Day 3: R Markdown and Basic Graphs
EK
2024-07-24
remove(list = ls())
library(psych)
library(stargazer)##
## Please cite as:## Hlavac, Marek (2022). stargazer: Well-Formatted Regression and Summary Statistics Tables.## R package version 5.2.3. https://CRAN.R-project.org/package=stargazerlibrary(visdat)
library(tidyverse)## ── Attaching core tidyverse packages ──────────────────────── tidyverse 2.0.0 ──
## ✔ dplyr 1.1.4 ✔ readr 2.1.5
## ✔ forcats 1.0.0 ✔ stringr 1.5.1
## ✔ ggplot2 3.5.1 ✔ tibble 3.2.1
## ✔ lubridate 1.9.3 ✔ tidyr 1.3.1
## ✔ purrr 1.0.2## ── Conflicts ────────────────────────────────────────── tidyverse_conflicts() ──
## ✖ ggplot2::%+%() masks psych::%+%()
## ✖ ggplot2::alpha() masks psych::alpha()
## ✖ dplyr::filter() masks stats::filter()
## ✖ dplyr::lag() masks stats::lag()
## ℹ Use the conflicted package (<http://conflicted.r-lib.org/>) to force all conflicts to become errorsTitanic <- read.csv("~/Dropbox/train.csv")
na.omit(Titanic)## PassengerId Survived Pclass
## 1 1 0 3
## 2 2 1 1
## 3 3 1 3
## 4 4 1 1
## 5 5 0 3
## 7 7 0 1
## 8 8 0 3
## 9 9 1 3
## 10 10 1 2
## 11 11 1 3
## 12 12 1 1
## 13 13 0 3
## 14 14 0 3
## 15 15 0 3
## 16 16 1 2
## 17 17 0 3
## 19 19 0 3
## 21 21 0 2
## 22 22 1 2
## 23 23 1 3
## 24 24 1 1
## 25 25 0 3
## 26 26 1 3
## 28 28 0 1
## 31 31 0 1
## 34 34 0 2
## 35 35 0 1
## 36 36 0 1
## 38 38 0 3
## 39 39 0 3
## 40 40 1 3
## 41 41 0 3
## 42 42 0 2
## 44 44 1 2
## 45 45 1 3
## 50 50 0 3
## 51 51 0 3
## 52 52 0 3
## 53 53 1 1
## 54 54 1 2
## 55 55 0 1
## 57 57 1 2
## 58 58 0 3
## 59 59 1 2
## 60 60 0 3
## 61 61 0 3
## 62 62 1 1
## 63 63 0 1
## 64 64 0 3
## 67 67 1 2
## 68 68 0 3
## 69 69 1 3
## 70 70 0 3
## 71 71 0 2
## 72 72 0 3
## 73 73 0 2
## 74 74 0 3
## 75 75 1 3
## 76 76 0 3
## 79 79 1 2
## 80 80 1 3
## 81 81 0 3
## 82 82 1 3
## 84 84 0 1
## 85 85 1 2
## 86 86 1 3
## 87 87 0 3
## 89 89 1 1
## 90 90 0 3
## 91 91 0 3
## 92 92 0 3
## 93 93 0 1
## 94 94 0 3
## 95 95 0 3
## 97 97 0 1
## 98 98 1 1
## 99 99 1 2
## 100 100 0 2
## 101 101 0 3
## 103 103 0 1
## 104 104 0 3
## 105 105 0 3
## 106 106 0 3
## 107 107 1 3
## 109 109 0 3
## 111 111 0 1
## 112 112 0 3
## 113 113 0 3
## 114 114 0 3
## 115 115 0 3
## 116 116 0 3
## 117 117 0 3
## 118 118 0 2
## 119 119 0 1
## 120 120 0 3
## 121 121 0 2
## 123 123 0 2
## 124 124 1 2
## 125 125 0 1
## 126 126 1 3
## 128 128 1 3
## 130 130 0 3
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## 134 134 1 2
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## 152 152 1 1
## 153 153 0 3
## 154 154 0 3
## 156 156 0 1
## 157 157 1 3
## 158 158 0 3
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## 162 162 1 2
## 163 163 0 3
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## 166 166 1 3
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## 171 171 0 1
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## 173 173 1 3
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## 216 216 1 1
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## 218 218 0 2
## 219 219 1 1
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## Name
## 1 Braund, Mr. Owen Harris
## 2 Cumings, Mrs. John Bradley (Florence Briggs Thayer)
## 3 Heikkinen, Miss. Laina
## 4 Futrelle, Mrs. Jacques Heath (Lily May Peel)
## 5 Allen, Mr. William Henry
## 7 McCarthy, Mr. Timothy J
## 8 Palsson, Master. Gosta Leonard
## 9 Johnson, Mrs. Oscar W (Elisabeth Vilhelmina Berg)
## 10 Nasser, Mrs. Nicholas (Adele Achem)
## 11 Sandstrom, Miss. Marguerite Rut
## 12 Bonnell, Miss. Elizabeth
## 13 Saundercock, Mr. William Henry
## 14 Andersson, Mr. Anders Johan
## 15 Vestrom, Miss. Hulda Amanda Adolfina
## 16 Hewlett, Mrs. (Mary D Kingcome)
## 17 Rice, Master. Eugene
## 19 Vander Planke, Mrs. Julius (Emelia Maria Vandemoortele)
## 21 Fynney, Mr. Joseph J
## 22 Beesley, Mr. Lawrence
## 23 McGowan, Miss. Anna "Annie"
## 24 Sloper, Mr. William Thompson
## 25 Palsson, Miss. Torborg Danira
## 26 Asplund, Mrs. Carl Oscar (Selma Augusta Emilia Johansson)
## 28 Fortune, Mr. Charles Alexander
## 31 Uruchurtu, Don. Manuel E
## 34 Wheadon, Mr. Edward H
## 35 Meyer, Mr. Edgar Joseph
## 36 Holverson, Mr. Alexander Oskar
## 38 Cann, Mr. Ernest Charles
## 39 Vander Planke, Miss. Augusta Maria
## 40 Nicola-Yarred, Miss. Jamila
## 41 Ahlin, Mrs. Johan (Johanna Persdotter Larsson)
## 42 Turpin, Mrs. William John Robert (Dorothy Ann Wonnacott)
## 44 Laroche, Miss. Simonne Marie Anne Andree
## 45 Devaney, Miss. Margaret Delia
## 50 Arnold-Franchi, Mrs. Josef (Josefine Franchi)
## 51 Panula, Master. Juha Niilo
## 52 Nosworthy, Mr. Richard Cater
## 53 Harper, Mrs. Henry Sleeper (Myna Haxtun)
## 54 Faunthorpe, Mrs. Lizzie (Elizabeth Anne Wilkinson)
## 55 Ostby, Mr. Engelhart Cornelius
## 57 Rugg, Miss. Emily
## 58 Novel, Mr. Mansouer
## 59 West, Miss. Constance Mirium
## 60 Goodwin, Master. William Frederick
## 61 Sirayanian, Mr. Orsen
## 62 Icard, Miss. Amelie
## 63 Harris, Mr. Henry Birkhardt
## 64 Skoog, Master. Harald
## 67 Nye, Mrs. (Elizabeth Ramell)
## 68 Crease, Mr. Ernest James
## 69 Andersson, Miss. Erna Alexandra
## 70 Kink, Mr. Vincenz
## 71 Jenkin, Mr. Stephen Curnow
## 72 Goodwin, Miss. Lillian Amy
## 73 Hood, Mr. Ambrose Jr
## 74 Chronopoulos, Mr. Apostolos
## 75 Bing, Mr. Lee
## 76 Moen, Mr. Sigurd Hansen
## 79 Caldwell, Master. Alden Gates
## 80 Dowdell, Miss. Elizabeth
## 81 Waelens, Mr. Achille
## 82 Sheerlinck, Mr. Jan Baptist
## 84 Carrau, Mr. Francisco M
## 85 Ilett, Miss. Bertha
## 86 Backstrom, Mrs. Karl Alfred (Maria Mathilda Gustafsson)
## 87 Ford, Mr. William Neal
## 89 Fortune, Miss. Mabel Helen
## 90 Celotti, Mr. Francesco
## 91 Christmann, Mr. Emil
## 92 Andreasson, Mr. Paul Edvin
## 93 Chaffee, Mr. Herbert Fuller
## 94 Dean, Mr. Bertram Frank
## 95 Coxon, Mr. Daniel
## 97 Goldschmidt, Mr. George B
## 98 Greenfield, Mr. William Bertram
## 99 Doling, Mrs. John T (Ada Julia Bone)
## 100 Kantor, Mr. Sinai
## 101 Petranec, Miss. Matilda
## 103 White, Mr. Richard Frasar
## 104 Johansson, Mr. Gustaf Joel
## 105 Gustafsson, Mr. Anders Vilhelm
## 106 Mionoff, Mr. Stoytcho
## 107 Salkjelsvik, Miss. Anna Kristine
## 109 Rekic, Mr. Tido
## 111 Porter, Mr. Walter Chamberlain
## 112 Zabour, Miss. Hileni
## 113 Barton, Mr. David John
## 114 Jussila, Miss. Katriina
## 115 Attalah, Miss. Malake
## 116 Pekoniemi, Mr. Edvard
## 117 Connors, Mr. Patrick
## 118 Turpin, Mr. William John Robert
## 119 Baxter, Mr. Quigg Edmond
## 120 Andersson, Miss. Ellis Anna Maria
## 121 Hickman, Mr. Stanley George
## 123 Nasser, Mr. Nicholas
## 124 Webber, Miss. Susan
## 125 White, Mr. Percival Wayland
## 126 Nicola-Yarred, Master. Elias
## 128 Madsen, Mr. Fridtjof Arne
## 130 Ekstrom, Mr. Johan
## 131 Drazenoic, Mr. Jozef
## 132 Coelho, Mr. Domingos Fernandeo
## 133 Robins, Mrs. Alexander A (Grace Charity Laury)
## 134 Weisz, Mrs. Leopold (Mathilde Francoise Pede)
## 135 Sobey, Mr. Samuel James Hayden
## 136 Richard, Mr. Emile
## 137 Newsom, Miss. Helen Monypeny
## 138 Futrelle, Mr. Jacques Heath
## 139 Osen, Mr. Olaf Elon
## 140 Giglio, Mr. Victor
## 142 Nysten, Miss. Anna Sofia
## 143 Hakkarainen, Mrs. Pekka Pietari (Elin Matilda Dolck)
## 144 Burke, Mr. Jeremiah
## 145 Andrew, Mr. Edgardo Samuel
## 146 Nicholls, Mr. Joseph Charles
## 147 Andersson, Mr. August Edvard ("Wennerstrom")
## 148 Ford, Miss. Robina Maggie "Ruby"
## 149 Navratil, Mr. Michel ("Louis M Hoffman")
## 150 Byles, Rev. Thomas Roussel Davids
## 151 Bateman, Rev. Robert James
## 152 Pears, Mrs. Thomas (Edith Wearne)
## 153 Meo, Mr. Alfonzo
## 154 van Billiard, Mr. Austin Blyler
## 156 Williams, Mr. Charles Duane
## 157 Gilnagh, Miss. Katherine "Katie"
## 158 Corn, Mr. Harry
## 161 Cribb, Mr. John Hatfield
## 162 Watt, Mrs. James (Elizabeth "Bessie" Inglis Milne)
## 163 Bengtsson, Mr. John Viktor
## 164 Calic, Mr. Jovo
## 165 Panula, Master. Eino Viljami
## 166 Goldsmith, Master. Frank John William "Frankie"
## 168 Skoog, Mrs. William (Anna Bernhardina Karlsson)
## 170 Ling, Mr. Lee
## 171 Van der hoef, Mr. Wyckoff
## 172 Rice, Master. Arthur
## 173 Johnson, Miss. Eleanor Ileen
## 174 Sivola, Mr. Antti Wilhelm
## 175 Smith, Mr. James Clinch
## 176 Klasen, Mr. Klas Albin
## 178 Isham, Miss. Ann Elizabeth
## 179 Hale, Mr. Reginald
## 180 Leonard, Mr. Lionel
## 183 Asplund, Master. Clarence Gustaf Hugo
## 184 Becker, Master. Richard F
## 185 Kink-Heilmann, Miss. Luise Gretchen
## 188 Romaine, Mr. Charles Hallace ("Mr C Rolmane")
## 189 Bourke, Mr. John
## 190 Turcin, Mr. Stjepan
## 191 Pinsky, Mrs. (Rosa)
## 192 Carbines, Mr. William
## 193 Andersen-Jensen, Miss. Carla Christine Nielsine
## 194 Navratil, Master. Michel M
## 195 Brown, Mrs. James Joseph (Margaret Tobin)
## 196 Lurette, Miss. Elise
## 198 Olsen, Mr. Karl Siegwart Andreas
## 200 Yrois, Miss. Henriette ("Mrs Harbeck")
## 201 Vande Walle, Mr. Nestor Cyriel
## 203 Johanson, Mr. Jakob Alfred
## 204 Youseff, Mr. Gerious
## 205 Cohen, Mr. Gurshon "Gus"
## 206 Strom, Miss. Telma Matilda
## 207 Backstrom, Mr. Karl Alfred
## 208 Albimona, Mr. Nassef Cassem
## 209 Carr, Miss. Helen "Ellen"
## 210 Blank, Mr. Henry
## 211 Ali, Mr. Ahmed
## 212 Cameron, Miss. Clear Annie
## 213 Perkin, Mr. John Henry
## 214 Givard, Mr. Hans Kristensen
## 216 Newell, Miss. Madeleine
## 217 Honkanen, Miss. Eliina
## 218 Jacobsohn, Mr. Sidney Samuel
## 219 Bazzani, Miss. Albina
## 220 Harris, Mr. Walter
## 221 Sunderland, Mr. Victor Francis
## 222 Bracken, Mr. James H
## 223 Green, Mr. George Henry
## 225 Hoyt, Mr. Frederick Maxfield
## 226 Berglund, Mr. Karl Ivar Sven
## 227 Mellors, Mr. William John
## 228 Lovell, Mr. John Hall ("Henry")
## 229 Fahlstrom, Mr. Arne Jonas
## 231 Harris, Mrs. Henry Birkhardt (Irene Wallach)
## 232 Larsson, Mr. Bengt Edvin
## 233 Sjostedt, Mr. Ernst Adolf
## 234 Asplund, Miss. Lillian Gertrud
## 235 Leyson, Mr. Robert William Norman
## 237 Hold, Mr. Stephen
## 238 Collyer, Miss. Marjorie "Lottie"
## 239 Pengelly, Mr. Frederick William
## 240 Hunt, Mr. George Henry
## 243 Coleridge, Mr. Reginald Charles
## 244 Maenpaa, Mr. Matti Alexanteri
## 245 Attalah, Mr. Sleiman
## 246 Minahan, Dr. William Edward
## 247 Lindahl, Miss. Agda Thorilda Viktoria
## 248 Hamalainen, Mrs. William (Anna)
## 249 Beckwith, Mr. Richard Leonard
## 250 Carter, Rev. Ernest Courtenay
## 252 Strom, Mrs. Wilhelm (Elna Matilda Persson)
## 253 Stead, Mr. William Thomas
## 254 Lobb, Mr. William Arthur
## 255 Rosblom, Mrs. Viktor (Helena Wilhelmina)
## 256 Touma, Mrs. Darwis (Hanne Youssef Razi)
## 258 Cherry, Miss. Gladys
## 259 Ward, Miss. Anna
## 260 Parrish, Mrs. (Lutie Davis)
## 262 Asplund, Master. Edvin Rojj Felix
## 263 Taussig, Mr. Emil
## 264 Harrison, Mr. William
## 266 Reeves, Mr. David
## 267 Panula, Mr. Ernesti Arvid
## 268 Persson, Mr. Ernst Ulrik
## 269 Graham, Mrs. William Thompson (Edith Junkins)
## 270 Bissette, Miss. Amelia
## 272 Tornquist, Mr. William Henry
## 273 Mellinger, Mrs. (Elizabeth Anne Maidment)
## 274 Natsch, Mr. Charles H
## 276 Andrews, Miss. Kornelia Theodosia
## 277 Lindblom, Miss. Augusta Charlotta
## 279 Rice, Master. Eric
## 280 Abbott, Mrs. Stanton (Rosa Hunt)
## 281 Duane, Mr. Frank
## 282 Olsson, Mr. Nils Johan Goransson
## 283 de Pelsmaeker, Mr. Alfons
## 284 Dorking, Mr. Edward Arthur
## 286 Stankovic, Mr. Ivan
## 287 de Mulder, Mr. Theodore
## 288 Naidenoff, Mr. Penko
## 289 Hosono, Mr. Masabumi
## 290 Connolly, Miss. Kate
## 291 Barber, Miss. Ellen "Nellie"
## 292 Bishop, Mrs. Dickinson H (Helen Walton)
## 293 Levy, Mr. Rene Jacques
## 294 Haas, Miss. Aloisia
## 295 Mineff, Mr. Ivan
## 297 Hanna, Mr. Mansour
## 298 Allison, Miss. Helen Loraine
## 300 Baxter, Mrs. James (Helene DeLaudeniere Chaput)
## 303 Johnson, Mr. William Cahoone Jr
## 306 Allison, Master. Hudson Trevor
## 308 Penasco y Castellana, Mrs. Victor de Satode (Maria Josefa Perez de Soto y Vallejo)
## 309 Abelson, Mr. Samuel
## 310 Francatelli, Miss. Laura Mabel
## 311 Hays, Miss. Margaret Bechstein
## 312 Ryerson, Miss. Emily Borie
## 313 Lahtinen, Mrs. William (Anna Sylfven)
## 314 Hendekovic, Mr. Ignjac
## 315 Hart, Mr. Benjamin
## 316 Nilsson, Miss. Helmina Josefina
## 317 Kantor, Mrs. Sinai (Miriam Sternin)
## 318 Moraweck, Dr. Ernest
## 319 Wick, Miss. Mary Natalie
## 320 Spedden, Mrs. Frederic Oakley (Margaretta Corning Stone)
## 321 Dennis, Mr. Samuel
## 322 Danoff, Mr. Yoto
## 323 Slayter, Miss. Hilda Mary
## 324 Caldwell, Mrs. Albert Francis (Sylvia Mae Harbaugh)
## 326 Young, Miss. Marie Grice
## 327 Nysveen, Mr. Johan Hansen
## 328 Ball, Mrs. (Ada E Hall)
## 329 Goldsmith, Mrs. Frank John (Emily Alice Brown)
## 330 Hippach, Miss. Jean Gertrude
## 332 Partner, Mr. Austen
## 333 Graham, Mr. George Edward
## 334 Vander Planke, Mr. Leo Edmondus
## 337 Pears, Mr. Thomas Clinton
## 338 Burns, Miss. Elizabeth Margaret
## 339 Dahl, Mr. Karl Edwart
## 340 Blackwell, Mr. Stephen Weart
## 341 Navratil, Master. Edmond Roger
## 342 Fortune, Miss. Alice Elizabeth
## 343 Collander, Mr. Erik Gustaf
## 344 Sedgwick, Mr. Charles Frederick Waddington
## 345 Fox, Mr. Stanley Hubert
## 346 Brown, Miss. Amelia "Mildred"
## 347 Smith, Miss. Marion Elsie
## 349 Coutts, Master. William Loch "William"
## 350 Dimic, Mr. Jovan
## 351 Odahl, Mr. Nils Martin
## 353 Elias, Mr. Tannous
## 354 Arnold-Franchi, Mr. Josef
## 356 Vanden Steen, Mr. Leo Peter
## 357 Bowerman, Miss. Elsie Edith
## 358 Funk, Miss. Annie Clemmer
## 361 Skoog, Mr. Wilhelm
## 362 del Carlo, Mr. Sebastiano
## 363 Barbara, Mrs. (Catherine David)
## 364 Asim, Mr. Adola
## 366 Adahl, Mr. Mauritz Nils Martin
## 367 Warren, Mrs. Frank Manley (Anna Sophia Atkinson)
## 370 Aubart, Mme. Leontine Pauline
## 371 Harder, Mr. George Achilles
## 372 Wiklund, Mr. Jakob Alfred
## 373 Beavan, Mr. William Thomas
## 374 Ringhini, Mr. Sante
## 375 Palsson, Miss. Stina Viola
## 377 Landergren, Miss. Aurora Adelia
## 378 Widener, Mr. Harry Elkins
## 379 Betros, Mr. Tannous
## 380 Gustafsson, Mr. Karl Gideon
## 381 Bidois, Miss. Rosalie
## 382 Nakid, Miss. Maria ("Mary")
## 383 Tikkanen, Mr. Juho
## 384 Holverson, Mrs. Alexander Oskar (Mary Aline Towner)
## 386 Davies, Mr. Charles Henry
## 387 Goodwin, Master. Sidney Leonard
## 388 Buss, Miss. Kate
## 390 Lehmann, Miss. Bertha
## 391 Carter, Mr. William Ernest
## 392 Jansson, Mr. Carl Olof
## 393 Gustafsson, Mr. Johan Birger
## 394 Newell, Miss. Marjorie
## 395 Sandstrom, Mrs. Hjalmar (Agnes Charlotta Bengtsson)
## 396 Johansson, Mr. Erik
## 397 Olsson, Miss. Elina
## 398 McKane, Mr. Peter David
## 399 Pain, Dr. Alfred
## 400 Trout, Mrs. William H (Jessie L)
## 401 Niskanen, Mr. Juha
## 402 Adams, Mr. John
## 403 Jussila, Miss. Mari Aina
## 404 Hakkarainen, Mr. Pekka Pietari
## 405 Oreskovic, Miss. Marija
## 406 Gale, Mr. Shadrach
## 407 Widegren, Mr. Carl/Charles Peter
## 408 Richards, Master. William Rowe
## 409 Birkeland, Mr. Hans Martin Monsen
## 413 Minahan, Miss. Daisy E
## 415 Sundman, Mr. Johan Julian
## 417 Drew, Mrs. James Vivian (Lulu Thorne Christian)
## 418 Silven, Miss. Lyyli Karoliina
## 419 Matthews, Mr. William John
## 420 Van Impe, Miss. Catharina
## 422 Charters, Mr. David
## 423 Zimmerman, Mr. Leo
## 424 Danbom, Mrs. Ernst Gilbert (Anna Sigrid Maria Brogren)
## 425 Rosblom, Mr. Viktor Richard
## 427 Clarke, Mrs. Charles V (Ada Maria Winfield)
## 428 Phillips, Miss. Kate Florence ("Mrs Kate Louise Phillips Marshall")
## 430 Pickard, Mr. Berk (Berk Trembisky)
## 431 Bjornstrom-Steffansson, Mr. Mauritz Hakan
## 433 Louch, Mrs. Charles Alexander (Alice Adelaide Slow)
## 434 Kallio, Mr. Nikolai Erland
## 435 Silvey, Mr. William Baird
## 436 Carter, Miss. Lucile Polk
## 437 Ford, Miss. Doolina Margaret "Daisy"
## 438 Richards, Mrs. Sidney (Emily Hocking)
## 439 Fortune, Mr. Mark
## 440 Kvillner, Mr. Johan Henrik Johannesson
## 441 Hart, Mrs. Benjamin (Esther Ada Bloomfield)
## 442 Hampe, Mr. Leon
## 443 Petterson, Mr. Johan Emil
## 444 Reynaldo, Ms. Encarnacion
## 446 Dodge, Master. Washington
## 447 Mellinger, Miss. Madeleine Violet
## 448 Seward, Mr. Frederic Kimber
## 449 Baclini, Miss. Marie Catherine
## 450 Peuchen, Major. Arthur Godfrey
## 451 West, Mr. Edwy Arthur
## 453 Foreman, Mr. Benjamin Laventall
## 454 Goldenberg, Mr. Samuel L
## 456 Jalsevac, Mr. Ivan
## 457 Millet, Mr. Francis Davis
## 459 Toomey, Miss. Ellen
## 461 Anderson, Mr. Harry
## 462 Morley, Mr. William
## 463 Gee, Mr. Arthur H
## 464 Milling, Mr. Jacob Christian
## 466 Goncalves, Mr. Manuel Estanslas
## 468 Smart, Mr. John Montgomery
## 470 Baclini, Miss. Helene Barbara
## 472 Cacic, Mr. Luka
## 473 West, Mrs. Edwy Arthur (Ada Mary Worth)
## 474 Jerwan, Mrs. Amin S (Marie Marthe Thuillard)
## 475 Strandberg, Miss. Ida Sofia
## 477 Renouf, Mr. Peter Henry
## 478 Braund, Mr. Lewis Richard
## 479 Karlsson, Mr. Nils August
## 480 Hirvonen, Miss. Hildur E
## 481 Goodwin, Master. Harold Victor
## 483 Rouse, Mr. Richard Henry
## 484 Turkula, Mrs. (Hedwig)
## 485 Bishop, Mr. Dickinson H
## 487 Hoyt, Mrs. Frederick Maxfield (Jane Anne Forby)
## 488 Kent, Mr. Edward Austin
## 489 Somerton, Mr. Francis William
## 490 Coutts, Master. Eden Leslie "Neville"
## 492 Windelov, Mr. Einar
## 493 Molson, Mr. Harry Markland
## 494 Artagaveytia, Mr. Ramon
## 495 Stanley, Mr. Edward Roland
## 497 Eustis, Miss. Elizabeth Mussey
## 499 Allison, Mrs. Hudson J C (Bessie Waldo Daniels)
## 500 Svensson, Mr. Olof
## 501 Calic, Mr. Petar
## 502 Canavan, Miss. Mary
## 504 Laitinen, Miss. Kristina Sofia
## 505 Maioni, Miss. Roberta
## 506 Penasco y Castellana, Mr. Victor de Satode
## 507 Quick, Mrs. Frederick Charles (Jane Richards)
## 509 Olsen, Mr. Henry Margido
## 510 Lang, Mr. Fang
## 511 Daly, Mr. Eugene Patrick
## 513 McGough, Mr. James Robert
## 514 Rothschild, Mrs. Martin (Elizabeth L. Barrett)
## 515 Coleff, Mr. Satio
## 516 Walker, Mr. William Anderson
## 517 Lemore, Mrs. (Amelia Milley)
## 519 Angle, Mrs. William A (Florence "Mary" Agnes Hughes)
## 520 Pavlovic, Mr. Stefo
## 521 Perreault, Miss. Anne
## 522 Vovk, Mr. Janko
## 524 Hippach, Mrs. Louis Albert (Ida Sophia Fischer)
## 526 Farrell, Mr. James
## 527 Ridsdale, Miss. Lucy
## 529 Salonen, Mr. Johan Werner
## 530 Hocking, Mr. Richard George
## 531 Quick, Miss. Phyllis May
## 533 Elias, Mr. Joseph Jr
## 535 Cacic, Miss. Marija
## 536 Hart, Miss. Eva Miriam
## 537 Butt, Major. Archibald Willingham
## 538 LeRoy, Miss. Bertha
## 540 Frolicher, Miss. Hedwig Margaritha
## 541 Crosby, Miss. Harriet R
## 542 Andersson, Miss. Ingeborg Constanzia
## 543 Andersson, Miss. Sigrid Elisabeth
## 544 Beane, Mr. Edward
## 545 Douglas, Mr. Walter Donald
## 546 Nicholson, Mr. Arthur Ernest
## 547 Beane, Mrs. Edward (Ethel Clarke)
## 549 Goldsmith, Mr. Frank John
## 550 Davies, Master. John Morgan Jr
## 551 Thayer, Mr. John Borland Jr
## 552 Sharp, Mr. Percival James R
## 554 Leeni, Mr. Fahim ("Philip Zenni")
## 555 Ohman, Miss. Velin
## 556 Wright, Mr. George
## 557 Duff Gordon, Lady. (Lucille Christiana Sutherland) ("Mrs Morgan")
## 559 Taussig, Mrs. Emil (Tillie Mandelbaum)
## 560 de Messemaeker, Mrs. Guillaume Joseph (Emma)
## 562 Sivic, Mr. Husein
## 563 Norman, Mr. Robert Douglas
## 566 Davies, Mr. Alfred J
## 567 Stoytcheff, Mr. Ilia
## 568 Palsson, Mrs. Nils (Alma Cornelia Berglund)
## 570 Jonsson, Mr. Carl
## 571 Harris, Mr. George
## 572 Appleton, Mrs. Edward Dale (Charlotte Lamson)
## 573 Flynn, Mr. John Irwin ("Irving")
## 575 Rush, Mr. Alfred George John
## 576 Patchett, Mr. George
## 577 Garside, Miss. Ethel
## 578 Silvey, Mrs. William Baird (Alice Munger)
## 580 Jussila, Mr. Eiriik
## 581 Christy, Miss. Julie Rachel
## 582 Thayer, Mrs. John Borland (Marian Longstreth Morris)
## 583 Downton, Mr. William James
## 584 Ross, Mr. John Hugo
## 586 Taussig, Miss. Ruth
## 587 Jarvis, Mr. John Denzil
## 588 Frolicher-Stehli, Mr. Maxmillian
## 589 Gilinski, Mr. Eliezer
## 591 Rintamaki, Mr. Matti
## 592 Stephenson, Mrs. Walter Bertram (Martha Eustis)
## 593 Elsbury, Mr. William James
## 595 Chapman, Mr. John Henry
## 596 Van Impe, Mr. Jean Baptiste
## 598 Johnson, Mr. Alfred
## 600 Duff Gordon, Sir. Cosmo Edmund ("Mr Morgan")
## 601 Jacobsohn, Mrs. Sidney Samuel (Amy Frances Christy)
## 604 Torber, Mr. Ernst William
## 605 Homer, Mr. Harry ("Mr E Haven")
## 606 Lindell, Mr. Edvard Bengtsson
## 607 Karaic, Mr. Milan
## 608 Daniel, Mr. Robert Williams
## 609 Laroche, Mrs. Joseph (Juliette Marie Louise Lafargue)
## 610 Shutes, Miss. Elizabeth W
## 611 Andersson, Mrs. Anders Johan (Alfrida Konstantia Brogren)
## 615 Brocklebank, Mr. William Alfred
## 616 Herman, Miss. Alice
## 617 Danbom, Mr. Ernst Gilbert
## 618 Lobb, Mrs. William Arthur (Cordelia K Stanlick)
## 619 Becker, Miss. Marion Louise
## 620 Gavey, Mr. Lawrence
## 621 Yasbeck, Mr. Antoni
## 622 Kimball, Mr. Edwin Nelson Jr
## 623 Nakid, Mr. Sahid
## 624 Hansen, Mr. Henry Damsgaard
## 625 Bowen, Mr. David John "Dai"
## 626 Sutton, Mr. Frederick
## 627 Kirkland, Rev. Charles Leonard
## 628 Longley, Miss. Gretchen Fiske
## 629 Bostandyeff, Mr. Guentcho
## 631 Barkworth, Mr. Algernon Henry Wilson
## 632 Lundahl, Mr. Johan Svensson
## 633 Stahelin-Maeglin, Dr. Max
## 635 Skoog, Miss. Mabel
## 636 Davis, Miss. Mary
## 637 Leinonen, Mr. Antti Gustaf
## 638 Collyer, Mr. Harvey
## 639 Panula, Mrs. Juha (Maria Emilia Ojala)
## 641 Jensen, Mr. Hans Peder
## 642 Sagesser, Mlle. Emma
## 643 Skoog, Miss. Margit Elizabeth
## 645 Baclini, Miss. Eugenie
## 646 Harper, Mr. Henry Sleeper
## 647 Cor, Mr. Liudevit
## 648 Simonius-Blumer, Col. Oberst Alfons
## 650 Stanley, Miss. Amy Zillah Elsie
## 652 Doling, Miss. Elsie
## 653 Kalvik, Mr. Johannes Halvorsen
## 655 Hegarty, Miss. Hanora "Nora"
## 656 Hickman, Mr. Leonard Mark
## 658 Bourke, Mrs. John (Catherine)
## 659 Eitemiller, Mr. George Floyd
## 660 Newell, Mr. Arthur Webster
## 661 Frauenthal, Dr. Henry William
## 662 Badt, Mr. Mohamed
## 663 Colley, Mr. Edward Pomeroy
## 664 Coleff, Mr. Peju
## 665 Lindqvist, Mr. Eino William
## 666 Hickman, Mr. Lewis
## 667 Butler, Mr. Reginald Fenton
## 669 Cook, Mr. Jacob
## 671 Brown, Mrs. Thomas William Solomon (Elizabeth Catherine Ford)
## 672 Davidson, Mr. Thornton
## 673 Mitchell, Mr. Henry Michael
## 674 Wilhelms, Mr. Charles
## 676 Edvardsson, Mr. Gustaf Hjalmar
## 677 Sawyer, Mr. Frederick Charles
## 678 Turja, Miss. Anna Sofia
## 679 Goodwin, Mrs. Frederick (Augusta Tyler)
## 680 Cardeza, Mr. Thomas Drake Martinez
## 682 Hassab, Mr. Hammad
## 683 Olsvigen, Mr. Thor Anderson
## 684 Goodwin, Mr. Charles Edward
## 685 Brown, Mr. Thomas William Solomon
## 686 Laroche, Mr. Joseph Philippe Lemercier
## 687 Panula, Mr. Jaako Arnold
## 688 Dakic, Mr. Branko
## 689 Fischer, Mr. Eberhard Thelander
## 690 Madill, Miss. Georgette Alexandra
## 691 Dick, Mr. Albert Adrian
## 692 Karun, Miss. Manca
## 694 Saad, Mr. Khalil
## 695 Weir, Col. John
## 696 Chapman, Mr. Charles Henry
## 697 Kelly, Mr. James
## 699 Thayer, Mr. John Borland
## 700 Humblen, Mr. Adolf Mathias Nicolai Olsen
## 701 Astor, Mrs. John Jacob (Madeleine Talmadge Force)
## 702 Silverthorne, Mr. Spencer Victor
## 703 Barbara, Miss. Saiide
## 704 Gallagher, Mr. Martin
## 705 Hansen, Mr. Henrik Juul
## 706 Morley, Mr. Henry Samuel ("Mr Henry Marshall")
## 707 Kelly, Mrs. Florence "Fannie"
## 708 Calderhead, Mr. Edward Pennington
## 709 Cleaver, Miss. Alice
## 711 Mayne, Mlle. Berthe Antonine ("Mrs de Villiers")
## 713 Taylor, Mr. Elmer Zebley
## 714 Larsson, Mr. August Viktor
## 715 Greenberg, Mr. Samuel
## 716 Soholt, Mr. Peter Andreas Lauritz Andersen
## 717 Endres, Miss. Caroline Louise
## 718 Troutt, Miss. Edwina Celia "Winnie"
## 720 Johnson, Mr. Malkolm Joackim
## 721 Harper, Miss. Annie Jessie "Nina"
## 722 Jensen, Mr. Svend Lauritz
## 723 Gillespie, Mr. William Henry
## 724 Hodges, Mr. Henry Price
## 725 Chambers, Mr. Norman Campbell
## 726 Oreskovic, Mr. Luka
## 727 Renouf, Mrs. Peter Henry (Lillian Jefferys)
## 729 Bryhl, Mr. Kurt Arnold Gottfrid
## 730 Ilmakangas, Miss. Pieta Sofia
## 731 Allen, Miss. Elisabeth Walton
## 732 Hassan, Mr. Houssein G N
## 734 Berriman, Mr. William John
## 735 Troupiansky, Mr. Moses Aaron
## 736 Williams, Mr. Leslie
## 737 Ford, Mrs. Edward (Margaret Ann Watson)
## 738 Lesurer, Mr. Gustave J
## 742 Cavendish, Mr. Tyrell William
## 743 Ryerson, Miss. Susan Parker "Suzette"
## 744 McNamee, Mr. Neal
## 745 Stranden, Mr. Juho
## 746 Crosby, Capt. Edward Gifford
## 747 Abbott, Mr. Rossmore Edward
## 748 Sinkkonen, Miss. Anna
## 749 Marvin, Mr. Daniel Warner
## 750 Connaghton, Mr. Michael
## 751 Wells, Miss. Joan
## 752 Moor, Master. Meier
## 753 Vande Velde, Mr. Johannes Joseph
## 754 Jonkoff, Mr. Lalio
## 755 Herman, Mrs. Samuel (Jane Laver)
## 756 Hamalainen, Master. Viljo
## 757 Carlsson, Mr. August Sigfrid
## 758 Bailey, Mr. Percy Andrew
## 759 Theobald, Mr. Thomas Leonard
## 760 Rothes, the Countess. of (Lucy Noel Martha Dyer-Edwards)
## 762 Nirva, Mr. Iisakki Antino Aijo
## 763 Barah, Mr. Hanna Assi
## 764 Carter, Mrs. William Ernest (Lucile Polk)
## 765 Eklund, Mr. Hans Linus
## 766 Hogeboom, Mrs. John C (Anna Andrews)
## 768 Mangan, Miss. Mary
## 770 Gronnestad, Mr. Daniel Danielsen
## 771 Lievens, Mr. Rene Aime
## 772 Jensen, Mr. Niels Peder
## 773 Mack, Mrs. (Mary)
## 775 Hocking, Mrs. Elizabeth (Eliza Needs)
## 776 Myhrman, Mr. Pehr Fabian Oliver Malkolm
## 778 Emanuel, Miss. Virginia Ethel
## 780 Robert, Mrs. Edward Scott (Elisabeth Walton McMillan)
## 781 Ayoub, Miss. Banoura
## 782 Dick, Mrs. Albert Adrian (Vera Gillespie)
## 783 Long, Mr. Milton Clyde
## 785 Ali, Mr. William
## 786 Harmer, Mr. Abraham (David Lishin)
## 787 Sjoblom, Miss. Anna Sofia
## 788 Rice, Master. George Hugh
## 789 Dean, Master. Bertram Vere
## 790 Guggenheim, Mr. Benjamin
## 792 Gaskell, Mr. Alfred
## 795 Dantcheff, Mr. Ristiu
## 796 Otter, Mr. Richard
## 797 Leader, Dr. Alice (Farnham)
## 798 Osman, Mrs. Mara
## 799 Ibrahim Shawah, Mr. Yousseff
## 800 Van Impe, Mrs. Jean Baptiste (Rosalie Paula Govaert)
## 801 Ponesell, Mr. Martin
## 802 Collyer, Mrs. Harvey (Charlotte Annie Tate)
## 803 Carter, Master. William Thornton II
## 804 Thomas, Master. Assad Alexander
## 805 Hedman, Mr. Oskar Arvid
## 806 Johansson, Mr. Karl Johan
## 807 Andrews, Mr. Thomas Jr
## 808 Pettersson, Miss. Ellen Natalia
## 809 Meyer, Mr. August
## 810 Chambers, Mrs. Norman Campbell (Bertha Griggs)
## 811 Alexander, Mr. William
## 812 Lester, Mr. James
## 813 Slemen, Mr. Richard James
## 814 Andersson, Miss. Ebba Iris Alfrida
## 815 Tomlin, Mr. Ernest Portage
## 817 Heininen, Miss. Wendla Maria
## 818 Mallet, Mr. Albert
## 819 Holm, Mr. John Fredrik Alexander
## 820 Skoog, Master. Karl Thorsten
## 821 Hays, Mrs. Charles Melville (Clara Jennings Gregg)
## 822 Lulic, Mr. Nikola
## 823 Reuchlin, Jonkheer. John George
## 824 Moor, Mrs. (Beila)
## 825 Panula, Master. Urho Abraham
## 828 Mallet, Master. Andre
## 830 Stone, Mrs. George Nelson (Martha Evelyn)
## 831 Yasbeck, Mrs. Antoni (Selini Alexander)
## 832 Richards, Master. George Sibley
## 834 Augustsson, Mr. Albert
## 835 Allum, Mr. Owen George
## 836 Compton, Miss. Sara Rebecca
## 837 Pasic, Mr. Jakob
## 839 Chip, Mr. Chang
## 841 Alhomaki, Mr. Ilmari Rudolf
## 842 Mudd, Mr. Thomas Charles
## 843 Serepeca, Miss. Augusta
## 844 Lemberopolous, Mr. Peter L
## 845 Culumovic, Mr. Jeso
## 846 Abbing, Mr. Anthony
## 848 Markoff, Mr. Marin
## 849 Harper, Rev. John
## 851 Andersson, Master. Sigvard Harald Elias
## 852 Svensson, Mr. Johan
## 853 Boulos, Miss. Nourelain
## 854 Lines, Miss. Mary Conover
## 855 Carter, Mrs. Ernest Courtenay (Lilian Hughes)
## 856 Aks, Mrs. Sam (Leah Rosen)
## 857 Wick, Mrs. George Dennick (Mary Hitchcock)
## 858 Daly, Mr. Peter Denis
## 859 Baclini, Mrs. Solomon (Latifa Qurban)
## 861 Hansen, Mr. Claus Peter
## 862 Giles, Mr. Frederick Edward
## 863 Swift, Mrs. Frederick Joel (Margaret Welles Barron)
## 865 Gill, Mr. John William
## 866 Bystrom, Mrs. (Karolina)
## 867 Duran y More, Miss. Asuncion
## 868 Roebling, Mr. Washington Augustus II
## 870 Johnson, Master. Harold Theodor
## 871 Balkic, Mr. Cerin
## 872 Beckwith, Mrs. Richard Leonard (Sallie Monypeny)
## 873 Carlsson, Mr. Frans Olof
## 874 Vander Cruyssen, Mr. Victor
## 875 Abelson, Mrs. Samuel (Hannah Wizosky)
## 876 Najib, Miss. Adele Kiamie "Jane"
## 877 Gustafsson, Mr. Alfred Ossian
## 878 Petroff, Mr. Nedelio
## 880 Potter, Mrs. Thomas Jr (Lily Alexenia Wilson)
## 881 Shelley, Mrs. William (Imanita Parrish Hall)
## 882 Markun, Mr. Johann
## 883 Dahlberg, Miss. Gerda Ulrika
## 884 Banfield, Mr. Frederick James
## 885 Sutehall, Mr. Henry Jr
## 886 Rice, Mrs. William (Margaret Norton)
## 887 Montvila, Rev. Juozas
## 888 Graham, Miss. Margaret Edith
## 890 Behr, Mr. Karl Howell
## 891 Dooley, Mr. Patrick
## Sex Age SibSp Parch Ticket Fare Cabin
## 1 male 22.00 1 0 A/5 21171 7.2500
## 2 female 38.00 1 0 PC 17599 71.2833 C85
## 3 female 26.00 0 0 STON/O2. 3101282 7.9250
## 4 female 35.00 1 0 113803 53.1000 C123
## 5 male 35.00 0 0 373450 8.0500
## 7 male 54.00 0 0 17463 51.8625 E46
## 8 male 2.00 3 1 349909 21.0750
## 9 female 27.00 0 2 347742 11.1333
## 10 female 14.00 1 0 237736 30.0708
## 11 female 4.00 1 1 PP 9549 16.7000 G6
## 12 female 58.00 0 0 113783 26.5500 C103
## 13 male 20.00 0 0 A/5. 2151 8.0500
## 14 male 39.00 1 5 347082 31.2750
## 15 female 14.00 0 0 350406 7.8542
## 16 female 55.00 0 0 248706 16.0000
## 17 male 2.00 4 1 382652 29.1250
## 19 female 31.00 1 0 345763 18.0000
## 21 male 35.00 0 0 239865 26.0000
## 22 male 34.00 0 0 248698 13.0000 D56
## 23 female 15.00 0 0 330923 8.0292
## 24 male 28.00 0 0 113788 35.5000 A6
## 25 female 8.00 3 1 349909 21.0750
## 26 female 38.00 1 5 347077 31.3875
## 28 male 19.00 3 2 19950 263.0000 C23 C25 C27
## 31 male 40.00 0 0 PC 17601 27.7208
## 34 male 66.00 0 0 C.A. 24579 10.5000
## 35 male 28.00 1 0 PC 17604 82.1708
## 36 male 42.00 1 0 113789 52.0000
## 38 male 21.00 0 0 A./5. 2152 8.0500
## 39 female 18.00 2 0 345764 18.0000
## 40 female 14.00 1 0 2651 11.2417
## 41 female 40.00 1 0 7546 9.4750
## 42 female 27.00 1 0 11668 21.0000
## 44 female 3.00 1 2 SC/Paris 2123 41.5792
## 45 female 19.00 0 0 330958 7.8792
## 50 female 18.00 1 0 349237 17.8000
## 51 male 7.00 4 1 3101295 39.6875
## 52 male 21.00 0 0 A/4. 39886 7.8000
## 53 female 49.00 1 0 PC 17572 76.7292 D33
## 54 female 29.00 1 0 2926 26.0000
## 55 male 65.00 0 1 113509 61.9792 B30
## 57 female 21.00 0 0 C.A. 31026 10.5000
## 58 male 28.50 0 0 2697 7.2292
## 59 female 5.00 1 2 C.A. 34651 27.7500
## 60 male 11.00 5 2 CA 2144 46.9000
## 61 male 22.00 0 0 2669 7.2292
## 62 female 38.00 0 0 113572 80.0000 B28
## 63 male 45.00 1 0 36973 83.4750 C83
## 64 male 4.00 3 2 347088 27.9000
## 67 female 29.00 0 0 C.A. 29395 10.5000 F33
## 68 male 19.00 0 0 S.P. 3464 8.1583
## 69 female 17.00 4 2 3101281 7.9250
## 70 male 26.00 2 0 315151 8.6625
## 71 male 32.00 0 0 C.A. 33111 10.5000
## 72 female 16.00 5 2 CA 2144 46.9000
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## 891 Q?datasets
df <- Titanic
class(df)## [1] "data.frame"df <- as_data_frame(df) ## Warning: `as_data_frame()` was deprecated in tibble 2.0.0.
## ℹ Please use `as_tibble()` (with slightly different semantics) to convert to a
## tibble, or `as.data.frame()` to convert to a data frame.
## This warning is displayed once every 8 hours.
## Call `lifecycle::last_lifecycle_warnings()` to see where this warning was
## generated.class(df)## [1] "tbl_df" "tbl" "data.frame"vis_miss(df)
1.7% of data is missing from the “Age” variable.
df_drop <- na.omit(df)
df_clean <- df_dropSummary Stats
?stargazer
stargazer(df_clean,
type = "text",
title = "Summary Stats On Titanic Data",
covariate.labels = c("Passenger ID", "Survived", "Passenger Class", "Age", "# of Siblings", "# of Parents/Children", "Fare"),
Notes = "N = 891. Age has 177 missing variables."
)##
## Summary Stats On Titanic Data
## =================================
## Statistic N Mean St. Dev. Min Max
## =================================
##
## Summary Stats On Titanic Data
## =======================================
## N = 891. Age has 177 missing variables.
## ---------------------------------------# I'm unsure why the table is not printing, I've had this issue on other assignments and haven't been able to fix it yetThe average age of passengers is about 30
The maximum amount of siblings someone could have is 5
The greatest fare a passenger could pay was $512.33
Boxplot
?boxplot
boxplot(df$Age ,
horizontal = TRUE,
ylim = c(0, 100),
xaxt = "n" ,
col = rgb(0.2, 0.3, 0.5) ,
frame = F)