30/11, 2020

Formula (g)lm con interacciones

Supongamos que tenemos dos variables \(X_1\) categorica e \(X_2\) es continua

  • \(C_0\) Intercepto
  • \(C_1\) modificador de intercepto para nivel 1
  • \(\beta_1\) pendiente de argumento 1

\[y = \beta_1X_1 + \beta_2X_2 + \beta_3X_1X_2 + C_0 + C_1\]

Algunas especificaciones de un modelo lineal

Cambio intercepto pero no pendiente

fit1 <- lm(weight ~ Time + Diet, data = ChickWeight)

Parametros

term estimate std.error statistic p.value
(Intercept) 10.924391 3.3606567 3.250672 0.0012189
Time 8.750492 0.2218052 39.451248 0.0000000
Diet2 16.166074 4.0858416 3.956608 0.0000856
Diet3 36.499407 4.0858416 8.933143 0.0000000
Diet4 30.233456 4.1074850 7.360576 0.0000000

Calculemos

\[ \begin{aligned} \operatorname{weight} &= 10.92 + 8.75(\operatorname{Time}) + 16.17(\operatorname{Diet}_{\operatorname{2}}) + 36.5(\operatorname{Diet}_{\operatorname{3}})\ + \\ &\quad 30.23(\operatorname{Diet}_{\operatorname{4}}) + \epsilon \end{aligned} \]
Time 0 0 4 4
Diet 1 4 1 4 
(8.75 * 0) + 10.92 + (0 * 16.17) + (0 * 36.5) + (0 * 30.23)
## [1] 10.92
(8.75 * 0) + 10.92 + (0 * 16.17) + (0 * 36.5) + (1 * 30.23)
## [1] 41.15
(8.75 * 4) + 10.92 + (0 * 16.17) + (0 * 36.5) + (0 * 30.23)
## [1] 45.92
(8.75 * 4) + 10.92 + (0 * 16.17) + (0 * 36.5) + (1 * 30.23)
## [1] 76.15

Cambio Pendiente pero no intercepto

fit2 <- lm(weight ~ Time + Time:Diet, data = ChickWeight)

Parametros

term estimate std.error statistic p.value
(Intercept) 27.858834 2.6596172 10.474753 0e+00
Time 7.049161 0.2573403 27.392373 0e+00
Time:Diet2 1.611209 0.3043700 5.293588 2e-07
Time:Diet3 3.738317 0.3043700 12.282147 0e+00
Time:Diet4 2.861438 0.3085932 9.272523 0e+00

Calculemos

\[ \begin{aligned} \operatorname{weight} &= 27.86 + 7.05(\operatorname{Time}) + 1.61(\operatorname{Time} \times \operatorname{Time}_{\operatorname{Diet2}}) + 3.74(\operatorname{Time} \times \operatorname{Time}_{\operatorname{Diet3}})\ + \\ &\quad 2.86(\operatorname{Time} \times \operatorname{Time}_{\operatorname{Diet4}}) + \epsilon \end{aligned} \]

  • Nuevos datos
Time Diet
3 1
4 4 
(7.05 * 3) + (3 * 0 * 1.61) + (3 * 0 * 3.74) + (3 * 0 * 2.86) + 27.86
## [1] 49.01
(7.05 * 4) + (4 * 0 * 1.61) + (4 * 0 * 3.74) + (4 * 1 * 2.86) + 27.86
## [1] 67.5

Dudas?

Cambio Pendiente e intercepto

fit3 <- lm(weight ~ Time * Diet, data = ChickWeight)

Parametros

term estimate std.error statistic p.value
(Intercept) 30.9309803 4.2468279 7.2833138 0.0000000
Time 6.8417972 0.3407938 20.0760630 0.0000000
Diet2 -2.2973848 7.2672309 -0.3161293 0.7520201
Diet3 -12.6806551 7.2672309 -1.7449088 0.0815397
Diet4 -0.1388608 7.2864589 -0.0190574 0.9848020
Time:Diet2 1.7673391 0.5716680 3.0915481 0.0020885
Time:Diet3 4.5810738 0.5716680 8.0135216 0.0000000
Time:Diet4 2.8725684 0.5781161 4.9688434 0.0000009

Calculemos

\[ \begin{aligned} \operatorname{weight} &= 30.93 + 6.84(\operatorname{Time}) - 2.3(\operatorname{Diet}_{\operatorname{2}}) - 12.68(\operatorname{Diet}_{\operatorname{3}})\ - \\ &\quad 0.14(\operatorname{Diet}_{\operatorname{4}}) + 1.77(\operatorname{Time} \times \operatorname{Diet}_{\operatorname{2}}) + 4.58(\operatorname{Time} \times \operatorname{Diet}_{\operatorname{3}}) + 2.87(\operatorname{Time} \times \operatorname{Diet}_{\operatorname{4}})\ + \\ &\quad \epsilon \end{aligned} \]

Time Diet
3 1
4 4 
(6.84 * 3) + (3 * 0 * 1.77) + (3 * 0 * 4.58) + (3 * 0 * 2.87) + 30.93 + (-2.3 * 0) + 
    (-12.7 * 0) + (-0.14 * 0)
## [1] 51.45
(6.84 * 4) + (4 * 0 * 1.77) + (4 * 0 * 4.58) + (4 * 1 * 2.87) + 30.93 + (-2.3 * 0) + 
    (-12.7 * 0) + (-0.14 * 1)
## [1] 69.63

Cual es el mejor modelo?

Select <- MuMIn::model.sel(list(fit1, fit2, fit3))
(Intercept) Diet Time Diet:Time df logLik AICc delta weight
2 27.85883 NA 7.049161
6 -2857.238 5726.622 0.00000 7.934151e-01
3 30.93098
6.841797
9 -2855.498 5729.313 2.69127 2.065849e-01
1 10.92439
8.750492 NA 6 -2888.804 5789.755 63.13235 1.550545e-14

Modelo lineal simple

  • Son los residuales normales?
Test <- augment(fit2)
hist(Test$.resid)

Es la varianza constante?

ggplot(Test, aes(x = .fitted, y = .resid)) + geom_point() + theme_classic() + geom_hline(yintercept = 0, 
    lty = 2, color = "red")

GLMs

Distribuciones

  • Para entender GLM hay que entender distribuciones

Estructura de error

  • family =
  • gaussian (variable dependiente continua)
  • binomial (variable dependiente 0 o 1)
  • poisson (variable dependiente cuentas 1, 2 ,3 ,4 ,5)
  • gamma (variable dependiente continua solo positiva)

Modelo lineal generalizado

  • Familia?
    • Gamma
    • respuesta (link = inverso)

\[\frac{1}{y} = \beta_1X_1 + C_0\]

Como se ve el link?

Modelo Gamma

fit2g <- glm(weight ~ Time + Time:Diet, Gamma, data = ChickWeight)

Parámetros

term estimate std.error statistic p.value
(Intercept) 0.01711 0.00028 61.08796 0.00000
Time -0.00058 0.00002 -31.21468 0.00000
Time:Diet2 -0.00005 0.00001 -3.73103 0.00021
Time:Diet3 -0.00010 0.00001 -7.78343 0.00000
Time:Diet4 -0.00009 0.00001 -6.35941 0.00000

Calculemos

\[ \begin{aligned} \frac { 1 }{ P( \operatorname{weight} ) } &= 0.01711 - 0.00058(\operatorname{Time}) - 5e-05(\operatorname{Time} \times \operatorname{Time}_{\operatorname{Diet2}})\ - \\ &\quad 1e-04(\operatorname{Time} \times \operatorname{Time}_{\operatorname{Diet3}}) - 9e-05(\operatorname{Time} \times \operatorname{Time}_{\operatorname{Diet4}}) + \epsilon \end{aligned} \]

Time Diet
3 1
4 4 
1/((-0.00058 * 3) + 0.01711)
## [1] 65.06181
1/((-0.00058 * 4) + (-9e-05 * 4) + 0.01711)
## [1] 69.30007

Otra distribución

Modelo lineal generalizado

  • Familia?
    • poisson
    • respuesta (link = log)

\[\log{y} = \beta_1X_1 + C_0\]

Link

Modelo Poisson

fit2p <- glm(weight ~ Time + Time:Diet, poisson, data = ChickWeight)

Parametros

term estimate std.error statistic p.value
(Intercept) 3.859 0.009 414.658 0
Time 0.066 0.001 90.824 0
Time:Diet2 0.010 0.001 14.080 0
Time:Diet3 0.021 0.001 31.375 0
Time:Diet4 0.017 0.001 24.486 0

Calculemos

\[ \begin{aligned} \log\left[ \frac { P( \operatorname{weight} ) }{ 1 - P( \operatorname{weight} ) } \right] &= 3.86 + 0.07(\operatorname{Time}) + 0.01(\operatorname{Time} \times \operatorname{Time}_{\operatorname{Diet2}}) + 0.02(\operatorname{Time} \times \operatorname{Time}_{\operatorname{Diet3}})\ + \\ &\quad 0.02(\operatorname{Time} \times \operatorname{Time}_{\operatorname{Diet4}}) + \epsilon \end{aligned}\begin{aligned} \log ( { \operatorname{weight} )} &= 3.86 + 0.07(\operatorname{Time}) + 0.01(\operatorname{Time} \times \operatorname{Time}_{\operatorname{Diet2}}) + 0.02(\operatorname{Time} \times \operatorname{Time}_{\operatorname{Diet3}})\ + \\ &\quad 0.02(\operatorname{Time} \times \operatorname{Time}_{\operatorname{Diet4}}) + \epsilon \end{aligned} \]

Time Diet
3 1
4 4 
exp((0.066 * 3) + 3.859)
## [1] 57.80065
exp((0.066 * 4) + (0.017 * 4) + 3.859)
## [1] 66.08885

Modelo binomial

Modelo lineal generalizado

train <- train <- read_csv("https://raw.githubusercontent.com/derek-corcoran-barrios/derek-corcoran-barrios.github.io/master/CursoMultiPres/Capitulo_3/train.csv") %>% 
    filter(Embarked == "S")
PassengerId Survived Pclass Name Sex Age SibSp Parch Ticket Fare Cabin Embarked
1 0 3 Braund, Mr. Owen Harris male 22.00 1 0 A/5 21171 7.250 NA S
3 1 3 Heikkinen, Miss. Laina female 26.00 0 0 STON/O2. 3101282 7.925 NA S
4 1 1 Futrelle, Mrs. Jacques Heath (Lily May Peel) female 35.00 1 0 113803 53.100 C123 S
5 0 3 Allen, Mr. William Henry male 35.00 0 0 373450 8.050 NA S
7 0 1 McCarthy, Mr. Timothy J male 54.00 0 0 17463 51.862 E46 S
8 0 3 Palsson, Master. Gosta Leonard male 2.00 3 1 349909 21.075 NA S
9 1 3 Johnson, Mrs. Oscar W (Elisabeth Vilhelmina Berg) female 27.00 0 2 347742 11.133 NA S
11 1 3 Sandstrom, Miss. Marguerite Rut female 4.00 1 1 PP 9549 16.700 G6 S
12 1 1 Bonnell, Miss. Elizabeth female 58.00 0 0 113783 26.550 C103 S
13 0 3 Saundercock, Mr. William Henry male 20.00 0 0 A/5. 2151 8.050 NA S
14 0 3 Andersson, Mr. Anders Johan male 39.00 1 5 347082 31.275 NA S
15 0 3 Vestrom, Miss. Hulda Amanda Adolfina female 14.00 0 0 350406 7.854 NA S
16 1 2 Hewlett, Mrs. (Mary D Kingcome) female 55.00 0 0 248706 16.000 NA S
18 1 2 Williams, Mr. Charles Eugene male NA 0 0 244373 13.000 NA S
19 0 3 Vander Planke, Mrs. Julius (Emelia Maria Vandemoortele) female 31.00 1 0 345763 18.000 NA S
21 0 2 Fynney, Mr. Joseph J male 35.00 0 0 239865 26.000 NA S
22 1 2 Beesley, Mr. Lawrence male 34.00 0 0 248698 13.000 D56 S
24 1 1 Sloper, Mr. William Thompson male 28.00 0 0 113788 35.500 A6 S
25 0 3 Palsson, Miss. Torborg Danira female 8.00 3 1 349909 21.075 NA S
26 1 3 Asplund, Mrs. Carl Oscar (Selma Augusta Emilia Johansson) female 38.00 1 5 347077 31.387 NA S
28 0 1 Fortune, Mr. Charles Alexander male 19.00 3 2 19950 263.000 C23 C25 C27 S
30 0 3 Todoroff, Mr. Lalio male NA 0 0 349216 7.896 NA S
34 0 2 Wheadon, Mr. Edward H male 66.00 0 0 C.A. 24579 10.500 NA S
36 0 1 Holverson, Mr. Alexander Oskar male 42.00 1 0 113789 52.000 NA S
38 0 3 Cann, Mr. Ernest Charles male 21.00 0 0 A./5. 2152 8.050 NA S
39 0 3 Vander Planke, Miss. Augusta Maria female 18.00 2 0 345764 18.000 NA S
41 0 3 Ahlin, Mrs. Johan (Johanna Persdotter Larsson) female 40.00 1 0 7546 9.475 NA S
42 0 2 Turpin, Mrs. William John Robert (Dorothy Ann Wonnacott) female 27.00 1 0 11668 21.000 NA S
46 0 3 Rogers, Mr. William John male NA 0 0 S.C./A.4. 23567 8.050 NA S
50 0 3 Arnold-Franchi, Mrs. Josef (Josefine Franchi) female 18.00 1 0 349237 17.800 NA S
51 0 3 Panula, Master. Juha Niilo male 7.00 4 1 3101295 39.688 NA S
52 0 3 Nosworthy, Mr. Richard Cater male 21.00 0 0 A/4. 39886 7.800 NA S
54 1 2 Faunthorpe, Mrs. Lizzie (Elizabeth Anne Wilkinson) female 29.00 1 0 2926 26.000 NA S
56 1 1 Woolner, Mr. Hugh male NA 0 0 19947 35.500 C52 S
57 1 2 Rugg, Miss. Emily female 21.00 0 0 C.A. 31026 10.500 NA S
59 1 2 West, Miss. Constance Mirium female 5.00 1 2 C.A. 34651 27.750 NA S
60 0 3 Goodwin, Master. William Frederick male 11.00 5 2 CA 2144 46.900 NA S
63 0 1 Harris, Mr. Henry Birkhardt male 45.00 1 0 36973 83.475 C83 S
64 0 3 Skoog, Master. Harald male 4.00 3 2 347088 27.900 NA S
67 1 2 Nye, Mrs. (Elizabeth Ramell) female 29.00 0 0 C.A. 29395 10.500 F33 S
68 0 3 Crease, Mr. Ernest James male 19.00 0 0 S.P. 3464 8.158 NA S
69 1 3 Andersson, Miss. Erna Alexandra female 17.00 4 2 3101281 7.925 NA S
70 0 3 Kink, Mr. Vincenz male 26.00 2 0 315151 8.662 NA S
71 0 2 Jenkin, Mr. Stephen Curnow male 32.00 0 0 C.A. 33111 10.500 NA S
72 0 3 Goodwin, Miss. Lillian Amy female 16.00 5 2 CA 2144 46.900 NA S
73 0 2 Hood, Mr. Ambrose Jr male 21.00 0 0 S.O.C. 14879 73.500 NA S
75 1 3 Bing, Mr. Lee male 32.00 0 0 1601 56.496 NA S
76 0 3 Moen, Mr. Sigurd Hansen male 25.00 0 0 348123 7.650 F G73 S
77 0 3 Staneff, Mr. Ivan male NA 0 0 349208 7.896 NA S
78 0 3 Moutal, Mr. Rahamin Haim male NA 0 0 374746 8.050 NA S
79 1 2 Caldwell, Master. Alden Gates male 0.83 0 2 248738 29.000 NA S
80 1 3 Dowdell, Miss. Elizabeth female 30.00 0 0 364516 12.475 NA S
81 0 3 Waelens, Mr. Achille male 22.00 0 0 345767 9.000 NA S
82 1 3 Sheerlinck, Mr. Jan Baptist male 29.00 0 0 345779 9.500 NA S
84 0 1 Carrau, Mr. Francisco M male 28.00 0 0 113059 47.100 NA S
85 1 2 Ilett, Miss. Bertha female 17.00 0 0 SO/C 14885 10.500 NA S
86 1 3 Backstrom, Mrs. Karl Alfred (Maria Mathilda Gustafsson) female 33.00 3 0 3101278 15.850 NA S
87 0 3 Ford, Mr. William Neal male 16.00 1 3 W./C. 6608 34.375 NA S
88 0 3 Slocovski, Mr. Selman Francis male NA 0 0 SOTON/OQ 392086 8.050 NA S
89 1 1 Fortune, Miss. Mabel Helen female 23.00 3 2 19950 263.000 C23 C25 C27 S
90 0 3 Celotti, Mr. Francesco male 24.00 0 0 343275 8.050 NA S
91 0 3 Christmann, Mr. Emil male 29.00 0 0 343276 8.050 NA S
92 0 3 Andreasson, Mr. Paul Edvin male 20.00 0 0 347466 7.854 NA S
93 0 1 Chaffee, Mr. Herbert Fuller male 46.00 1 0 W.E.P. 5734 61.175 E31 S
94 0 3 Dean, Mr. Bertram Frank male 26.00 1 2 C.A. 2315 20.575 NA S
95 0 3 Coxon, Mr. Daniel male 59.00 0 0 364500 7.250 NA S
96 0 3 Shorney, Mr. Charles Joseph male NA 0 0 374910 8.050 NA S
99 1 2 Doling, Mrs. John T (Ada Julia Bone) female 34.00 0 1 231919 23.000 NA S
100 0 2 Kantor, Mr. Sinai male 34.00 1 0 244367 26.000 NA S
101 0 3 Petranec, Miss. Matilda female 28.00 0 0 349245 7.896 NA S
102 0 3 Petroff, Mr. Pastcho (“Pentcho”) male NA 0 0 349215 7.896 NA S
103 0 1 White, Mr. Richard Frasar male 21.00 0 1 35281 77.287 D26 S
104 0 3 Johansson, Mr. Gustaf Joel male 33.00 0 0 7540 8.654 NA S
105 0 3 Gustafsson, Mr. Anders Vilhelm male 37.00 2 0 3101276 7.925 NA S
106 0 3 Mionoff, Mr. Stoytcho male 28.00 0 0 349207 7.896 NA S
107 1 3 Salkjelsvik, Miss. Anna Kristine female 21.00 0 0 343120 7.650 NA S
108 1 3 Moss, Mr. Albert Johan male NA 0 0 312991 7.775 NA S
109 0 3 Rekic, Mr. Tido male 38.00 0 0 349249 7.896 NA S
111 0 1 Porter, Mr. Walter Chamberlain male 47.00 0 0 110465 52.000 C110 S
113 0 3 Barton, Mr. David John male 22.00 0 0 324669 8.050 NA S
114 0 3 Jussila, Miss. Katriina female 20.00 1 0 4136 9.825 NA S
116 0 3 Pekoniemi, Mr. Edvard male 21.00 0 0 STON/O 2. 3101294 7.925 NA S
118 0 2 Turpin, Mr. William John Robert male 29.00 1 0 11668 21.000 NA S
120 0 3 Andersson, Miss. Ellis Anna Maria female 2.00 4 2 347082 31.275 NA S
121 0 2 Hickman, Mr. Stanley George male 21.00 2 0 S.O.C. 14879 73.500 NA S
122 0 3 Moore, Mr. Leonard Charles male NA 0 0 A4. 54510 8.050 NA S
124 1 2 Webber, Miss. Susan female 32.50 0 0 27267 13.000 E101 S
125 0 1 White, Mr. Percival Wayland male 54.00 0 1 35281 77.287 D26 S
128 1 3 Madsen, Mr. Fridtjof Arne male 24.00 0 0 C 17369 7.142 NA S
130 0 3 Ekstrom, Mr. Johan male 45.00 0 0 347061 6.975 NA S
132 0 3 Coelho, Mr. Domingos Fernandeo male 20.00 0 0 SOTON/O.Q. 3101307 7.050 NA S
133 0 3 Robins, Mrs. Alexander A (Grace Charity Laury) female 47.00 1 0 A/5. 3337 14.500 NA S
134 1 2 Weisz, Mrs. Leopold (Mathilde Francoise Pede) female 29.00 1 0 228414 26.000 NA S
135 0 2 Sobey, Mr. Samuel James Hayden male 25.00 0 0 C.A. 29178 13.000 NA S
137 1 1 Newsom, Miss. Helen Monypeny female 19.00 0 2 11752 26.283 D47 S
138 0 1 Futrelle, Mr. Jacques Heath male 37.00 1 0 113803 53.100 C123 S
139 0 3 Osen, Mr. Olaf Elon male 16.00 0 0 7534 9.217 NA S
142 1 3 Nysten, Miss. Anna Sofia female 22.00 0 0 347081 7.750 NA S
143 1 3 Hakkarainen, Mrs. Pekka Pietari (Elin Matilda Dolck) female 24.00 1 0 STON/O2. 3101279 15.850 NA S
145 0 2 Andrew, Mr. Edgardo Samuel male 18.00 0 0 231945 11.500 NA S
146 0 2 Nicholls, Mr. Joseph Charles male 19.00 1 1 C.A. 33112 36.750 NA S
147 1 3 Andersson, Mr. August Edvard (“Wennerstrom”) male 27.00 0 0 350043 7.796 NA S
148 0 3 Ford, Miss. Robina Maggie “Ruby” female 9.00 2 2 W./C. 6608 34.375 NA S
149 0 2 Navratil, Mr. Michel (“Louis M Hoffman”) male 36.50 0 2 230080 26.000 F2 S
150 0 2 Byles, Rev. Thomas Roussel Davids male 42.00 0 0 244310 13.000 NA S
151 0 2 Bateman, Rev. Robert James male 51.00 0 0 S.O.P. 1166 12.525 NA S
152 1 1 Pears, Mrs. Thomas (Edith Wearne) female 22.00 1 0 113776 66.600 C2 S
153 0 3 Meo, Mr. Alfonzo male 55.50 0 0 A.5. 11206 8.050 NA S
154 0 3 van Billiard, Mr. Austin Blyler male 40.50 0 2 A/5. 851 14.500 NA S
155 0 3 Olsen, Mr. Ole Martin male NA 0 0 Fa 265302 7.312 NA S
158 0 3 Corn, Mr. Harry male 30.00 0 0 SOTON/OQ 392090 8.050 NA S
159 0 3 Smiljanic, Mr. Mile male NA 0 0 315037 8.662 NA S
160 0 3 Sage, Master. Thomas Henry male NA 8 2 CA. 2343 69.550 NA S
161 0 3 Cribb, Mr. John Hatfield male 44.00 0 1 371362 16.100 NA S
162 1 2 Watt, Mrs. James (Elizabeth “Bessie” Inglis Milne) female 40.00 0 0 C.A. 33595 15.750 NA S
163 0 3 Bengtsson, Mr. John Viktor male 26.00 0 0 347068 7.775 NA S
164 0 3 Calic, Mr. Jovo male 17.00 0 0 315093 8.662 NA S
165 0 3 Panula, Master. Eino Viljami male 1.00 4 1 3101295 39.688 NA S
166 1 3 Goldsmith, Master. Frank John William “Frankie” male 9.00 0 2 363291 20.525 NA S
167 1 1 Chibnall, Mrs. (Edith Martha Bowerman) female NA 0 1 113505 55.000 E33 S
168 0 3 Skoog, Mrs. William (Anna Bernhardina Karlsson) female 45.00 1 4 347088 27.900 NA S
169 0 1 Baumann, Mr. John D male NA 0 0 PC 17318 25.925 NA S
170 0 3 Ling, Mr. Lee male 28.00 0 0 1601 56.496 NA S
171 0 1 Van der hoef, Mr. Wyckoff male 61.00 0 0 111240 33.500 B19 S
173 1 3 Johnson, Miss. Eleanor Ileen female 1.00 1 1 347742 11.133 NA S
174 0 3 Sivola, Mr. Antti Wilhelm male 21.00 0 0 STON/O 2. 3101280 7.925 NA S
176 0 3 Klasen, Mr. Klas Albin male 18.00 1 1 350404 7.854 NA S
177 0 3 Lefebre, Master. Henry Forbes male NA 3 1 4133 25.467 NA S
179 0 2 Hale, Mr. Reginald male 30.00 0 0 250653 13.000 NA S
180 0 3 Leonard, Mr. Lionel male 36.00 0 0 LINE 0.000 NA S
181 0 3 Sage, Miss. Constance Gladys female NA 8 2 CA. 2343 69.550 NA S
183 0 3 Asplund, Master. Clarence Gustaf Hugo male 9.00 4 2 347077 31.387 NA S
184 1 2 Becker, Master. Richard F male 1.00 2 1 230136 39.000 F4 S
185 1 3 Kink-Heilmann, Miss. Luise Gretchen female 4.00 0 2 315153 22.025 NA S
186 0 1 Rood, Mr. Hugh Roscoe male NA 0 0 113767 50.000 A32 S
188 1 1 Romaine, Mr. Charles Hallace (“Mr C Rolmane”) male 45.00 0 0 111428 26.550 NA S
190 0 3 Turcin, Mr. Stjepan male 36.00 0 0 349247 7.896 NA S
191 1 2 Pinsky, Mrs. (Rosa) female 32.00 0 0 234604 13.000 NA S
192 0 2 Carbines, Mr. William male 19.00 0 0 28424 13.000 NA S
193 1 3 Andersen-Jensen, Miss. Carla Christine Nielsine female 19.00 1 0 350046 7.854 NA S
194 1 2 Navratil, Master. Michel M male 3.00 1 1 230080 26.000 F2 S
198 0 3 Olsen, Mr. Karl Siegwart Andreas male 42.00 0 1 4579 8.404 NA S
200 0 2 Yrois, Miss. Henriette (“Mrs Harbeck”) female 24.00 0 0 248747 13.000 NA S
201 0 3 Vande Walle, Mr. Nestor Cyriel male 28.00 0 0 345770 9.500 NA S
202 0 3 Sage, Mr. Frederick male NA 8 2 CA. 2343 69.550 NA S
203 0 3 Johanson, Mr. Jakob Alfred male 34.00 0 0 3101264 6.496 NA S
205 1 3 Cohen, Mr. Gurshon “Gus” male 18.00 0 0 A/5 3540 8.050 NA S
206 0 3 Strom, Miss. Telma Matilda female 2.00 0 1 347054 10.463 G6 S
207 0 3 Backstrom, Mr. Karl Alfred male 32.00 1 0 3101278 15.850 NA S
211 0 3 Ali, Mr. Ahmed male 24.00 0 0 SOTON/O.Q. 3101311 7.050 NA S
212 1 2 Cameron, Miss. Clear Annie female 35.00 0 0 F.C.C. 13528 21.000 NA S
213 0 3 Perkin, Mr. John Henry male 22.00 0 0 A/5 21174 7.250 NA S
214 0 2 Givard, Mr. Hans Kristensen male 30.00 0 0 250646 13.000 NA S
217 1 3 Honkanen, Miss. Eliina female 27.00 0 0 STON/O2. 3101283 7.925 NA S
218 0 2 Jacobsohn, Mr. Sidney Samuel male 42.00 1 0 243847 27.000 NA S
220 0 2 Harris, Mr. Walter male 30.00 0 0 W/C 14208 10.500 NA S
221 1 3 Sunderland, Mr. Victor Francis male 16.00 0 0 SOTON/OQ 392089 8.050 NA S
222 0 2 Bracken, Mr. James H male 27.00 0 0 220367 13.000 NA S
223 0 3 Green, Mr. George Henry male 51.00 0 0 21440 8.050 NA S
224 0 3 Nenkoff, Mr. Christo male NA 0 0 349234 7.896 NA S
225 1 1 Hoyt, Mr. Frederick Maxfield male 38.00 1 0 19943 90.000 C93 S
226 0 3 Berglund, Mr. Karl Ivar Sven male 22.00 0 0 PP 4348 9.350 NA S
227 1 2 Mellors, Mr. William John male 19.00 0 0 SW/PP 751 10.500 NA S
228 0 3 Lovell, Mr. John Hall (“Henry”) male 20.50 0 0 A/5 21173 7.250 NA S
229 0 2 Fahlstrom, Mr. Arne Jonas male 18.00 0 0 236171 13.000 NA S
230 0 3 Lefebre, Miss. Mathilde female NA 3 1 4133 25.467 NA S
231 1 1 Harris, Mrs. Henry Birkhardt (Irene Wallach) female 35.00 1 0 36973 83.475 C83 S
232 0 3 Larsson, Mr. Bengt Edvin male 29.00 0 0 347067 7.775 NA S
233 0 2 Sjostedt, Mr. Ernst Adolf male 59.00 0 0 237442 13.500 NA S
234 1 3 Asplund, Miss. Lillian Gertrud female 5.00 4 2 347077 31.387 NA S
235 0 2 Leyson, Mr. Robert William Norman male 24.00 0 0 C.A. 29566 10.500 NA S
236 0 3 Harknett, Miss. Alice Phoebe female NA 0 0 W./C. 6609 7.550 NA S
237 0 2 Hold, Mr. Stephen male 44.00 1 0 26707 26.000 NA S
238 1 2 Collyer, Miss. Marjorie “Lottie” female 8.00 0 2 C.A. 31921 26.250 NA S
239 0 2 Pengelly, Mr. Frederick William male 19.00 0 0 28665 10.500 NA S
240 0 2 Hunt, Mr. George Henry male 33.00 0 0 SCO/W 1585 12.275 NA S
243 0 2 Coleridge, Mr. Reginald Charles male 29.00 0 0 W./C. 14263 10.500 NA S
244 0 3 Maenpaa, Mr. Matti Alexanteri male 22.00 0 0 STON/O 2. 3101275 7.125 NA S
247 0 3 Lindahl, Miss. Agda Thorilda Viktoria female 25.00 0 0 347071 7.775 NA S
248 1 2 Hamalainen, Mrs. William (Anna) female 24.00 0 2 250649 14.500 NA S
249 1 1 Beckwith, Mr. Richard Leonard male 37.00 1 1 11751 52.554 D35 S
250 0 2 Carter, Rev. Ernest Courtenay male 54.00 1 0 244252 26.000 NA S
251 0 3 Reed, Mr. James George male NA 0 0 362316 7.250 NA S
252 0 3 Strom, Mrs. Wilhelm (Elna Matilda Persson) female 29.00 1 1 347054 10.463 G6 S
253 0 1 Stead, Mr. William Thomas male 62.00 0 0 113514 26.550 C87 S
254 0 3 Lobb, Mr. William Arthur male 30.00 1 0 A/5. 3336 16.100 NA S
255 0 3 Rosblom, Mrs. Viktor (Helena Wilhelmina) female 41.00 0 2 370129 20.212 NA S
258 1 1 Cherry, Miss. Gladys female 30.00 0 0 110152 86.500 B77 S
260 1 2 Parrish, Mrs. (Lutie Davis) female 50.00 0 1 230433 26.000 NA S
262 1 3 Asplund, Master. Edvin Rojj Felix male 3.00 4 2 347077 31.387 NA S
263 0 1 Taussig, Mr. Emil male 52.00 1 1 110413 79.650 E67 S
264 0 1 Harrison, Mr. William male 40.00 0 0 112059 0.000 B94 S
266 0 2 Reeves, Mr. David male 36.00 0 0 C.A. 17248 10.500 NA S
267 0 3 Panula, Mr. Ernesti Arvid male 16.00 4 1 3101295 39.688 NA S
268 1 3 Persson, Mr. Ernst Ulrik male 25.00 1 0 347083 7.775 NA S
269 1 1 Graham, Mrs. William Thompson (Edith Junkins) female 58.00 0 1 PC 17582 153.463 C125 S
270 1 1 Bissette, Miss. Amelia female 35.00 0 0 PC 17760 135.633 C99 S
271 0 1 Cairns, Mr. Alexander male NA 0 0 113798 31.000 NA S
272 1 3 Tornquist, Mr. William Henry male 25.00 0 0 LINE 0.000 NA S
273 1 2 Mellinger, Mrs. (Elizabeth Anne Maidment) female 41.00 0 1 250644 19.500 NA S
276 1 1 Andrews, Miss. Kornelia Theodosia female 63.00 1 0 13502 77.958 D7 S
277 0 3 Lindblom, Miss. Augusta Charlotta female 45.00 0 0 347073 7.750 NA S
278 0 2 Parkes, Mr. Francis “Frank” male NA 0 0 239853 0.000 NA S
280 1 3 Abbott, Mrs. Stanton (Rosa Hunt) female 35.00 1 1 C.A. 2673 20.250 NA S
282 0 3 Olsson, Mr. Nils Johan Goransson male 28.00 0 0 347464 7.854 NA S
283 0 3 de Pelsmaeker, Mr. Alfons male 16.00 0 0 345778 9.500 NA S
284 1 3 Dorking, Mr. Edward Arthur male 19.00 0 0 A/5. 10482 8.050 NA S
285 0 1 Smith, Mr. Richard William male NA 0 0 113056 26.000 A19 S
287 1 3 de Mulder, Mr. Theodore male 30.00 0 0 345774 9.500 NA S
288 0 3 Naidenoff, Mr. Penko male 22.00 0 0 349206 7.896 NA S
289 1 2 Hosono, Mr. Masabumi male 42.00 0 0 237798 13.000 NA S
291 1 1 Barber, Miss. Ellen “Nellie” female 26.00 0 0 19877 78.850 NA S
294 0 3 Haas, Miss. Aloisia female 24.00 0 0 349236 8.850 NA S
295 0 3 Mineff, Mr. Ivan male 24.00 0 0 349233 7.896 NA S
298 0 1 Allison, Miss. Helen Loraine female 2.00 1 2 113781 151.550 C22 C26 S
299 1 1 Saalfeld, Mr. Adolphe male NA 0 0 19988 30.500 C106 S
303 0 3 Johnson, Mr. William Cahoone Jr male 19.00 0 0 LINE 0.000 NA S
305 0 3 Williams, Mr. Howard Hugh “Harry” male NA 0 0 A/5 2466 8.050 NA S
306 1 1 Allison, Master. Hudson Trevor male 0.92 1 2 113781 151.550 C22 C26 S
313 0 2 Lahtinen, Mrs. William (Anna Sylfven) female 26.00 1 1 250651 26.000 NA S
314 0 3 Hendekovic, Mr. Ignjac male 28.00 0 0 349243 7.896 NA S
315 0 2 Hart, Mr. Benjamin male 43.00 1 1 F.C.C. 13529 26.250 NA S
316 1 3 Nilsson, Miss. Helmina Josefina female 26.00 0 0 347470 7.854 NA S
317 1 2 Kantor, Mrs. Sinai (Miriam Sternin) female 24.00 1 0 244367 26.000 NA S
318 0 2 Moraweck, Dr. Ernest male 54.00 0 0 29011 14.000 NA S
319 1 1 Wick, Miss. Mary Natalie female 31.00 0 2 36928 164.867 C7 S
321 0 3 Dennis, Mr. Samuel male 22.00 0 0 A/5 21172 7.250 NA S
322 0 3 Danoff, Mr. Yoto male 27.00 0 0 349219 7.896 NA S
324 1 2 Caldwell, Mrs. Albert Francis (Sylvia Mae Harbaugh) female 22.00 1 1 248738 29.000 NA S
325 0 3 Sage, Mr. George John Jr male NA 8 2 CA. 2343 69.550 NA S
327 0 3 Nysveen, Mr. Johan Hansen male 61.00 0 0 345364 6.237 NA S
328 1 2 Ball, Mrs. (Ada E Hall) female 36.00 0 0 28551 13.000 D S
329 1 3 Goldsmith, Mrs. Frank John (Emily Alice Brown) female 31.00 1 1 363291 20.525 NA S
332 0 1 Partner, Mr. Austen male 45.50 0 0 113043 28.500 C124 S
333 0 1 Graham, Mr. George Edward male 38.00 0 1 PC 17582 153.463 C91 S
334 0 3 Vander Planke, Mr. Leo Edmondus male 16.00 2 0 345764 18.000 NA S
335 1 1 Frauenthal, Mrs. Henry William (Clara Heinsheimer) female NA 1 0 PC 17611 133.650 NA S
336 0 3 Denkoff, Mr. Mitto male NA 0 0 349225 7.896 NA S
337 0 1 Pears, Mr. Thomas Clinton male 29.00 1 0 113776 66.600 C2 S
339 1 3 Dahl, Mr. Karl Edwart male 45.00 0 0 7598 8.050 NA S
340 0 1 Blackwell, Mr. Stephen Weart male 45.00 0 0 113784 35.500 T S
341 1 2 Navratil, Master. Edmond Roger male 2.00 1 1 230080 26.000 F2 S
342 1 1 Fortune, Miss. Alice Elizabeth female 24.00 3 2 19950 263.000 C23 C25 C27 S
343 0 2 Collander, Mr. Erik Gustaf male 28.00 0 0 248740 13.000 NA S
344 0 2 Sedgwick, Mr. Charles Frederick Waddington male 25.00 0 0 244361 13.000 NA S
345 0 2 Fox, Mr. Stanley Hubert male 36.00 0 0 229236 13.000 NA S
346 1 2 Brown, Miss. Amelia “Mildred” female 24.00 0 0 248733 13.000 F33 S
347 1 2 Smith, Miss. Marion Elsie female 40.00 0 0 31418 13.000 NA S
348 1 3 Davison, Mrs. Thomas Henry (Mary E Finck) female NA 1 0 386525 16.100 NA S
349 1 3 Coutts, Master. William Loch “William” male 3.00 1 1 C.A. 37671 15.900 NA S
350 0 3 Dimic, Mr. Jovan male 42.00 0 0 315088 8.662 NA S
351 0 3 Odahl, Mr. Nils Martin male 23.00 0 0 7267 9.225 NA S
352 0 1 Williams-Lambert, Mr. Fletcher Fellows male NA 0 0 113510 35.000 C128 S
354 0 3 Arnold-Franchi, Mr. Josef male 25.00 1 0 349237 17.800 NA S
356 0 3 Vanden Steen, Mr. Leo Peter male 28.00 0 0 345783 9.500 NA S
357 1 1 Bowerman, Miss. Elsie Edith female 22.00 0 1 113505 55.000 E33 S
358 0 2 Funk, Miss. Annie Clemmer female 38.00 0 0 237671 13.000 NA S
361 0 3 Skoog, Mr. Wilhelm male 40.00 1 4 347088 27.900 NA S
364 0 3 Asim, Mr. Adola male 35.00 0 0 SOTON/O.Q. 3101310 7.050 NA S
366 0 3 Adahl, Mr. Mauritz Nils Martin male 30.00 0 0 C 7076 7.250 NA S
372 0 3 Wiklund, Mr. Jakob Alfred male 18.00 1 0 3101267 6.496 NA S
373 0 3 Beavan, Mr. William Thomas male 19.00 0 0 323951 8.050 NA S
375 0 3 Palsson, Miss. Stina Viola female 3.00 3 1 349909 21.075 NA S
377 1 3 Landergren, Miss. Aurora Adelia female 22.00 0 0 C 7077 7.250 NA S
380 0 3 Gustafsson, Mr. Karl Gideon male 19.00 0 0 347069 7.775 NA S
383 0 3 Tikkanen, Mr. Juho male 32.00 0 0 STON/O 2. 3101293 7.925 NA S
384 1 1 Holverson, Mrs. Alexander Oskar (Mary Aline Towner) female 35.00 1 0 113789 52.000 NA S
385 0 3 Plotcharsky, Mr. Vasil male NA 0 0 349227 7.896 NA S
386 0 2 Davies, Mr. Charles Henry male 18.00 0 0 S.O.C. 14879 73.500 NA S
387 0 3 Goodwin, Master. Sidney Leonard male 1.00 5 2 CA 2144 46.900 NA S
388 1 2 Buss, Miss. Kate female 36.00 0 0 27849 13.000 NA S
391 1 1 Carter, Mr. William Ernest male 36.00 1 2 113760 120.000 B96 B98 S
392 1 3 Jansson, Mr. Carl Olof male 21.00 0 0 350034 7.796 NA S
393 0 3 Gustafsson, Mr. Johan Birger male 28.00 2 0 3101277 7.925 NA S
395 1 3 Sandstrom, Mrs. Hjalmar (Agnes Charlotta Bengtsson) female 24.00 0 2 PP 9549 16.700 G6 S
396 0 3 Johansson, Mr. Erik male 22.00 0 0 350052 7.796 NA S
397 0 3 Olsson, Miss. Elina female 31.00 0 0 350407 7.854 NA S
398 0 2 McKane, Mr. Peter David male 46.00 0 0 28403 26.000 NA S
399 0 2 Pain, Dr. Alfred male 23.00 0 0 244278 10.500 NA S
400 1 2 Trout, Mrs. William H (Jessie L) female 28.00 0 0 240929 12.650 NA S
401 1 3 Niskanen, Mr. Juha male 39.00 0 0 STON/O 2. 3101289 7.925 NA S
402 0 3 Adams, Mr. John male 26.00 0 0 341826 8.050 NA S
403 0 3 Jussila, Miss. Mari Aina female 21.00 1 0 4137 9.825 NA S
404 0 3 Hakkarainen, Mr. Pekka Pietari male 28.00 1 0 STON/O2. 3101279 15.850 NA S
405 0 3 Oreskovic, Miss. Marija female 20.00 0 0 315096 8.662 NA S
406 0 2 Gale, Mr. Shadrach male 34.00 1 0 28664 21.000 NA S
407 0 3 Widegren, Mr. Carl/Charles Peter male 51.00 0 0 347064 7.750 NA S
408 1 2 Richards, Master. William Rowe male 3.00 1 1 29106 18.750 NA S
409 0 3 Birkeland, Mr. Hans Martin Monsen male 21.00 0 0 312992 7.775 NA S
410 0 3 Lefebre, Miss. Ida female NA 3 1 4133 25.467 NA S
411 0 3 Sdycoff, Mr. Todor male NA 0 0 349222 7.896 NA S
414 0 2 Cunningham, Mr. Alfred Fleming male NA 0 0 239853 0.000 NA S
415 1 3 Sundman, Mr. Johan Julian male 44.00 0 0 STON/O 2. 3101269 7.925 NA S
416 0 3 Meek, Mrs. Thomas (Annie Louise Rowley) female NA 0 0 343095 8.050 NA S
417 1 2 Drew, Mrs. James Vivian (Lulu Thorne Christian) female 34.00 1 1 28220 32.500 NA S
418 1 2 Silven, Miss. Lyyli Karoliina female 18.00 0 2 250652 13.000 NA S
419 0 2 Matthews, Mr. William John male 30.00 0 0 28228 13.000 NA S
420 0 3 Van Impe, Miss. Catharina female 10.00 0 2 345773 24.150 NA S
423 0 3 Zimmerman, Mr. Leo male 29.00 0 0 315082 7.875 NA S
424 0 3 Danbom, Mrs. Ernst Gilbert (Anna Sigrid Maria Brogren) female 28.00 1 1 347080 14.400 NA S
425 0 3 Rosblom, Mr. Viktor Richard male 18.00 1 1 370129 20.212 NA S
426 0 3 Wiseman, Mr. Phillippe male NA 0 0 A/4. 34244 7.250 NA S
427 1 2 Clarke, Mrs. Charles V (Ada Maria Winfield) female 28.00 1 0 2003 26.000 NA S
428 1 2 Phillips, Miss. Kate Florence (“Mrs Kate Louise Phillips Marshall”) female 19.00 0 0 250655 26.000 NA S
430 1 3 Pickard, Mr. Berk (Berk Trembisky) male 32.00 0 0 SOTON/O.Q. 392078 8.050 E10 S
431 1 1 Bjornstrom-Steffansson, Mr. Mauritz Hakan male 28.00 0 0 110564 26.550 C52 S
432 1 3 Thorneycroft, Mrs. Percival (Florence Kate White) female NA 1 0 376564 16.100 NA S
433 1 2 Louch, Mrs. Charles Alexander (Alice Adelaide Slow) female 42.00 1 0 SC/AH 3085 26.000 NA S
434 0 3 Kallio, Mr. Nikolai Erland male 17.00 0 0 STON/O 2. 3101274 7.125 NA S
435 0 1 Silvey, Mr. William Baird male 50.00 1 0 13507 55.900 E44 S
436 1 1 Carter, Miss. Lucile Polk female 14.00 1 2 113760 120.000 B96 B98 S
437 0 3 Ford, Miss. Doolina Margaret “Daisy” female 21.00 2 2 W./C. 6608 34.375 NA S
438 1 2 Richards, Mrs. Sidney (Emily Hocking) female 24.00 2 3 29106 18.750 NA S
439 0 1 Fortune, Mr. Mark male 64.00 1 4 19950 263.000 C23 C25 C27 S
440 0 2 Kvillner, Mr. Johan Henrik Johannesson male 31.00 0 0 C.A. 18723 10.500 NA S
441 1 2 Hart, Mrs. Benjamin (Esther Ada Bloomfield) female 45.00 1 1 F.C.C. 13529 26.250 NA S
442 0 3 Hampe, Mr. Leon male 20.00 0 0 345769 9.500 NA S
443 0 3 Petterson, Mr. Johan Emil male 25.00 1 0 347076 7.775 NA S
444 1 2 Reynaldo, Ms. Encarnacion female 28.00 0 0 230434 13.000 NA S
445 1 3 Johannesen-Bratthammer, Mr. Bernt male NA 0 0 65306 8.113 NA S
446 1 1 Dodge, Master. Washington male 4.00 0 2 33638 81.858 A34 S
447 1 2 Mellinger, Miss. Madeleine Violet female 13.00 0 1 250644 19.500 NA S
448 1 1 Seward, Mr. Frederic Kimber male 34.00 0 0 113794 26.550 NA S
450 1 1 Peuchen, Major. Arthur Godfrey male 52.00 0 0 113786 30.500 C104 S
451 0 2 West, Mr. Edwy Arthur male 36.00 1 2 C.A. 34651 27.750 NA S
452 0 3 Hagland, Mr. Ingvald Olai Olsen male NA 1 0 65303 19.967 NA S
455 0 3 Peduzzi, Mr. Joseph male NA 0 0 A/5 2817 8.050 NA S
457 0 1 Millet, Mr. Francis Davis male 65.00 0 0 13509 26.550 E38 S
458 1 1 Kenyon, Mrs. Frederick R (Marion) female NA 1 0 17464 51.862 D21 S
459 1 2 Toomey, Miss. Ellen female 50.00 0 0 F.C.C. 13531 10.500 NA S
461 1 1 Anderson, Mr. Harry male 48.00 0 0 19952 26.550 E12 S
462 0 3 Morley, Mr. William male 34.00 0 0 364506 8.050 NA S
463 0 1 Gee, Mr. Arthur H male 47.00 0 0 111320 38.500 E63 S
464 0 2 Milling, Mr. Jacob Christian male 48.00 0 0 234360 13.000 NA S
465 0 3 Maisner, Mr. Simon male NA 0 0 A/S 2816 8.050 NA S
466 0 3 Goncalves, Mr. Manuel Estanslas male 38.00 0 0 SOTON/O.Q. 3101306 7.050 NA S
467 0 2 Campbell, Mr. William male NA 0 0 239853 0.000 NA S
468 0 1 Smart, Mr. John Montgomery male 56.00 0 0 113792 26.550 NA S
471 0 3 Keefe, Mr. Arthur male NA 0 0 323592 7.250 NA S
472 0 3 Cacic, Mr. Luka male 38.00 0 0 315089 8.662 NA S
473 1 2 West, Mrs. Edwy Arthur (Ada Mary Worth) female 33.00 1 2 C.A. 34651 27.750 NA S
475 0 3 Strandberg, Miss. Ida Sofia female 22.00 0 0 7553 9.838 NA S
476 0 1 Clifford, Mr. George Quincy male NA 0 0 110465 52.000 A14 S
477 0 2 Renouf, Mr. Peter Henry male 34.00 1 0 31027 21.000 NA S
478 0 3 Braund, Mr. Lewis Richard male 29.00 1 0 3460 7.046 NA S
479 0 3 Karlsson, Mr. Nils August male 22.00 0 0 350060 7.521 NA S
480 1 3 Hirvonen, Miss. Hildur E female 2.00 0 1 3101298 12.287 NA S
481 0 3 Goodwin, Master. Harold Victor male 9.00 5 2 CA 2144 46.900 NA S
482 0 2 Frost, Mr. Anthony Wood “Archie” male NA 0 0 239854 0.000 NA S
483 0 3 Rouse, Mr. Richard Henry male 50.00 0 0 A/5 3594 8.050 NA S
484 1 3 Turkula, Mrs. (Hedwig) female 63.00 0 0 4134 9.588 NA S
486 0 3 Lefebre, Miss. Jeannie female NA 3 1 4133 25.467 NA S
487 1 1 Hoyt, Mrs. Frederick Maxfield (Jane Anne Forby) female 35.00 1 0 19943 90.000 C93 S
489 0 3 Somerton, Mr. Francis William male 30.00 0 0 A.5. 18509 8.050 NA S
490 1 3 Coutts, Master. Eden Leslie “Neville” male 9.00 1 1 C.A. 37671 15.900 NA S
491 0 3 Hagland, Mr. Konrad Mathias Reiersen male NA 1 0 65304 19.967 NA S
492 0 3 Windelov, Mr. Einar male 21.00 0 0 SOTON/OQ 3101317 7.250 NA S
493 0 1 Molson, Mr. Harry Markland male 55.00 0 0 113787 30.500 C30 S
495 0 3 Stanley, Mr. Edward Roland male 21.00 0 0 A/4 45380 8.050 NA S
498 0 3 Shellard, Mr. Frederick William male NA 0 0 C.A. 6212 15.100 NA S
499 0 1 Allison, Mrs. Hudson J C (Bessie Waldo Daniels) female 25.00 1 2 113781 151.550 C22 C26 S
500 0 3 Svensson, Mr. Olof male 24.00 0 0 350035 7.796 NA S
501 0 3 Calic, Mr. Petar male 17.00 0 0 315086 8.662 NA S
504 0 3 Laitinen, Miss. Kristina Sofia female 37.00 0 0 4135 9.588 NA S
505 1 1 Maioni, Miss. Roberta female 16.00 0 0 110152 86.500 B79 S
507 1 2 Quick, Mrs. Frederick Charles (Jane Richards) female 33.00 0 2 26360 26.000 NA S
508 1 1 Bradley, Mr. George (“George Arthur Brayton”) male NA 0 0 111427 26.550 NA S
509 0 3 Olsen, Mr. Henry Margido male 28.00 0 0 C 4001 22.525 NA S
510 1 3 Lang, Mr. Fang male 26.00 0 0 1601 56.496 NA S
512 0 3 Webber, Mr. James male NA 0 0 SOTON/OQ 3101316 8.050 NA S
513 1 1 McGough, Mr. James Robert male 36.00 0 0 PC 17473 26.288 E25 S
515 0 3 Coleff, Mr. Satio male 24.00 0 0 349209 7.496 NA S
516 0 1 Walker, Mr. William Anderson male 47.00 0 0 36967 34.021 D46 S
517 1 2 Lemore, Mrs. (Amelia Milley) female 34.00 0 0 C.A. 34260 10.500 F33 S
519 1 2 Angle, Mrs. William A (Florence “Mary” Agnes Hughes) female 36.00 1 0 226875 26.000 NA S
520 0 3 Pavlovic, Mr. Stefo male 32.00 0 0 349242 7.896 NA S
521 1 1 Perreault, Miss. Anne female 30.00 0 0 12749 93.500 B73 S
522 0 3 Vovk, Mr. Janko male 22.00 0 0 349252 7.896 NA S
527 1 2 Ridsdale, Miss. Lucy female 50.00 0 0 W./C. 14258 10.500 NA S
528 0 1 Farthing, Mr. John male NA 0 0 PC 17483 221.779 C95 S
529 0 3 Salonen, Mr. Johan Werner male 39.00 0 0 3101296 7.925 NA S
530 0 2 Hocking, Mr. Richard George male 23.00 2 1 29104 11.500 NA S
531 1 2 Quick, Miss. Phyllis May female 2.00 1 1 26360 26.000 NA S
535 0 3 Cacic, Miss. Marija female 30.00 0 0 315084 8.662 NA S
536 1 2 Hart, Miss. Eva Miriam female 7.00 0 2 F.C.C. 13529 26.250 NA S
537 0 1 Butt, Major. Archibald Willingham male 45.00 0 0 113050 26.550 B38 S
539 0 3 Risien, Mr. Samuel Beard male NA 0 0 364498 14.500 NA S
541 1 1 Crosby, Miss. Harriet R female 36.00 0 2 WE/P 5735 71.000 B22 S
542 0 3 Andersson, Miss. Ingeborg Constanzia female 9.00 4 2 347082 31.275 NA S
543 0 3 Andersson, Miss. Sigrid Elisabeth female 11.00 4 2 347082 31.275 NA S
544 1 2 Beane, Mr. Edward male 32.00 1 0 2908 26.000 NA S
546 0 1 Nicholson, Mr. Arthur Ernest male 64.00 0 0 693 26.000 NA S
547 1 2 Beane, Mrs. Edward (Ethel Clarke) female 19.00 1 0 2908 26.000 NA S
549 0 3 Goldsmith, Mr. Frank John male 33.00 1 1 363291 20.525 NA S
550 1 2 Davies, Master. John Morgan Jr male 8.00 1 1 C.A. 33112 36.750 NA S
552 0 2 Sharp, Mr. Percival James R male 27.00 0 0 244358 26.000 NA S
555 1 3 Ohman, Miss. Velin female 22.00 0 0 347085 7.775 NA S
556 0 1 Wright, Mr. George male 62.00 0 0 113807 26.550 NA S
559 1 1 Taussig, Mrs. Emil (Tillie Mandelbaum) female 39.00 1 1 110413 79.650 E67 S
560 1 3 de Messemaeker, Mrs. Guillaume Joseph (Emma) female 36.00 1 0 345572 17.400 NA S
562 0 3 Sivic, Mr. Husein male 40.00 0 0 349251 7.896 NA S
563 0 2 Norman, Mr. Robert Douglas male 28.00 0 0 218629 13.500 NA S
564 0 3 Simmons, Mr. John male NA 0 0 SOTON/OQ 392082 8.050 NA S
565 0 3 Meanwell, Miss. (Marion Ogden) female NA 0 0 SOTON/O.Q. 392087 8.050 NA S
566 0 3 Davies, Mr. Alfred J male 24.00 2 0 A/4 48871 24.150 NA S
567 0 3 Stoytcheff, Mr. Ilia male 19.00 0 0 349205 7.896 NA S
568 0 3 Palsson, Mrs. Nils (Alma Cornelia Berglund) female 29.00 0 4 349909 21.075 NA S
570 1 3 Jonsson, Mr. Carl male 32.00 0 0 350417 7.854 NA S
571 1 2 Harris, Mr. George male 62.00 0 0 S.W./PP 752 10.500 NA S
572 1 1 Appleton, Mrs. Edward Dale (Charlotte Lamson) female 53.00 2 0 11769 51.479 C101 S
573 1 1 Flynn, Mr. John Irwin (“Irving”) male 36.00 0 0 PC 17474 26.387 E25 S
575 0 3 Rush, Mr. Alfred George John male 16.00 0 0 A/4. 20589 8.050 NA S
576 0 3 Patchett, Mr. George male 19.00 0 0 358585 14.500 NA S
577 1 2 Garside, Miss. Ethel female 34.00 0 0 243880 13.000 NA S
578 1 1 Silvey, Mrs. William Baird (Alice Munger) female 39.00 1 0 13507 55.900 E44 S
580 1 3 Jussila, Mr. Eiriik male 32.00 0 0 STON/O 2. 3101286 7.925 NA S
581 1 2 Christy, Miss. Julie Rachel female 25.00 1 1 237789 30.000 NA S
583 0 2 Downton, Mr. William James male 54.00 0 0 28403 26.000 NA S
586 1 1 Taussig, Miss. Ruth female 18.00 0 2 110413 79.650 E68 S
587 0 2 Jarvis, Mr. John Denzil male 47.00 0 0 237565 15.000 NA S
589 0 3 Gilinski, Mr. Eliezer male 22.00 0 0 14973 8.050 NA S
590 0 3 Murdlin, Mr. Joseph male NA 0 0 A./5. 3235 8.050 NA S
591 0 3 Rintamaki, Mr. Matti male 35.00 0 0 STON/O 2. 3101273 7.125 NA S
593 0 3 Elsbury, Mr. William James male 47.00 0 0 A/5 3902 7.250 NA S
595 0 2 Chapman, Mr. John Henry male 37.00 1 0 SC/AH 29037 26.000 NA S
596 0 3 Van Impe, Mr. Jean Baptiste male 36.00 1 1 345773 24.150 NA S
597 1 2 Leitch, Miss. Jessie Wills female NA 0 0 248727 33.000 NA S
598 0 3 Johnson, Mr. Alfred male 49.00 0 0 LINE 0.000 NA S
601 1 2 Jacobsohn, Mrs. Sidney Samuel (Amy Frances Christy) female 24.00 2 1 243847 27.000 NA S
602 0 3 Slabenoff, Mr. Petco male NA 0 0 349214 7.896 NA S
603 0 1 Harrington, Mr. Charles H male NA 0 0 113796 42.400 NA S
604 0 3 Torber, Mr. Ernst William male 44.00 0 0 364511 8.050 NA S
606 0 3 Lindell, Mr. Edvard Bengtsson male 36.00 1 0 349910 15.550 NA S
607 0 3 Karaic, Mr. Milan male 30.00 0 0 349246 7.896 NA S
608 1 1 Daniel, Mr. Robert Williams male 27.00 0 0 113804 30.500 NA S
610 1 1 Shutes, Miss. Elizabeth W female 40.00 0 0 PC 17582 153.463 C125 S
611 0 3 Andersson, Mrs. Anders Johan (Alfrida Konstantia Brogren) female 39.00 1 5 347082 31.275 NA S
612 0 3 Jardin, Mr. Jose Neto male NA 0 0 SOTON/O.Q. 3101305 7.050 NA S
615 0 3 Brocklebank, Mr. William Alfred male 35.00 0 0 364512 8.050 NA S
616 1 2 Herman, Miss. Alice female 24.00 1 2 220845 65.000 NA S
617 0 3 Danbom, Mr. Ernst Gilbert male 34.00 1 1 347080 14.400 NA S
618 0 3 Lobb, Mrs. William Arthur (Cordelia K Stanlick) female 26.00 1 0 A/5. 3336 16.100 NA S
619 1 2 Becker, Miss. Marion Louise female 4.00 2 1 230136 39.000 F4 S
620 0 2 Gavey, Mr. Lawrence male 26.00 0 0 31028 10.500 NA S
622 1 1 Kimball, Mr. Edwin Nelson Jr male 42.00 1 0 11753 52.554 D19 S
624 0 3 Hansen, Mr. Henry Damsgaard male 21.00 0 0 350029 7.854 NA S
625 0 3 Bowen, Mr. David John “Dai” male 21.00 0 0 54636 16.100 NA S
626 0 1 Sutton, Mr. Frederick male 61.00 0 0 36963 32.321 D50 S
628 1 1 Longley, Miss. Gretchen Fiske female 21.00 0 0 13502 77.958 D9 S
629 0 3 Bostandyeff, Mr. Guentcho male 26.00 0 0 349224 7.896 NA S
631 1 1 Barkworth, Mr. Algernon Henry Wilson male 80.00 0 0 27042 30.000 A23 S
632 0 3 Lundahl, Mr. Johan Svensson male 51.00 0 0 347743 7.054 NA S
634 0 1 Parr, Mr. William Henry Marsh male NA 0 0 112052 0.000 NA S
635 0 3 Skoog, Miss. Mabel female 9.00 3 2 347088 27.900 NA S
636 1 2 Davis, Miss. Mary female 28.00 0 0 237668 13.000 NA S
637 0 3 Leinonen, Mr. Antti Gustaf male 32.00 0 0 STON/O 2. 3101292 7.925 NA S
638 0 2 Collyer, Mr. Harvey male 31.00 1 1 C.A. 31921 26.250 NA S
639 0 3 Panula, Mrs. Juha (Maria Emilia Ojala) female 41.00 0 5 3101295 39.688 NA S
640 0 3 Thorneycroft, Mr. Percival male NA 1 0 376564 16.100 NA S
641 0 3 Jensen, Mr. Hans Peder male 20.00 0 0 350050 7.854 NA S
643 0 3 Skoog, Miss. Margit Elizabeth female 2.00 3 2 347088 27.900 NA S
644 1 3 Foo, Mr. Choong male NA 0 0 1601 56.496 NA S
647 0 3 Cor, Mr. Liudevit male 19.00 0 0 349231 7.896 NA S
649 0 3 Willey, Mr. Edward male NA 0 0 S.O./P.P. 751 7.550 NA S
650 1 3 Stanley, Miss. Amy Zillah Elsie female 23.00 0 0 CA. 2314 7.550 NA S
651 0 3 Mitkoff, Mr. Mito male NA 0 0 349221 7.896 NA S
652 1 2 Doling, Miss. Elsie female 18.00 0 1 231919 23.000 NA S
653 0 3 Kalvik, Mr. Johannes Halvorsen male 21.00 0 0 8475 8.433 NA S
656 0 2 Hickman, Mr. Leonard Mark male 24.00 2 0 S.O.C. 14879 73.500 NA S
657 0 3 Radeff, Mr. Alexander male NA 0 0 349223 7.896 NA S
659 0 2 Eitemiller, Mr. George Floyd male 23.00 0 0 29751 13.000 NA S
661 1 1 Frauenthal, Dr. Henry William male 50.00 2 0 PC 17611 133.650 NA S
663 0 1 Colley, Mr. Edward Pomeroy male 47.00 0 0 5727 25.587 E58 S
664 0 3 Coleff, Mr. Peju male 36.00 0 0 349210 7.496 NA S
665 1 3 Lindqvist, Mr. Eino William male 20.00 1 0 STON/O 2. 3101285 7.925 NA S
666 0 2 Hickman, Mr. Lewis male 32.00 2 0 S.O.C. 14879 73.500 NA S
667 0 2 Butler, Mr. Reginald Fenton male 25.00 0 0 234686 13.000 NA S
668 0 3 Rommetvedt, Mr. Knud Paust male NA 0 0 312993 7.775 NA S
669 0 3 Cook, Mr. Jacob male 43.00 0 0 A/5 3536 8.050 NA S
670 1 1 Taylor, Mrs. Elmer Zebley (Juliet Cummins Wright) female NA 1 0 19996 52.000 C126 S
671 1 2 Brown, Mrs. Thomas William Solomon (Elizabeth Catherine Ford) female 40.00 1 1 29750 39.000 NA S
672 0 1 Davidson, Mr. Thornton male 31.00 1 0 F.C. 12750 52.000 B71 S
673 0 2 Mitchell, Mr. Henry Michael male 70.00 0 0 C.A. 24580 10.500 NA S
674 1 2 Wilhelms, Mr. Charles male 31.00 0 0 244270 13.000 NA S
675 0 2 Watson, Mr. Ennis Hastings male NA 0 0 239856 0.000 NA S
676 0 3 Edvardsson, Mr. Gustaf Hjalmar male 18.00 0 0 349912 7.775 NA S
677 0 3 Sawyer, Mr. Frederick Charles male 24.50 0 0 342826 8.050 NA S
678 1 3 Turja, Miss. Anna Sofia female 18.00 0 0 4138 9.842 NA S
679 0 3 Goodwin, Mrs. Frederick (Augusta Tyler) female 43.00 1 6 CA 2144 46.900 NA S
683 0 3 Olsvigen, Mr. Thor Anderson male 20.00 0 0 6563 9.225 NA S
684 0 3 Goodwin, Mr. Charles Edward male 14.00 5 2 CA 2144 46.900 NA S
685 0 2 Brown, Mr. Thomas William Solomon male 60.00 1 1 29750 39.000 NA S
687 0 3 Panula, Mr. Jaako Arnold male 14.00 4 1 3101295 39.688 NA S
688 0 3 Dakic, Mr. Branko male 19.00 0 0 349228 10.171 NA S
689 0 3 Fischer, Mr. Eberhard Thelander male 18.00 0 0 350036 7.796 NA S
690 1 1 Madill, Miss. Georgette Alexandra female 15.00 0 1 24160 211.338 B5 S
691 1 1 Dick, Mr. Albert Adrian male 31.00 1 0 17474 57.000 B20 S
693 1 3 Lam, Mr. Ali male NA 0 0 1601 56.496 NA S
695 0 1 Weir, Col. John male 60.00 0 0 113800 26.550 NA S
696 0 2 Chapman, Mr. Charles Henry male 52.00 0 0 248731 13.500 NA S
697 0 3 Kelly, Mr. James male 44.00 0 0 363592 8.050 NA S
700 0 3 Humblen, Mr. Adolf Mathias Nicolai Olsen male 42.00 0 0 348121 7.650 F G63 S
702 1 1 Silverthorne, Mr. Spencer Victor male 35.00 0 0 PC 17475 26.288 E24 S
705 0 3 Hansen, Mr. Henrik Juul male 26.00 1 0 350025 7.854 NA S
706 0 2 Morley, Mr. Henry Samuel (“Mr Henry Marshall”) male 39.00 0 0 250655 26.000 NA S
707 1 2 Kelly, Mrs. Florence “Fannie” female 45.00 0 0 223596 13.500 NA S
708 1 1 Calderhead, Mr. Edward Pennington male 42.00 0 0 PC 17476 26.288 E24 S
709 1 1 Cleaver, Miss. Alice female 22.00 0 0 113781 151.550 NA S
712 0 1 Klaber, Mr. Herman male NA 0 0 113028 26.550 C124 S
713 1 1 Taylor, Mr. Elmer Zebley male 48.00 1 0 19996 52.000 C126 S
714 0 3 Larsson, Mr. August Viktor male 29.00 0 0 7545 9.483 NA S
715 0 2 Greenberg, Mr. Samuel male 52.00 0 0 250647 13.000 NA S
716 0 3 Soholt, Mr. Peter Andreas Lauritz Andersen male 19.00 0 0 348124 7.650 F G73 S
718 1 2 Troutt, Miss. Edwina Celia “Winnie” female 27.00 0 0 34218 10.500 E101 S
720 0 3 Johnson, Mr. Malkolm Joackim male 33.00 0 0 347062 7.775 NA S
721 1 2 Harper, Miss. Annie Jessie “Nina” female 6.00 0 1 248727 33.000 NA S
722 0 3 Jensen, Mr. Svend Lauritz male 17.00 1 0 350048 7.054 NA S
723 0 2 Gillespie, Mr. William Henry male 34.00 0 0 12233 13.000 NA S
724 0 2 Hodges, Mr. Henry Price male 50.00 0 0 250643 13.000 NA S
725 1 1 Chambers, Mr. Norman Campbell male 27.00 1 0 113806 53.100 E8 S
726 0 3 Oreskovic, Mr. Luka male 20.00 0 0 315094 8.662 NA S
727 1 2 Renouf, Mrs. Peter Henry (Lillian Jefferys) female 30.00 3 0 31027 21.000 NA S
729 0 2 Bryhl, Mr. Kurt Arnold Gottfrid male 25.00 1 0 236853 26.000 NA S
730 0 3 Ilmakangas, Miss. Pieta Sofia female 25.00 1 0 STON/O2. 3101271 7.925 NA S
731 1 1 Allen, Miss. Elisabeth Walton female 29.00 0 0 24160 211.338 B5 S
733 0 2 Knight, Mr. Robert J male NA 0 0 239855 0.000 NA S
734 0 2 Berriman, Mr. William John male 23.00 0 0 28425 13.000 NA S
735 0 2 Troupiansky, Mr. Moses Aaron male 23.00 0 0 233639 13.000 NA S
736 0 3 Williams, Mr. Leslie male 28.50 0 0 54636 16.100 NA S
737 0 3 Ford, Mrs. Edward (Margaret Ann Watson) female 48.00 1 3 W./C. 6608 34.375 NA S
739 0 3 Ivanoff, Mr. Kanio male NA 0 0 349201 7.896 NA S
740 0 3 Nankoff, Mr. Minko male NA 0 0 349218 7.896 NA S
741 1 1 Hawksford, Mr. Walter James male NA 0 0 16988 30.000 D45 S
742 0 1 Cavendish, Mr. Tyrell William male 36.00 1 0 19877 78.850 C46 S
744 0 3 McNamee, Mr. Neal male 24.00 1 0 376566 16.100 NA S
745 1 3 Stranden, Mr. Juho male 31.00 0 0 STON/O 2. 3101288 7.925 NA S
746 0 1 Crosby, Capt. Edward Gifford male 70.00 1 1 WE/P 5735 71.000 B22 S
747 0 3 Abbott, Mr. Rossmore Edward male 16.00 1 1 C.A. 2673 20.250 NA S
748 1 2 Sinkkonen, Miss. Anna female 30.00 0 0 250648 13.000 NA S
749 0 1 Marvin, Mr. Daniel Warner male 19.00 1 0 113773 53.100 D30 S
751 1 2 Wells, Miss. Joan female 4.00 1 1 29103 23.000 NA S
752 1 3 Moor, Master. Meier male 6.00 0 1 392096 12.475 E121 S
753 0 3 Vande Velde, Mr. Johannes Joseph male 33.00 0 0 345780 9.500 NA S
754 0 3 Jonkoff, Mr. Lalio male 23.00 0 0 349204 7.896 NA S
755 1 2 Herman, Mrs. Samuel (Jane Laver) female 48.00 1 2 220845 65.000 NA S
756 1 2 Hamalainen, Master. Viljo male 0.67 1 1 250649 14.500 NA S
757 0 3 Carlsson, Mr. August Sigfrid male 28.00 0 0 350042 7.796 NA S
758 0 2 Bailey, Mr. Percy Andrew male 18.00 0 0 29108 11.500 NA S
759 0 3 Theobald, Mr. Thomas Leonard male 34.00 0 0 363294 8.050 NA S
760 1 1 Rothes, the Countess. of (Lucy Noel Martha Dyer-Edwards) female 33.00 0 0 110152 86.500 B77 S
761 0 3 Garfirth, Mr. John male NA 0 0 358585 14.500 NA S
762 0 3 Nirva, Mr. Iisakki Antino Aijo male 41.00 0 0 SOTON/O2 3101272 7.125 NA S
764 1 1 Carter, Mrs. William Ernest (Lucile Polk) female 36.00 1 2 113760 120.000 B96 B98 S
765 0 3 Eklund, Mr. Hans Linus male 16.00 0 0 347074 7.775 NA S
766 1 1 Hogeboom, Mrs. John C (Anna Andrews) female 51.00 1 0 13502 77.958 D11 S
770 0 3 Gronnestad, Mr. Daniel Danielsen male 32.00 0 0 8471 8.363 NA S
771 0 3 Lievens, Mr. Rene Aime male 24.00 0 0 345781 9.500 NA S
772 0 3 Jensen, Mr. Niels Peder male 48.00 0 0 350047 7.854 NA S
773 0 2 Mack, Mrs. (Mary) female 57.00 0 0 S.O./P.P. 3 10.500 E77 S
775 1 2 Hocking, Mrs. Elizabeth (Eliza Needs) female 54.00 1 3 29105 23.000 NA S
776 0 3 Myhrman, Mr. Pehr Fabian Oliver Malkolm male 18.00 0 0 347078 7.750 NA S
778 1 3 Emanuel, Miss. Virginia Ethel female 5.00 0 0 364516 12.475 NA S
780 1 1 Robert, Mrs. Edward Scott (Elisabeth Walton McMillan) female 43.00 0 1 24160 211.338 B3 S
782 1 1 Dick, Mrs. Albert Adrian (Vera Gillespie) female 17.00 1 0 17474 57.000 B20 S
783 0 1 Long, Mr. Milton Clyde male 29.00 0 0 113501 30.000 D6 S
784 0 3 Johnston, Mr. Andrew G male NA 1 2 W./C. 6607 23.450 NA S
785 0 3 Ali, Mr. William male 25.00 0 0 SOTON/O.Q. 3101312 7.050 NA S
786 0 3 Harmer, Mr. Abraham (David Lishin) male 25.00 0 0 374887 7.250 NA S
787 1 3 Sjoblom, Miss. Anna Sofia female 18.00 0 0 3101265 7.496 NA S
789 1 3 Dean, Master. Bertram Vere male 1.00 1 2 C.A. 2315 20.575 NA S
792 0 2 Gaskell, Mr. Alfred male 16.00 0 0 239865 26.000 NA S
793 0 3 Sage, Miss. Stella Anna female NA 8 2 CA. 2343 69.550 NA S
795 0 3 Dantcheff, Mr. Ristiu male 25.00 0 0 349203 7.896 NA S
796 0 2 Otter, Mr. Richard male 39.00 0 0 28213 13.000 NA S
797 1 1 Leader, Dr. Alice (Farnham) female 49.00 0 0 17465 25.929 D17 S
798 1 3 Osman, Mrs. Mara female 31.00 0 0 349244 8.683 NA S
800 0 3 Van Impe, Mrs. Jean Baptiste (Rosalie Paula Govaert) female 30.00 1 1 345773 24.150 NA S
801 0 2 Ponesell, Mr. Martin male 34.00 0 0 250647 13.000 NA S
802 1 2 Collyer, Mrs. Harvey (Charlotte Annie Tate) female 31.00 1 1 C.A. 31921 26.250 NA S
803 1 1 Carter, Master. William Thornton II male 11.00 1 2 113760 120.000 B96 B98 S
805 1 3 Hedman, Mr. Oskar Arvid male 27.00 0 0 347089 6.975 NA S
806 0 3 Johansson, Mr. Karl Johan male 31.00 0 0 347063 7.775 NA S
807 0 1 Andrews, Mr. Thomas Jr male 39.00 0 0 112050 0.000 A36 S
808 0 3 Pettersson, Miss. Ellen Natalia female 18.00 0 0 347087 7.775 NA S
809 0 2 Meyer, Mr. August male 39.00 0 0 248723 13.000 NA S
810 1 1 Chambers, Mrs. Norman Campbell (Bertha Griggs) female 33.00 1 0 113806 53.100 E8 S
811 0 3 Alexander, Mr. William male 26.00 0 0 3474 7.888 NA S
812 0 3 Lester, Mr. James male 39.00 0 0 A/4 48871 24.150 NA S
813 0 2 Slemen, Mr. Richard James male 35.00 0 0 28206 10.500 NA S
814 0 3 Andersson, Miss. Ebba Iris Alfrida female 6.00 4 2 347082 31.275 NA S
815 0 3 Tomlin, Mr. Ernest Portage male 30.50 0 0 364499 8.050 NA S
816 0 1 Fry, Mr. Richard male NA 0 0 112058 0.000 B102 S
817 0 3 Heininen, Miss. Wendla Maria female 23.00 0 0 STON/O2. 3101290 7.925 NA S
819 0 3 Holm, Mr. John Fredrik Alexander male 43.00 0 0 C 7075 6.450 NA S
820 0 3 Skoog, Master. Karl Thorsten male 10.00 3 2 347088 27.900 NA S
821 1 1 Hays, Mrs. Charles Melville (Clara Jennings Gregg) female 52.00 1 1 12749 93.500 B69 S
822 1 3 Lulic, Mr. Nikola male 27.00 0 0 315098 8.662 NA S
823 0 1 Reuchlin, Jonkheer. John George male 38.00 0 0 19972 0.000 NA S
824 1 3 Moor, Mrs. (Beila) female 27.00 0 1 392096 12.475 E121 S
825 0 3 Panula, Master. Urho Abraham male 2.00 4 1 3101295 39.688 NA S
827 0 3 Lam, Mr. Len male NA 0 0 1601 56.496 NA S
832 1 2 Richards, Master. George Sibley male 0.83 1 1 29106 18.750 NA S
834 0 3 Augustsson, Mr. Albert male 23.00 0 0 347468 7.854 NA S
835 0 3 Allum, Mr. Owen George male 18.00 0 0 2223 8.300 NA S
837 0 3 Pasic, Mr. Jakob male 21.00 0 0 315097 8.662 NA S
838 0 3 Sirota, Mr. Maurice male NA 0 0 392092 8.050 NA S
839 1 3 Chip, Mr. Chang male 32.00 0 0 1601 56.496 NA S
841 0 3 Alhomaki, Mr. Ilmari Rudolf male 20.00 0 0 SOTON/O2 3101287 7.925 NA S
842 0 2 Mudd, Mr. Thomas Charles male 16.00 0 0 S.O./P.P. 3 10.500 NA S
845 0 3 Culumovic, Mr. Jeso male 17.00 0 0 315090 8.662 NA S
846 0 3 Abbing, Mr. Anthony male 42.00 0 0 C.A. 5547 7.550 NA S
847 0 3 Sage, Mr. Douglas Bullen male NA 8 2 CA. 2343 69.550 NA S
849 0 2 Harper, Rev. John male 28.00 0 1 248727 33.000 NA S
851 0 3 Andersson, Master. Sigvard Harald Elias male 4.00 4 2 347082 31.275 NA S
852 0 3 Svensson, Mr. Johan male 74.00 0 0 347060 7.775 NA S
854 1 1 Lines, Miss. Mary Conover female 16.00 0 1 PC 17592 39.400 D28 S
855 0 2 Carter, Mrs. Ernest Courtenay (Lilian Hughes) female 44.00 1 0 244252 26.000 NA S
856 1 3 Aks, Mrs. Sam (Leah Rosen) female 18.00 0 1 392091 9.350 NA S
857 1 1 Wick, Mrs. George Dennick (Mary Hitchcock) female 45.00 1 1 36928 164.867 NA S
858 1 1 Daly, Mr. Peter Denis male 51.00 0 0 113055 26.550 E17 S
861 0 3 Hansen, Mr. Claus Peter male 41.00 2 0 350026 14.108 NA S
862 0 2 Giles, Mr. Frederick Edward male 21.00 1 0 28134 11.500 NA S
863 1 1 Swift, Mrs. Frederick Joel (Margaret Welles Barron) female 48.00 0 0 17466 25.929 D17 S
864 0 3 Sage, Miss. Dorothy Edith “Dolly” female NA 8 2 CA. 2343 69.550 NA S
865 0 2 Gill, Mr. John William male 24.00 0 0 233866 13.000 NA S
866 1 2 Bystrom, Mrs. (Karolina) female 42.00 0 0 236852 13.000 NA S
868 0 1 Roebling, Mr. Washington Augustus II male 31.00 0 0 PC 17590 50.496 A24 S
869 0 3 van Melkebeke, Mr. Philemon male NA 0 0 345777 9.500 NA S
870 1 3 Johnson, Master. Harold Theodor male 4.00 1 1 347742 11.133 NA S
871 0 3 Balkic, Mr. Cerin male 26.00 0 0 349248 7.896 NA S
872 1 1 Beckwith, Mrs. Richard Leonard (Sallie Monypeny) female 47.00 1 1 11751 52.554 D35 S
873 0 1 Carlsson, Mr. Frans Olof male 33.00 0 0 695 5.000 B51 B53 B55 S
874 0 3 Vander Cruyssen, Mr. Victor male 47.00 0 0 345765 9.000 NA S
877 0 3 Gustafsson, Mr. Alfred Ossian male 20.00 0 0 7534 9.846 NA S
878 0 3 Petroff, Mr. Nedelio male 19.00 0 0 349212 7.896 NA S
879 0 3 Laleff, Mr. Kristo male NA 0 0 349217 7.896 NA S
881 1 2 Shelley, Mrs. William (Imanita Parrish Hall) female 25.00 0 1 230433 26.000 NA S
882 0 3 Markun, Mr. Johann male 33.00 0 0 349257 7.896 NA S
883 0 3 Dahlberg, Miss. Gerda Ulrika female 22.00 0 0 7552 10.517 NA S
884 0 2 Banfield, Mr. Frederick James male 28.00 0 0 C.A./SOTON 34068 10.500 NA S
885 0 3 Sutehall, Mr. Henry Jr male 25.00 0 0 SOTON/OQ 392076 7.050 NA S
887 0 2 Montvila, Rev. Juozas male 27.00 0 0 211536 13.000 NA S
888 1 1 Graham, Miss. Margaret Edith female 19.00 0 0 112053 30.000 B42 S
889 0 3 Johnston, Miss. Catherine Helen “Carrie” female NA 1 2 W./C. 6607 23.450 NA S

Modelo lineal generalizado

  • Familia?
    • Binomial
    • respuesta (link = logit)

\[log{\frac{p}{1-p}} = \beta_1X_1 + C_0\]

Link

Modelo lineal generalizado (familia: binomial)

FitBin <- glm(Survived ~ Fare + Sex, data = train)

Modelo lineal generalizado (familia: binomial)

FitBin <- glm(Survived ~ Fare + Sex, data = train)

Modelo lineal generalizado (familia: binomial)

FitBin2 <- glm(Survived ~ Fare * Sex, data = train, family = binomial)

Modelo lineal generalizado (familia: binomial)

term estimate std.error statistic p.value
(Intercept) 0.34 0.22 1.56 0.12
Fare 0.01 0.01 2.51 0.01
Sexmale -2.13 0.27 -7.89 0.00
Fare:Sexmale 0.00 0.01 -0.61 0.54
null.deviance df.null logLik AIC BIC deviance df.residual nobs
823.03 643 -321.81 651.62 669.49 643.62 640 644

Modelo lineal generalizado (familia: binomial)

FitBin2 <- glm(Survived ~ Fare * Sex, data = train, family = binomial())

Formula

\[ \begin{aligned} \log\left[ \frac { P( \operatorname{Survived} = \operatorname{1} ) }{ 1 - P( \operatorname{Survived} = \operatorname{1} ) } \right] &= 0.342 + 0.014(\operatorname{Fare}) - 2.131(\operatorname{Sex}_{\operatorname{male}})\ - \\ &\quad 0.004(\operatorname{Fare} \times \operatorname{Sex}_{\operatorname{male}}) + \epsilon \end{aligned} \]

Resumen función link

Función link

Función link

Función link