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Data description:

Question 1

Calculate the survival rate for male and female passengers. Visualize the survival rates using a bar plot.

##         
##           No Yes
##   female  81 233
##   male   468 109
PassengerId Survived Pclass Name Sex Age SibSp Parch Ticket Fare Cabin Embarked family_size
2 Yes First Cumings, Mrs. John Bradley (Florence Briggs Thayer) female 38.00 1 0 PC 17599 71.2833 C85 C 1
3 Yes Third Heikkinen, Miss. Laina female 26.00 0 0 STON/O2. 3101282 7.9250 S 0
4 Yes First Futrelle, Mrs. Jacques Heath (Lily May Peel) female 35.00 1 0 113803 53.1000 C123 S 1
9 Yes Third Johnson, Mrs. Oscar W (Elisabeth Vilhelmina Berg) female 27.00 0 2 347742 11.1333 S 2
10 Yes Second Nasser, Mrs. Nicholas (Adele Achem) female 14.00 1 0 237736 30.0708 C 1
11 Yes Third Sandstrom, Miss. Marguerite Rut female 4.00 1 1 PP 9549 16.7000 G6 S 2
12 Yes First Bonnell, Miss. Elizabeth female 58.00 0 0 113783 26.5500 C103 S 0
16 Yes Second Hewlett, Mrs. (Mary D Kingcome) female 55.00 0 0 248706 16.0000 S 0
18 Yes Second Williams, Mr. Charles Eugene male NA 0 0 244373 13.0000 S 0
20 Yes Third Masselmani, Mrs. Fatima female NA 0 0 2649 7.2250 C 0
22 Yes Second Beesley, Mr. Lawrence male 34.00 0 0 248698 13.0000 D56 S 0
23 Yes Third McGowan, Miss. Anna “Annie” female 15.00 0 0 330923 8.0292 Q 0
24 Yes First Sloper, Mr. William Thompson male 28.00 0 0 113788 35.5000 A6 S 0
26 Yes Third Asplund, Mrs. Carl Oscar (Selma Augusta Emilia Johansson) female 38.00 1 5 347077 31.3875 S 6
29 Yes Third O’Dwyer, Miss. Ellen “Nellie” female NA 0 0 330959 7.8792 Q 0
32 Yes First Spencer, Mrs. William Augustus (Marie Eugenie) female NA 1 0 PC 17569 146.5208 B78 C 1
33 Yes Third Glynn, Miss. Mary Agatha female NA 0 0 335677 7.7500 Q 0
37 Yes Third Mamee, Mr. Hanna male NA 0 0 2677 7.2292 C 0
40 Yes Third Nicola-Yarred, Miss. Jamila female 14.00 1 0 2651 11.2417 C 1
44 Yes Second Laroche, Miss. Simonne Marie Anne Andree female 3.00 1 2 SC/Paris 2123 41.5792 C 3
45 Yes Third Devaney, Miss. Margaret Delia female 19.00 0 0 330958 7.8792 Q 0
48 Yes Third O’Driscoll, Miss. Bridget female NA 0 0 14311 7.7500 Q 0
53 Yes First Harper, Mrs. Henry Sleeper (Myna Haxtun) female 49.00 1 0 PC 17572 76.7292 D33 C 1
54 Yes Second Faunthorpe, Mrs. Lizzie (Elizabeth Anne Wilkinson) female 29.00 1 0 2926 26.0000 S 1
56 Yes First Woolner, Mr. Hugh male NA 0 0 19947 35.5000 C52 S 0
57 Yes Second Rugg, Miss. Emily female 21.00 0 0 C.A. 31026 10.5000 S 0
59 Yes Second West, Miss. Constance Mirium female 5.00 1 2 C.A. 34651 27.7500 S 3
62 Yes First Icard, Miss. Amelie female 38.00 0 0 113572 80.0000 B28 0
66 Yes Third Moubarek, Master. Gerios male NA 1 1 2661 15.2458 C 2
67 Yes Second Nye, Mrs. (Elizabeth Ramell) female 29.00 0 0 C.A. 29395 10.5000 F33 S 0
69 Yes Third Andersson, Miss. Erna Alexandra female 17.00 4 2 3101281 7.9250 S 6
75 Yes Third Bing, Mr. Lee male 32.00 0 0 1601 56.4958 S 0
79 Yes Second Caldwell, Master. Alden Gates male 0.83 0 2 248738 29.0000 S 2
80 Yes Third Dowdell, Miss. Elizabeth female 30.00 0 0 364516 12.4750 S 0
82 Yes Third Sheerlinck, Mr. Jan Baptist male 29.00 0 0 345779 9.5000 S 0
83 Yes Third McDermott, Miss. Brigdet Delia female NA 0 0 330932 7.7875 Q 0
85 Yes Second Ilett, Miss. Bertha female 17.00 0 0 SO/C 14885 10.5000 S 0
86 Yes Third Backstrom, Mrs. Karl Alfred (Maria Mathilda Gustafsson) female 33.00 3 0 3101278 15.8500 S 3
89 Yes First Fortune, Miss. Mabel Helen female 23.00 3 2 19950 263.0000 C23 C25 C27 S 5
98 Yes First Greenfield, Mr. William Bertram male 23.00 0 1 PC 17759 63.3583 D10 D12 C 1
99 Yes Second Doling, Mrs. John T (Ada Julia Bone) female 34.00 0 1 231919 23.0000 S 1
107 Yes Third Salkjelsvik, Miss. Anna Kristine female 21.00 0 0 343120 7.6500 S 0
108 Yes Third Moss, Mr. Albert Johan male NA 0 0 312991 7.7750 S 0
110 Yes Third Moran, Miss. Bertha female NA 1 0 371110 24.1500 Q 1
124 Yes Second Webber, Miss. Susan female 32.50 0 0 27267 13.0000 E101 S 0
126 Yes Third Nicola-Yarred, Master. Elias male 12.00 1 0 2651 11.2417 C 1
128 Yes Third Madsen, Mr. Fridtjof Arne male 24.00 0 0 C 17369 7.1417 S 0
129 Yes Third Peter, Miss. Anna female NA 1 1 2668 22.3583 F E69 C 2
134 Yes Second Weisz, Mrs. Leopold (Mathilde Francoise Pede) female 29.00 1 0 228414 26.0000 S 1
137 Yes First Newsom, Miss. Helen Monypeny female 19.00 0 2 11752 26.2833 D47 S 2
142 Yes Third Nysten, Miss. Anna Sofia female 22.00 0 0 347081 7.7500 S 0
143 Yes Third Hakkarainen, Mrs. Pekka Pietari (Elin Matilda Dolck) female 24.00 1 0 STON/O2. 3101279 15.8500 S 1
147 Yes Third Andersson, Mr. August Edvard (“Wennerstrom”) male 27.00 0 0 350043 7.7958 S 0
152 Yes First Pears, Mrs. Thomas (Edith Wearne) female 22.00 1 0 113776 66.6000 C2 S 1
157 Yes Third Gilnagh, Miss. Katherine “Katie” female 16.00 0 0 35851 7.7333 Q 0
162 Yes Second Watt, Mrs. James (Elizabeth “Bessie” Inglis Milne) female 40.00 0 0 C.A. 33595 15.7500 S 0
166 Yes Third Goldsmith, Master. Frank John William “Frankie” male 9.00 0 2 363291 20.5250 S 2
167 Yes First Chibnall, Mrs. (Edith Martha Bowerman) female NA 0 1 113505 55.0000 E33 S 1
173 Yes Third Johnson, Miss. Eleanor Ileen female 1.00 1 1 347742 11.1333 S 2
184 Yes Second Becker, Master. Richard F male 1.00 2 1 230136 39.0000 F4 S 3
185 Yes Third Kink-Heilmann, Miss. Luise Gretchen female 4.00 0 2 315153 22.0250 S 2
187 Yes Third O’Brien, Mrs. Thomas (Johanna “Hannah” Godfrey) female NA 1 0 370365 15.5000 Q 1
188 Yes First Romaine, Mr. Charles Hallace (“Mr C Rolmane”) male 45.00 0 0 111428 26.5500 S 0
191 Yes Second Pinsky, Mrs. (Rosa) female 32.00 0 0 234604 13.0000 S 0
193 Yes Third Andersen-Jensen, Miss. Carla Christine Nielsine female 19.00 1 0 350046 7.8542 S 1
194 Yes Second Navratil, Master. Michel M male 3.00 1 1 230080 26.0000 F2 S 2
195 Yes First Brown, Mrs. James Joseph (Margaret Tobin) female 44.00 0 0 PC 17610 27.7208 B4 C 0
196 Yes First Lurette, Miss. Elise female 58.00 0 0 PC 17569 146.5208 B80 C 0
199 Yes Third Madigan, Miss. Margaret “Maggie” female NA 0 0 370370 7.7500 Q 0
205 Yes Third Cohen, Mr. Gurshon “Gus” male 18.00 0 0 A/5 3540 8.0500 S 0
208 Yes Third Albimona, Mr. Nassef Cassem male 26.00 0 0 2699 18.7875 C 0
209 Yes Third Carr, Miss. Helen “Ellen” female 16.00 0 0 367231 7.7500 Q 0
210 Yes First Blank, Mr. Henry male 40.00 0 0 112277 31.0000 A31 C 0
212 Yes Second Cameron, Miss. Clear Annie female 35.00 0 0 F.C.C. 13528 21.0000 S 0
216 Yes First Newell, Miss. Madeleine female 31.00 1 0 35273 113.2750 D36 C 1
217 Yes Third Honkanen, Miss. Eliina female 27.00 0 0 STON/O2. 3101283 7.9250 S 0
219 Yes First Bazzani, Miss. Albina female 32.00 0 0 11813 76.2917 D15 C 0
221 Yes Third Sunderland, Mr. Victor Francis male 16.00 0 0 SOTON/OQ 392089 8.0500 S 0
225 Yes First Hoyt, Mr. Frederick Maxfield male 38.00 1 0 19943 90.0000 C93 S 1
227 Yes Second Mellors, Mr. William John male 19.00 0 0 SW/PP 751 10.5000 S 0
231 Yes First Harris, Mrs. Henry Birkhardt (Irene Wallach) female 35.00 1 0 36973 83.4750 C83 S 1
234 Yes Third Asplund, Miss. Lillian Gertrud female 5.00 4 2 347077 31.3875 S 6
238 Yes Second Collyer, Miss. Marjorie “Lottie” female 8.00 0 2 C.A. 31921 26.2500 S 2
242 Yes Third Murphy, Miss. Katherine “Kate” female NA 1 0 367230 15.5000 Q 1
248 Yes Second Hamalainen, Mrs. William (Anna) female 24.00 0 2 250649 14.5000 S 2
249 Yes First Beckwith, Mr. Richard Leonard male 37.00 1 1 11751 52.5542 D35 S 2
256 Yes Third Touma, Mrs. Darwis (Hanne Youssef Razi) female 29.00 0 2 2650 15.2458 C 2
257 Yes First Thorne, Mrs. Gertrude Maybelle female NA 0 0 PC 17585 79.2000 C 0
258 Yes First Cherry, Miss. Gladys female 30.00 0 0 110152 86.5000 B77 S 0
259 Yes First Ward, Miss. Anna female 35.00 0 0 PC 17755 512.3292 C 0
260 Yes Second Parrish, Mrs. (Lutie Davis) female 50.00 0 1 230433 26.0000 S 1
262 Yes Third Asplund, Master. Edvin Rojj Felix male 3.00 4 2 347077 31.3875 S 6
268 Yes Third Persson, Mr. Ernst Ulrik male 25.00 1 0 347083 7.7750 S 1
269 Yes First Graham, Mrs. William Thompson (Edith Junkins) female 58.00 0 1 PC 17582 153.4625 C125 S 1
270 Yes First Bissette, Miss. Amelia female 35.00 0 0 PC 17760 135.6333 C99 S 0
272 Yes Third Tornquist, Mr. William Henry male 25.00 0 0 LINE 0.0000 S 0
273 Yes Second Mellinger, Mrs. (Elizabeth Anne Maidment) female 41.00 0 1 250644 19.5000 S 1
275 Yes Third Healy, Miss. Hanora “Nora” female NA 0 0 370375 7.7500 Q 0
276 Yes First Andrews, Miss. Kornelia Theodosia female 63.00 1 0 13502 77.9583 D7 S 1
280 Yes Third Abbott, Mrs. Stanton (Rosa Hunt) female 35.00 1 1 C.A. 2673 20.2500 S 2
284 Yes Third Dorking, Mr. Edward Arthur male 19.00 0 0 A/5. 10482 8.0500 S 0
287 Yes Third de Mulder, Mr. Theodore male 30.00 0 0 345774 9.5000 S 0
289 Yes Second Hosono, Mr. Masabumi male 42.00 0 0 237798 13.0000 S 0
290 Yes Third Connolly, Miss. Kate female 22.00 0 0 370373 7.7500 Q 0
291 Yes First Barber, Miss. Ellen “Nellie” female 26.00 0 0 19877 78.8500 S 0
292 Yes First Bishop, Mrs. Dickinson H (Helen Walton) female 19.00 1 0 11967 91.0792 B49 C 1
299 Yes First Saalfeld, Mr. Adolphe male NA 0 0 19988 30.5000 C106 S 0
300 Yes First Baxter, Mrs. James (Helene DeLaudeniere Chaput) female 50.00 0 1 PC 17558 247.5208 B58 B60 C 1
301 Yes Third Kelly, Miss. Anna Katherine “Annie Kate” female NA 0 0 9234 7.7500 Q 0
302 Yes Third McCoy, Mr. Bernard male NA 2 0 367226 23.2500 Q 2
304 Yes Second Keane, Miss. Nora A female NA 0 0 226593 12.3500 E101 Q 0
306 Yes First Allison, Master. Hudson Trevor male 0.92 1 2 113781 151.5500 C22 C26 S 3
307 Yes First Fleming, Miss. Margaret female NA 0 0 17421 110.8833 C 0
308 Yes First Penasco y Castellana, Mrs. Victor de Satode (Maria Josefa Perez de Soto y Vallejo) female 17.00 1 0 PC 17758 108.9000 C65 C 1
310 Yes First Francatelli, Miss. Laura Mabel female 30.00 0 0 PC 17485 56.9292 E36 C 0
311 Yes First Hays, Miss. Margaret Bechstein female 24.00 0 0 11767 83.1583 C54 C 0
312 Yes First Ryerson, Miss. Emily Borie female 18.00 2 2 PC 17608 262.3750 B57 B59 B63 B66 C 4
316 Yes Third Nilsson, Miss. Helmina Josefina female 26.00 0 0 347470 7.8542 S 0
317 Yes Second Kantor, Mrs. Sinai (Miriam Sternin) female 24.00 1 0 244367 26.0000 S 1
319 Yes First Wick, Miss. Mary Natalie female 31.00 0 2 36928 164.8667 C7 S 2
320 Yes First Spedden, Mrs. Frederic Oakley (Margaretta Corning Stone) female 40.00 1 1 16966 134.5000 E34 C 2
323 Yes Second Slayter, Miss. Hilda Mary female 30.00 0 0 234818 12.3500 Q 0
324 Yes Second Caldwell, Mrs. Albert Francis (Sylvia Mae Harbaugh) female 22.00 1 1 248738 29.0000 S 2
326 Yes First Young, Miss. Marie Grice female 36.00 0 0 PC 17760 135.6333 C32 C 0
328 Yes Second Ball, Mrs. (Ada E Hall) female 36.00 0 0 28551 13.0000 D S 0
329 Yes Third Goldsmith, Mrs. Frank John (Emily Alice Brown) female 31.00 1 1 363291 20.5250 S 2
330 Yes First Hippach, Miss. Jean Gertrude female 16.00 0 1 111361 57.9792 B18 C 1
331 Yes Third McCoy, Miss. Agnes female NA 2 0 367226 23.2500 Q 2
335 Yes First Frauenthal, Mrs. Henry William (Clara Heinsheimer) female NA 1 0 PC 17611 133.6500 S 1
338 Yes First Burns, Miss. Elizabeth Margaret female 41.00 0 0 16966 134.5000 E40 C 0
339 Yes Third Dahl, Mr. Karl Edwart male 45.00 0 0 7598 8.0500 S 0
341 Yes Second Navratil, Master. Edmond Roger male 2.00 1 1 230080 26.0000 F2 S 2
342 Yes First Fortune, Miss. Alice Elizabeth female 24.00 3 2 19950 263.0000 C23 C25 C27 S 5
346 Yes Second Brown, Miss. Amelia “Mildred” female 24.00 0 0 248733 13.0000 F33 S 0
347 Yes Second Smith, Miss. Marion Elsie female 40.00 0 0 31418 13.0000 S 0
348 Yes Third Davison, Mrs. Thomas Henry (Mary E Finck) female NA 1 0 386525 16.1000 S 1
349 Yes Third Coutts, Master. William Loch “William” male 3.00 1 1 C.A. 37671 15.9000 S 2
357 Yes First Bowerman, Miss. Elsie Edith female 22.00 0 1 113505 55.0000 E33 S 1
359 Yes Third McGovern, Miss. Mary female NA 0 0 330931 7.8792 Q 0
360 Yes Third Mockler, Miss. Helen Mary “Ellie” female NA 0 0 330980 7.8792 Q 0
367 Yes First Warren, Mrs. Frank Manley (Anna Sophia Atkinson) female 60.00 1 0 110813 75.2500 D37 C 1
368 Yes Third Moussa, Mrs. (Mantoura Boulos) female NA 0 0 2626 7.2292 C 0
369 Yes Third Jermyn, Miss. Annie female NA 0 0 14313 7.7500 Q 0
370 Yes First Aubart, Mme. Leontine Pauline female 24.00 0 0 PC 17477 69.3000 B35 C 0
371 Yes First Harder, Mr. George Achilles male 25.00 1 0 11765 55.4417 E50 C 1
376 Yes First Meyer, Mrs. Edgar Joseph (Leila Saks) female NA 1 0 PC 17604 82.1708 C 1
377 Yes Third Landergren, Miss. Aurora Adelia female 22.00 0 0 C 7077 7.2500 S 0
381 Yes First Bidois, Miss. Rosalie female 42.00 0 0 PC 17757 227.5250 C 0
382 Yes Third Nakid, Miss. Maria (“Mary”) female 1.00 0 2 2653 15.7417 C 2
384 Yes First Holverson, Mrs. Alexander Oskar (Mary Aline Towner) female 35.00 1 0 113789 52.0000 S 1
388 Yes Second Buss, Miss. Kate female 36.00 0 0 27849 13.0000 S 0
390 Yes Second Lehmann, Miss. Bertha female 17.00 0 0 SC 1748 12.0000 C 0
391 Yes First Carter, Mr. William Ernest male 36.00 1 2 113760 120.0000 B96 B98 S 3
392 Yes Third Jansson, Mr. Carl Olof male 21.00 0 0 350034 7.7958 S 0
394 Yes First Newell, Miss. Marjorie female 23.00 1 0 35273 113.2750 D36 C 1
395 Yes Third Sandstrom, Mrs. Hjalmar (Agnes Charlotta Bengtsson) female 24.00 0 2 PP 9549 16.7000 G6 S 2
400 Yes Second Trout, Mrs. William H (Jessie L) female 28.00 0 0 240929 12.6500 S 0
401 Yes Third Niskanen, Mr. Juha male 39.00 0 0 STON/O 2. 3101289 7.9250 S 0
408 Yes Second Richards, Master. William Rowe male 3.00 1 1 29106 18.7500 S 2
413 Yes First Minahan, Miss. Daisy E female 33.00 1 0 19928 90.0000 C78 Q 1
415 Yes Third Sundman, Mr. Johan Julian male 44.00 0 0 STON/O 2. 3101269 7.9250 S 0
417 Yes Second Drew, Mrs. James Vivian (Lulu Thorne Christian) female 34.00 1 1 28220 32.5000 S 2
418 Yes Second Silven, Miss. Lyyli Karoliina female 18.00 0 2 250652 13.0000 S 2
427 Yes Second Clarke, Mrs. Charles V (Ada Maria Winfield) female 28.00 1 0 2003 26.0000 S 1
428 Yes Second Phillips, Miss. Kate Florence (“Mrs Kate Louise Phillips Marshall”) female 19.00 0 0 250655 26.0000 S 0
430 Yes Third Pickard, Mr. Berk (Berk Trembisky) male 32.00 0 0 SOTON/O.Q. 392078 8.0500 E10 S 0
431 Yes First Bjornstrom-Steffansson, Mr. Mauritz Hakan male 28.00 0 0 110564 26.5500 C52 S 0
432 Yes Third Thorneycroft, Mrs. Percival (Florence Kate White) female NA 1 0 376564 16.1000 S 1
433 Yes Second Louch, Mrs. Charles Alexander (Alice Adelaide Slow) female 42.00 1 0 SC/AH 3085 26.0000 S 1
436 Yes First Carter, Miss. Lucile Polk female 14.00 1 2 113760 120.0000 B96 B98 S 3
438 Yes Second Richards, Mrs. Sidney (Emily Hocking) female 24.00 2 3 29106 18.7500 S 5
441 Yes Second Hart, Mrs. Benjamin (Esther Ada Bloomfield) female 45.00 1 1 F.C.C. 13529 26.2500 S 2
444 Yes Second Reynaldo, Ms. Encarnacion female 28.00 0 0 230434 13.0000 S 0
445 Yes Third Johannesen-Bratthammer, Mr. Bernt male NA 0 0 65306 8.1125 S 0
446 Yes First Dodge, Master. Washington male 4.00 0 2 33638 81.8583 A34 S 2
447 Yes Second Mellinger, Miss. Madeleine Violet female 13.00 0 1 250644 19.5000 S 1
448 Yes First Seward, Mr. Frederic Kimber male 34.00 0 0 113794 26.5500 S 0
449 Yes Third Baclini, Miss. Marie Catherine female 5.00 2 1 2666 19.2583 C 3
450 Yes First Peuchen, Major. Arthur Godfrey male 52.00 0 0 113786 30.5000 C104 S 0
454 Yes First Goldenberg, Mr. Samuel L male 49.00 1 0 17453 89.1042 C92 C 1
456 Yes Third Jalsevac, Mr. Ivan male 29.00 0 0 349240 7.8958 C 0
458 Yes First Kenyon, Mrs. Frederick R (Marion) female NA 1 0 17464 51.8625 D21 S 1
459 Yes Second Toomey, Miss. Ellen female 50.00 0 0 F.C.C. 13531 10.5000 S 0
461 Yes First Anderson, Mr. Harry male 48.00 0 0 19952 26.5500 E12 S 0
470 Yes Third Baclini, Miss. Helene Barbara female 0.75 2 1 2666 19.2583 C 3
473 Yes Second West, Mrs. Edwy Arthur (Ada Mary Worth) female 33.00 1 2 C.A. 34651 27.7500 S 3
474 Yes Second Jerwan, Mrs. Amin S (Marie Marthe Thuillard) female 23.00 0 0 SC/AH Basle 541 13.7917 D C 0
480 Yes Third Hirvonen, Miss. Hildur E female 2.00 0 1 3101298 12.2875 S 1
484 Yes Third Turkula, Mrs. (Hedwig) female 63.00 0 0 4134 9.5875 S 0
485 Yes First Bishop, Mr. Dickinson H male 25.00 1 0 11967 91.0792 B49 C 1
487 Yes First Hoyt, Mrs. Frederick Maxfield (Jane Anne Forby) female 35.00 1 0 19943 90.0000 C93 S 1
490 Yes Third Coutts, Master. Eden Leslie “Neville” male 9.00 1 1 C.A. 37671 15.9000 S 2
497 Yes First Eustis, Miss. Elizabeth Mussey female 54.00 1 0 36947 78.2667 D20 C 1
505 Yes First Maioni, Miss. Roberta female 16.00 0 0 110152 86.5000 B79 S 0
507 Yes Second Quick, Mrs. Frederick Charles (Jane Richards) female 33.00 0 2 26360 26.0000 S 2
508 Yes First Bradley, Mr. George (“George Arthur Brayton”) male NA 0 0 111427 26.5500 S 0
510 Yes Third Lang, Mr. Fang male 26.00 0 0 1601 56.4958 S 0
511 Yes Third Daly, Mr. Eugene Patrick male 29.00 0 0 382651 7.7500 Q 0
513 Yes First McGough, Mr. James Robert male 36.00 0 0 PC 17473 26.2875 E25 S 0
514 Yes First Rothschild, Mrs. Martin (Elizabeth L. Barrett) female 54.00 1 0 PC 17603 59.4000 C 1
517 Yes Second Lemore, Mrs. (Amelia Milley) female 34.00 0 0 C.A. 34260 10.5000 F33 S 0
519 Yes Second Angle, Mrs. William A (Florence “Mary” Agnes Hughes) female 36.00 1 0 226875 26.0000 S 1
521 Yes First Perreault, Miss. Anne female 30.00 0 0 12749 93.5000 B73 S 0
524 Yes First Hippach, Mrs. Louis Albert (Ida Sophia Fischer) female 44.00 0 1 111361 57.9792 B18 C 1
527 Yes Second Ridsdale, Miss. Lucy female 50.00 0 0 W./C. 14258 10.5000 S 0
531 Yes Second Quick, Miss. Phyllis May female 2.00 1 1 26360 26.0000 S 2
534 Yes Third Peter, Mrs. Catherine (Catherine Rizk) female NA 0 2 2668 22.3583 C 2
536 Yes Second Hart, Miss. Eva Miriam female 7.00 0 2 F.C.C. 13529 26.2500 S 2
538 Yes First LeRoy, Miss. Bertha female 30.00 0 0 PC 17761 106.4250 C 0
540 Yes First Frolicher, Miss. Hedwig Margaritha female 22.00 0 2 13568 49.5000 B39 C 2
541 Yes First Crosby, Miss. Harriet R female 36.00 0 2 WE/P 5735 71.0000 B22 S 2
544 Yes Second Beane, Mr. Edward male 32.00 1 0 2908 26.0000 S 1
547 Yes Second Beane, Mrs. Edward (Ethel Clarke) female 19.00 1 0 2908 26.0000 S 1
548 Yes Second Padro y Manent, Mr. Julian male NA 0 0 SC/PARIS 2146 13.8625 C 0
550 Yes Second Davies, Master. John Morgan Jr male 8.00 1 1 C.A. 33112 36.7500 S 2
551 Yes First Thayer, Mr. John Borland Jr male 17.00 0 2 17421 110.8833 C70 C 2
554 Yes Third Leeni, Mr. Fahim (“Philip Zenni”) male 22.00 0 0 2620 7.2250 C 0
555 Yes Third Ohman, Miss. Velin female 22.00 0 0 347085 7.7750 S 0
557 Yes First Duff Gordon, Lady. (Lucille Christiana Sutherland) (“Mrs Morgan”) female 48.00 1 0 11755 39.6000 A16 C 1
559 Yes First Taussig, Mrs. Emil (Tillie Mandelbaum) female 39.00 1 1 110413 79.6500 E67 S 2
560 Yes Third de Messemaeker, Mrs. Guillaume Joseph (Emma) female 36.00 1 0 345572 17.4000 S 1
570 Yes Third Jonsson, Mr. Carl male 32.00 0 0 350417 7.8542 S 0
571 Yes Second Harris, Mr. George male 62.00 0 0 S.W./PP 752 10.5000 S 0
572 Yes First Appleton, Mrs. Edward Dale (Charlotte Lamson) female 53.00 2 0 11769 51.4792 C101 S 2
573 Yes First Flynn, Mr. John Irwin (“Irving”) male 36.00 0 0 PC 17474 26.3875 E25 S 0
574 Yes Third Kelly, Miss. Mary female NA 0 0 14312 7.7500 Q 0
577 Yes Second Garside, Miss. Ethel female 34.00 0 0 243880 13.0000 S 0
578 Yes First Silvey, Mrs. William Baird (Alice Munger) female 39.00 1 0 13507 55.9000 E44 S 1
580 Yes Third Jussila, Mr. Eiriik male 32.00 0 0 STON/O 2. 3101286 7.9250 S 0
581 Yes Second Christy, Miss. Julie Rachel female 25.00 1 1 237789 30.0000 S 2
582 Yes First Thayer, Mrs. John Borland (Marian Longstreth Morris) female 39.00 1 1 17421 110.8833 C68 C 2
586 Yes First Taussig, Miss. Ruth female 18.00 0 2 110413 79.6500 E68 S 2
588 Yes First Frolicher-Stehli, Mr. Maxmillian male 60.00 1 1 13567 79.2000 B41 C 2
592 Yes First Stephenson, Mrs. Walter Bertram (Martha Eustis) female 52.00 1 0 36947 78.2667 D20 C 1
597 Yes Second Leitch, Miss. Jessie Wills female NA 0 0 248727 33.0000 S 0
600 Yes First Duff Gordon, Sir. Cosmo Edmund (“Mr Morgan”) male 49.00 1 0 PC 17485 56.9292 A20 C 1
601 Yes Second Jacobsohn, Mrs. Sidney Samuel (Amy Frances Christy) female 24.00 2 1 243847 27.0000 S 3
605 Yes First Homer, Mr. Harry (“Mr E Haven”) male 35.00 0 0 111426 26.5500 C 0
608 Yes First Daniel, Mr. Robert Williams male 27.00 0 0 113804 30.5000 S 0
609 Yes Second Laroche, Mrs. Joseph (Juliette Marie Louise Lafargue) female 22.00 1 2 SC/Paris 2123 41.5792 C 3
610 Yes First Shutes, Miss. Elizabeth W female 40.00 0 0 PC 17582 153.4625 C125 S 0
613 Yes Third Murphy, Miss. Margaret Jane female NA 1 0 367230 15.5000 Q 1
616 Yes Second Herman, Miss. Alice female 24.00 1 2 220845 65.0000 S 3
619 Yes Second Becker, Miss. Marion Louise female 4.00 2 1 230136 39.0000 F4 S 3
622 Yes First Kimball, Mr. Edwin Nelson Jr male 42.00 1 0 11753 52.5542 D19 S 1
623 Yes Third Nakid, Mr. Sahid male 20.00 1 1 2653 15.7417 C 2
628 Yes First Longley, Miss. Gretchen Fiske female 21.00 0 0 13502 77.9583 D9 S 0
631 Yes First Barkworth, Mr. Algernon Henry Wilson male 80.00 0 0 27042 30.0000 A23 S 0
633 Yes First Stahelin-Maeglin, Dr. Max male 32.00 0 0 13214 30.5000 B50 C 0
636 Yes Second Davis, Miss. Mary female 28.00 0 0 237668 13.0000 S 0
642 Yes First Sagesser, Mlle. Emma female 24.00 0 0 PC 17477 69.3000 B35 C 0
644 Yes Third Foo, Mr. Choong male NA 0 0 1601 56.4958 S 0
645 Yes Third Baclini, Miss. Eugenie female 0.75 2 1 2666 19.2583 C 3
646 Yes First Harper, Mr. Henry Sleeper male 48.00 1 0 PC 17572 76.7292 D33 C 1
648 Yes First Simonius-Blumer, Col. Oberst Alfons male 56.00 0 0 13213 35.5000 A26 C 0
650 Yes Third Stanley, Miss. Amy Zillah Elsie female 23.00 0 0 CA. 2314 7.5500 S 0
652 Yes Second Doling, Miss. Elsie female 18.00 0 1 231919 23.0000 S 1
654 Yes Third O’Leary, Miss. Hanora “Norah” female NA 0 0 330919 7.8292 Q 0
661 Yes First Frauenthal, Dr. Henry William male 50.00 2 0 PC 17611 133.6500 S 2
665 Yes Third Lindqvist, Mr. Eino William male 20.00 1 0 STON/O 2. 3101285 7.9250 S 1
670 Yes First Taylor, Mrs. Elmer Zebley (Juliet Cummins Wright) female NA 1 0 19996 52.0000 C126 S 1
671 Yes Second Brown, Mrs. Thomas William Solomon (Elizabeth Catherine Ford) female 40.00 1 1 29750 39.0000 S 2
674 Yes Second Wilhelms, Mr. Charles male 31.00 0 0 244270 13.0000 S 0
678 Yes Third Turja, Miss. Anna Sofia female 18.00 0 0 4138 9.8417 S 0
680 Yes First Cardeza, Mr. Thomas Drake Martinez male 36.00 0 1 PC 17755 512.3292 B51 B53 B55 C 1
682 Yes First Hassab, Mr. Hammad male 27.00 0 0 PC 17572 76.7292 D49 C 0
690 Yes First Madill, Miss. Georgette Alexandra female 15.00 0 1 24160 211.3375 B5 S 1
691 Yes First Dick, Mr. Albert Adrian male 31.00 1 0 17474 57.0000 B20 S 1
692 Yes Third Karun, Miss. Manca female 4.00 0 1 349256 13.4167 C 1
693 Yes Third Lam, Mr. Ali male NA 0 0 1601 56.4958 S 0
698 Yes Third Mullens, Miss. Katherine “Katie” female NA 0 0 35852 7.7333 Q 0
701 Yes First Astor, Mrs. John Jacob (Madeleine Talmadge Force) female 18.00 1 0 PC 17757 227.5250 C62 C64 C 1
702 Yes First Silverthorne, Mr. Spencer Victor male 35.00 0 0 PC 17475 26.2875 E24 S 0
707 Yes Second Kelly, Mrs. Florence “Fannie” female 45.00 0 0 223596 13.5000 S 0
708 Yes First Calderhead, Mr. Edward Pennington male 42.00 0 0 PC 17476 26.2875 E24 S 0
709 Yes First Cleaver, Miss. Alice female 22.00 0 0 113781 151.5500 S 0
710 Yes Third Moubarek, Master. Halim Gonios (“William George”) male NA 1 1 2661 15.2458 C 2
711 Yes First Mayne, Mlle. Berthe Antonine (“Mrs de Villiers”) female 24.00 0 0 PC 17482 49.5042 C90 C 0
713 Yes First Taylor, Mr. Elmer Zebley male 48.00 1 0 19996 52.0000 C126 S 1
717 Yes First Endres, Miss. Caroline Louise female 38.00 0 0 PC 17757 227.5250 C45 C 0
718 Yes Second Troutt, Miss. Edwina Celia “Winnie” female 27.00 0 0 34218 10.5000 E101 S 0
721 Yes Second Harper, Miss. Annie Jessie “Nina” female 6.00 0 1 248727 33.0000 S 1
725 Yes First Chambers, Mr. Norman Campbell male 27.00 1 0 113806 53.1000 E8 S 1
727 Yes Second Renouf, Mrs. Peter Henry (Lillian Jefferys) female 30.00 3 0 31027 21.0000 S 3
728 Yes Third Mannion, Miss. Margareth female NA 0 0 36866 7.7375 Q 0
731 Yes First Allen, Miss. Elisabeth Walton female 29.00 0 0 24160 211.3375 B5 S 0
738 Yes First Lesurer, Mr. Gustave J male 35.00 0 0 PC 17755 512.3292 B101 C 0
741 Yes First Hawksford, Mr. Walter James male NA 0 0 16988 30.0000 D45 S 0
743 Yes First Ryerson, Miss. Susan Parker “Suzette” female 21.00 2 2 PC 17608 262.3750 B57 B59 B63 B66 C 4
745 Yes Third Stranden, Mr. Juho male 31.00 0 0 STON/O 2. 3101288 7.9250 S 0
748 Yes Second Sinkkonen, Miss. Anna female 30.00 0 0 250648 13.0000 S 0
751 Yes Second Wells, Miss. Joan female 4.00 1 1 29103 23.0000 S 2
752 Yes Third Moor, Master. Meier male 6.00 0 1 392096 12.4750 E121 S 1
755 Yes Second Herman, Mrs. Samuel (Jane Laver) female 48.00 1 2 220845 65.0000 S 3
756 Yes Second Hamalainen, Master. Viljo male 0.67 1 1 250649 14.5000 S 2
760 Yes First Rothes, the Countess. of (Lucy Noel Martha Dyer-Edwards) female 33.00 0 0 110152 86.5000 B77 S 0
763 Yes Third Barah, Mr. Hanna Assi male 20.00 0 0 2663 7.2292 C 0
764 Yes First Carter, Mrs. William Ernest (Lucile Polk) female 36.00 1 2 113760 120.0000 B96 B98 S 3
766 Yes First Hogeboom, Mrs. John C (Anna Andrews) female 51.00 1 0 13502 77.9583 D11 S 1
775 Yes Second Hocking, Mrs. Elizabeth (Eliza Needs) female 54.00 1 3 29105 23.0000 S 4
778 Yes Third Emanuel, Miss. Virginia Ethel female 5.00 0 0 364516 12.4750 S 0
780 Yes First Robert, Mrs. Edward Scott (Elisabeth Walton McMillan) female 43.00 0 1 24160 211.3375 B3 S 1
781 Yes Third Ayoub, Miss. Banoura female 13.00 0 0 2687 7.2292 C 0
782 Yes First Dick, Mrs. Albert Adrian (Vera Gillespie) female 17.00 1 0 17474 57.0000 B20 S 1
787 Yes Third Sjoblom, Miss. Anna Sofia female 18.00 0 0 3101265 7.4958 S 0
789 Yes Third Dean, Master. Bertram Vere male 1.00 1 2 C.A. 2315 20.5750 S 3
797 Yes First Leader, Dr. Alice (Farnham) female 49.00 0 0 17465 25.9292 D17 S 0
798 Yes Third Osman, Mrs. Mara female 31.00 0 0 349244 8.6833 S 0
802 Yes Second Collyer, Mrs. Harvey (Charlotte Annie Tate) female 31.00 1 1 C.A. 31921 26.2500 S 2
803 Yes First Carter, Master. William Thornton II male 11.00 1 2 113760 120.0000 B96 B98 S 3
804 Yes Third Thomas, Master. Assad Alexander male 0.42 0 1 2625 8.5167 C 1
805 Yes Third Hedman, Mr. Oskar Arvid male 27.00 0 0 347089 6.9750 S 0
810 Yes First Chambers, Mrs. Norman Campbell (Bertha Griggs) female 33.00 1 0 113806 53.1000 E8 S 1
821 Yes First Hays, Mrs. Charles Melville (Clara Jennings Gregg) female 52.00 1 1 12749 93.5000 B69 S 2
822 Yes Third Lulic, Mr. Nikola male 27.00 0 0 315098 8.6625 S 0
824 Yes Third Moor, Mrs. (Beila) female 27.00 0 1 392096 12.4750 E121 S 1
828 Yes Second Mallet, Master. Andre male 1.00 0 2 S.C./PARIS 2079 37.0042 C 2
829 Yes Third McCormack, Mr. Thomas Joseph male NA 0 0 367228 7.7500 Q 0
830 Yes First Stone, Mrs. George Nelson (Martha Evelyn) female 62.00 0 0 113572 80.0000 B28 0
831 Yes Third Yasbeck, Mrs. Antoni (Selini Alexander) female 15.00 1 0 2659 14.4542 C 1
832 Yes Second Richards, Master. George Sibley male 0.83 1 1 29106 18.7500 S 2
836 Yes First Compton, Miss. Sara Rebecca female 39.00 1 1 PC 17756 83.1583 E49 C 2
839 Yes Third Chip, Mr. Chang male 32.00 0 0 1601 56.4958 S 0
840 Yes First Marechal, Mr. Pierre male NA 0 0 11774 29.7000 C47 C 0
843 Yes First Serepeca, Miss. Augusta female 30.00 0 0 113798 31.0000 C 0
850 Yes First Goldenberg, Mrs. Samuel L (Edwiga Grabowska) female NA 1 0 17453 89.1042 C92 C 1
854 Yes First Lines, Miss. Mary Conover female 16.00 0 1 PC 17592 39.4000 D28 S 1
856 Yes Third Aks, Mrs. Sam (Leah Rosen) female 18.00 0 1 392091 9.3500 S 1
857 Yes First Wick, Mrs. George Dennick (Mary Hitchcock) female 45.00 1 1 36928 164.8667 S 2
858 Yes First Daly, Mr. Peter Denis male 51.00 0 0 113055 26.5500 E17 S 0
859 Yes Third Baclini, Mrs. Solomon (Latifa Qurban) female 24.00 0 3 2666 19.2583 C 3
863 Yes First Swift, Mrs. Frederick Joel (Margaret Welles Barron) female 48.00 0 0 17466 25.9292 D17 S 0
866 Yes Second Bystrom, Mrs. (Karolina) female 42.00 0 0 236852 13.0000 S 0
867 Yes Second Duran y More, Miss. Asuncion female 27.00 1 0 SC/PARIS 2149 13.8583 C 1
870 Yes Third Johnson, Master. Harold Theodor male 4.00 1 1 347742 11.1333 S 2
872 Yes First Beckwith, Mrs. Richard Leonard (Sallie Monypeny) female 47.00 1 1 11751 52.5542 D35 S 2
875 Yes Second Abelson, Mrs. Samuel (Hannah Wizosky) female 28.00 1 0 P/PP 3381 24.0000 C 1
876 Yes Third Najib, Miss. Adele Kiamie “Jane” female 15.00 0 0 2667 7.2250 C 0
880 Yes First Potter, Mrs. Thomas Jr (Lily Alexenia Wilson) female 56.00 0 1 11767 83.1583 C50 C 1
881 Yes Second Shelley, Mrs. William (Imanita Parrish Hall) female 25.00 0 1 230433 26.0000 S 1
888 Yes First Graham, Miss. Margaret Edith female 19.00 0 0 112053 30.0000 B42 S 0
890 Yes First Behr, Mr. Karl Howell male 26.00 0 0 111369 30.0000 C148 C 0

Question 2

Investigate the relationship between ticket class (Pclass) and survival. What is the survival rate for each passenger class? Visualize it using a stacked bar plot.

Pclass Survived
First 136
Second 87
Third 119

Question 3

Analyze the age distribution of passengers on the Titanic. Compare the distribution for those who survived and those who did not using a boxplot.

##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##    0.42   20.12   28.00   29.70   38.00   80.00

Question 4

Analyze how family size (number of siblings, spouses, parents, or children aboard) affects the likelihood of survival. Visualize the relationship between family size and survival rate using an appropriate plot.

\(H_0\): Family size affects the likelihood of survival./ \(H_1\): Family size does not affect the likelihood of survival.

## 
##  Pearson's Chi-squared test
## 
## data:  table(family_survival_rate$family_size, family_survival_rate$Survived)
## X-squared = 1.7778, df = 8, p-value = 0.9871

since, the p-value is greater than 0.05. So the null hypothesis may not be rejected.

Question 5

Visualize the age distribution of passengers based on their class (Pclass) and gender (Sex) using a facet grid plot.

##         
##          female male
##   First      94  122
##   Second     76  108
##   Third     144  347

Question 6

Group passengers into age categories (children, adults, elderly) and calculate the survival rate for each age group. Visualize the survival rate using a bar plot. Hints: You may need to create a new column.

A Bar Plot

Question 7

Perform a chi-square test to determine if there is a significant association between gender (Sex) and survival.

## 
##  Pearson's Chi-squared test with Yates' continuity correction
## 
## data:  table(titanic_clean$Sex, titanic_clean$Survived)
## X-squared = 260.72, df = 1, p-value < 2.2e-16

There is no significant association between survival and gender

Question 8

Analyze the correlation between fare, and survival. Use scatter plots to visualize the relationships and calculate correlation coefficients. Hints: Use cor.test() to test the significance of the relationship.