机器学习sklearn：泰坦尼克幸存预测（决策树、网格搜索找最佳参数）
1、加载数据
import pandas as pd
from sklearn.model_selection import train_test_split
from sklearn.tree import DecisionTreeRegressor
from sklearn.model_selection import GridSearchCV
from sklearn.model_selection import cross_val_score
import matplotlib.pyplot as pltdata = pd.read_csv('data.csv')
data.head()2、数据预处理
data.drop(["Name", "Cabin", "Ticket"], axis=1, inplace=True) # 去掉无关的
data["Age"] = data["Age"].fillna(data["Age"].mean())
data = data.dropna()
data["Sex"] = (data["Sex"] == "male").astype("int") # 转为int类型
labels = data["Embarked"].unique().tolist()
data["Embarked"] = data["Embarked"].apply(lambda x: labels.index(x)) # Embarked也转换为int类型# 特征和标签
x = data.iloc[:,data.columns != "Survived"] # 选取所有不是“Survived”的所有行
y = data.iloc[:, data.columns == "Survived"] # 选取SurvivedX_train, X_test, y_train, y_test = train_test_split(x, y, test_size=0.3)
# 序号调好点
for i in [X_train, X_test, y_train, y_test]:i.index = range(i.shape[0])3、训练和使用模型
clf = DecisionTreeClassifier(random_state=25)
clf = clf.fit(X_train, y_train)
score = clf.score(X_test, y_test)
score = cross_val_score(clf, x, y, cv=10)
4、调参：不同max_depth下模型拟合情况
tr = []
te = []for i in range(10):clf = DecisionTreeClassifier(max_depth=i+1, random_state=25, criterion='entropy')clf = clf.fit(X_train, y_train)score = clf.score(X_test, y_test)tr.append(score)score = cross_val_score(clf, x, y, cv=10).mean()te.append(score)plt.plot(range(1,11), tr, color="red", label="train")
plt.plot(range(1,11), te, color="blue", label="test")
plt.xticks(range(1,11))
plt.legend()
plt.show()
-- 拟合高不一定测试效果就越好（3处拟合低却得到最好的测试效果）
5、网格搜索找最优参数
import numpy as np
gini_thresholds = np.linspace(0, 0.5, 20)parameters = {'splitter':('best','random'), 'criterion':('gini','entropy'), 'max_depth':[*range(1,10)] # 这个*号就是转换range类型为列表, 'min_samples_leaf':[*range(1,50, 5)], 'min_impurity_decrease':[*np.linspace(0,0.5,10)]}clf = DecisionTreeClassifier(random_state=25)
GS = GridSearchCV(clf, parameters, cv=10)
GS.fit(X_train, y_train)
GS.best_params_6、附录：泰坦尼克号数据
PassengerId Survived Pclass Name Sex Age SibSp Parch Ticket Fare Cabin Embarked
1 0 3 Braund, Mr. Owen Harris male 22 1 0 A/5 21171 7.25 S
2 1 1 Cumings, Mrs. John Bradley (Florence Briggs Thayer) female 38 1 0 PC 17599 71.2833 C85 C
3 1 3 Heikkinen, Miss. Laina female 26 0 0 STON/O2. 3101282 7.925 S
4 1 1 Futrelle, Mrs. Jacques Heath (Lily May Peel) female 35 1 0 113803 53.1 C123 S
5 0 3 Allen, Mr. William Henry male 35 0 0 373450 8.05 S
6 0 3 Moran, Mr. James male 0 0 330877 8.4583 Q
7 0 1 McCarthy, Mr. Timothy J male 54 0 0 17463 51.8625 E46 S
8 0 3 Palsson, Master. Gosta Leonard male 2 3 1 349909 21.075 S
9 1 3 Johnson, Mrs. Oscar W (Elisabeth Vilhelmina Berg) female 27 0 2 347742 11.1333 S
10 1 2 Nasser, Mrs. Nicholas (Adele Achem) female 14 1 0 237736 30.0708 C
11 1 3 Sandstrom, Miss. Marguerite Rut female 4 1 1 PP 9549 16.7 G6 S
12 1 1 Bonnell, Miss. Elizabeth female 58 0 0 113783 26.55 C103 S
13 0 3 Saundercock, Mr. William Henry male 20 0 0 A/5. 2151 8.05 S
14 0 3 Andersson, Mr. Anders Johan male 39 1 5 347082 31.275 S
15 0 3 Vestrom, Miss. Hulda Amanda Adolfina female 14 0 0 350406 7.8542 S
16 1 2 Hewlett, Mrs. (Mary D Kingcome) female 55 0 0 248706 16 S
17 0 3 Rice, Master. Eugene male 2 4 1 382652 29.125 Q
18 1 2 Williams, Mr. Charles Eugene male 0 0 244373 13 S
19 0 3 Vander Planke, Mrs. Julius (Emelia Maria Vandemoortele) female 31 1 0 345763 18 S
20 1 3 Masselmani, Mrs. Fatima female 0 0 2649 7.225 C
21 0 2 Fynney, Mr. Joseph J male 35 0 0 239865 26 S
22 1 2 Beesley, Mr. Lawrence male 34 0 0 248698 13 D56 S
23 1 3 McGowan, Miss. Anna "Annie" female 15 0 0 330923 8.0292 Q
24 1 1 Sloper, Mr. William Thompson male 28 0 0 113788 35.5 A6 S
25 0 3 Palsson, Miss. Torborg Danira female 8 3 1 349909 21.075 S
26 1 3 Asplund, Mrs. Carl Oscar (Selma Augusta Emilia Johansson) female 38 1 5 347077 31.3875 S
27 0 3 Emir, Mr. Farred Chehab male 0 0 2631 7.225 C
28 0 1 Fortune, Mr. Charles Alexander male 19 3 2 19950 263 C23 C25 C27 S
29 1 3 O'Dwyer, Miss. Ellen "Nellie" female 0 0 330959 7.8792 Q
30 0 3 Todoroff, Mr. Lalio male 0 0 349216 7.8958 S
31 0 1 Uruchurtu, Don. Manuel E male 40 0 0 PC 17601 27.7208 C
32 1 1 Spencer, Mrs. William Augustus (Marie Eugenie) female 1 0 PC 17569 146.5208 B78 C
33 1 3 Glynn, Miss. Mary Agatha female 0 0 335677 7.75 Q
34 0 2 Wheadon, Mr. Edward H male 66 0 0 C.A. 24579 10.5 S
35 0 1 Meyer, Mr. Edgar Joseph male 28 1 0 PC 17604 82.1708 C
36 0 1 Holverson, Mr. Alexander Oskar male 42 1 0 113789 52 S
37 1 3 Mamee, Mr. Hanna male 0 0 2677 7.2292 C
38 0 3 Cann, Mr. Ernest Charles male 21 0 0 A./5. 2152 8.05 S
39 0 3 Vander Planke, Miss. Augusta Maria female 18 2 0 345764 18 S
40 1 3 Nicola-Yarred, Miss. Jamila female 14 1 0 2651 11.2417 C
41 0 3 Ahlin, Mrs. Johan (Johanna Persdotter Larsson) female 40 1 0 7546 9.475 S
42 0 2 Turpin, Mrs. William John Robert (Dorothy Ann Wonnacott) female 27 1 0 11668 21 S
43 0 3 Kraeff, Mr. Theodor male 0 0 349253 7.8958 C
44 1 2 Laroche, Miss. Simonne Marie Anne Andree female 3 1 2 SC/Paris 2123 41.5792 C
45 1 3 Devaney, Miss. Margaret Delia female 19 0 0 330958 7.8792 Q
46 0 3 Rogers, Mr. William John male 0 0 S.C./A.4. 23567 8.05 S
47 0 3 Lennon, Mr. Denis male 1 0 370371 15.5 Q
48 1 3 O'Driscoll, Miss. Bridget female 0 0 14311 7.75 Q
49 0 3 Samaan, Mr. Youssef male 2 0 2662 21.6792 C
50 0 3 Arnold-Franchi, Mrs. Josef (Josefine Franchi) female 18 1 0 349237 17.8 S
51 0 3 Panula, Master. Juha Niilo male 7 4 1 3101295 39.6875 S
52 0 3 Nosworthy, Mr. Richard Cater male 21 0 0 A/4. 39886 7.8 S
53 1 1 Harper, Mrs. Henry Sleeper (Myna Haxtun) female 49 1 0 PC 17572 76.7292 D33 C
54 1 2 Faunthorpe, Mrs. Lizzie (Elizabeth Anne Wilkinson) female 29 1 0 2926 26 S
55 0 1 Ostby, Mr. Engelhart Cornelius male 65 0 1 113509 61.9792 B30 C
56 1 1 Woolner, Mr. Hugh male 0 0 19947 35.5 C52 S
57 1 2 Rugg, Miss. Emily female 21 0 0 C.A. 31026 10.5 S
58 0 3 Novel, Mr. Mansouer male 28.5 0 0 2697 7.2292 C
59 1 2 West, Miss. Constance Mirium female 5 1 2 C.A. 34651 27.75 S
60 0 3 Goodwin, Master. William Frederick male 11 5 2 CA 2144 46.9 S
61 0 3 Sirayanian, Mr. Orsen male 22 0 0 2669 7.2292 C
62 1 1 Icard, Miss. Amelie female 38 0 0 113572 80 B28
63 0 1 Harris, Mr. Henry Birkhardt male 45 1 0 36973 83.475 C83 S
64 0 3 Skoog, Master. Harald male 4 3 2 347088 27.9 S
65 0 1 Stewart, Mr. Albert A male 0 0 PC 17605 27.7208 C
66 1 3 Moubarek, Master. Gerios male 1 1 2661 15.2458 C
67 1 2 Nye, Mrs. (Elizabeth Ramell) female 29 0 0 C.A. 29395 10.5 F33 S
68 0 3 Crease, Mr. Ernest James male 19 0 0 S.P. 3464 8.1583 S
69 1 3 Andersson, Miss. Erna Alexandra female 17 4 2 3101281 7.925 S
70 0 3 Kink, Mr. Vincenz male 26 2 0 315151 8.6625 S
71 0 2 Jenkin, Mr. Stephen Curnow male 32 0 0 C.A. 33111 10.5 S
72 0 3 Goodwin, Miss. Lillian Amy female 16 5 2 CA 2144 46.9 S
73 0 2 Hood, Mr. Ambrose Jr male 21 0 0 S.O.C. 14879 73.5 S
74 0 3 Chronopoulos, Mr. Apostolos male 26 1 0 2680 14.4542 C
75 1 3 Bing, Mr. Lee male 32 0 0 1601 56.4958 S
76 0 3 Moen, Mr. Sigurd Hansen male 25 0 0 348123 7.65 F G73 S
77 0 3 Staneff, Mr. Ivan male 0 0 349208 7.8958 S
78 0 3 Moutal, Mr. Rahamin Haim male 0 0 374746 8.05 S
79 1 2 Caldwell, Master. Alden Gates male 0.83 0 2 248738 29 S
80 1 3 Dowdell, Miss. Elizabeth female 30 0 0 364516 12.475 S
81 0 3 Waelens, Mr. Achille male 22 0 0 345767 9 S
82 1 3 Sheerlinck, Mr. Jan Baptist male 29 0 0 345779 9.5 S
83 1 3 McDermott, Miss. Brigdet Delia female 0 0 330932 7.7875 Q
84 0 1 Carrau, Mr. Francisco M male 28 0 0 113059 47.1 S
85 1 2 Ilett, Miss. Bertha female 17 0 0 SO/C 14885 10.5 S
86 1 3 Backstrom, Mrs. Karl Alfred (Maria Mathilda Gustafsson) female 33 3 0 3101278 15.85 S
87 0 3 Ford, Mr. William Neal male 16 1 3 W./C. 6608 34.375 S
88 0 3 Slocovski, Mr. Selman Francis male 0 0 SOTON/OQ 392086 8.05 S
89 1 1 Fortune, Miss. Mabel Helen female 23 3 2 19950 263 C23 C25 C27 S
90 0 3 Celotti, Mr. Francesco male 24 0 0 343275 8.05 S
91 0 3 Christmann, Mr. Emil male 29 0 0 343276 8.05 S
92 0 3 Andreasson, Mr. Paul Edvin male 20 0 0 347466 7.8542 S
93 0 1 Chaffee, Mr. Herbert Fuller male 46 1 0 W.E.P. 5734 61.175 E31 S
94 0 3 Dean, Mr. Bertram Frank male 26 1 2 C.A. 2315 20.575 S
95 0 3 Coxon, Mr. Daniel male 59 0 0 364500 7.25 S
96 0 3 Shorney, Mr. Charles Joseph male 0 0 374910 8.05 S
97 0 1 Goldschmidt, Mr. George B male 71 0 0 PC 17754 34.6542 A5 C
98 1 1 Greenfield, Mr. William Bertram male 23 0 1 PC 17759 63.3583 D10 D12 C
99 1 2 Doling, Mrs. John T (Ada Julia Bone) female 34 0 1 231919 23 S
100 0 2 Kantor, Mr. Sinai male 34 1 0 244367 26 S
101 0 3 Petranec, Miss. Matilda female 28 0 0 349245 7.8958 S
102 0 3 Petroff, Mr. Pastcho ("Pentcho") male 0 0 349215 7.8958 S
103 0 1 White, Mr. Richard Frasar male 21 0 1 35281 77.2875 D26 S
104 0 3 Johansson, Mr. Gustaf Joel male 33 0 0 7540 8.6542 S
105 0 3 Gustafsson, Mr. Anders Vilhelm male 37 2 0 3101276 7.925 S
106 0 3 Mionoff, Mr. Stoytcho male 28 0 0 349207 7.8958 S
107 1 3 Salkjelsvik, Miss. Anna Kristine female 21 0 0 343120 7.65 S
108 1 3 Moss, Mr. Albert Johan male 0 0 312991 7.775 S
109 0 3 Rekic, Mr. Tido male 38 0 0 349249 7.8958 S
110 1 3 Moran, Miss. Bertha female 1 0 371110 24.15 Q
111 0 1 Porter, Mr. Walter Chamberlain male 47 0 0 110465 52 C110 S
112 0 3 Zabour, Miss. Hileni female 14.5 1 0 2665 14.4542 C
113 0 3 Barton, Mr. David John male 22 0 0 324669 8.05 S
114 0 3 Jussila, Miss. Katriina female 20 1 0 4136 9.825 S
115 0 3 Attalah, Miss. Malake female 17 0 0 2627 14.4583 C
116 0 3 Pekoniemi, Mr. Edvard male 21 0 0 STON/O 2. 3101294 7.925 S
117 0 3 Connors, Mr. Patrick male 70.5 0 0 370369 7.75 Q
118 0 2 Turpin, Mr. William John Robert male 29 1 0 11668 21 S
119 0 1 Baxter, Mr. Quigg Edmond male 24 0 1 PC 17558 247.5208 B58 B60 C
120 0 3 Andersson, Miss. Ellis Anna Maria female 2 4 2 347082 31.275 S
121 0 2 Hickman, Mr. Stanley George male 21 2 0 S.O.C. 14879 73.5 S
122 0 3 Moore, Mr. Leonard Charles male 0 0 A4. 54510 8.05 S
123 0 2 Nasser, Mr. Nicholas male 32.5 1 0 237736 30.0708 C
124 1 2 Webber, Miss. Susan female 32.5 0 0 27267 13 E101 S
125 0 1 White, Mr. Percival Wayland male 54 0 1 35281 77.2875 D26 S
126 1 3 Nicola-Yarred, Master. Elias male 12 1 0 2651 11.2417 C
127 0 3 McMahon, Mr. Martin male 0 0 370372 7.75 Q
128 1 3 Madsen, Mr. Fridtjof Arne male 24 0 0 C 17369 7.1417 S
129 1 3 Peter, Miss. Anna female 1 1 2668 22.3583 F E69 C
130 0 3 Ekstrom, Mr. Johan male 45 0 0 347061 6.975 S
131 0 3 Drazenoic, Mr. Jozef male 33 0 0 349241 7.8958 C
132 0 3 Coelho, Mr. Domingos Fernandeo male 20 0 0 SOTON/O.Q. 3101307 7.05 S
133 0 3 Robins, Mrs. Alexander A (Grace Charity Laury) female 47 1 0 A/5. 3337 14.5 S
134 1 2 Weisz, Mrs. Leopold (Mathilde Francoise Pede) female 29 1 0 228414 26 S
135 0 2 Sobey, Mr. Samuel James Hayden male 25 0 0 C.A. 29178 13 S
136 0 2 Richard, Mr. Emile male 23 0 0 SC/PARIS 2133 15.0458 C
137 1 1 Newsom, Miss. Helen Monypeny female 19 0 2 11752 26.2833 D47 S
138 0 1 Futrelle, Mr. Jacques Heath male 37 1 0 113803 53.1 C123 S
139 0 3 Osen, Mr. Olaf Elon male 16 0 0 7534 9.2167 S
140 0 1 Giglio, Mr. Victor male 24 0 0 PC 17593 79.2 B86 C
141 0 3 Boulos, Mrs. Joseph (Sultana) female 0 2 2678 15.2458 C
142 1 3 Nysten, Miss. Anna Sofia female 22 0 0 347081 7.75 S
143 1 3 Hakkarainen, Mrs. Pekka Pietari (Elin Matilda Dolck) female 24 1 0 STON/O2. 3101279 15.85 S
144 0 3 Burke, Mr. Jeremiah male 19 0 0 365222 6.75 Q
145 0 2 Andrew, Mr. Edgardo Samuel male 18 0 0 231945 11.5 S
146 0 2 Nicholls, Mr. Joseph Charles male 19 1 1 C.A. 33112 36.75 S
147 1 3 Andersson, Mr. August Edvard ("Wennerstrom") male 27 0 0 350043 7.7958 S
148 0 3 Ford, Miss. Robina Maggie "Ruby" female 9 2 2 W./C. 6608 34.375 S
149 0 2 Navratil, Mr. Michel ("Louis M Hoffman") male 36.5 0 2 230080 26 F2 S
150 0 2 Byles, Rev. Thomas Roussel Davids male 42 0 0 244310 13 S
151 0 2 Bateman, Rev. Robert James male 51 0 0 S.O.P. 1166 12.525 S
152 1 1 Pears, Mrs. Thomas (Edith Wearne) female 22 1 0 113776 66.6 C2 S
153 0 3 Meo, Mr. Alfonzo male 55.5 0 0 A.5. 11206 8.05 S
154 0 3 van Billiard, Mr. Austin Blyler male 40.5 0 2 A/5. 851 14.5 S
155 0 3 Olsen, Mr. Ole Martin male 0 0 Fa 265302 7.3125 S
156 0 1 Williams, Mr. Charles Duane male 51 0 1 PC 17597 61.3792 C
157 1 3 Gilnagh, Miss. Katherine "Katie" female 16 0 0 35851 7.7333 Q
158 0 3 Corn, Mr. Harry male 30 0 0 SOTON/OQ 392090 8.05 S
159 0 3 Smiljanic, Mr. Mile male 0 0 315037 8.6625 S
160 0 3 Sage, Master. Thomas Henry male 8 2 CA. 2343 69.55 S
161 0 3 Cribb, Mr. John Hatfield male 44 0 1 371362 16.1 S
162 1 2 Watt, Mrs. James (Elizabeth "Bessie" Inglis Milne) female 40 0 0 C.A. 33595 15.75 S
163 0 3 Bengtsson, Mr. John Viktor male 26 0 0 347068 7.775 S
164 0 3 Calic, Mr. Jovo male 17 0 0 315093 8.6625 S
165 0 3 Panula, Master. Eino Viljami male 1 4 1 3101295 39.6875 S
166 1 3 Goldsmith, Master. Frank John William "Frankie" male 9 0 2 363291 20.525 S
167 1 1 Chibnall, Mrs. (Edith Martha Bowerman) female 0 1 113505 55 E33 S
168 0 3 Skoog, Mrs. William (Anna Bernhardina Karlsson) female 45 1 4 347088 27.9 S
169 0 1 Baumann, Mr. John D male 0 0 PC 17318 25.925 S
170 0 3 Ling, Mr. Lee male 28 0 0 1601 56.4958 S
171 0 1 Van der hoef, Mr. Wyckoff male 61 0 0 111240 33.5 B19 S
172 0 3 Rice, Master. Arthur male 4 4 1 382652 29.125 Q
173 1 3 Johnson, Miss. Eleanor Ileen female 1 1 1 347742 11.1333 S
174 0 3 Sivola, Mr. Antti Wilhelm male 21 0 0 STON/O 2. 3101280 7.925 S
175 0 1 Smith, Mr. James Clinch male 56 0 0 17764 30.6958 A7 C
176 0 3 Klasen, Mr. Klas Albin male 18 1 1 350404 7.8542 S
177 0 3 Lefebre, Master. Henry Forbes male 3 1 4133 25.4667 S
178 0 1 Isham, Miss. Ann Elizabeth female 50 0 0 PC 17595 28.7125 C49 C
179 0 2 Hale, Mr. Reginald male 30 0 0 250653 13 S
180 0 3 Leonard, Mr. Lionel male 36 0 0 LINE 0 S
181 0 3 Sage, Miss. Constance Gladys female 8 2 CA. 2343 69.55 S
182 0 2 Pernot, Mr. Rene male 0 0 SC/PARIS 2131 15.05 C
183 0 3 Asplund, Master. Clarence Gustaf Hugo male 9 4 2 347077 31.3875 S
184 1 2 Becker, Master. Richard F male 1 2 1 230136 39 F4 S
185 1 3 Kink-Heilmann, Miss. Luise Gretchen female 4 0 2 315153 22.025 S
186 0 1 Rood, Mr. Hugh Roscoe male 0 0 113767 50 A32 S
187 1 3 O'Brien, Mrs. Thomas (Johanna "Hannah" Godfrey) female 1 0 370365 15.5 Q
188 1 1 Romaine, Mr. Charles Hallace ("Mr C Rolmane") male 45 0 0 111428 26.55 S
189 0 3 Bourke, Mr. John male 40 1 1 364849 15.5 Q
190 0 3 Turcin, Mr. Stjepan male 36 0 0 349247 7.8958 S
191 1 2 Pinsky, Mrs. (Rosa) female 32 0 0 234604 13 S
192 0 2 Carbines, Mr. William male 19 0 0 28424 13 S
193 1 3 Andersen-Jensen, Miss. Carla Christine Nielsine female 19 1 0 350046 7.8542 S
194 1 2 Navratil, Master. Michel M male 3 1 1 230080 26 F2 S
195 1 1 Brown, Mrs. James Joseph (Margaret Tobin) female 44 0 0 PC 17610 27.7208 B4 C
196 1 1 Lurette, Miss. Elise female 58 0 0 PC 17569 146.5208 B80 C
197 0 3 Mernagh, Mr. Robert male 0 0 368703 7.75 Q
198 0 3 Olsen, Mr. Karl Siegwart Andreas male 42 0 1 4579 8.4042 S
199 1 3 Madigan, Miss. Margaret "Maggie" female 0 0 370370 7.75 Q
200 0 2 Yrois, Miss. Henriette ("Mrs Harbeck") female 24 0 0 248747 13 S
201 0 3 Vande Walle, Mr. Nestor Cyriel male 28 0 0 345770 9.5 S
202 0 3 Sage, Mr. Frederick male 8 2 CA. 2343 69.55 S
203 0 3 Johanson, Mr. Jakob Alfred male 34 0 0 3101264 6.4958 S
204 0 3 Youseff, Mr. Gerious male 45.5 0 0 2628 7.225 C
205 1 3 Cohen, Mr. Gurshon "Gus" male 18 0 0 A/5 3540 8.05 S
206 0 3 Strom, Miss. Telma Matilda female 2 0 1 347054 10.4625 G6 S
207 0 3 Backstrom, Mr. Karl Alfred male 32 1 0 3101278 15.85 S
208 1 3 Albimona, Mr. Nassef Cassem male 26 0 0 2699 18.7875 C
209 1 3 Carr, Miss. Helen "Ellen" female 16 0 0 367231 7.75 Q
210 1 1 Blank, Mr. Henry male 40 0 0 112277 31 A31 C
211 0 3 Ali, Mr. Ahmed male 24 0 0 SOTON/O.Q. 3101311 7.05 S
212 1 2 Cameron, Miss. Clear Annie female 35 0 0 F.C.C. 13528 21 S
213 0 3 Perkin, Mr. John Henry male 22 0 0 A/5 21174 7.25 S
214 0 2 Givard, Mr. Hans Kristensen male 30 0 0 250646 13 S
215 0 3 Kiernan, Mr. Philip male 1 0 367229 7.75 Q
216 1 1 Newell, Miss. Madeleine female 31 1 0 35273 113.275 D36 C
217 1 3 Honkanen, Miss. Eliina female 27 0 0 STON/O2. 3101283 7.925 S
218 0 2 Jacobsohn, Mr. Sidney Samuel male 42 1 0 243847 27 S
219 1 1 Bazzani, Miss. Albina female 32 0 0 11813 76.2917 D15 C
220 0 2 Harris, Mr. Walter male 30 0 0 W/C 14208 10.5 S
221 1 3 Sunderland, Mr. Victor Francis male 16 0 0 SOTON/OQ 392089 8.05 S
222 0 2 Bracken, Mr. James H male 27 0 0 220367 13 S
223 0 3 Green, Mr. George Henry male 51 0 0 21440 8.05 S
224 0 3 Nenkoff, Mr. Christo male 0 0 349234 7.8958 S
225 1 1 Hoyt, Mr. Frederick Maxfield male 38 1 0 19943 90 C93 S
226 0 3 Berglund, Mr. Karl Ivar Sven male 22 0 0 PP 4348 9.35 S
227 1 2 Mellors, Mr. William John male 19 0 0 SW/PP 751 10.5 S
228 0 3 Lovell, Mr. John Hall ("Henry") male 20.5 0 0 A/5 21173 7.25 S
229 0 2 Fahlstrom, Mr. Arne Jonas male 18 0 0 236171 13 S
230 0 3 Lefebre, Miss. Mathilde female 3 1 4133 25.4667 S
231 1 1 Harris, Mrs. Henry Birkhardt (Irene Wallach) female 35 1 0 36973 83.475 C83 S
232 0 3 Larsson, Mr. Bengt Edvin male 29 0 0 347067 7.775 S
233 0 2 Sjostedt, Mr. Ernst Adolf male 59 0 0 237442 13.5 S
234 1 3 Asplund, Miss. Lillian Gertrud female 5 4 2 347077 31.3875 S
235 0 2 Leyson, Mr. Robert William Norman male 24 0 0 C.A. 29566 10.5 S
236 0 3 Harknett, Miss. Alice Phoebe female 0 0 W./C. 6609 7.55 S
237 0 2 Hold, Mr. Stephen male 44 1 0 26707 26 S
238 1 2 Collyer, Miss. Marjorie "Lottie" female 8 0 2 C.A. 31921 26.25 S
239 0 2 Pengelly, Mr. Frederick William male 19 0 0 28665 10.5 S
240 0 2 Hunt, Mr. George Henry male 33 0 0 SCO/W 1585 12.275 S
241 0 3 Zabour, Miss. Thamine female 1 0 2665 14.4542 C
242 1 3 Murphy, Miss. Katherine "Kate" female 1 0 367230 15.5 Q
243 0 2 Coleridge, Mr. Reginald Charles male 29 0 0 W./C. 14263 10.5 S
244 0 3 Maenpaa, Mr. Matti Alexanteri male 22 0 0 STON/O 2. 3101275 7.125 S
245 0 3 Attalah, Mr. Sleiman male 30 0 0 2694 7.225 C
246 0 1 Minahan, Dr. William Edward male 44 2 0 19928 90 C78 Q
247 0 3 Lindahl, Miss. Agda Thorilda Viktoria female 25 0 0 347071 7.775 S
248 1 2 Hamalainen, Mrs. William (Anna) female 24 0 2 250649 14.5 S
249 1 1 Beckwith, Mr. Richard Leonard male 37 1 1 11751 52.5542 D35 S
250 0 2 Carter, Rev. Ernest Courtenay male 54 1 0 244252 26 S
251 0 3 Reed, Mr. James George male 0 0 362316 7.25 S
252 0 3 Strom, Mrs. Wilhelm (Elna Matilda Persson) female 29 1 1 347054 10.4625 G6 S
253 0 1 Stead, Mr. William Thomas male 62 0 0 113514 26.55 C87 S
254 0 3 Lobb, Mr. William Arthur male 30 1 0 A/5. 3336 16.1 S
255 0 3 Rosblom, Mrs. Viktor (Helena Wilhelmina) female 41 0 2 370129 20.2125 S
256 1 3 Touma, Mrs. Darwis (Hanne Youssef Razi) female 29 0 2 2650 15.2458 C
257 1 1 Thorne, Mrs. Gertrude Maybelle female 0 0 PC 17585 79.2 C
258 1 1 Cherry, Miss. Gladys female 30 0 0 110152 86.5 B77 S
259 1 1 Ward, Miss. Anna female 35 0 0 PC 17755 512.3292 C
260 1 2 Parrish, Mrs. (Lutie Davis) female 50 0 1 230433 26 S
261 0 3 Smith, Mr. Thomas male 0 0 384461 7.75 Q
262 1 3 Asplund, Master. Edvin Rojj Felix male 3 4 2 347077 31.3875 S
263 0 1 Taussig, Mr. Emil male 52 1 1 110413 79.65 E67 S
264 0 1 Harrison, Mr. William male 40 0 0 112059 0 B94 S
265 0 3 Henry, Miss. Delia female 0 0 382649 7.75 Q
266 0 2 Reeves, Mr. David male 36 0 0 C.A. 17248 10.5 S
267 0 3 Panula, Mr. Ernesti Arvid male 16 4 1 3101295 39.6875 S
268 1 3 Persson, Mr. Ernst Ulrik male 25 1 0 347083 7.775 S
269 1 1 Graham, Mrs. William Thompson (Edith Junkins) female 58 0 1 PC 17582 153.4625 C125 S
270 1 1 Bissette, Miss. Amelia female 35 0 0 PC 17760 135.6333 C99 S
271 0 1 Cairns, Mr. Alexander male 0 0 113798 31 S
272 1 3 Tornquist, Mr. William Henry male 25 0 0 LINE 0 S
273 1 2 Mellinger, Mrs. (Elizabeth Anne Maidment) female 41 0 1 250644 19.5 S
274 0 1 Natsch, Mr. Charles H male 37 0 1 PC 17596 29.7 C118 C
275 1 3 Healy, Miss. Hanora "Nora" female 0 0 370375 7.75 Q
276 1 1 Andrews, Miss. Kornelia Theodosia female 63 1 0 13502 77.9583 D7 S
277 0 3 Lindblom, Miss. Augusta Charlotta female 45 0 0 347073 7.75 S
278 0 2 Parkes, Mr. Francis "Frank" male 0 0 239853 0 S
279 0 3 Rice, Master. Eric male 7 4 1 382652 29.125 Q
280 1 3 Abbott, Mrs. Stanton (Rosa Hunt) female 35 1 1 C.A. 2673 20.25 S
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310 1 1 Francatelli, Miss. Laura Mabel female 30 0 0 PC 17485 56.9292 E36 C
311 1 1 Hays, Miss. Margaret Bechstein female 24 0 0 11767 83.1583 C54 C
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320 1 1 Spedden, Mrs. Frederic Oakley (Margaretta Corning Stone) female 40 1 1 16966 134.5 E34 C
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340 0 1 Blackwell, Mr. Stephen Weart male 45 0 0 113784 35.5 T S
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345 0 2 Fox, Mr. Stanley Hubert male 36 0 0 229236 13 S
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351 0 3 Odahl, Mr. Nils Martin male 23 0 0 7267 9.225 S
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355 0 3 Yousif, Mr. Wazli male 0 0 2647 7.225 C
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367 1 1 Warren, Mrs. Frank Manley (Anna Sophia Atkinson) female 60 1 0 110813 75.25 D37 C
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376 1 1 Meyer, Mrs. Edgar Joseph (Leila Saks) female 1 0 PC 17604 82.1708 C
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380 0 3 Gustafsson, Mr. Karl Gideon male 19 0 0 347069 7.775 S
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393 0 3 Gustafsson, Mr. Johan Birger male 28 2 0 3101277 7.925 S
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395 1 3 Sandstrom, Mrs. Hjalmar (Agnes Charlotta Bengtsson) female 24 0 2 PP 9549 16.7 G6 S
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399 0 2 Pain, Dr. Alfred male 23 0 0 244278 10.5 S
400 1 2 Trout, Mrs. William H (Jessie L) female 28 0 0 240929 12.65 S
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402 0 3 Adams, Mr. John male 26 0 0 341826 8.05 S
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404 0 3 Hakkarainen, Mr. Pekka Pietari male 28 1 0 STON/O2. 3101279 15.85 S
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406 0 2 Gale, Mr. Shadrach male 34 1 0 28664 21 S
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415 1 3 Sundman, Mr. Johan Julian male 44 0 0 STON/O 2. 3101269 7.925 S
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417 1 2 Drew, Mrs. James Vivian (Lulu Thorne Christian) female 34 1 1 28220 32.5 S
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425 0 3 Rosblom, Mr. Viktor Richard male 18 1 1 370129 20.2125 S
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430 1 3 Pickard, Mr. Berk (Berk Trembisky) male 32 0 0 SOTON/O.Q. 392078 8.05 E10 S
431 1 1 Bjornstrom-Steffansson, Mr. Mauritz Hakan male 28 0 0 110564 26.55 C52 S
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433 1 2 Louch, Mrs. Charles Alexander (Alice Adelaide Slow) female 42 1 0 SC/AH 3085 26 S
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438 1 2 Richards, Mrs. Sidney (Emily Hocking) female 24 2 3 29106 18.75 S
439 0 1 Fortune, Mr. Mark male 64 1 4 19950 263 C23 C25 C27 S
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441 1 2 Hart, Mrs. Benjamin (Esther Ada Bloomfield) female 45 1 1 F.C.C. 13529 26.25 S
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443 0 3 Petterson, Mr. Johan Emil male 25 1 0 347076 7.775 S
444 1 2 Reynaldo, Ms. Encarnacion female 28 0 0 230434 13 S
445 1 3 Johannesen-Bratthammer, Mr. Bernt male 0 0 65306 8.1125 S
446 1 1 Dodge, Master. Washington male 4 0 2 33638 81.8583 A34 S
447 1 2 Mellinger, Miss. Madeleine Violet female 13 0 1 250644 19.5 S
448 1 1 Seward, Mr. Frederic Kimber male 34 0 0 113794 26.55 S
449 1 3 Baclini, Miss. Marie Catherine female 5 2 1 2666 19.2583 C
450 1 1 Peuchen, Major. Arthur Godfrey male 52 0 0 113786 30.5 C104 S
451 0 2 West, Mr. Edwy Arthur male 36 1 2 C.A. 34651 27.75 S
452 0 3 Hagland, Mr. Ingvald Olai Olsen male 1 0 65303 19.9667 S
453 0 1 Foreman, Mr. Benjamin Laventall male 30 0 0 113051 27.75 C111 C
454 1 1 Goldenberg, Mr. Samuel L male 49 1 0 17453 89.1042 C92 C
455 0 3 Peduzzi, Mr. Joseph male 0 0 A/5 2817 8.05 S
456 1 3 Jalsevac, Mr. Ivan male 29 0 0 349240 7.8958 C
457 0 1 Millet, Mr. Francis Davis male 65 0 0 13509 26.55 E38 S
458 1 1 Kenyon, Mrs. Frederick R (Marion) female 1 0 17464 51.8625 D21 S
459 1 2 Toomey, Miss. Ellen female 50 0 0 F.C.C. 13531 10.5 S
460 0 3 O'Connor, Mr. Maurice male 0 0 371060 7.75 Q
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462 0 3 Morley, Mr. William male 34 0 0 364506 8.05 S
463 0 1 Gee, Mr. Arthur H male 47 0 0 111320 38.5 E63 S
464 0 2 Milling, Mr. Jacob Christian male 48 0 0 234360 13 S
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466 0 3 Goncalves, Mr. Manuel Estanslas male 38 0 0 SOTON/O.Q. 3101306 7.05 S
467 0 2 Campbell, Mr. William male 0 0 239853 0 S
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469 0 3 Scanlan, Mr. James male 0 0 36209 7.725 Q
470 1 3 Baclini, Miss. Helene Barbara female 0.75 2 1 2666 19.2583 C
471 0 3 Keefe, Mr. Arthur male 0 0 323592 7.25 S
472 0 3 Cacic, Mr. Luka male 38 0 0 315089 8.6625 S
473 1 2 West, Mrs. Edwy Arthur (Ada Mary Worth) female 33 1 2 C.A. 34651 27.75 S
474 1 2 Jerwan, Mrs. Amin S (Marie Marthe Thuillard) female 23 0 0 SC/AH Basle 541 13.7917 D C
475 0 3 Strandberg, Miss. Ida Sofia female 22 0 0 7553 9.8375 S
476 0 1 Clifford, Mr. George Quincy male 0 0 110465 52 A14 S
477 0 2 Renouf, Mr. Peter Henry male 34 1 0 31027 21 S
478 0 3 Braund, Mr. Lewis Richard male 29 1 0 3460 7.0458 S
479 0 3 Karlsson, Mr. Nils August male 22 0 0 350060 7.5208 S
480 1 3 Hirvonen, Miss. Hildur E female 2 0 1 3101298 12.2875 S
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485 1 1 Bishop, Mr. Dickinson H male 25 1 0 11967 91.0792 B49 C
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487 1 1 Hoyt, Mrs. Frederick Maxfield (Jane Anne Forby) female 35 1 0 19943 90 C93 S
488 0 1 Kent, Mr. Edward Austin male 58 0 0 11771 29.7 B37 C
489 0 3 Somerton, Mr. Francis William male 30 0 0 A.5. 18509 8.05 S
490 1 3 Coutts, Master. Eden Leslie "Neville" male 9 1 1 C.A. 37671 15.9 S
491 0 3 Hagland, Mr. Konrad Mathias Reiersen male 1 0 65304 19.9667 S
492 0 3 Windelov, Mr. Einar male 21 0 0 SOTON/OQ 3101317 7.25 S
493 0 1 Molson, Mr. Harry Markland male 55 0 0 113787 30.5 C30 S
494 0 1 Artagaveytia, Mr. Ramon male 71 0 0 PC 17609 49.5042 C
495 0 3 Stanley, Mr. Edward Roland male 21 0 0 A/4 45380 8.05 S
496 0 3 Yousseff, Mr. Gerious male 0 0 2627 14.4583 C
497 1 1 Eustis, Miss. Elizabeth Mussey female 54 1 0 36947 78.2667 D20 C
498 0 3 Shellard, Mr. Frederick William male 0 0 C.A. 6212 15.1 S
499 0 1 Allison, Mrs. Hudson J C (Bessie Waldo Daniels) female 25 1 2 113781 151.55 C22 C26 S
500 0 3 Svensson, Mr. Olof male 24 0 0 350035 7.7958 S
501 0 3 Calic, Mr. Petar male 17 0 0 315086 8.6625 S
502 0 3 Canavan, Miss. Mary female 21 0 0 364846 7.75 Q
503 0 3 O'Sullivan, Miss. Bridget Mary female 0 0 330909 7.6292 Q
504 0 3 Laitinen, Miss. Kristina Sofia female 37 0 0 4135 9.5875 S
505 1 1 Maioni, Miss. Roberta female 16 0 0 110152 86.5 B79 S
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507 1 2 Quick, Mrs. Frederick Charles (Jane Richards) female 33 0 2 26360 26 S
508 1 1 Bradley, Mr. George ("George Arthur Brayton") male 0 0 111427 26.55 S
509 0 3 Olsen, Mr. Henry Margido male 28 0 0 C 4001 22.525 S
510 1 3 Lang, Mr. Fang male 26 0 0 1601 56.4958 S
511 1 3 Daly, Mr. Eugene Patrick male 29 0 0 382651 7.75 Q
512 0 3 Webber, Mr. James male 0 0 SOTON/OQ 3101316 8.05 S
513 1 1 McGough, Mr. James Robert male 36 0 0 PC 17473 26.2875 E25 S
514 1 1 Rothschild, Mrs. Martin (Elizabeth L. Barrett) female 54 1 0 PC 17603 59.4 C
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516 0 1 Walker, Mr. William Anderson male 47 0 0 36967 34.0208 D46 S
517 1 2 Lemore, Mrs. (Amelia Milley) female 34 0 0 C.A. 34260 10.5 F33 S
518 0 3 Ryan, Mr. Patrick male 0 0 371110 24.15 Q
519 1 2 Angle, Mrs. William A (Florence "Mary" Agnes Hughes) female 36 1 0 226875 26 S
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521 1 1 Perreault, Miss. Anne female 30 0 0 12749 93.5 B73 S
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526 0 3 Farrell, Mr. James male 40.5 0 0 367232 7.75 Q
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529 0 3 Salonen, Mr. Johan Werner male 39 0 0 3101296 7.925 S
530 0 2 Hocking, Mr. Richard George male 23 2 1 29104 11.5 S
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533 0 3 Elias, Mr. Joseph Jr male 17 1 1 2690 7.2292 C
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538 1 1 LeRoy, Miss. Bertha female 30 0 0 PC 17761 106.425 C
539 0 3 Risien, Mr. Samuel Beard male 0 0 364498 14.5 S
540 1 1 Frolicher, Miss. Hedwig Margaritha female 22 0 2 13568 49.5 B39 C
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543 0 3 Andersson, Miss. Sigrid Elisabeth female 11 4 2 347082 31.275 S
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547 1 2 Beane, Mrs. Edward (Ethel Clarke) female 19 1 0 2908 26 S
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553 0 3 O'Brien, Mr. Timothy male 0 0 330979 7.8292 Q
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555 1 3 Ohman, Miss. Velin female 22 0 0 347085 7.775 S
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558 0 1 Robbins, Mr. Victor male 0 0 PC 17757 227.525 C
559 1 1 Taussig, Mrs. Emil (Tillie Mandelbaum) female 39 1 1 110413 79.65 E67 S
560 1 3 de Messemaeker, Mrs. Guillaume Joseph (Emma) female 36 1 0 345572 17.4 S
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562 0 3 Sivic, Mr. Husein male 40 0 0 349251 7.8958 S
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564 0 3 Simmons, Mr. John male 0 0 SOTON/OQ 392082 8.05 S
565 0 3 Meanwell, Miss. (Marion Ogden) female 0 0 SOTON/O.Q. 392087 8.05 S
566 0 3 Davies, Mr. Alfred J male 24 2 0 A/4 48871 24.15 S
567 0 3 Stoytcheff, Mr. Ilia male 19 0 0 349205 7.8958 S
568 0 3 Palsson, Mrs. Nils (Alma Cornelia Berglund) female 29 0 4 349909 21.075 S
569 0 3 Doharr, Mr. Tannous male 0 0 2686 7.2292 C
570 1 3 Jonsson, Mr. Carl male 32 0 0 350417 7.8542 S
571 1 2 Harris, Mr. George male 62 0 0 S.W./PP 752 10.5 S
572 1 1 Appleton, Mrs. Edward Dale (Charlotte Lamson) female 53 2 0 11769 51.4792 C101 S
573 1 1 Flynn, Mr. John Irwin ("Irving") male 36 0 0 PC 17474 26.3875 E25 S
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576 0 3 Patchett, Mr. George male 19 0 0 358585 14.5 S
577 1 2 Garside, Miss. Ethel female 34 0 0 243880 13 S
578 1 1 Silvey, Mrs. William Baird (Alice Munger) female 39 1 0 13507 55.9 E44 S
579 0 3 Caram, Mrs. Joseph (Maria Elias) female 1 0 2689 14.4583 C
580 1 3 Jussila, Mr. Eiriik male 32 0 0 STON/O 2. 3101286 7.925 S
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582 1 1 Thayer, Mrs. John Borland (Marian Longstreth Morris) female 39 1 1 17421 110.8833 C68 C
583 0 2 Downton, Mr. William James male 54 0 0 28403 26 S
584 0 1 Ross, Mr. John Hugo male 36 0 0 13049 40.125 A10 C
585 0 3 Paulner, Mr. Uscher male 0 0 3411 8.7125 C
586 1 1 Taussig, Miss. Ruth female 18 0 2 110413 79.65 E68 S
587 0 2 Jarvis, Mr. John Denzil male 47 0 0 237565 15 S
588 1 1 Frolicher-Stehli, Mr. Maxmillian male 60 1 1 13567 79.2 B41 C
589 0 3 Gilinski, Mr. Eliezer male 22 0 0 14973 8.05 S
590 0 3 Murdlin, Mr. Joseph male 0 0 A./5. 3235 8.05 S
591 0 3 Rintamaki, Mr. Matti male 35 0 0 STON/O 2. 3101273 7.125 S
592 1 1 Stephenson, Mrs. Walter Bertram (Martha Eustis) female 52 1 0 36947 78.2667 D20 C
593 0 3 Elsbury, Mr. William James male 47 0 0 A/5 3902 7.25 S
594 0 3 Bourke, Miss. Mary female 0 2 364848 7.75 Q
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596 0 3 Van Impe, Mr. Jean Baptiste male 36 1 1 345773 24.15 S
597 1 2 Leitch, Miss. Jessie Wills female 0 0 248727 33 S
598 0 3 Johnson, Mr. Alfred male 49 0 0 LINE 0 S
599 0 3 Boulos, Mr. Hanna male 0 0 2664 7.225 C
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601 1 2 Jacobsohn, Mrs. Sidney Samuel (Amy Frances Christy) female 24 2 1 243847 27 S
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671 1 2 Brown, Mrs. Thomas William Solomon (Elizabeth Catherine Ford) female 40 1 1 29750 39 S
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680 1 1 Cardeza, Mr. Thomas Drake Martinez male 36 0 1 PC 17755 512.3292 B51 B53 B55 C
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701 1 1 Astor, Mrs. John Jacob (Madeleine Talmadge Force) female 18 1 0 PC 17757 227.525 C62 C64 C
702 1 1 Silverthorne, Mr. Spencer Victor male 35 0 0 PC 17475 26.2875 E24 S
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727 1 2 Renouf, Mrs. Peter Henry (Lillian Jefferys) female 30 3 0 31027 21 S
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831 1 3 Yasbeck, Mrs. Antoni (Selini Alexander) female 15 1 0 2659 14.4542 C
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859 1 3 Baclini, Mrs. Solomon (Latifa Qurban) female 24 0 3 2666 19.2583 C
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891 0 3 Dooley, Mr. Patrick male 32 0 0 370376 7.75 Q