Prompt:
Problem:

I was playing with the Titanic dataset on Kaggle (https://www.kaggle.com/c/titanic/data), and I want to use LabelEncoder from sklearn.preprocessing to transform Sex, originally labeled as 'male' into '1' and 'female' into '0'.. I had the following four lines of code,

import pandas as pd
from sklearn.preprocessing import LabelEncoder
df = pd.read_csv('titanic.csv')
df['Sex'] = LabelEncoder.fit_transform(df['Sex'])
But when I ran it I received the following error message:

TypeError: fit_transform() missing 1 required positional argument: 'y'
the error comes from line 4, i.e.,

df['Sex'] = LabelEncoder.fit_transform(df['Sex'])
I wonder what went wrong here. Although I know I could also do the transformation using map, which might be even simpler, but I still want to know what's wrong with my usage of LabelEncoder.

A:

Runnable code
<code>
import numpy as np
import pandas as pd
from sklearn.preprocessing import LabelEncoder
df = load_data()
</code>
transformed_df = ... # put solution in this variable
BEGIN SOLUTION
<code>

le = LabelEncoder()
transformed_df = df.copy()
transformed_df['Sex'] = le.fit_transform(df['Sex'])

import pandas as pd
import copy
import tokenize, io
from sklearn.preprocessing import LabelEncoder

def generate_test_case(test_case_id):
    def define_test_input(test_case_id):
        if test_case_id == 1:
            df = pd.read_csv("train.csv")
        elif test_case_id == 2:
            df = pd.read_csv("test.csv")
        return df

    def generate_ans(data):
        df = data
        le = LabelEncoder()
        transformed_df = df.copy()
        transformed_df["Sex"] = le.fit_transform(df["Sex"])
        return transformed_df

    test_input = define_test_input(test_case_id)
    expected_result = generate_ans(copy.deepcopy(test_input))
    return test_input, expected_result

def exec_test(result, ans):
    try:
        pd.testing.assert_frame_equal(result, ans, check_dtype=False)
        return 1
    except:
        return 0

exec_context = r"""
import pandas as pd
import numpy as np
from sklearn.preprocessing import LabelEncoder
df = test_input
[insert]
result = transformed_df
"""

def test_execution(solution: str):
    titanic_train = '''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
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208,1,3,"Albimona, Mr. Nassef Cassem",male,26,0,0,2699,18.7875,,C
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210,1,1,"Blank, Mr. Henry",male,40,0,0,112277,31,A31,C
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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
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219,1,1,"Bazzani, Miss. Albina",female,32,0,0,11813,76.2917,D15,C
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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
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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
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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
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237,0,2,"Hold, Mr. Stephen",male,44,1,0,26707,26,,S
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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
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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
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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
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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
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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
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276,1,1,"Andrews, Miss. Kornelia Theodosia",female,63,1,0,13502,77.9583,D7,S
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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
281,0,3,"Duane, Mr. Frank",male,65,0,0,336439,7.75,,Q
282,0,3,"Olsson, Mr. Nils Johan Goransson",male,28,0,0,347464,7.8542,,S
283,0,3,"de Pelsmaeker, Mr. Alfons",male,16,0,0,345778,9.5,,S
284,1,3,"Dorking, Mr. Edward Arthur",male,19,0,0,A/5. 10482,8.05,,S
285,0,1,"Smith, Mr. Richard William",male,,0,0,113056,26,A19,S
286,0,3,"Stankovic, Mr. Ivan",male,33,0,0,349239,8.6625,,C
287,1,3,"de Mulder, Mr. Theodore",male,30,0,0,345774,9.5,,S
288,0,3,"Naidenoff, Mr. Penko",male,22,0,0,349206,7.8958,,S
289,1,2,"Hosono, Mr. Masabumi",male,42,0,0,237798,13,,S
290,1,3,"Connolly, Miss. Kate",female,22,0,0,370373,7.75,,Q
291,1,1,"Barber, Miss. Ellen ""Nellie""",female,26,0,0,19877,78.85,,S
292,1,1,"Bishop, Mrs. Dickinson H (Helen Walton)",female,19,1,0,11967,91.0792,B49,C
293,0,2,"Levy, Mr. Rene Jacques",male,36,0,0,SC/Paris 2163,12.875,D,C
294,0,3,"Haas, Miss. Aloisia",female,24,0,0,349236,8.85,,S
295,0,3,"Mineff, Mr. Ivan",male,24,0,0,349233,7.8958,,S
296,0,1,"Lewy, Mr. Ervin G",male,,0,0,PC 17612,27.7208,,C
297,0,3,"Hanna, Mr. Mansour",male,23.5,0,0,2693,7.2292,,C
298,0,1,"Allison, Miss. Helen Loraine",female,2,1,2,113781,151.55,C22 C26,S
299,1,1,"Saalfeld, Mr. Adolphe",male,,0,0,19988,30.5,C106,S
300,1,1,"Baxter, Mrs. James (Helene DeLaudeniere Chaput)",female,50,0,1,PC 17558,247.5208,B58 B60,C
301,1,3,"Kelly, Miss. Anna Katherine ""Annie Kate""",female,,0,0,9234,7.75,,Q
302,1,3,"McCoy, Mr. Bernard",male,,2,0,367226,23.25,,Q
303,0,3,"Johnson, Mr. William Cahoone Jr",male,19,0,0,LINE,0,,S
304,1,2,"Keane, Miss. Nora A",female,,0,0,226593,12.35,E101,Q
305,0,3,"Williams, Mr. Howard Hugh ""Harry""",male,,0,0,A/5 2466,8.05,,S
306,1,1,"Allison, Master. Hudson Trevor",male,0.92,1,2,113781,151.55,C22 C26,S
307,1,1,"Fleming, Miss. Margaret",female,,0,0,17421,110.8833,,C
308,1,1,"Penasco y Castellana, Mrs. Victor de Satode (Maria Josefa Perez de Soto y Vallejo)",female,17,1,0,PC 17758,
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312,1,1,"Ryerson, Miss. Emily Borie",female,18,2,2,PC 17608,262.375,B57 B59 B63 B66,C
313,0,2,"Lahtinen, Mrs. William (Anna Sylfven)",female,26,1,1,250651,26,,S
314,0,3,"Hendekovic, Mr. Ignjac",male,28,0,0,349243,7.8958,,S
315,0,2,"Hart, Mr. Benjamin",male,43,1,1,F.C.C. 13529,26.25,,S
316,1,3,"Nilsson, Miss. Helmina Josefina",female,26,0,0,347470,7.8542,,S
317,1,2,"Kantor, Mrs. Sinai (Miriam Sternin)",female,24,1,0,244367,26,,S
318,0,2,"Moraweck, Dr. Ernest",male,54,0,0,29011,14,,S
319,1,1,"Wick, Miss. Mary Natalie",female,31,0,2,36928,164.8667,C7,S
320,1,1,"Spedden, Mrs. Frederic Oakley (Margaretta Corning Stone)",female,40,1,1,16966,134.5,E34,C
321,0,3,"Dennis, Mr. Samuel",male,22,0,0,A/5 21172,7.25,,S
322,0,3,"Danoff, Mr. Yoto",male,27,0,0,349219,7.8958,,S
323,1,2,"Slayter, Miss. Hilda Mary",female,30,0,0,234818,12.35,,Q
324,1,2,"Caldwell, Mrs. Albert Francis (Sylvia Mae Harbaugh)",female,22,1,1,248738,29,,S
325,0,3,"Sage, Mr. George John Jr",male,,8,2,CA. 2343,69.55,,S
326,1,1,"Young, Miss. Marie Grice",female,36,0,0,PC 17760,135.6333,C32,C
327,0,3,"Nysveen, Mr. Johan Hansen",male,61,0,0,345364,6.2375,,S
328,1,2,"Ball, Mrs. (Ada E Hall)",female,36,0,0,28551,13,D,S
329,1,3,"Goldsmith, Mrs. Frank John (Emily Alice Brown)",female,31,1,1,363291,20.525,,S
330,1,1,"Hippach, Miss. Jean Gertrude",female,16,0,1,111361,57.9792,B18,C
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332,0,1,"Partner, Mr. Austen",male,45.5,0,0,113043,28.5,C124,S
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335,1,1,"Frauenthal, Mrs. Henry William (Clara Heinsheimer)",female,,1,0,PC 17611,133.65,,S
336,0,3,"Denkoff, Mr. Mitto",male,,0,0,349225,7.8958,,S
337,0,1,"Pears, Mr. Thomas Clinton",male,29,1,0,113776,66.6,C2,S
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340,0,1,"Blackwell, Mr. Stephen Weart",male,45,0,0,113784,35.5,T,S
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344,0,2,"Sedgwick, Mr. Charles Frederick Waddington",male,25,0,0,244361,13,,S
345,0,2,"Fox, Mr. Stanley Hubert",male,36,0,0,229236,13,,S
346,1,2,"Brown, Miss. Amelia ""Mildred""",female,24,0,0,248733,13,F33,S
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348,1,3,"Davison, Mrs. Thomas Henry (Mary E Finck)",female,,1,0,386525,16.1,,S
349,1,3,"Coutts, Master. William Loch ""William""",male,3,1,1,C.A. 37671,15.9,,S
350,0,3,"Dimic, Mr. Jovan",male,42,0,0,315088,8.6625,,S
351,0,3,"Odahl, Mr. Nils Martin",male,23,0,0,7267,9.225,,S
352,0,1,"Williams-Lambert, Mr. Fletcher Fellows",male,,0,0,113510,35,C128,S
353,0,3,"Elias, Mr. Tannous",male,15,1,1,2695,7.2292,,C
354,0,3,"Arnold-Franchi, Mr. Josef",male,25,1,0,349237,17.8,,S
355,0,3,"Yousif, Mr. Wazli",male,,0,0,2647,7.225,,C
356,0,3,"Vanden Steen, Mr. Leo Peter",male,28,0,0,345783,9.5,,S
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358,0,2,"Funk, Miss. Annie Clemmer",female,38,0,0,237671,13,,S
359,1,3,"McGovern, Miss. Mary",female,,0,0,330931,7.8792,,Q
360,1,3,"Mockler, Miss. Helen Mary ""Ellie""",female,,0,0,330980,7.8792,,Q
361,0,3,"Skoog, Mr. Wilhelm",male,40,1,4,347088,27.9,,S
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363,0,3,"Barbara, Mrs. (Catherine David)",female,45,0,1,2691,14.4542,,C
364,0,3,"Asim, Mr. Adola",male,35,0,0,SOTON/O.Q. 3101310,7.05,,S
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366,0,3,"Adahl, Mr. Mauritz Nils Martin",male,30,0,0,C 7076,7.25,,S
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373,0,3,"Beavan, Mr. William Thomas",male,19,0,0,323951,8.05,,S
374,0,1,"Ringhini, Mr. Sante",male,22,0,0,PC 17760,135.6333,,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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379,0,3,"Betros, Mr. Tannous",male,20,0,0,2648,4.0125,,C
380,0,3,"Gustafsson, Mr. Karl Gideon",male,19,0,0,347069,7.775,,S
381,1,1,"Bidois, Miss. Rosalie",female,42,0,0,PC 17757,227.525,,C
382,1,3,"Nakid, Miss. Maria (""Mary"")",female,1,0,2,2653,15.7417,,C
383,0,3,"Tikkanen, Mr. Juho",male,32,0,0,STON/O 2. 3101293,7.925,,S
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385,0,3,"Plotcharsky, Mr. Vasil",male,,0,0,349227,7.8958,,S
386,0,2,"Davies, Mr. Charles Henry",male,18,0,0,S.O.C. 14879,73.5,,S
387,0,3,"Goodwin, Master. Sidney Leonard",male,1,5,2,CA 2144,46.9,,S
388,1,2,"Buss, Miss. Kate",female,36,0,0,27849,13,,S
389,0,3,"Sadlier, Mr. Matthew",male,,0,0,367655,7.7292,,Q
390,1,2,"Lehmann, Miss. Bertha",female,17,0,0,SC 1748,12,,C
391,1,1,"Carter, Mr. William Ernest",male,36,1,2,113760,120,B96 B98,S
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393,0,3,"Gustafsson, Mr. Johan Birger",male,28,2,0,3101277,7.925,,S
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397,0,3,"Olsson, Miss. Elina",female,31,0,0,350407,7.8542,,S
398,0,2,"McKane, Mr. Peter David",male,46,0,0,28403,26,,S
399,0,2,"Pain, Dr. Alfred",male,23,0,0,244278,10.5,,S
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411,0,3,"Sdycoff, Mr. Todor",male,,0,0,349222,7.8958,,S
412,0,3,"Hart, Mr. Henry",male,,0,0,394140,6.8583,,Q
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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
418,1,2,"Silven, Miss. Lyyli Karoliina",female,18,0,2,250652,13,,S
419,0,2,"Matthews, Mr. William John",male,30,0,0,28228,13,,S
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421,0,3,"Gheorgheff, Mr. Stanio",male,,0,0,349254,7.8958,,C
422,0,3,"Charters, Mr. David",male,21,0,0,A/5. 13032,7.7333,,Q
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424,0,3,"Danbom, Mrs. Ernst Gilbert (Anna Sigrid Maria Brogren)",female,28,1,1,347080,14.4,,S
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426,0,3,"Wiseman, Mr. Phillippe",male,,0,0,A/4. 34244,7.25,,S
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428,1,2,"Phillips, Miss. Kate Florence (""Mrs Kate Louise Phillips Marshall"")",female,19,0,0,250655,26,,S
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437,0,3,"Ford, Miss. Doolina Margaret ""Daisy""",female,21,2,2,W./C. 6608,34.375,,S
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
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446,1,1,"Dodge, Master. Washington",male,4,0,2,33638,81.8583,A34,S
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450,1,1,"Peuchen, Major. Arthur Godfrey",male,52,0,0,113786,30.5,C104,S
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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
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466,0,3,"Goncalves, Mr. Manuel Estanslas",male,38,0,0,SOTON/O.Q. 3101306,7.05,,S
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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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490,1,3,"Coutts, Master. Eden Leslie ""Neville""",male,9,1,1,C.A. 37671,15.9,,S
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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
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501,0,3,"Calic, Mr. Petar",male,17,0,0,315086,8.6625,,S
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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
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519,1,2,"Angle, Mrs. William A (Florence ""Mary"" Agnes Hughes)",female,36,1,0,226875,26,,S
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529,0,3,"Salonen, Mr. Johan Werner",male,39,0,0,3101296,7.925,,S
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533,0,3,"Elias, Mr. Joseph Jr",male,17,1,1,2690,7.2292,,C
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537,0,1,"Butt, Major. Archibald Willingham",male,45,0,0,113050,26.55,B38,S
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543,0,3,"Andersson, Miss. Sigrid Elisabeth",female,11,4,2,347082,31.275,,S
544,1,2,"Beane, Mr. Edward",male,32,1,0,2908,26,,S
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550,1,2,"Davies, Master. John Morgan Jr",male,8,1,1,C.A. 33112,36.75,,S
551,1,1,"Thayer, Mr. John Borland Jr",male,17,0,2,17421,110.8833,C70,C
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556,0,1,"Wright, Mr. George",male,62,0,0,113807,26.55,,S
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562,0,3,"Sivic, Mr. Husein",male,40,0,0,349251,7.8958,,S
563,0,2,"Norman, Mr. Robert Douglas",male,28,0,0,218629,13.5,,S
564,0,3,"Simmons, Mr. John",male,,0,0,SOTON/OQ 392082,8.05,,S
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687,0,3,"Panula, Mr. Jaako Arnold",male,14,4,1,3101295,39.6875,,S
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887,0,2,"Montvila, Rev. Juozas",male,27,0,0,211536,13,,S
888,1,1,"Graham, Miss. Margaret Edith",female,19,0,0,112053,30,B42,S
889,0,3,"Johnston, Miss. Catherine Helen ""Carrie""",female,,1,2,W./C. 6607,23.45,,S
890,1,1,"Behr, Mr. Karl Howell",male,26,0,0,111369,30,C148,C
891,0,3,"Dooley, Mr. Patrick",male,32,0,0,370376,7.75,,Q
'''
    titanic_test = '''PassengerId,Pclass,Name,Sex,Age,SibSp,Parch,Ticket,Fare,Cabin,Embarked
892,3,"Kelly, Mr. James",male,34.5,0,0,330911,7.8292,,Q
893,3,"Wilkes, Mrs. James (Ellen Needs)",female,47,1,0,363272,7,,S
894,2,"Myles, Mr. Thomas Francis",male,62,0,0,240276,9.6875,,Q
895,3,"Wirz, Mr. Albert",male,27,0,0,315154,8.6625,,S
896,3,"Hirvonen, Mrs. Alexander (Helga E Lindqvist)",female,22,1,1,3101298,12.2875,,S
897,3,"Svensson, Mr. Johan Cervin",male,14,0,0,7538,9.225,,S
898,3,"Connolly, Miss. Kate",female,30,0,0,330972,7.6292,,Q
899,2,"Caldwell, Mr. Albert Francis",male,26,1,1,248738,29,,S
900,3,"Abrahim, Mrs. Joseph (Sophie Halaut Easu)",female,18,0,0,2657,7.2292,,C
901,3,"Davies, Mr. John Samuel",male,21,2,0,A/4 48871,24.15,,S
902,3,"Ilieff, Mr. Ylio",male,,0,0,349220,7.8958,,S
903,1,"Jones, Mr. Charles Cresson",male,46,0,0,694,26,,S
904,1,"Snyder, Mrs. John Pillsbury (Nelle Stevenson)",female,23,1,0,21228,82.2667,B45,S
905,2,"Howard, Mr. Benjamin",male,63,1,0,24065,26,,S
906,1,"Chaffee, Mrs. Herbert Fuller (Carrie Constance Toogood)",female,47,1,0,W.E.P. 5734,61.175,E31,S
907,2,"del Carlo, Mrs. Sebastiano (Argenia Genovesi)",female,24,1,0,SC/PARIS 2167,27.7208,,C
908,2,"Keane, Mr. Daniel",male,35,0,0,233734,12.35,,Q
909,3,"Assaf, Mr. Gerios",male,21,0,0,2692,7.225,,C
910,3,"Ilmakangas, Miss. Ida Livija",female,27,1,0,STON/O2. 3101270,7.925,,S
911,3,"Assaf Khalil, Mrs. Mariana (Miriam"")""",female,45,0,0,2696,7.225,,C
912,1,"Rothschild, Mr. Martin",male,55,1,0,PC 17603,59.4,,C
913,3,"Olsen, Master. Artur Karl",male,9,0,1,C 17368,3.1708,,S
914,1,"Flegenheim, Mrs. Alfred (Antoinette)",female,,0,0,PC 17598,31.6833,,S
915,1,"Williams, Mr. Richard Norris II",male,21,0,1,PC 17597,61.3792,,C
916,1,"Ryerson, Mrs. Arthur Larned (Emily Maria Borie)",female,48,1,3,PC 17608,262.375,B57 B59 B63 B66,C
917,3,"Robins, Mr. Alexander A",male,50,1,0,A/5. 3337,14.5,,S
918,1,"Ostby, Miss. Helene Ragnhild",female,22,0,1,113509,61.9792,B36,C
919,3,"Daher, Mr. Shedid",male,22.5,0,0,2698,7.225,,C
920,1,"Brady, Mr. John Bertram",male,41,0,0,113054,30.5,A21,S
921,3,"Samaan, Mr. Elias",male,,2,0,2662,21.6792,,C
922,2,"Louch, Mr. Charles Alexander",male,50,1,0,SC/AH 3085,26,,S
923,2,"Jefferys, Mr. Clifford Thomas",male,24,2,0,C.A. 31029,31.5,,S
924,3,"Dean, Mrs. Bertram (Eva Georgetta Light)",female,33,1,2,C.A. 2315,20.575,,S
925,3,"Johnston, Mrs. Andrew G (Elizabeth Lily"" Watson)""",female,,1,2,W./C. 6607,23.45,,S
926,1,"Mock, Mr. Philipp Edmund",male,30,1,0,13236,57.75,C78,C
927,3,"Katavelas, Mr. Vassilios (Catavelas Vassilios"")""",male,18.5,0,0,2682,7.2292,,C
928,3,"Roth, Miss. Sarah A",female,,0,0,342712,8.05,,S
929,3,"Cacic, Miss. Manda",female,21,0,0,315087,8.6625,,S
930,3,"Sap, Mr. Julius",male,25,0,0,345768,9.5,,S
931,3,"Hee, Mr. Ling",male,,0,0,1601,56.4958,,S
932,3,"Karun, Mr. Franz",male,39,0,1,349256,13.4167,,C
933,1,"Franklin, Mr. Thomas Parham",male,,0,0,113778,26.55,D34,S
934,3,"Goldsmith, Mr. Nathan",male,41,0,0,SOTON/O.Q. 3101263,7.85,,S
935,2,"Corbett, Mrs. Walter H (Irene Colvin)",female,30,0,0,237249,13,,S
936,1,"Kimball, Mrs. Edwin Nelson Jr (Gertrude Parsons)",female,45,1,0,11753,52.5542,D19,S
937,3,"Peltomaki, Mr. Nikolai Johannes",male,25,0,0,STON/O 2. 3101291,7.925,,S
938,1,"Chevre, Mr. Paul Romaine",male,45,0,0,PC 17594,29.7,A9,C
939,3,"Shaughnessy, Mr. Patrick",male,,0,0,370374,7.75,,Q
940,1,"Bucknell, Mrs. William Robert (Emma Eliza Ward)",female,60,0,0,11813,76.2917,D15,C
941,3,"Coutts, Mrs. William (Winnie Minnie"" Treanor)""",female,36,0,2,C.A. 37671,15.9,,S
942,1,"Smith, Mr. Lucien Philip",male,24,1,0,13695,60,C31,S
943,2,"Pulbaum, Mr. Franz",male,27,0,0,SC/PARIS 2168,15.0333,,C
944,2,"Hocking, Miss. Ellen Nellie""""",female,20,2,1,29105,23,,S
945,1,"Fortune, Miss. Ethel Flora",female,28,3,2,19950,263,C23 C25 C27,S
946,2,"Mangiavacchi, Mr. Serafino Emilio",male,,0,0,SC/A.3 2861,15.5792,,C
947,3,"Rice, Master. Albert",male,10,4,1,382652,29.125,,Q
948,3,"Cor, Mr. Bartol",male,35,0,0,349230,7.8958,,S
949,3,"Abelseth, Mr. Olaus Jorgensen",male,25,0,0,348122,7.65,F G63,S
950,3,"Davison, Mr. Thomas Henry",male,,1,0,386525,16.1,,S
951,1,"Chaudanson, Miss. Victorine",female,36,0,0,PC 17608,262.375,B61,C
952,3,"Dika, Mr. Mirko",male,17,0,0,349232,7.8958,,S
953,2,"McCrae, Mr. Arthur Gordon",male,32,0,0,237216,13.5,,S
954,3,"Bjorklund, Mr. Ernst Herbert",male,18,0,0,347090,7.75,,S
955,3,"Bradley, Miss. Bridget Delia",female,22,0,0,334914,7.725,,Q
956,1,"Ryerson, Master. John Borie",male,13,2,2,PC 17608,262.375,B57 B59 B63 B66,C
957,2,"Corey, Mrs. Percy C (Mary Phyllis Elizabeth Miller)",female,,0,0,F.C.C. 13534,21,,S
958,3,"Burns, Miss. Mary Delia",female,18,0,0,330963,7.8792,,Q
959,1,"Moore, Mr. Clarence Bloomfield",male,47,0,0,113796,42.4,,S
960,1,"Tucker, Mr. Gilbert Milligan Jr",male,31,0,0,2543,28.5375,C53,C
961,1,"Fortune, Mrs. Mark (Mary McDougald)",female,60,1,4,19950,263,C23 C25 C27,S
962,3,"Mulvihill, Miss. Bertha E",female,24,0,0,382653,7.75,,Q
963,3,"Minkoff, Mr. Lazar",male,21,0,0,349211,7.8958,,S
964,3,"Nieminen, Miss. Manta Josefina",female,29,0,0,3101297,7.925,,S
965,1,"Ovies y Rodriguez, Mr. Servando",male,28.5,0,0,PC 17562,27.7208,D43,C
966,1,"Geiger, Miss. Amalie",female,35,0,0,113503,211.5,C130,C
967,1,"Keeping, Mr. Edwin",male,32.5,0,0,113503,211.5,C132,C
968,3,"Miles, Mr. Frank",male,,0,0,359306,8.05,,S
969,1,"Cornell, Mrs. Robert Clifford (Malvina Helen Lamson)",female,55,2,0,11770,25.7,C101,S
970,2,"Aldworth, Mr. Charles Augustus",male,30,0,0,248744,13,,S
971,3,"Doyle, Miss. Elizabeth",female,24,0,0,368702,7.75,,Q
972,3,"Boulos, Master. Akar",male,6,1,1,2678,15.2458,,C
973,1,"Straus, Mr. Isidor",male,67,1,0,PC 17483,221.7792,C55 C57,S
974,1,"Case, Mr. Howard Brown",male,49,0,0,19924,26,,S
975,3,"Demetri, Mr. Marinko",male,,0,0,349238,7.8958,,S
976,2,"Lamb, Mr. John Joseph",male,,0,0,240261,10.7083,,Q
977,3,"Khalil, Mr. Betros",male,,1,0,2660,14.4542,,C
978,3,"Barry, Miss. Julia",female,27,0,0,330844,7.8792,,Q
979,3,"Badman, Miss. Emily Louisa",female,18,0,0,A/4 31416,8.05,,S
980,3,"O'Donoghue, Ms. Bridget",female,,0,0,364856,7.75,,Q
981,2,"Wells, Master. Ralph Lester",male,2,1,1,29103,23,,S
982,3,"Dyker, Mrs. Adolf Fredrik (Anna Elisabeth Judith Andersson)",female,22,1,0,347072,13.9,,S
983,3,"Pedersen, Mr. Olaf",male,,0,0,345498,7.775,,S
984,1,"Davidson, Mrs. Thornton (Orian Hays)",female,27,1,2,F.C. 12750,52,B71,S
985,3,"Guest, Mr. Robert",male,,0,0,376563,8.05,,S
986,1,"Birnbaum, Mr. Jakob",male,25,0,0,13905,26,,C
987,3,"Tenglin, Mr. Gunnar Isidor",male,25,0,0,350033,7.7958,,S
988,1,"Cavendish, Mrs. Tyrell William (Julia Florence Siegel)",female,76,1,0,19877,78.85,C46,S
989,3,"Makinen, Mr. Kalle Edvard",male,29,0,0,STON/O 2. 3101268,7.925,,S
990,3,"Braf, Miss. Elin Ester Maria",female,20,0,0,347471,7.8542,,S
991,3,"Nancarrow, Mr. William Henry",male,33,0,0,A./5. 3338,8.05,,S
992,1,"Stengel, Mrs. Charles Emil Henry (Annie May Morris)",female,43,1,0,11778,55.4417,C116,C
993,2,"Weisz, Mr. Leopold",male,27,1,0,228414,26,,S
994,3,"Foley, Mr. William",male,,0,0,365235,7.75,,Q
995,3,"Johansson Palmquist, Mr. Oskar Leander",male,26,0,0,347070,7.775,,S
996,3,"Thomas, Mrs. Alexander (Thamine Thelma"")""",female,16,1,1,2625,8.5167,,C
997,3,"Holthen, Mr. Johan Martin",male,28,0,0,C 4001,22.525,,S
998,3,"Buckley, Mr. Daniel",male,21,0,0,330920,7.8208,,Q
999,3,"Ryan, Mr. Edward",male,,0,0,383162,7.75,,Q
1000,3,"Willer, Mr. Aaron (Abi Weller"")""",male,,0,0,3410,8.7125,,S
1001,2,"Swane, Mr. George",male,18.5,0,0,248734,13,F,S
1002,2,"Stanton, Mr. Samuel Ward",male,41,0,0,237734,15.0458,,C
1003,3,"Shine, Miss. Ellen Natalia",female,,0,0,330968,7.7792,,Q
1004,1,"Evans, Miss. Edith Corse",female,36,0,0,PC 17531,31.6792,A29,C
1005,3,"Buckley, Miss. Katherine",female,18.5,0,0,329944,7.2833,,Q
1006,1,"Straus, Mrs. Isidor (Rosalie Ida Blun)",female,63,1,0,PC 17483,221.7792,C55 C57,S
1007,3,"Chronopoulos, Mr. Demetrios",male,18,1,0,2680,14.4542,,C
1008,3,"Thomas, Mr. John",male,,0,0,2681,6.4375,,C
1009,3,"Sandstrom, Miss. Beatrice Irene",female,1,1,1,PP 9549,16.7,G6,S
1010,1,"Beattie, Mr. Thomson",male,36,0,0,13050,75.2417,C6,C
1011,2,"Chapman, Mrs. John Henry (Sara Elizabeth Lawry)",female,29,1,0,SC/AH 29037,26,,S
1012,2,"Watt, Miss. Bertha J",female,12,0,0,C.A. 33595,15.75,,S
1013,3,"Kiernan, Mr. John",male,,1,0,367227,7.75,,Q
1014,1,"Schabert, Mrs. Paul (Emma Mock)",female,35,1,0,13236,57.75,C28,C
1015,3,"Carver, Mr. Alfred John",male,28,0,0,392095,7.25,,S
1016,3,"Kennedy, Mr. John",male,,0,0,368783,7.75,,Q
1017,3,"Cribb, Miss. Laura Alice",female,17,0,1,371362,16.1,,S
1018,3,"Brobeck, Mr. Karl Rudolf",male,22,0,0,350045,7.7958,,S
1019,3,"McCoy, Miss. Alicia",female,,2,0,367226,23.25,,Q
1020,2,"Bowenur, Mr. Solomon",male,42,0,0,211535,13,,S
1021,3,"Petersen, Mr. Marius",male,24,0,0,342441,8.05,,S
1022,3,"Spinner, Mr. Henry John",male,32,0,0,STON/OQ. 369943,8.05,,S
1023,1,"Gracie, Col. Archibald IV",male,53,0,0,113780,28.5,C51,C
1024,3,"Lefebre, Mrs. Frank (Frances)",female,,0,4,4133,25.4667,,S
1025,3,"Thomas, Mr. Charles P",male,,1,0,2621,6.4375,,C
1026,3,"Dintcheff, Mr. Valtcho",male,43,0,0,349226,7.8958,,S
1027,3,"Carlsson, Mr. Carl Robert",male,24,0,0,350409,7.8542,,S
1028,3,"Zakarian, Mr. Mapriededer",male,26.5,0,0,2656,7.225,,C
1029,2,"Schmidt, Mr. August",male,26,0,0,248659,13,,S
1030,3,"Drapkin, Miss. Jennie",female,23,0,0,SOTON/OQ 392083,8.05,,S
1031,3,"Goodwin, Mr. Charles Frederick",male,40,1,6,CA 2144,46.9,,S
1032,3,"Goodwin, Miss. Jessie Allis",female,10,5,2,CA 2144,46.9,,S
1033,1,"Daniels, Miss. Sarah",female,33,0,0,113781,151.55,,S
1034,1,"Ryerson, Mr. Arthur Larned",male,61,1,3,PC 17608,262.375,B57 B59 B63 B66,C
1035,2,"Beauchamp, Mr. Henry James",male,28,0,0,244358,26,,S
1036,1,"Lindeberg-Lind, Mr. Erik Gustaf (Mr Edward Lingrey"")""",male,42,0,0,17475,26.55,,S
1037,3,"Vander Planke, Mr. Julius",male,31,3,0,345763,18,,S
1038,1,"Hilliard, Mr. Herbert Henry",male,,0,0,17463,51.8625,E46,S
1039,3,"Davies, Mr. Evan",male,22,0,0,SC/A4 23568,8.05,,S
1040,1,"Crafton, Mr. John Bertram",male,,0,0,113791,26.55,,S
1041,2,"Lahtinen, Rev. William",male,30,1,1,250651,26,,S
1042,1,"Earnshaw, Mrs. Boulton (Olive Potter)",female,23,0,1,11767,83.1583,C54,C
1043,3,"Matinoff, Mr. Nicola",male,,0,0,349255,7.8958,,C
1044,3,"Storey, Mr. Thomas",male,60.5,0,0,3701,,,S
1045,3,"Klasen, Mrs. (Hulda Kristina Eugenia Lofqvist)",female,36,0,2,350405,12.1833,,S
1046,3,"Asplund, Master. Filip Oscar",male,13,4,2,347077,31.3875,,S
1047,3,"Duquemin, Mr. Joseph",male,24,0,0,S.O./P.P. 752,7.55,,S
1048,1,"Bird, Miss. Ellen",female,29,0,0,PC 17483,221.7792,C97,S
1049,3,"Lundin, Miss. Olga Elida",female,23,0,0,347469,7.8542,,S
1050,1,"Borebank, Mr. John James",male,42,0,0,110489,26.55,D22,S
1051,3,"Peacock, Mrs. Benjamin (Edith Nile)",female,26,0,2,SOTON/O.Q. 3101315,13.775,,S
1052,3,"Smyth, Miss. Julia",female,,0,0,335432,7.7333,,Q
1053,3,"Touma, Master. Georges Youssef",male,7,1,1,2650,15.2458,,C
1054,2,"Wright, Miss. Marion",female,26,0,0,220844,13.5,,S
1055,3,"Pearce, Mr. Ernest",male,,0,0,343271,7,,S
1056,2,"Peruschitz, Rev. Joseph Maria",male,41,0,0,237393,13,,S
1057,3,"Kink-Heilmann, Mrs. Anton (Luise Heilmann)",female,26,1,1,315153,22.025,,S
1058,1,"Brandeis, Mr. Emil",male,48,0,0,PC 17591,50.4958,B10,C
1059,3,"Ford, Mr. Edward Watson",male,18,2,2,W./C. 6608,34.375,,S
1060,1,"Cassebeer, Mrs. Henry Arthur Jr (Eleanor Genevieve Fosdick)",female,,0,0,17770,27.7208,,C
1061,3,"Hellstrom, Miss. Hilda Maria",female,22,0,0,7548,8.9625,,S
1062,3,"Lithman, Mr. Simon",male,,0,0,S.O./P.P. 251,7.55,,S
1063,3,"Zakarian, Mr. Ortin",male,27,0,0,2670,7.225,,C
1064,3,"Dyker, Mr. Adolf Fredrik",male,23,1,0,347072,13.9,,S
1065,3,"Torfa, Mr. Assad",male,,0,0,2673,7.2292,,C
1066,3,"Asplund, Mr. Carl Oscar Vilhelm Gustafsson",male,40,1,5,347077,31.3875,,S
1067,2,"Brown, Miss. Edith Eileen",female,15,0,2,29750,39,,S
1068,2,"Sincock, Miss. Maude",female,20,0,0,C.A. 33112,36.75,,S
1069,1,"Stengel, Mr. Charles Emil Henry",male,54,1,0,11778,55.4417,C116,C
1070,2,"Becker, Mrs. Allen Oliver (Nellie E Baumgardner)",female,36,0,3,230136,39,F4,S
1071,1,"Compton, Mrs. Alexander Taylor (Mary Eliza Ingersoll)",female,64,0,2,PC 17756,83.1583,E45,C
1072,2,"McCrie, Mr. James Matthew",male,30,0,0,233478,13,,S
1073,1,"Compton, Mr. Alexander Taylor Jr",male,37,1,1,PC 17756,83.1583,E52,C
1074,1,"Marvin, Mrs. Daniel Warner (Mary Graham Carmichael Farquarson)",female,18,1,0,113773,53.1,D30,S
1075,3,"Lane, Mr. Patrick",male,,0,0,7935,7.75,,Q
1076,1,"Douglas, Mrs. Frederick Charles (Mary Helene Baxter)",female,27,1,1,PC 17558,247.5208,B58 B60,C
1077,2,"Maybery, Mr. Frank Hubert",male,40,0,0,239059,16,,S
1078,2,"Phillips, Miss. Alice Frances Louisa",female,21,0,1,S.O./P.P. 2,21,,S
1079,3,"Davies, Mr. Joseph",male,17,2,0,A/4 48873,8.05,,S
1080,3,"Sage, Miss. Ada",female,,8,2,CA. 2343,69.55,,S
1081,2,"Veal, Mr. James",male,40,0,0,28221,13,,S
1082,2,"Angle, Mr. William A",male,34,1,0,226875,26,,S
1083,1,"Salomon, Mr. Abraham L",male,,0,0,111163,26,,S
1084,3,"van Billiard, Master. Walter John",male,11.5,1,1,A/5. 851,14.5,,S
1085,2,"Lingane, Mr. John",male,61,0,0,235509,12.35,,Q
1086,2,"Drew, Master. Marshall Brines",male,8,0,2,28220,32.5,,S
1087,3,"Karlsson, Mr. Julius Konrad Eugen",male,33,0,0,347465,7.8542,,S
1088,1,"Spedden, Master. Robert Douglas",male,6,0,2,16966,134.5,E34,C
1089,3,"Nilsson, Miss. Berta Olivia",female,18,0,0,347066,7.775,,S
1090,2,"Baimbrigge, Mr. Charles Robert",male,23,0,0,C.A. 31030,10.5,,S
1091,3,"Rasmussen, Mrs. (Lena Jacobsen Solvang)",female,,0,0,65305,8.1125,,S
1092,3,"Murphy, Miss. Nora",female,,0,0,36568,15.5,,Q
1093,3,"Danbom, Master. Gilbert Sigvard Emanuel",male,0.33,0,2,347080,14.4,,S
1094,1,"Astor, Col. John Jacob",male,47,1,0,PC 17757,227.525,C62 C64,C
1095,2,"Quick, Miss. Winifred Vera",female,8,1,1,26360,26,,S
1096,2,"Andrew, Mr. Frank Thomas",male,25,0,0,C.A. 34050,10.5,,S
1097,1,"Omont, Mr. Alfred Fernand",male,,0,0,F.C. 12998,25.7417,,C
1098,3,"McGowan, Miss. Katherine",female,35,0,0,9232,7.75,,Q
1099,2,"Collett, Mr. Sidney C Stuart",male,24,0,0,28034,10.5,,S
1100,1,"Rosenbaum, Miss. Edith Louise",female,33,0,0,PC 17613,27.7208,A11,C
1101,3,"Delalic, Mr. Redjo",male,25,0,0,349250,7.8958,,S
1102,3,"Andersen, Mr. Albert Karvin",male,32,0,0,C 4001,22.525,,S
1103,3,"Finoli, Mr. Luigi",male,,0,0,SOTON/O.Q. 3101308,7.05,,S
1104,2,"Deacon, Mr. Percy William",male,17,0,0,S.O.C. 14879,73.5,,S
1105,2,"Howard, Mrs. Benjamin (Ellen Truelove Arman)",female,60,1,0,24065,26,,S
1106,3,"Andersson, Miss. Ida Augusta Margareta",female,38,4,2,347091,7.775,,S
1107,1,"Head, Mr. Christopher",male,42,0,0,113038,42.5,B11,S
1108,3,"Mahon, Miss. Bridget Delia",female,,0,0,330924,7.8792,,Q
1109,1,"Wick, Mr. George Dennick",male,57,1,1,36928,164.8667,,S
1110,1,"Widener, Mrs. George Dunton (Eleanor Elkins)",female,50,1,1,113503,211.5,C80,C
1111,3,"Thomson, Mr. Alexander Morrison",male,,0,0,32302,8.05,,S
1112,2,"Duran y More, Miss. Florentina",female,30,1,0,SC/PARIS 2148,13.8583,,C
1113,3,"Reynolds, Mr. Harold J",male,21,0,0,342684,8.05,,S
1114,2,"Cook, Mrs. (Selena Rogers)",female,22,0,0,W./C. 14266,10.5,F33,S
1115,3,"Karlsson, Mr. Einar Gervasius",male,21,0,0,350053,7.7958,,S
1116,1,"Candee, Mrs. Edward (Helen Churchill Hungerford)",female,53,0,0,PC 17606,27.4458,,C
1117,3,"Moubarek, Mrs. George (Omine Amenia"" Alexander)""",female,,0,2,2661,15.2458,,C
1118,3,"Asplund, Mr. Johan Charles",male,23,0,0,350054,7.7958,,S
1119,3,"McNeill, Miss. Bridget",female,,0,0,370368,7.75,,Q
1120,3,"Everett, Mr. Thomas James",male,40.5,0,0,C.A. 6212,15.1,,S
1121,2,"Hocking, Mr. Samuel James Metcalfe",male,36,0,0,242963,13,,S
1122,2,"Sweet, Mr. George Frederick",male,14,0,0,220845,65,,S
1123,1,"Willard, Miss. Constance",female,21,0,0,113795,26.55,,S
1124,3,"Wiklund, Mr. Karl Johan",male,21,1,0,3101266,6.4958,,S
1125,3,"Linehan, Mr. Michael",male,,0,0,330971,7.8792,,Q
1126,1,"Cumings, Mr. John Bradley",male,39,1,0,PC 17599,71.2833,C85,C
1127,3,"Vendel, Mr. Olof Edvin",male,20,0,0,350416,7.8542,,S
1128,1,"Warren, Mr. Frank Manley",male,64,1,0,110813,75.25,D37,C
1129,3,"Baccos, Mr. Raffull",male,20,0,0,2679,7.225,,C
1130,2,"Hiltunen, Miss. Marta",female,18,1,1,250650,13,,S
1131,1,"Douglas, Mrs. Walter Donald (Mahala Dutton)",female,48,1,0,PC 17761,106.425,C86,C
1132,1,"Lindstrom, Mrs. Carl Johan (Sigrid Posse)",female,55,0,0,112377,27.7208,,C
1133,2,"Christy, Mrs. (Alice Frances)",female,45,0,2,237789,30,,S
1134,1,"Spedden, Mr. Frederic Oakley",male,45,1,1,16966,134.5,E34,C
1135,3,"Hyman, Mr. Abraham",male,,0,0,3470,7.8875,,S
1136,3,"Johnston, Master. William Arthur Willie""""",male,,1,2,W./C. 6607,23.45,,S
1137,1,"Kenyon, Mr. Frederick R",male,41,1,0,17464,51.8625,D21,S
1138,2,"Karnes, Mrs. J Frank (Claire Bennett)",female,22,0,0,F.C.C. 13534,21,,S
1139,2,"Drew, Mr. James Vivian",male,42,1,1,28220,32.5,,S
1140,2,"Hold, Mrs. Stephen (Annie Margaret Hill)",female,29,1,0,26707,26,,S
1141,3,"Khalil, Mrs. Betros (Zahie Maria"" Elias)""",female,,1,0,2660,14.4542,,C
1142,2,"West, Miss. Barbara J",female,0.92,1,2,C.A. 34651,27.75,,S
1143,3,"Abrahamsson, Mr. Abraham August Johannes",male,20,0,0,SOTON/O2 3101284,7.925,,S
1144,1,"Clark, Mr. Walter Miller",male,27,1,0,13508,136.7792,C89,C
1145,3,"Salander, Mr. Karl Johan",male,24,0,0,7266,9.325,,S
1146,3,"Wenzel, Mr. Linhart",male,32.5,0,0,345775,9.5,,S
1147,3,"MacKay, Mr. George William",male,,0,0,C.A. 42795,7.55,,S
1148,3,"Mahon, Mr. John",male,,0,0,AQ/4 3130,7.75,,Q
1149,3,"Niklasson, Mr. Samuel",male,28,0,0,363611,8.05,,S
1150,2,"Bentham, Miss. Lilian W",female,19,0,0,28404,13,,S
1151,3,"Midtsjo, Mr. Karl Albert",male,21,0,0,345501,7.775,,S
1152,3,"de Messemaeker, Mr. Guillaume Joseph",male,36.5,1,0,345572,17.4,,S
1153,3,"Nilsson, Mr. August Ferdinand",male,21,0,0,350410,7.8542,,S
1154,2,"Wells, Mrs. Arthur Henry (Addie"" Dart Trevaskis)""",female,29,0,2,29103,23,,S
1155,3,"Klasen, Miss. Gertrud Emilia",female,1,1,1,350405,12.1833,,S
1156,2,"Portaluppi, Mr. Emilio Ilario Giuseppe",male,30,0,0,C.A. 34644,12.7375,,C
1157,3,"Lyntakoff, Mr. Stanko",male,,0,0,349235,7.8958,,S
1158,1,"Chisholm, Mr. Roderick Robert Crispin",male,,0,0,112051,0,,S
1159,3,"Warren, Mr. Charles William",male,,0,0,C.A. 49867,7.55,,S
1160,3,"Howard, Miss. May Elizabeth",female,,0,0,A. 2. 39186,8.05,,S
1161,3,"Pokrnic, Mr. Mate",male,17,0,0,315095,8.6625,,S
1162,1,"McCaffry, Mr. Thomas Francis",male,46,0,0,13050,75.2417,C6,C
1163,3,"Fox, Mr. Patrick",male,,0,0,368573,7.75,,Q
1164,1,"Clark, Mrs. Walter Miller (Virginia McDowell)",female,26,1,0,13508,136.7792,C89,C
1165,3,"Lennon, Miss. Mary",female,,1,0,370371,15.5,,Q
1166,3,"Saade, Mr. Jean Nassr",male,,0,0,2676,7.225,,C
1167,2,"Bryhl, Miss. Dagmar Jenny Ingeborg ",female,20,1,0,236853,26,,S
1168,2,"Parker, Mr. Clifford Richard",male,28,0,0,SC 14888,10.5,,S
1169,2,"Faunthorpe, Mr. Harry",male,40,1,0,2926,26,,S
1170,2,"Ware, Mr. John James",male,30,1,0,CA 31352,21,,S
1171,2,"Oxenham, Mr. Percy Thomas",male,22,0,0,W./C. 14260,10.5,,S
1172,3,"Oreskovic, Miss. Jelka",female,23,0,0,315085,8.6625,,S
1173,3,"Peacock, Master. Alfred Edward",male,0.75,1,1,SOTON/O.Q. 3101315,13.775,,S
1174,3,"Fleming, Miss. Honora",female,,0,0,364859,7.75,,Q
1175,3,"Touma, Miss. Maria Youssef",female,9,1,1,2650,15.2458,,C
1176,3,"Rosblom, Miss. Salli Helena",female,2,1,1,370129,20.2125,,S
1177,3,"Dennis, Mr. William",male,36,0,0,A/5 21175,7.25,,S
1178,3,"Franklin, Mr. Charles (Charles Fardon)",male,,0,0,SOTON/O.Q. 3101314,7.25,,S
1179,1,"Snyder, Mr. John Pillsbury",male,24,1,0,21228,82.2667,B45,S
1180,3,"Mardirosian, Mr. Sarkis",male,,0,0,2655,7.2292,F E46,C
1181,3,"Ford, Mr. Arthur",male,,0,0,A/5 1478,8.05,,S
1182,1,"Rheims, Mr. George Alexander Lucien",male,,0,0,PC 17607,39.6,,S
1183,3,"Daly, Miss. Margaret Marcella Maggie""""",female,30,0,0,382650,6.95,,Q
1184,3,"Nasr, Mr. Mustafa",male,,0,0,2652,7.2292,,C
1185,1,"Dodge, Dr. Washington",male,53,1,1,33638,81.8583,A34,S
1186,3,"Wittevrongel, Mr. Camille",male,36,0,0,345771,9.5,,S
1187,3,"Angheloff, Mr. Minko",male,26,0,0,349202,7.8958,,S
1188,2,"Laroche, Miss. Louise",female,1,1,2,SC/Paris 2123,41.5792,,C
1189,3,"Samaan, Mr. Hanna",male,,2,0,2662,21.6792,,C
1190,1,"Loring, Mr. Joseph Holland",male,30,0,0,113801,45.5,,S
1191,3,"Johansson, Mr. Nils",male,29,0,0,347467,7.8542,,S
1192,3,"Olsson, Mr. Oscar Wilhelm",male,32,0,0,347079,7.775,,S
1193,2,"Malachard, Mr. Noel",male,,0,0,237735,15.0458,D,C
1194,2,"Phillips, Mr. Escott Robert",male,43,0,1,S.O./P.P. 2,21,,S
1195,3,"Pokrnic, Mr. Tome",male,24,0,0,315092,8.6625,,S
1196,3,"McCarthy, Miss. Catherine Katie""""",female,,0,0,383123,7.75,,Q
1197,1,"Crosby, Mrs. Edward Gifford (Catherine Elizabeth Halstead)",female,64,1,1,112901,26.55,B26,S
1198,1,"Allison, Mr. Hudson Joshua Creighton",male,30,1,2,113781,151.55,C22 C26,S
1199,3,"Aks, Master. Philip Frank",male,0.83,0,1,392091,9.35,,S
1200,1,"Hays, Mr. Charles Melville",male,55,1,1,12749,93.5,B69,S
1201,3,"Hansen, Mrs. Claus Peter (Jennie L Howard)",female,45,1,0,350026,14.1083,,S
1202,3,"Cacic, Mr. Jego Grga",male,18,0,0,315091,8.6625,,S
1203,3,"Vartanian, Mr. David",male,22,0,0,2658,7.225,,C
1204,3,"Sadowitz, Mr. Harry",male,,0,0,LP 1588,7.575,,S
1205,3,"Carr, Miss. Jeannie",female,37,0,0,368364,7.75,,Q
1206,1,"White, Mrs. John Stuart (Ella Holmes)",female,55,0,0,PC 17760,135.6333,C32,C
1207,3,"Hagardon, Miss. Kate",female,17,0,0,AQ/3. 30631,7.7333,,Q
1208,1,"Spencer, Mr. William Augustus",male,57,1,0,PC 17569,146.5208,B78,C
1209,2,"Rogers, Mr. Reginald Harry",male,19,0,0,28004,10.5,,S
1210,3,"Jonsson, Mr. Nils Hilding",male,27,0,0,350408,7.8542,,S
1211,2,"Jefferys, Mr. Ernest Wilfred",male,22,2,0,C.A. 31029,31.5,,S
1212,3,"Andersson, Mr. Johan Samuel",male,26,0,0,347075,7.775,,S
1213,3,"Krekorian, Mr. Neshan",male,25,0,0,2654,7.2292,F E57,C
1214,2,"Nesson, Mr. Israel",male,26,0,0,244368,13,F2,S
1215,1,"Rowe, Mr. Alfred G",male,33,0,0,113790,26.55,,S
1216,1,"Kreuchen, Miss. Emilie",female,39,0,0,24160,211.3375,,S
1217,3,"Assam, Mr. Ali",male,23,0,0,SOTON/O.Q. 3101309,7.05,,S
1218,2,"Becker, Miss. Ruth Elizabeth",female,12,2,1,230136,39,F4,S
1219,1,"Rosenshine, Mr. George (Mr George Thorne"")""",male,46,0,0,PC 17585,79.2,,C
1220,2,"Clarke, Mr. Charles Valentine",male,29,1,0,2003,26,,S
1221,2,"Enander, Mr. Ingvar",male,21,0,0,236854,13,,S
1222,2,"Davies, Mrs. John Morgan (Elizabeth Agnes Mary White) ",female,48,0,2,C.A. 33112,36.75,,S
1223,1,"Dulles, Mr. William Crothers",male,39,0,0,PC 17580,29.7,A18,C
1224,3,"Thomas, Mr. Tannous",male,,0,0,2684,7.225,,C
1225,3,"Nakid, Mrs. Said (Waika Mary"" Mowad)""",female,19,1,1,2653,15.7417,,C
1226,3,"Cor, Mr. Ivan",male,27,0,0,349229,7.8958,,S
1227,1,"Maguire, Mr. John Edward",male,30,0,0,110469,26,C106,S
1228,2,"de Brito, Mr. Jose Joaquim",male,32,0,0,244360,13,,S
1229,3,"Elias, Mr. Joseph",male,39,0,2,2675,7.2292,,C
1230,2,"Denbury, Mr. Herbert",male,25,0,0,C.A. 31029,31.5,,S
1231,3,"Betros, Master. Seman",male,,0,0,2622,7.2292,,C
1232,2,"Fillbrook, Mr. Joseph Charles",male,18,0,0,C.A. 15185,10.5,,S
1233,3,"Lundstrom, Mr. Thure Edvin",male,32,0,0,350403,7.5792,,S
1234,3,"Sage, Mr. John George",male,,1,9,CA. 2343,69.55,,S
1235,1,"Cardeza, Mrs. James Warburton Martinez (Charlotte Wardle Drake)",female,58,0,1,PC 17755,512.3292,B51 B53 B55,C
1236,3,"van Billiard, Master. James William",male,,1,1,A/5. 851,14.5,,S
1237,3,"Abelseth, Miss. Karen Marie",female,16,0,0,348125,7.65,,S
1238,2,"Botsford, Mr. William Hull",male,26,0,0,237670,13,,S
1239,3,"Whabee, Mrs. George Joseph (Shawneene Abi-Saab)",female,38,0,0,2688,7.2292,,C
1240,2,"Giles, Mr. Ralph",male,24,0,0,248726,13.5,,S
1241,2,"Walcroft, Miss. Nellie",female,31,0,0,F.C.C. 13528,21,,S
1242,1,"Greenfield, Mrs. Leo David (Blanche Strouse)",female,45,0,1,PC 17759,63.3583,D10 D12,C
1243,2,"Stokes, Mr. Philip Joseph",male,25,0,0,F.C.C. 13540,10.5,,S
1244,2,"Dibden, Mr. William",male,18,0,0,S.O.C. 14879,73.5,,S
1245,2,"Herman, Mr. Samuel",male,49,1,2,220845,65,,S
1246,3,"Dean, Miss. Elizabeth Gladys Millvina""""",female,0.17,1,2,C.A. 2315,20.575,,S
1247,1,"Julian, Mr. Henry Forbes",male,50,0,0,113044,26,E60,S
1248,1,"Brown, Mrs. John Murray (Caroline Lane Lamson)",female,59,2,0,11769,51.4792,C101,S
1249,3,"Lockyer, Mr. Edward",male,,0,0,1222,7.8792,,S
1250,3,"O'Keefe, Mr. Patrick",male,,0,0,368402,7.75,,Q
1251,3,"Lindell, Mrs. Edvard Bengtsson (Elin Gerda Persson)",female,30,1,0,349910,15.55,,S
1252,3,"Sage, Master. William Henry",male,14.5,8,2,CA. 2343,69.55,,S
1253,2,"Mallet, Mrs. Albert (Antoinette Magnin)",female,24,1,1,S.C./PARIS 2079,37.0042,,C
1254,2,"Ware, Mrs. John James (Florence Louise Long)",female,31,0,0,CA 31352,21,,S
1255,3,"Strilic, Mr. Ivan",male,27,0,0,315083,8.6625,,S
1256,1,"Harder, Mrs. George Achilles (Dorothy Annan)",female,25,1,0,11765,55.4417,E50,C
1257,3,"Sage, Mrs. John (Annie Bullen)",female,,1,9,CA. 2343,69.55,,S
1258,3,"Caram, Mr. Joseph",male,,1,0,2689,14.4583,,C
1259,3,"Riihivouri, Miss. Susanna Juhantytar Sanni""""",female,22,0,0,3101295,39.6875,,S
1260,1,"Gibson, Mrs. Leonard (Pauline C Boeson)",female,45,0,1,112378,59.4,,C
1261,2,"Pallas y Castello, Mr. Emilio",male,29,0,0,SC/PARIS 2147,13.8583,,C
1262,2,"Giles, Mr. Edgar",male,21,1,0,28133,11.5,,S
1263,1,"Wilson, Miss. Helen Alice",female,31,0,0,16966,134.5,E39 E41,C
1264,1,"Ismay, Mr. Joseph Bruce",male,49,0,0,112058,0,B52 B54 B56,S
1265,2,"Harbeck, Mr. William H",male,44,0,0,248746,13,,S
1266,1,"Dodge, Mrs. Washington (Ruth Vidaver)",female,54,1,1,33638,81.8583,A34,S
1267,1,"Bowen, Miss. Grace Scott",female,45,0,0,PC 17608,262.375,,C
1268,3,"Kink, Miss. Maria",female,22,2,0,315152,8.6625,,S
1269,2,"Cotterill, Mr. Henry Harry""""",male,21,0,0,29107,11.5,,S
1270,1,"Hipkins, Mr. William Edward",male,55,0,0,680,50,C39,S
1271,3,"Asplund, Master. Carl Edgar",male,5,4,2,347077,31.3875,,S
1272,3,"O'Connor, Mr. Patrick",male,,0,0,366713,7.75,,Q
1273,3,"Foley, Mr. Joseph",male,26,0,0,330910,7.8792,,Q
1274,3,"Risien, Mrs. Samuel (Emma)",female,,0,0,364498,14.5,,S
1275,3,"McNamee, Mrs. Neal (Eileen O'Leary)",female,19,1,0,376566,16.1,,S
1276,2,"Wheeler, Mr. Edwin Frederick""""",male,,0,0,SC/PARIS 2159,12.875,,S
1277,2,"Herman, Miss. Kate",female,24,1,2,220845,65,,S
1278,3,"Aronsson, Mr. Ernst Axel Algot",male,24,0,0,349911,7.775,,S
1279,2,"Ashby, Mr. John",male,57,0,0,244346,13,,S
1280,3,"Canavan, Mr. Patrick",male,21,0,0,364858,7.75,,Q
1281,3,"Palsson, Master. Paul Folke",male,6,3,1,349909,21.075,,S
1282,1,"Payne, Mr. Vivian Ponsonby",male,23,0,0,12749,93.5,B24,S
1283,1,"Lines, Mrs. Ernest H (Elizabeth Lindsey James)",female,51,0,1,PC 17592,39.4,D28,S
1284,3,"Abbott, Master. Eugene Joseph",male,13,0,2,C.A. 2673,20.25,,S
1285,2,"Gilbert, Mr. William",male,47,0,0,C.A. 30769,10.5,,S
1286,3,"Kink-Heilmann, Mr. Anton",male,29,3,1,315153,22.025,,S
1287,1,"Smith, Mrs. Lucien Philip (Mary Eloise Hughes)",female,18,1,0,13695,60,C31,S
1288,3,"Colbert, Mr. Patrick",male,24,0,0,371109,7.25,,Q
1289,1,"Frolicher-Stehli, Mrs. Maxmillian (Margaretha Emerentia Stehli)",female,48,1,1,13567,79.2,B41,C
1290,3,"Larsson-Rondberg, Mr. Edvard A",male,22,0,0,347065,7.775,,S
1291,3,"Conlon, Mr. Thomas Henry",male,31,0,0,21332,7.7333,,Q
1292,1,"Bonnell, Miss. Caroline",female,30,0,0,36928,164.8667,C7,S
1293,2,"Gale, Mr. Harry",male,38,1,0,28664,21,,S
1294,1,"Gibson, Miss. Dorothy Winifred",female,22,0,1,112378,59.4,,C
1295,1,"Carrau, Mr. Jose Pedro",male,17,0,0,113059,47.1,,S
1296,1,"Frauenthal, Mr. Isaac Gerald",male,43,1,0,17765,27.7208,D40,C
1297,2,"Nourney, Mr. Alfred (Baron von Drachstedt"")""",male,20,0,0,SC/PARIS 2166,13.8625,D38,C
1298,2,"Ware, Mr. William Jeffery",male,23,1,0,28666,10.5,,S
1299,1,"Widener, Mr. George Dunton",male,50,1,1,113503,211.5,C80,C
1300,3,"Riordan, Miss. Johanna Hannah""""",female,,0,0,334915,7.7208,,Q
1301,3,"Peacock, Miss. Treasteall",female,3,1,1,SOTON/O.Q. 3101315,13.775,,S
1302,3,"Naughton, Miss. Hannah",female,,0,0,365237,7.75,,Q
1303,1,"Minahan, Mrs. William Edward (Lillian E Thorpe)",female,37,1,0,19928,90,C78,Q
1304,3,"Henriksson, Miss. Jenny Lovisa",female,28,0,0,347086,7.775,,S
1305,3,"Spector, Mr. Woolf",male,,0,0,A.5. 3236,8.05,,S
1306,1,"Oliva y Ocana, Dona. Fermina",female,39,0,0,PC 17758,108.9,C105,C
1307,3,"Saether, Mr. Simon Sivertsen",male,38.5,0,0,SOTON/O.Q. 3101262,7.25,,S
1308,3,"Ware, Mr. Frederick",male,,0,0,359309,8.05,,S
1309,3,"Peter, Master. Michael J",male,,1,1,2668,22.3583,,C
'''
    with open("train.csv", "w") as file:
        file.write(titanic_train.strip())
    with open("test.csv", "w") as file:
        file.write(titanic_test.strip())
    code = exec_context.replace("[insert]", solution)
    for i in range(2):
        test_input, expected_result = generate_test_case(i + 1)
        test_env = {"test_input": test_input}
        exec(code, test_env)
        assert exec_test(test_env["result"], expected_result)

def test_string(solution: str):
    tokens = []
    for token in tokenize.tokenize(io.BytesIO(solution.encode("utf-8")).readline):
        tokens.append(token.string)
    assert "LabelEncoder" in tokens