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
\[y = beta_1X_1 + \beta_2X_2 + \beta_3X_1X_2 + C_0 + C_1\]
11/10, 2018
Formula (g)lm con interacciones
Algunas especificaciones de un modelo lineal
Cambio intercepto pero no pendiente
fit1 <- lm(weight ~ Time + Diet, data = ChickWeight)
Calculemos
| 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 |
- Nuevos datos
| Time | Diet |
|---|---|
| 3 | 1 |
| 4 | 4 |
Cambio Pendiente pero no intercepto
fit2 <- lm(weight ~ Time + Time:Diet, data = ChickWeight)
Calculemos
| 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 |
- Nuevos datos
| Time | Diet |
|---|---|
| 3 | 1 |
| 4 | 4 |
Cambio Pendiente e intercepto
fit3 <- lm(weight ~ Time * Diet, data = ChickWeight)
Calculemos
| 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 |
- Nuevos datos
| Time | Diet |
|---|---|
| 3 | 1 |
| 4 | 4 |
Cual es el mejor modelo?
kable(MuMIn::model.sel(list(fit1, fit2, fit3))) %>% kable_styling(bootstrap_options = c("striped",
"hover"), font_size = 20, full_width = F)
| (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)
\[\frac{1}{y} = \beta_1X_1 + C_0\]
Modelo Gamma
fit2g <- glm(weight ~ Time + Time:Diet, Gamma, data = ChickWeight)
Calculemos
- Nuevos datos
| term | estimate | std.error | statistic | p.value |
|---|---|---|---|---|
| (Intercept) | 0.02 | 0 | 61.09 | 0 |
| Time | 0.00 | 0 | -31.21 | 0 |
| Time:Diet2 | 0.00 | 0 | -3.73 | 0 |
| Time:Diet3 | 0.00 | 0 | -7.78 | 0 |
| Time:Diet4 | 0.00 | 0 | -6.36 | 0 |
| Time | Diet |
|---|---|
| 3 | 1 |
| 4 | 4 |
Modelo lineal generalizado
- Son los residuales normales?
Test <- augment(fit2g) 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")
Modelo lineal generalizado
- Familia?
- Gamma
- respuesta (link = log)
\[\log{y} = \beta_1X_1 + C_0\]
Modelo Gamma
fit2g <- glm(weight ~ Time + Time:Diet, Gamma(link = "log"), data = ChickWeight)
Calculemos
- Nuevos datos
| term | estimate | std.error | statistic | p.value |
|---|---|---|---|---|
| (Intercept) | 3.80 | 0.02 | 227.68 | 0 |
| Time | 0.07 | 0.00 | 43.13 | 0 |
| Time:Diet2 | 0.01 | 0.00 | 5.47 | 0 |
| Time:Diet3 | 0.02 | 0.00 | 11.04 | 0 |
| Time:Diet4 | 0.02 | 0.00 | 9.60 | 0 |
| Time | Diet |
|---|---|
| 3 | 1 |
| 4 | 4 |
Modelo lineal generalizado
- Son los residuales normales?
Test <- augment(fit2g) 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")
Modelo lineal generalizado
train <- read_csv("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)
\[log{\frac{p}{1-p}} = \beta_1X_1 + C_0\]
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 |
|---|---|---|---|---|---|---|
| 823.03 | 643 | -321.81 | 651.62 | 669.49 | 643.62 | 640 |
\(R^2\): 0.3370364
Modelo lineal generalizado (familia: binomial)
FitBin2 <- glm(Survived ~ Fare * Sex, data = train, family = binomial())
Función link
- Actua sobre \(Y\)
- family Gaussian, link = identidad
- family Gamma, link = inverso
- family poisson, link = log
- family binomial, link = logit
\[Logit = log{\frac{p}{1-p}}\]
Función link
| 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 |
Función link
Ajuste
Pseudo \(R^2\)