alexander (Helga yes female 22.0000 3rd
## Holm, Mr. John Fredrik Alexande no male 43.0000 3rd
## Holthen, Mr. Johan Martin no male 28.0000 3rd
## Honkanen, Miss. Eliina yes female 27.0000 3rd
## Horgan, Mr. John no male NA 3rd
## Howard, Miss. May Elizabeth yes female NA 3rd
## Humblen, Mr. Adolf Mathias Nico no male 42.0000 3rd
## Hyman, Mr. Abraham yes male NA 3rd
## Ibrahim Shawah, Mr. Yousseff no male 30.0000 3rd
## Ilieff, Mr. Ylio no male NA 3rd
## Ilmakangas, Miss. Ida Livija no female 27.0000 3rd
## Ilmakangas, Miss. Pieta Sofia no female 25.0000 3rd
## Ivanoff, Mr. Kanio no male NA 3rd
## Jalsevac, Mr. Ivan yes male 29.0000 3rd
## Jansson, Mr. Carl Olof yes male 21.0000 3rd
## Jardin, Mr. Jose Neto no male NA 3rd
## Jensen, Mr. Hans Peder no male 20.0000 3rd
## Jensen, Mr. Niels Peder no male 48.0000 3rd
## Jensen, Mr. Svend Lauritz no male 17.0000 3rd
## Jermyn, Miss. Annie yes female NA 3rd
## Johannesen-Bratthammer, Mr. Ber yes male NA 3rd
## Johanson, Mr. Jakob Alfred no male 34.0000 3rd
## Johansson Palmquist, Mr. Oskar yes male 26.0000 3rd
## Johansson, Mr. Erik no male 22.0000 3rd
## Johansson, Mr. Gustaf Joel no male 33.0000 3rd
## Johansson, Mr. Karl Johan no male 31.0000 3rd
## Johansson, Mr. Nils no male 29.0000 3rd
## Johnson, Master. Harold Theodor yes male 4.0000 3rd
## Johnson, Miss. Eleanor Ileen yes female 1.0000 3rd
## Johnson, Mr. Alfred no male 49.0000 3rd
## Johnson, Mr. Malkolm Joackim no male 33.0000 3rd
## Johnson, Mr. William Cahoone Jr no male 19.0000 3rd
## Johnson, Mrs. Oscar W (Elisabet yes female 27.0000 3rd
## Johnston, Master. William Arthu no male NA 3rd
## Johnston, Miss. Catherine Helen no female NA 3rd
## Johnston, Mr. Andrew G no male NA 3rd
## Johnston, Mrs. Andrew G (Elizab no female NA 3rd
## Jonkoff, Mr. Lalio no male 23.0000 3rd
## Jonsson, Mr. Carl yes male 32.0000 3rd
## Jonsson, Mr. Nils Hilding no male 27.0000 3rd
## Jussila, Miss. Katriina no female 20.0000 3rd
## Jussila, Miss. Mari Aina no female 21.0000 3rd
## Jussila, Mr. Eiriik yes male 32.0000 3rd
## Kallio, Mr. Nikolai Erland no male 17.0000 3rd
## Kalvik, Mr. Johannes Halvorsen no male 21.0000 3rd
## Karaic, Mr. Milan no male 30.0000 3rd
## Karlsson, Mr. Einar Gervasius yes male 21.0000 3rd
## Karlsson, Mr. Julius Konrad Eug no male 33.0000 3rd
## Karlsson, Mr. Nils August no male 22.0000 3rd
## Karun, Miss. Manca yes female 4.0000 3rd
## Karun, Mr. Franz yes male 39.0000 3rd
## Kassem, Mr. Fared no male NA 3rd
## Katavelas, Mr. Vassilios (Cata no male 18.5000 3rd
## Keane, Mr. Andrew Andy no male NA 3rd
## Keefe, Mr. Arthur no male NA 3rd
## Kelly, Miss. Anna Katherine An yes female NA 3rd
## Kelly, Miss. Mary yes female NA 3rd
## Kelly, Mr. James (A) no male 34.5000 3rd
## Kelly, Mr. James (B) no male 44.0000 3rd
## Kennedy, Mr. John yes male NA 3rd
## Khalil, Mr. Betros no male NA 3rd
## Khalil, Mrs. Betros (Zahie Mar no female NA 3rd
## Kiernan, Mr. John no male NA 3rd
## Kiernan, Mr. Philip no male NA 3rd
## Kilgannon, Mr. Thomas J no male NA 3rd
## Kink, Miss. Maria no female 22.0000 3rd
## Kink, Mr. Vincenz no male 26.0000 3rd
## Kink-Heilmann, Miss. Luise Gret yes female 4.0000 3rd
## Kink-Heilmann, Mr. Anton yes male 29.0000 3rd
## Kink-Heilmann, Mrs. Anton (Luis yes female 26.0000 3rd
## Klasen, Miss. Gertrud Emilia no female 1.0000 3rd
## Klasen, Mr. Klas Albin no male 18.0000 3rd
## Klasen, Mrs. (Hulda Kristina Eu no female 36.0000 3rd
## Kraeff, Mr. Theodor no male NA 3rd
## Krekorian, Mr. Neshan yes male 25.0000 3rd
## Lahoud, Mr. Sarkis no male NA 3rd
## Laitinen, Miss. Kristina Sofia no female 37.0000 3rd
## Laleff, Mr. Kristo no male NA 3rd
## Lam, Mr. Ali yes male NA 3rd
## Lam, Mr. Len no male NA 3rd
## Landergren, Miss. Aurora Adelia yes female 22.0000 3rd
## Lane, Mr. Patrick no male NA 3rd
## Lang, Mr. Fang yes male 26.0000 3rd
## Larsson, Mr. August Viktor no male 29.0000 3rd
## Larsson, Mr. Bengt Edvin no male 29.0000 3rd
## Larsson-Rondberg, Mr. Edvard A no male 22.0000 3rd
## Leeni, Mr. Fahim (Philip Zenni yes male 22.0000 3rd
## Lefebre, Master. Henry Forbes no male NA 3rd
## Lefebre, Miss. Ida no female NA 3rd
## Lefebre, Miss. Jeannie no female NA 3rd
## Lefebre, Miss. Mathilde no female NA 3rd
## Lefebre, Mrs. Frank (Frances) no female NA 3rd
## Leinonen, Mr. Antti Gustaf no male 32.0000 3rd
## Lemberopolous, Mr. Peter L no male 34.5000 3rd
## Lennon, Miss. Mary no female NA 3rd
## Lennon, Mr. Denis no male NA 3rd
## Leonard, Mr. Lionel no male 36.0000 3rd
## Lester, Mr. James no male 39.0000 3rd
## Lievens, Mr. Rene Aime no male 24.0000 3rd
## Lindahl, Miss. Agda Thorilda Vi no female 25.0000 3rd
## Lindblom, Miss. Augusta Charlot no female 45.0000 3rd
## Lindell, Mr. Edvard Bengtsson no male 36.0000 3rd
## Lindell, Mrs. Edvard Bengtsson no female 30.0000 3rd
## Lindqvist, Mr. Eino William yes male 20.0000 3rd
## Linehan, Mr. Michael no male NA 3rd
## Ling, Mr. Lee no male 28.0000 3rd
## Lithman, Mr. Simon no male NA 3rd
## Lobb, Mr. William Arthur no male 30.0000 3rd
## Lobb, Mrs. William Arthur (Cord no female 26.0000 3rd
## Lockyer, Mr. Edward no male NA 3rd
## Lovell, Mr. John Hall (Henry) no male 20.5000 3rd
## Lulic, Mr. Nikola yes male 27.0000 3rd
## Lundahl, Mr. Johan Svensson no male 51.0000 3rd
## Lundin, Miss. Olga Elida yes female 23.0000 3rd
## Lundstrom, Mr. Thure Edvin yes male 32.0000 3rd
## Lyntakoff, Mr. Stanko no male NA 3rd
## MacKay, Mr. George William no male NA 3rd
## Madigan, Miss. Margaret Maggie yes female NA 3rd
## Madsen, Mr. Fridtjof Arne yes male 24.0000 3rd
## Maenpaa, Mr. Matti Alexanteri no male 22.0000 3rd
## Mahon, Miss. Bridget Delia no female NA 3rd
## Mahon, Mr. John no male NA 3rd
## Maisner, Mr. Simon no male NA 3rd
## Makinen, Mr. Kalle Edvard no male 29.0000 3rd
## Mamee, Mr. Hanna yes male NA 3rd
## Mangan, Miss. Mary no female 30.5000 3rd
## Mannion, Miss. Margareth yes female NA 3rd
## Mardirosian, Mr. Sarkis no male NA 3rd
## Markoff, Mr. Marin no male 35.0000 3rd
## Markun, Mr. Johann no male 33.0000 3rd
## Masselmani, Mrs. Fatima yes female NA 3rd
## Matinoff, Mr. Nicola no male NA 3rd
## McCarthy, Miss. Catherine Kati yes female NA 3rd
## McCormack, Mr. Thomas Joseph yes male NA 3rd
## McCoy, Miss. Agnes yes female NA 3rd
## McCoy, Miss. Alicia yes female NA 3rd
## McCoy, Mr. Bernard yes male NA 3rd
## McDermott, Miss. Brigdet Delia yes female NA 3rd
## McEvoy, Mr. Michael no male NA 3rd
## McGovern, Miss. Mary yes female NA 3rd
## McGowan, Miss. Anna Annie yes female 15.0000 3rd
## McGowan, Miss. Katherine no female 35.0000 3rd
## McMahon, Mr. Martin no male NA 3rd
## McNamee, Mr. Neal no male 24.0000 3rd
## McNamee, Mrs. Neal (Eileen O'Le no female 19.0000 3rd
## McNeill, Miss. Bridget no female NA 3rd
## Meanwell, Miss. (Marion Ogden) no female NA 3rd
## Meek, Mrs. Thomas (Annie Louise no female NA 3rd
## Meo, Mr. Alfonzo no male 55.5000 3rd
## Mernagh, Mr. Robert no male NA 3rd
## Midtsjo, Mr. Karl Albert yes male 21.0000 3rd
## Miles, Mr. Frank no male NA 3rd
## Mineff, Mr. Ivan no male 24.0000 3rd
## Minkoff, Mr. Lazar no male 21.0000 3rd
## Mionoff, Mr. Stoytcho no male 28.0000 3rd
## Mitkoff, Mr. Mito no male NA 3rd
## Mockler, Miss. Helen Mary Elli yes female NA 3rd
## Moen, Mr. Sigurd Hansen no male 25.0000 3rd
## Moor, Master. Meier yes male 6.0000 3rd
## Moor, Mrs. (Beila) yes female 27.0000 3rd
## Moore, Mr. Leonard Charles no male NA 3rd
## Moran, Miss. Bertha yes female NA 3rd
## Moran, Mr. Daniel J no male NA 3rd
## Moran, Mr. James no male NA 3rd
## Morley, Mr. William no male 34.0000 3rd
## Morrow, Mr. Thomas Rowan no male NA 3rd
## Moss, Mr. Albert Johan yes male NA 3rd
## Moubarek, Master. Gerios yes male NA 3rd
## Moubarek, Master. Halim Gonios yes male NA 3rd
## Moubarek, Mrs. George (Omine A yes female NA 3rd
## Moussa, Mrs. (Mantoura Boulos) yes female NA 3rd
## Moutal, Mr. Rahamin Haim no male NA 3rd
## Mullens, Miss. Katherine Katie yes female NA 3rd
## Mulvihill, Miss. Bertha E yes female 24.0000 3rd
## Murdlin, Mr. Joseph no male NA 3rd
## Murphy, Miss. Katherine Kate yes female NA 3rd
## Murphy, Miss. Margaret Jane yes female NA 3rd
## Murphy, Miss. Nora yes female NA 3rd
## Myhrman, Mr. Pehr Fabian Oliver no male 18.0000 3rd
## Naidenoff, Mr. Penko no male 22.0000 3rd
## Najib, Miss. Adele Kiamie Jane yes female 15.0000 3rd
## Nakid, Miss. Maria (Mary) yes female 1.0000 3rd
## Nakid, Mr. Sahid yes male 20.0000 3rd
## Nakid, Mrs. Said (Waika Mary yes female 19.0000 3rd
## Nancarrow, Mr. William Henry no male 33.0000 3rd
## Nankoff, Mr. Minko no male NA 3rd
## Nasr, Mr. Mustafa no male NA 3rd
## Naughton, Miss. Hannah no female NA 3rd
## Nenkoff, Mr. Christo no male NA 3rd
## Nicola-Yarred, Master. Elias yes male 12.0000 3rd
## Nicola-Yarred, Miss. Jamila yes female 14.0000 3rd
## Nieminen, Miss. Manta Josefina no female 29.0000 3rd
## Niklasson, Mr. Samuel no male 28.0000 3rd
## Nilsson, Miss. Berta Olivia yes female 18.0000 3rd
## Nilsson, Miss. Helmina Josefina yes female 26.0000 3rd
## Nilsson, Mr. August Ferdinand no male 21.0000 3rd
## Nirva, Mr. Iisakki Antino Aijo no male 41.0000 3rd
## Niskanen, Mr. Juha yes male 39.0000 3rd
## Nosworthy, Mr. Richard Cater no male 21.0000 3rd
## Novel, Mr. Mansouer no male 28.5000 3rd
## Nysten, Miss. Anna Sofia yes female 22.0000 3rd
## Nysveen, Mr. Johan Hansen no male 61.0000 3rd
## O'Brien, Mr. Thomas no male NA 3rd
## O'Brien, Mr. Timothy no male NA 3rd
## O'Brien, Mrs. Thomas (Johanna yes female NA 3rd
## O'Connell, Mr. Patrick D no male NA 3rd
## O'Connor, Mr. Maurice no male NA 3rd
## O'Connor, Mr. Patrick no male NA 3rd
## Odahl, Mr. Nils Martin no male 23.0000 3rd
## O'Donoghue, Ms. Bridget no female NA 3rd
## O'Driscoll, Miss. Bridget yes female NA 3rd
## O'Dwyer, Miss. Ellen Nellie yes female NA 3rd
## Ohman, Miss. Velin yes female 22.0000 3rd
## O'Keefe, Mr. Patrick yes male NA 3rd
## O'Leary, Miss. Hanora Norah yes female NA 3rd
## Olsen, Master. Artur Karl yes male 9.0000 3rd
## Olsen, Mr. Henry Margido no male 28.0000 3rd
## Olsen, Mr. Karl Siegwart Andrea no male 42.0000 3rd
## Olsen, Mr. Ole Martin no male NA 3rd
## Olsson, Miss. Elina no female 31.0000 3rd
## Olsson, Mr. Nils Johan Goransso no male 28.0000 3rd
## Olsson, Mr. Oscar Wilhelm yes male 32.0000 3rd
## Olsvigen, Mr. Thor Anderson no male 20.0000 3rd
## Oreskovic, Miss. Jelka no female 23.0000 3rd
## Oreskovic, Miss. Marija no female 20.0000 3rd
## Oreskovic, Mr. Luka no male 20.0000 3rd
## Osen, Mr. Olaf Elon no male 16.0000 3rd
## Osman, Mrs. Mara yes female 31.0000 3rd
## O'Sullivan, Miss. Bridget Mary no female NA 3rd
## Palsson, Master. Gosta Leonard no male 2.0000 3rd
## Palsson, Master. Paul Folke no male 6.0000 3rd
## Palsson, Miss. Stina Viola no female 3.0000 3rd
## Palsson, Miss. Torborg Danira no female 8.0000 3rd
## Palsson, Mrs. Nils (Alma Cornel no female 29.0000 3rd
## Panula, Master. Eino Viljami no male 1.0000 3rd
## Panula, Master. Juha Niilo no male 7.0000 3rd
## Panula, Master. Urho Abraham no male 2.0000 3rd
## Panula, Mr. Ernesti Arvid no male 16.0000 3rd
## Panula, Mr. Jaako Arnold no male 14.0000 3rd
## Panula, Mrs. Juha (Maria Emilia no female 41.0000 3rd
## Pasic, Mr. Jakob no male 21.0000 3rd
## Patchett, Mr. George no male 19.0000 3rd
## Paulner, Mr. Uscher no male NA 3rd
## Pavlovic, Mr. Stefo no male 32.0000 3rd
## Peacock, Master. Alfred Edward no male 0.7500 3rd
## Peacock, Miss. Treasteall no female 3.0000 3rd
## Peacock, Mrs. Benjamin (Edith N no female 26.0000 3rd
## Pearce, Mr. Ernest no male NA 3rd
## Pedersen, Mr. Olaf no male NA 3rd
## Peduzzi, Mr. Joseph no male NA 3rd
## Pekoniemi, Mr. Edvard no male 21.0000 3rd
## Peltomaki, Mr. Nikolai Johannes no male 25.0000 3rd
## Perkin, Mr. John Henry no male 22.0000 3rd
## Persson, Mr. Ernst Ulrik yes male 25.0000 3rd
## Peter, Master. Michael J yes male NA 3rd
## Peter, Miss. Anna yes female NA 3rd
## Peter, Mrs. Catherine (Catherin yes female NA 3rd
## Peters, Miss. Katie no female NA 3rd
## Petersen, Mr. Marius no male 24.0000 3rd
## Petranec, Miss. Matilda no female 28.0000 3rd
## Petroff, Mr. Nedelio no male 19.0000 3rd
## Petroff, Mr. Pastcho (Pentcho no male NA 3rd
## Petterson, Mr. Johan Emil no male 25.0000 3rd
## Pettersson, Miss. Ellen Natalia no female 18.0000 3rd
## Pickard, Mr. Berk (Berk Trembis yes male 32.0000 3rd
## Plotcharsky, Mr. Vasil no male NA 3rd
## Pokrnic, Mr. Mate no male 17.0000 3rd
## Pokrnic, Mr. Tome no male 24.0000 3rd
## Radeff, Mr. Alexander no male NA 3rd
## Rasmussen, Mrs. (Lena Jacobsen no female NA 3rd
## Razi, Mr. Raihed no male NA 3rd
## Reed, Mr. James George no male NA 3rd
## Rekic, Mr. Tido no male 38.0000 3rd
## Reynolds, Mr. Harold J no male 21.0000 3rd
## Rice, Master. Albert no male 10.0000 3rd
## Rice, Master. Arthur no male 4.0000 3rd
## Rice, Master. Eric no male 7.0000 3rd
## Rice, Master. Eugene no male 2.0000 3rd
## Rice, Master. George Hugh no male 8.0000 3rd
## Rice, Mrs. William (Margaret No no female 39.0000 3rd
## Riihivouri, Miss. Susanna Juhan no female 22.0000 3rd
## Rintamaki, Mr. Matti no male 35.0000 3rd
## Riordan, Miss. Johanna Hannah yes female NA 3rd
## Risien, Mr. Samuel Beard no male NA 3rd
## Risien, Mrs. Samuel (Emma) no female NA 3rd
## Robins, Mr. Alexander A no male 50.0000 3rd
## Robins, Mrs. Alexander A (Grace no female 47.0000 3rd
## Rogers, Mr. William John no male NA 3rd
## Rommetvedt, Mr. Knud Paust no male NA 3rd
## Rosblom, Miss. Salli Helena no female 2.0000 3rd
## Rosblom, Mr. Viktor Richard no male 18.0000 3rd
## Rosblom, Mrs. Viktor (Helena Wi no female 41.0000 3rd
## Roth, Miss. Sarah A yes female NA 3rd
## Rouse, Mr. Richard Henry no male 50.0000 3rd
## Rush, Mr. Alfred George John no male 16.0000 3rd
## Ryan, Mr. Edward yes male NA 3rd
## Ryan, Mr. Patrick no male NA 3rd
## Saad, Mr. Amin no male NA 3rd
## Saad, Mr. Khalil no male 25.0000 3rd
## Saade, Mr. Jean Nassr no male NA 3rd
## Sadlier, Mr. Matthew no male NA 3rd
## Sadowitz, Mr. Harry no male NA 3rd
## Saether, Mr. Simon Sivertsen no male 38.5000 3rd
## Sage, Master. Thomas Henry no male NA 3rd
## Sage, Master. William Henry no male 14.5000 3rd
## Sage, Miss. Ada no female NA 3rd
## Sage, Miss. Constance Gladys no female NA 3rd
## Sage, Miss. Dorothy Edith Doll no female NA 3rd
## Sage, Miss. Stella Anna no female NA 3rd
## Sage, Mr. Douglas Bullen no male NA 3rd
## Sage, Mr. Frederick no male NA 3rd
## Sage, Mr. George John Jr no male NA 3rd
## Sage, Mr. John George no male NA 3rd
## Sage, Mrs. John (Annie Bullen) no female NA 3rd
## Salander, Mr. Karl Johan no male 24.0000 3rd
## Salkjelsvik, Miss. Anna Kristin yes female 21.0000 3rd
## Salonen, Mr. Johan Werner no male 39.0000 3rd
## Samaan, Mr. Elias no male NA 3rd
## Samaan, Mr. Hanna no male NA 3rd
## Samaan, Mr. Youssef no male NA 3rd
## Sandstrom, Miss. Beatrice Irene yes female 1.0000 3rd
## Sandstrom, Mrs. Hjalmar (Agnes yes female 24.0000 3rd
## Sandstrom, Miss. Marguerite Rut yes female 4.0000 3rd
## Sap, Mr. Julius yes male 25.0000 3rd
## Saundercock, Mr. William Henry no male 20.0000 3rd
## Sawyer, Mr. Frederick Charles no male 24.5000 3rd
## Scanlan, Mr. James no male NA 3rd
## Sdycoff, Mr. Todor no male NA 3rd
## Shaughnessy, Mr. Patrick no male NA 3rd
## Sheerlinck, Mr. Jan Baptist yes male 29.0000 3rd
## Shellard, Mr. Frederick William no male NA 3rd
## Shine, Miss. Ellen Natalia yes female NA 3rd
## Shorney, Mr. Charles Joseph no male NA 3rd
## Simmons, Mr. John no male NA 3rd
## Sirayanian, Mr. Orsen no male 22.0000 3rd
## Sirota, Mr. Maurice no male NA 3rd
## Sivic, Mr. Husein no male 40.0000 3rd
## Sivola, Mr. Antti Wilhelm no male 21.0000 3rd
## Sjoblom, Miss. Anna Sofia yes female 18.0000 3rd
## Skoog, Master. Harald no male 4.0000 3rd
## Skoog, Master. Karl Thorsten no male 10.0000 3rd
## Skoog, Miss. Mabel no female 9.0000 3rd
## Skoog, Miss. Margit Elizabeth no female 2.0000 3rd
## Skoog, Mr. Wilhelm no male 40.0000 3rd
## Skoog, Mrs. William (Anna Bernh no female 45.0000 3rd
## Slabenoff, Mr. Petco no male NA 3rd
## Slocovski, Mr. Selman Francis no male NA 3rd
## Smiljanic, Mr. Mile no male NA 3rd
## Smith, Mr. Thomas no male NA 3rd
## Smyth, Miss. Julia yes female NA 3rd
## Soholt, Mr. Peter Andreas Lauri no male 19.0000 3rd
## Somerton, Mr. Francis William no male 30.0000 3rd
## Spector, Mr. Woolf no male NA 3rd
## Spinner, Mr. Henry John no male 32.0000 3rd
## Staneff, Mr. Ivan no male NA 3rd
## Stankovic, Mr. Ivan no male 33.0000 3rd
## Stanley, Miss. Amy Zillah Elsie yes female 23.0000 3rd
## Stanley, Mr. Edward Roland no male 21.0000 3rd
## Storey, Mr. Thomas no male 60.5000 3rd
## Stoytcheff, Mr. Ilia no male 19.0000 3rd
## Strandberg, Miss. Ida Sofia no female 22.0000 3rd
## Stranden, Mr. Juho yes male 31.0000 3rd
## Strilic, Mr. Ivan no male 27.0000 3rd
## Strom, Miss. Telma Matilda no female 2.0000 3rd
## Strom, Mrs. Wilhelm (Elna Matil no female 29.0000 3rd
## Sunderland, Mr. Victor Francis yes male 16.0000 3rd
## Sundman, Mr. Johan Julian yes male 44.0000 3rd
## Sutehall, Mr. Henry Jr no male 25.0000 3rd
## Svensson, Mr. Johan no male 74.0000 3rd
## Svensson, Mr. Johan Cervin yes male 14.0000 3rd
## Svensson, Mr. Olof no male 24.0000 3rd
## Tenglin, Mr. Gunnar Isidor yes male 25.0000 3rd
## Theobald, Mr. Thomas Leonard no male 34.0000 3rd
## Thomas, Master. Assad Alexander yes male 0.4167 3rd
## Thomas, Mr. Charles P no male NA 3rd
## Thomas, Mr. John no male NA 3rd
## Thomas, Mr. Tannous no male NA 3rd
## Thomas, Mrs. Alexander (Thamine yes female 16.0000 3rd
## Thomson, Mr. Alexander Morrison no male NA 3rd
## Thorneycroft, Mr. Percival no male NA 3rd
## Thorneycroft, Mrs. Percival (Fl yes female NA 3rd
## Tikkanen, Mr. Juho no male 32.0000 3rd
## Tobin, Mr. Roger no male NA 3rd
## Todoroff, Mr. Lalio no male NA 3rd
## Tomlin, Mr. Ernest Portage no male 30.5000 3rd
## Torber, Mr. Ernst William no male 44.0000 3rd
## Torfa, Mr. Assad no male NA 3rd
## Tornquist, Mr. William Henry yes male 25.0000 3rd
## Toufik, Mr. Nakli no male NA 3rd
## Touma, Master. Georges Youssef yes male 7.0000 3rd
## Touma, Miss. Maria Youssef yes female 9.0000 3rd
## Touma, Mrs. Darwis (Hanne Youss yes female 29.0000 3rd
## Turcin, Mr. Stjepan no male 36.0000 3rd
## Turja, Miss. Anna Sofia yes female 18.0000 3rd
## Turkula, Mrs. (Hedwig) yes female 63.0000 3rd
## van Billiard, Master. James Wil no male NA 3rd
## van Billiard, Master. Walter Jo no male 11.5000 3rd
## van Billiard, Mr. Austin Blyler no male 40.5000 3rd
## Van Impe, Miss. Catharina no female 10.0000 3rd
## Van Impe, Mr. Jean Baptiste no male 36.0000 3rd
## Van Impe, Mrs. Jean Baptiste (R no female 30.0000 3rd
## van Melkebeke, Mr. Philemon no male NA 3rd
## Vande Velde, Mr. Johannes Josep no male 33.0000 3rd
## Vande Walle, Mr. Nestor Cyriel no male 28.0000 3rd
## Vanden Steen, Mr. Leo Peter no male 28.0000 3rd
## Vander Cruyssen, Mr. Victor no male 47.0000 3rd
## Vander Planke, Miss. Augusta Ma no female 18.0000 3rd
## Vander Planke, Mr. Julius no male 31.0000 3rd
## Vander Planke, Mr. Leo Edmondus no male 16.0000 3rd
## Vander Planke, Mrs. Julius (Eme no female 31.0000 3rd
## Vartanian, Mr. David yes male 22.0000 3rd
## Vendel, Mr. Olof Edvin no male 20.0000 3rd
## Vestrom, Miss. Hulda Amanda Ado no female 14.0000 3rd
## Vovk, Mr. Janko no male 22.0000 3rd
## Waelens, Mr. Achille no male 22.0000 3rd
## Ware, Mr. Frederick no male NA 3rd
## Warren, Mr. Charles William no male NA 3rd
## Webber, Mr. James no male NA 3rd
## Wenzel, Mr. Linhart no male 32.5000 3rd
## Whabee, Mrs. George Joseph (Sha yes female 38.0000 3rd
## Widegren, Mr. Carl/Charles Pete no male 51.0000 3rd
## Wiklund, Mr. Jakob Alfred no male 18.0000 3rd
## Wiklund, Mr. Karl Johan no male 21.0000 3rd
## Wilkes, Mrs. James (Ellen Needs yes female 47.0000 3rd
## Willer, Mr. Aaron (Abi Weller no male NA 3rd
## Willey, Mr. Edward no male NA 3rd
## Williams, Mr. Howard Hugh Harr no male NA 3rd
## Williams, Mr. Leslie no male 28.5000 3rd
## Windelov, Mr. Einar no male 21.0000 3rd
## Wirz, Mr. Albert no male 27.0000 3rd
## Wiseman, Mr. Phillippe no male NA 3rd
## Wittevrongel, Mr. Camille no male 36.0000 3rd
## Yasbeck, Mr. Antoni no male 27.0000 3rd
## Yasbeck, Mrs. Antoni (Selini Al yes female 15.0000 3rd
## Youseff, Mr. Gerious no male 45.5000 3rd
## Yousif, Mr. Wazli no male NA 3rd
## Yousseff, Mr. Gerious no male NA 3rd
## Zabour, Miss. Hileni no female 14.5000 3rd
## Zabour, Miss. Thamine no female NA 3rd
## Zakarian, Mr. Mapriededer no male 26.5000 3rd
## Zakarian, Mr. Ortin no male 27.0000 3rd
## Zimmerman, Mr. Leo no male 29.0000 3rdtable(TitanicSurvival$survived)##
## no yes
## 809 500- diamonds
data(diamonds)
diamonds## # A tibble: 53,940 × 10
## carat cut color clarity depth table price x y z
## <dbl> <ord> <ord> <ord> <dbl> <dbl> <int> <dbl> <dbl> <dbl>
## 1 0.23 Ideal E SI2 61.5 55 326 3.95 3.98 2.43
## 2 0.21 Premium E SI1 59.8 61 326 3.89 3.84 2.31
## 3 0.23 Good E VS1 56.9 65 327 4.05 4.07 2.31
## 4 0.29 Premium I VS2 62.4 58 334 4.2 4.23 2.63
## 5 0.31 Good J SI2 63.3 58 335 4.34 4.35 2.75
## 6 0.24 Very Good J VVS2 62.8 57 336 3.94 3.96 2.48
## 7 0.24 Very Good I VVS1 62.3 57 336 3.95 3.98 2.47
## 8 0.26 Very Good H SI1 61.9 55 337 4.07 4.11 2.53
## 9 0.22 Fair E VS2 65.1 61 337 3.87 3.78 2.49
## 10 0.23 Very Good H VS1 59.4 61 338 4 4.05 2.39
## # ℹ 53,930 more rows3). mencari struktur
data(mtcars)
mtcars## mpg cyl disp hp drat wt qsec vs am gear carb
## Mazda RX4 21.0 6 160.0 110 3.90 2.620 16.46 0 1 4 4
## Mazda RX4 Wag 21.0 6 160.0 110 3.90 2.875 17.02 0 1 4 4
## Datsun 710 22.8 4 108.0 93 3.85 2.320 18.61 1 1 4 1
## Hornet 4 Drive 21.4 6 258.0 110 3.08 3.215 19.44 1 0 3 1
## Hornet Sportabout 18.7 8 360.0 175 3.15 3.440 17.02 0 0 3 2
## Valiant 18.1 6 225.0 105 2.76 3.460 20.22 1 0 3 1
## Duster 360 14.3 8 360.0 245 3.21 3.570 15.84 0 0 3 4
## Merc 240D 24.4 4 146.7 62 3.69 3.190 20.00 1 0 4 2
## Merc 230 22.8 4 140.8 95 3.92 3.150 22.90 1 0 4 2
## Merc 280 19.2 6 167.6 123 3.92 3.440 18.30 1 0 4 4
## Merc 280C 17.8 6 167.6 123 3.92 3.440 18.90 1 0 4 4
## Merc 450SE 16.4 8 275.8 180 3.07 4.070 17.40 0 0 3 3
## Merc 450SL 17.3 8 275.8 180 3.07 3.730 17.60 0 0 3 3
## Merc 450SLC 15.2 8 275.8 180 3.07 3.780 18.00 0 0 3 3
## Cadillac Fleetwood 10.4 8 472.0 205 2.93 5.250 17.98 0 0 3 4
## Lincoln Continental 10.4 8 460.0 215 3.00 5.424 17.82 0 0 3 4
## Chrysler Imperial 14.7 8 440.0 230 3.23 5.345 17.42 0 0 3 4
## Fiat 128 32.4 4 78.7 66 4.08 2.200 19.47 1 1 4 1
## Honda Civic 30.4 4 75.7 52 4.93 1.615 18.52 1 1 4 2
## Toyota Corolla 33.9 4 71.1 65 4.22 1.835 19.90 1 1 4 1
## Toyota Corona 21.5 4 120.1 97 3.70 2.465 20.01 1 0 3 1
## Dodge Challenger 15.5 8 318.0 150 2.76 3.520 16.87 0 0 3 2
## AMC Javelin 15.2 8 304.0 150 3.15 3.435 17.30 0 0 3 2
## Camaro Z28 13.3 8 350.0 245 3.73 3.840 15.41 0 0 3 4
## Pontiac Firebird 19.2 8 400.0 175 3.08 3.845 17.05 0 0 3 2
## Fiat X1-9 27.3 4 79.0 66 4.08 1.935 18.90 1 1 4 1
## Porsche 914-2 26.0 4 120.3 91 4.43 2.140 16.70 0 1 5 2
## Lotus Europa 30.4 4 95.1 113 3.77 1.513 16.90 1 1 5 2
## Ford Pantera L 15.8 8 351.0 264 4.22 3.170 14.50 0 1 5 4
## Ferrari Dino 19.7 6 145.0 175 3.62 2.770 15.50 0 1 5 6
## Maserati Bora 15.0 8 301.0 335 3.54 3.570 14.60 0 1 5 8
## Volvo 142E 21.4 4 121.0 109 4.11 2.780 18.60 1 1 4 2str(mtcars)## 'data.frame': 32 obs. of 11 variables:
## $ mpg : num 21 21 22.8 21.4 18.7 18.1 14.3 24.4 22.8 19.2 ...
## $ cyl : num 6 6 4 6 8 6 8 4 4 6 ...
## $ disp: num 160 160 108 258 360 ...
## $ hp : num 110 110 93 110 175 105 245 62 95 123 ...
## $ drat: num 3.9 3.9 3.85 3.08 3.15 2.76 3.21 3.69 3.92 3.92 ...
## $ wt : num 2.62 2.88 2.32 3.21 3.44 ...
## $ qsec: num 16.5 17 18.6 19.4 17 ...
## $ vs : num 0 0 1 1 0 1 0 1 1 1 ...
## $ am : num 1 1 1 0 0 0 0 0 0 0 ...
## $ gear: num 4 4 4 3 3 3 3 4 4 4 ...
## $ carb: num 4 4 1 1 2 1 4 2 2 4 ...4). Mengganti missing value
data(airquality)
airquality## Ozone Solar.R Wind Temp Month Day
## 1 41 190 7.4 67 5 1
## 2 36 118 8.0 72 5 2
## 3 12 149 12.6 74 5 3
## 4 18 313 11.5 62 5 4
## 5 NA NA 14.3 56 5 5
## 6 28 NA 14.9 66 5 6
## 7 23 299 8.6 65 5 7
## 8 19 99 13.8 59 5 8
## 9 8 19 20.1 61 5 9
## 10 NA 194 8.6 69 5 10
## 11 7 NA 6.9 74 5 11
## 12 16 256 9.7 69 5 12
## 13 11 290 9.2 66 5 13
## 14 14 274 10.9 68 5 14
## 15 18 65 13.2 58 5 15
## 16 14 334 11.5 64 5 16
## 17 34 307 12.0 66 5 17
## 18 6 78 18.4 57 5 18
## 19 30 322 11.5 68 5 19
## 20 11 44 9.7 62 5 20
## 21 1 8 9.7 59 5 21
## 22 11 320 16.6 73 5 22
## 23 4 25 9.7 61 5 23
## 24 32 92 12.0 61 5 24
## 25 NA 66 16.6 57 5 25
## 26 NA 266 14.9 58 5 26
## 27 NA NA 8.0 57 5 27
## 28 23 13 12.0 67 5 28
## 29 45 252 14.9 81 5 29
## 30 115 223 5.7 79 5 30
## 31 37 279 7.4 76 5 31
## 32 NA 286 8.6 78 6 1
## 33 NA 287 9.7 74 6 2
## 34 NA 242 16.1 67 6 3
## 35 NA 186 9.2 84 6 4
## 36 NA 220 8.6 85 6 5
## 37 NA 264 14.3 79 6 6
## 38 29 127 9.7 82 6 7
## 39 NA 273 6.9 87 6 8
## 40 71 291 13.8 90 6 9
## 41 39 323 11.5 87 6 10
## 42 NA 259 10.9 93 6 11
## 43 NA 250 9.2 92 6 12
## 44 23 148 8.0 82 6 13
## 45 NA 332 13.8 80 6 14
## 46 NA 322 11.5 79 6 15
## 47 21 191 14.9 77 6 16
## 48 37 284 20.7 72 6 17
## 49 20 37 9.2 65 6 18
## 50 12 120 11.5 73 6 19
## 51 13 137 10.3 76 6 20
## 52 NA 150 6.3 77 6 21
## 53 NA 59 1.7 76 6 22
## 54 NA 91 4.6 76 6 23
## 55 NA 250 6.3 76 6 24
## 56 NA 135 8.0 75 6 25
## 57 NA 127 8.0 78 6 26
## 58 NA 47 10.3 73 6 27
## 59 NA 98 11.5 80 6 28
## 60 NA 31 14.9 77 6 29
## 61 NA 138 8.0 83 6 30
## 62 135 269 4.1 84 7 1
## 63 49 248 9.2 85 7 2
## 64 32 236 9.2 81 7 3
## 65 NA 101 10.9 84 7 4
## 66 64 175 4.6 83 7 5
## 67 40 314 10.9 83 7 6
## 68 77 276 5.1 88 7 7
## 69 97 267 6.3 92 7 8
## 70 97 272 5.7 92 7 9
## 71 85 175 7.4 89 7 10
## 72 NA 139 8.6 82 7 11
## 73 10 264 14.3 73 7 12
## 74 27 175 14.9 81 7 13
## 75 NA 291 14.9 91 7 14
## 76 7 48 14.3 80 7 15
## 77 48 260 6.9 81 7 16
## 78 35 274 10.3 82 7 17
## 79 61 285 6.3 84 7 18
## 80 79 187 5.1 87 7 19
## 81 63 220 11.5 85 7 20
## 82 16 7 6.9 74 7 21
## 83 NA 258 9.7 81 7 22
## 84 NA 295 11.5 82 7 23
## 85 80 294 8.6 86 7 24
## 86 108 223 8.0 85 7 25
## 87 20 81 8.6 82 7 26
## 88 52 82 12.0 86 7 27
## 89 82 213 7.4 88 7 28
## 90 50 275 7.4 86 7 29
## 91 64 253 7.4 83 7 30
## 92 59 254 9.2 81 7 31
## 93 39 83 6.9 81 8 1
## 94 9 24 13.8 81 8 2
## 95 16 77 7.4 82 8 3
## 96 78 NA 6.9 86 8 4
## 97 35 NA 7.4 85 8 5
## 98 66 NA 4.6 87 8 6
## 99 122 255 4.0 89 8 7
## 100 89 229 10.3 90 8 8
## 101 110 207 8.0 90 8 9
## 102 NA 222 8.6 92 8 10
## 103 NA 137 11.5 86 8 11
## 104 44 192 11.5 86 8 12
## 105 28 273 11.5 82 8 13
## 106 65 157 9.7 80 8 14
## 107 NA 64 11.5 79 8 15
## 108 22 71 10.3 77 8 16
## 109 59 51 6.3 79 8 17
## 110 23 115 7.4 76 8 18
## 111 31 244 10.9 78 8 19
## 112 44 190 10.3 78 8 20
## 113 21 259 15.5 77 8 21
## 114 9 36 14.3 72 8 22
## 115 NA 255 12.6 75 8 23
## 116 45 212 9.7 79 8 24
## 117 168 238 3.4 81 8 25
## 118 73 215 8.0 86 8 26
## 119 NA 153 5.7 88 8 27
## 120 76 203 9.7 97 8 28
## 121 118 225 2.3 94 8 29
## 122 84 237 6.3 96 8 30
## 123 85 188 6.3 94 8 31
## 124 96 167 6.9 91 9 1
## 125 78 197 5.1 92 9 2
## 126 73 183 2.8 93 9 3
## 127 91 189 4.6 93 9 4
## 128 47 95 7.4 87 9 5
## 129 32 92 15.5 84 9 6
## 130 20 252 10.9 80 9 7
## 131 23 220 10.3 78 9 8
## 132 21 230 10.9 75 9 9
## 133 24 259 9.7 73 9 10
## 134 44 236 14.9 81 9 11
## 135 21 259 15.5 76 9 12
## 136 28 238 6.3 77 9 13
## 137 9 24 10.9 71 9 14
## 138 13 112 11.5 71 9 15
## 139 46 237 6.9 78 9 16
## 140 18 224 13.8 67 9 17
## 141 13 27 10.3 76 9 18
## 142 24 238 10.3 68 9 19
## 143 16 201 8.0 82 9 20
## 144 13 238 12.6 64 9 21
## 145 23 14 9.2 71 9 22
## 146 36 139 10.3 81 9 23
## 147 7 49 10.3 69 9 24
## 148 14 20 16.6 63 9 25
## 149 30 193 6.9 70 9 26
## 150 NA 145 13.2 77 9 27
## 151 14 191 14.3 75 9 28
## 152 18 131 8.0 76 9 29
## 153 20 223 11.5 68 9 30summary(airquality)## Ozone Solar.R Wind Temp
## Min. : 1.00 Min. : 7.0 Min. : 1.700 Min. :56.00
## 1st Qu.: 18.00 1st Qu.:115.8 1st Qu.: 7.400 1st Qu.:72.00
## Median : 31.50 Median :205.0 Median : 9.700 Median :79.00
## Mean : 42.13 Mean :185.9 Mean : 9.958 Mean :77.88
## 3rd Qu.: 63.25 3rd Qu.:258.8 3rd Qu.:11.500 3rd Qu.:85.00
## Max. :168.00 Max. :334.0 Max. :20.700 Max. :97.00
## NA's :37 NA's :7
## Month Day
## Min. :5.000 Min. : 1.0
## 1st Qu.:6.000 1st Qu.: 8.0
## Median :7.000 Median :16.0
## Mean :6.993 Mean :15.8
## 3rd Qu.:8.000 3rd Qu.:23.0
## Max. :9.000 Max. :31.0
## colSums(is.na(airquality))## Ozone Solar.R Wind Temp Month Day
## 37 7 0 0 0 0airquality$Ozone[is.na(airquality$Ozone)] <-median(airquality$Ozone,na.rm = TRUE)
airquality## Ozone Solar.R Wind Temp Month Day
## 1 41.0 190 7.4 67 5 1
## 2 36.0 118 8.0 72 5 2
## 3 12.0 149 12.6 74 5 3
## 4 18.0 313 11.5 62 5 4
## 5 31.5 NA 14.3 56 5 5
## 6 28.0 NA 14.9 66 5 6
## 7 23.0 299 8.6 65 5 7
## 8 19.0 99 13.8 59 5 8
## 9 8.0 19 20.1 61 5 9
## 10 31.5 194 8.6 69 5 10
## 11 7.0 NA 6.9 74 5 11
## 12 16.0 256 9.7 69 5 12
## 13 11.0 290 9.2 66 5 13
## 14 14.0 274 10.9 68 5 14
## 15 18.0 65 13.2 58 5 15
## 16 14.0 334 11.5 64 5 16
## 17 34.0 307 12.0 66 5 17
## 18 6.0 78 18.4 57 5 18
## 19 30.0 322 11.5 68 5 19
## 20 11.0 44 9.7 62 5 20
## 21 1.0 8 9.7 59 5 21
## 22 11.0 320 16.6 73 5 22
## 23 4.0 25 9.7 61 5 23
## 24 32.0 92 12.0 61 5 24
## 25 31.5 66 16.6 57 5 25
## 26 31.5 266 14.9 58 5 26
## 27 31.5 NA 8.0 57 5 27
## 28 23.0 13 12.0 67 5 28
## 29 45.0 252 14.9 81 5 29
## 30 115.0 223 5.7 79 5 30
## 31 37.0 279 7.4 76 5 31
## 32 31.5 286 8.6 78 6 1
## 33 31.5 287 9.7 74 6 2
## 34 31.5 242 16.1 67 6 3
## 35 31.5 186 9.2 84 6 4
## 36 31.5 220 8.6 85 6 5
## 37 31.5 264 14.3 79 6 6
## 38 29.0 127 9.7 82 6 7
## 39 31.5 273 6.9 87 6 8
## 40 71.0 291 13.8 90 6 9
## 41 39.0 323 11.5 87 6 10
## 42 31.5 259 10.9 93 6 11
## 43 31.5 250 9.2 92 6 12
## 44 23.0 148 8.0 82 6 13
## 45 31.5 332 13.8 80 6 14
## 46 31.5 322 11.5 79 6 15
## 47 21.0 191 14.9 77 6 16
## 48 37.0 284 20.7 72 6 17
## 49 20.0 37 9.2 65 6 18
## 50 12.0 120 11.5 73 6 19
## 51 13.0 137 10.3 76 6 20
## 52 31.5 150 6.3 77 6 21
## 53 31.5 59 1.7 76 6 22
## 54 31.5 91 4.6 76 6 23
## 55 31.5 250 6.3 76 6 24
## 56 31.5 135 8.0 75 6 25
## 57 31.5 127 8.0 78 6 26
## 58 31.5 47 10.3 73 6 27
## 59 31.5 98 11.5 80 6 28
## 60 31.5 31 14.9 77 6 29
## 61 31.5 138 8.0 83 6 30
## 62 135.0 269 4.1 84 7 1
## 63 49.0 248 9.2 85 7 2
## 64 32.0 236 9.2 81 7 3
## 65 31.5 101 10.9 84 7 4
## 66 64.0 175 4.6 83 7 5
## 67 40.0 314 10.9 83 7 6
## 68 77.0 276 5.1 88 7 7
## 69 97.0 267 6.3 92 7 8
## 70 97.0 272 5.7 92 7 9
## 71 85.0 175 7.4 89 7 10
## 72 31.5 139 8.6 82 7 11
## 73 10.0 264 14.3 73 7 12
## 74 27.0 175 14.9 81 7 13
## 75 31.5 291 14.9 91 7 14
## 76 7.0 48 14.3 80 7 15
## 77 48.0 260 6.9 81 7 16
## 78 35.0 274 10.3 82 7 17
## 79 61.0 285 6.3 84 7 18
## 80 79.0 187 5.1 87 7 19
## 81 63.0 220 11.5 85 7 20
## 82 16.0 7 6.9 74 7 21
## 83 31.5 258 9.7 81 7 22
## 84 31.5 295 11.5 82 7 23
## 85 80.0 294 8.6 86 7 24
## 86 108.0 223 8.0 85 7 25
## 87 20.0 81 8.6 82 7 26
## 88 52.0 82 12.0 86 7 27
## 89 82.0 213 7.4 88 7 28
## 90 50.0 275 7.4 86 7 29
## 91 64.0 253 7.4 83 7 30
## 92 59.0 254 9.2 81 7 31
## 93 39.0 83 6.9 81 8 1
## 94 9.0 24 13.8 81 8 2
## 95 16.0 77 7.4 82 8 3
## 96 78.0 NA 6.9 86 8 4
## 97 35.0 NA 7.4 85 8 5
## 98 66.0 NA 4.6 87 8 6
## 99 122.0 255 4.0 89 8 7
## 100 89.0 229 10.3 90 8 8
## 101 110.0 207 8.0 90 8 9
## 102 31.5 222 8.6 92 8 10
## 103 31.5 137 11.5 86 8 11
## 104 44.0 192 11.5 86 8 12
## 105 28.0 273 11.5 82 8 13
## 106 65.0 157 9.7 80 8 14
## 107 31.5 64 11.5 79 8 15
## 108 22.0 71 10.3 77 8 16
## 109 59.0 51 6.3 79 8 17
## 110 23.0 115 7.4 76 8 18
## 111 31.0 244 10.9 78 8 19
## 112 44.0 190 10.3 78 8 20
## 113 21.0 259 15.5 77 8 21
## 114 9.0 36 14.3 72 8 22
## 115 31.5 255 12.6 75 8 23
## 116 45.0 212 9.7 79 8 24
## 117 168.0 238 3.4 81 8 25
## 118 73.0 215 8.0 86 8 26
## 119 31.5 153 5.7 88 8 27
## 120 76.0 203 9.7 97 8 28
## 121 118.0 225 2.3 94 8 29
## 122 84.0 237 6.3 96 8 30
## 123 85.0 188 6.3 94 8 31
## 124 96.0 167 6.9 91 9 1
## 125 78.0 197 5.1 92 9 2
## 126 73.0 183 2.8 93 9 3
## 127 91.0 189 4.6 93 9 4
## 128 47.0 95 7.4 87 9 5
## 129 32.0 92 15.5 84 9 6
## 130 20.0 252 10.9 80 9 7
## 131 23.0 220 10.3 78 9 8
## 132 21.0 230 10.9 75 9 9
## 133 24.0 259 9.7 73 9 10
## 134 44.0 236 14.9 81 9 11
## 135 21.0 259 15.5 76 9 12
## 136 28.0 238 6.3 77 9 13
## 137 9.0 24 10.9 71 9 14
## 138 13.0 112 11.5 71 9 15
## 139 46.0 237 6.9 78 9 16
## 140 18.0 224 13.8 67 9 17
## 141 13.0 27 10.3 76 9 18
## 142 24.0 238 10.3 68 9 19
## 143 16.0 201 8.0 82 9 20
## 144 13.0 238 12.6 64 9 21
## 145 23.0 14 9.2 71 9 22
## 146 36.0 139 10.3 81 9 23
## 147 7.0 49 10.3 69 9 24
## 148 14.0 20 16.6 63 9 25
## 149 30.0 193 6.9 70 9 26
## 150 31.5 145 13.2 77 9 27
## 151 14.0 191 14.3 75 9 28
## 152 18.0 131 8.0 76 9 29
## 153 20.0 223 11.5 68 9 305). scatter plot mpg vs WT
plot(mtcars$mpg, mtcars$wt, main = "Scatterplot MPG vs WT", xlab="MPG", ylab = "WT", col="black")
6). tren berat ayam dengan time series
data("ChickWeight")
ChickWeight## weight Time Chick Diet
## 1 42 0 1 1
## 2 51 2 1 1
## 3 59 4 1 1
## 4 64 6 1 1
## 5 76 8 1 1
## 6 93 10 1 1
## 7 106 12 1 1
## 8 125 14 1 1
## 9 149 16 1 1
## 10 171 18 1 1
## 11 199 20 1 1
## 12 205 21 1 1
## 13 40 0 2 1
## 14 49 2 2 1
## 15 58 4 2 1
## 16 72 6 2 1
## 17 84 8 2 1
## 18 103 10 2 1
## 19 122 12 2 1
## 20 138 14 2 1
## 21 162 16 2 1
## 22 187 18 2 1
## 23 209 20 2 1
## 24 215 21 2 1
## 25 43 0 3 1
## 26 39 2 3 1
## 27 55 4 3 1
## 28 67 6 3 1
## 29 84 8 3 1
## 30 99 10 3 1
## 31 115 12 3 1
## 32 138 14 3 1
## 33 163 16 3 1
## 34 187 18 3 1
## 35 198 20 3 1
## 36 202 21 3 1
## 37 42 0 4 1
## 38 49 2 4 1
## 39 56 4 4 1
## 40 67 6 4 1
## 41 74 8 4 1
## 42 87 10 4 1
## 43 102 12 4 1
## 44 108 14 4 1
## 45 136 16 4 1
## 46 154 18 4 1
## 47 160 20 4 1
## 48 157 21 4 1
## 49 41 0 5 1
## 50 42 2 5 1
## 51 48 4 5 1
## 52 60 6 5 1
## 53 79 8 5 1
## 54 106 10 5 1
## 55 141 12 5 1
## 56 164 14 5 1
## 57 197 16 5 1
## 58 199 18 5 1
## 59 220 20 5 1
## 60 223 21 5 1
## 61 41 0 6 1
## 62 49 2 6 1
## 63 59 4 6 1
## 64 74 6 6 1
## 65 97 8 6 1
## 66 124 10 6 1
## 67 141 12 6 1
## 68 148 14 6 1
## 69 155 16 6 1
## 70 160 18 6 1
## 71 160 20 6 1
## 72 157 21 6 1
## 73 41 0 7 1
## 74 49 2 7 1
## 75 57 4 7 1
## 76 71 6 7 1
## 77 89 8 7 1
## 78 112 10 7 1
## 79 146 12 7 1
## 80 174 14 7 1
## 81 218 16 7 1
## 82 250 18 7 1
## 83 288 20 7 1
## 84 305 21 7 1
## 85 42 0 8 1
## 86 50 2 8 1
## 87 61 4 8 1
## 88 71 6 8 1
## 89 84 8 8 1
## 90 93 10 8 1
## 91 110 12 8 1
## 92 116 14 8 1
## 93 126 16 8 1
## 94 134 18 8 1
## 95 125 20 8 1
## 96 42 0 9 1
## 97 51 2 9 1
## 98 59 4 9 1
## 99 68 6 9 1
## 100 85 8 9 1
## 101 96 10 9 1
## 102 90 12 9 1
## 103 92 14 9 1
## 104 93 16 9 1
## 105 100 18 9 1
## 106 100 20 9 1
## 107 98 21 9 1
## 108 41 0 10 1
## 109 44 2 10 1
## 110 52 4 10 1
## 111 63 6 10 1
## 112 74 8 10 1
## 113 81 10 10 1
## 114 89 12 10 1
## 115 96 14 10 1
## 116 101 16 10 1
## 117 112 18 10 1
## 118 120 20 10 1
## 119 124 21 10 1
## 120 43 0 11 1
## 121 51 2 11 1
## 122 63 4 11 1
## 123 84 6 11 1
## 124 112 8 11 1
## 125 139 10 11 1
## 126 168 12 11 1
## 127 177 14 11 1
## 128 182 16 11 1
## 129 184 18 11 1
## 130 181 20 11 1
## 131 175 21 11 1
## 132 41 0 12 1
## 133 49 2 12 1
## 134 56 4 12 1
## 135 62 6 12 1
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## 137 88 10 12 1
## 138 119 12 12 1
## 139 135 14 12 1
## 140 162 16 12 1
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## 142 195 20 12 1
## 143 205 21 12 1
## 144 41 0 13 1
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## 146 53 4 13 1
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## 156 41 0 14 1
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## 161 128 10 14 1
## 162 164 12 14 1
## 163 192 14 14 1
## 164 227 16 14 1
## 165 248 18 14 1
## 166 259 20 14 1
## 167 266 21 14 1
## 168 41 0 15 1
## 169 49 2 15 1
## 170 56 4 15 1
## 171 64 6 15 1
## 172 68 8 15 1
## 173 68 10 15 1
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## 175 68 14 15 1
## 176 41 0 16 1
## 177 45 2 16 1
## 178 49 4 16 1
## 179 51 6 16 1
## 180 57 8 16 1
## 181 51 10 16 1
## 182 54 12 16 1
## 183 42 0 17 1
## 184 51 2 17 1
## 185 61 4 17 1
## 186 72 6 17 1
## 187 83 8 17 1
## 188 89 10 17 1
## 189 98 12 17 1
## 190 103 14 17 1
## 191 113 16 17 1
## 192 123 18 17 1
## 193 133 20 17 1
## 194 142 21 17 1
## 195 39 0 18 1
## 196 35 2 18 1
## 197 43 0 19 1
## 198 48 2 19 1
## 199 55 4 19 1
## 200 62 6 19 1
## 201 65 8 19 1
## 202 71 10 19 1
## 203 82 12 19 1
## 204 88 14 19 1
## 205 106 16 19 1
## 206 120 18 19 1
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## 209 41 0 20 1
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## 211 54 4 20 1
## 212 58 6 20 1
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## 214 73 10 20 1
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## 221 40 0 21 2
## 222 50 2 21 2
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## 228 240 14 21 2
## 229 275 16 21 2
## 230 307 18 21 2
## 231 318 20 21 2
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## 233 41 0 22 2
## 234 55 2 22 2
## 235 64 4 22 2
## 236 77 6 22 2
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## 244 167 21 22 2
## 245 43 0 23 2
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## 324 150 14 29 2
## 325 187 16 29 2
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## 340 150 21 30 2
## 341 42 0 31 3
## 342 53 2 31 3
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## 347 123 12 31 3
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## 352 256 21 31 3
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## 354 49 2 32 3
## 355 65 4 32 3
## 356 82 6 32 3
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## 359 159 12 32 3
## 360 179 14 32 3
## 361 221 16 32 3
## 362 263 18 32 3
## 363 291 20 32 3
## 364 305 21 32 3
## 365 39 0 33 3
## 366 50 2 33 3
## 367 63 4 33 3
## 368 77 6 33 3
## 369 96 8 33 3
## 370 111 10 33 3
## 371 137 12 33 3
## 372 144 14 33 3
## 373 151 16 33 3
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## 375 156 20 33 3
## 376 147 21 33 3
## 377 41 0 34 3
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## 384 186 14 34 3
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## 389 41 0 35 3
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## 400 373 21 35 3
## 401 39 0 36 3
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## 404 76 6 36 3
## 405 98 8 36 3
## 406 116 10 36 3
## 407 145 12 36 3
## 408 166 14 36 3
## 409 198 16 36 3
## 410 227 18 36 3
## 411 225 20 36 3
## 412 220 21 36 3
## 413 41 0 37 3
## 414 48 2 37 3
## 415 56 4 37 3
## 416 68 6 37 3
## 417 80 8 37 3
## 418 83 10 37 3
## 419 103 12 37 3
## 420 112 14 37 3
## 421 135 16 37 3
## 422 157 18 37 3
## 423 169 20 37 3
## 424 178 21 37 3
## 425 41 0 38 3
## 426 49 2 38 3
## 427 61 4 38 3
## 428 74 6 38 3
## 429 98 8 38 3
## 430 109 10 38 3
## 431 128 12 38 3
## 432 154 14 38 3
## 433 192 16 38 3
## 434 232 18 38 3
## 435 280 20 38 3
## 436 290 21 38 3
## 437 42 0 39 3
## 438 50 2 39 3
## 439 61 4 39 3
## 440 78 6 39 3
## 441 89 8 39 3
## 442 109 10 39 3
## 443 130 12 39 3
## 444 146 14 39 3
## 445 170 16 39 3
## 446 214 18 39 3
## 447 250 20 39 3
## 448 272 21 39 3
## 449 41 0 40 3
## 450 55 2 40 3
## 451 66 4 40 3
## 452 79 6 40 3
## 453 101 8 40 3
## 454 120 10 40 3
## 455 154 12 40 3
## 456 182 14 40 3
## 457 215 16 40 3
## 458 262 18 40 3
## 459 295 20 40 3
## 460 321 21 40 3
## 461 42 0 41 4
## 462 51 2 41 4
## 463 66 4 41 4
## 464 85 6 41 4
## 465 103 8 41 4
## 466 124 10 41 4
## 467 155 12 41 4
## 468 153 14 41 4
## 469 175 16 41 4
## 470 184 18 41 4
## 471 199 20 41 4
## 472 204 21 41 4
## 473 42 0 42 4
## 474 49 2 42 4
## 475 63 4 42 4
## 476 84 6 42 4
## 477 103 8 42 4
## 478 126 10 42 4
## 479 160 12 42 4
## 480 174 14 42 4
## 481 204 16 42 4
## 482 234 18 42 4
## 483 269 20 42 4
## 484 281 21 42 4
## 485 42 0 43 4
## 486 55 2 43 4
## 487 69 4 43 4
## 488 96 6 43 4
## 489 131 8 43 4
## 490 157 10 43 4
## 491 184 12 43 4
## 492 188 14 43 4
## 493 197 16 43 4
## 494 198 18 43 4
## 495 199 20 43 4
## 496 200 21 43 4
## 497 42 0 44 4
## 498 51 2 44 4
## 499 65 4 44 4
## 500 86 6 44 4
## 501 103 8 44 4
## 502 118 10 44 4
## 503 127 12 44 4
## 504 138 14 44 4
## 505 145 16 44 4
## 506 146 18 44 4
## 507 41 0 45 4
## 508 50 2 45 4
## 509 61 4 45 4
## 510 78 6 45 4
## 511 98 8 45 4
## 512 117 10 45 4
## 513 135 12 45 4
## 514 141 14 45 4
## 515 147 16 45 4
## 516 174 18 45 4
## 517 197 20 45 4
## 518 196 21 45 4
## 519 40 0 46 4
## 520 52 2 46 4
## 521 62 4 46 4
## 522 82 6 46 4
## 523 101 8 46 4
## 524 120 10 46 4
## 525 144 12 46 4
## 526 156 14 46 4
## 527 173 16 46 4
## 528 210 18 46 4
## 529 231 20 46 4
## 530 238 21 46 4
## 531 41 0 47 4
## 532 53 2 47 4
## 533 66 4 47 4
## 534 79 6 47 4
## 535 100 8 47 4
## 536 123 10 47 4
## 537 148 12 47 4
## 538 157 14 47 4
## 539 168 16 47 4
## 540 185 18 47 4
## 541 210 20 47 4
## 542 205 21 47 4
## 543 39 0 48 4
## 544 50 2 48 4
## 545 62 4 48 4
## 546 80 6 48 4
## 547 104 8 48 4
## 548 125 10 48 4
## 549 154 12 48 4
## 550 170 14 48 4
## 551 222 16 48 4
## 552 261 18 48 4
## 553 303 20 48 4
## 554 322 21 48 4
## 555 40 0 49 4
## 556 53 2 49 4
## 557 64 4 49 4
## 558 85 6 49 4
## 559 108 8 49 4
## 560 128 10 49 4
## 561 152 12 49 4
## 562 166 14 49 4
## 563 184 16 49 4
## 564 203 18 49 4
## 565 233 20 49 4
## 566 237 21 49 4
## 567 41 0 50 4
## 568 54 2 50 4
## 569 67 4 50 4
## 570 84 6 50 4
## 571 105 8 50 4
## 572 122 10 50 4
## 573 155 12 50 4
## 574 175 14 50 4
## 575 205 16 50 4
## 576 234 18 50 4
## 577 264 20 50 4
## 578 264 21 50 4ggplot(ChickWeight, aes(x = Time, y = weight, group = Chick)) + geom_line()
7). visualisasi price berdasarkan cut
boxplot(price ~ cut, data=diamonds, main="Harga Berdasarkan Cut", xlab="Cut", ylab="Price", col="pink")
8). korelasi data faithful
data("faithful")
faithful## eruptions waiting
## 1 3.600 79
## 2 1.800 54
## 3 3.333 74
## 4 2.283 62
## 5 4.533 85
## 6 2.883 55
## 7 4.700 88
## 8 3.600 85
## 9 1.950 51
## 10 4.350 85
## 11 1.833 54
## 12 3.917 84
## 13 4.200 78
## 14 1.750 47
## 15 4.700 83
## 16 2.167 52
## 17 1.750 62
## 18 4.800 84
## 19 1.600 52
## 20 4.250 79
## 21 1.800 51
## 22 1.750 47
## 23 3.450 78
## 24 3.067 69
## 25 4.533 74
## 26 3.600 83
## 27 1.967 55
## 28 4.083 76
## 29 3.850 78
## 30 4.433 79
## 31 4.300 73
## 32 4.467 77
## 33 3.367 66
## 34 4.033 80
## 35 3.833 74
## 36 2.017 52
## 37 1.867 48
## 38 4.833 80
## 39 1.833 59
## 40 4.783 90
## 41 4.350 80
## 42 1.883 58
## 43 4.567 84
## 44 1.750 58
## 45 4.533 73
## 46 3.317 83
## 47 3.833 64
## 48 2.100 53
## 49 4.633 82
## 50 2.000 59
## 51 4.800 75
## 52 4.716 90
## 53 1.833 54
## 54 4.833 80
## 55 1.733 54
## 56 4.883 83
## 57 3.717 71
## 58 1.667 64
## 59 4.567 77
## 60 4.317 81
## 61 2.233 59
## 62 4.500 84
## 63 1.750 48
## 64 4.800 82
## 65 1.817 60
## 66 4.400 92
## 67 4.167 78
## 68 4.700 78
## 69 2.067 65
## 70 4.700 73
## 71 4.033 82
## 72 1.967 56
## 73 4.500 79
## 74 4.000 71
## 75 1.983 62
## 76 5.067 76
## 77 2.017 60
## 78 4.567 78
## 79 3.883 76
## 80 3.600 83
## 81 4.133 75
## 82 4.333 82
## 83 4.100 70
## 84 2.633 65
## 85 4.067 73
## 86 4.933 88
## 87 3.950 76
## 88 4.517 80
## 89 2.167 48
## 90 4.000 86
## 91 2.200 60
## 92 4.333 90
## 93 1.867 50
## 94 4.817 78
## 95 1.833 63
## 96 4.300 72
## 97 4.667 84
## 98 3.750 75
## 99 1.867 51
## 100 4.900 82
## 101 2.483 62
## 102 4.367 88
## 103 2.100 49
## 104 4.500 83
## 105 4.050 81
## 106 1.867 47
## 107 4.700 84
## 108 1.783 52
## 109 4.850 86
## 110 3.683 81
## 111 4.733 75
## 112 2.300 59
## 113 4.900 89
## 114 4.417 79
## 115 1.700 59
## 116 4.633 81
## 117 2.317 50
## 118 4.600 85
## 119 1.817 59
## 120 4.417 87
## 121 2.617 53
## 122 4.067 69
## 123 4.250 77
## 124 1.967 56
## 125 4.600 88
## 126 3.767 81
## 127 1.917 45
## 128 4.500 82
## 129 2.267 55
## 130 4.650 90
## 131 1.867 45
## 132 4.167 83
## 133 2.800 56
## 134 4.333 89
## 135 1.833 46
## 136 4.383 82
## 137 1.883 51
## 138 4.933 86
## 139 2.033 53
## 140 3.733 79
## 141 4.233 81
## 142 2.233 60
## 143 4.533 82
## 144 4.817 77
## 145 4.333 76
## 146 1.983 59
## 147 4.633 80
## 148 2.017 49
## 149 5.100 96
## 150 1.800 53
## 151 5.033 77
## 152 4.000 77
## 153 2.400 65
## 154 4.600 81
## 155 3.567 71
## 156 4.000 70
## 157 4.500 81
## 158 4.083 93
## 159 1.800 53
## 160 3.967 89
## 161 2.200 45
## 162 4.150 86
## 163 2.000 58
## 164 3.833 78
## 165 3.500 66
## 166 4.583 76
## 167 2.367 63
## 168 5.000 88
## 169 1.933 52
## 170 4.617 93
## 171 1.917 49
## 172 2.083 57
## 173 4.583 77
## 174 3.333 68
## 175 4.167 81
## 176 4.333 81
## 177 4.500 73
## 178 2.417 50
## 179 4.000 85
## 180 4.167 74
## 181 1.883 55
## 182 4.583 77
## 183 4.250 83
## 184 3.767 83
## 185 2.033 51
## 186 4.433 78
## 187 4.083 84
## 188 1.833 46
## 189 4.417 83
## 190 2.183 55
## 191 4.800 81
## 192 1.833 57
## 193 4.800 76
## 194 4.100 84
## 195 3.966 77
## 196 4.233 81
## 197 3.500 87
## 198 4.366 77
## 199 2.250 51
## 200 4.667 78
## 201 2.100 60
## 202 4.350 82
## 203 4.133 91
## 204 1.867 53
## 205 4.600 78
## 206 1.783 46
## 207 4.367 77
## 208 3.850 84
## 209 1.933 49
## 210 4.500 83
## 211 2.383 71
## 212 4.700 80
## 213 1.867 49
## 214 3.833 75
## 215 3.417 64
## 216 4.233 76
## 217 2.400 53
## 218 4.800 94
## 219 2.000 55
## 220 4.150 76
## 221 1.867 50
## 222 4.267 82
## 223 1.750 54
## 224 4.483 75
## 225 4.000 78
## 226 4.117 79
## 227 4.083 78
## 228 4.267 78
## 229 3.917 70
## 230 4.550 79
## 231 4.083 70
## 232 2.417 54
## 233 4.183 86
## 234 2.217 50
## 235 4.450 90
## 236 1.883 54
## 237 1.850 54
## 238 4.283 77
## 239 3.950 79
## 240 2.333 64
## 241 4.150 75
## 242 2.350 47
## 243 4.933 86
## 244 2.900 63
## 245 4.583 85
## 246 3.833 82
## 247 2.083 57
## 248 4.367 82
## 249 2.133 67
## 250 4.350 74
## 251 2.200 54
## 252 4.450 83
## 253 3.567 73
## 254 4.500 73
## 255 4.150 88
## 256 3.817 80
## 257 3.917 71
## 258 4.450 83
## 259 2.000 56
## 260 4.283 79
## 261 4.767 78
## 262 4.533 84
## 263 1.850 58
## 264 4.250 83
## 265 1.983 43
## 266 2.250 60
## 267 4.750 75
## 268 4.117 81
## 269 2.150 46
## 270 4.417 90
## 271 1.817 46
## 272 4.467 74cor(faithful$eruptions,faithful$waiting)## [1] 0.90081129). korelasi data mtcars
cor(mtcars$mpg,mtcars$cyl)## [1] -0.85216210). visualisasi data iris
data(iris)
iris## Sepal.Length Sepal.Width Petal.Length Petal.Width Species
## 1 5.1 3.5 1.4 0.2 setosa
## 2 4.9 3.0 1.4 0.2 setosa
## 3 4.7 3.2 1.3 0.2 setosa
## 4 4.6 3.1 1.5 0.2 setosa
## 5 5.0 3.6 1.4 0.2 setosa
## 6 5.4 3.9 1.7 0.4 setosa
## 7 4.6 3.4 1.4 0.3 setosa
## 8 5.0 3.4 1.5 0.2 setosa
## 9 4.4 2.9 1.4 0.2 setosa
## 10 4.9 3.1 1.5 0.1 setosa
## 11 5.4 3.7 1.5 0.2 setosa
## 12 4.8 3.4 1.6 0.2 setosa
## 13 4.8 3.0 1.4 0.1 setosa
## 14 4.3 3.0 1.1 0.1 setosa
## 15 5.8 4.0 1.2 0.2 setosa
## 16 5.7 4.4 1.5 0.4 setosa
## 17 5.4 3.9 1.3 0.4 setosa
## 18 5.1 3.5 1.4 0.3 setosa
## 19 5.7 3.8 1.7 0.3 setosa
## 20 5.1 3.8 1.5 0.3 setosa
## 21 5.4 3.4 1.7 0.2 setosa
## 22 5.1 3.7 1.5 0.4 setosa
## 23 4.6 3.6 1.0 0.2 setosa
## 24 5.1 3.3 1.7 0.5 setosa
## 25 4.8 3.4 1.9 0.2 setosa
## 26 5.0 3.0 1.6 0.2 setosa
## 27 5.0 3.4 1.6 0.4 setosa
## 28 5.2 3.5 1.5 0.2 setosa
## 29 5.2 3.4 1.4 0.2 setosa
## 30 4.7 3.2 1.6 0.2 setosa
## 31 4.8 3.1 1.6 0.2 setosa
## 32 5.4 3.4 1.5 0.4 setosa
## 33 5.2 4.1 1.5 0.1 setosa
## 34 5.5 4.2 1.4 0.2 setosa
## 35 4.9 3.1 1.5 0.2 setosa
## 36 5.0 3.2 1.2 0.2 setosa
## 37 5.5 3.5 1.3 0.2 setosa
## 38 4.9 3.6 1.4 0.1 setosa
## 39 4.4 3.0 1.3 0.2 setosa
## 40 5.1 3.4 1.5 0.2 setosa
## 41 5.0 3.5 1.3 0.3 setosa
## 42 4.5 2.3 1.3 0.3 setosa
## 43 4.4 3.2 1.3 0.2 setosa
## 44 5.0 3.5 1.6 0.6 setosa
## 45 5.1 3.8 1.9 0.4 setosa
## 46 4.8 3.0 1.4 0.3 setosa
## 47 5.1 3.8 1.6 0.2 setosa
## 48 4.6 3.2 1.4 0.2 setosa
## 49 5.3 3.7 1.5 0.2 setosa
## 50 5.0 3.3 1.4 0.2 setosa
## 51 7.0 3.2 4.7 1.4 versicolor
## 52 6.4 3.2 4.5 1.5 versicolor
## 53 6.9 3.1 4.9 1.5 versicolor
## 54 5.5 2.3 4.0 1.3 versicolor
## 55 6.5 2.8 4.6 1.5 versicolor
## 56 5.7 2.8 4.5 1.3 versicolor
## 57 6.3 3.3 4.7 1.6 versicolor
## 58 4.9 2.4 3.3 1.0 versicolor
## 59 6.6 2.9 4.6 1.3 versicolor
## 60 5.2 2.7 3.9 1.4 versicolor
## 61 5.0 2.0 3.5 1.0 versicolor
## 62 5.9 3.0 4.2 1.5 versicolor
## 63 6.0 2.2 4.0 1.0 versicolor
## 64 6.1 2.9 4.7 1.4 versicolor
## 65 5.6 2.9 3.6 1.3 versicolor
## 66 6.7 3.1 4.4 1.4 versicolor
## 67 5.6 3.0 4.5 1.5 versicolor
## 68 5.8 2.7 4.1 1.0 versicolor
## 69 6.2 2.2 4.5 1.5 versicolor
## 70 5.6 2.5 3.9 1.1 versicolor
## 71 5.9 3.2 4.8 1.8 versicolor
## 72 6.1 2.8 4.0 1.3 versicolor
## 73 6.3 2.5 4.9 1.5 versicolor
## 74 6.1 2.8 4.7 1.2 versicolor
## 75 6.4 2.9 4.3 1.3 versicolor
## 76 6.6 3.0 4.4 1.4 versicolor
## 77 6.8 2.8 4.8 1.4 versicolor
## 78 6.7 3.0 5.0 1.7 versicolor
## 79 6.0 2.9 4.5 1.5 versicolor
## 80 5.7 2.6 3.5 1.0 versicolor
## 81 5.5 2.4 3.8 1.1 versicolor
## 82 5.5 2.4 3.7 1.0 versicolor
## 83 5.8 2.7 3.9 1.2 versicolor
## 84 6.0 2.7 5.1 1.6 versicolor
## 85 5.4 3.0 4.5 1.5 versicolor
## 86 6.0 3.4 4.5 1.6 versicolor
## 87 6.7 3.1 4.7 1.5 versicolor
## 88 6.3 2.3 4.4 1.3 versicolor
## 89 5.6 3.0 4.1 1.3 versicolor
## 90 5.5 2.5 4.0 1.3 versicolor
## 91 5.5 2.6 4.4 1.2 versicolor
## 92 6.1 3.0 4.6 1.4 versicolor
## 93 5.8 2.6 4.0 1.2 versicolor
## 94 5.0 2.3 3.3 1.0 versicolor
## 95 5.6 2.7 4.2 1.3 versicolor
## 96 5.7 3.0 4.2 1.2 versicolor
## 97 5.7 2.9 4.2 1.3 versicolor
## 98 6.2 2.9 4.3 1.3 versicolor
## 99 5.1 2.5 3.0 1.1 versicolor
## 100 5.7 2.8 4.1 1.3 versicolor
## 101 6.3 3.3 6.0 2.5 virginica
## 102 5.8 2.7 5.1 1.9 virginica
## 103 7.1 3.0 5.9 2.1 virginica
## 104 6.3 2.9 5.6 1.8 virginica
## 105 6.5 3.0 5.8 2.2 virginica
## 106 7.6 3.0 6.6 2.1 virginica
## 107 4.9 2.5 4.5 1.7 virginica
## 108 7.3 2.9 6.3 1.8 virginica
## 109 6.7 2.5 5.8 1.8 virginica
## 110 7.2 3.6 6.1 2.5 virginica
## 111 6.5 3.2 5.1 2.0 virginica
## 112 6.4 2.7 5.3 1.9 virginica
## 113 6.8 3.0 5.5 2.1 virginica
## 114 5.7 2.5 5.0 2.0 virginica
## 115 5.8 2.8 5.1 2.4 virginica
## 116 6.4 3.2 5.3 2.3 virginica
## 117 6.5 3.0 5.5 1.8 virginica
## 118 7.7 3.8 6.7 2.2 virginica
## 119 7.7 2.6 6.9 2.3 virginica
## 120 6.0 2.2 5.0 1.5 virginica
## 121 6.9 3.2 5.7 2.3 virginica
## 122 5.6 2.8 4.9 2.0 virginica
## 123 7.7 2.8 6.7 2.0 virginica
## 124 6.3 2.7 4.9 1.8 virginica
## 125 6.7 3.3 5.7 2.1 virginica
## 126 7.2 3.2 6.0 1.8 virginica
## 127 6.2 2.8 4.8 1.8 virginica
## 128 6.1 3.0 4.9 1.8 virginica
## 129 6.4 2.8 5.6 2.1 virginica
## 130 7.2 3.0 5.8 1.6 virginica
## 131 7.4 2.8 6.1 1.9 virginica
## 132 7.9 3.8 6.4 2.0 virginica
## 133 6.4 2.8 5.6 2.2 virginica
## 134 6.3 2.8 5.1 1.5 virginica
## 135 6.1 2.6 5.6 1.4 virginica
## 136 7.7 3.0 6.1 2.3 virginica
## 137 6.3 3.4 5.6 2.4 virginica
## 138 6.4 3.1 5.5 1.8 virginica
## 139 6.0 3.0 4.8 1.8 virginica
## 140 6.9 3.1 5.4 2.1 virginica
## 141 6.7 3.1 5.6 2.4 virginica
## 142 6.9 3.1 5.1 2.3 virginica
## 143 5.8 2.7 5.1 1.9 virginica
## 144 6.8 3.2 5.9 2.3 virginica
## 145 6.7 3.3 5.7 2.5 virginica
## 146 6.7 3.0 5.2 2.3 virginica
## 147 6.3 2.5 5.0 1.9 virginica
## 148 6.5 3.0 5.2 2.0 virginica
## 149 6.2 3.4 5.4 2.3 virginica
## 150 5.9 3.0 5.1 1.8 virginicaggplot(iris, aes(x = Species, y = Sepal.Length, fill=Species)) + geom_boxplot() + labs(title = "Boxplot Length berdasarkan Species")