Please submit a screenshot of your RStudio 2i work. Please make sure to include the following in your screenshot: 1. Your name at the top of the Rstudio screen. 2. Your Rscript that you used for Lab 2i. 3. The histogram that you used on the last slide of Lab 2i.

NEED HELP WITH THIS LAB ALL INFO IS THERE DATASET IS THERE AS WELL

R's Normal Distribution Alphabet

Lab 2I

Directions: Follow along with the slides, completing the questions in blue on your computer, and answering the questions in red in your journal. Space, Click, Right Arrow or swipe left to move to the next slide.

Where we're headed

• In the last lab, you were able to overlay a normal curve on histograms of data to help you decide if the data's distribution is close to a normal distribution.
  • We also saw that calculating the mean of random shuffles also produces differences that are normally distributed.
• In this lab, we'll learn how to use some other R functions to:
  • Simulate random draws from a normal distribution.
  • Calculate probabilities with normal distributions.
• Get set up
• Start by loading the titanic data and calculate the mean age of people in the data but shuffle their survival status 500 times.
  • Assign this data the name shfls.
• After creating shfls, use mutate to add a new variable to the dataset. This new variable should have the name diff and should be the meanage of those who survived minus those who died.
• Finally, calculate the mean and sd of the diff variable.
  • Assign these values the name diff_mean and diff_sd.

Is it normal?

• Before we proceed, we need to verify that our diff variable looks approximately normally distributed.
  • Is the distribution close to normal? Explain how you determined this. Describe the center and spread of the distribution.
  • Compute and write down the mean difference in the age of the actualsurvivors and the actual non-survivors.

Using the normal model

Since the distribution of our diff variable appears normally distributed, we can use a normal model to estimate the probability of seeing differences that are more extreme than our actual data.

Draw a sketch of a normal curve. Label the mean age difference, based on your shuffles, and the actual age difference of survivors minus non-survivors from the actual data. Then shade in the areas, under normal the curve, that are smaller than the actual difference.

Fill in the blanks to calculate the probability of an even smaller difference occurring than our actual difference using a normal model.

pnorm(____, mean = diff_mean, sd = ____)

Extreme probabilities

The probability you calculated in the previous slide is an estimate for how often we expect to see a difference smaller than the actual one we observed, by chance alone.

If you wanted to instead calculate the probability that the difference would be larger than the one observed, we could run (fill in the blanks):

1 - pnorm(____, mean = diff_mean, sd = ____)

Simulating normal draws

• We can simulate random draws from a normal distribution with the rnormfunction.
• Fill in the blanks in the following two lines of code to simulate 100 heights of randomly chosen men. Assume the mean height is 67 inches and the standard deviation is 3 inches.

draws 

• Plot your simulated heights with a histogram.

histogram(draws, fit = ____)

P's and Q's

• We've seen that we can use pnorm to calculate probabilities based on a specified quantity.
  • Hence, why we call it "P" norm.
• Now we'll see how to do the opposite. That is, calculate a the quantity for a specific probability.
  • Hence why we'll call this a "Q" norm.
• How tall can a man be and still be in the shortest 25% of heights if the mean height is 67 inches with a standard deviation of 3 inches?

qnorm(____, mean = ____, sd = ____)

On your own

Conduct one of the statistical investigations below:

• Using the titanic data:
  • Were women on the Titanic typically younger than men?
  • Use a histogram, 500 random shuffles and a normal model to answer the question in the bullet above.
• Using the cdc data:
  • Using 500 random shuffles and a normal model, how much taller would the typical male have to be than the typical female in order for the difference to be in the upper 1% by chance alone?
  • How can we use this value to justify the claim that the average Male in our data is taller than the average Female?

name age gender er fare class embarked survived * titled Allison, Master. Hudson Trevor 0.9167 male 151.5500 1st Southampton Yes Yes 2 Allison, Miss. Helen Loraine 2.0000 female 151.5500 1st Southampton No No 3 Allison, Mr. Hudson Joshua Creighton 30.0000 male 151.5500 1st Southampton No No 4 Allison, Mrs. Hudson J C (Bessie Waldo Daniels) 25.0000 female 151.5500 1st Southampton No No 5 Anderson, Mr. Harry 48.0000 male 26.5500 1st Southampton Yes No 6 Andrews, Miss. Kornelia Theodosia 63.0000 female 77.9583 1st Southampton Yes No 7 Andrews, Mr. Thomas Jr 39.0000 male 0.0000 1st Southampton No No 8 Appleton, Mrs. Edward Dale (Charlotte Lamson) 53.0000 female 51.4792 1st Southampton Yes No Artagaveytia, Mr. Ramon 71.0000 male 49.5042 1st Cherbourg No No 10 Astor, Col. John Jacob 47.0000 male 227.5250 1st Cherbourg No Yes 11 Astor, Mrs. John Jacob (Madeleine Talmadge Force) 18.0000 female 227.5250 1st Cherbourg Yes No 12 Aubart, Mme. Leontine Pauline 24.0000 female 69.3000 1st Cherbourg Yes Yes 13 Barber, Miss. Ellen "Nellie 26.0000 female 78.8500 1st Southampton Yes No 14 Barkworth, Mr. Algernon Henry Wilson 80.0000 male 30.0000 1st Southampton Yes No 15 Baumann, Mr. John D NA male 25.9250 1st Southampton No No 16 Baxter, Mrs. James (Helene DeLaudeniere Chaput) 50.0000 female 247.5208 1st Cherbourg Yes No 17 Beattie, Mr. Thomson 36.0000 male 75.2417 1st Cherbourg No No 18 Beckwith, Mr. Richard Leonard 37.0000 male 52.5542 1st Southampton Yes No 19 Beckwith, Mrs. Richard Leonard (Sallie Monypeny) 47.0000 female 52.5542 1st Southampton Yes No 20 Behr, Mr. Karl Howell 26.0000 male 30.0000 1st Cherbourg Yes No 21 Bidois, Miss. Rosalie 42.0000 female 227.5250 1st Cherbourg Yes No 22 Bird, Miss. Ellen 29.0000 female 221.7792 1st Southampton Yes No 23 Birnbaum, Mr. Jakob 25.0000 male 26.0000 1st Cherbourg No No 24 Bishop, Mr. Dickinson H 25.0000 male 91.0792 1st Cherbourg Yes No 25 Bishop, Mrs. Dickinson H (Helen Walton) 19.0000 female 91.0792 1st Cherbourg Yes No 26 Bissette, Miss. Amelia 35.0000 female 135.6333 1st Southampton Yes No 27 Blank, Mr. Henry 40.0000 male 31.0000 1st Cherbourg Yes No 28 Bonnell, Miss. Caroline 30.0000 female 164.8667 1st Southampton Yes No 29 Bonnell, Miss. Elizabeth 58.0000 female 26.5500 1st Southampton Yes No 30 Borebank, Mr. John James 42.0000 male 26.5500 1st Southampton No No Bowen, Miss. Grace Scott 45.0000 female 262.3750 1st Cherbourg Yes No 32 Bowerman, Miss. Elsie Edith 22.0000 female 55.0000 1st Southampton Yes No 33 Bradley, Mr. George ("George Arthur Brayton") WA male 26.5500 1st Southampton Yes No 34 Brady, Mr. John Bertram 41.0000 male 30.5000 1st Southampton No No 35 Brandeis, Mr. Emi 48.0000 male 50.4958 1st Cherbourg No No 36 Brewe, Dr. Arthur Jackson male 39.6000 1st Cherbourg No Yes 7 Brown, Mrs. James Joseph (Margaret Tobin) 14.0000 female 27.7208 1st Cherbourg Yes No 38 Bucknell, Mrs. William Robert (Emma Eliza Ward) 60.0000 female 76.2917 1st Cherbourg Yes No 39 Burns, Miss. Elizabeth Margaret 41.0000 female 134.5000 1st Cherbourg Yes No 40 Butt, Major. Archibald Willingham 45.0000 male 26.5500 1st Southampton No Yes 41 Cairns, Mr. Alexander male 31.0000 1st Southampton No No 42 Calderhead, Mr. Edward Pennington 42.0000 male 26.2875 1st Southampton Yes No 43 Candee, Mrs. Edward (Helen Churchill Hungerford) 53.0000 female 27.4458 1st Cherbourg Yes No 44 Cardeza, Mr. Thomas Drake Martinez 36.0000 male 512.3292 1st Cherbourg Yes No 45 Carrau, Mr. Francisco 28.0000 male 7.1000 1st Southampton No No 46 Carrau, Mr. Jose Pedro 17.0000 male 47.1000 1st Southampton No No 47 Carter, Master. William Thornton II 11.0000 male 120.0000 1st Southampton Yes Yes 18 Carter, Miss. Lucile Polk 14.0000 female 120.0000 1st Southampton Yes No 49 Carter, Mr. William Ernest 36.0000 male 120.0000 1st Southampton Yes No 50 Carter, Mrs. William Ernest (Lucile Polk) 36.0000 female 120.0000 1st Southampton Yes No 51 Case, Mr. Howard Brown 49.0000 male 26.0000 1st Southampton No No 52 Cassebeer, Mrs. Henry Arthur Jr (Eleanor Genevieve Fos.. NA female 27.7208 1st Cherbourg Yes No 53 Cavendish, Mr. Tyrell William 36.0000 male 78.8500 1st Southampton No No 54 Cavendish, Mrs. Tyrell William (Julia Florence Siegel) 76.0000 female 78.8500 1st Southampton Yes No 55 Chaffee, Mr. Herbert Fulle 46.0000 male 61.1750 1st Southampton No No 6 Chaffee, Mrs. Herbert Fuller (Carrie Constance Toogood) 47.0000 female 61.1750 1st Southampton Yes Noname age gender fare class embarked survived titled 223 Thayer, Mr. John Borland 49.0000 male 110.8833 1st Cherbourg No No 224 Thayer, Mr. John Borland Jr 17.0000 male 110.8833 1st Cherbourg Yes No 225 Thayer, Mrs. John Borland (Marian Longstreth Morris) 39.0000 female 110.8833 1st Cherbourg Yes No 226 Uruchurtu, Don. Manuel E 40.0000 male 27.7208 1st Cherbourg No Yes 227 Ward, Miss. Anna 35.0000 female 512.3292 1st Cherbourg Yes No 228 Warren, Mr. Frank Manley $4.0000 male 75.2500 1st Cherbourg No No 229 Warren, Mrs. Frank Manley (Anna Sophia Atkinson) 60.0000 female 75.2500 1st Cherbourg Yes No 230 Weir, Col. John 60.0000 male 26.5500 1st Southampton No Yes 231 White, Mr. Percival Wayland 54.0000 male 77.2875 1st Southampton No No 232 White, Mr. Richard Frasar 21.0000 male 77.2875 1st Southampton No No 233 Wick, Mr. George Dennick 57.0000 male 164.8667 1st Southampton No No 234 Wick, Mrs. George Dennick (Mary Hitchcock) 45.0000 female 164.8667 1st Southampton Yes No 235 Widener, Mr. George Dunton 50.0000 male 211.5000 1st Cherbourg No No 236 Widener, Mr. Harry Elkin 27.0000 male 211.5000 1st Cherbourg No No 237 Widener, Mrs. George Dunton (Eleanor Elkins) 50.0000 female 211.5000 1st Cherbourg Yes No 238 Willard, Miss. Constance 21.0000 female 26.5500 1st Southampton Yes No 239 Williams, Mr. Richard Norris II 1.0000 male 61.3792 1st Cherbourg Yes No 240 Williams-Lambert, Mr. Fletcher Fellows NA male 35.0000 1st Southampton No No 241 Wilson, Miss. Helen Alice 31.0000 female 134.5000 1st Cherbourg Yes No 242 Young, Miss. Marie Grice 36.0000 female 135.6333 1st Cherbourg Yes No 243 Abelson, Mr. Samue 30.0000 male 24.0000 2nd Cherbourg No 244 Abelson, Mrs. Samuel (Hannah Wizosky) 28.0000 female 24.0000 2nd Cherbourg Yes No 245 Aldworth, Mr. Charles Augustus 30.0000 male 13.0000 2nd Southampton No No 246 Ashby, Mr. John 57.0000 male 13.0000 2nd Southampton No No 247 Bailey, Mr. Percy Andrew 18.0000 male 11.5000 2nd Southampton No No 248 Banfield, Mr. Frederick James 8.0000 male 10.5000 2nd Southampton No No 249 Bateman, Rev. Robert James 51.0000 male 12.5250 2nd Southampton No Yes 250 Beane, Mr. Edward 32.0000 male 26.0000 2no Southampton Yes No 251 Beauchamp, Mr. Henry James 28.0000 male 26.0000 2nd Southampton No No 252 Becker, Master. Richard F 1.0000 male 39.0000 2nd Southampton Yes Yes 253 Becker, Miss. Marion Louise 4.0000 female 39.0000 2nd Southampton Yes No 254 Becker, Miss. Ruth Elizabeth 12.0000 female 39.0000 2nd Southampton Yes No 255 Becker, Mrs. Allen Oliver (Nellie E Baumgardner) 36.0000 female 39.0000 2nd Southampton Yes No 256 Beesley, Mr. Lawrence 34.0000 male 13.0000 2nd Southampton Yes No 257 Berriman, Mr. William John 23.0000 male 13.0000 2nd Southampton No No 258 Botsford, Mr. William Hull 26.0000 male 13.0000 2nd Southampton No No 259 Bowenur, Mr. Solomon 42.0000 male 13.0000 2nd Southampton No No 260 Brown, Miss. Amelia "Mildred" 24.0000 female 13.0000 2nd Southampton Yes No 261 Brown, Mr. Thomas William Solomon 60.0000 male 39.0000 2nd Southampton No No 262 Brown, Mrs. Thomas William Solomon (Elizabeth Catheri... 40.0000 female 39.0000 2nd Southampton Yes No 263 Bryhl, Mr. Kurt Arnold Gottfrid 25.0000 male 26.0000 2nd Southampton No No 264 Buss, Miss. Kate $6.0000 female 13.0000 2nd Southampton Yes No 265 Butler, Mr. Reginald Fenton 25.0000 male 13.0000 2nd Southampton No No 266 Byles, Rev. Thomas Roussel Davids 42.0000 male 13.0000 2nd Southampton No Yes 267 Bystrom, Mrs. (Karolina) 42.0000 female 13.0000 2nd Southampton Yes No 268 Caldwell, Master. Alden Gates 0.8333 male 29.0000 2nd Southampton Yes Yes 269 Caldwell, Mr. Albert Francis 26.0000 male 29.0000 2nd Southampton Yes No 270 Caldwell, Mrs. Albert Francis (Sylvia Mae Harbaugh) 22.0000 female 29.0000 2nd Southampton Yes No 271 Cameron, Miss. Clear Annie 35.0000 female 21.0000 2nd Southampton Yes No 272 Campbell, Mr. William NA male 0.0000 2nd Southampton No No 273 Carbines, Mr. William 19.0000 male 13.0000 2nd Southampton No No 274 Carter, Mrs. Ernest Courtenay (Lilian Hughes) 44.0000 female 26.0000 2nd Southampton No No 275 Carter, Rev. Ernest Courtenay 54.0000 male 26.0000 2nd Southampton No Yes 276 Chapman, Mr. John Henry 37.0000 male 26.0000 2nd Southampton No No 277 Chapman, Mrs. John Henry (Sara Elizabeth Lawry) 29.0000 female 26.0000 2nd Southampton No No 278 Christy, Miss. Julie Rachel 25.0000 female 30.0000 2nd Southampton Yes Noname age gender fare class embarked survived titled 279 Clarke, Mr. Charles Valentine 29.0000 male 26.0000 2nd Southampton No No 280 Clarke, Mrs. Charles V (Ada Maria Winfield) 28.0000 female 26.0000 2nd Southampton Yes No 281 Coleridge, Mr. Reginald Charles 29.0000 male 10.5000 2nd Southampton No No 282 Collett, Mr. Sidney C Stuart 24.0000 mal 10.5000 2nd Southampton Yes No 283 Collyer, Mr. Harvey 31.0000 male 26.2500 2nd Southampton No No 284 Collyer, Mrs. Harvey (Charlotte Annie Tate) 31.0000 female 26.2500 2nd Southampton Yes No 285 Cook, Mrs. (Selena Rogers) 22.0000 female 10.5000 2nd Southampton Yes No 286 Corey, Mrs. Percy C (Mary Phyllis Elizabeth Miller) NA female 21.0000 2nd Southampton No No 287 Cunningham, Mr. Alfred Fleming NA male 0.0000 2nd Southampton No No 288 Davies, Mr. Charles Henry 18.0000 mal 73.5000 2nd Southampton No No 289 Davies, Mrs. John Morgan (Elizabeth Agnes Mary White) 48.0000 female 36.7500 2nd Southampton Yes No 290 Davis, Miss. Mary 28.0000 female 13.0000 2nd Southampton Yes No 291 de Brito, Mr. Jose Joaquin 32.0000 male 13.0000 2nd Southampton No No 292 Deacon, Mr. Percy William 17.0000 male 73.5000 2nd Southampton No No 293 del Carlo, Mr. Sebastiano 29.0000 male 27.7208 2nd Cherbourg No No 294 Denbury, Mr. Herbert 25.0000 male 31.5000 2nd Southampton No No 295 Dibden, Mr. William 18.0000 mal 73.5000 2nd Southampton No No 296 Doling, Miss. Elsie 18.0000 female 23.0000 2nd Southampton Yes No 297 Downton, Mr. William James 54.0000 male 26.0000 2nd Southampton No No 298 Drew, Master. Marshall Brines 8.0000 male 32.5000 2nd Southampton Yes Yes 299 Drew, Mrs. James Vivian (Lulu Thorne Christian) 34.0000 female 32.5000 2nd Southampton No 300 Duran y More, Miss. Asuncion 27.0000 female 13.8583 2nd herbourg Yes No 301 Duran y More, Miss. Florentina 30.0000 female 13.8583 2nd Cherbourg Yes No 302 Enander, Mr. Ingvar 21.0000 male 13.0000 2nd Southampton No No 303 Fahlstrom, Mr. Arne Jonas 18.0000 male 13.0000 2nd Southampton No No 304 Faunthorpe, Mr. Harry 40.0000 male 26.0000 2nd Southampton No No 305 Faunthorpe, Mrs. Lizzie (Elizabeth Anne Wilkinson) 29.0000 female 26.0000 2nd Southampton Yes No 306 Fillbrook, Mr. Joseph Charles 18.0000 mal 10.5000 2nd Southampton No No 307 Fox, Mr. Stanley Hubert 36.0000 male 13.0000 2nd Southampton No No 308 Frost, Mr. Anthony Wood "Archie" NA male 0.0000 2nd Southampton No No 309 Funk, Miss. Annie Clemmer 38.0000 female 13.0000 2nd Southampton No No 310 Fynney, Mr. Joseph J 35.0000 male 26.0000 2nd Southampton No No 311 Garside, Miss. Ethel 34.0000 female 13.0000 2nd Southampton Yes No 312 Gaskell, Mr. Alfred 16.0000 male 26.0000 2nd Southampton No No 313 Gavey, Mr. Lawrence 26.0000 male 10.5000 2nd Southampton No No 314 Gilbert, Mr. William 47.0000 male 10.5000 2nd Southampton No No 315 Giles, Mr. Ralph 24.0000 male 13.5000 2nd Southampton No No 316 Gill, Mr. John William 24.0000 male 13.0000 2nd Southampton No No 317 Gillespie, Mr. William Henry 34.0000 male 13.0000 2nd Southampton No No 318 Givard, Mr. Hans Kristensen 30.0000 male 13.0000 2nd Southampton No No 319 Greenberg, Mr. Samue 52.0000 male 13.0000 2nd Southampton No No 320 Hale, Mr. Reginald 30.0000 male 13.0000 2nd Southampton No No 321 Hamalainen, Mrs. William (Anna) 24.0000 female 14.5000 2nd Southampton Yes No 322 Harper, Miss. Annie Jessie "Nina 6.0000 female 33.0000 2nd Southampton Yes No 323 Harper, Rev. John 28.0000 male 33.0000 2nd Southampton No Yes 324 Harris, Mr. Walter 30.0000 male 10.5000 2nd Southampton No No 325 Hart, Miss. Eva Miriam 7.0000 female 26.2500 2nd Southampton Yes No 326 Herman, Miss. Alice 24.0000 female 65.0000 2nd Southampton Yes No 327 Herman, Miss. Kate 4.0000 female 65.0000 2nd Southampton Yes No 328 Herman, Mr. Samuel 49.0000 male 65.0000 2nd Southampton No No 329 Herman, Mrs. Samuel (Jane Laver) 48.0000 female 65.0000 2nd Southampton Yes No 330 Hewlett, Mrs. (Mary D Kingcome) 55.0000 female 16.0000 2nd Southampton Yes No 331 Hickman, Mr. Lewis 32.0000 male 73.5000 2nd Southampton No No 332 Hickman, Mr. Stanley George 21.0000 male 73.5000 2nd Southampton No No 333 Hocking, Miss. Ellen "Nellie" 20.0000 female 23.0000 2nd Southampton Yes No 23.0000 5000 2ndname age gender er fare class embarked survived titled 560 Dahlberg, Miss. Gerda Ulrika 22.0000 female 10.5167 3rd Southampton N No 561 Dakic, Mr. Branko 19.0000 male 10.1708 3rd Southampton No No 562 Daly, Miss. Margaret Marcella "Maggie" 30.0000 female 6.9500 3rd Queenstown Yes No 563 Daly, Mr. Eugene Patrick 29.0000 male 7.7500 3rd Queenstown Yes No 564 Danbom, Master. Gilbert Sigvard Emanuel 0.3333 male 14.4000 3rd Southampton No Yes 565 Danbom, Mr. Ernst Gilbert 34.0000 male 14.4000 3rd Southampton No No 566 Danoff, Mr. Yoto 27.0000 male 7.8958 3rd Southampton No No 567 Dantcheff, Mr. Ristiu 25.0000 male 7.8958 3rd Southampton No No 568 Davies, Mr. Alfred ] 24.0000 male 24.1500 3rd Southampton No 569 Davies, Mr. Evan 22.0000 male 8.0500 3rd Southampton No 570 Davies, Mr. John Samuel 21.0000 male 24.1500 3rd Southampton No 571 Davies, Mr. Joseph 17.0000 male 8.0500 3rd Southampton No 572 Davison, Mrs. Thomas Henry (Mary E Finck) female 16.1000 3rd Southampton Yes 573 de Messemaeker, Mr. Guillaume Joseph 36.5000 male 7.4000 3rd Southampton Yes 574 de Messemaeker, Mrs. Guillaume Joseph (Emma) 36.0000 fema 17.4000 3rd Southampton Yes No 575 de Mulder, Mr. Theodore 30.0000 male 9.5000 3rd southampton Yes No 576 de Pelsmaeker, Mr. Alfons 16.0000 male 9.5000 3rd Southampton No 577 Dean, Mr. Bertram Frank 26.0000 male 20.5750 3rd Southampton No 578 Dean, Mrs. Bertram (Eva Georgetta Light) 33.0000 female 20.5750 3rd Southampton Yes 579 Demetri, Mr. Marinko NA male 7.8958 3rd Southampton No 580 Denkoff, Mr. Mitto NA male 7.8958 3rd Southampton No 581 Dennis, Mr. Samuel 22.0000 male 7.2500 3rd Southampton No 582 Dennis, Mr. William 36.0000 male 7.2500 3rd Southampton No 583 Devaney, Miss. Margaret Delia 9.0000 female 7.8792 3rd Queenstown Yes 584 Dika, Mr. Mirko 17.0000 mal 7.8958 3rd Southampton No 585 Dimic, Mr. Jovan 2.0000 male 8.6625 3rd southampton No 586 Dintcheff, Mr. Valtcho 43.0000 male 7.8958 3rd Southampton No 587 Doharr, Mr. Tannous NA male 7.2292 3rd Cherbourg No 588 Dooley, Mr. Patrick 32.0000 male 7.7500 3rd Queenstown No 589 Dorking, Mr. Edward Arthur 19.0000 male 8.0500 3rd Southampton Yes 590 Dowdell, Miss. Elizabeth 30.0000 fema 12.4750 3rd Southampton Yes 591 Doyle, Miss. Elizabeth 24.0000 female 7.7500 3rd Queenstown No 592 Drapkin, Miss. Jennie 23.0000 female 8.0500 3rd Southampton Yes No 593 Drazenoic, Mr. Jozef $3.0000 mal 7.8958 3rd Cherbourg No 594 Duquemin, Mr. Joseph 24.0000 male 7.5500 3rd Southampton Yes No 595 Dyker, Mr. Adolf Fredrik 23.0000 male 13.9000 3rd Southampton No No 596 Dyker, Mrs. Adolf Fredrik (Anna Elisabeth Judith Anders.. 22.0000 female 13.9000 3rd Southampton Yes 597 Eklund, Mr. Hans Linus 16.0000 male 7.7750 3rd Southampton No 598 Ekstrom, Mr. Johan 45.0000 male 6.9750 3rd Southampton No 599 Elias, Mr. Dibo male 7.2250 3rd Cherbourg Vo 600 Elias, Mr. Tannous 15.0000 male 7.2292 3rd Cherbourg No 601 Elsbury, Mr. William James 47.0000 male 7.2500 3rd Southampton No 602 Emir, Mr. Farred Chehab NA male 7.2250 3rd Cherbourg No 603 Farrell, Mr. James 40.5000 male 7.7500 3rd Queenstown No 604 Fischer, Mr. Eberhard Thelander 18.0000 male 7.7958 3rd Southampton No 605 Fleming, Miss. Honora NA female 7.7500 3rd Queenstown No 606 Flynn, Mr. James NA male 7.7500 3rd Queenstown No No 607 Flynn, Mr. John NA male 6.9500 3rd Queenstown No No 608 Foley, Mr. Joseph 26.0000 male 7.8792 3rd Queenstown No No 609 Foley, Mr. William male 7.7500 3rd Queenstown No 610 Foo, Mr. Choong NA male 6.4958 3rd Southampton Yes 611 Ford, Miss. Doolina Margaret "Daisy" 21.0000 female 34.3750 3rd Southampton No 612 Ford, Mr. Arthur NA male 8.0500 3rd Southampton No 613 Ford, Mr. Edward Watson 18.0000 male 34.3750 3rd Southampton No 614 Ford, Mrs. Edward (Margaret Ann Watson) 48.0000 female 34.3750 3rd Southampton No Fox, Mr. Patrick male 7.7500 3rd Queenstown Noname age * gender fare class embarked survived titled 615 Fox, Mr. Patrick NA male 7.7500 3rd Queenstown No No 616 Gallagher, Mr. Martin 25.0000 male 7.7417 3rd Queenstown No No 617 Gheorgheff, Mr. Stanio NA male 7.8958 3rd Cherbourg No No 618 Gilinski, Mr. Eliezer 22.0000 male 8.0500 3rd Southampton No No 619 Glynn, Miss. Mary Agatha NA female 7.7500 3rd Queenstown Yes No 620 Goldsmith, Mr. Frank John 33.0000 male 20.5250 3rd Southampton No No 621 Goldsmith, Mr. Nathan 41.0000 male 7.8500 3rd Southampton No No 622 Goncalves, Mr. Manuel Estanslas 38.0000 male 7.0500 3rd Southampton No No 623 Goodwin, Master. Harold Victor 9.0000 male 46.9000 3rd Southampton No Yes 624 Goodwin, Master. William Frederick 11.0000 male 46.9000 3rd Southampton No Yes 625 Goodwin, Miss. Lillian Amy 6.0000 female 6.9000 3rd Southampton No No 626 Goodwin, Mr. Charles Edward 14.0000 mal 46.9000 3rd Southampton No No 627 Goodwin, Mr. Charles Frederick 10.0000 male 6.9000 3rd southampton No No 628 Goodwin, Mrs. Frederick (Augusta Tyler) 43.0000 female 46.9000 3ro Southampton No 629 Green, Mr. George Henry 51.0000 male 8.0500 3rd Southampton No 630 Gronnestad, Mr. Daniel Danielsen 32.0000 male 8.3625 3rd Southampton No 631 Guest, Mr. Robert male 8.0500 3rd Southampton No 632 Gustafsson, Mr. Alfred Ossian 20.0000 male 9.8458 3rd Southampton No 633 Gustafsson, Mr. Johan Birger 28.0000 male 7.9250 3rd southampton No 634 Haas, Miss. Aloisia 24.0000 female 8.8500 3rd Southampton No No 635 Hagardon, Miss. Kate 17.0000 female 7.7333 3rd Queenstown No No 636 Hagland, Mr. Ingvald Olai Olsen VA male 19.9667 3rd Southampton No No 637 Hagland, Mr. Konrad Mathias Reiersen NA male 19.9667 3rd Southampton No No 638 Hakkarainen, Mr. Pekka Pietari 28.0000 male 15.8500 3rd Southampton No 639 Hakkarainen, Mrs. Pekka Pietari (Elin Matilda Dolck) 24.0000 female 15.8500 3rd Southampton Yes 640 Hampe, Mr. Leon 20.0000 male 9.5000 3rd Southampton No 641 Hanna, Mr. Mansour 23.5000 male 7.2292 3rd Cherbourg No 642 Hansen, Mr. Claus Peter 41.0000 male 14.1083 3rd Southampton No 643 Hansen, Mr. Henry Damsgaard 21.0000 male 7.8542 3rd southampton No 644 Harknett, Miss. Alice Phoebe NA female 7.5500 3rd Southampton No 645 Hart, Mr. Henry VA male 6.8583 3rd Queenstown No 646 Hassan, Mr. Houssein G N 11.0000 male 18.7875 3rd Cherbourg No 647 Healy, Miss. Hanora "Nora" A female 7.7500 3rd Queenstown Yes 648 Hedman, Mr. Oskar Arvid 27.0000 male 6.9750 3rd Southampton Yes No 649 Hee, Mr. Ling NA male 56.4958 3rd Southampton Yes 650 Hegarty, Miss. Hanora "Nora" 18.0000 female 6.7500 3rd Queenstown No 651 Heininen, Miss. Wendla Maria 23.0000 femal 7.9250 3rd Southampton No 652 Hellstrom, Miss. Hilda Maria 22.0000 female 3.9625 3rd Southampton Yes 653 Hendekovic, Mr. Ignja 28.0000 male 7.8958 3rd Southampton No 654 Henriksson, Miss. Jenny Lovisa 28.0000 female 7.7750 3rd Southampton No 655 Henry, Miss. Delia NA femal 7.7500 3rd Queenstown No 656 Hirvonen, Miss. Hildur E 2.0000 female 12.2875 3rd Southampton Yes 657 Holm, Mr. John Fredrik Alexander 3.0000 male 5.4500 3rd Southampton No 658 Honkanen, Miss. Eliina 27.0000 female 7.9250 3rd Southampton Yes 659 Horgan, Mr. John NA male 7.7500 3rd Queenstown No 660 Howard, Miss. May Elizabeth NA female 8.0500 3rd Southampton Yes 661 Hyman, Mr. Abraham VA male 7.8875 3rd Southampton Yes 662 Ilmakangas, Miss. Ida Livija 27.0000 female 7.9250 3rd Southampton No 663 Ilmakangas, Miss. Pieta Sofia 25.0000 female 7.9250 3rd Southampton No 664 Ivanoff, Mr. Kanio male 7.8958 3rd Southampton No No 665 Jalsevac, Mr. Ivar 29.0000 male 7.8958 3rd Cherbourg Yes No 666 Jansson, Mr. Carl Olof 21.0000 male 7.7958 3rd Southampton Yes No 667 Jardin, Mr. Jose Neto male 7.0500 3rd Southampton No 668 Jensen, Mr. Hans Peder 20.0000 male 7.8542 3rd Southampton No No 669 Jensen, Mr. Niels Peder 48.0000 male 7.8542 3rd Southampton No No 17.0000 male 7.0542 3rd Southampton No No 670 Jensen, Mr. Svend Lauritzsurvived name age gender fare class embarked titled 780 Moran, Mr. Daniel J NA male 24.1500 3rd Queenstown NO No 781 Moran, Mr. James NA male 8.4583 3rd Queenstown No No 34.0000 male 8.0500 3rd Southampton No No 782 Morley, Mr. William No 783 Morrow, Mr. Thomas Rowan mal 7.7500 3rd Queenstown No 784 Moss, Mr. Albert Johan A male 7.7750 3rd Southampton Yes No 785 Moubarek, Master. Halim Gonios ("William George") NA male 15.2458 3rd Cherbourg Yes Yes 786 Moubarek, Mrs. George (Omine "Amenia" Alexander) NA female 15.2458 3rd Cherbourg Yes No 787 Moussa, Mrs. (Mantoura Boulos) NA female 7.2292 3rd Cherbourg Yes No 788 Moutal, Mr. Rahamin Haim NA male 8.0500 3rd Southampton No No 789 Murphy, Miss. Katherine "Kate" NA female 15.5000 3rd Queenstown Yes No 790 Murphy, Miss. Margaret Jane NA female 15.5000 3rd Queenstown Yes No 791 Murphy, Miss. Nora NA female 15.5000 3rd Queenstown Yes No 792 Myhrman, Mr. Pehr Fabian Oliver Malkolm 18.0000 male 7.7500 3rd Southampton No No 793 Naidenoff, Mr. Penko 22.0000 male 7.8958 3rd Southampton No No No 794 Najib, Miss. Adele Kiamie "Jane" 15.0000 female 7.2250 3rd Cherbourg Yes 795 Nakid, Miss. Maria ("Mary") 1.0000 female 15.7417 3rd Cherbourg Yes No 796 Nakid, Mr. Sahid 20.0000 male 15.7417 3rd Cherbourg Yes No 19.0000 female No 797 Nakid, Mrs. Said (Walka "Mary" Mowad) 15.7417 3rd Cherbourg Yes 798 Nancarrow, Mr. William Henry 33.0000 male 8.0500 3rd Southampton No No 799 Nankoff, Mr. Minko NA male 7.8958 3rd Southampton No No 800 Nasr, Mr. Mustafa VA male 7.2292 3rd Cherbourg Vo No 801 Naughton, Miss. Hannah NA female 7.7500 3rd Queenstown No No 29.0000 female southampton No No 802 Nieminen, Miss. Manta Josefina 7.9250 3rd 803 Niklasson, Mr. Samue 28.0000 male 8.0500 3rd Southampton No No 804 Nilsson, Miss. Berta Olivia 18.0000 female 7.7750 3rd Southampton Yes No 805 Nilsson, Miss. Helmina Josefina 26.0000 female 7.8542 3rd Southampton Yes No 806 Nilsson, Mr. August Ferdinand 21.0000 male 7.8542 3rd Southampton No No 807 Nirvar. lisakki Antino Aijo 41.0000 male 7.1250 3rd Southampton No No 9.0000 male 7.9250 3rd Southampton Yes No 808 Niskanen, Mr. Juha 809 Novel, Mr. Mansouer 28.5000 male 7.2292 3rd Cherbourg No No 810 Nysten, Miss. Anna Sofia 22.0000 female 7.7500 3rd Southampton Yes No Southampton No No 811 Nysveen, Mr. Johan Hansen 61.0000 male 6.2375 3rd 812 O'Brien, Mr. Thomas NA male 15.5000 3rd Queenstown No No No No 813 O'Brien, Mr. Timothy NA male 7.8292 3rd Queenstown 814 O'Brien, Mrs. Thomas (Johanna "Hannah" Godfrey) NA female 15.5000 3rd Queenstown Yes No Queenstown No 815 O'Connell, Mr. Patrick D VA male 7.7333 3rd No 816 O'connor, Mr. Patrick NA male 7.7500 3rd Queenstown No No 817 Odahl, Mr. Nils Martin 23.0000 male 9.2250 3rd Southampton No No 818 O'Donoghue, Ms. Bridget NA female 7.7500 3rd Queenstown No No 819 O'Dwyer, Miss. Ellen "Nellie" NA female 7.8792 3rd Queenstown Yes No 820 Ohman, Miss. Velin 22.0000 female 7.7750 3rd Southampton Yes No 821 O'Keefe, Mr. Patrick male 7.7500 3rd Queenstown Yes No 822 Olsen, Master. Artur Karl 9.0000 male .1708 3rd Southampton Yes Yes 823 Olsen, Mr. Karl Siegwart Andreas 42.0000 male 8.4042 3rd Southampton No No 31.0000 female 7.8542 3rd Southampton No No 824 Olsson, Miss. Elina 825 Olsson, Mr. Nils Johan Goransson 28.0000 male 7.8542 3rd Southampton No No 826 Olsson, Mr. Oscar Wilhelm $2.0000 male 7.7750 3rd Southampton Yes No 827 Olsvigen, Mr. Thor Anderson 20.0000 male 9.2250 3rd Southampton No No 23.0000 female 8.6625 3rd Southampton No 828 Oreskovic, Miss. Jelka No 20.0000 male 8.6625 3rd Southampton No No 829 Oreskovic, Mr. Luka 830 Osen, Mr. Olaf Elon 16.0000 male 9.2167 3rd Southampton No No 831 Osman, Mrs. Mara 31.0000 female 8.6833 3rd Southampton Yes No 832 Palsson, Master. Costa Leonard 2.0000 male 21.0750 3rd Southampton No Yes 833 Palsson, Master. Paul Folke 6.0000 male 21.0750 3rd Southampton No Yes No 834 Palsson, Miss. Stina Viola 3.0000 female 21.0750 3rd Southampton No 835 8.0000 female 21.0750 3rd Southampton No No Palsson, Miss. Torborg Daniraname age gender fare class embarked survived titled No 945 Thomas, Mr. Charles P NA male 6.4375 3rd Cherbourg No 7.2250 3rd No No 946 Thomas, Mr. Tannous NA male Cherbourg 16.0000 female 8.5167 3rd Cherbourg Yes No 947 Thomas, Mrs. Alexander (Thamine "Thelma") NA male 8.0500 3rd Southampton No No 948 Thomson, Mr. Alexander Morrison 949 Thorneycroft, Mrs. Percival (Florence Kate White) NA female 6.1000 3rd Southampton Yes No 950 Tikkanen, Mr. Juha 32.0000 mal 7.9250 3rd Southampton No No NA mal 7.7500 3rd Queenstown No No 951 Tobin, Mr. Roger Southampton No No 952 Todoroff, Mr. Lali NA male 7.8958 3rd No 953 Tomlin, Mr. Ernest Portage 30.5000 male 8.0500 3rd Southampton No No No 954 Torfa, Mr. Assad male 7.2292 3rd Cherbourg 955 Tornquist, Mr. William Henry 25.0000 male 0.0000 3rd Southampton Yes No 956 Toufik, Mr. Nakli male 7.2292 3rd Cherbourg No No 7.0000 male Cherbourg Yes Yes 957 Touma, Master. Georges Youssef 15.2458 3rd Yes No 958 Touma, Miss. Maria Youssef 9.0000 female 15.2458 3rd Cherbourg 959 Touma, Mrs. Darwis (Hanne Youssef Razi) 29.0000 female 15.2458 3rd Cherbourg Yes No $6.0000 male 7.8958 3rd Southampton No No 960 Turcin, Mr. Stjepan 961 Turja, Miss. Anna Sofia 18.0000 female 9.8417 3rd Southampton Yes No 962 Turkula, Mrs. (Hedwig) 63.0000 female 9.5875 3rd Southampton Yes No 14.5000 3rd Yes 963 van Billiard, Master. James William NA male Southampton No 964 van Billiard, Master. Walter John 11.5000 male 14.5000 3rd Southampton No Yes 965 van Billiard, Mr. Austin Blyler 10.5000 male 14.5000 3rd Southampton No No 966 Van Impe, Miss. Catharina 10.0000 female 24.1500 3rd Southampton No No No No 967 Van Impe, Mr. Jean Baptiste 36.0000 male 24.1500 3rd southampton 968 Van Impe, Mrs. Jean Baptiste (Rosalie Paula Govaert) 30.0000 female 24.1500 3ro Southampton No No 33.0000 male 9.5000 3rd Southampton No No 969 Vande Velde, Mr. Johannes Joseph 28.0000 male Southampton No No 970 Vande Walle, Mr. Nestor Cyriel 9.5000 3rd 28.0000 male 9.5000 3rd Southampton No No 71 Vanden Steen, Mr. Leo Peter 972 Vander Cruyssen, Mr. Victo 47.0000 male 9.0000 3rd Southampton No No 973 Vander Planke, Mr. Julius 31.0000 male 18.0000 3rd Southampton No No 974 Vander Planke, Mr. Leo Edmondus 16.0000 male 18.0000 3rd Southampton No No 975 Vander Planke, Mrs. Julius (Emelia Maria Vandemoortele) 31.0000 female 18.0000 3rd Southampton No No 22.0000 male 7.2250 3rd Cherbourg Yes No 976 Vartanian, Mr. David 977 Vendel, Mr. Olof Edvin 20.0000 male 7.8542 3rd Southampton No No 978 Vestrom, Miss. Hulda Amanda Adolfina 14.0000 female 7.8542 3rd Southampton No No 22.0000 male 7.8958 3rd Southampton No No 979 Vovk, Mr. Janko VA male 8.0500 3rd Southampton No No 980 Ware, Mr. Frederick 981 Webber, Mr. James WA male 8.0500 3rd Southampton No No 982 Wenzel, Mr. Linhart 32.5000 male 9.5000 3rd Southampton No No 51.0000 male 7.7500 3rd Southampton No 983 Widegren, Mr. Carl/Charles Peter No No 984 Wiklund, Mr. Jakob Alfred 18.0000 male 6.4958 3rd Southampton No 985 Willer, Mr. Aaron ("Abi Weller") NA male 8.7125 3rd Southampton No No No No 986 Willey, Mr. Edward VA male 7.5500 3rd Southampton 987 Williams, Mr. Howard Hugh "Harry" NA male 8.0500 3rd Southampton No No 988 Wirz, Mr. Albert 27.0000 male 8.6625 3rd Southampton No No 989 Wiseman, Mr. Phillippe NA male 7.2500 3rd Southampton No No 990 Wittevrongel, Mr. Camille 36.0000 male 9.5000 3rd Southampton No No 991 Yasbeck, Mr. Antoni 27.0000 male 14.4542 3rd Cherbourg No No 15.0000 female 14.4542 3rd Cherbourg Yes No 992 Yasbeck, Mrs. Antoni (Selini Alexander) 993 Youseff, Mr. Gerious 45.5000 male 7.2250 3rd Cherbourg No No NA male 7.2250 3rd Cherbourg No No 994 Yousif, Mr. Wazli NA male 14.4583 3rd Cherbourg No No 995 Yousseff, Mr. Gerious 14.5000 female 14.4542 3rd Cherbourg No 996 Zabour, Miss. Hileni No 997 Zabour, Miss. Thamine female 14.4542 3rd Cherbourg No No 998 Zakarian, Mr. Mapriededer 26.5000 male 7.2250 3rd Cherbourg No No No No 999 Zakarian, Mr. Ortin 27.0000 male 7.2250 3rd Cherbourg No No 1000 0 Zimmerman, Mr. Leo 29.0000 male 7.8750 3rd Southampton