Capítulo 3 Introducción a los (G)LM
3.1 Paquetes necesarios para este capítulo
Para este capitulo necesitas tener instalado los paquetes tidyverse (Wickham 2019), broom (Robinson and Hayes 2020) y MuMIn (Bartoń 2019)
3.1.1 Presentación html
Puedes seguir la clase de los videos en el siguiente link
y ver la clase en vivo desde las 20:30 horas el día jueves 7 de Mayo del 2020 a continuación
3.2 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
La siguiente sería la formula general para esta ecuación.
\[y = \beta_1X_1 + \beta_2X_2 + \beta_3X_1X_2 + C_0 + C_1\]
3.3 Algunas especificaciones de un modelo lineal
En un modelo lineal, ya sea generalizado o no, debemos tener mucho cuidado con el establecer la formula que vamos a probar, ya que distintas ecuaciones tienen distintos significado en la resolución de porblemas. Para esto veamos la base de datos ChickWeight
que viene en R.
Si vemos si vemos en la figura 3.1, vemos el efecto de 4 dietas en el crecimiento de pollos en un criadero desde el día en que nacen.
La pregunta lógica es si es que la dieta tiene un efecto importante en el aumento de peso de estos pollos. En general si uno no piensa mucho el problema, uno podría hacer un modelo lineal, en el cual vemos cual es el efecto de la dieta y del tiempo en el crecimiento de los pollos. Esto generará el siguiente modelo:
Cuando vemos la figura 3.2, inmediatamente debieramos saber que tenemos un problema con nuestro modelo estadístico.
Este modelo estadístico genera muchas lineas paralelas, en las cuales los pollos de las distintas dietas, en el tiempo 0 tienen distintos pesos, esto no sería conveniente, ya que si esto es verdad, entonces nuestro experimento esta mal diseñado. Además, vemos que todas las lineas tienen la misma pendiente, esto es, si este modelo está bien, nos dice que todas las díetas hacen que los pollos ganen el mismo peso por día, pero que elegimos mal los pollos, o de forma no aleatoria, por que los pollos de la dieta 4 eran mas pesados desde un principio. Al ver la figura 3.1, sabemos que esto no es verdad, lo cual nos indica que elegimos un mal modelo para responder nuestra pregunta.
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 |
Si vemos la tabla (???)(fig:Pollos), vemos que el modelo que utilizamos tan solo tiene una pendiente, por lo que era imposible no tener lineas paralelas en el modelo. Esto nos lleva a tener que generar otro modelo.
3.4 Cambio Pendiente pero no intercepto
Si queremos tenes solo un intercepto, con distintas pendientes para cada dieta, tendremos que utilizar el siguiente modelo:
3.5 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 |
3.6 Calculemos
\[\small Weight = 7.05\times Time + Time \theta_2\times 1.61 + Time \theta_3\times 3.74 + Time \theta_4\times 2.86 + 27.86\]
- Nuevos datos
Time | Diet |
---|---|
3 | 1 |
4 | 4 |
## [1] 49.01
## [1] 67.5
3.7 Cambio Pendiente e intercepto
3.8 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 |
3.9 Calculemos
\[\scriptsize Weight = 6.84\times Time + Time \theta_2\times 1.77 + Time \theta_3\times 4.58 + Time \theta_4\times 2.87 + 30.93 + -2.3\theta_2 + -12.7\theta_3 + -0.14\theta_4\]
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
3.10 Cual es el mejor modelo?
(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 |
3.12 Es la varianza constante?
3.13 Distribuciones
- Para entender GLM hay que entender distribuciones
3.14 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)
3.15 Modelo lineal generalizado
- Familia?
- Gamma
- respuesta (link = inverso)
\[\frac{1}{y} = \beta_1X_1 + C_0\]
3.16 Como se ve el link?
3.17 Modelo Gamma
3.18 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 |
3.19 Calculemos
\[\small Weight = \frac{1}{eq}\]
Time | Diet |
---|---|
3 | 1 |
4 | 4 |
## [1] 65.06181
## [1] 69.30007
3.19.1 Modelo lineal generalizado
- Familia?
- poisson
- respuesta (link = log)
\[\log{y} = \beta_1X_1 + C_0\]
3.19.1.0.1 Link
3.19.2 Modelo Poisson
3.19.2.1 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 |
3.19.2.2 Calculemos
\[Weight = e^{eq}\]
Time | Diet |
---|---|
3 | 1 |
4 | 4 |
## [1] 57.80065
## [1] 66.08885
3.20 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 |
3.20.1 Modelo lineal generalizado
- Familia?
- Binomial
- respuesta (link = logit)
\[log{\frac{p}{1-p}} = \beta_1X_1 + C_0\]
3.20.2 Link
3.20.3 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 |
---|---|---|---|---|---|---|
823.03 | 643 | -321.81 | 651.62 | 669.49 | 643.62 | 640 |
3.20.4 Función link
- Actua sobre \(Y\)
- family Gaussian, link = identidad
- family Gamma, link = inverso
- family poisson, link = log
- family binomial, link = logit
\[Logit = log{\frac{p}{1-p}}\]
Valor | Identidad | Inverso | Log | logit |
---|---|---|---|---|
-1.0 | -1.0 | -1.0000000 | NaN | NaN |
-0.8 | -0.8 | -1.2500000 | NaN | NaN |
0.1 | 0.1 | 10.0000000 | -2.3025851 | -2.197225 |
0.2 | 0.2 | 5.0000000 | -1.6094379 | -1.386294 |
0.5 | 0.5 | 2.0000000 | -0.6931472 | 0.000000 |
0.8 | 0.8 | 1.2500000 | -0.2231436 | 1.386294 |
1.0 | 1.0 | 1.0000000 | 0.0000000 | Inf |
2.0 | 2.0 | 0.5000000 | 0.6931472 | NaN |
2.3 | 2.3 | 0.4347826 | 0.8329091 | NaN |
References
Bartoń, Kamil. 2019. MuMIn: Multi-Model Inference. https://CRAN.R-project.org/package=MuMIn.
Robinson, David, and Alex Hayes. 2020. Broom: Convert Statistical Analysis Objects into Tidy Tibbles. https://CRAN.R-project.org/package=broom.
Wickham, Hadley. 2019. Tidyverse: Easily Install and Load the ’Tidyverse’. https://CRAN.R-project.org/package=tidyverse.