├── notebooks
    ├── images
    │   └── ravnine3.png
    └── SU-2015-5-Regresija.ipynb
├── .gitignore
├── README.md
├── SU.py
├── LICENSE
└── data
    ├── titanic-test.csv
    ├── questions101-2014.csv
    └── titanic-train.csv


/notebooks/images/ravnine3.png:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/jsnajder/StrojnoUcenje/master/notebooks/images/ravnine3.png


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/.gitignore:
--------------------------------------------------------------------------------
 1 | # Byte-compiled / optimized / DLL files
 2 | __pycache__/
 3 | *.py[cod]
 4 | 
 5 | # C extensions
 6 | *.so
 7 | 
 8 | # Distribution / packaging
 9 | .Python
10 | env/
11 | build/
12 | develop-eggs/
13 | dist/
14 | downloads/
15 | eggs/
16 | .eggs/
17 | lib/
18 | lib64/
19 | parts/
20 | sdist/
21 | var/
22 | *.egg-info/
23 | .installed.cfg
24 | *.egg
25 | 
26 | # PyInstaller
27 | #  Usually these files are written by a python script from a template
28 | #  before PyInstaller builds the exe, so as to inject date/other infos into it.
29 | *.manifest
30 | *.spec
31 | 
32 | # Installer logs
33 | pip-log.txt
34 | pip-delete-this-directory.txt
35 | 
36 | # Unit test / coverage reports
37 | htmlcov/
38 | .tox/
39 | .coverage
40 | .coverage.*
41 | .cache
42 | nosetests.xml
43 | coverage.xml
44 | *,cover
45 | 
46 | # Translations
47 | *.mo
48 | *.pot
49 | 
50 | # Django stuff:
51 | *.log
52 | 
53 | # Sphinx documentation
54 | docs/_build/
55 | 
56 | # PyBuilder
57 | target/
58 | 


--------------------------------------------------------------------------------
/README.md:
--------------------------------------------------------------------------------
 1 | # Strojno učenje
 2 | 
 3 | (c) 2015 Jan Šnajder, UNIZG FER
 4 | 
 5 | Interaktivne bilježnice za predavanja iz predmeta [Strojno učenje](http://www.fer.hr/predmet/su) na [UNIZG FER](http://www.fer.hr).
 6 | 
 7 | ### [0. Uvod u SciPy](http://nbviewer.ipython.org/github/jsnajder/StrojnoUcenje/blob/master/notebooks/SU-2015-0-SciPy.ipynb)
 8 | 
 9 | ### [1. Uvodni primjeri](http://nbviewer.ipython.org/github/jsnajder/StrojnoUcenje/blob/master/notebooks/SU-2015-1-UvodniPrimjeri.ipynb)
10 | 
11 | ### [2. Osnovni koncepti](http://nbviewer.ipython.org/github/jsnajder/StrojnoUcenje/blob/master/notebooks/SU-2015-2-OsnovniKoncepti.ipynb)
12 | 
13 | ### [3. Osnove teorije vjerojatnosti i statistike](http://nbviewer.ipython.org/github/jsnajder/StrojnoUcenje/blob/master/notebooks/SU-2015-3-VjerojatnostStatistika.ipynb)
14 | 
15 | ### [4. Bayesov klasifikator](http://nbviewer.ipython.org/github/jsnajder/StrojnoUcenje/blob/master/notebooks/SU-2015-4-BayesovKlasifikator.ipynb)
16 | 
17 | ### [5. Regresija](http://nbviewer.ipython.org/github/jsnajder/StrojnoUcenje/blob/master/notebooks/SU-2015-5-Regresija.ipynb)
18 | 
19 | ### [6. Linearni diskriminativni modeli](http://nbviewer.ipython.org/github/jsnajder/StrojnoUcenje/blob/master/notebooks/SU-2015-6-LinearniDiskriminativniModeli.ipynb)
20 | 
21 | ### [7. Logistička regresija](http://nbviewer.ipython.org/github/jsnajder/StrojnoUcenje/blob/master/notebooks/SU-2015-7-LogistickaRegresija.ipynb)
22 | 
23 | ### [8. Stroj potpornih vektora (SVM)](http://nbviewer.ipython.org/github/jsnajder/StrojnoUcenje/blob/master/notebooks/SU-2015-8-SVM.ipynb)
24 | 
25 | ### [10. Vrednovanje modela](http://nbviewer.ipython.org/github/jsnajder/StrojnoUcenje/blob/master/notebooks/SU-2015-10-VrednovanjeModela.ipynb)
26 | 
27 | 


--------------------------------------------------------------------------------
/SU.py:
--------------------------------------------------------------------------------
 1 | # Sveučilište u Zagrebu
 2 | # Fakultet elektrotehnike i računarstva
 3 | #
 4 | # Strojno ucenje 
 5 | # http://www.fer.hr/predmet/su
 6 | #
 7 | # (c) 2015 Jan Snajder
 8 | 
 9 | import pandas as pd
10 | from sklearn.preprocessing import LabelEncoder
11 | from sklearn.pipeline import Pipeline
12 | 
13 | class MultiColumnLabelEncoder:
14 |     def __init__(self,columns = None):
15 |         self.columns = columns # array of column names to encode
16 |         self.encoders ={}
17 | 
18 |     def fit(self,X,y=None):
19 |         if self.columns is not None:
20 |             for colname in self.columns:
21 |                 self.encoders[colname] = LabelEncoder().fit(X[colname])
22 |         else:
23 |             for colname,col in X.iteritems():
24 |                 self.encoders[colname] = LabelEncoder().fit(col)
25 |         return self
26 | 
27 |     def transform(self,X):
28 |         '''
29 |         Transforms columns of X specified in self.columns using
30 |         LabelEncoder(). If no columns specified, transforms all
31 |         columns in X.
32 |         '''
33 |         output = X.copy()
34 |         for colname in self.encoders.keys():
35 |             output[colname] = self.encoders[colname].transform(output[colname])
36 |         return output
37 | 
38 |     def fit_transform(self,X,y=None):
39 |         return self.fit(X,y).transform(X)
40 | 
41 |     def encoders(self):
42 |         return self.encoders
43 | 
44 | from sklearn.linear_model import LinearRegression
45 | from sklearn.preprocessing import PolynomialFeatures
46 | 
47 | class PolyRegression:
48 | 
49 |     def __init__(self, order):
50 |         self.order = order
51 |         self.h = LinearRegression()
52 |         
53 |     def fit(self, X, y): 
54 |         Xt = PolynomialFeatures(self.order).fit_transform(X)
55 |         self.h.fit(Xt, y)
56 |         return self
57 |     
58 |     def predict(self, X):
59 |         Xt = PolynomialFeatures(self.order).fit_transform(X)
60 |         return self.h.predict(Xt)
61 |     
62 |     def __call__(self, x):
63 |         return self.predict(x)[0]
64 | 


--------------------------------------------------------------------------------
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--------------------------------------------------------------------------------
/data/titanic-test.csv:
--------------------------------------------------------------------------------
  1 | PassengerId,Pclass,Name,Sex,Age,SibSp,Parch,Ticket,Fare,Cabin,Embarked
  2 | 892,3,"Kelly, Mr. James",male,34.5,0,0,330911,7.8292,,Q
  3 | 893,3,"Wilkes, Mrs. James (Ellen Needs)",female,47,1,0,363272,7,,S
  4 | 894,2,"Myles, Mr. Thomas Francis",male,62,0,0,240276,9.6875,,Q
  5 | 895,3,"Wirz, Mr. Albert",male,27,0,0,315154,8.6625,,S
  6 | 896,3,"Hirvonen, Mrs. Alexander (Helga E Lindqvist)",female,22,1,1,3101298,12.2875,,S
  7 | 897,3,"Svensson, Mr. Johan Cervin",male,14,0,0,7538,9.225,,S
  8 | 898,3,"Connolly, Miss. Kate",female,30,0,0,330972,7.6292,,Q
  9 | 899,2,"Caldwell, Mr. Albert Francis",male,26,1,1,248738,29,,S
 10 | 900,3,"Abrahim, Mrs. Joseph (Sophie Halaut Easu)",female,18,0,0,2657,7.2292,,C
 11 | 901,3,"Davies, Mr. John Samuel",male,21,2,0,A/4 48871,24.15,,S
 12 | 902,3,"Ilieff, Mr. Ylio",male,,0,0,349220,7.8958,,S
 13 | 903,1,"Jones, Mr. Charles Cresson",male,46,0,0,694,26,,S
 14 | 904,1,"Snyder, Mrs. John Pillsbury (Nelle Stevenson)",female,23,1,0,21228,82.2667,B45,S
 15 | 905,2,"Howard, Mr. Benjamin",male,63,1,0,24065,26,,S
 16 | 906,1,"Chaffee, Mrs. Herbert Fuller (Carrie Constance Toogood)",female,47,1,0,W.E.P. 5734,61.175,E31,S
 17 | 907,2,"del Carlo, Mrs. Sebastiano (Argenia Genovesi)",female,24,1,0,SC/PARIS 2167,27.7208,,C
 18 | 908,2,"Keane, Mr. Daniel",male,35,0,0,233734,12.35,,Q
 19 | 909,3,"Assaf, Mr. Gerios",male,21,0,0,2692,7.225,,C
 20 | 910,3,"Ilmakangas, Miss. Ida Livija",female,27,1,0,STON/O2. 3101270,7.925,,S
 21 | 911,3,"Assaf Khalil, Mrs. Mariana (Miriam"")""",female,45,0,0,2696,7.225,,C
 22 | 912,1,"Rothschild, Mr. Martin",male,55,1,0,PC 17603,59.4,,C
 23 | 913,3,"Olsen, Master. Artur Karl",male,9,0,1,C 17368,3.1708,,S
 24 | 914,1,"Flegenheim, Mrs. Alfred (Antoinette)",female,,0,0,PC 17598,31.6833,,S
 25 | 915,1,"Williams, Mr. Richard Norris II",male,21,0,1,PC 17597,61.3792,,C
 26 | 916,1,"Ryerson, Mrs. Arthur Larned (Emily Maria Borie)",female,48,1,3,PC 17608,262.375,B57 B59 B63 B66,C
 27 | 917,3,"Robins, Mr. Alexander A",male,50,1,0,A/5. 3337,14.5,,S
 28 | 918,1,"Ostby, Miss. Helene Ragnhild",female,22,0,1,113509,61.9792,B36,C
 29 | 919,3,"Daher, Mr. Shedid",male,22.5,0,0,2698,7.225,,C
 30 | 920,1,"Brady, Mr. John Bertram",male,41,0,0,113054,30.5,A21,S
 31 | 921,3,"Samaan, Mr. Elias",male,,2,0,2662,21.6792,,C
 32 | 922,2,"Louch, Mr. Charles Alexander",male,50,1,0,SC/AH 3085,26,,S
 33 | 923,2,"Jefferys, Mr. Clifford Thomas",male,24,2,0,C.A. 31029,31.5,,S
 34 | 924,3,"Dean, Mrs. Bertram (Eva Georgetta Light)",female,33,1,2,C.A. 2315,20.575,,S
 35 | 925,3,"Johnston, Mrs. Andrew G (Elizabeth Lily"" Watson)""",female,,1,2,W./C. 6607,23.45,,S
 36 | 926,1,"Mock, Mr. Philipp Edmund",male,30,1,0,13236,57.75,C78,C
 37 | 927,3,"Katavelas, Mr. Vassilios (Catavelas Vassilios"")""",male,18.5,0,0,2682,7.2292,,C
 38 | 928,3,"Roth, Miss. Sarah A",female,,0,0,342712,8.05,,S
 39 | 929,3,"Cacic, Miss. Manda",female,21,0,0,315087,8.6625,,S
 40 | 930,3,"Sap, Mr. Julius",male,25,0,0,345768,9.5,,S
 41 | 931,3,"Hee, Mr. Ling",male,,0,0,1601,56.4958,,S
 42 | 932,3,"Karun, Mr. Franz",male,39,0,1,349256,13.4167,,C
 43 | 933,1,"Franklin, Mr. Thomas Parham",male,,0,0,113778,26.55,D34,S
 44 | 934,3,"Goldsmith, Mr. Nathan",male,41,0,0,SOTON/O.Q. 3101263,7.85,,S
 45 | 935,2,"Corbett, Mrs. Walter H (Irene Colvin)",female,30,0,0,237249,13,,S
 46 | 936,1,"Kimball, Mrs. Edwin Nelson Jr (Gertrude Parsons)",female,45,1,0,11753,52.5542,D19,S
 47 | 937,3,"Peltomaki, Mr. Nikolai Johannes",male,25,0,0,STON/O 2. 3101291,7.925,,S
 48 | 938,1,"Chevre, Mr. Paul Romaine",male,45,0,0,PC 17594,29.7,A9,C
 49 | 939,3,"Shaughnessy, Mr. Patrick",male,,0,0,370374,7.75,,Q
 50 | 940,1,"Bucknell, Mrs. William Robert (Emma Eliza Ward)",female,60,0,0,11813,76.2917,D15,C
 51 | 941,3,"Coutts, Mrs. William (Winnie Minnie"" Treanor)""",female,36,0,2,C.A. 37671,15.9,,S
 52 | 942,1,"Smith, Mr. Lucien Philip",male,24,1,0,13695,60,C31,S
 53 | 943,2,"Pulbaum, Mr. Franz",male,27,0,0,SC/PARIS 2168,15.0333,,C
 54 | 944,2,"Hocking, Miss. Ellen Nellie""""",female,20,2,1,29105,23,,S
 55 | 945,1,"Fortune, Miss. Ethel Flora",female,28,3,2,19950,263,C23 C25 C27,S
 56 | 946,2,"Mangiavacchi, Mr. Serafino Emilio",male,,0,0,SC/A.3 2861,15.5792,,C
 57 | 947,3,"Rice, Master. Albert",male,10,4,1,382652,29.125,,Q
 58 | 948,3,"Cor, Mr. Bartol",male,35,0,0,349230,7.8958,,S
 59 | 949,3,"Abelseth, Mr. Olaus Jorgensen",male,25,0,0,348122,7.65,F G63,S
 60 | 950,3,"Davison, Mr. Thomas Henry",male,,1,0,386525,16.1,,S
 61 | 951,1,"Chaudanson, Miss. Victorine",female,36,0,0,PC 17608,262.375,B61,C
 62 | 952,3,"Dika, Mr. Mirko",male,17,0,0,349232,7.8958,,S
 63 | 953,2,"McCrae, Mr. Arthur Gordon",male,32,0,0,237216,13.5,,S
 64 | 954,3,"Bjorklund, Mr. Ernst Herbert",male,18,0,0,347090,7.75,,S
 65 | 955,3,"Bradley, Miss. Bridget Delia",female,22,0,0,334914,7.725,,Q
 66 | 956,1,"Ryerson, Master. John Borie",male,13,2,2,PC 17608,262.375,B57 B59 B63 B66,C
 67 | 957,2,"Corey, Mrs. Percy C (Mary Phyllis Elizabeth Miller)",female,,0,0,F.C.C. 13534,21,,S
 68 | 958,3,"Burns, Miss. Mary Delia",female,18,0,0,330963,7.8792,,Q
 69 | 959,1,"Moore, Mr. Clarence Bloomfield",male,47,0,0,113796,42.4,,S
 70 | 960,1,"Tucker, Mr. Gilbert Milligan Jr",male,31,0,0,2543,28.5375,C53,C
 71 | 961,1,"Fortune, Mrs. Mark (Mary McDougald)",female,60,1,4,19950,263,C23 C25 C27,S
 72 | 962,3,"Mulvihill, Miss. Bertha E",female,24,0,0,382653,7.75,,Q
 73 | 963,3,"Minkoff, Mr. Lazar",male,21,0,0,349211,7.8958,,S
 74 | 964,3,"Nieminen, Miss. Manta Josefina",female,29,0,0,3101297,7.925,,S
 75 | 965,1,"Ovies y Rodriguez, Mr. Servando",male,28.5,0,0,PC 17562,27.7208,D43,C
 76 | 966,1,"Geiger, Miss. Amalie",female,35,0,0,113503,211.5,C130,C
 77 | 967,1,"Keeping, Mr. Edwin",male,32.5,0,0,113503,211.5,C132,C
 78 | 968,3,"Miles, Mr. Frank",male,,0,0,359306,8.05,,S
 79 | 969,1,"Cornell, Mrs. Robert Clifford (Malvina Helen Lamson)",female,55,2,0,11770,25.7,C101,S
 80 | 970,2,"Aldworth, Mr. Charles Augustus",male,30,0,0,248744,13,,S
 81 | 971,3,"Doyle, Miss. Elizabeth",female,24,0,0,368702,7.75,,Q
 82 | 972,3,"Boulos, Master. Akar",male,6,1,1,2678,15.2458,,C
 83 | 973,1,"Straus, Mr. Isidor",male,67,1,0,PC 17483,221.7792,C55 C57,S
 84 | 974,1,"Case, Mr. Howard Brown",male,49,0,0,19924,26,,S
 85 | 975,3,"Demetri, Mr. Marinko",male,,0,0,349238,7.8958,,S
 86 | 976,2,"Lamb, Mr. John Joseph",male,,0,0,240261,10.7083,,Q
 87 | 977,3,"Khalil, Mr. Betros",male,,1,0,2660,14.4542,,C
 88 | 978,3,"Barry, Miss. Julia",female,27,0,0,330844,7.8792,,Q
 89 | 979,3,"Badman, Miss. Emily Louisa",female,18,0,0,A/4 31416,8.05,,S
 90 | 980,3,"O'Donoghue, Ms. Bridget",female,,0,0,364856,7.75,,Q
 91 | 981,2,"Wells, Master. Ralph Lester",male,2,1,1,29103,23,,S
 92 | 982,3,"Dyker, Mrs. Adolf Fredrik (Anna Elisabeth Judith Andersson)",female,22,1,0,347072,13.9,,S
 93 | 983,3,"Pedersen, Mr. Olaf",male,,0,0,345498,7.775,,S
 94 | 984,1,"Davidson, Mrs. Thornton (Orian Hays)",female,27,1,2,F.C. 12750,52,B71,S
 95 | 985,3,"Guest, Mr. Robert",male,,0,0,376563,8.05,,S
 96 | 986,1,"Birnbaum, Mr. Jakob",male,25,0,0,13905,26,,C
 97 | 987,3,"Tenglin, Mr. Gunnar Isidor",male,25,0,0,350033,7.7958,,S
 98 | 988,1,"Cavendish, Mrs. Tyrell William (Julia Florence Siegel)",female,76,1,0,19877,78.85,C46,S
 99 | 989,3,"Makinen, Mr. Kalle Edvard",male,29,0,0,STON/O 2. 3101268,7.925,,S
100 | 990,3,"Braf, Miss. Elin Ester Maria",female,20,0,0,347471,7.8542,,S
101 | 991,3,"Nancarrow, Mr. William Henry",male,33,0,0,A./5. 3338,8.05,,S
102 | 992,1,"Stengel, Mrs. Charles Emil Henry (Annie May Morris)",female,43,1,0,11778,55.4417,C116,C
103 | 993,2,"Weisz, Mr. Leopold",male,27,1,0,228414,26,,S
104 | 994,3,"Foley, Mr. William",male,,0,0,365235,7.75,,Q
105 | 995,3,"Johansson Palmquist, Mr. Oskar Leander",male,26,0,0,347070,7.775,,S
106 | 996,3,"Thomas, Mrs. Alexander (Thamine Thelma"")""",female,16,1,1,2625,8.5167,,C
107 | 997,3,"Holthen, Mr. Johan Martin",male,28,0,0,C 4001,22.525,,S
108 | 998,3,"Buckley, Mr. Daniel",male,21,0,0,330920,7.8208,,Q
109 | 999,3,"Ryan, Mr. Edward",male,,0,0,383162,7.75,,Q
110 | 1000,3,"Willer, Mr. Aaron (Abi Weller"")""",male,,0,0,3410,8.7125,,S
111 | 1001,2,"Swane, Mr. George",male,18.5,0,0,248734,13,F,S
112 | 1002,2,"Stanton, Mr. Samuel Ward",male,41,0,0,237734,15.0458,,C
113 | 1003,3,"Shine, Miss. Ellen Natalia",female,,0,0,330968,7.7792,,Q
114 | 1004,1,"Evans, Miss. Edith Corse",female,36,0,0,PC 17531,31.6792,A29,C
115 | 1005,3,"Buckley, Miss. Katherine",female,18.5,0,0,329944,7.2833,,Q
116 | 1006,1,"Straus, Mrs. Isidor (Rosalie Ida Blun)",female,63,1,0,PC 17483,221.7792,C55 C57,S
117 | 1007,3,"Chronopoulos, Mr. Demetrios",male,18,1,0,2680,14.4542,,C
118 | 1008,3,"Thomas, Mr. John",male,,0,0,2681,6.4375,,C
119 | 1009,3,"Sandstrom, Miss. Beatrice Irene",female,1,1,1,PP 9549,16.7,G6,S
120 | 1010,1,"Beattie, Mr. Thomson",male,36,0,0,13050,75.2417,C6,C
121 | 1011,2,"Chapman, Mrs. John Henry (Sara Elizabeth Lawry)",female,29,1,0,SC/AH 29037,26,,S
122 | 1012,2,"Watt, Miss. Bertha J",female,12,0,0,C.A. 33595,15.75,,S
123 | 1013,3,"Kiernan, Mr. John",male,,1,0,367227,7.75,,Q
124 | 1014,1,"Schabert, Mrs. Paul (Emma Mock)",female,35,1,0,13236,57.75,C28,C
125 | 1015,3,"Carver, Mr. Alfred John",male,28,0,0,392095,7.25,,S
126 | 1016,3,"Kennedy, Mr. John",male,,0,0,368783,7.75,,Q
127 | 1017,3,"Cribb, Miss. Laura Alice",female,17,0,1,371362,16.1,,S
128 | 1018,3,"Brobeck, Mr. Karl Rudolf",male,22,0,0,350045,7.7958,,S
129 | 1019,3,"McCoy, Miss. Alicia",female,,2,0,367226,23.25,,Q
130 | 1020,2,"Bowenur, Mr. Solomon",male,42,0,0,211535,13,,S
131 | 1021,3,"Petersen, Mr. Marius",male,24,0,0,342441,8.05,,S
132 | 1022,3,"Spinner, Mr. Henry John",male,32,0,0,STON/OQ. 369943,8.05,,S
133 | 1023,1,"Gracie, Col. Archibald IV",male,53,0,0,113780,28.5,C51,C
134 | 1024,3,"Lefebre, Mrs. Frank (Frances)",female,,0,4,4133,25.4667,,S
135 | 1025,3,"Thomas, Mr. Charles P",male,,1,0,2621,6.4375,,C
136 | 1026,3,"Dintcheff, Mr. Valtcho",male,43,0,0,349226,7.8958,,S
137 | 1027,3,"Carlsson, Mr. Carl Robert",male,24,0,0,350409,7.8542,,S
138 | 1028,3,"Zakarian, Mr. Mapriededer",male,26.5,0,0,2656,7.225,,C
139 | 1029,2,"Schmidt, Mr. August",male,26,0,0,248659,13,,S
140 | 1030,3,"Drapkin, Miss. Jennie",female,23,0,0,SOTON/OQ 392083,8.05,,S
141 | 1031,3,"Goodwin, Mr. Charles Frederick",male,40,1,6,CA 2144,46.9,,S
142 | 1032,3,"Goodwin, Miss. Jessie Allis",female,10,5,2,CA 2144,46.9,,S
143 | 1033,1,"Daniels, Miss. Sarah",female,33,0,0,113781,151.55,,S
144 | 1034,1,"Ryerson, Mr. Arthur Larned",male,61,1,3,PC 17608,262.375,B57 B59 B63 B66,C
145 | 1035,2,"Beauchamp, Mr. Henry James",male,28,0,0,244358,26,,S
146 | 1036,1,"Lindeberg-Lind, Mr. Erik Gustaf (Mr Edward Lingrey"")""",male,42,0,0,17475,26.55,,S
147 | 1037,3,"Vander Planke, Mr. Julius",male,31,3,0,345763,18,,S
148 | 1038,1,"Hilliard, Mr. Herbert Henry",male,,0,0,17463,51.8625,E46,S
149 | 1039,3,"Davies, Mr. Evan",male,22,0,0,SC/A4 23568,8.05,,S
150 | 1040,1,"Crafton, Mr. John Bertram",male,,0,0,113791,26.55,,S
151 | 1041,2,"Lahtinen, Rev. William",male,30,1,1,250651,26,,S
152 | 1042,1,"Earnshaw, Mrs. Boulton (Olive Potter)",female,23,0,1,11767,83.1583,C54,C
153 | 1043,3,"Matinoff, Mr. Nicola",male,,0,0,349255,7.8958,,C
154 | 1044,3,"Storey, Mr. Thomas",male,60.5,0,0,3701,,,S
155 | 1045,3,"Klasen, Mrs. (Hulda Kristina Eugenia Lofqvist)",female,36,0,2,350405,12.1833,,S
156 | 1046,3,"Asplund, Master. Filip Oscar",male,13,4,2,347077,31.3875,,S
157 | 1047,3,"Duquemin, Mr. Joseph",male,24,0,0,S.O./P.P. 752,7.55,,S
158 | 1048,1,"Bird, Miss. Ellen",female,29,0,0,PC 17483,221.7792,C97,S
159 | 1049,3,"Lundin, Miss. Olga Elida",female,23,0,0,347469,7.8542,,S
160 | 1050,1,"Borebank, Mr. John James",male,42,0,0,110489,26.55,D22,S
161 | 1051,3,"Peacock, Mrs. Benjamin (Edith Nile)",female,26,0,2,SOTON/O.Q. 3101315,13.775,,S
162 | 1052,3,"Smyth, Miss. Julia",female,,0,0,335432,7.7333,,Q
163 | 1053,3,"Touma, Master. Georges Youssef",male,7,1,1,2650,15.2458,,C
164 | 1054,2,"Wright, Miss. Marion",female,26,0,0,220844,13.5,,S
165 | 1055,3,"Pearce, Mr. Ernest",male,,0,0,343271,7,,S
166 | 1056,2,"Peruschitz, Rev. Joseph Maria",male,41,0,0,237393,13,,S
167 | 1057,3,"Kink-Heilmann, Mrs. Anton (Luise Heilmann)",female,26,1,1,315153,22.025,,S
168 | 1058,1,"Brandeis, Mr. Emil",male,48,0,0,PC 17591,50.4958,B10,C
169 | 1059,3,"Ford, Mr. Edward Watson",male,18,2,2,W./C. 6608,34.375,,S
170 | 1060,1,"Cassebeer, Mrs. Henry Arthur Jr (Eleanor Genevieve Fosdick)",female,,0,0,17770,27.7208,,C
171 | 1061,3,"Hellstrom, Miss. Hilda Maria",female,22,0,0,7548,8.9625,,S
172 | 1062,3,"Lithman, Mr. Simon",male,,0,0,S.O./P.P. 251,7.55,,S
173 | 1063,3,"Zakarian, Mr. Ortin",male,27,0,0,2670,7.225,,C
174 | 1064,3,"Dyker, Mr. Adolf Fredrik",male,23,1,0,347072,13.9,,S
175 | 1065,3,"Torfa, Mr. Assad",male,,0,0,2673,7.2292,,C
176 | 1066,3,"Asplund, Mr. Carl Oscar Vilhelm Gustafsson",male,40,1,5,347077,31.3875,,S
177 | 1067,2,"Brown, Miss. Edith Eileen",female,15,0,2,29750,39,,S
178 | 1068,2,"Sincock, Miss. Maude",female,20,0,0,C.A. 33112,36.75,,S
179 | 1069,1,"Stengel, Mr. Charles Emil Henry",male,54,1,0,11778,55.4417,C116,C
180 | 1070,2,"Becker, Mrs. Allen Oliver (Nellie E Baumgardner)",female,36,0,3,230136,39,F4,S
181 | 1071,1,"Compton, Mrs. Alexander Taylor (Mary Eliza Ingersoll)",female,64,0,2,PC 17756,83.1583,E45,C
182 | 1072,2,"McCrie, Mr. James Matthew",male,30,0,0,233478,13,,S
183 | 1073,1,"Compton, Mr. Alexander Taylor Jr",male,37,1,1,PC 17756,83.1583,E52,C
184 | 1074,1,"Marvin, Mrs. Daniel Warner (Mary Graham Carmichael Farquarson)",female,18,1,0,113773,53.1,D30,S
185 | 1075,3,"Lane, Mr. Patrick",male,,0,0,7935,7.75,,Q
186 | 1076,1,"Douglas, Mrs. Frederick Charles (Mary Helene Baxter)",female,27,1,1,PC 17558,247.5208,B58 B60,C
187 | 1077,2,"Maybery, Mr. Frank Hubert",male,40,0,0,239059,16,,S
188 | 1078,2,"Phillips, Miss. Alice Frances Louisa",female,21,0,1,S.O./P.P. 2,21,,S
189 | 1079,3,"Davies, Mr. Joseph",male,17,2,0,A/4 48873,8.05,,S
190 | 1080,3,"Sage, Miss. Ada",female,,8,2,CA. 2343,69.55,,S
191 | 1081,2,"Veal, Mr. James",male,40,0,0,28221,13,,S
192 | 1082,2,"Angle, Mr. William A",male,34,1,0,226875,26,,S
193 | 1083,1,"Salomon, Mr. Abraham L",male,,0,0,111163,26,,S
194 | 1084,3,"van Billiard, Master. Walter John",male,11.5,1,1,A/5. 851,14.5,,S
195 | 1085,2,"Lingane, Mr. John",male,61,0,0,235509,12.35,,Q
196 | 1086,2,"Drew, Master. Marshall Brines",male,8,0,2,28220,32.5,,S
197 | 1087,3,"Karlsson, Mr. Julius Konrad Eugen",male,33,0,0,347465,7.8542,,S
198 | 1088,1,"Spedden, Master. Robert Douglas",male,6,0,2,16966,134.5,E34,C
199 | 1089,3,"Nilsson, Miss. Berta Olivia",female,18,0,0,347066,7.775,,S
200 | 1090,2,"Baimbrigge, Mr. Charles Robert",male,23,0,0,C.A. 31030,10.5,,S
201 | 1091,3,"Rasmussen, Mrs. (Lena Jacobsen Solvang)",female,,0,0,65305,8.1125,,S
202 | 1092,3,"Murphy, Miss. Nora",female,,0,0,36568,15.5,,Q
203 | 1093,3,"Danbom, Master. Gilbert Sigvard Emanuel",male,0.33,0,2,347080,14.4,,S
204 | 1094,1,"Astor, Col. John Jacob",male,47,1,0,PC 17757,227.525,C62 C64,C
205 | 1095,2,"Quick, Miss. Winifred Vera",female,8,1,1,26360,26,,S
206 | 1096,2,"Andrew, Mr. Frank Thomas",male,25,0,0,C.A. 34050,10.5,,S
207 | 1097,1,"Omont, Mr. Alfred Fernand",male,,0,0,F.C. 12998,25.7417,,C
208 | 1098,3,"McGowan, Miss. Katherine",female,35,0,0,9232,7.75,,Q
209 | 1099,2,"Collett, Mr. Sidney C Stuart",male,24,0,0,28034,10.5,,S
210 | 1100,1,"Rosenbaum, Miss. Edith Louise",female,33,0,0,PC 17613,27.7208,A11,C
211 | 1101,3,"Delalic, Mr. Redjo",male,25,0,0,349250,7.8958,,S
212 | 1102,3,"Andersen, Mr. Albert Karvin",male,32,0,0,C 4001,22.525,,S
213 | 1103,3,"Finoli, Mr. Luigi",male,,0,0,SOTON/O.Q. 3101308,7.05,,S
214 | 1104,2,"Deacon, Mr. Percy William",male,17,0,0,S.O.C. 14879,73.5,,S
215 | 1105,2,"Howard, Mrs. Benjamin (Ellen Truelove Arman)",female,60,1,0,24065,26,,S
216 | 1106,3,"Andersson, Miss. Ida Augusta Margareta",female,38,4,2,347091,7.775,,S
217 | 1107,1,"Head, Mr. Christopher",male,42,0,0,113038,42.5,B11,S
218 | 1108,3,"Mahon, Miss. Bridget Delia",female,,0,0,330924,7.8792,,Q
219 | 1109,1,"Wick, Mr. George Dennick",male,57,1,1,36928,164.8667,,S
220 | 1110,1,"Widener, Mrs. George Dunton (Eleanor Elkins)",female,50,1,1,113503,211.5,C80,C
221 | 1111,3,"Thomson, Mr. Alexander Morrison",male,,0,0,32302,8.05,,S
222 | 1112,2,"Duran y More, Miss. Florentina",female,30,1,0,SC/PARIS 2148,13.8583,,C
223 | 1113,3,"Reynolds, Mr. Harold J",male,21,0,0,342684,8.05,,S
224 | 1114,2,"Cook, Mrs. (Selena Rogers)",female,22,0,0,W./C. 14266,10.5,F33,S
225 | 1115,3,"Karlsson, Mr. Einar Gervasius",male,21,0,0,350053,7.7958,,S
226 | 1116,1,"Candee, Mrs. Edward (Helen Churchill Hungerford)",female,53,0,0,PC 17606,27.4458,,C
227 | 1117,3,"Moubarek, Mrs. George (Omine Amenia"" Alexander)""",female,,0,2,2661,15.2458,,C
228 | 1118,3,"Asplund, Mr. Johan Charles",male,23,0,0,350054,7.7958,,S
229 | 1119,3,"McNeill, Miss. Bridget",female,,0,0,370368,7.75,,Q
230 | 1120,3,"Everett, Mr. Thomas James",male,40.5,0,0,C.A. 6212,15.1,,S
231 | 1121,2,"Hocking, Mr. Samuel James Metcalfe",male,36,0,0,242963,13,,S
232 | 1122,2,"Sweet, Mr. George Frederick",male,14,0,0,220845,65,,S
233 | 1123,1,"Willard, Miss. Constance",female,21,0,0,113795,26.55,,S
234 | 1124,3,"Wiklund, Mr. Karl Johan",male,21,1,0,3101266,6.4958,,S
235 | 1125,3,"Linehan, Mr. Michael",male,,0,0,330971,7.8792,,Q
236 | 1126,1,"Cumings, Mr. John Bradley",male,39,1,0,PC 17599,71.2833,C85,C
237 | 1127,3,"Vendel, Mr. Olof Edvin",male,20,0,0,350416,7.8542,,S
238 | 1128,1,"Warren, Mr. Frank Manley",male,64,1,0,110813,75.25,D37,C
239 | 1129,3,"Baccos, Mr. Raffull",male,20,0,0,2679,7.225,,C
240 | 1130,2,"Hiltunen, Miss. Marta",female,18,1,1,250650,13,,S
241 | 1131,1,"Douglas, Mrs. Walter Donald (Mahala Dutton)",female,48,1,0,PC 17761,106.425,C86,C
242 | 1132,1,"Lindstrom, Mrs. Carl Johan (Sigrid Posse)",female,55,0,0,112377,27.7208,,C
243 | 1133,2,"Christy, Mrs. (Alice Frances)",female,45,0,2,237789,30,,S
244 | 1134,1,"Spedden, Mr. Frederic Oakley",male,45,1,1,16966,134.5,E34,C
245 | 1135,3,"Hyman, Mr. Abraham",male,,0,0,3470,7.8875,,S
246 | 1136,3,"Johnston, Master. William Arthur Willie""""",male,,1,2,W./C. 6607,23.45,,S
247 | 1137,1,"Kenyon, Mr. Frederick R",male,41,1,0,17464,51.8625,D21,S
248 | 1138,2,"Karnes, Mrs. J Frank (Claire Bennett)",female,22,0,0,F.C.C. 13534,21,,S
249 | 1139,2,"Drew, Mr. James Vivian",male,42,1,1,28220,32.5,,S
250 | 1140,2,"Hold, Mrs. Stephen (Annie Margaret Hill)",female,29,1,0,26707,26,,S
251 | 1141,3,"Khalil, Mrs. Betros (Zahie Maria"" Elias)""",female,,1,0,2660,14.4542,,C
252 | 1142,2,"West, Miss. Barbara J",female,0.92,1,2,C.A. 34651,27.75,,S
253 | 1143,3,"Abrahamsson, Mr. Abraham August Johannes",male,20,0,0,SOTON/O2 3101284,7.925,,S
254 | 1144,1,"Clark, Mr. Walter Miller",male,27,1,0,13508,136.7792,C89,C
255 | 1145,3,"Salander, Mr. Karl Johan",male,24,0,0,7266,9.325,,S
256 | 1146,3,"Wenzel, Mr. Linhart",male,32.5,0,0,345775,9.5,,S
257 | 1147,3,"MacKay, Mr. George William",male,,0,0,C.A. 42795,7.55,,S
258 | 1148,3,"Mahon, Mr. John",male,,0,0,AQ/4 3130,7.75,,Q
259 | 1149,3,"Niklasson, Mr. Samuel",male,28,0,0,363611,8.05,,S
260 | 1150,2,"Bentham, Miss. Lilian W",female,19,0,0,28404,13,,S
261 | 1151,3,"Midtsjo, Mr. Karl Albert",male,21,0,0,345501,7.775,,S
262 | 1152,3,"de Messemaeker, Mr. Guillaume Joseph",male,36.5,1,0,345572,17.4,,S
263 | 1153,3,"Nilsson, Mr. August Ferdinand",male,21,0,0,350410,7.8542,,S
264 | 1154,2,"Wells, Mrs. Arthur Henry (Addie"" Dart Trevaskis)""",female,29,0,2,29103,23,,S
265 | 1155,3,"Klasen, Miss. Gertrud Emilia",female,1,1,1,350405,12.1833,,S
266 | 1156,2,"Portaluppi, Mr. Emilio Ilario Giuseppe",male,30,0,0,C.A. 34644,12.7375,,C
267 | 1157,3,"Lyntakoff, Mr. Stanko",male,,0,0,349235,7.8958,,S
268 | 1158,1,"Chisholm, Mr. Roderick Robert Crispin",male,,0,0,112051,0,,S
269 | 1159,3,"Warren, Mr. Charles William",male,,0,0,C.A. 49867,7.55,,S
270 | 1160,3,"Howard, Miss. May Elizabeth",female,,0,0,A. 2. 39186,8.05,,S
271 | 1161,3,"Pokrnic, Mr. Mate",male,17,0,0,315095,8.6625,,S
272 | 1162,1,"McCaffry, Mr. Thomas Francis",male,46,0,0,13050,75.2417,C6,C
273 | 1163,3,"Fox, Mr. Patrick",male,,0,0,368573,7.75,,Q
274 | 1164,1,"Clark, Mrs. Walter Miller (Virginia McDowell)",female,26,1,0,13508,136.7792,C89,C
275 | 1165,3,"Lennon, Miss. Mary",female,,1,0,370371,15.5,,Q
276 | 1166,3,"Saade, Mr. Jean Nassr",male,,0,0,2676,7.225,,C
277 | 1167,2,"Bryhl, Miss. Dagmar Jenny Ingeborg ",female,20,1,0,236853,26,,S
278 | 1168,2,"Parker, Mr. Clifford Richard",male,28,0,0,SC 14888,10.5,,S
279 | 1169,2,"Faunthorpe, Mr. Harry",male,40,1,0,2926,26,,S
280 | 1170,2,"Ware, Mr. John James",male,30,1,0,CA 31352,21,,S
281 | 1171,2,"Oxenham, Mr. Percy Thomas",male,22,0,0,W./C. 14260,10.5,,S
282 | 1172,3,"Oreskovic, Miss. Jelka",female,23,0,0,315085,8.6625,,S
283 | 1173,3,"Peacock, Master. Alfred Edward",male,0.75,1,1,SOTON/O.Q. 3101315,13.775,,S
284 | 1174,3,"Fleming, Miss. Honora",female,,0,0,364859,7.75,,Q
285 | 1175,3,"Touma, Miss. Maria Youssef",female,9,1,1,2650,15.2458,,C
286 | 1176,3,"Rosblom, Miss. Salli Helena",female,2,1,1,370129,20.2125,,S
287 | 1177,3,"Dennis, Mr. William",male,36,0,0,A/5 21175,7.25,,S
288 | 1178,3,"Franklin, Mr. Charles (Charles Fardon)",male,,0,0,SOTON/O.Q. 3101314,7.25,,S
289 | 1179,1,"Snyder, Mr. John Pillsbury",male,24,1,0,21228,82.2667,B45,S
290 | 1180,3,"Mardirosian, Mr. Sarkis",male,,0,0,2655,7.2292,F E46,C
291 | 1181,3,"Ford, Mr. Arthur",male,,0,0,A/5 1478,8.05,,S
292 | 1182,1,"Rheims, Mr. George Alexander Lucien",male,,0,0,PC 17607,39.6,,S
293 | 1183,3,"Daly, Miss. Margaret Marcella Maggie""""",female,30,0,0,382650,6.95,,Q
294 | 1184,3,"Nasr, Mr. Mustafa",male,,0,0,2652,7.2292,,C
295 | 1185,1,"Dodge, Dr. Washington",male,53,1,1,33638,81.8583,A34,S
296 | 1186,3,"Wittevrongel, Mr. Camille",male,36,0,0,345771,9.5,,S
297 | 1187,3,"Angheloff, Mr. Minko",male,26,0,0,349202,7.8958,,S
298 | 1188,2,"Laroche, Miss. Louise",female,1,1,2,SC/Paris 2123,41.5792,,C
299 | 1189,3,"Samaan, Mr. Hanna",male,,2,0,2662,21.6792,,C
300 | 1190,1,"Loring, Mr. Joseph Holland",male,30,0,0,113801,45.5,,S
301 | 1191,3,"Johansson, Mr. Nils",male,29,0,0,347467,7.8542,,S
302 | 1192,3,"Olsson, Mr. Oscar Wilhelm",male,32,0,0,347079,7.775,,S
303 | 1193,2,"Malachard, Mr. Noel",male,,0,0,237735,15.0458,D,C
304 | 1194,2,"Phillips, Mr. Escott Robert",male,43,0,1,S.O./P.P. 2,21,,S
305 | 1195,3,"Pokrnic, Mr. Tome",male,24,0,0,315092,8.6625,,S
306 | 1196,3,"McCarthy, Miss. Catherine Katie""""",female,,0,0,383123,7.75,,Q
307 | 1197,1,"Crosby, Mrs. Edward Gifford (Catherine Elizabeth Halstead)",female,64,1,1,112901,26.55,B26,S
308 | 1198,1,"Allison, Mr. Hudson Joshua Creighton",male,30,1,2,113781,151.55,C22 C26,S
309 | 1199,3,"Aks, Master. Philip Frank",male,0.83,0,1,392091,9.35,,S
310 | 1200,1,"Hays, Mr. Charles Melville",male,55,1,1,12749,93.5,B69,S
311 | 1201,3,"Hansen, Mrs. Claus Peter (Jennie L Howard)",female,45,1,0,350026,14.1083,,S
312 | 1202,3,"Cacic, Mr. Jego Grga",male,18,0,0,315091,8.6625,,S
313 | 1203,3,"Vartanian, Mr. David",male,22,0,0,2658,7.225,,C
314 | 1204,3,"Sadowitz, Mr. Harry",male,,0,0,LP 1588,7.575,,S
315 | 1205,3,"Carr, Miss. Jeannie",female,37,0,0,368364,7.75,,Q
316 | 1206,1,"White, Mrs. John Stuart (Ella Holmes)",female,55,0,0,PC 17760,135.6333,C32,C
317 | 1207,3,"Hagardon, Miss. Kate",female,17,0,0,AQ/3. 30631,7.7333,,Q
318 | 1208,1,"Spencer, Mr. William Augustus",male,57,1,0,PC 17569,146.5208,B78,C
319 | 1209,2,"Rogers, Mr. Reginald Harry",male,19,0,0,28004,10.5,,S
320 | 1210,3,"Jonsson, Mr. Nils Hilding",male,27,0,0,350408,7.8542,,S
321 | 1211,2,"Jefferys, Mr. Ernest Wilfred",male,22,2,0,C.A. 31029,31.5,,S
322 | 1212,3,"Andersson, Mr. Johan Samuel",male,26,0,0,347075,7.775,,S
323 | 1213,3,"Krekorian, Mr. Neshan",male,25,0,0,2654,7.2292,F E57,C
324 | 1214,2,"Nesson, Mr. Israel",male,26,0,0,244368,13,F2,S
325 | 1215,1,"Rowe, Mr. Alfred G",male,33,0,0,113790,26.55,,S
326 | 1216,1,"Kreuchen, Miss. Emilie",female,39,0,0,24160,211.3375,,S
327 | 1217,3,"Assam, Mr. Ali",male,23,0,0,SOTON/O.Q. 3101309,7.05,,S
328 | 1218,2,"Becker, Miss. Ruth Elizabeth",female,12,2,1,230136,39,F4,S
329 | 1219,1,"Rosenshine, Mr. George (Mr George Thorne"")""",male,46,0,0,PC 17585,79.2,,C
330 | 1220,2,"Clarke, Mr. Charles Valentine",male,29,1,0,2003,26,,S
331 | 1221,2,"Enander, Mr. Ingvar",male,21,0,0,236854,13,,S
332 | 1222,2,"Davies, Mrs. John Morgan (Elizabeth Agnes Mary White) ",female,48,0,2,C.A. 33112,36.75,,S
333 | 1223,1,"Dulles, Mr. William Crothers",male,39,0,0,PC 17580,29.7,A18,C
334 | 1224,3,"Thomas, Mr. Tannous",male,,0,0,2684,7.225,,C
335 | 1225,3,"Nakid, Mrs. Said (Waika Mary"" Mowad)""",female,19,1,1,2653,15.7417,,C
336 | 1226,3,"Cor, Mr. Ivan",male,27,0,0,349229,7.8958,,S
337 | 1227,1,"Maguire, Mr. John Edward",male,30,0,0,110469,26,C106,S
338 | 1228,2,"de Brito, Mr. Jose Joaquim",male,32,0,0,244360,13,,S
339 | 1229,3,"Elias, Mr. Joseph",male,39,0,2,2675,7.2292,,C
340 | 1230,2,"Denbury, Mr. Herbert",male,25,0,0,C.A. 31029,31.5,,S
341 | 1231,3,"Betros, Master. Seman",male,,0,0,2622,7.2292,,C
342 | 1232,2,"Fillbrook, Mr. Joseph Charles",male,18,0,0,C.A. 15185,10.5,,S
343 | 1233,3,"Lundstrom, Mr. Thure Edvin",male,32,0,0,350403,7.5792,,S
344 | 1234,3,"Sage, Mr. John George",male,,1,9,CA. 2343,69.55,,S
345 | 1235,1,"Cardeza, Mrs. James Warburton Martinez (Charlotte Wardle Drake)",female,58,0,1,PC 17755,512.3292,B51 B53 B55,C
346 | 1236,3,"van Billiard, Master. James William",male,,1,1,A/5. 851,14.5,,S
347 | 1237,3,"Abelseth, Miss. Karen Marie",female,16,0,0,348125,7.65,,S
348 | 1238,2,"Botsford, Mr. William Hull",male,26,0,0,237670,13,,S
349 | 1239,3,"Whabee, Mrs. George Joseph (Shawneene Abi-Saab)",female,38,0,0,2688,7.2292,,C
350 | 1240,2,"Giles, Mr. Ralph",male,24,0,0,248726,13.5,,S
351 | 1241,2,"Walcroft, Miss. Nellie",female,31,0,0,F.C.C. 13528,21,,S
352 | 1242,1,"Greenfield, Mrs. Leo David (Blanche Strouse)",female,45,0,1,PC 17759,63.3583,D10 D12,C
353 | 1243,2,"Stokes, Mr. Philip Joseph",male,25,0,0,F.C.C. 13540,10.5,,S
354 | 1244,2,"Dibden, Mr. William",male,18,0,0,S.O.C. 14879,73.5,,S
355 | 1245,2,"Herman, Mr. Samuel",male,49,1,2,220845,65,,S
356 | 1246,3,"Dean, Miss. Elizabeth Gladys Millvina""""",female,0.17,1,2,C.A. 2315,20.575,,S
357 | 1247,1,"Julian, Mr. Henry Forbes",male,50,0,0,113044,26,E60,S
358 | 1248,1,"Brown, Mrs. John Murray (Caroline Lane Lamson)",female,59,2,0,11769,51.4792,C101,S
359 | 1249,3,"Lockyer, Mr. Edward",male,,0,0,1222,7.8792,,S
360 | 1250,3,"O'Keefe, Mr. Patrick",male,,0,0,368402,7.75,,Q
361 | 1251,3,"Lindell, Mrs. Edvard Bengtsson (Elin Gerda Persson)",female,30,1,0,349910,15.55,,S
362 | 1252,3,"Sage, Master. William Henry",male,14.5,8,2,CA. 2343,69.55,,S
363 | 1253,2,"Mallet, Mrs. Albert (Antoinette Magnin)",female,24,1,1,S.C./PARIS 2079,37.0042,,C
364 | 1254,2,"Ware, Mrs. John James (Florence Louise Long)",female,31,0,0,CA 31352,21,,S
365 | 1255,3,"Strilic, Mr. Ivan",male,27,0,0,315083,8.6625,,S
366 | 1256,1,"Harder, Mrs. George Achilles (Dorothy Annan)",female,25,1,0,11765,55.4417,E50,C
367 | 1257,3,"Sage, Mrs. John (Annie Bullen)",female,,1,9,CA. 2343,69.55,,S
368 | 1258,3,"Caram, Mr. Joseph",male,,1,0,2689,14.4583,,C
369 | 1259,3,"Riihivouri, Miss. Susanna Juhantytar Sanni""""",female,22,0,0,3101295,39.6875,,S
370 | 1260,1,"Gibson, Mrs. Leonard (Pauline C Boeson)",female,45,0,1,112378,59.4,,C
371 | 1261,2,"Pallas y Castello, Mr. Emilio",male,29,0,0,SC/PARIS 2147,13.8583,,C
372 | 1262,2,"Giles, Mr. Edgar",male,21,1,0,28133,11.5,,S
373 | 1263,1,"Wilson, Miss. Helen Alice",female,31,0,0,16966,134.5,E39 E41,C
374 | 1264,1,"Ismay, Mr. Joseph Bruce",male,49,0,0,112058,0,B52 B54 B56,S
375 | 1265,2,"Harbeck, Mr. William H",male,44,0,0,248746,13,,S
376 | 1266,1,"Dodge, Mrs. Washington (Ruth Vidaver)",female,54,1,1,33638,81.8583,A34,S
377 | 1267,1,"Bowen, Miss. Grace Scott",female,45,0,0,PC 17608,262.375,,C
378 | 1268,3,"Kink, Miss. Maria",female,22,2,0,315152,8.6625,,S
379 | 1269,2,"Cotterill, Mr. Henry Harry""""",male,21,0,0,29107,11.5,,S
380 | 1270,1,"Hipkins, Mr. William Edward",male,55,0,0,680,50,C39,S
381 | 1271,3,"Asplund, Master. Carl Edgar",male,5,4,2,347077,31.3875,,S
382 | 1272,3,"O'Connor, Mr. Patrick",male,,0,0,366713,7.75,,Q
383 | 1273,3,"Foley, Mr. Joseph",male,26,0,0,330910,7.8792,,Q
384 | 1274,3,"Risien, Mrs. Samuel (Emma)",female,,0,0,364498,14.5,,S
385 | 1275,3,"McNamee, Mrs. Neal (Eileen O'Leary)",female,19,1,0,376566,16.1,,S
386 | 1276,2,"Wheeler, Mr. Edwin Frederick""""",male,,0,0,SC/PARIS 2159,12.875,,S
387 | 1277,2,"Herman, Miss. Kate",female,24,1,2,220845,65,,S
388 | 1278,3,"Aronsson, Mr. Ernst Axel Algot",male,24,0,0,349911,7.775,,S
389 | 1279,2,"Ashby, Mr. John",male,57,0,0,244346,13,,S
390 | 1280,3,"Canavan, Mr. Patrick",male,21,0,0,364858,7.75,,Q
391 | 1281,3,"Palsson, Master. Paul Folke",male,6,3,1,349909,21.075,,S
392 | 1282,1,"Payne, Mr. Vivian Ponsonby",male,23,0,0,12749,93.5,B24,S
393 | 1283,1,"Lines, Mrs. Ernest H (Elizabeth Lindsey James)",female,51,0,1,PC 17592,39.4,D28,S
394 | 1284,3,"Abbott, Master. Eugene Joseph",male,13,0,2,C.A. 2673,20.25,,S
395 | 1285,2,"Gilbert, Mr. William",male,47,0,0,C.A. 30769,10.5,,S
396 | 1286,3,"Kink-Heilmann, Mr. Anton",male,29,3,1,315153,22.025,,S
397 | 1287,1,"Smith, Mrs. Lucien Philip (Mary Eloise Hughes)",female,18,1,0,13695,60,C31,S
398 | 1288,3,"Colbert, Mr. Patrick",male,24,0,0,371109,7.25,,Q
399 | 1289,1,"Frolicher-Stehli, Mrs. Maxmillian (Margaretha Emerentia Stehli)",female,48,1,1,13567,79.2,B41,C
400 | 1290,3,"Larsson-Rondberg, Mr. Edvard A",male,22,0,0,347065,7.775,,S
401 | 1291,3,"Conlon, Mr. Thomas Henry",male,31,0,0,21332,7.7333,,Q
402 | 1292,1,"Bonnell, Miss. Caroline",female,30,0,0,36928,164.8667,C7,S
403 | 1293,2,"Gale, Mr. Harry",male,38,1,0,28664,21,,S
404 | 1294,1,"Gibson, Miss. Dorothy Winifred",female,22,0,1,112378,59.4,,C
405 | 1295,1,"Carrau, Mr. Jose Pedro",male,17,0,0,113059,47.1,,S
406 | 1296,1,"Frauenthal, Mr. Isaac Gerald",male,43,1,0,17765,27.7208,D40,C
407 | 1297,2,"Nourney, Mr. Alfred (Baron von Drachstedt"")""",male,20,0,0,SC/PARIS 2166,13.8625,D38,C
408 | 1298,2,"Ware, Mr. William Jeffery",male,23,1,0,28666,10.5,,S
409 | 1299,1,"Widener, Mr. George Dunton",male,50,1,1,113503,211.5,C80,C
410 | 1300,3,"Riordan, Miss. Johanna Hannah""""",female,,0,0,334915,7.7208,,Q
411 | 1301,3,"Peacock, Miss. Treasteall",female,3,1,1,SOTON/O.Q. 3101315,13.775,,S
412 | 1302,3,"Naughton, Miss. Hannah",female,,0,0,365237,7.75,,Q
413 | 1303,1,"Minahan, Mrs. William Edward (Lillian E Thorpe)",female,37,1,0,19928,90,C78,Q
414 | 1304,3,"Henriksson, Miss. Jenny Lovisa",female,28,0,0,347086,7.775,,S
415 | 1305,3,"Spector, Mr. Woolf",male,,0,0,A.5. 3236,8.05,,S
416 | 1306,1,"Oliva y Ocana, Dona. Fermina",female,39,0,0,PC 17758,108.9,C105,C
417 | 1307,3,"Saether, Mr. Simon Sivertsen",male,38.5,0,0,SOTON/O.Q. 3101262,7.25,,S
418 | 1308,3,"Ware, Mr. Frederick",male,,0,0,359309,8.05,,S
419 | 1309,3,"Peter, Master. Michael J",male,,1,1,2668,22.3583,,C
420 | 


--------------------------------------------------------------------------------
/data/questions101-2014.csv:
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 1 | # Sveučilište u Zagrebu
 2 | # Fakultet elektrotehnike i računarstva
 3 | # 
 4 | # Strojno učenje (http://www.fer.hr/predmet/su)
 5 | #
 6 | # Skup podataka "101 Questions Survey"
 7 | #
 8 | Q1,Q2,Q3,Q4,Q5,Q6,Q7,Q8,Q9,Q10,Q11,Q12,Q13,Q14,Q15,Q16,Q17,Q18,Q19,Q20,Q21,Q22,Q23,Q24,Q25,Q26,Q27,Q28,Q29,Q30,Q31,Q32,Q33,Q34,Q35,Q36,Q37,Q38,Q39,Q40,Q41,Q42,Q43,Q44,Q45,Q46,Q47,Q48,Q49,Q50,Q51,Q52,Q53,Q54,Q55,Q56,Q57,Q58,Q59,Q60,Q61,Q62,Q63,Q64,Q65,Q66,Q67,Q68,Q69,Q70,Q71,Q72,Q73,Q74,Q75,Q76,Q77,Q78,Q79,Q80,Q81,Q82,Q83,Q84,Q85,Q86,Q87,Q88,Q89,Q90,Q91,Q92,Q93,Q94,Q95,Q96,Q97,Q98,Q99,Q100,Q101
 9 | More,Zagreb,Sok,Psi,Europa,Televizija,Messi,Gibonni,FER,Friends,Bijelo vino,Kino,Star Wars,Japan,Krumpir,Fizika,Ljeto,Windows,Autobus,Papirnata knjiga,Java,Kasno lijeganje,Španjolski,BMW,Milanović,Sladoled,Palestina,Arial,50 cent,The Beatles,Jodie Foster,Avion,Sreća,Subota,Čokolada,Njemačka,Plivanje,Piletina,Nova TV,Teretana,U registraturi,Pepsi,Android,Beethoven,Dinamo,Josipović,Levi's,Kapitalizam,Hvar,Upaljač,Dubrovnik,Euro,Nogomet,Konzum,Tele2,Latinica,Centimentar,Čokolino,David Bowie,Putin,Google Chrome,Petar Preradović,Google,Volim grožđice,Ljetovanje,Film,Motor,Voće,Sloboda,Volim masline,Pizza,Noć,Čaj,Irska,Znanost,Kerum,Grad,Večer,U boji,Kemijska olovka,Grci,Bill Gates,MIT,UT,Lady Gaga,Žuja,PC,Johnny Depp,Facebook,Proza,Slikarstvo,Elektronska glazba,Virus,Kuba,Smartphone,Finska,Tenisice,Gospodar prstenova,Čokolada,Burek s mesom,Batman
10 | More,Zagreb,Voda,Psi,Europa,Televizija,Messi,Gibonni,FER,Big Bang Theory,Bijelo vino,Kino,Star Wars,Japan,Krumpir,Fizika,Ljeto,Linux,Tramvaj,Papirnata knjiga,Java,Kasno lijeganje,Španjolski,BMW,Karamarko,Sladoled,Iran,Arial,TBF,The Beatles,Leonardo di Caprio,Avion,Sreća,Nedjelja,Čokolada,UK,Ronjenje,Piletina,Nova TV,Teretana,U registraturi,Coca Cola,Android,Beethoven,Dinamo,Josipović,Levi's,Kapitalizam,Hvar,Upaljač,Dubrovnik,Euro,Nogomet,Konzum,Tomato,Latinica,Centimentar,Čokolino,David Bowie,Obama,Google Chrome,August Šenoa,Google,Volim grožđice,Ljetovanje,Knjiga,Bicikl,Voće,Mladost,Volim masline,Pizza,Noć,Kava,Irska,Znanost,Bandić,Priroda,Večer,U boji,Obična olovka,Grci,Bill Gates,MIT,UT,Lady Gaga,Žuja,PC,Johnny Depp,Facebook,Proza,Kiparstvo,Rock,Virus,USA,Smartphone,Italija,Tenisice,Gospodar prstenova,Čokolada,Burek s mesom,Batman
11 | More,Zagreb,Voda,Psi,Europa,Televizija,Messi,Gibonni,FER,Friends,Bijelo vino,Kino,Star Wars,Kina,Riža,Fizika,Ljeto,Linux,Tramvaj,Papirnata knjiga,Java,Rano ustajanje,Španjolski,Mercedes,Karamarko,Sladoled,Palestina,Arial,TBF,The Beatles,Leonardo di Caprio,Vlak,Sreća,Nedjelja,Čokolada,UK,Ronjenje,Piletina,Nova TV,Teretana,U registraturi,Pepsi,Android,Bach,Dinamo,Josipović,Levi's,Socijalizam,Hvar,Šibice,Dubrovnik,Dolar,Nogomet,Lidl,Tomato,Latinica,Centimentar,Griz,David Bowie,Obama,Google Chrome,August Šenoa,Google,Volim grožđice,Ljetovanje,Film,Bicikl,Povrće,Mladost,Volim masline,Lasagne,Dan,Kava,Irska,Znanost,Bandić,Priroda,Jutro,U boji,Obična olovka,Grci,Bill Gates,MIT,WoW,Lady Gaga,Karlovačko,PC,Johnny Depp,Facebook,Proza,Slikarstvo,Rock,Virus,USA,Smartphone,Italija,Tenisice,Gospodar prstenova,Vanilija,Burek s mesom,Batman
12 | More,Split,Voda,Psi,Europa,Televizija,Ronaldo,Oliver,FER,Friends,Crno vino,Kino,Star Wars,Japan,Krumpir,Fizika,Ljeto,Windows,Autobus,Papirnata knjiga,Java,Rano ustajanje,Španjolski,BMW,Karamarko,Sladoled,Iran,Times New Roman,TBF,Rolling Stones,Leonardo di Caprio,Vlak,Sreća,Subota,Čokolada,Njemačka,Plivanje,Piletina,RTL Televizija,Teretana,U registraturi,Coca Cola,Android,Bach,Hajduk,Josipović,Levi's,Kapitalizam,Hvar,Upaljač,Dubrovnik,Euro,Nogomet,Lidl,Tele2,Latinica,Centimentar,Čokolino,David Bowie,Obama,Google Chrome,August Šenoa,Google,Ne volim grožđice,Ljetovanje,Film,Motor,Voće,Sloboda,Ne volim masline,Pizza,Dan,Kava,Škotska,Znanost,Kerum,Grad,Jutro,U boji,Obična olovka,Rimljani,Bill Gates,Stanford,UT,Miley Cyrus,Žuja,PC,Brad Pitt,Facebook,Proza,Slikarstvo,Elektronska glazba,Bakterija,USA,Smartphone,Finska,Tenisice,Harry Potter,Čokolada,Burek s mesom,Batman
13 | More,Zagreb,Voda,Psi,Europa,Televizija,Ronaldo,Oliver,FER,Friends,Bijelo vino,Kino,Star Wars,Japan,Krumpir,Fizika,Ljeto,Linux,Tramvaj,Papirnata knjiga,Java,Kasno lijeganje,Španjolski,BMW,Milanović,Torta,Iran,Arial,50 cent,The Beatles,Leonardo di Caprio,Avion,Sreća,Subota,Čokolada,Njemačka,Ronjenje,Piletina,RTL Televizija,Teretana,U registraturi,Pepsi,Android,Beethoven,Dinamo,Mesić,Replay,Kapitalizam,Hvar,Upaljač,Dubrovnik,Euro,Rugby,Konzum,Tele2,Ćirilica,Centimentar,Čokolino,David Bowie,Putin,Microsoft IE,Petar Preradović,Google,Ne volim grožđice,Ljetovanje,Film,Motor,Voće,Sloboda,Volim masline,Pizza,Noć,Čaj,Irska,Znanost,Bandić,Priroda,Večer,U boji,Kemijska olovka,Grci,Bill Gates,Stanford,UT,Lady Gaga,Žuja,PC,Johnny Depp,Facebook,Poezija,Kiparstvo,Rock,Virus,Kuba,Smartphone,Italija,Cipele,Gospodar prstenova,Čokolada,Burek s mesom,Batman
14 | More,Zagreb,Sok,Psi,USA,Televizija,Ronaldo,Gibonni,FER,Friends,Crno vino,Kino,Star Trek,Japan,Riža,Fizika,Ljeto,Windows,Tramvaj,Papirnata knjiga,Java,Kasno lijeganje,Španjolski,BMW,Milanović,Sladoled,Palestina,Times New Roman,50 cent,The Beatles,Leonardo di Caprio,Avion,Sreća,Subota,Čokolada,Njemačka,Plivanje,Piletina,RTL Televizija,Teretana,Povratak Filipa Latinovića,Coca Cola,Android,Bach,Dinamo,Josipović,Levi's,Kapitalizam,Hvar,Upaljač,Dubrovnik,Euro,Nogomet,Konzum,Tele2,Latinica,Centimentar,Čokolino,David Bowie,Obama,Google Chrome,Petar Preradović,Google,Volim grožđice,Ljetovanje,Film,Motor,Voće,Mladost,Volim masline,Pizza,Dan,Čaj,Škotska,Znanost,Bandić,Grad,Jutro,U boji,Kemijska olovka,Rimljani,Bill Gates,MIT,UT,Miley Cyrus,Žuja,PC,Brad Pitt,Facebook,Proza,Slikarstvo,Rock,Bakterija,USA,Smartphone,Italija,Tenisice,Harry Potter,Vanilija,Burek sa sirom,Superman
15 | More,Zagreb,Voda,Psi,Europa,Televizija,Ronaldo,Gibonni,FER,Friends,Crno vino,Kazalište,Star Wars,Japan,Krumpir,Fizika,Ljeto,Linux,Tramvaj,Papirnata knjiga,Java,Rano ustajanje,Francuski,Mercedes,Karamarko,Sladoled,Iran,Times New Roman,TBF,Rolling Stones,Jodie Foster,Avion,Novac,Subota,Čokolada,Njemačka,Plivanje,Piletina,Nova TV,Teretana,U registraturi,Coca Cola,iPhone,Beethoven,Dinamo,Mesić,Levi's,Kapitalizam,Hvar,Šibice,Dubrovnik,Euro,Nogomet,Konzum,Tele2,Latinica,Centimentar,Griz,David Bowie,Putin,Google Chrome,August Šenoa,Google,Volim grožđice,Ljetovanje,Film,Bicikl,Voće,Mladost,Volim masline,Pizza,Noć,Čaj,Irska,Znanost,Bandić,Grad,Večer,U boji,Kemijska olovka,Rimljani,Bill Gates,MIT,WoW,Lady Gaga,Karlovačko,Macintosh,Johnny Depp,Facebook,Proza,Slikarstvo,Rock,Virus,Kuba,Smartphone,Finska,Tenisice,Gospodar prstenova,Vanilija,Burek s mesom,Superman
16 | More,Zagreb,Voda,Psi,Europa,Televizija,Messi,Oliver,FER,Big Bang Theory,Bijelo vino,Kazalište,Star Trek,Japan,Riža,Fizika,Zima,Linux,Autobus,E-knjiga,Java,Rano ustajanje,Francuski,BMW,Milanović,Sladoled,Palestina,Times New Roman,TBF,The Beatles,Jodie Foster,Vlak,Sreća,Nedjelja,Jabuka,Njemačka,Plivanje,Orada,RTL Televizija,Teretana,U registraturi,Coca Cola,Android,Bach,Hajduk,Josipović,Levi's,Socijalizam,Hvar,Šibice,Dubrovnik,Euro,Nogomet,Konzum,Tomato,Latinica,Centimentar,Griz,David Bowie,Obama,Google Chrome,August Šenoa,Google,Volim grožđice,Ljetovanje,Knjiga,Bicikl,Voće,Sloboda,Volim masline,Lasagne,Dan,Čaj,Irska,Znanost,Bandić,Grad,Jutro,U boji,Obična olovka,Grci,Bill Gates,Stanford,WoW,Lady Gaga,Karlovačko,PC,Brad Pitt,Facebook,Proza,Kiparstvo,Rock,Bakterija,Kuba,Obični mobitel,Finska,Tenisice,Gospodar prstenova,Čokolada,Burek sa sirom,Superman
17 | Planina,Zagreb,Voda,Psi,Europa,Televizija,Ronaldo,Oliver,FER,Big Bang Theory,Bijelo vino,Kino,Star Wars,Japan,Riža,Fizika,Zima,Linux,Autobus,Papirnata knjiga,C++,Rano ustajanje,Španjolski,Mercedes,Milanović,Sladoled,Palestina,Arial,TBF,Rolling Stones,Jodie Foster,Avion,Novac,Subota,Čokolada,UK,Ronjenje,Piletina,Nova TV,Teretana,U registraturi,Coca Cola,Android,Beethoven,Dinamo,Josipović,Levi's,Socijalizam,Brač,Šibice,Pula,Euro,Rugby,Konzum,Tele2,Latinica,Centimentar,Čokolino,David Bowie,Putin,Google Chrome,August Šenoa,Google,Ne volim grožđice,Skijanje,Film,Motor,Voće,Mladost,Volim masline,Pizza,Dan,Kava,Irska,Znanost,Kerum,Priroda,Jutro,U boji,Obična olovka,Rimljani,Bill Gates,MIT,UT,Miley Cyrus,Žuja,PC,Johnny Depp,Facebook,Poezija,Slikarstvo,Rock,Virus,Kuba,Smartphone,Finska,Tenisice,Gospodar prstenova,Čokolada,Burek s mesom,Superman
18 | More,Zagreb,Sok,Psi,Europa,Televizija,Ronaldo,Gibonni,FER,Friends,Crno vino,Kino,Star Trek,Japan,Krumpir,Fizika,Ljeto,Linux,Tramvaj,Papirnata knjiga,Java,Rano ustajanje,Španjolski,BMW,Milanović,Torta,Iran,Times New Roman,TBF,The Beatles,Leonardo di Caprio,Avion,Novac,Subota,Čokolada,UK,Ronjenje,Piletina,RTL Televizija,Joga,U registraturi,Coca Cola,Android,Beethoven,Hajduk,Josipović,Levi's,Socijalizam,Hvar,Upaljač,Pula,Euro,Nogomet,Lidl,Tele2,Latinica,Centimentar,Čokolino,David Bowie,Putin,Google Chrome,Petar Preradović,Google,Ne volim grožđice,Ljetovanje,Film,Bicikl,Voće,Mladost,Ne volim masline,Pizza,Dan,Kava,Irska,Znanost,Bandić,Grad,Jutro,U boji,Obična olovka,Grci,Bill Gates,MIT,WoW,Lady Gaga,Žuja,PC,Brad Pitt,Facebook,Proza,Slikarstvo,Elektronska glazba,Virus,Kuba,Smartphone,Finska,Tenisice,Gospodar prstenova,Čokolada,Burek s mesom,Batman
19 | More,Zagreb,Voda,Psi,Europa,Televizija,Messi,Gibonni,FER,Big Bang Theory,Crno vino,Kino,Star Trek,Japan,Krumpir,Kemija,Ljeto,Linux,Tramvaj,E-knjiga,Java,Kasno lijeganje,Španjolski,BMW,Milanović,Sladoled,Palestina,Times New Roman,TBF,The Beatles,Leonardo di Caprio,Avion,Sreća,Subota,Čokolada,UK,Plivanje,Piletina,Nova TV,Teretana,U registraturi,Pepsi,Android,Beethoven,Hajduk,Mesić,Levi's,Socijalizam,Hvar,Upaljač,Pula,Euro,Nogomet,Konzum,Tele2,Latinica,Centimentar,Čokolino,Elton John,Obama,Google Chrome,August Šenoa,Google,Ne volim grožđice,Skijanje,Film,Bicikl,Voće,Sloboda,Ne volim masline,Pizza,Noć,Kava,Škotska,Znanost,Bandić,Grad,Večer,U boji,Obična olovka,Rimljani,Steve Jobs,MIT,UT,Lady Gaga,Žuja,Macintosh,Johnny Depp,Facebook,Poezija,Slikarstvo,Rock,Virus,USA,Smartphone,Finska,Tenisice,Harry Potter,Čokolada,Burek s mesom,Superman
20 | More,Zagreb,Voda,Psi,Europa,Televizija,Ronaldo,Gibonni,FER,Friends,Bijelo vino,Kino,Star Trek,Kina,Riža,Fizika,Zima,Windows,Autobus,E-knjiga,Java,Kasno lijeganje,Španjolski,Mercedes,Milanović,Sladoled,Palestina,Arial,50 cent,Rolling Stones,Leonardo di Caprio,Avion,Sreća,Subota,Jabuka,UK,Plivanje,Piletina,RTL Televizija,Teretana,U registraturi,Coca Cola,Android,Beethoven,Dinamo,Mesić,Levi's,Socijalizam,Brač,Upaljač,Pula,Dolar,Nogomet,Lidl,Tele2,Latinica,Centimentar,Čokolino,Elton John,Obama,Google Chrome,Petar Preradović,Google,Volim grožđice,Ljetovanje,Film,Bicikl,Voće,Mladost,Ne volim masline,Pizza,Noć,Čaj,Irska,Znanost,Kerum,Priroda,Večer,U boji,Kemijska olovka,Rimljani,Bill Gates,Stanford,UT,Lady Gaga,Karlovačko,PC,Brad Pitt,Facebook,Proza,Slikarstvo,Rock,Bakterija,USA,Obični mobitel,Finska,Tenisice,Harry Potter,Čokolada,Burek s mesom,Batman
21 | More,Zagreb,Voda,Mačke,USA,Televizija,Ronaldo,Gibonni,FER,Big Bang Theory,Bijelo vino,Kino,Star Wars,Japan,Riža,Fizika,Ljeto,Windows,Tramvaj,Papirnata knjiga,Java,Rano ustajanje,Francuski,BMW,Milanović,Torta,Iran,Times New Roman,50 cent,The Beatles,Leonardo di Caprio,Avion,Novac,Subota,Čokolada,Njemačka,Plivanje,Piletina,RTL Televizija,Teretana,U registraturi,Coca Cola,Android,Beethoven,Dinamo,Mesić,Levi's,Kapitalizam,Hvar,Upaljač,Pula,Euro,Nogomet,Lidl,Tomato,Latinica,Centimentar,Čokolino,Elton John,Obama,Google Chrome,August Šenoa,Google,Volim grožđice,Ljetovanje,Film,Bicikl,Voće,Sloboda,Ne volim masline,Pizza,Noć,Čaj,Irska,Znanost,Bandić,Grad,Jutro,U boji,Kemijska olovka,Rimljani,Bill Gates,MIT,UT,Lady Gaga,Karlovačko,PC,Brad Pitt,Facebook,Poezija,Kiparstvo,Rock,Virus,USA,Smartphone,Finska,Tenisice,Gospodar prstenova,Čokolada,Burek sa sirom,Batman
22 | More,Zagreb,Voda,Psi,Europa,Radio,Ronaldo,Oliver,FER,Friends,Bijelo vino,Kino,Star Wars,Japan,Krumpir,Kemija,Ljeto,Windows,Autobus,E-knjiga,Java,Kasno lijeganje,Španjolski,Mercedes,Milanović,Torta,Palestina,Arial,TBF,The Beatles,Leonardo di Caprio,Avion,Sreća,Subota,Čokolada,Njemačka,Ronjenje,Orada,RTL Televizija,Teretana,U registraturi,Coca Cola,Android,Bach,Dinamo,Mesić,Levi's,Kapitalizam,Brač,Upaljač,Dubrovnik,Euro,Nogomet,Konzum,Tomato,Latinica,Centimentar,Čokolino,David Bowie,Putin,Google Chrome,Petar Preradović,Google,Ne volim grožđice,Ljetovanje,Film,Bicikl,Voće,Mladost,Ne volim masline,Pizza,Dan,Kava,Irska,Znanost,Bandić,Priroda,Jutro,U boji,Kemijska olovka,Rimljani,Bill Gates,MIT,UT,Lady Gaga,Karlovačko,PC,Brad Pitt,Facebook,Proza,Kiparstvo,Elektronska glazba,Virus,USA,Smartphone,Italija,Tenisice,Gospodar prstenova,Vanilija,Burek sa sirom,Batman
23 | More,Zagreb,Voda,Psi,USA,Televizija,Messi,Gibonni,FER,Big Bang Theory,Crno vino,Kino,Star Wars,Japan,Krumpir,Kemija,Ljeto,Linux,Tramvaj,E-knjiga,Java,Kasno lijeganje,Španjolski,Mercedes,Karamarko,Torta,Iran,Arial,TBF,The Beatles,Leonardo di Caprio,Avion,Sreća,Subota,Čokolada,UK,Plivanje,Piletina,Nova TV,Teretana,Povratak Filipa Latinovića,Coca Cola,Android,Beethoven,Dinamo,Mesić,Levi's,Kapitalizam,Brač,Upaljač,Pula,Dolar,Rugby,Lidl,Tele2,Ćirilica,Centimentar,Čokolino,David Bowie,Putin,Google Chrome,Petar Preradović,Google,Volim grožđice,Ljetovanje,Film,Motor,Voće,Sloboda,Volim masline,Lasagne,Noć,Kava,Irska,Znanost,Bandić,Grad,Večer,U boji,Kemijska olovka,Rimljani,Bill Gates,MIT,WoW,Miley Cyrus,Žuja,PC,Brad Pitt,Facebook,Proza,Kiparstvo,Rock,Virus,Kuba,Smartphone,Finska,Tenisice,Harry Potter,Čokolada,Burek s mesom,Batman
24 | More,Zagreb,Voda,Psi,Europa,Radio,Messi,Gibonni,FER,Friends,Bijelo vino,Kino,Star Wars,Japan,Krumpir,Fizika,Ljeto,Linux,Tramvaj,Papirnata knjiga,Java,Kasno lijeganje,Francuski,BMW,Milanović,Torta,Iran,Times New Roman,TBF,The Beatles,Leonardo di Caprio,Vlak,Sreća,Subota,Čokolada,UK,Plivanje,Orada,Nova TV,Teretana,U registraturi,Coca Cola,Android,Beethoven,Dinamo,Josipović,Levi's,Kapitalizam,Hvar,Šibice,Dubrovnik,Euro,Nogomet,Konzum,Tele2,Latinica,Centimentar,Čokolino,Elton John,Obama,Google Chrome,August Šenoa,Google,Volim grožđice,Ljetovanje,Film,Bicikl,Povrće,Sloboda,Volim masline,Lasagne,Dan,Čaj,Irska,Znanost,Bandić,Priroda,Jutro,U boji,Obična olovka,Rimljani,Steve Jobs,MIT,WoW,Lady Gaga,Karlovačko,Macintosh,Johnny Depp,Facebook,Poezija,Slikarstvo,Rock,Bakterija,USA,Smartphone,Finska,Cipele,Gospodar prstenova,Čokolada,Burek s mesom,Batman
25 | Planina,Zagreb,Voda,Mačke,Europa,Televizija,Messi,Oliver,FER,Friends,Bijelo vino,Kazalište,Star Wars,Japan,Krumpir,Fizika,Zima,Linux,Tramvaj,Papirnata knjiga,Java,Kasno lijeganje,Francuski,Mercedes,Milanović,Sladoled,Palestina,Times New Roman,TBF,The Beatles,Jodie Foster,Avion,Sreća,Subota,Jabuka,UK,Plivanje,Piletina,Nova TV,Joga,U registraturi,Coca Cola,Android,Beethoven,Dinamo,Josipović,Levi's,Socijalizam,Brač,Upaljač,Pula,Dolar,Nogomet,Konzum,Tele2,Latinica,Centimentar,Čokolino,David Bowie,Obama,Google Chrome,Petar Preradović,Google,Volim grožđice,Skijanje,Knjiga,Bicikl,Voće,Mladost,Volim masline,Pizza,Noć,Kava,Irska,Znanost,Bandić,Grad,Večer,U boji,Obična olovka,Grci,Bill Gates,MIT,UT,Lady Gaga,Karlovačko,PC,Johnny Depp,Facebook,Proza,Slikarstvo,Rock,Bakterija,Kuba,Obični mobitel,Finska,Tenisice,Gospodar prstenova,Vanilija,Burek s mesom,Batman
26 | More,Zagreb,Sok,Psi,Europa,Televizija,Messi,Oliver,FER,Friends,Crno vino,Kino,Star Trek,Japan,Krumpir,Fizika,Ljeto,Linux,Tramvaj,Papirnata knjiga,C++,Kasno lijeganje,Španjolski,BMW,Milanović,Sladoled,Iran,Arial,TBF,The Beatles,Jodie Foster,Avion,Sreća,Subota,Čokolada,UK,Plivanje,Piletina,RTL Televizija,Joga,U registraturi,Pepsi,iPhone,Beethoven,Dinamo,Josipović,Levi's,Kapitalizam,Brač,Upaljač,Dubrovnik,Euro,Nogomet,Lidl,Tele2,Ćirilica,Centimentar,Čokolino,David Bowie,Obama,Google Chrome,August Šenoa,Google,Ne volim grožđice,Ljetovanje,Film,Motor,Voće,Mladost,Ne volim masline,Pizza,Dan,Čaj,Škotska,Znanost,Bandić,Grad,Večer,U boji,Obična olovka,Grci,Steve Jobs,MIT,UT,Lady Gaga,Žuja,PC,Brad Pitt,Facebook,Proza,Slikarstvo,Rock,Virus,USA,Smartphone,Finska,Tenisice,Harry Potter,Vanilija,Burek sa sirom,Batman
27 | More,Zagreb,Voda,Psi,Europa,Radio,Messi,Gibonni,FER,Big Bang Theory,Crno vino,Kino,Star Trek,Japan,Krumpir,Kemija,Ljeto,Linux,Tramvaj,Papirnata knjiga,C++,Rano ustajanje,Francuski,Mercedes,Milanović,Sladoled,Iran,Arial,TBF,The Beatles,Leonardo di Caprio,Avion,Sreća,Nedjelja,Jabuka,UK,Plivanje,Piletina,RTL Televizija,Joga,U registraturi,Pepsi,Android,Beethoven,Dinamo,Josipović,Levi's,Kapitalizam,Brač,Upaljač,Dubrovnik,Dolar,Nogomet,Konzum,Tomato,Latinica,Centimentar,Griz,Elton John,Obama,Google Chrome,August Šenoa,Google,Volim grožđice,Skijanje,Knjiga,Bicikl,Voće,Sloboda,Volim masline,Pizza,Noć,Kava,Irska,Znanost,Bandić,Priroda,Jutro,U boji,Kemijska olovka,Grci,Bill Gates,Stanford,UT,Lady Gaga,Žuja,PC,Brad Pitt,Facebook,Proza,Slikarstvo,Rock,Bakterija,USA,Smartphone,Finska,Tenisice,Harry Potter,Čokolada,Burek sa sirom,Batman
28 | More,Zagreb,Sok,Psi,Europa,Televizija,Messi,Oliver,FER,Friends,Bijelo vino,Kino,Star Wars,Japan,Krumpir,Fizika,Ljeto,Windows,Tramvaj,Papirnata knjiga,C++,Kasno lijeganje,Španjolski,Mercedes,Karamarko,Torta,Iran,Arial,TBF,Rolling Stones,Leonardo di Caprio,Vlak,Novac,Subota,Jabuka,Njemačka,Plivanje,Piletina,Nova TV,Teretana,U registraturi,Coca Cola,Android,Beethoven,Dinamo,Mesić,Levi's,Kapitalizam,Hvar,Upaljač,Dubrovnik,Euro,Nogomet,Konzum,Tele2,Latinica,Centimentar,Čokolino,David Bowie,Obama,Google Chrome,Petar Preradović,Google,Ne volim grožđice,Ljetovanje,Film,Motor,Voće,Mladost,Volim masline,Lasagne,Noć,Kava,Irska,Znanost,Bandić,Grad,Večer,U boji,Kemijska olovka,Rimljani,Bill Gates,MIT,WoW,Lady Gaga,Karlovačko,PC,Johnny Depp,Facebook,Proza,Kiparstvo,Elektronska glazba,Bakterija,USA,Smartphone,Finska,Tenisice,Gospodar prstenova,Čokolada,Burek s mesom,Batman
29 | Planina,Zagreb,Voda,Mačke,USA,Televizija,Messi,Gibonni,FER,Friends,Bijelo vino,Kino,Star Trek,Japan,Krumpir,Fizika,Zima,Linux,Tramvaj,Papirnata knjiga,C++,Kasno lijeganje,Francuski,Mercedes,Milanović,Torta,Palestina,Arial,50 cent,Rolling Stones,Leonardo di Caprio,Avion,Novac,Subota,Čokolada,UK,Plivanje,Piletina,RTL Televizija,Teretana,Povratak Filipa Latinovića,Coca Cola,iPhone,Bach,Dinamo,Josipović,Levi's,Kapitalizam,Hvar,Upaljač,Dubrovnik,Dolar,Nogomet,Konzum,Tele2,Latinica,Centimentar,Čokolino,David Bowie,Obama,Google Chrome,August Šenoa,Google,Ne volim grožđice,Skijanje,Film,Bicikl,Voće,Sloboda,Ne volim masline,Pizza,Noć,Kava,Irska,Znanost,Bandić,Grad,Večer,U boji,Obična olovka,Rimljani,Steve Jobs,MIT,UT,Lady Gaga,Karlovačko,Macintosh,Brad Pitt,Facebook,Proza,Slikarstvo,Elektronska glazba,Virus,USA,Smartphone,Finska,Cipele,Gospodar prstenova,Vanilija,Burek s mesom,Batman
30 | Planina,Split,Voda,Psi,Europa,Televizija,Ronaldo,Oliver,FER,Friends,Bijelo vino,Kino,Star Wars,Japan,Riža,Fizika,Ljeto,Windows,Tramvaj,Papirnata knjiga,C++,Kasno lijeganje,Španjolski,BMW,Milanović,Torta,Iran,Times New Roman,TBF,The Beatles,Leonardo di Caprio,Avion,Sreća,Subota,Čokolada,UK,Plivanje,Piletina,RTL Televizija,Teretana,U registraturi,Coca Cola,Android,Beethoven,Hajduk,Mesić,Replay,Kapitalizam,Brač,Šibice,Dubrovnik,Euro,Rugby,Konzum,Tele2,Latinica,Centimentar,Čokolino,Elton John,Obama,Google Chrome,August Šenoa,Google,Volim grožđice,Skijanje,Film,Motor,Voće,Mladost,Volim masline,Lasagne,Dan,Kava,Irska,Znanost,Bandić,Priroda,Jutro,U boji,Obična olovka,Rimljani,Bill Gates,Stanford,UT,Lady Gaga,Karlovačko,PC,Brad Pitt,Facebook,Poezija,Slikarstvo,Elektronska glazba,Virus,Kuba,Smartphone,Finska,Cipele,Harry Potter,Čokolada,Burek s mesom,Superman
31 | Planina,Zagreb,Voda,Mačke,USA,Televizija,Messi,Gibonni,FER,Big Bang Theory,Crno vino,Kino,Star Trek,Japan,Krumpir,Fizika,Zima,Linux,Tramvaj,Papirnata knjiga,C++,Kasno lijeganje,Francuski,BMW,Milanović,Sladoled,Iran,Times New Roman,TBF,The Beatles,Leonardo di Caprio,Vlak,Novac,Subota,Čokolada,UK,Plivanje,Piletina,RTL Televizija,Teretana,U registraturi,Pepsi,Android,Beethoven,Dinamo,Josipović,Levi's,Kapitalizam,Hvar,Šibice,Dubrovnik,Dolar,Rugby,Lidl,Tele2,Latinica,Centimentar,Čokolino,Elton John,Obama,Google Chrome,August Šenoa,Google,Ne volim grožđice,Skijanje,Film,Bicikl,Voće,Sloboda,Volim masline,Pizza,Noć,Kava,Škotska,Znanost,Kerum,Grad,Večer,U boji,Kemijska olovka,Grci,Bill Gates,MIT,UT,Lady Gaga,Karlovačko,PC,Johnny Depp,Facebook,Proza,Slikarstvo,Rock,Virus,USA,Smartphone,Finska,Tenisice,Harry Potter,Čokolada,Burek sa sirom,Superman
32 | More,Zagreb,Voda,Psi,USA,Televizija,Messi,Gibonni,FER,Big Bang Theory,Bijelo vino,Kino,Star Wars,Japan,Krumpir,Fizika,Zima,Windows,Tramvaj,Papirnata knjiga,C++,Rano ustajanje,Francuski,BMW,Milanović,Sladoled,Iran,Arial,50 cent,Rolling Stones,Leonardo di Caprio,Avion,Novac,Subota,Čokolada,Njemačka,Plivanje,Piletina,RTL Televizija,Teretana,Povratak Filipa Latinovića,Coca Cola,Android,Beethoven,Dinamo,Josipović,Levi's,Kapitalizam,Hvar,Upaljač,Dubrovnik,Dolar,Nogomet,Konzum,Tele2,Ćirilica,Centimentar,Čokolino,David Bowie,Putin,Google Chrome,August Šenoa,Google,Volim grožđice,Ljetovanje,Film,Bicikl,Voće,Sloboda,Ne volim masline,Pizza,Dan,Čaj,Irska,Znanost,Bandić,Grad,Jutro,U boji,Kemijska olovka,Rimljani,Bill Gates,MIT,WoW,Miley Cyrus,Karlovačko,PC,Johnny Depp,Facebook,Proza,Slikarstvo,Rock,Virus,USA,Obični mobitel,Italija,Tenisice,Gospodar prstenova,Vanilija,Burek s mesom,Superman
33 | Planina,Zagreb,Voda,Psi,Europa,Televizija,Messi,Gibonni,FER,Friends,Bijelo vino,Kino,Star Wars,Japan,Krumpir,Fizika,Ljeto,Windows,Tramvaj,E-knjiga,C++,Kasno lijeganje,Španjolski,Mercedes,Milanović,Sladoled,Iran,Arial,TBF,The Beatles,Leonardo di Caprio,Avion,Novac,Subota,Čokolada,UK,Plivanje,Piletina,Nova TV,Teretana,U registraturi,Coca Cola,iPhone,Beethoven,Dinamo,Josipović,Levi's,Socijalizam,Hvar,Upaljač,Dubrovnik,Euro,Nogomet,Konzum,Tele2,Latinica,Centimentar,Čokolino,Elton John,Obama,Google Chrome,August Šenoa,Google,Ne volim grožđice,Ljetovanje,Film,Motor,Voće,Sloboda,Ne volim masline,Pizza,Noć,Čaj,Irska,Znanost,Bandić,Grad,Večer,U boji,Obična olovka,Rimljani,Bill Gates,MIT,UT,Miley Cyrus,Karlovačko,PC,Brad Pitt,Facebook,Proza,Slikarstvo,Rock,Virus,USA,Smartphone,Finska,Tenisice,Gospodar prstenova,Čokolada,Burek s mesom,Batman
34 | More,Split,Sok,Psi,USA,Televizija,Ronaldo,Oliver,FER,Friends,Bijelo vino,Kino,Star Wars,Japan,Krumpir,Fizika,Ljeto,Windows,Autobus,Papirnata knjiga,Java,Kasno lijeganje,Francuski,BMW,Milanović,Sladoled,Palestina,Times New Roman,TBF,The Beatles,Leonardo di Caprio,Avion,Sreća,Subota,Čokolada,Njemačka,Plivanje,Piletina,Nova TV,Joga,U registraturi,Coca Cola,iPhone,Beethoven,Hajduk,Josipović,Levi's,Kapitalizam,Brač,Upaljač,Pula,Dolar,Nogomet,Konzum,Tele2,Latinica,Centimentar,Čokolino,David Bowie,Obama,Google Chrome,August Šenoa,Google,Ne volim grožđice,Ljetovanje,Film,Bicikl,Voće,Sloboda,Ne volim masline,Pizza,Dan,Kava,Irska,Znanost,Kerum,Priroda,Večer,U boji,Kemijska olovka,Rimljani,Bill Gates,Stanford,WoW,Lady Gaga,Karlovačko,PC,Johnny Depp,Facebook,Proza,Slikarstvo,Rock,Virus,Kuba,Smartphone,Italija,Tenisice,Harry Potter,Vanilija,Burek sa sirom,Batman
35 | More,Split,Voda,Psi,Europa,Televizija,Messi,Oliver,FER,Big Bang Theory,Crno vino,Kino,Star Trek,Japan,Riža,Fizika,Ljeto,Windows,Autobus,Papirnata knjiga,C++,Rano ustajanje,Španjolski,Mercedes,Milanović,Sladoled,Iran,Times New Roman,TBF,The Beatles,Leonardo di Caprio,Avion,Sreća,Subota,Čokolada,Njemačka,Ronjenje,Piletina,RTL Televizija,Joga,U registraturi,Coca Cola,Android,Beethoven,Hajduk,Josipović,Levi's,Socijalizam,Brač,Upaljač,Dubrovnik,Dolar,Nogomet,Konzum,Tele2,Ćirilica,Centimentar,Griz,David Bowie,Putin,Google Chrome,August Šenoa,Google,Volim grožđice,Ljetovanje,Film,Bicikl,Voće,Sloboda,Ne volim masline,Pizza,Dan,Kava,Škotska,Znanost,Bandić,Priroda,Jutro,Crno-bijelo,Obična olovka,Grci,Bill Gates,Stanford,WoW,Lady Gaga,Karlovačko,PC,Brad Pitt,Twitter,Proza,Kiparstvo,Rock,Bakterija,Kuba,Smartphone,Finska,Tenisice,Harry Potter,Čokolada,Burek sa sirom,Batman
36 | More,Split,Sok,Psi,Europa,Televizija,Messi,Oliver,FER,Big Bang Theory,Crno vino,Kazalište,Star Wars,Japan,Krumpir,Fizika,Ljeto,Windows,Tramvaj,Papirnata knjiga,C++,Rano ustajanje,Francuski,Mercedes,Karamarko,Sladoled,Palestina,Times New Roman,TBF,The Beatles,Leonardo di Caprio,Avion,Sreća,Subota,Čokolada,Njemačka,Plivanje,Piletina,RTL Televizija,Teretana,Povratak Filipa Latinovića,Pepsi,Android,Beethoven,Hajduk,Mesić,Levi's,Kapitalizam,Brač,Šibice,Dubrovnik,Euro,Nogomet,Lidl,Tele2,Latinica,Centimentar,Čokolino,David Bowie,Putin,Google Chrome,August Šenoa,Google,Volim grožđice,Ljetovanje,Film,Bicikl,Voće,Mladost,Ne volim masline,Pizza,Dan,Čaj,Škotska,Znanost,Kerum,Priroda,Jutro,U boji,Kemijska olovka,Rimljani,Bill Gates,MIT,UT,Lady Gaga,Karlovačko,PC,Johnny Depp,Facebook,Poezija,Kiparstvo,Rock,Virus,Kuba,Obični mobitel,Finska,Tenisice,Gospodar prstenova,Čokolada,Burek sa sirom,Batman
37 | More,Zagreb,Sok,Psi,Europa,Televizija,Messi,Gibonni,FER,Big Bang Theory,Bijelo vino,Kino,Star Wars,Kina,Riža,Fizika,Ljeto,Windows,Autobus,Papirnata knjiga,Java,Kasno lijeganje,Španjolski,BMW,Milanović,Sladoled,Palestina,Arial,TBF,The Beatles,Leonardo di Caprio,Avion,Sreća,Subota,Čokolada,UK,Ronjenje,Orada,RTL Televizija,Teretana,U registraturi,Pepsi,Android,Beethoven,Dinamo,Josipović,Replay,Kapitalizam,Brač,Upaljač,Dubrovnik,Euro,Nogomet,Konzum,Tele2,Latinica,Centimentar,Griz,Elton John,Obama,Google Chrome,Petar Preradović,Google,Volim grožđice,Ljetovanje,Film,Motor,Voće,Mladost,Volim masline,Pizza,Dan,Kava,Irska,Znanost,Bandić,Priroda,Večer,U boji,Kemijska olovka,Grci,Bill Gates,MIT,UT,Lady Gaga,Karlovačko,PC,Johnny Depp,Facebook,Poezija,Slikarstvo,Rock,Bakterija,USA,Smartphone,Italija,Tenisice,Harry Potter,Čokolada,Burek s mesom,Batman
38 | More,Zagreb,Voda,Psi,Europa,Radio,Messi,Gibonni,FER,Friends,Crno vino,Kino,Star Wars,Japan,Krumpir,Fizika,Ljeto,Linux,Tramvaj,Papirnata knjiga,C++,Kasno lijeganje,Francuski,BMW,Milanović,Sladoled,Iran,Times New Roman,TBF,The Beatles,Leonardo di Caprio,Avion,Sreća,Nedjelja,Čokolada,UK,Plivanje,Piletina,Nova TV,Joga,U registraturi,Coca Cola,Android,Beethoven,Dinamo,Mesić,Levi's,Kapitalizam,Brač,Upaljač,Dubrovnik,Dolar,Nogomet,Konzum,Tomato,Latinica,Centimentar,Čokolino,Elton John,Obama,Google Chrome,Petar Preradović,Google,Volim grožđice,Skijanje,Film,Motor,Voće,Mladost,Volim masline,Pizza,Noć,Kava,Irska,Znanost,Bandić,Priroda,Večer,U boji,Obična olovka,Rimljani,Steve Jobs,MIT,UT,Miley Cyrus,Žuja,Macintosh,Brad Pitt,Facebook,Proza,Slikarstvo,Rock,Virus,USA,Smartphone,Italija,Tenisice,Harry Potter,Čokolada,Burek s mesom,Superman
39 | More,Zagreb,Sok,Mačke,USA,Televizija,Messi,Oliver,FER,Big Bang Theory,Crno vino,Kino,Star Wars,Japan,Krumpir,Kemija,Zima,Linux,Tramvaj,E-knjiga,C++,Kasno lijeganje,Francuski,BMW,Milanović,Sladoled,Iran,Times New Roman,50 cent,Rolling Stones,Leonardo di Caprio,Avion,Sreća,Subota,Jabuka,Njemačka,Plivanje,Piletina,RTL Televizija,Teretana,Povratak Filipa Latinovića,Coca Cola,Android,Beethoven,Dinamo,Mesić,Levi's,Socijalizam,Hvar,Upaljač,Pula,Dolar,Rugby,Konzum,Tomato,Latinica,Centimentar,Čokolino,David Bowie,Putin,Google Chrome,Petar Preradović,Google,Volim grožđice,Skijanje,Film,Motor,Voće,Sloboda,Volim masline,Pizza,Noć,Čaj,Irska,Znanost,Bandić,Priroda,Večer,U boji,Kemijska olovka,Grci,Steve Jobs,MIT,UT,Miley Cyrus,Karlovačko,PC,Johnny Depp,Twitter,Proza,Slikarstvo,Elektronska glazba,Virus,USA,Smartphone,Finska,Tenisice,Gospodar prstenova,Čokolada,Burek sa sirom,Batman
40 | More,Zagreb,Voda,Psi,Europa,Radio,Messi,Gibonni,FER,Friends,Bijelo vino,Kino,Star Wars,Japan,Krumpir,Kemija,Ljeto,Linux,Autobus,Papirnata knjiga,C++,Kasno lijeganje,Francuski,Mercedes,Milanović,Torta,Iran,Arial,TBF,The Beatles,Jodie Foster,Avion,Sreća,Subota,Jabuka,Njemačka,Plivanje,Piletina,Nova TV,Joga,U registraturi,Pepsi,Android,Beethoven,Hajduk,Mesić,Levi's,Socijalizam,Hvar,Šibice,Dubrovnik,Euro,Nogomet,Lidl,Tomato,Latinica,Centimentar,Čokolino,David Bowie,Putin,Google Chrome,August Šenoa,Yahoo,Volim grožđice,Ljetovanje,Knjiga,Bicikl,Povrće,Sloboda,Volim masline,Pizza,Dan,Čaj,Škotska,Znanost,Bandić,Priroda,Jutro,U boji,Obična olovka,Grci,Steve Jobs,MIT,WoW,Miley Cyrus,Karlovačko,PC,Johnny Depp,Facebook,Proza,Kiparstvo,Rock,Bakterija,Kuba,Obični mobitel,Finska,Tenisice,Gospodar prstenova,Vanilija,Burek sa sirom,Batman
41 | More,Zagreb,Sok,Psi,Europa,Televizija,Ronaldo,Oliver,FER,Big Bang Theory,Bijelo vino,Kino,Star Trek,Japan,Krumpir,Kemija,Ljeto,Windows,Tramvaj,Papirnata knjiga,Java,Kasno lijeganje,Španjolski,BMW,Milanović,Torta,Palestina,Arial,TBF,The Beatles,Leonardo di Caprio,Avion,Novac,Subota,Čokolada,UK,Ronjenje,Piletina,RTL Televizija,Joga,Povratak Filipa Latinovića,Pepsi,Android,Beethoven,Dinamo,Josipović,Levi's,Kapitalizam,Hvar,Upaljač,Dubrovnik,Euro,Nogomet,Lidl,Tele2,Latinica,Centimentar,Čokolino,David Bowie,Obama,Google Chrome,August Šenoa,Google,Volim grožđice,Ljetovanje,Knjiga,Bicikl,Voće,Sloboda,Ne volim masline,Pizza,Noć,Kava,Irska,Znanost,Bandić,Grad,Večer,U boji,Obična olovka,Rimljani,Bill Gates,MIT,WoW,Lady Gaga,Žuja,PC,Brad Pitt,Facebook,Proza,Slikarstvo,Rock,Bakterija,USA,Smartphone,Finska,Cipele,Harry Potter,Vanilija,Burek s mesom,Batman
42 | More,Zagreb,Sok,Psi,Europa,Televizija,Messi,Gibonni,FER,Big Bang Theory,Crno vino,Kino,Star Trek,Japan,Krumpir,Fizika,Ljeto,Windows,Autobus,Papirnata knjiga,Java,Rano ustajanje,Španjolski,BMW,Karamarko,Sladoled,Iran,Times New Roman,TBF,Rolling Stones,Leonardo di Caprio,Vlak,Sreća,Subota,Čokolada,Njemačka,Plivanje,Piletina,RTL Televizija,Teretana,Povratak Filipa Latinovića,Pepsi,Android,Beethoven,Dinamo,Mesić,Replay,Kapitalizam,Hvar,Upaljač,Pula,Euro,Nogomet,Lidl,Tomato,Latinica,Centimentar,Griz,David Bowie,Putin,Google Chrome,August Šenoa,Google,Ne volim grožđice,Ljetovanje,Film,Bicikl,Voće,Sloboda,Ne volim masline,Pizza,Noć,Kava,Irska,Znanost,Bandić,Priroda,Večer,U boji,Kemijska olovka,Rimljani,Steve Jobs,MIT,WoW,Lady Gaga,Žuja,PC,Johnny Depp,Facebook,Proza,Slikarstvo,Rock,Virus,Kuba,Smartphone,Finska,Cipele,Gospodar prstenova,Vanilija,Burek s mesom,Batman
43 | More,Zagreb,Voda,Psi,Europa,Radio,Messi,Gibonni,FER,Friends,Crno vino,Kazalište,Star Wars,Japan,Krumpir,Fizika,Ljeto,Linux,Tramvaj,Papirnata knjiga,Java,Rano ustajanje,Španjolski,BMW,Milanović,Sladoled,Iran,Arial,50 cent,Rolling Stones,Leonardo di Caprio,Vlak,Sreća,Subota,Jabuka,Njemačka,Plivanje,Piletina,RTL Televizija,Teretana,U registraturi,Coca Cola,Android,Bach,Hajduk,Josipović,Levi's,Socijalizam,Hvar,Upaljač,Dubrovnik,Euro,Nogomet,Lidl,Tomato,Latinica,Centimentar,Čokolino,Elton John,Obama,Google Chrome,August Šenoa,Google,Ne volim grožđice,Ljetovanje,Knjiga,Bicikl,Voće,Sloboda,Ne volim masline,Pizza,Dan,Kava,Irska,Umjetnost,Bandić,Priroda,Jutro,U boji,Obična olovka,Grci,Bill Gates,MIT,UT,Lady Gaga,Žuja,PC,Brad Pitt,Facebook,Proza,Slikarstvo,Rock,Bakterija,Kuba,Smartphone,Italija,Tenisice,Harry Potter,Vanilija,Burek s mesom,Superman
44 | More,Split,Voda,Mačke,Europa,Radio,Messi,Oliver,FER,Friends,Crno vino,Kino,Star Wars,Japan,Krumpir,Fizika,Ljeto,Linux,Autobus,Papirnata knjiga,Java,Rano ustajanje,Francuski,BMW,Milanović,Torta,Iran,Arial,TBF,Rolling Stones,Jodie Foster,Avion,Sreća,Subota,Čokolada,Njemačka,Ronjenje,Orada,Nova TV,Teretana,Povratak Filipa Latinovića,Coca Cola,Android,Beethoven,Hajduk,Josipović,Levi's,Socijalizam,Hvar,Upaljač,Pula,Euro,Nogomet,Lidl,Tele2,Latinica,Centimentar,Čokolino,Elton John,Obama,Google Chrome,Petar Preradović,Google,Volim grožđice,Ljetovanje,Film,Motor,Povrće,Mladost,Volim masline,Pizza,Dan,Kava,Irska,Znanost,Kerum,Priroda,Jutro,U boji,Kemijska olovka,Grci,Bill Gates,Stanford,UT,Lady Gaga,Karlovačko,PC,Brad Pitt,Facebook,Proza,Slikarstvo,Rock,Bakterija,USA,Smartphone,Italija,Cipele,Gospodar prstenova,Čokolada,Burek sa sirom,Batman
45 | More,Zagreb,Sok,Mačke,Europa,Televizija,Messi,Oliver,FER,Friends,Crno vino,Kino,Star Trek,Kina,Riža,Fizika,Ljeto,Windows,Tramvaj,Papirnata knjiga,Java,Kasno lijeganje,Francuski,Mercedes,Milanović,Torta,Iran,Arial,TBF,The Beatles,Leonardo di Caprio,Vlak,Novac,Subota,Čokolada,Njemačka,Plivanje,Piletina,RTL Televizija,Teretana,U registraturi,Coca Cola,Android,Bach,Dinamo,Josipović,Levi's,Kapitalizam,Hvar,Upaljač,Dubrovnik,Euro,Nogomet,Konzum,Tomato,Latinica,Centimentar,Čokolino,Elton John,Obama,Google Chrome,August Šenoa,Google,Volim grožđice,Ljetovanje,Film,Bicikl,Voće,Mladost,Volim masline,Pizza,Dan,Čaj,Škotska,Znanost,Bandić,Priroda,Večer,U boji,Obična olovka,Rimljani,Bill Gates,MIT,UT,Miley Cyrus,Žuja,PC,Brad Pitt,Facebook,Proza,Kiparstvo,Rock,Bakterija,USA,Smartphone,Finska,Tenisice,Harry Potter,Čokolada,Burek sa sirom,Superman
46 | More,Zagreb,Voda,Psi,Europa,Televizija,Messi,Gibonni,FER,Big Bang Theory,Crno vino,Kazalište,Star Wars,Japan,Krumpir,Fizika,Ljeto,Windows,Autobus,E-knjiga,C++,Kasno lijeganje,Francuski,BMW,Milanović,Sladoled,Palestina,Times New Roman,TBF,The Beatles,Jodie Foster,Vlak,Sreća,Subota,Čokolada,UK,Ronjenje,Piletina,Nova TV,Joga,U registraturi,Coca Cola,Android,Bach,Dinamo,Josipović,Replay,Socijalizam,Brač,Upaljač,Dubrovnik,Euro,Rugby,Konzum,Tele2,Latinica,Centimentar,Griz,Elton John,Obama,Google Chrome,August Šenoa,Google,Volim grožđice,Ljetovanje,Knjiga,Bicikl,Voće,Mladost,Volim masline,Lasagne,Dan,Čaj,Irska,Znanost,Bandić,Priroda,Večer,U boji,Kemijska olovka,Rimljani,Bill Gates,MIT,WoW,Lady Gaga,Karlovačko,PC,Johnny Depp,Facebook,Proza,Slikarstvo,Rock,Virus,USA,Smartphone,Finska,Tenisice,Harry Potter,Čokolada,Burek sa sirom,Batman
47 | More,Zagreb,Voda,Psi,USA,Televizija,Messi,Gibonni,FER,Big Bang Theory,Crno vino,Kino,Star Wars,Japan,Riža,Fizika,Zima,Linux,Tramvaj,Papirnata knjiga,C++,Rano ustajanje,Španjolski,Mercedes,Milanović,Sladoled,Palestina,Arial,TBF,Rolling Stones,Leonardo di Caprio,Vlak,Novac,Subota,Jabuka,UK,Plivanje,Piletina,RTL Televizija,Teretana,U registraturi,Coca Cola,Android,Beethoven,Dinamo,Josipović,Levi's,Kapitalizam,Hvar,Upaljač,Dubrovnik,Dolar,Rugby,Konzum,Tomato,Latinica,Centimentar,Griz,Elton John,Obama,Google Chrome,August Šenoa,Google,Ne volim grožđice,Ljetovanje,Film,Bicikl,Voće,Sloboda,Ne volim masline,Pizza,Dan,Kava,Irska,Znanost,Bandić,Grad,Jutro,U boji,Obična olovka,Rimljani,Bill Gates,MIT,UT,Miley Cyrus,Karlovačko,PC,Johnny Depp,Facebook,Poezija,Slikarstvo,Rock,Virus,USA,Smartphone,Italija,Cipele,Gospodar prstenova,Vanilija,Burek s mesom,Batman
48 | More,Zagreb,Sok,Psi,Europa,Televizija,Ronaldo,Gibonni,FER,Friends,Crno vino,Kino,Star Wars,Japan,Krumpir,Fizika,Ljeto,Windows,Tramvaj,Papirnata knjiga,Java,Kasno lijeganje,Španjolski,BMW,Karamarko,Torta,Palestina,Times New Roman,TBF,The Beatles,Leonardo di Caprio,Vlak,Sreća,Subota,Čokolada,UK,Plivanje,Piletina,RTL Televizija,Teretana,U registraturi,Coca Cola,Android,Beethoven,Hajduk,Mesić,Levi's,Socijalizam,Hvar,Upaljač,Dubrovnik,Euro,Nogomet,Konzum,Tele2,Latinica,Centimentar,Čokolino,Elton John,Putin,Google Chrome,Petar Preradović,Google,Volim grožđice,Ljetovanje,Film,Bicikl,Voće,Mladost,Ne volim masline,Pizza,Dan,Čaj,Škotska,Znanost,Bandić,Priroda,Večer,U boji,Obična olovka,Rimljani,Bill Gates,MIT,WoW,Lady Gaga,Žuja,PC,Brad Pitt,Facebook,Proza,Slikarstvo,Rock,Bakterija,USA,Smartphone,Italija,Cipele,Harry Potter,Čokolada,Burek sa sirom,Batman
49 | More,Zagreb,Voda,Psi,Europa,Radio,Ronaldo,Gibonni,FER,Friends,Crno vino,Kazalište,Star Wars,Japan,Krumpir,Fizika,Ljeto,Linux,Tramvaj,Papirnata knjiga,Java,Rano ustajanje,Francuski,BMW,Milanović,Sladoled,Palestina,Arial,TBF,The Beatles,Jodie Foster,Vlak,Sreća,Subota,Čokolada,Njemačka,Ronjenje,Orada,Nova TV,Teretana,Povratak Filipa Latinovića,Pepsi,Android,Bach,Dinamo,Josipović,Levi's,Socijalizam,Brač,Upaljač,Pula,Euro,Nogomet,Lidl,Tomato,Ćirilica,Centimentar,Čokolino,David Bowie,Obama,Google Chrome,Petar Preradović,Google,Ne volim grožđice,Ljetovanje,Knjiga,Bicikl,Povrće,Sloboda,Volim masline,Lasagne,Dan,Kava,Irska,Umjetnost,Bandić,Priroda,Jutro,U boji,Obična olovka,Grci,Bill Gates,MIT,UT,Miley Cyrus,Karlovačko,PC,Johnny Depp,Twitter,Proza,Slikarstvo,Rock,Bakterija,Kuba,Smartphone,Finska,Cipele,Harry Potter,Čokolada,Burek sa sirom,Batman
50 | More,Zagreb,Voda,Psi,Europa,Televizija,Messi,Gibonni,FER,Friends,Crno vino,Kazalište,Star Trek,Japan,Krumpir,Kemija,Ljeto,Windows,Autobus,Papirnata knjiga,Java,Kasno lijeganje,Španjolski,BMW,Milanović,Sladoled,Palestina,Times New Roman,TBF,The Beatles,Jodie Foster,Vlak,Sreća,Nedjelja,Čokolada,UK,Ronjenje,Orada,RTL Televizija,Joga,U registraturi,Coca Cola,Android,Beethoven,Hajduk,Josipović,Levi's,Kapitalizam,Hvar,Šibice,Dubrovnik,Euro,Nogomet,Konzum,Tomato,Latinica,Centimentar,Čokolino,David Bowie,Obama,Google Chrome,August Šenoa,Google,Ne volim grožđice,Ljetovanje,Knjiga,Bicikl,Voće,Mladost,Ne volim masline,Pizza,Dan,Kava,Škotska,Umjetnost,Bandić,Grad,Jutro,Crno-bijelo,Obična olovka,Grci,Bill Gates,MIT,UT,Miley Cyrus,Karlovačko,PC,Johnny Depp,Facebook,Proza,Slikarstvo,Rock,Virus,Kuba,Smartphone,Finska,Tenisice,Harry Potter,Čokolada,Burek sa sirom,Superman
51 | More,Zagreb,Voda,Psi,Europa,Televizija,Messi,Oliver,FER,Big Bang Theory,Bijelo vino,Kino,Star Wars,Kina,Krumpir,Fizika,Ljeto,Linux,Tramvaj,Papirnata knjiga,Java,Kasno lijeganje,Francuski,BMW,Karamarko,Torta,Palestina,Arial,TBF,The Beatles,Leonardo di Caprio,Avion,Sreća,Subota,Čokolada,UK,Plivanje,Orada,RTL Televizija,Teretana,U registraturi,Coca Cola,iPhone,Beethoven,Hajduk,Josipović,Levi's,Socijalizam,Hvar,Upaljač,Dubrovnik,Euro,Nogomet,Konzum,Tele2,Latinica,Centimentar,Čokolino,Elton John,Putin,Google Chrome,August Šenoa,Google,Volim grožđice,Ljetovanje,Film,Motor,Voće,Mladost,Ne volim masline,Pizza,Dan,Čaj,Irska,Znanost,Bandić,Priroda,Večer,Crno-bijelo,Kemijska olovka,Grci,Bill Gates,MIT,WoW,Lady Gaga,Karlovačko,PC,Johnny Depp,Facebook,Proza,Slikarstvo,Elektronska glazba,Virus,USA,Smartphone,Finska,Tenisice,Harry Potter,Čokolada,Burek sa sirom,Superman
52 | More,Zagreb,Voda,Psi,Europa,Radio,Messi,Gibonni,FER,Friends,Bijelo vino,Kino,Star Wars,Japan,Krumpir,Fizika,Zima,Linux,Tramvaj,Papirnata knjiga,Java,Rano ustajanje,Francuski,BMW,Karamarko,Torta,Palestina,Arial,TBF,Rolling Stones,Leonardo di Caprio,Avion,Sreća,Subota,Čokolada,Njemačka,Ronjenje,Orada,Nova TV,Teretana,U registraturi,Coca Cola,iPhone,Beethoven,Dinamo,Josipović,Levi's,Kapitalizam,Hvar,Šibice,Dubrovnik,Euro,Nogomet,Konzum,Tele2,Latinica,Centimentar,Čokolino,David Bowie,Obama,Google Chrome,Petar Preradović,Google,Volim grožđice,Ljetovanje,Film,Bicikl,Povrće,Sloboda,Volim masline,Lasagne,Dan,Kava,Irska,Znanost,Kerum,Priroda,Jutro,U boji,Kemijska olovka,Rimljani,Bill Gates,MIT,WoW,Lady Gaga,Žuja,Macintosh,Brad Pitt,Facebook,Proza,Kiparstvo,Rock,Virus,USA,Smartphone,Finska,Tenisice,Gospodar prstenova,Čokolada,Burek s mesom,Batman
53 | Planina,Zagreb,Voda,Psi,Europa,Televizija,Messi,Oliver,FER,Big Bang Theory,Crno vino,Kino,Star Trek,Japan,Krumpir,Fizika,Zima,Linux,Tramvaj,Papirnata knjiga,C++,Rano ustajanje,Francuski,BMW,Milanović,Sladoled,Palestina,Arial,TBF,The Beatles,Leonardo di Caprio,Avion,Novac,Subota,Jabuka,UK,Plivanje,Piletina,Nova TV,Joga,Povratak Filipa Latinovića,Coca Cola,iPhone,Beethoven,Dinamo,Josipović,Levi's,Kapitalizam,Hvar,Šibice,Dubrovnik,Dolar,Nogomet,Lidl,Tele2,Latinica,Centimentar,Čokolino,David Bowie,Obama,Google Chrome,August Šenoa,Google,Volim grožđice,Skijanje,Film,Bicikl,Povrće,Sloboda,Volim masline,Lasagne,Dan,Kava,Irska,Znanost,Bandić,Priroda,Jutro,U boji,Kemijska olovka,Rimljani,Bill Gates,Stanford,UT,Lady Gaga,Žuja,Macintosh,Johnny Depp,Facebook,Proza,Slikarstvo,Elektronska glazba,Virus,USA,Smartphone,Finska,Cipele,Harry Potter,Čokolada,Burek sa sirom,Batman
54 | More,Zagreb,Sok,Psi,Europa,Televizija,Messi,Gibonni,FER,Friends,Crno vino,Kino,Star Wars,Japan,Krumpir,Fizika,Ljeto,Windows,Tramvaj,Papirnata knjiga,Java,Kasno lijeganje,Francuski,BMW,Karamarko,Sladoled,Iran,Times New Roman,50 cent,The Beatles,Leonardo di Caprio,Avion,Sreća,Subota,Čokolada,Njemačka,Plivanje,Piletina,RTL Televizija,Teretana,Povratak Filipa Latinovića,Pepsi,Android,Bach,Dinamo,Mesić,Levi's,Kapitalizam,Hvar,Upaljač,Dubrovnik,Dolar,Nogomet,Lidl,Tomato,Latinica,Centimentar,Čokolino,David Bowie,Obama,Google Chrome,August Šenoa,Google,Volim grožđice,Ljetovanje,Film,Bicikl,Voće,Mladost,Volim masline,Pizza,Dan,Čaj,Irska,Znanost,Bandić,Grad,Večer,U boji,Obična olovka,Rimljani,Bill Gates,Stanford,UT,Lady Gaga,Karlovačko,PC,Johnny Depp,Facebook,Poezija,Slikarstvo,Rock,Virus,USA,Smartphone,Finska,Tenisice,Gospodar prstenova,Vanilija,Burek sa sirom,Batman
55 | Planina,Zagreb,Voda,Psi,Europa,Radio,Messi,Gibonni,FER,Big Bang Theory,Bijelo vino,Kino,Star Wars,Japan,Krumpir,Fizika,Zima,Linux,Autobus,Papirnata knjiga,C++,Kasno lijeganje,Francuski,BMW,Karamarko,Torta,Iran,Times New Roman,TBF,Rolling Stones,Leonardo di Caprio,Vlak,Sreća,Subota,Čokolada,Njemačka,Plivanje,Orada,RTL Televizija,Joga,Povratak Filipa Latinovića,Coca Cola,iPhone,Beethoven,Hajduk,Josipović,Replay,Socijalizam,Hvar,Upaljač,Dubrovnik,Euro,Rugby,Lidl,Tomato,Latinica,Centimentar,Čokolino,David Bowie,Putin,Google Chrome,Petar Preradović,Google,Ne volim grožđice,Skijanje,Knjiga,Bicikl,Povrće,Sloboda,Volim masline,Pizza,Dan,Kava,Irska,Znanost,Bandić,Priroda,Večer,U boji,Obična olovka,Grci,Bill Gates,MIT,WoW,Lady Gaga,Karlovačko,Macintosh,Johnny Depp,Facebook,Proza,Slikarstvo,Rock,Bakterija,Kuba,Smartphone,Italija,Tenisice,Harry Potter,Čokolada,Burek sa sirom,Batman
56 | Planina,Zagreb,Voda,Psi,Europa,Televizija,Messi,Gibonni,FER,Big Bang Theory,Crno vino,Kazalište,Star Trek,Japan,Krumpir,Fizika,Ljeto,Linux,Tramvaj,Papirnata knjiga,C++,Rano ustajanje,Francuski,BMW,Milanović,Sladoled,Palestina,Times New Roman,TBF,The Beatles,Leonardo di Caprio,Avion,Sreća,Subota,Čokolada,Njemačka,Plivanje,Piletina,RTL Televizija,Teretana,U registraturi,Coca Cola,Android,Beethoven,Dinamo,Josipović,Levi's,Kapitalizam,Hvar,Upaljač,Pula,Dolar,Nogomet,Konzum,Tele2,Latinica,Centimentar,Čokolino,David Bowie,Obama,Google Chrome,August Šenoa,Google,Ne volim grožđice,Skijanje,Film,Bicikl,Voće,Mladost,Ne volim masline,Lasagne,Noć,Čaj,Irska,Znanost,Bandić,Grad,Večer,U boji,Kemijska olovka,Grci,Bill Gates,Stanford,UT,Lady Gaga,Karlovačko,PC,Johnny Depp,Facebook,Proza,Slikarstvo,Rock,Bakterija,USA,Smartphone,Finska,Tenisice,Gospodar prstenova,Čokolada,Burek s mesom,Superman
57 | More,Zagreb,Voda,Mačke,Europa,Radio,Ronaldo,Gibonni,FER,Friends,Bijelo vino,Kazalište,Star Wars,Japan,Krumpir,Fizika,Ljeto,Linux,Autobus,Papirnata knjiga,C++,Kasno lijeganje,Španjolski,BMW,Karamarko,Torta,Iran,Arial,TBF,Rolling Stones,Leonardo di Caprio,Vlak,Sreća,Subota,Čokolada,Njemačka,Ronjenje,Orada,Nova TV,Teretana,U registraturi,Pepsi,Android,Beethoven,Dinamo,Mesić,Replay,Kapitalizam,Brač,Šibice,Pula,Euro,Nogomet,Lidl,Tomato,Latinica,Centimentar,Griz,Elton John,Putin,Google Chrome,August Šenoa,Google,Volim grožđice,Ljetovanje,Film,Bicikl,Voće,Sloboda,Volim masline,Pizza,Noć,Čaj,Škotska,Znanost,Bandić,Priroda,Večer,U boji,Kemijska olovka,Rimljani,Bill Gates,MIT,UT,Lady Gaga,Žuja,PC,Johnny Depp,Facebook,Poezija,Slikarstvo,Rock,Virus,USA,Obični mobitel,Italija,Tenisice,Harry Potter,Čokolada,Burek sa sirom,Superman
58 | More,Zagreb,Voda,Psi,Europa,Televizija,Messi,Gibonni,FER,Big Bang Theory,Crno vino,Kino,Star Wars,Japan,Krumpir,Fizika,Zima,Windows,Tramvaj,Papirnata knjiga,C++,Kasno lijeganje,Španjolski,BMW,Karamarko,Torta,Iran,Times New Roman,TBF,The Beatles,Leonardo di Caprio,Vlak,Sreća,Subota,Čokolada,Njemačka,Ronjenje,Piletina,RTL Televizija,Joga,Povratak Filipa Latinovića,Pepsi,iPhone,Beethoven,Dinamo,Mesić,Replay,Socijalizam,Brač,Upaljač,Dubrovnik,Euro,Nogomet,Lidl,Tomato,Latinica,Centimentar,Griz,David Bowie,Putin,Google Chrome,August Šenoa,Google,Volim grožđice,Skijanje,Film,Bicikl,Voće,Sloboda,Volim masline,Pizza,Noć,Čaj,Škotska,Znanost,Bandić,Priroda,Večer,U boji,Obična olovka,Grci,Steve Jobs,MIT,UT,Lady Gaga,Žuja,PC,Johnny Depp,Facebook,Proza,Slikarstvo,Rock,Virus,Kuba,Smartphone,Finska,Tenisice,Harry Potter,Čokolada,Burek sa sirom,Batman
59 | More,Zagreb,Sok,Psi,Europa,Televizija,Ronaldo,Gibonni,FER,Friends,Bijelo vino,Kino,Star Trek,Japan,Krumpir,Fizika,Ljeto,Linux,Tramvaj,E-knjiga,C++,Rano ustajanje,Španjolski,Mercedes,Karamarko,Torta,Iran,Arial,TBF,Rolling Stones,Leonardo di Caprio,Avion,Novac,Subota,Čokolada,Njemačka,Plivanje,Orada,RTL Televizija,Teretana,Povratak Filipa Latinovića,Pepsi,Android,Beethoven,Dinamo,Mesić,Replay,Kapitalizam,Hvar,Šibice,Dubrovnik,Euro,Nogomet,Konzum,Tele2,Latinica,Centimentar,Čokolino,David Bowie,Putin,Google Chrome,August Šenoa,Google,Ne volim grožđice,Ljetovanje,Film,Bicikl,Voće,Mladost,Volim masline,Lasagne,Dan,Čaj,Irska,Znanost,Bandić,Grad,Jutro,U boji,Obična olovka,Grci,Bill Gates,MIT,UT,Lady Gaga,Karlovačko,PC,Johnny Depp,Facebook,Proza,Slikarstvo,Rock,Bakterija,USA,Smartphone,Italija,Tenisice,Harry Potter,Čokolada,Burek sa sirom,Superman
60 | More,Zagreb,Voda,Psi,Europa,Televizija,Messi,Gibonni,FER,Friends,Bijelo vino,Kino,Star Wars,Japan,Krumpir,Fizika,Ljeto,Linux,Tramvaj,Papirnata knjiga,Java,Kasno lijeganje,Francuski,BMW,Milanović,Sladoled,Iran,Arial,TBF,The Beatles,Leonardo di Caprio,Vlak,Novac,Subota,Čokolada,Njemačka,Plivanje,Orada,Nova TV,Teretana,U registraturi,Coca Cola,Android,Beethoven,Hajduk,Josipović,Levi's,Socijalizam,Hvar,Šibice,Dubrovnik,Euro,Nogomet,Lidl,Tele2,Latinica,Centimentar,Čokolino,David Bowie,Obama,Google Chrome,August Šenoa,Google,Volim grožđice,Ljetovanje,Knjiga,Bicikl,Voće,Sloboda,Volim masline,Pizza,Noć,Kava,Irska,Znanost,Bandić,Priroda,Večer,Crno-bijelo,Kemijska olovka,Rimljani,Bill Gates,MIT,UT,Lady Gaga,Karlovačko,PC,Johnny Depp,Facebook,Proza,Slikarstvo,Rock,Virus,Kuba,Smartphone,Finska,Tenisice,Gospodar prstenova,Čokolada,Burek s mesom,Batman
61 | More,Zagreb,Voda,Mačke,Europa,Radio,Messi,Gibonni,FER,Friends,Crno vino,Kazalište,Star Trek,Japan,Riža,Fizika,Ljeto,Windows,Autobus,E-knjiga,Java,Rano ustajanje,Španjolski,BMW,Karamarko,Torta,Palestina,Arial,TBF,The Beatles,Jodie Foster,Vlak,Sreća,Subota,Čokolada,UK,Ronjenje,Orada,RTL Televizija,Joga,U registraturi,Coca Cola,Android,Beethoven,Dinamo,Josipović,Levi's,Socijalizam,Brač,Upaljač,Pula,Euro,Rugby,Lidl,Tomato,Latinica,Centimentar,Čokolino,David Bowie,Putin,Google Chrome,Petar Preradović,Google,Volim grožđice,Skijanje,Film,Bicikl,Voće,Sloboda,Ne volim masline,Pizza,Dan,Čaj,Irska,Znanost,Bandić,Priroda,Jutro,U boji,Obična olovka,Rimljani,Bill Gates,MIT,UT,Miley Cyrus,Karlovačko,PC,Johnny Depp,Facebook,Proza,Slikarstvo,Elektronska glazba,Bakterija,Kuba,Smartphone,Finska,Tenisice,Harry Potter,Čokolada,Burek s mesom,Superman
62 | More,Zagreb,Voda,Mačke,USA,Televizija,Ronaldo,Gibonni,FER,Friends,Crno vino,Kazalište,Star Wars,Japan,Krumpir,Fizika,Ljeto,Windows,Tramvaj,Papirnata knjiga,C++,Kasno lijeganje,Španjolski,BMW,Milanović,Sladoled,Iran,Times New Roman,TBF,The Beatles,Leonardo di Caprio,Vlak,Sreća,Nedjelja,Čokolada,Njemačka,Ronjenje,Orada,Nova TV,Joga,U registraturi,Coca Cola,Android,Bach,Dinamo,Josipović,Levi's,Socijalizam,Hvar,Upaljač,Pula,Dolar,Nogomet,Lidl,Tele2,Latinica,Centimentar,Griz,Elton John,Putin,Google Chrome,August Šenoa,Google,Volim grožđice,Ljetovanje,Knjiga,Bicikl,Voće,Sloboda,Ne volim masline,Pizza,Dan,Kava,Irska,Znanost,Kerum,Grad,Večer,U boji,Obična olovka,Rimljani,Bill Gates,MIT,WoW,Lady Gaga,Žuja,PC,Johnny Depp,Facebook,Proza,Slikarstvo,Rock,Virus,Kuba,Smartphone,Finska,Cipele,Harry Potter,Vanilija,Burek sa sirom,Superman
63 | Planina,Zagreb,Sok,Mačke,Europa,Televizija,Messi,Oliver,FER,Big Bang Theory,Crno vino,Kino,Star Wars,Japan,Krumpir,Fizika,Zima,Windows,Autobus,E-knjiga,C++,Kasno lijeganje,Španjolski,BMW,Karamarko,Sladoled,Iran,Arial,TBF,Rolling Stones,Leonardo di Caprio,Vlak,Sreća,Subota,Čokolada,Njemačka,Plivanje,Piletina,Nova TV,Teretana,U registraturi,Coca Cola,Android,Bach,Dinamo,Josipović,Levi's,Socijalizam,Hvar,Upaljač,Dubrovnik,Euro,Rugby,Konzum,Tele2,Latinica,Centimentar,Čokolino,Elton John,Putin,Microsoft IE,August Šenoa,Google,Volim grožđice,Ljetovanje,Film,Motor,Povrće,Sloboda,Volim masline,Pizza,Noć,Čaj,Irska,Znanost,Bandić,Priroda,Večer,U boji,Obična olovka,Rimljani,Bill Gates,MIT,WoW,Miley Cyrus,Žuja,PC,Johnny Depp,Facebook,Proza,Kiparstvo,Rock,Virus,Kuba,Smartphone,Finska,Tenisice,Gospodar prstenova,Čokolada,Burek sa sirom,Superman
64 | More,Split,Voda,Psi,Europa,Televizija,Ronaldo,Oliver,FER,Big Bang Theory,Bijelo vino,Kino,Star Trek,Japan,Krumpir,Fizika,Ljeto,Linux,Tramvaj,E-knjiga,Java,Kasno lijeganje,Francuski,Mercedes,Karamarko,Sladoled,Iran,Times New Roman,TBF,The Beatles,Jodie Foster,Vlak,Sreća,Nedjelja,Čokolada,Njemačka,Plivanje,Orada,Nova TV,Teretana,U registraturi,Coca Cola,iPhone,Beethoven,Hajduk,Josipović,Levi's,Kapitalizam,Brač,Upaljač,Dubrovnik,Euro,Nogomet,Konzum,Tele2,Latinica,Centimentar,Čokolino,Elton John,Putin,Google Chrome,August Šenoa,Google,Ne volim grožđice,Ljetovanje,Film,Bicikl,Voće,Mladost,Ne volim masline,Pizza,Dan,Čaj,Irska,Znanost,Bandić,Priroda,Jutro,U boji,Kemijska olovka,Grci,Steve Jobs,MIT,UT,Miley Cyrus,Karlovačko,PC,Brad Pitt,Facebook,Proza,Kiparstvo,Rock,Virus,USA,Smartphone,Italija,Tenisice,Gospodar prstenova,Vanilija,Burek sa sirom,Superman
65 | More,Split,Voda,Psi,Europa,Radio,Messi,Oliver,FER,Big Bang Theory,Crno vino,Kazalište,Star Trek,Kina,Riža,Fizika,Ljeto,Linux,Tramvaj,Papirnata knjiga,Java,Rano ustajanje,Španjolski,BMW,Karamarko,Sladoled,Iran,Times New Roman,TBF,Rolling Stones,Jodie Foster,Vlak,Sreća,Subota,Jabuka,Njemačka,Ronjenje,Orada,RTL Televizija,Joga,U registraturi,Pepsi,Android,Bach,Hajduk,Josipović,Levi's,Socijalizam,Brač,Šibice,Dubrovnik,Euro,Nogomet,Lidl,Tomato,Ćirilica,Centimentar,Čokolino,Elton John,Putin,Microsoft IE,Petar Preradović,Google,Volim grožđice,Ljetovanje,Knjiga,Bicikl,Voće,Sloboda,Volim masline,Pizza,Dan,Čaj,Škotska,Znanost,Bandić,Priroda,Jutro,U boji,Obična olovka,Grci,Bill Gates,Stanford,UT,Lady Gaga,Karlovačko,PC,Johnny Depp,Twitter,Poezija,Slikarstvo,Rock,Bakterija,Kuba,Smartphone,Finska,Cipele,Gospodar prstenova,Čokolada,Burek sa sirom,Batman
66 | More,Zagreb,Sok,Psi,Europa,Televizija,Ronaldo,Gibonni,FER,Big Bang Theory,Bijelo vino,Kazalište,Star Wars,Japan,Krumpir,Fizika,Ljeto,Linux,Tramvaj,Papirnata knjiga,C++,Kasno lijeganje,Francuski,BMW,Milanović,Sladoled,Iran,Arial,TBF,The Beatles,Leonardo di Caprio,Vlak,Sreća,Subota,Čokolada,UK,Ronjenje,Orada,Nova TV,Teretana,Povratak Filipa Latinovića,Coca Cola,Android,Bach,Dinamo,Josipović,Replay,Socijalizam,Brač,Šibice,Dubrovnik,Euro,Nogomet,Lidl,Tele2,Latinica,Centimentar,Čokolino,David Bowie,Obama,Google Chrome,August Šenoa,Google,Volim grožđice,Ljetovanje,Film,Bicikl,Povrće,Mladost,Volim masline,Lasagne,Noć,Kava,Irska,Znanost,Bandić,Priroda,Jutro,U boji,Kemijska olovka,Rimljani,Bill Gates,MIT,WoW,Lady Gaga,Karlovačko,PC,Brad Pitt,Facebook,Proza,Slikarstvo,Rock,Virus,USA,Smartphone,Finska,Cipele,Harry Potter,Čokolada,Burek sa sirom,Batman
67 | More,Zagreb,Sok,Psi,Europa,Televizija,Messi,Gibonni,FER,Friends,Bijelo vino,Kino,Star Wars,Japan,Krumpir,Fizika,Zima,Windows,Tramvaj,Papirnata knjiga,Java,Kasno lijeganje,Francuski,BMW,Milanović,Torta,Palestina,Times New Roman,TBF,The Beatles,Leonardo di Caprio,Vlak,Sreća,Subota,Čokolada,Njemačka,Plivanje,Orada,Nova TV,Joga,Povratak Filipa Latinovića,Coca Cola,Android,Beethoven,Hajduk,Mesić,Replay,Socijalizam,Hvar,Šibice,Pula,Euro,Rugby,Konzum,Tele2,Latinica,Centimentar,Čokolino,David Bowie,Putin,Google Chrome,August Šenoa,Google,Volim grožđice,Ljetovanje,Film,Bicikl,Povrće,Sloboda,Volim masline,Pizza,Dan,Čaj,Irska,Znanost,Bandić,Priroda,Jutro,U boji,Obična olovka,Grci,Bill Gates,Stanford,WoW,Lady Gaga,Karlovačko,PC,Johnny Depp,Facebook,Poezija,Slikarstvo,Elektronska glazba,Bakterija,Kuba,Smartphone,Finska,Tenisice,Gospodar prstenova,Čokolada,Burek s mesom,Batman
68 | More,Zagreb,Voda,Mačke,Europa,Televizija,Ronaldo,Gibonni,FER,Friends,Crno vino,Kazalište,Star Trek,Japan,Riža,Fizika,Ljeto,Windows,Tramvaj,Papirnata knjiga,Java,Kasno lijeganje,Španjolski,Mercedes,Milanović,Torta,Iran,Arial,TBF,The Beatles,Leonardo di Caprio,Vlak,Sreća,Subota,Čokolada,UK,Ronjenje,Orada,Nova TV,Joga,U registraturi,Coca Cola,Android,Beethoven,Hajduk,Josipović,Levi's,Socijalizam,Brač,Šibice,Dubrovnik,Euro,Nogomet,Lidl,Tomato,Latinica,Centimentar,Griz,Elton John,Obama,Google Chrome,August Šenoa,Google,Volim grožđice,Ljetovanje,Knjiga,Motor,Voće,Sloboda,Volim masline,Lasagne,Dan,Kava,Irska,Umjetnost,Bandić,Priroda,Jutro,Crno-bijelo,Kemijska olovka,Grci,Bill Gates,Stanford,WoW,Lady Gaga,Karlovačko,PC,Johnny Depp,Facebook,Proza,Slikarstvo,Rock,Virus,Kuba,Smartphone,Finska,Cipele,Gospodar prstenova,Čokolada,Burek s mesom,Batman
69 | Planina,Split,Sok,Psi,USA,Televizija,Ronaldo,Oliver,FER,Big Bang Theory,Crno vino,Kino,Star Wars,Japan,Riža,Fizika,Ljeto,Windows,Tramvaj,Papirnata knjiga,C++,Kasno lijeganje,Francuski,Mercedes,Milanović,Sladoled,Iran,Arial,TBF,Rolling Stones,Leonardo di Caprio,Vlak,Sreća,Subota,Čokolada,UK,Plivanje,Piletina,RTL Televizija,Teretana,U registraturi,Coca Cola,Android,Beethoven,Hajduk,Josipović,Levi's,Kapitalizam,Brač,Šibice,Dubrovnik,Euro,Nogomet,Lidl,Tele2,Latinica,Centimentar,Čokolino,Elton John,Putin,Google Chrome,August Šenoa,Google,Ne volim grožđice,Ljetovanje,Film,Bicikl,Voće,Sloboda,Ne volim masline,Pizza,Dan,Čaj,Škotska,Znanost,Kerum,Grad,Večer,U boji,Kemijska olovka,Grci,Bill Gates,MIT,WoW,Lady Gaga,Žuja,PC,Brad Pitt,Facebook,Proza,Slikarstvo,Rock,Virus,USA,Smartphone,Finska,Cipele,Gospodar prstenova,Čokolada,Burek s mesom,Batman
70 | More,Zagreb,Voda,Psi,Europa,Televizija,Ronaldo,Gibonni,FER,Big Bang Theory,Bijelo vino,Kino,Star Wars,Kina,Riža,Fizika,Ljeto,Linux,Autobus,E-knjiga,Java,Kasno lijeganje,Španjolski,Mercedes,Milanović,Torta,Iran,Times New Roman,50 cent,Rolling Stones,Leonardo di Caprio,Avion,Sreća,Subota,Jabuka,UK,Plivanje,Piletina,Nova TV,Teretana,Povratak Filipa Latinovića,Coca Cola,Android,Beethoven,Hajduk,Josipović,Replay,Socijalizam,Brač,Upaljač,Dubrovnik,Dolar,Nogomet,Konzum,Tele2,Latinica,Centimentar,Griz,Elton John,Obama,Google Chrome,August Šenoa,Google,Volim grožđice,Ljetovanje,Film,Motor,Povrće,Sloboda,Volim masline,Pizza,Dan,Čaj,Irska,Znanost,Bandić,Grad,Večer,U boji,Obična olovka,Grci,Steve Jobs,Stanford,WoW,Lady Gaga,Karlovačko,Macintosh,Brad Pitt,Facebook,Poezija,Slikarstvo,Rock,Bakterija,USA,Smartphone,Italija,Tenisice,Gospodar prstenova,Čokolada,Burek s mesom,Batman
71 | 


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/notebooks/SU-2015-5-Regresija.ipynb:
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   1 | {
   2 |  "cells": [
   3 |   {
   4 |    "cell_type": "markdown",
   5 |    "metadata": {
   6 |     "slideshow": {
   7 |      "slide_type": "slide"
   8 |     }
   9 |    },
  10 |    "source": [
  11 |     "Sveučilište u Zagrebu<br>\n",
  12 |     "Fakultet elektrotehnike i računarstva\n",
  13 |     "\n",
  14 |     "# Strojno učenje\n",
  15 |     "\n",
  16 |     "<a href=\"http://www.fer.unizg.hr/predmet/su\">http://www.fer.unizg.hr/predmet/su</a>\n",
  17 |     "\n",
  18 |     "Ak. god. 2015./2016.\n",
  19 |     "\n",
  20 |     "# Bilježnica 5: Regresija\n",
  21 |     "\n",
  22 |     "(c) 2015 Jan Šnajder\n",
  23 |     "\n",
  24 |     "<i>Verzija: 0.3 (2015-11-09)</i>"
  25 |    ]
  26 |   },
  27 |   {
  28 |    "cell_type": "code",
  29 |    "execution_count": 1,
  30 |    "metadata": {
  31 |     "collapsed": false
  32 |    },
  33 |    "outputs": [
  34 |     {
  35 |      "name": "stdout",
  36 |      "output_type": "stream",
  37 |      "text": [
  38 |       "Populating the interactive namespace from numpy and matplotlib\n"
  39 |      ]
  40 |     }
  41 |    ],
  42 |    "source": [
  43 |     "import scipy as sp\n",
  44 |     "import scipy.stats as stats\n",
  45 |     "import matplotlib.pyplot as plt\n",
  46 |     "import pandas as pd\n",
  47 |     "%pylab inline"
  48 |    ]
  49 |   },
  50 |   {
  51 |    "cell_type": "markdown",
  52 |    "metadata": {},
  53 |    "source": [
  54 |     "### Sadržaj:\n",
  55 |     "\n",
  56 |     "* Uvod\n",
  57 |     "\n",
  58 |     "* Osnovni pojmovi\n",
  59 |     "\n",
  60 |     "* Model, funkcija gubitka i optimizacijski postupak\n",
  61 |     "\n",
  62 |     "* Postupak najmanjih kvadrata\n",
  63 |     "\n",
  64 |     "* Probabilistička interpretacija regresije\n",
  65 |     "\n",
  66 |     "* Poopćeni linearan model regresije\n",
  67 |     "\n",
  68 |     "* Odabir modela\n",
  69 |     "\n",
  70 |     "* Regularizirana regresija\n",
  71 |     "\n",
  72 |     "* Sažetak"
  73 |    ]
  74 |   },
  75 |   {
  76 |    "cell_type": "markdown",
  77 |    "metadata": {},
  78 |    "source": [
  79 |     "# Osnovni pojmovi\n",
  80 |     "\n",
  81 |     "* Označen skup podataka: $\\mathcal{D}=\\{(\\mathbf{x}^{(i)},y^{(i)})\\},\\quad \\mathbf{x}\\in\\mathbb{R}^n,\\quad y\\in\\mathbb{R}$\n",
  82 |     "\n",
  83 |     "\n",
  84 |     "* Hipoteza $h$ aproksimira nepoznatu  funkciju $f:\\mathbb{R}^n\\to\\mathbb{R}$\n",
  85 |     "\n",
  86 |     "\n",
  87 |     "* Idealno, $y^{(i)}=f(\\mathbf{x}^{(i)})$, ali zbog šuma: $$y^{(i)}=f(\\mathbf{x}^{(i)})+\\varepsilon$$\n",
  88 |     "\n",
  89 |     "\n",
  90 |     "* $\\mathbf{x}$ - **ulazna varijabla** (nezavisna, prediktorska)\n",
  91 |     "\n",
  92 |     "\n",
  93 |     "* $y$ - **izlazna varijabla** (zavisna, kriterijska)\n",
  94 |     "\n",
  95 |     "\n",
  96 |     "### Vrste regresije\n",
  97 |     "\n",
  98 |     "* Broj **ulaznih** (nezavisnih) varijabli:\n",
  99 |     "  * Univarijatna (jednostavna, jednostruka) regresija: $n=1$\n",
 100 |     "  * Multivarijatna (višestruka, multipla) regresija: $n>1$\n",
 101 |     "\n",
 102 |     "\n",
 103 |     "* Broj **izlaznih** (zavisnih) varijabli:\n",
 104 |     "  * Jednoizlazna regresija: $f(\\mathbf{x}) = y$\n",
 105 |     "  * Višeizlazna regresija: $f(\\mathbf{x})=\\mathbf{y}$\n",
 106 |     " "
 107 |    ]
 108 |   },
 109 |   {
 110 |    "cell_type": "markdown",
 111 |    "metadata": {},
 112 |    "source": [
 113 |     "# Model, funkcija gubitka i optimizacijski postupak\n",
 114 |     "\n",
 115 |     "\n",
 116 |     "### (1) Model\n",
 117 |     "\n",
 118 |     "* **Linearan model regresije**: $h$ je linearna funkcija <u>parametara</u>\n",
 119 |     "$\\mathbf{w} = (w_0,\\dots,w_n)$\n",
 120 |     "\n",
 121 |     "\n",
 122 |     "* Linearna regresija:\n",
 123 |     "    $$h(\\mathbf{x}|\\mathbf{w}) = w_0 + w_1 x_1 + w_2 x_2 + \\dots + w_n x_n$$\n",
 124 |     "\n",
 125 |     "\n",
 126 |     "* Polinomijalna regresija:\n",
 127 |     "    * Univarijatna polinomijalna: $$h(x|\\mathbf{w}) = w_0 + w_1 x + w_2 x^2 + \\dots + w_d x^d\\quad (n=1)$$\n",
 128 |     "    * Multivarijatna polinomijalna: $$h(\\mathbf{x}|\\mathbf{w}) = w_0 + w_1 x_1 + w_2 x_2 + w_3 x_1 x_2 + w_4 x_1^2 + w_5 x_2^2\\quad (n=2, d=2)$$\n",
 129 |     "      * Modelira međuovisnost značajki (*cross-terms* $x_1 x_2, \\dots$) \n",
 130 |     "\n",
 131 |     "\n",
 132 |     "* Općenite **bazne funkcije**:\n",
 133 |     "    $$h(\\mathbf{x}|\\mathbf{w}) = w_0 + w_1\\phi_1(\\mathbf{x}) + \\dots + w_m\\phi_m(\\mathbf{x})$$"
 134 |    ]
 135 |   },
 136 |   {
 137 |    "cell_type": "markdown",
 138 |    "metadata": {},
 139 |    "source": [
 140 |     "### (2) Funkcija gubitka (funkcija pogreške)\n",
 141 |     "\n",
 142 |     "* Kvadratni gubitak (engl. *quadratic loss*)\n",
 143 |     "\n",
 144 |     "$$\n",
 145 |     "L(y^{(i)},h(\\mathbf{x}^{(i)})) = \\big(y^{(i)}-h(\\mathbf{x}^{(i)})\\big)^2\n",
 146 |     "$$\n",
 147 |     "\n",
 148 |     "* Funkcija pogreške (proporcionalna s empirijskim očekivanjem gubitka):\n",
 149 |     "$$\n",
 150 |     "E(h|\\mathcal{D})=\\frac{1}{2}\n",
 151 |     "\\sum_{i=1}^N\\big(y^{(i)}-h(\\mathbf{x}^{(i)})\\big)^2\n",
 152 |     "$$"
 153 |    ]
 154 |   },
 155 |   {
 156 |    "cell_type": "markdown",
 157 |    "metadata": {},
 158 |    "source": [
 159 |     "### (3) Optimizacijski postupak\n",
 160 |     "\n",
 161 |     "* Postupak **najmanjih kvadrata** (engl. *least squares*)\n",
 162 |     "\n",
 163 |     "$$\n",
 164 |     "\\mathrm{argmin}_{\\mathbf{w}} E(\\mathbf{w}|\\mathcal{D})\n",
 165 |     "$$\n",
 166 |     "\n",
 167 |     "\n",
 168 |     "* Rješenje ovog optimizacijskog problema postoji u **zatvorenoj formi**\n",
 169 |     "\n",
 170 |     "\n",
 171 |     "# Postupak najmanjih kvadrata\n",
 172 |     "\n",
 173 |     "\n",
 174 |     "* Razmotrimo najprije linearnu regresiju:\n",
 175 |     "$$h(\\mathbf{x}|\\mathbf{w}) = w_0 + w_1 x_1 + w_2 x_2 + \\dots + w_n x_n = \\sum_{i=1}^n w_i x_i + w_0$$\n",
 176 |     "\n",
 177 |     "\n",
 178 |     "* Izračun je jednostavniji ako pređemo u matrični račun\n",
 179 |     "  * Svaki vektor primjera $\\mathbf{x}^{(i)}$ proširujemo *dummy* značajkom $x^{(i)}_0 = 1$, pa je model onda:\n",
 180 |     "\n",
 181 |     "$$h(\\mathbf{x}|\\mathbf{w}) = \\mathbf{w}^\\intercal \\mathbf{x}$$\n",
 182 |     "\n",
 183 |     "\n",
 184 |     "* Skup primjera:\n",
 185 |     "\n",
 186 |     "$$\n",
 187 |     "\\mathbf{X} = \n",
 188 |     "\\begin{pmatrix}\n",
 189 |     "1 & x^{(1)}_1 & x^{(1)}_2 \\dots & x^{(1)}_n\\\\\n",
 190 |     "1 & x^{(2)}_1 & x^{(2)}_2 \\dots & x^{(2)}_n\\\\\n",
 191 |     "\\vdots\\\\\n",
 192 |     "1 & x^{(N)}_1 & x^{(N)}_2 \\dots & x^{(N)}_n\\\\\n",
 193 |     "\\end{pmatrix}_{N\\times (n+1)}\n",
 194 |     "=\n",
 195 |     "\\begin{pmatrix}\n",
 196 |     "1 & (\\mathbf{x}^{(1)})^\\intercal \\\\\n",
 197 |     "1 & (\\mathbf{x}^{(2)})^\\intercal \\\\\n",
 198 |     "\\vdots\\\\\n",
 199 |     "1 & (\\mathbf{x}^{(N)})^\\intercal \\\\\n",
 200 |     "1 & \\end{pmatrix}_{N\\times (n+1)}\n",
 201 |     "$$\n",
 202 |     "* Matricu primjera $\\mathbf{X}$ zovemo **dizajn-matrica**\n",
 203 |     "\n",
 204 |     "\n",
 205 |     "* Vektor izlaznih vrijednosti:\n",
 206 |     "$$\n",
 207 |     "\\mathbf{y} = \n",
 208 |     "\\begin{pmatrix}\n",
 209 |     "y^{(1)}\\\\\n",
 210 |     "y^{(2)}\\\\\n",
 211 |     "\\vdots\\\\\n",
 212 |     "y^{(N)}\\\\\n",
 213 |     "\\end{pmatrix}_{N\\times 1}\n",
 214 |     "$$\n",
 215 |     "\n",
 216 |     "### Egzaktno rješenje\n",
 217 |     "\n",
 218 |     "* Idealno, tražimo egzaktno rješenje, tj. rješenje za koje vrijedi\n",
 219 |     "$$\n",
 220 |     "(\\mathbf{x}^{(i)}, y^{(i)})\\in\\mathcal{D}.\\ h(\\mathbf{x}^{(i)}) = y^{(i)}\n",
 221 |     "$$\n",
 222 |     "odnosno\n",
 223 |     "$$\n",
 224 |     "(\\mathbf{x}^{(i)}, y^{(i)})\\in\\mathcal{D}.\\ \\mathbf{w}^\\intercal \\mathbf{x} = y^{(i)}\n",
 225 |     "$$\n",
 226 |     "\n",
 227 |     "\n",
 228 |     "* Možemo napisati kao matričnu jednadžbu ($N$ jednadžbi s $(n+1)$ nepoznanica):\n",
 229 |     "\n",
 230 |     "$$\n",
 231 |     "\\mathbf{X}\\mathbf{w} = \\mathbf{y}\n",
 232 |     "$$\n",
 233 |     "\n",
 234 |     "$$\n",
 235 |     "\\begin{pmatrix}\n",
 236 |     "1 & x^{(1)}_1 & x^{(1)}_2 \\dots & x^{(1)}_n\\\\\n",
 237 |     "1 & x^{(2)}_1 & x^{(2)}_2 \\dots & x^{(2)}_n\\\\\n",
 238 |     "\\vdots\\\\\n",
 239 |     "1 & x^{(N)}_1 & x^{(N)}_2 \\dots & x^{(N)}_n\\\\\n",
 240 |     "\\end{pmatrix}\n",
 241 |     "\\cdot\n",
 242 |     "\\begin{pmatrix}\n",
 243 |     "w_0\\\\\n",
 244 |     "w_1\\\\\n",
 245 |     "\\vdots\\\\\n",
 246 |     "w_n\\\\\n",
 247 |     "\\end{pmatrix}\n",
 248 |     "=\n",
 249 |     "\\begin{pmatrix}\n",
 250 |     "y^{(1)}\\\\\n",
 251 |     "y^{(2)}\\\\\n",
 252 |     "\\vdots\\\\\n",
 253 |     "y^{(N)}\\\\\n",
 254 |     "\\end{pmatrix}\n",
 255 |     "$$\n",
 256 |     "\n",
 257 |     "* Egzaktno rješenje ovog sustava jednadžbi je\n",
 258 |     "\n",
 259 |     "$$\n",
 260 |     "\\mathbf{w} = \\mathbf{X}^{-1}\\mathbf{y}\n",
 261 |     "$$\n",
 262 |     "\n",
 263 |     "Međutim, rješenja <u>nema</u> ili ono <u>nije jedinstveno</u> ako:\n",
 264 |     "\n",
 265 |     "* (1) $\\mathbf{X}$ nije kvadratna, pa nema inverz. U pravilu:\n",
 266 |     "    * $N>(n+1)$ <br>\n",
 267 |     "      $\\Rightarrow$ sustav je **preodređen** (engl. *overdetermined*) i nema rješenja\n",
 268 |     "    * $N<(n+1)$ <br>\n",
 269 |     "      $\\Rightarrow$ sustav je **pododređen** (engl. *underdetermined*) i ima višestruka rješenja\n",
 270 |     "      \n",
 271 |     "* (2) $\\boldsymbol{X}$ jest kvadratna (tj. $N=(n+1)$), ali ipak nema inverz (ovisno o rangu matrice)<br> $\\Rightarrow$ sustav je **nekonzistentan**\n",
 272 |     "\n",
 273 |     "\n",
 274 |     "### Rješenje najmanjih kvadrata\n",
 275 |     "\n",
 276 |     "\n",
 277 |     "* <u>Približno</u> rješenje sustava $\\mathbf{X}\\mathbf{w}=\\mathbf{y}$\n",
 278 |     "\n",
 279 |     "\n",
 280 |     "* Funkcija pogreške:    \n",
 281 |     "$$\n",
 282 |     "E(\\mathbf{w}|\\mathcal{D})=\\frac{1}{2}\n",
 283 |     "\\sum_{i=1}^N\\big(\\mathbf{w}^\\intercal\\mathbf{x}^{(i)} - y^{(i)}\\big)^2\n",
 284 |     "$$\n",
 285 |     "\n",
 286 |     "\n",
 287 |     "* Matrični oblik:\n",
 288 |     "\\begin{align*}\n",
 289 |     "E(\\mathbf{w}|\\mathcal{D}) \n",
 290 |     "=& \n",
 291 |     "\\frac{1}{2} (\\mathbf{X}\\mathbf{w} - \\mathbf{y})^\\intercal (\\mathbf{X}\\mathbf{w} - \\mathbf{y})\\\\\n",
 292 |     "=&\n",
 293 |     "\\frac{1}{2}\n",
 294 |     "(\\mathbf{w}^\\intercal\\mathbf{X}^\\intercal\\mathbf{X}\\mathbf{w} - \\mathbf{w}^\\intercal\\mathbf{X}^\\intercal\\mathbf{y} - \\mathbf{y}^\\intercal\\mathbf{X}\\mathbf{w} + \\mathbf{y}^\\intercal\\mathbf{y})\\\\\n",
 295 |     "=&\n",
 296 |     "\\frac{1}{2}\n",
 297 |     "(\\mathbf{w}^\\intercal\\mathbf{X}^\\intercal\\mathbf{X}\\mathbf{w} - 2\\mathbf{y}^\\intercal\\mathbf{X}\\mathbf{w} + \\mathbf{y}^\\intercal\\mathbf{y})\n",
 298 |     "\\end{align*}\n",
 299 |     "\n",
 300 |     "> Jednakosti linearne algebre:\n",
 301 |     "> * $(A^\\intercal)^\\intercal = A$\n",
 302 |     "> * $(AB)^\\intercal = B^\\intercal A^\\intercal$\n",
 303 |     "\n",
 304 |     "* Minimizacija pogreške:\n",
 305 |     "$$\n",
 306 |     "\\begin{align*}\n",
 307 |     "\\nabla_{\\mathbf{w}}E &= \n",
 308 |     "\\frac{1}{2}\\Big(\\mathbf{w}^\\intercal\\big(\\mathbf{X}^\\intercal\\mathbf{X}+(\\mathbf{X}^\\intercal\\mathbf{X})^\\intercal\\big) -\n",
 309 |     "2\\mathbf{y}^\\intercal\\mathbf{X}\\Big) = \n",
 310 |     "\\mathbf{X}^\\intercal\\mathbf{X}\\mathbf{w} - \\mathbf{X}^\\intercal\\mathbf{y} = \\mathbf{0}\n",
 311 |     "\\end{align*}\n",
 312 |     "$$\n",
 313 |     "\n",
 314 |     "\n",
 315 |     "> Jednakosti linearne algebre:\n",
 316 |     "> * $\\frac{\\mathrm{d}}{\\mathrm{d}x}x^\\intercal A x=x^\\intercal(A+A^\\intercal)$\n",
 317 |     "> * $\\frac{\\mathrm{d}}{\\mathrm{d}x}A x=A$\n",
 318 |     "\n",
 319 |     "\n",
 320 |     "* Dobivamo sustav tzv. **normalnih jednadžbi**:\n",
 321 |     "$$\n",
 322 |     "\\mathbf{X}^\\intercal\\mathbf{X}\\mathbf{w} = \\mathbf{X}^\\intercal\\mathbf{y}\n",
 323 |     "$$\n",
 324 |     "\n",
 325 |     "\n",
 326 |     "* Rješenje:\n",
 327 |     "$$\n",
 328 |     "\\mathbf{w} = (\\mathbf{X}^\\intercal\\mathbf{X})^{-1}\\mathbf{X}^\\intercal\\mathbf{y} = \\color{red}{\\mathbf{X}^{+}}\\mathbf{y}\n",
 329 |     "$$\n",
 330 |     "\n",
 331 |     "\n",
 332 |     "* Matrica $\\mathbf{X}^{+}=(\\mathbf{X}^\\intercal\\mathbf{X})^{-1}\\mathbf{X}^\\intercal$ je **pseudoinverz** (Moore-Penroseov inverz) matrice $\\mathbf{X}$\n",
 333 |     "\n",
 334 |     "\n",
 335 |     "* **Q:** Kojih je dimenzija matrica $(\\mathbf{X}^\\intercal\\mathbf{X})^{-1}$?\n",
 336 |     "* **Q:** Što utječe na složenost izračuna inverza matrice: broj primjera $N$ ili broj dimenzija $n$?"
 337 |    ]
 338 |   },
 339 |   {
 340 |    "cell_type": "markdown",
 341 |    "metadata": {},
 342 |    "source": [
 343 |     "# Probabilistička interpretacija regresije"
 344 |    ]
 345 |   },
 346 |   {
 347 |    "cell_type": "markdown",
 348 |    "metadata": {},
 349 |    "source": [
 350 |     "* Ograničimo se BSO na univarijatnu ($n=1$) linearnu regresiju:\n",
 351 |     "\n",
 352 |     "$$\n",
 353 |     "h(x|w_0, w_1) = w_0 + w_1 x\n",
 354 |     "$$\n",
 355 |     "\n",
 356 |     "\n",
 357 |     "* Zbog šuma u $\\mathcal{D}$:\n",
 358 |     "$$\n",
 359 |     "    y^{(i)} = f(x^{(i)}) + \\color{red}{\\varepsilon}\n",
 360 |     "$$\n",
 361 |     "\n",
 362 |     "* Prepostavka:\n",
 363 |     "$$\n",
 364 |     "    \\color{red}{\\varepsilon}\\ \\sim\\ \\mathcal{N}(0, \\sigma^2)\n",
 365 |     "$$\n",
 366 |     "\n",
 367 |     "* Posjedično:\n",
 368 |     "$$\n",
 369 |     "    \\color{red}{y|x}\\ \\sim\\        \\mathcal{N}\\big(f(x), \\sigma^2\\big)\n",
 370 |     "$$\n",
 371 |     "odnosno\n",
 372 |     "$$\n",
 373 |     "    \\color{red}{p(y|x)} = \\mathcal{N}\\big(f(x), \\sigma^2\\big)\n",
 374 |     "$$\n",
 375 |     "\n",
 376 |     "* Vrijedi \n",
 377 |     "$$\\mathbb{E}[y|x] = \\mu = f(x)$$\n",
 378 |     "\n",
 379 |     "\n",
 380 |     "* Naš cilj je: $h(x|\\mathbf{w}) = f(x)$\n",
 381 |     "\n",
 382 |     "\n",
 383 |     "* [Skica]\n",
 384 |     "\n",
 385 |     "\n",
 386 |     "* $p(y^{(i)}|x^{(i)})$ je vjerojatnost da je $f(x^{(i)})$ generirala vrijednost $y^{(i)}$\n",
 387 |     "  * (Formulacija nije baš točna, jer je $x$ kontinuirana varijabla a $p$ je gustoća vjerojatnosti.)\n",
 388 |     "  \n",
 389 |     "### Log-izglednost\n",
 390 |     "\n",
 391 |     "$$\n",
 392 |     "\\begin{align*}\n",
 393 |     "\\ln\\mathcal{L}(\\mathbf{w}|\\mathcal{D}) \n",
 394 |     "&= \n",
 395 |     "\\ln p(\\mathcal{D}|\\mathbf{w}) = \n",
 396 |     "\\ln\\prod_{i=1}^N p(x^{(i)}, y^{(i)}) =\n",
 397 |     "\\ln\\prod_{i=1}^N p(y^{(i)}|x^{(i)}) p(x^{(i)}) \\\\ \n",
 398 |     "&= \n",
 399 |     "\\ln\\prod_{i=1}^N p(y^{(i)}|x^{(i)}) + \\underbrace{\\color{gray}{\\ln\\prod_{i=1}^N p(x^{(i)})}}_{\\text{Ne ovisi o $\\mathbf{w}$}} \\\\\n",
 400 |     "& \\Rightarrow \\ln\\prod_{i=1}^N p(y^{(i)}|x^{(i)}) =\n",
 401 |     "\\ln\\prod_{i=1}^N\\mathcal{N}\\big(h(x^{(i)}|\\mathbf{w}),\\sigma^2\\big)\\\\ &= \n",
 402 |     "\\ln\\prod_{i=1}^N\\frac{1}{\\sqrt{2\\pi}\\sigma}\\exp\\Big\\{-\\frac{\\big(y^{(i)}-h(x^{(i)}|\\mathbf{w})\\big)^2}{2\\sigma^2}\\Big\\}\\\\ \n",
 403 |     "&=\n",
 404 |     "\\underbrace{\\color{gray}{-N\\ln(\\sqrt{2\\pi}\\sigma)}}_{\\text{konst.}} -\n",
 405 |     "\\frac{1}{2\\color{gray}{\\sigma^2}}\\sum_{i=1}^N\\big(y^{(i)}-h(x^{(i)}|\\mathbf{w})\\big)^2\\\\\n",
 406 |     "& \\Rightarrow\n",
 407 |     "-\\frac{1}{2}\\sum_{i=1}^N\\big(y^{(i)}-h(x^{(i)}|\\mathbf{w})\\big)^2\n",
 408 |     "\\end{align*}\n",
 409 |     "$$\n",
 410 |     "\n",
 411 |     "\n",
 412 |     "* Uz pretpostavku Gaussovog šuma, **maksimizacija izglednosti** odgovara **minimizaciji funkcije pogreške** definirane kao **zbroj kvadratnih odstupanja**:\n",
 413 |     "\n",
 414 |     "$$\n",
 415 |     "\\begin{align*}\n",
 416 |     "\\mathrm{argmax}_{\\mathbf{w}} \\ln\\mathcal{L}(\\mathbf{w}|\\mathcal{D}) &= \\mathrm{argmin}_{\\mathbf{w}} E(\\mathbf{w}|\\mathcal{D})\\\\\n",
 417 |     "E(h|\\mathcal{D}) &=\\frac{1}{2} \\sum_{i=1}^N\\big(y^{(i)}-h(x^{(i)}|\\mathbf{w})\\big)^2\\\\\n",
 418 |     "L\\big(y,h(x|\\mathbf{w})\\big)\\ &\\propto\\ \\big(y - h(x|\\mathbf{w})\\big)^2\n",
 419 |     "\\end{align*}\n",
 420 |     "$$\n",
 421 |     "\n",
 422 |     "\n",
 423 |     "* $\\Rightarrow$ Probabilističko opravdanje za kvadratnu funkciju gubitka\n",
 424 |     "\n",
 425 |     "\n",
 426 |     "* Rješenje MLE jednako je rješenju koje daje postupak najmanjih kvadrata!\n",
 427 |     "\n"
 428 |    ]
 429 |   },
 430 |   {
 431 |    "cell_type": "markdown",
 432 |    "metadata": {},
 433 |    "source": [
 434 |     "# Poopćeni linearan model regresije"
 435 |    ]
 436 |   },
 437 |   {
 438 |    "cell_type": "markdown",
 439 |    "metadata": {},
 440 |    "source": [
 441 |     "* Zanima nas poopćenje na $n>1$ koje obuhvaća sve multivarijatne linearne modele regresije: univarijatna regresija, linearna regresija, polinomijalna regresija, ...\n",
 442 |     "  * $h(\\mathbf{x}|\\mathbf{w}) = w_0 + w_1 x_1 + w_2 x_2 + \\dots + w_n x_n$\n",
 443 |     "  * $h(x|\\mathbf{w}) = w_0 + w_1 x + w_2 x^2 + \\dots + w_d x^d$\n",
 444 |     "  * $h(\\mathbf{x}|\\mathbf{w}) = w_0 + w_1 x_1 + w_2 x_2 + w_3 x_1 x_2 + w_4 x_1^2 + w_5 x_2^2$\n",
 445 |     "  * ...\n",
 446 |     "\n",
 447 |     "\n",
 448 |     "* Uvodimo fiksan skup **baznih funkcija** (nelinearne funkcije ulaznih varijabli):\n",
 449 |     "$$\n",
 450 |     "    \\{\\phi_0, \\phi_1, \\phi_2, \\dots, \\phi_m\\}\n",
 451 |     "$$    \n",
 452 |     "gdje $\\phi_j:\\mathbb{R}^n\\to\\mathbb{R}$\n",
 453 |     "\n",
 454 |     "\n",
 455 |     "* Dogovorno: $\\phi_0(\\mathbf{x}) = 1$\n",
 456 |     "\n",
 457 |     "\n",
 458 |     "* Svaki vektor primjera u $n$-dimenzijskom originalnom ulaznom prostoru (engl. *input space*) $\\mathcal{X}$:\n",
 459 |     "$$\n",
 460 |     "\\mathbf{x} = (x_1, x_2, \\dots, x_n)\n",
 461 |     "$$\n",
 462 |     "preslikavamo u nov, $m$-dimenzijski prostor, tzv. **prostor značajki** (engl. *feature space*):\n",
 463 |     "$$\n",
 464 |     "\\boldsymbol{\\phi}(\\mathbf{x}) = \\big(\\phi_0(\\mathbf{x}), \\phi_1(\\mathbf{x}), \\dots, \\phi_m(\\mathbf{x})\\big)\n",
 465 |     "$$\n",
 466 |     "\n",
 467 |     "\n",
 468 |     "* **Funkija preslikavanja** (vektor baznih funkcija)\n",
 469 |     "$$\n",
 470 |     "\\begin{align*}\n",
 471 |     "\\boldsymbol{\\phi}&:\\mathbb{R}^n\\to\\mathbb{R}^m:\\\\\n",
 472 |     "\\boldsymbol{\\phi}(\\mathbf{x}) &= \\big(\\phi_0(\\mathbf{x}),\\dots,\\phi_m(\\mathbf{x})\\big)\\\\\n",
 473 |     "\\end{align*}\n",
 474 |     "$$\n",
 475 |     "\n",
 476 |     "\n",
 477 |     "* Poopćen linearan model:\n",
 478 |     "$$\n",
 479 |     "    h(\\mathbf{x}|\\mathbf{w}) = \\sum_{j=0}^m w_j\\phi_j(\\mathbf{x}) = \\mathbf{w}^\\intercal\\boldsymbol{\\phi}(\\mathbf{x})\n",
 480 |     "$$\n",
 481 |     "\n",
 482 |     "\n",
 483 |     "### Uobičajene funkcije preslikavanja\n",
 484 |     "\n",
 485 |     "\n",
 486 |     "* Linearna regresija:\n",
 487 |     "$$\n",
 488 |     "\\boldsymbol{\\phi}(\\mathbf{x}) = (1,x_1,x_2,\\dots,x_n)\n",
 489 |     "$$\n",
 490 |     "\n",
 491 |     "\n",
 492 |     "* Univarijatna polinomijalna regresija: \n",
 493 |     "$$\n",
 494 |     "\\boldsymbol{\\phi}(x) = (1,x,x^2,\\dots,x^m)\n",
 495 |     "$$\n",
 496 |     "\n",
 497 |     "\n",
 498 |     "* Polinomijalna regresija drugog stupnja: \n",
 499 |     "$$\n",
 500 |     "\\boldsymbol{\\phi}(\\mathbf{x}) = (1,x_1,x_2,x_1 x_2, x_1^2, x_2^2)\n",
 501 |     "$$\n",
 502 |     "\n",
 503 |     "\n",
 504 |     "* Gaussove bazne funkcije (RBF):\n",
 505 |     "$$\n",
 506 |     "\\phi_j(x) = \\exp\\Big\\{-\\frac{(x-\\mu_j)^2}{2\\sigma^2}\\Big\\}\n",
 507 |     "$$\n",
 508 |     "\n",
 509 |     "\n",
 510 |     "* [Skica: RBF] \n",
 511 |     "\n",
 512 |     "### Prostor značajki\n",
 513 |     "\n",
 514 |     "\n",
 515 |     "* **Funkcija preslikavanja značajki** $\\mathbf{\\phi} : \\mathbb{R}^n \\to \\mathbb{R}^m $ preslikava primjere iz $n$-dimenzijskog ulaznog prostora u $m$-dimenzijski prostor značajki\n",
 516 |     "\n",
 517 |     "\n",
 518 |     "* Tipično je $m>n$\n",
 519 |     "\n",
 520 |     "\n",
 521 |     "* Tada je funkcija koja je linearna u prostoru značajki **nelinearna u ulaznom prostoru**\n",
 522 |     "\n",
 523 |     "\n",
 524 |     "* Dakle, možemo koristiti linearan model za nelinearne probleme\n",
 525 |     "\n",
 526 |     "\n",
 527 |     "* Imamo unificiran postupak, neovisno koju funkciju $\\boldsymbol{\\phi}$ odaberemo"
 528 |    ]
 529 |   },
 530 |   {
 531 |    "cell_type": "markdown",
 532 |    "metadata": {},
 533 |    "source": [
 534 |     "### Primjer: Preslikavanje iz ulaznog prostora u prostor značajki\n",
 535 |     "\n",
 536 |     "* $\\mathcal{X} = \\mathbb{R}$\n",
 537 |     "* $n=1$, $m=3$\n",
 538 |     "* $\\boldsymbol{\\phi} : \\mathbb{R} \\to \\mathbb{R}^3$\n",
 539 |     "* $\\boldsymbol{\\phi}(x) = (1,x,x^2)$\n",
 540 |     "* [Skica]"
 541 |    ]
 542 |   },
 543 |   {
 544 |    "cell_type": "code",
 545 |    "execution_count": 261,
 546 |    "metadata": {
 547 |     "collapsed": true
 548 |    },
 549 |    "outputs": [],
 550 |    "source": [
 551 |     "def f(x) : return 3*(x - 2)**2 + 1\n",
 552 |     "\n",
 553 |     "x1 = 1\n",
 554 |     "x2 = 2\n",
 555 |     "x3 = 3"
 556 |    ]
 557 |   },
 558 |   {
 559 |    "cell_type": "code",
 560 |    "execution_count": 262,
 561 |    "metadata": {
 562 |     "collapsed": false
 563 |    },
 564 |    "outputs": [
 565 |     {
 566 |      "data": {
 567 |       "image/png": 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TSGOopy0Nds01sGCB33dZkqW01J8BqoJdeFS0C1jr1jBuHPzyl6GTSENUV8MvfgG33BI6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\n",
 568 |       "text/plain": [
 569 |        "<matplotlib.figure.Figure at 0x7f1f52e3e590>"
 570 |       ]
 571 |      },
 572 |      "metadata": {},
 573 |      "output_type": "display_data"
 574 |     }
 575 |    ],
 576 |    "source": [
 577 |     "xs = linspace(0, 4)\n",
 578 |     "y = f(xs)\n",
 579 |     "plt.ylim(0,5)\n",
 580 |     "plt.plot(xs, y)\n",
 581 |     "plt.plot(x1, f(x1), 'ro')\n",
 582 |     "plt.plot(x2, f(x2), 'go')\n",
 583 |     "plt.plot(x3, f(x3), 'bo')\n",
 584 |     "plt.show()"
 585 |    ]
 586 |   },
 587 |   {
 588 |    "cell_type": "code",
 589 |    "execution_count": 263,
 590 |    "metadata": {
 591 |     "collapsed": false
 592 |    },
 593 |    "outputs": [],
 594 |    "source": [
 595 |     "def phi(x): return sp.array([1, x, x**2])"
 596 |    ]
 597 |   },
 598 |   {
 599 |    "cell_type": "code",
 600 |    "execution_count": 264,
 601 |    "metadata": {
 602 |     "collapsed": false
 603 |    },
 604 |    "outputs": [
 605 |     {
 606 |      "data": {
 607 |       "text/plain": [
 608 |        "array([1, 1, 1])"
 609 |       ]
 610 |      },
 611 |      "execution_count": 264,
 612 |      "metadata": {},
 613 |      "output_type": "execute_result"
 614 |     }
 615 |    ],
 616 |    "source": [
 617 |     "phi(x1)"
 618 |    ]
 619 |   },
 620 |   {
 621 |    "cell_type": "code",
 622 |    "execution_count": 265,
 623 |    "metadata": {
 624 |     "collapsed": false
 625 |    },
 626 |    "outputs": [
 627 |     {
 628 |      "data": {
 629 |       "text/plain": [
 630 |        "array([1, 2, 4])"
 631 |       ]
 632 |      },
 633 |      "execution_count": 265,
 634 |      "metadata": {},
 635 |      "output_type": "execute_result"
 636 |     }
 637 |    ],
 638 |    "source": [
 639 |     "phi(x2)"
 640 |    ]
 641 |   },
 642 |   {
 643 |    "cell_type": "code",
 644 |    "execution_count": 266,
 645 |    "metadata": {
 646 |     "collapsed": false
 647 |    },
 648 |    "outputs": [
 649 |     {
 650 |      "data": {
 651 |       "text/plain": [
 652 |        "array([1, 3, 9])"
 653 |       ]
 654 |      },
 655 |      "execution_count": 266,
 656 |      "metadata": {},
 657 |      "output_type": "execute_result"
 658 |     }
 659 |    ],
 660 |    "source": [
 661 |     "phi(x3)"
 662 |    ]
 663 |   },
 664 |   {
 665 |    "cell_type": "code",
 666 |    "execution_count": 267,
 667 |    "metadata": {
 668 |     "collapsed": false
 669 |    },
 670 |    "outputs": [],
 671 |    "source": [
 672 |     "xs1 = linspace(0, 5)\n",
 673 |     "xs2 = linspace(0, 10)\n",
 674 |     "X1, X2 = np.meshgrid(xs1, xs2)"
 675 |    ]
 676 |   },
 677 |   {
 678 |    "cell_type": "code",
 679 |    "execution_count": 268,
 680 |    "metadata": {
 681 |     "collapsed": true
 682 |    },
 683 |    "outputs": [],
 684 |    "source": [
 685 |     "phi_X = 3*X2 - 12*X1 + 13"
 686 |    ]
 687 |   },
 688 |   {
 689 |    "cell_type": "code",
 690 |    "execution_count": 286,
 691 |    "metadata": {
 692 |     "collapsed": false
 693 |    },
 694 |    "outputs": [
 695 |     {
 696 |      "data": {
 697 |       "image/png": 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bW48/zuVyyuVyfn4cRuF/3rpfvb3k1kBUisWiisViRcd6vsI2s7dJ6pb0T865r4/y51xh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\n",
 698 |       "text/plain": [
 699 |        "<matplotlib.figure.Figure at 0x7f1f5286a290>"
 700 |       ]
 701 |      },
 702 |      "metadata": {},
 703 |      "output_type": "display_data"
 704 |     }
 705 |    ],
 706 |    "source": [
 707 |     "plt.contour(X, Y, phi_X, levels=[1,4])\n",
 708 |     "plt.scatter(phi(x1)[1], phi(x1)[2], c='r')\n",
 709 |     "plt.scatter(phi(x2)[1], phi(x2)[2], c='g')\n",
 710 |     "plt.scatter(phi(x3)[1], phi(x3)[2], c='b')\n",
 711 |     "plt.legend()\n",
 712 |     "plt.show()"
 713 |    ]
 714 |   },
 715 |   {
 716 |    "cell_type": "markdown",
 717 |    "metadata": {},
 718 |    "source": [
 719 |     "### Optimizacijski postupak\n",
 720 |     "\n",
 721 |     "* Ništa se ne mijenja u odnosu na ono što smo već izveli, samo umjesto $\\mathbf{X}$ imamo dizajn-matricu $\\boldsymbol{\\Phi}$\n",
 722 |     "\n",
 723 |     "\n",
 724 |     "* Dizajn-matrica:\n",
 725 |     "$$\n",
 726 |     "\\boldsymbol{\\Phi} = \n",
 727 |     "\\begin{pmatrix}\n",
 728 |     "1 & \\phi_1(\\mathbf{x}^{(1)}) & \\dots & \\phi_m(\\mathbf{x}^{(1)})\\\\\n",
 729 |     "1 & \\phi_1(\\mathbf{x}^{(2)}) & \\dots & \\phi_m(\\mathbf{x}^{(2)})\\\\\n",
 730 |     "\\vdots\\\\\n",
 731 |     "1 & \\phi_1(\\mathbf{x}^{(N)}) & \\dots & \\phi_m(\\mathbf{x}^{(N)})\\\\\n",
 732 |     "\\end{pmatrix}_{N\\times m}\n",
 733 |     "=\n",
 734 |     "\\begin{pmatrix}\n",
 735 |     "\\mathbf{\\phi}(\\mathbf{x}^{(1)})^\\intercal \\\\\n",
 736 |     "\\mathbf{\\phi}(\\mathbf{x}^{(2)})^\\intercal \\\\\n",
 737 |     "\\vdots\\\\\n",
 738 |     "\\mathbf{\\phi}(\\mathbf{x}^{(N)})^\\intercal \\\\\n",
 739 |     "\\end{pmatrix}_{N\\times m}\n",
 740 |     "$$\n",
 741 |     "\n",
 742 |     "* Prije smo imali:\n",
 743 |     "$$\n",
 744 |     "\\mathbf{w} = (\\mathbf{X}^\\intercal\\mathbf{X})^{-1}\\mathbf{X}^\\intercal\\mathbf{y} = \\color{red}{\\mathbf{X}^{+}}\\mathbf{y}\n",
 745 |     "$$\n",
 746 |     "a sada imamo:\n",
 747 |     "$$\n",
 748 |     "\\mathbf{w} = (\\boldsymbol{\\Phi}^\\intercal\\boldsymbol{\\Phi})^{-1}\\boldsymbol{\\Phi}^\\intercal\\mathbf{y} = \\color{red}{\\boldsymbol{\\Phi}^{+}}\\mathbf{y}\n",
 749 |     "$$\n",
 750 |     "gdje\n",
 751 |     "$$\n",
 752 |     "\\boldsymbol{\\Phi}^{+}=(\\boldsymbol{\\Phi}^\\intercal\\boldsymbol{\\Phi})^{-1}\\boldsymbol{\\Phi}^\\intercal\n",
 753 |     "$$"
 754 |    ]
 755 |   },
 756 |   {
 757 |    "cell_type": "markdown",
 758 |    "metadata": {},
 759 |    "source": [
 760 |     "# Odabir modela"
 761 |    ]
 762 |   },
 763 |   {
 764 |    "cell_type": "markdown",
 765 |    "metadata": {},
 766 |    "source": [
 767 |     "* Poopćeni linearan model regresije ima jedan **hiperparametar**: funkciju preslikavanje $\\boldsymbol{\\phi}$\n",
 768 |     "\n",
 769 |     "\n",
 770 |     "* Alternativno, možemo reći da se radi o dva hiperparametra:\n",
 771 |     "  * izgled baznih funkcija $\\phi_j$\n",
 772 |     "  * broj baznih funkcija $m$ (dimenzija prostora značajki)\n",
 773 |     "\n",
 774 |     "\n",
 775 |     "* Hiperparametre treba namjestiti tako da odgovaraju podatcima, odnosno treba\n",
 776 |     "dobro **odabrati model**\n",
 777 |     "\n",
 778 |     "\n",
 779 |     "* U suprotnom model može biti **podnaučen** ili **prenaučen**\n",
 780 |     "\n",
 781 |     "\n",
 782 |     "* Ako model ima mnogo parametra, lako ga je prenaučiti\n",
 783 |     "\n",
 784 |     "\n",
 785 |     "* Sprečavanje prenaučenosti:\n",
 786 |     "  1. Koristiti više primjera za učenje\n",
 787 |     "  2. Odabrati model unakrsnom provjerom\n",
 788 |     "  3. **Regularizacija**\n",
 789 |     "  4. <span style=\"color:gray\">Bayesovska regresija (bayesovski odabir modela)  $\\Rightarrow$ nećemo raditi</span>\n",
 790 |     "\n"
 791 |    ]
 792 |   },
 793 |   {
 794 |    "cell_type": "markdown",
 795 |    "metadata": {},
 796 |    "source": [
 797 |     "# Regularizirana regresija\n",
 798 |     "\n",
 799 |     "\n",
 800 |     "### Ideja\n",
 801 |     "\n",
 802 |     "* Opažanje: kod linearnih modela, što je model složeniji, to ima veće vrijednosti parametara $\\mathbf{w}$\n",
 803 |     "\n",
 804 |     "\n",
 805 |     "* Prenaučeni linearni modeli imaju:\n",
 806 |     "  * ukupno previše parametara (težina) i/ili\n",
 807 |     "  * prevelike vrijednosti pojedinačnih parametara\n",
 808 |     "\n",
 809 |     "\n",
 810 |     "* Ideja: **ograničiti rast vrijednosti parametara** kažnjavanjem hipoteza s visokim vrijednostima parametara\n",
 811 |     "\n",
 812 |     "\n",
 813 |     "* Time ostvarujemo **kompromis** između točnosti i jednostavnosti modela i to već **pri samom učenju** modela\n",
 814 |     "\n",
 815 |     "\n",
 816 |     "* Efektivno se **graničava složenost** modela i sprečava se prenaučenost\n",
 817 |     "\n",
 818 |     "\n",
 819 |     "* Cilj: što više parametara (težina) pritegnuti na nulu $\\Rightarrow$ **rijetki modeli** (engl. *sparse models*)\n",
 820 |     "\n",
 821 |     "\n",
 822 |     "* Rijetki modeli su:\n",
 823 |     "  * teži za prenaučiti\n",
 824 |     "  * računalno jednostavniji\n",
 825 |     "  * interpretabilniji\n"
 826 |    ]
 827 |   },
 828 |   {
 829 |    "cell_type": "markdown",
 830 |    "metadata": {},
 831 |    "source": [
 832 |     "### Regularizacija\n",
 833 |     "\n",
 834 |     "* U funkciju pogreške (koju minimiziramo) ugrađujemo mjeru složenosti modela:\n",
 835 |     "\n",
 836 |     "$$\n",
 837 |     "   E' = \\textrm{empirijska pogreška} + \\color{red}{\\lambda\\times\\textrm{složenost modela}}\n",
 838 |     "$$\n",
 839 |     "\n",
 840 |     "$$\n",
 841 |     "    E'(\\mathbf{w}|\\mathcal{D}) = E(\\mathbf{w}|\\mathcal{D}) + \\underbrace{\\color{red}{\\lambda E_R(\\mathbf{w})}}_{\\text{reg. izraz}}\n",
 842 |     "$$\n",
 843 |     "\n",
 844 |     "* $\\lambda$ je **regularizacijski faktor**\n",
 845 |     "  * $\\lambda=0\\ \\Rightarrow$ neregularizirana funkcija pogreške\n",
 846 |     "  * Veća vrijednost regularizacijskog faktora $\\lambda$ uzrokuje smanjuje efektivne složenost modela\n",
 847 |     "\n",
 848 |     "\n",
 849 |     "* [Skica: Regularizirana regresija]\n",
 850 |     "\n",
 851 |     "\n",
 852 |     "* Općenit regularizacijski izraz: **p-norma vektora težina**\n",
 853 |     "$$\n",
 854 |     "    E_R(\\mathbf{w}) = \\|\\mathbf{w}\\|_p = \\Big(\\sum_{j=\\color{red}{1}}^m |w_j|^p\\Big)^{\\frac{1}{p}}\n",
 855 |     "$$\n",
 856 |     "\n",
 857 |     "\n",
 858 |     "* L2-norma ($p=2$):\n",
 859 |     "$$\\|\\mathbf{w}\\|_2 = \\sqrt{\\sum_{j=\\color{red}{1}}^m w_j^2} = \\sqrt{\\mathbf{w}^\\intercal\\mathbf{w}}$$\n",
 860 |     "\n",
 861 |     "\n",
 862 |     "* L1-norma ($p=1$):\n",
 863 |     "$$\\|\\mathbf{w}\\|_1 = \\sum_{j=\\color{red}{1}}^m |w_j|$$\n",
 864 |     "\n",
 865 |     "\n",
 866 |     "* L0-norma ($p=0$):\n",
 867 |     "$$\\|\\mathbf{w}\\|_0 = \\sum_{j=\\color{red}{1}}^m \\mathbf{1}\\{w_j\\neq 0\\}$$\n",
 868 |     "\n",
 869 |     "\n",
 870 |     "* **NB:** Težina $w_0$ se ne regularizira\n",
 871 |     "  * **Q:** Zašto?\n",
 872 |     "  \n",
 873 |     "  \n",
 874 |     "\n",
 875 |     "\n",
 876 |     "\n",
 877 |     "\n"
 878 |    ]
 879 |   },
 880 |   {
 881 |    "cell_type": "markdown",
 882 |    "metadata": {},
 883 |    "source": [
 884 |     "### Regularizirani linearni model regresije\n",
 885 |     " \n",
 886 |     "* **L2-regularizacija** ili Tikhononova regularizacija $\\Rightarrow$ **Ridge regression**:\n",
 887 |     "$$\n",
 888 |     "E(\\mathbf{w}|\\mathcal{D})=\\frac{1}{2}\n",
 889 |     "\\sum_{i=1}^N\\big(\\mathbf{w}^\\intercal\\boldsymbol{\\phi}(\\mathbf{x}^{(i)}) - y^{(i)}\\big)^2\n",
 890 |     "+ \\color{red}{\\frac{\\lambda}{2}\\|\\mathbf{w}\\|^2_2}\n",
 891 |     "$$\n",
 892 |     "  * ima rješenje u zatvorenoj formi\n",
 893 |     "  \n",
 894 |     "\n",
 895 |     "* **L1-regularizacija** $\\Rightarrow$ **LASSO regularization** (engl. *least absolute shrinkage and selection operator*)\n",
 896 |     "$$\n",
 897 |     "E(\\mathbf{w}|\\mathcal{D})=\\frac{1}{2}\n",
 898 |     "\\sum_{i=1}^N\\big(\\mathbf{w}^\\intercal\\boldsymbol{\\phi}(\\mathbf{x}^{(i)}) - y^{(i)}\\big)^2\n",
 899 |     "+ \\color{red}{\\frac{\\lambda}{2}\\|\\mathbf{w}\\|_1}\n",
 900 |     "$$\n",
 901 |     "  * nema rješenje u zatvorenoj formi!\n",
 902 |     "\n",
 903 |     "\n",
 904 |     "* **L0-regularizacija**\n",
 905 |     "$$\n",
 906 |     "E(\\mathbf{w}|\\mathcal{D})=\\frac{1}{2}\n",
 907 |     "\\sum_{i=1}^N\\big(\\mathbf{w}^\\intercal\\mathbf{\\phi}(\\mathbf{x}^{(i)}) - y^{(i)}\\big)^2\n",
 908 |     "+ \\color{red}{\\frac{\\lambda}{2}\\sum_{j=1}^m\\mathbf{1}\\{w_j\\neq0\\}}\n",
 909 |     "$$\n",
 910 |     "  * NP-potpun problem!\n"
 911 |    ]
 912 |   },
 913 |   {
 914 |    "cell_type": "markdown",
 915 |    "metadata": {},
 916 |    "source": [
 917 |     "### L2-regularizacija\n",
 918 |     "\n",
 919 |     "* Linearna regresija sa L2-regularizacijom ima rješenje u zatvorenoj formi:\n",
 920 |     "\n",
 921 |     "$$\n",
 922 |     "\\begin{align*}\n",
 923 |     "E'(\\mathbf{w}|\\mathcal{D}) &= \\frac{1}{2}\n",
 924 |     "(\\boldsymbol{\\Phi}\\mathbf{w} - \\mathbf{y})^\\intercal\n",
 925 |     "(\\boldsymbol{\\Phi}\\mathbf{w} - \\mathbf{y}) + \\color{red}{\\frac{\\lambda}{2}\\mathbf{w}^\\intercal\\mathbf{w}}\\\\\n",
 926 |     "&=\n",
 927 |     "\\frac{1}{2}\n",
 928 |     "(\\mathbf{w}^\\intercal\\boldsymbol{\\Phi}^\\intercal\\boldsymbol{\\Phi}\\mathbf{w} - 2\\mathbf{y}^\\intercal\\boldsymbol{\\Phi}\\mathbf{w} + \\mathbf{y}^\\intercal\\mathbf{y}\n",
 929 |     "+ \\color{red}{\\lambda\\mathbf{w}^\\intercal\\mathbf{w}})\\\\\n",
 930 |     "\\nabla_{\\mathbf{w}}E' &= \n",
 931 |     "\\boldsymbol{\\Phi}^\\intercal\\boldsymbol{\\Phi}\\mathbf{w} - \\boldsymbol{\\Phi}^\\intercal\\mathbf{y} + \\color{red}{\\lambda\\mathbf{w}} \\\\\n",
 932 |     "&=\n",
 933 |     "(\\boldsymbol{\\Phi}^\\intercal\\boldsymbol{\\Phi} + \\color{red}{\\lambda\\mathbf{I}})\\mathbf{w} - \\boldsymbol{\\Phi}^\\intercal\\mathbf{y} = 0 \\\\\n",
 934 |     "\\mathbf{w} &= (\\boldsymbol{\\Phi}^\\intercal\\boldsymbol{\\Phi} + \\color{red}{\\lambda\\mathbf{I}})^{-1}\\boldsymbol{\\Phi}^\\intercal\\mathbf{y}\\\\\n",
 935 |     "\\end{align*}\n",
 936 |     "$$"
 937 |    ]
 938 |   },
 939 |   {
 940 |    "cell_type": "markdown",
 941 |    "metadata": {},
 942 |    "source": [
 943 |     "### Napomene\n",
 944 |     "\n",
 945 |     "* Iznos parametra $w_j$ odgovara važnosti značajke, a predznak upućuje na njezin utjecaj (pozitivan ili negativan) na izlaznu vrijednost\n",
 946 |     "\n",
 947 |     "\n",
 948 |     "* Regularizacija smanjuje složenost modela na način da prigušuje vrijednosti pojedinih značajki, odnosno efektivno ih izbacuje (kada $w_j\\to0$)\n",
 949 |     "  * Ako je model nelinearan, to znači smanjivanje nelinearnosti\n",
 950 |     "  \n",
 951 |     "  \n",
 952 |     "* Težinu $w_0$ treba izuzeti iz regularizacijskog izraza (jer ona definira pomak) ili treba centrirati podatke tako da $\\overline{y}=0$, jer onda $w_0\\to0$\n",
 953 |     "\n",
 954 |     "\n",
 955 |     "* L2-regularizacija kažnjava težine proporcionalno njihovom iznosu (velike težine više, a manje težine manje) Teško će parametri biti pritegnuti baš na nulu. Zato **L2-regularizacija ne rezultira rijetkim modelima**\n",
 956 |     "\n",
 957 |     "\n",
 958 |     "* L1-regularizirana regresija rezultira rijetkim modelima, ali nema rješenja u zatvorenoj formi (međutim mogu se koristiti iterativni optimizacijski postupci\n",
 959 |     "\n",
 960 |     "\n",
 961 |     "* Regularizacija je korisna kod modela s puno parametara, jer je takve modele lako prenaučiti\n",
 962 |     "\n",
 963 |     "\n",
 964 |     "* Regularizacija smanjuje mogućnost prenaučenosti, ali ostaje problem odabira hiperparametra $\\lambda$\n",
 965 |     "  * Taj se odabir najčešće radi **unakrsnom provjerom**\n",
 966 |     "    \n",
 967 |     "    \n",
 968 |     "* **Q:** Koju optimalnu vrijednost za $\\lambda$ bismo dobili kada bismo optimizaciju radili na skupu za učenje?\n"
 969 |    ]
 970 |   },
 971 |   {
 972 |    "cell_type": "markdown",
 973 |    "metadata": {},
 974 |    "source": [
 975 |     "# Sažetak\n",
 976 |     "\n",
 977 |     "\n",
 978 |     "* **Linearan model regresije** linearan je u parametrima\n",
 979 |     "\n",
 980 |     "\n",
 981 |     "* Parametri linearnog modela uz kvadratnu funkciju gubitka imaju rješenje u zatvorenoj formi u obliku **pseudoinverza dizajn-matrice**\n",
 982 |     "\n",
 983 |     "\n",
 984 |     "* Nelinearnost regresijske funkcije ostvaruje se uporabom nelinearnih **baznih funkcija** (preslikavanjem ulaznog prostora u prostor značajki\n",
 985 |     "\n",
 986 |     "\n",
 987 |     "* Uz pretpostavku normalno distribuiranog šuma, **MLE je istovjetan postupku najmanjih kvadrata**, što daje probabilističko opravdanje za uporabu kvadratne funkcije gubitka\n",
 988 |     "\n",
 989 |     "\n",
 990 |     "* **Regularizacija smanjuje prenaučenost** ugradnjom dodatnog izraza u funkciju pogreške kojim se kažnjava složenost modela\n"
 991 |    ]
 992 |   }
 993 |  ],
 994 |  "metadata": {
 995 |   "kernelspec": {
 996 |    "display_name": "Python 2",
 997 |    "language": "python",
 998 |    "name": "python2"
 999 |   },
1000 |   "language_info": {
1001 |    "codemirror_mode": {
1002 |     "name": "ipython",
1003 |     "version": 2
1004 |    },
1005 |    "file_extension": ".py",
1006 |    "mimetype": "text/x-python",
1007 |    "name": "python",
1008 |    "nbconvert_exporter": "python",
1009 |    "pygments_lexer": "ipython2",
1010 |    "version": "2.7.6"
1011 |   }
1012 |  },
1013 |  "nbformat": 4,
1014 |  "nbformat_minor": 0
1015 | }
1016 | 


--------------------------------------------------------------------------------
/data/titanic-train.csv:
--------------------------------------------------------------------------------
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109 | 108,1,3,"Moss, Mr. Albert Johan",male,,0,0,312991,7.775,,S
110 | 109,0,3,"Rekic, Mr. Tido",male,38,0,0,349249,7.8958,,S
111 | 110,1,3,"Moran, Miss. Bertha",female,,1,0,371110,24.15,,Q
112 | 111,0,1,"Porter, Mr. Walter Chamberlain",male,47,0,0,110465,52,C110,S
113 | 112,0,3,"Zabour, Miss. Hileni",female,14.5,1,0,2665,14.4542,,C
114 | 113,0,3,"Barton, Mr. David John",male,22,0,0,324669,8.05,,S
115 | 114,0,3,"Jussila, Miss. Katriina",female,20,1,0,4136,9.825,,S
116 | 115,0,3,"Attalah, Miss. Malake",female,17,0,0,2627,14.4583,,C
117 | 116,0,3,"Pekoniemi, Mr. Edvard",male,21,0,0,STON/O 2. 3101294,7.925,,S
118 | 117,0,3,"Connors, Mr. Patrick",male,70.5,0,0,370369,7.75,,Q
119 | 118,0,2,"Turpin, Mr. William John Robert",male,29,1,0,11668,21,,S
120 | 119,0,1,"Baxter, Mr. Quigg Edmond",male,24,0,1,PC 17558,247.5208,B58 B60,C
121 | 120,0,3,"Andersson, Miss. Ellis Anna Maria",female,2,4,2,347082,31.275,,S
122 | 121,0,2,"Hickman, Mr. Stanley George",male,21,2,0,S.O.C. 14879,73.5,,S
123 | 122,0,3,"Moore, Mr. Leonard Charles",male,,0,0,A4. 54510,8.05,,S
124 | 123,0,2,"Nasser, Mr. Nicholas",male,32.5,1,0,237736,30.0708,,C
125 | 124,1,2,"Webber, Miss. Susan",female,32.5,0,0,27267,13,E101,S
126 | 125,0,1,"White, Mr. Percival Wayland",male,54,0,1,35281,77.2875,D26,S
127 | 126,1,3,"Nicola-Yarred, Master. Elias",male,12,1,0,2651,11.2417,,C
128 | 127,0,3,"McMahon, Mr. Martin",male,,0,0,370372,7.75,,Q
129 | 128,1,3,"Madsen, Mr. Fridtjof Arne",male,24,0,0,C 17369,7.1417,,S
130 | 129,1,3,"Peter, Miss. Anna",female,,1,1,2668,22.3583,F E69,C
131 | 130,0,3,"Ekstrom, Mr. Johan",male,45,0,0,347061,6.975,,S
132 | 131,0,3,"Drazenoic, Mr. Jozef",male,33,0,0,349241,7.8958,,C
133 | 132,0,3,"Coelho, Mr. Domingos Fernandeo",male,20,0,0,SOTON/O.Q. 3101307,7.05,,S
134 | 133,0,3,"Robins, Mrs. Alexander A (Grace Charity Laury)",female,47,1,0,A/5. 3337,14.5,,S
135 | 134,1,2,"Weisz, Mrs. Leopold (Mathilde Francoise Pede)",female,29,1,0,228414,26,,S
136 | 135,0,2,"Sobey, Mr. Samuel James Hayden",male,25,0,0,C.A. 29178,13,,S
137 | 136,0,2,"Richard, Mr. Emile",male,23,0,0,SC/PARIS 2133,15.0458,,C
138 | 137,1,1,"Newsom, Miss. Helen Monypeny",female,19,0,2,11752,26.2833,D47,S
139 | 138,0,1,"Futrelle, Mr. Jacques Heath",male,37,1,0,113803,53.1,C123,S
140 | 139,0,3,"Osen, Mr. Olaf Elon",male,16,0,0,7534,9.2167,,S
141 | 140,0,1,"Giglio, Mr. Victor",male,24,0,0,PC 17593,79.2,B86,C
142 | 141,0,3,"Boulos, Mrs. Joseph (Sultana)",female,,0,2,2678,15.2458,,C
143 | 142,1,3,"Nysten, Miss. Anna Sofia",female,22,0,0,347081,7.75,,S
144 | 143,1,3,"Hakkarainen, Mrs. Pekka Pietari (Elin Matilda Dolck)",female,24,1,0,STON/O2. 3101279,15.85,,S
145 | 144,0,3,"Burke, Mr. Jeremiah",male,19,0,0,365222,6.75,,Q
146 | 145,0,2,"Andrew, Mr. Edgardo Samuel",male,18,0,0,231945,11.5,,S
147 | 146,0,2,"Nicholls, Mr. Joseph Charles",male,19,1,1,C.A. 33112,36.75,,S
148 | 147,1,3,"Andersson, Mr. August Edvard (""Wennerstrom"")",male,27,0,0,350043,7.7958,,S
149 | 148,0,3,"Ford, Miss. Robina Maggie ""Ruby""",female,9,2,2,W./C. 6608,34.375,,S
150 | 149,0,2,"Navratil, Mr. Michel (""Louis M Hoffman"")",male,36.5,0,2,230080,26,F2,S
151 | 150,0,2,"Byles, Rev. Thomas Roussel Davids",male,42,0,0,244310,13,,S
152 | 151,0,2,"Bateman, Rev. Robert James",male,51,0,0,S.O.P. 1166,12.525,,S
153 | 152,1,1,"Pears, Mrs. Thomas (Edith Wearne)",female,22,1,0,113776,66.6,C2,S
154 | 153,0,3,"Meo, Mr. Alfonzo",male,55.5,0,0,A.5. 11206,8.05,,S
155 | 154,0,3,"van Billiard, Mr. Austin Blyler",male,40.5,0,2,A/5. 851,14.5,,S
156 | 155,0,3,"Olsen, Mr. Ole Martin",male,,0,0,Fa 265302,7.3125,,S
157 | 156,0,1,"Williams, Mr. Charles Duane",male,51,0,1,PC 17597,61.3792,,C
158 | 157,1,3,"Gilnagh, Miss. Katherine ""Katie""",female,16,0,0,35851,7.7333,,Q
159 | 158,0,3,"Corn, Mr. Harry",male,30,0,0,SOTON/OQ 392090,8.05,,S
160 | 159,0,3,"Smiljanic, Mr. Mile",male,,0,0,315037,8.6625,,S
161 | 160,0,3,"Sage, Master. Thomas Henry",male,,8,2,CA. 2343,69.55,,S
162 | 161,0,3,"Cribb, Mr. John Hatfield",male,44,0,1,371362,16.1,,S
163 | 162,1,2,"Watt, Mrs. James (Elizabeth ""Bessie"" Inglis Milne)",female,40,0,0,C.A. 33595,15.75,,S
164 | 163,0,3,"Bengtsson, Mr. John Viktor",male,26,0,0,347068,7.775,,S
165 | 164,0,3,"Calic, Mr. Jovo",male,17,0,0,315093,8.6625,,S
166 | 165,0,3,"Panula, Master. Eino Viljami",male,1,4,1,3101295,39.6875,,S
167 | 166,1,3,"Goldsmith, Master. Frank John William ""Frankie""",male,9,0,2,363291,20.525,,S
168 | 167,1,1,"Chibnall, Mrs. (Edith Martha Bowerman)",female,,0,1,113505,55,E33,S
169 | 168,0,3,"Skoog, Mrs. William (Anna Bernhardina Karlsson)",female,45,1,4,347088,27.9,,S
170 | 169,0,1,"Baumann, Mr. John D",male,,0,0,PC 17318,25.925,,S
171 | 170,0,3,"Ling, Mr. Lee",male,28,0,0,1601,56.4958,,S
172 | 171,0,1,"Van der hoef, Mr. Wyckoff",male,61,0,0,111240,33.5,B19,S
173 | 172,0,3,"Rice, Master. Arthur",male,4,4,1,382652,29.125,,Q
174 | 173,1,3,"Johnson, Miss. Eleanor Ileen",female,1,1,1,347742,11.1333,,S
175 | 174,0,3,"Sivola, Mr. Antti Wilhelm",male,21,0,0,STON/O 2. 3101280,7.925,,S
176 | 175,0,1,"Smith, Mr. James Clinch",male,56,0,0,17764,30.6958,A7,C
177 | 176,0,3,"Klasen, Mr. Klas Albin",male,18,1,1,350404,7.8542,,S
178 | 177,0,3,"Lefebre, Master. Henry Forbes",male,,3,1,4133,25.4667,,S
179 | 178,0,1,"Isham, Miss. Ann Elizabeth",female,50,0,0,PC 17595,28.7125,C49,C
180 | 179,0,2,"Hale, Mr. Reginald",male,30,0,0,250653,13,,S
181 | 180,0,3,"Leonard, Mr. Lionel",male,36,0,0,LINE,0,,S
182 | 181,0,3,"Sage, Miss. Constance Gladys",female,,8,2,CA. 2343,69.55,,S
183 | 182,0,2,"Pernot, Mr. Rene",male,,0,0,SC/PARIS 2131,15.05,,C
184 | 183,0,3,"Asplund, Master. Clarence Gustaf Hugo",male,9,4,2,347077,31.3875,,S
185 | 184,1,2,"Becker, Master. Richard F",male,1,2,1,230136,39,F4,S
186 | 185,1,3,"Kink-Heilmann, Miss. Luise Gretchen",female,4,0,2,315153,22.025,,S
187 | 186,0,1,"Rood, Mr. Hugh Roscoe",male,,0,0,113767,50,A32,S
188 | 187,1,3,"O'Brien, Mrs. Thomas (Johanna ""Hannah"" Godfrey)",female,,1,0,370365,15.5,,Q
189 | 188,1,1,"Romaine, Mr. Charles Hallace (""Mr C Rolmane"")",male,45,0,0,111428,26.55,,S
190 | 189,0,3,"Bourke, Mr. John",male,40,1,1,364849,15.5,,Q
191 | 190,0,3,"Turcin, Mr. Stjepan",male,36,0,0,349247,7.8958,,S
192 | 191,1,2,"Pinsky, Mrs. (Rosa)",female,32,0,0,234604,13,,S
193 | 192,0,2,"Carbines, Mr. William",male,19,0,0,28424,13,,S
194 | 193,1,3,"Andersen-Jensen, Miss. Carla Christine Nielsine",female,19,1,0,350046,7.8542,,S
195 | 194,1,2,"Navratil, Master. Michel M",male,3,1,1,230080,26,F2,S
196 | 195,1,1,"Brown, Mrs. James Joseph (Margaret Tobin)",female,44,0,0,PC 17610,27.7208,B4,C
197 | 196,1,1,"Lurette, Miss. Elise",female,58,0,0,PC 17569,146.5208,B80,C
198 | 197,0,3,"Mernagh, Mr. Robert",male,,0,0,368703,7.75,,Q
199 | 198,0,3,"Olsen, Mr. Karl Siegwart Andreas",male,42,0,1,4579,8.4042,,S
200 | 199,1,3,"Madigan, Miss. Margaret ""Maggie""",female,,0,0,370370,7.75,,Q
201 | 200,0,2,"Yrois, Miss. Henriette (""Mrs Harbeck"")",female,24,0,0,248747,13,,S
202 | 201,0,3,"Vande Walle, Mr. Nestor Cyriel",male,28,0,0,345770,9.5,,S
203 | 202,0,3,"Sage, Mr. Frederick",male,,8,2,CA. 2343,69.55,,S
204 | 203,0,3,"Johanson, Mr. Jakob Alfred",male,34,0,0,3101264,6.4958,,S
205 | 204,0,3,"Youseff, Mr. Gerious",male,45.5,0,0,2628,7.225,,C
206 | 205,1,3,"Cohen, Mr. Gurshon ""Gus""",male,18,0,0,A/5 3540,8.05,,S
207 | 206,0,3,"Strom, Miss. Telma Matilda",female,2,0,1,347054,10.4625,G6,S
208 | 207,0,3,"Backstrom, Mr. Karl Alfred",male,32,1,0,3101278,15.85,,S
209 | 208,1,3,"Albimona, Mr. Nassef Cassem",male,26,0,0,2699,18.7875,,C
210 | 209,1,3,"Carr, Miss. Helen ""Ellen""",female,16,0,0,367231,7.75,,Q
211 | 210,1,1,"Blank, Mr. Henry",male,40,0,0,112277,31,A31,C
212 | 211,0,3,"Ali, Mr. Ahmed",male,24,0,0,SOTON/O.Q. 3101311,7.05,,S
213 | 212,1,2,"Cameron, Miss. Clear Annie",female,35,0,0,F.C.C. 13528,21,,S
214 | 213,0,3,"Perkin, Mr. John Henry",male,22,0,0,A/5 21174,7.25,,S
215 | 214,0,2,"Givard, Mr. Hans Kristensen",male,30,0,0,250646,13,,S
216 | 215,0,3,"Kiernan, Mr. Philip",male,,1,0,367229,7.75,,Q
217 | 216,1,1,"Newell, Miss. Madeleine",female,31,1,0,35273,113.275,D36,C
218 | 217,1,3,"Honkanen, Miss. Eliina",female,27,0,0,STON/O2. 3101283,7.925,,S
219 | 218,0,2,"Jacobsohn, Mr. Sidney Samuel",male,42,1,0,243847,27,,S
220 | 219,1,1,"Bazzani, Miss. Albina",female,32,0,0,11813,76.2917,D15,C
221 | 220,0,2,"Harris, Mr. Walter",male,30,0,0,W/C 14208,10.5,,S
222 | 221,1,3,"Sunderland, Mr. Victor Francis",male,16,0,0,SOTON/OQ 392089,8.05,,S
223 | 222,0,2,"Bracken, Mr. James H",male,27,0,0,220367,13,,S
224 | 223,0,3,"Green, Mr. George Henry",male,51,0,0,21440,8.05,,S
225 | 224,0,3,"Nenkoff, Mr. Christo",male,,0,0,349234,7.8958,,S
226 | 225,1,1,"Hoyt, Mr. Frederick Maxfield",male,38,1,0,19943,90,C93,S
227 | 226,0,3,"Berglund, Mr. Karl Ivar Sven",male,22,0,0,PP 4348,9.35,,S
228 | 227,1,2,"Mellors, Mr. William John",male,19,0,0,SW/PP 751,10.5,,S
229 | 228,0,3,"Lovell, Mr. John Hall (""Henry"")",male,20.5,0,0,A/5 21173,7.25,,S
230 | 229,0,2,"Fahlstrom, Mr. Arne Jonas",male,18,0,0,236171,13,,S
231 | 230,0,3,"Lefebre, Miss. Mathilde",female,,3,1,4133,25.4667,,S
232 | 231,1,1,"Harris, Mrs. Henry Birkhardt (Irene Wallach)",female,35,1,0,36973,83.475,C83,S
233 | 232,0,3,"Larsson, Mr. Bengt Edvin",male,29,0,0,347067,7.775,,S
234 | 233,0,2,"Sjostedt, Mr. Ernst Adolf",male,59,0,0,237442,13.5,,S
235 | 234,1,3,"Asplund, Miss. Lillian Gertrud",female,5,4,2,347077,31.3875,,S
236 | 235,0,2,"Leyson, Mr. Robert William Norman",male,24,0,0,C.A. 29566,10.5,,S
237 | 236,0,3,"Harknett, Miss. Alice Phoebe",female,,0,0,W./C. 6609,7.55,,S
238 | 237,0,2,"Hold, Mr. Stephen",male,44,1,0,26707,26,,S
239 | 238,1,2,"Collyer, Miss. Marjorie ""Lottie""",female,8,0,2,C.A. 31921,26.25,,S
240 | 239,0,2,"Pengelly, Mr. Frederick William",male,19,0,0,28665,10.5,,S
241 | 240,0,2,"Hunt, Mr. George Henry",male,33,0,0,SCO/W 1585,12.275,,S
242 | 241,0,3,"Zabour, Miss. Thamine",female,,1,0,2665,14.4542,,C
243 | 242,1,3,"Murphy, Miss. Katherine ""Kate""",female,,1,0,367230,15.5,,Q
244 | 243,0,2,"Coleridge, Mr. Reginald Charles",male,29,0,0,W./C. 14263,10.5,,S
245 | 244,0,3,"Maenpaa, Mr. Matti Alexanteri",male,22,0,0,STON/O 2. 3101275,7.125,,S
246 | 245,0,3,"Attalah, Mr. Sleiman",male,30,0,0,2694,7.225,,C
247 | 246,0,1,"Minahan, Dr. William Edward",male,44,2,0,19928,90,C78,Q
248 | 247,0,3,"Lindahl, Miss. Agda Thorilda Viktoria",female,25,0,0,347071,7.775,,S
249 | 248,1,2,"Hamalainen, Mrs. William (Anna)",female,24,0,2,250649,14.5,,S
250 | 249,1,1,"Beckwith, Mr. Richard Leonard",male,37,1,1,11751,52.5542,D35,S
251 | 250,0,2,"Carter, Rev. Ernest Courtenay",male,54,1,0,244252,26,,S
252 | 251,0,3,"Reed, Mr. James George",male,,0,0,362316,7.25,,S
253 | 252,0,3,"Strom, Mrs. Wilhelm (Elna Matilda Persson)",female,29,1,1,347054,10.4625,G6,S
254 | 253,0,1,"Stead, Mr. William Thomas",male,62,0,0,113514,26.55,C87,S
255 | 254,0,3,"Lobb, Mr. William Arthur",male,30,1,0,A/5. 3336,16.1,,S
256 | 255,0,3,"Rosblom, Mrs. Viktor (Helena Wilhelmina)",female,41,0,2,370129,20.2125,,S
257 | 256,1,3,"Touma, Mrs. Darwis (Hanne Youssef Razi)",female,29,0,2,2650,15.2458,,C
258 | 257,1,1,"Thorne, Mrs. Gertrude Maybelle",female,,0,0,PC 17585,79.2,,C
259 | 258,1,1,"Cherry, Miss. Gladys",female,30,0,0,110152,86.5,B77,S
260 | 259,1,1,"Ward, Miss. Anna",female,35,0,0,PC 17755,512.3292,,C
261 | 260,1,2,"Parrish, Mrs. (Lutie Davis)",female,50,0,1,230433,26,,S
262 | 261,0,3,"Smith, Mr. Thomas",male,,0,0,384461,7.75,,Q
263 | 262,1,3,"Asplund, Master. Edvin Rojj Felix",male,3,4,2,347077,31.3875,,S
264 | 263,0,1,"Taussig, Mr. Emil",male,52,1,1,110413,79.65,E67,S
265 | 264,0,1,"Harrison, Mr. William",male,40,0,0,112059,0,B94,S
266 | 265,0,3,"Henry, Miss. Delia",female,,0,0,382649,7.75,,Q
267 | 266,0,2,"Reeves, Mr. David",male,36,0,0,C.A. 17248,10.5,,S
268 | 267,0,3,"Panula, Mr. Ernesti Arvid",male,16,4,1,3101295,39.6875,,S
269 | 268,1,3,"Persson, Mr. Ernst Ulrik",male,25,1,0,347083,7.775,,S
270 | 269,1,1,"Graham, Mrs. William Thompson (Edith Junkins)",female,58,0,1,PC 17582,153.4625,C125,S
271 | 270,1,1,"Bissette, Miss. Amelia",female,35,0,0,PC 17760,135.6333,C99,S
272 | 271,0,1,"Cairns, Mr. Alexander",male,,0,0,113798,31,,S
273 | 272,1,3,"Tornquist, Mr. William Henry",male,25,0,0,LINE,0,,S
274 | 273,1,2,"Mellinger, Mrs. (Elizabeth Anne Maidment)",female,41,0,1,250644,19.5,,S
275 | 274,0,1,"Natsch, Mr. Charles H",male,37,0,1,PC 17596,29.7,C118,C
276 | 275,1,3,"Healy, Miss. Hanora ""Nora""",female,,0,0,370375,7.75,,Q
277 | 276,1,1,"Andrews, Miss. Kornelia Theodosia",female,63,1,0,13502,77.9583,D7,S
278 | 277,0,3,"Lindblom, Miss. Augusta Charlotta",female,45,0,0,347073,7.75,,S
279 | 278,0,2,"Parkes, Mr. Francis ""Frank""",male,,0,0,239853,0,,S
280 | 279,0,3,"Rice, Master. Eric",male,7,4,1,382652,29.125,,Q
281 | 280,1,3,"Abbott, Mrs. Stanton (Rosa Hunt)",female,35,1,1,C.A. 2673,20.25,,S
282 | 281,0,3,"Duane, Mr. Frank",male,65,0,0,336439,7.75,,Q
283 | 282,0,3,"Olsson, Mr. Nils Johan Goransson",male,28,0,0,347464,7.8542,,S
284 | 283,0,3,"de Pelsmaeker, Mr. Alfons",male,16,0,0,345778,9.5,,S
285 | 284,1,3,"Dorking, Mr. Edward Arthur",male,19,0,0,A/5. 10482,8.05,,S
286 | 285,0,1,"Smith, Mr. Richard William",male,,0,0,113056,26,A19,S
287 | 286,0,3,"Stankovic, Mr. Ivan",male,33,0,0,349239,8.6625,,C
288 | 287,1,3,"de Mulder, Mr. Theodore",male,30,0,0,345774,9.5,,S
289 | 288,0,3,"Naidenoff, Mr. Penko",male,22,0,0,349206,7.8958,,S
290 | 289,1,2,"Hosono, Mr. Masabumi",male,42,0,0,237798,13,,S
291 | 290,1,3,"Connolly, Miss. Kate",female,22,0,0,370373,7.75,,Q
292 | 291,1,1,"Barber, Miss. Ellen ""Nellie""",female,26,0,0,19877,78.85,,S
293 | 292,1,1,"Bishop, Mrs. Dickinson H (Helen Walton)",female,19,1,0,11967,91.0792,B49,C
294 | 293,0,2,"Levy, Mr. Rene Jacques",male,36,0,0,SC/Paris 2163,12.875,D,C
295 | 294,0,3,"Haas, Miss. Aloisia",female,24,0,0,349236,8.85,,S
296 | 295,0,3,"Mineff, Mr. Ivan",male,24,0,0,349233,7.8958,,S
297 | 296,0,1,"Lewy, Mr. Ervin G",male,,0,0,PC 17612,27.7208,,C
298 | 297,0,3,"Hanna, Mr. Mansour",male,23.5,0,0,2693,7.2292,,C
299 | 298,0,1,"Allison, Miss. Helen Loraine",female,2,1,2,113781,151.55,C22 C26,S
300 | 299,1,1,"Saalfeld, Mr. Adolphe",male,,0,0,19988,30.5,C106,S
301 | 300,1,1,"Baxter, Mrs. James (Helene DeLaudeniere Chaput)",female,50,0,1,PC 17558,247.5208,B58 B60,C
302 | 301,1,3,"Kelly, Miss. Anna Katherine ""Annie Kate""",female,,0,0,9234,7.75,,Q
303 | 302,1,3,"McCoy, Mr. Bernard",male,,2,0,367226,23.25,,Q
304 | 303,0,3,"Johnson, Mr. William Cahoone Jr",male,19,0,0,LINE,0,,S
305 | 304,1,2,"Keane, Miss. Nora A",female,,0,0,226593,12.35,E101,Q
306 | 305,0,3,"Williams, Mr. Howard Hugh ""Harry""",male,,0,0,A/5 2466,8.05,,S
307 | 306,1,1,"Allison, Master. Hudson Trevor",male,0.92,1,2,113781,151.55,C22 C26,S
308 | 307,1,1,"Fleming, Miss. Margaret",female,,0,0,17421,110.8833,,C
309 | 308,1,1,"Penasco y Castellana, Mrs. Victor de Satode (Maria Josefa Perez de Soto y Vallejo)",female,17,1,0,PC 17758,108.9,C65,C
310 | 309,0,2,"Abelson, Mr. Samuel",male,30,1,0,P/PP 3381,24,,C
311 | 310,1,1,"Francatelli, Miss. Laura Mabel",female,30,0,0,PC 17485,56.9292,E36,C
312 | 311,1,1,"Hays, Miss. Margaret Bechstein",female,24,0,0,11767,83.1583,C54,C
313 | 312,1,1,"Ryerson, Miss. Emily Borie",female,18,2,2,PC 17608,262.375,B57 B59 B63 B66,C
314 | 313,0,2,"Lahtinen, Mrs. William (Anna Sylfven)",female,26,1,1,250651,26,,S
315 | 314,0,3,"Hendekovic, Mr. Ignjac",male,28,0,0,349243,7.8958,,S
316 | 315,0,2,"Hart, Mr. Benjamin",male,43,1,1,F.C.C. 13529,26.25,,S
317 | 316,1,3,"Nilsson, Miss. Helmina Josefina",female,26,0,0,347470,7.8542,,S
318 | 317,1,2,"Kantor, Mrs. Sinai (Miriam Sternin)",female,24,1,0,244367,26,,S
319 | 318,0,2,"Moraweck, Dr. Ernest",male,54,0,0,29011,14,,S
320 | 319,1,1,"Wick, Miss. Mary Natalie",female,31,0,2,36928,164.8667,C7,S
321 | 320,1,1,"Spedden, Mrs. Frederic Oakley (Margaretta Corning Stone)",female,40,1,1,16966,134.5,E34,C
322 | 321,0,3,"Dennis, Mr. Samuel",male,22,0,0,A/5 21172,7.25,,S
323 | 322,0,3,"Danoff, Mr. Yoto",male,27,0,0,349219,7.8958,,S
324 | 323,1,2,"Slayter, Miss. Hilda Mary",female,30,0,0,234818,12.35,,Q
325 | 324,1,2,"Caldwell, Mrs. Albert Francis (Sylvia Mae Harbaugh)",female,22,1,1,248738,29,,S
326 | 325,0,3,"Sage, Mr. George John Jr",male,,8,2,CA. 2343,69.55,,S
327 | 326,1,1,"Young, Miss. Marie Grice",female,36,0,0,PC 17760,135.6333,C32,C
328 | 327,0,3,"Nysveen, Mr. Johan Hansen",male,61,0,0,345364,6.2375,,S
329 | 328,1,2,"Ball, Mrs. (Ada E Hall)",female,36,0,0,28551,13,D,S
330 | 329,1,3,"Goldsmith, Mrs. Frank John (Emily Alice Brown)",female,31,1,1,363291,20.525,,S
331 | 330,1,1,"Hippach, Miss. Jean Gertrude",female,16,0,1,111361,57.9792,B18,C
332 | 331,1,3,"McCoy, Miss. Agnes",female,,2,0,367226,23.25,,Q
333 | 332,0,1,"Partner, Mr. Austen",male,45.5,0,0,113043,28.5,C124,S
334 | 333,0,1,"Graham, Mr. George Edward",male,38,0,1,PC 17582,153.4625,C91,S
335 | 334,0,3,"Vander Planke, Mr. Leo Edmondus",male,16,2,0,345764,18,,S
336 | 335,1,1,"Frauenthal, Mrs. Henry William (Clara Heinsheimer)",female,,1,0,PC 17611,133.65,,S
337 | 336,0,3,"Denkoff, Mr. Mitto",male,,0,0,349225,7.8958,,S
338 | 337,0,1,"Pears, Mr. Thomas Clinton",male,29,1,0,113776,66.6,C2,S
339 | 338,1,1,"Burns, Miss. Elizabeth Margaret",female,41,0,0,16966,134.5,E40,C
340 | 339,1,3,"Dahl, Mr. Karl Edwart",male,45,0,0,7598,8.05,,S
341 | 340,0,1,"Blackwell, Mr. Stephen Weart",male,45,0,0,113784,35.5,T,S
342 | 341,1,2,"Navratil, Master. Edmond Roger",male,2,1,1,230080,26,F2,S
343 | 342,1,1,"Fortune, Miss. Alice Elizabeth",female,24,3,2,19950,263,C23 C25 C27,S
344 | 343,0,2,"Collander, Mr. Erik Gustaf",male,28,0,0,248740,13,,S
345 | 344,0,2,"Sedgwick, Mr. Charles Frederick Waddington",male,25,0,0,244361,13,,S
346 | 345,0,2,"Fox, Mr. Stanley Hubert",male,36,0,0,229236,13,,S
347 | 346,1,2,"Brown, Miss. Amelia ""Mildred""",female,24,0,0,248733,13,F33,S
348 | 347,1,2,"Smith, Miss. Marion Elsie",female,40,0,0,31418,13,,S
349 | 348,1,3,"Davison, Mrs. Thomas Henry (Mary E Finck)",female,,1,0,386525,16.1,,S
350 | 349,1,3,"Coutts, Master. William Loch ""William""",male,3,1,1,C.A. 37671,15.9,,S
351 | 350,0,3,"Dimic, Mr. Jovan",male,42,0,0,315088,8.6625,,S
352 | 351,0,3,"Odahl, Mr. Nils Martin",male,23,0,0,7267,9.225,,S
353 | 352,0,1,"Williams-Lambert, Mr. Fletcher Fellows",male,,0,0,113510,35,C128,S
354 | 353,0,3,"Elias, Mr. Tannous",male,15,1,1,2695,7.2292,,C
355 | 354,0,3,"Arnold-Franchi, Mr. Josef",male,25,1,0,349237,17.8,,S
356 | 355,0,3,"Yousif, Mr. Wazli",male,,0,0,2647,7.225,,C
357 | 356,0,3,"Vanden Steen, Mr. Leo Peter",male,28,0,0,345783,9.5,,S
358 | 357,1,1,"Bowerman, Miss. Elsie Edith",female,22,0,1,113505,55,E33,S
359 | 358,0,2,"Funk, Miss. Annie Clemmer",female,38,0,0,237671,13,,S
360 | 359,1,3,"McGovern, Miss. Mary",female,,0,0,330931,7.8792,,Q
361 | 360,1,3,"Mockler, Miss. Helen Mary ""Ellie""",female,,0,0,330980,7.8792,,Q
362 | 361,0,3,"Skoog, Mr. Wilhelm",male,40,1,4,347088,27.9,,S
363 | 362,0,2,"del Carlo, Mr. Sebastiano",male,29,1,0,SC/PARIS 2167,27.7208,,C
364 | 363,0,3,"Barbara, Mrs. (Catherine David)",female,45,0,1,2691,14.4542,,C
365 | 364,0,3,"Asim, Mr. Adola",male,35,0,0,SOTON/O.Q. 3101310,7.05,,S
366 | 365,0,3,"O'Brien, Mr. Thomas",male,,1,0,370365,15.5,,Q
367 | 366,0,3,"Adahl, Mr. Mauritz Nils Martin",male,30,0,0,C 7076,7.25,,S
368 | 367,1,1,"Warren, Mrs. Frank Manley (Anna Sophia Atkinson)",female,60,1,0,110813,75.25,D37,C
369 | 368,1,3,"Moussa, Mrs. (Mantoura Boulos)",female,,0,0,2626,7.2292,,C
370 | 369,1,3,"Jermyn, Miss. Annie",female,,0,0,14313,7.75,,Q
371 | 370,1,1,"Aubart, Mme. Leontine Pauline",female,24,0,0,PC 17477,69.3,B35,C
372 | 371,1,1,"Harder, Mr. George Achilles",male,25,1,0,11765,55.4417,E50,C
373 | 372,0,3,"Wiklund, Mr. Jakob Alfred",male,18,1,0,3101267,6.4958,,S
374 | 373,0,3,"Beavan, Mr. William Thomas",male,19,0,0,323951,8.05,,S
375 | 374,0,1,"Ringhini, Mr. Sante",male,22,0,0,PC 17760,135.6333,,C
376 | 375,0,3,"Palsson, Miss. Stina Viola",female,3,3,1,349909,21.075,,S
377 | 376,1,1,"Meyer, Mrs. Edgar Joseph (Leila Saks)",female,,1,0,PC 17604,82.1708,,C
378 | 377,1,3,"Landergren, Miss. Aurora Adelia",female,22,0,0,C 7077,7.25,,S
379 | 378,0,1,"Widener, Mr. Harry Elkins",male,27,0,2,113503,211.5,C82,C
380 | 379,0,3,"Betros, Mr. Tannous",male,20,0,0,2648,4.0125,,C
381 | 380,0,3,"Gustafsson, Mr. Karl Gideon",male,19,0,0,347069,7.775,,S
382 | 381,1,1,"Bidois, Miss. Rosalie",female,42,0,0,PC 17757,227.525,,C
383 | 382,1,3,"Nakid, Miss. Maria (""Mary"")",female,1,0,2,2653,15.7417,,C
384 | 383,0,3,"Tikkanen, Mr. Juho",male,32,0,0,STON/O 2. 3101293,7.925,,S
385 | 384,1,1,"Holverson, Mrs. Alexander Oskar (Mary Aline Towner)",female,35,1,0,113789,52,,S
386 | 385,0,3,"Plotcharsky, Mr. Vasil",male,,0,0,349227,7.8958,,S
387 | 386,0,2,"Davies, Mr. Charles Henry",male,18,0,0,S.O.C. 14879,73.5,,S
388 | 387,0,3,"Goodwin, Master. Sidney Leonard",male,1,5,2,CA 2144,46.9,,S
389 | 388,1,2,"Buss, Miss. Kate",female,36,0,0,27849,13,,S
390 | 389,0,3,"Sadlier, Mr. Matthew",male,,0,0,367655,7.7292,,Q
391 | 390,1,2,"Lehmann, Miss. Bertha",female,17,0,0,SC 1748,12,,C
392 | 391,1,1,"Carter, Mr. William Ernest",male,36,1,2,113760,120,B96 B98,S
393 | 392,1,3,"Jansson, Mr. Carl Olof",male,21,0,0,350034,7.7958,,S
394 | 393,0,3,"Gustafsson, Mr. Johan Birger",male,28,2,0,3101277,7.925,,S
395 | 394,1,1,"Newell, Miss. Marjorie",female,23,1,0,35273,113.275,D36,C
396 | 395,1,3,"Sandstrom, Mrs. Hjalmar (Agnes Charlotta Bengtsson)",female,24,0,2,PP 9549,16.7,G6,S
397 | 396,0,3,"Johansson, Mr. Erik",male,22,0,0,350052,7.7958,,S
398 | 397,0,3,"Olsson, Miss. Elina",female,31,0,0,350407,7.8542,,S
399 | 398,0,2,"McKane, Mr. Peter David",male,46,0,0,28403,26,,S
400 | 399,0,2,"Pain, Dr. Alfred",male,23,0,0,244278,10.5,,S
401 | 400,1,2,"Trout, Mrs. William H (Jessie L)",female,28,0,0,240929,12.65,,S
402 | 401,1,3,"Niskanen, Mr. Juha",male,39,0,0,STON/O 2. 3101289,7.925,,S
403 | 402,0,3,"Adams, Mr. John",male,26,0,0,341826,8.05,,S
404 | 403,0,3,"Jussila, Miss. Mari Aina",female,21,1,0,4137,9.825,,S
405 | 404,0,3,"Hakkarainen, Mr. Pekka Pietari",male,28,1,0,STON/O2. 3101279,15.85,,S
406 | 405,0,3,"Oreskovic, Miss. Marija",female,20,0,0,315096,8.6625,,S
407 | 406,0,2,"Gale, Mr. Shadrach",male,34,1,0,28664,21,,S
408 | 407,0,3,"Widegren, Mr. Carl/Charles Peter",male,51,0,0,347064,7.75,,S
409 | 408,1,2,"Richards, Master. William Rowe",male,3,1,1,29106,18.75,,S
410 | 409,0,3,"Birkeland, Mr. Hans Martin Monsen",male,21,0,0,312992,7.775,,S
411 | 410,0,3,"Lefebre, Miss. Ida",female,,3,1,4133,25.4667,,S
412 | 411,0,3,"Sdycoff, Mr. Todor",male,,0,0,349222,7.8958,,S
413 | 412,0,3,"Hart, Mr. Henry",male,,0,0,394140,6.8583,,Q
414 | 413,1,1,"Minahan, Miss. Daisy E",female,33,1,0,19928,90,C78,Q
415 | 414,0,2,"Cunningham, Mr. Alfred Fleming",male,,0,0,239853,0,,S
416 | 415,1,3,"Sundman, Mr. Johan Julian",male,44,0,0,STON/O 2. 3101269,7.925,,S
417 | 416,0,3,"Meek, Mrs. Thomas (Annie Louise Rowley)",female,,0,0,343095,8.05,,S
418 | 417,1,2,"Drew, Mrs. James Vivian (Lulu Thorne Christian)",female,34,1,1,28220,32.5,,S
419 | 418,1,2,"Silven, Miss. Lyyli Karoliina",female,18,0,2,250652,13,,S
420 | 419,0,2,"Matthews, Mr. William John",male,30,0,0,28228,13,,S
421 | 420,0,3,"Van Impe, Miss. Catharina",female,10,0,2,345773,24.15,,S
422 | 421,0,3,"Gheorgheff, Mr. Stanio",male,,0,0,349254,7.8958,,C
423 | 422,0,3,"Charters, Mr. David",male,21,0,0,A/5. 13032,7.7333,,Q
424 | 423,0,3,"Zimmerman, Mr. Leo",male,29,0,0,315082,7.875,,S
425 | 424,0,3,"Danbom, Mrs. Ernst Gilbert (Anna Sigrid Maria Brogren)",female,28,1,1,347080,14.4,,S
426 | 425,0,3,"Rosblom, Mr. Viktor Richard",male,18,1,1,370129,20.2125,,S
427 | 426,0,3,"Wiseman, Mr. Phillippe",male,,0,0,A/4. 34244,7.25,,S
428 | 427,1,2,"Clarke, Mrs. Charles V (Ada Maria Winfield)",female,28,1,0,2003,26,,S
429 | 428,1,2,"Phillips, Miss. Kate Florence (""Mrs Kate Louise Phillips Marshall"")",female,19,0,0,250655,26,,S
430 | 429,0,3,"Flynn, Mr. James",male,,0,0,364851,7.75,,Q
431 | 430,1,3,"Pickard, Mr. Berk (Berk Trembisky)",male,32,0,0,SOTON/O.Q. 392078,8.05,E10,S
432 | 431,1,1,"Bjornstrom-Steffansson, Mr. Mauritz Hakan",male,28,0,0,110564,26.55,C52,S
433 | 432,1,3,"Thorneycroft, Mrs. Percival (Florence Kate White)",female,,1,0,376564,16.1,,S
434 | 433,1,2,"Louch, Mrs. Charles Alexander (Alice Adelaide Slow)",female,42,1,0,SC/AH 3085,26,,S
435 | 434,0,3,"Kallio, Mr. Nikolai Erland",male,17,0,0,STON/O 2. 3101274,7.125,,S
436 | 435,0,1,"Silvey, Mr. William Baird",male,50,1,0,13507,55.9,E44,S
437 | 436,1,1,"Carter, Miss. Lucile Polk",female,14,1,2,113760,120,B96 B98,S
438 | 437,0,3,"Ford, Miss. Doolina Margaret ""Daisy""",female,21,2,2,W./C. 6608,34.375,,S
439 | 438,1,2,"Richards, Mrs. Sidney (Emily Hocking)",female,24,2,3,29106,18.75,,S
440 | 439,0,1,"Fortune, Mr. Mark",male,64,1,4,19950,263,C23 C25 C27,S
441 | 440,0,2,"Kvillner, Mr. Johan Henrik Johannesson",male,31,0,0,C.A. 18723,10.5,,S
442 | 441,1,2,"Hart, Mrs. Benjamin (Esther Ada Bloomfield)",female,45,1,1,F.C.C. 13529,26.25,,S
443 | 442,0,3,"Hampe, Mr. Leon",male,20,0,0,345769,9.5,,S
444 | 443,0,3,"Petterson, Mr. Johan Emil",male,25,1,0,347076,7.775,,S
445 | 444,1,2,"Reynaldo, Ms. Encarnacion",female,28,0,0,230434,13,,S
446 | 445,1,3,"Johannesen-Bratthammer, Mr. Bernt",male,,0,0,65306,8.1125,,S
447 | 446,1,1,"Dodge, Master. Washington",male,4,0,2,33638,81.8583,A34,S
448 | 447,1,2,"Mellinger, Miss. Madeleine Violet",female,13,0,1,250644,19.5,,S
449 | 448,1,1,"Seward, Mr. Frederic Kimber",male,34,0,0,113794,26.55,,S
450 | 449,1,3,"Baclini, Miss. Marie Catherine",female,5,2,1,2666,19.2583,,C
451 | 450,1,1,"Peuchen, Major. Arthur Godfrey",male,52,0,0,113786,30.5,C104,S
452 | 451,0,2,"West, Mr. Edwy Arthur",male,36,1,2,C.A. 34651,27.75,,S
453 | 452,0,3,"Hagland, Mr. Ingvald Olai Olsen",male,,1,0,65303,19.9667,,S
454 | 453,0,1,"Foreman, Mr. Benjamin Laventall",male,30,0,0,113051,27.75,C111,C
455 | 454,1,1,"Goldenberg, Mr. Samuel L",male,49,1,0,17453,89.1042,C92,C
456 | 455,0,3,"Peduzzi, Mr. Joseph",male,,0,0,A/5 2817,8.05,,S
457 | 456,1,3,"Jalsevac, Mr. Ivan",male,29,0,0,349240,7.8958,,C
458 | 457,0,1,"Millet, Mr. Francis Davis",male,65,0,0,13509,26.55,E38,S
459 | 458,1,1,"Kenyon, Mrs. Frederick R (Marion)",female,,1,0,17464,51.8625,D21,S
460 | 459,1,2,"Toomey, Miss. Ellen",female,50,0,0,F.C.C. 13531,10.5,,S
461 | 460,0,3,"O'Connor, Mr. Maurice",male,,0,0,371060,7.75,,Q
462 | 461,1,1,"Anderson, Mr. Harry",male,48,0,0,19952,26.55,E12,S
463 | 462,0,3,"Morley, Mr. William",male,34,0,0,364506,8.05,,S
464 | 463,0,1,"Gee, Mr. Arthur H",male,47,0,0,111320,38.5,E63,S
465 | 464,0,2,"Milling, Mr. Jacob Christian",male,48,0,0,234360,13,,S
466 | 465,0,3,"Maisner, Mr. Simon",male,,0,0,A/S 2816,8.05,,S
467 | 466,0,3,"Goncalves, Mr. Manuel Estanslas",male,38,0,0,SOTON/O.Q. 3101306,7.05,,S
468 | 467,0,2,"Campbell, Mr. William",male,,0,0,239853,0,,S
469 | 468,0,1,"Smart, Mr. John Montgomery",male,56,0,0,113792,26.55,,S
470 | 469,0,3,"Scanlan, Mr. James",male,,0,0,36209,7.725,,Q
471 | 470,1,3,"Baclini, Miss. Helene Barbara",female,0.75,2,1,2666,19.2583,,C
472 | 471,0,3,"Keefe, Mr. Arthur",male,,0,0,323592,7.25,,S
473 | 472,0,3,"Cacic, Mr. Luka",male,38,0,0,315089,8.6625,,S
474 | 473,1,2,"West, Mrs. Edwy Arthur (Ada Mary Worth)",female,33,1,2,C.A. 34651,27.75,,S
475 | 474,1,2,"Jerwan, Mrs. Amin S (Marie Marthe Thuillard)",female,23,0,0,SC/AH Basle 541,13.7917,D,C
476 | 475,0,3,"Strandberg, Miss. Ida Sofia",female,22,0,0,7553,9.8375,,S
477 | 476,0,1,"Clifford, Mr. George Quincy",male,,0,0,110465,52,A14,S
478 | 477,0,2,"Renouf, Mr. Peter Henry",male,34,1,0,31027,21,,S
479 | 478,0,3,"Braund, Mr. Lewis Richard",male,29,1,0,3460,7.0458,,S
480 | 479,0,3,"Karlsson, Mr. Nils August",male,22,0,0,350060,7.5208,,S
481 | 480,1,3,"Hirvonen, Miss. Hildur E",female,2,0,1,3101298,12.2875,,S
482 | 481,0,3,"Goodwin, Master. Harold Victor",male,9,5,2,CA 2144,46.9,,S
483 | 482,0,2,"Frost, Mr. Anthony Wood ""Archie""",male,,0,0,239854,0,,S
484 | 483,0,3,"Rouse, Mr. Richard Henry",male,50,0,0,A/5 3594,8.05,,S
485 | 484,1,3,"Turkula, Mrs. (Hedwig)",female,63,0,0,4134,9.5875,,S
486 | 485,1,1,"Bishop, Mr. Dickinson H",male,25,1,0,11967,91.0792,B49,C
487 | 486,0,3,"Lefebre, Miss. Jeannie",female,,3,1,4133,25.4667,,S
488 | 487,1,1,"Hoyt, Mrs. Frederick Maxfield (Jane Anne Forby)",female,35,1,0,19943,90,C93,S
489 | 488,0,1,"Kent, Mr. Edward Austin",male,58,0,0,11771,29.7,B37,C
490 | 489,0,3,"Somerton, Mr. Francis William",male,30,0,0,A.5. 18509,8.05,,S
491 | 490,1,3,"Coutts, Master. Eden Leslie ""Neville""",male,9,1,1,C.A. 37671,15.9,,S
492 | 491,0,3,"Hagland, Mr. Konrad Mathias Reiersen",male,,1,0,65304,19.9667,,S
493 | 492,0,3,"Windelov, Mr. Einar",male,21,0,0,SOTON/OQ 3101317,7.25,,S
494 | 493,0,1,"Molson, Mr. Harry Markland",male,55,0,0,113787,30.5,C30,S
495 | 494,0,1,"Artagaveytia, Mr. Ramon",male,71,0,0,PC 17609,49.5042,,C
496 | 495,0,3,"Stanley, Mr. Edward Roland",male,21,0,0,A/4 45380,8.05,,S
497 | 496,0,3,"Yousseff, Mr. Gerious",male,,0,0,2627,14.4583,,C
498 | 497,1,1,"Eustis, Miss. Elizabeth Mussey",female,54,1,0,36947,78.2667,D20,C
499 | 498,0,3,"Shellard, Mr. Frederick William",male,,0,0,C.A. 6212,15.1,,S
500 | 499,0,1,"Allison, Mrs. Hudson J C (Bessie Waldo Daniels)",female,25,1,2,113781,151.55,C22 C26,S
501 | 500,0,3,"Svensson, Mr. Olof",male,24,0,0,350035,7.7958,,S
502 | 501,0,3,"Calic, Mr. Petar",male,17,0,0,315086,8.6625,,S
503 | 502,0,3,"Canavan, Miss. Mary",female,21,0,0,364846,7.75,,Q
504 | 503,0,3,"O'Sullivan, Miss. Bridget Mary",female,,0,0,330909,7.6292,,Q
505 | 504,0,3,"Laitinen, Miss. Kristina Sofia",female,37,0,0,4135,9.5875,,S
506 | 505,1,1,"Maioni, Miss. Roberta",female,16,0,0,110152,86.5,B79,S
507 | 506,0,1,"Penasco y Castellana, Mr. Victor de Satode",male,18,1,0,PC 17758,108.9,C65,C
508 | 507,1,2,"Quick, Mrs. Frederick Charles (Jane Richards)",female,33,0,2,26360,26,,S
509 | 508,1,1,"Bradley, Mr. George (""George Arthur Brayton"")",male,,0,0,111427,26.55,,S
510 | 509,0,3,"Olsen, Mr. Henry Margido",male,28,0,0,C 4001,22.525,,S
511 | 510,1,3,"Lang, Mr. Fang",male,26,0,0,1601,56.4958,,S
512 | 511,1,3,"Daly, Mr. Eugene Patrick",male,29,0,0,382651,7.75,,Q
513 | 512,0,3,"Webber, Mr. James",male,,0,0,SOTON/OQ 3101316,8.05,,S
514 | 513,1,1,"McGough, Mr. James Robert",male,36,0,0,PC 17473,26.2875,E25,S
515 | 514,1,1,"Rothschild, Mrs. Martin (Elizabeth L. Barrett)",female,54,1,0,PC 17603,59.4,,C
516 | 515,0,3,"Coleff, Mr. Satio",male,24,0,0,349209,7.4958,,S
517 | 516,0,1,"Walker, Mr. William Anderson",male,47,0,0,36967,34.0208,D46,S
518 | 517,1,2,"Lemore, Mrs. (Amelia Milley)",female,34,0,0,C.A. 34260,10.5,F33,S
519 | 518,0,3,"Ryan, Mr. Patrick",male,,0,0,371110,24.15,,Q
520 | 519,1,2,"Angle, Mrs. William A (Florence ""Mary"" Agnes Hughes)",female,36,1,0,226875,26,,S
521 | 520,0,3,"Pavlovic, Mr. Stefo",male,32,0,0,349242,7.8958,,S
522 | 521,1,1,"Perreault, Miss. Anne",female,30,0,0,12749,93.5,B73,S
523 | 522,0,3,"Vovk, Mr. Janko",male,22,0,0,349252,7.8958,,S
524 | 523,0,3,"Lahoud, Mr. Sarkis",male,,0,0,2624,7.225,,C
525 | 524,1,1,"Hippach, Mrs. Louis Albert (Ida Sophia Fischer)",female,44,0,1,111361,57.9792,B18,C
526 | 525,0,3,"Kassem, Mr. Fared",male,,0,0,2700,7.2292,,C
527 | 526,0,3,"Farrell, Mr. James",male,40.5,0,0,367232,7.75,,Q
528 | 527,1,2,"Ridsdale, Miss. Lucy",female,50,0,0,W./C. 14258,10.5,,S
529 | 528,0,1,"Farthing, Mr. John",male,,0,0,PC 17483,221.7792,C95,S
530 | 529,0,3,"Salonen, Mr. Johan Werner",male,39,0,0,3101296,7.925,,S
531 | 530,0,2,"Hocking, Mr. Richard George",male,23,2,1,29104,11.5,,S
532 | 531,1,2,"Quick, Miss. Phyllis May",female,2,1,1,26360,26,,S
533 | 532,0,3,"Toufik, Mr. Nakli",male,,0,0,2641,7.2292,,C
534 | 533,0,3,"Elias, Mr. Joseph Jr",male,17,1,1,2690,7.2292,,C
535 | 534,1,3,"Peter, Mrs. Catherine (Catherine Rizk)",female,,0,2,2668,22.3583,,C
536 | 535,0,3,"Cacic, Miss. Marija",female,30,0,0,315084,8.6625,,S
537 | 536,1,2,"Hart, Miss. Eva Miriam",female,7,0,2,F.C.C. 13529,26.25,,S
538 | 537,0,1,"Butt, Major. Archibald Willingham",male,45,0,0,113050,26.55,B38,S
539 | 538,1,1,"LeRoy, Miss. Bertha",female,30,0,0,PC 17761,106.425,,C
540 | 539,0,3,"Risien, Mr. Samuel Beard",male,,0,0,364498,14.5,,S
541 | 540,1,1,"Frolicher, Miss. Hedwig Margaritha",female,22,0,2,13568,49.5,B39,C
542 | 541,1,1,"Crosby, Miss. Harriet R",female,36,0,2,WE/P 5735,71,B22,S
543 | 542,0,3,"Andersson, Miss. Ingeborg Constanzia",female,9,4,2,347082,31.275,,S
544 | 543,0,3,"Andersson, Miss. Sigrid Elisabeth",female,11,4,2,347082,31.275,,S
545 | 544,1,2,"Beane, Mr. Edward",male,32,1,0,2908,26,,S
546 | 545,0,1,"Douglas, Mr. Walter Donald",male,50,1,0,PC 17761,106.425,C86,C
547 | 546,0,1,"Nicholson, Mr. Arthur Ernest",male,64,0,0,693,26,,S
548 | 547,1,2,"Beane, Mrs. Edward (Ethel Clarke)",female,19,1,0,2908,26,,S
549 | 548,1,2,"Padro y Manent, Mr. Julian",male,,0,0,SC/PARIS 2146,13.8625,,C
550 | 549,0,3,"Goldsmith, Mr. Frank John",male,33,1,1,363291,20.525,,S
551 | 550,1,2,"Davies, Master. John Morgan Jr",male,8,1,1,C.A. 33112,36.75,,S
552 | 551,1,1,"Thayer, Mr. John Borland Jr",male,17,0,2,17421,110.8833,C70,C
553 | 552,0,2,"Sharp, Mr. Percival James R",male,27,0,0,244358,26,,S
554 | 553,0,3,"O'Brien, Mr. Timothy",male,,0,0,330979,7.8292,,Q
555 | 554,1,3,"Leeni, Mr. Fahim (""Philip Zenni"")",male,22,0,0,2620,7.225,,C
556 | 555,1,3,"Ohman, Miss. Velin",female,22,0,0,347085,7.775,,S
557 | 556,0,1,"Wright, Mr. George",male,62,0,0,113807,26.55,,S
558 | 557,1,1,"Duff Gordon, Lady. (Lucille Christiana Sutherland) (""Mrs Morgan"")",female,48,1,0,11755,39.6,A16,C
559 | 558,0,1,"Robbins, Mr. Victor",male,,0,0,PC 17757,227.525,,C
560 | 559,1,1,"Taussig, Mrs. Emil (Tillie Mandelbaum)",female,39,1,1,110413,79.65,E67,S
561 | 560,1,3,"de Messemaeker, Mrs. Guillaume Joseph (Emma)",female,36,1,0,345572,17.4,,S
562 | 561,0,3,"Morrow, Mr. Thomas Rowan",male,,0,0,372622,7.75,,Q
563 | 562,0,3,"Sivic, Mr. Husein",male,40,0,0,349251,7.8958,,S
564 | 563,0,2,"Norman, Mr. Robert Douglas",male,28,0,0,218629,13.5,,S
565 | 564,0,3,"Simmons, Mr. John",male,,0,0,SOTON/OQ 392082,8.05,,S
566 | 565,0,3,"Meanwell, Miss. (Marion Ogden)",female,,0,0,SOTON/O.Q. 392087,8.05,,S
567 | 566,0,3,"Davies, Mr. Alfred J",male,24,2,0,A/4 48871,24.15,,S
568 | 567,0,3,"Stoytcheff, Mr. Ilia",male,19,0,0,349205,7.8958,,S
569 | 568,0,3,"Palsson, Mrs. Nils (Alma Cornelia Berglund)",female,29,0,4,349909,21.075,,S
570 | 569,0,3,"Doharr, Mr. Tannous",male,,0,0,2686,7.2292,,C
571 | 570,1,3,"Jonsson, Mr. Carl",male,32,0,0,350417,7.8542,,S
572 | 571,1,2,"Harris, Mr. George",male,62,0,0,S.W./PP 752,10.5,,S
573 | 572,1,1,"Appleton, Mrs. Edward Dale (Charlotte Lamson)",female,53,2,0,11769,51.4792,C101,S
574 | 573,1,1,"Flynn, Mr. John Irwin (""Irving"")",male,36,0,0,PC 17474,26.3875,E25,S
575 | 574,1,3,"Kelly, Miss. Mary",female,,0,0,14312,7.75,,Q
576 | 575,0,3,"Rush, Mr. Alfred George John",male,16,0,0,A/4. 20589,8.05,,S
577 | 576,0,3,"Patchett, Mr. George",male,19,0,0,358585,14.5,,S
578 | 577,1,2,"Garside, Miss. Ethel",female,34,0,0,243880,13,,S
579 | 578,1,1,"Silvey, Mrs. William Baird (Alice Munger)",female,39,1,0,13507,55.9,E44,S
580 | 579,0,3,"Caram, Mrs. Joseph (Maria Elias)",female,,1,0,2689,14.4583,,C
581 | 580,1,3,"Jussila, Mr. Eiriik",male,32,0,0,STON/O 2. 3101286,7.925,,S
582 | 581,1,2,"Christy, Miss. Julie Rachel",female,25,1,1,237789,30,,S
583 | 582,1,1,"Thayer, Mrs. John Borland (Marian Longstreth Morris)",female,39,1,1,17421,110.8833,C68,C
584 | 583,0,2,"Downton, Mr. William James",male,54,0,0,28403,26,,S
585 | 584,0,1,"Ross, Mr. John Hugo",male,36,0,0,13049,40.125,A10,C
586 | 585,0,3,"Paulner, Mr. Uscher",male,,0,0,3411,8.7125,,C
587 | 586,1,1,"Taussig, Miss. Ruth",female,18,0,2,110413,79.65,E68,S
588 | 587,0,2,"Jarvis, Mr. John Denzil",male,47,0,0,237565,15,,S
589 | 588,1,1,"Frolicher-Stehli, Mr. Maxmillian",male,60,1,1,13567,79.2,B41,C
590 | 589,0,3,"Gilinski, Mr. Eliezer",male,22,0,0,14973,8.05,,S
591 | 590,0,3,"Murdlin, Mr. Joseph",male,,0,0,A./5. 3235,8.05,,S
592 | 591,0,3,"Rintamaki, Mr. Matti",male,35,0,0,STON/O 2. 3101273,7.125,,S
593 | 592,1,1,"Stephenson, Mrs. Walter Bertram (Martha Eustis)",female,52,1,0,36947,78.2667,D20,C
594 | 593,0,3,"Elsbury, Mr. William James",male,47,0,0,A/5 3902,7.25,,S
595 | 594,0,3,"Bourke, Miss. Mary",female,,0,2,364848,7.75,,Q
596 | 595,0,2,"Chapman, Mr. John Henry",male,37,1,0,SC/AH 29037,26,,S
597 | 596,0,3,"Van Impe, Mr. Jean Baptiste",male,36,1,1,345773,24.15,,S
598 | 597,1,2,"Leitch, Miss. Jessie Wills",female,,0,0,248727,33,,S
599 | 598,0,3,"Johnson, Mr. Alfred",male,49,0,0,LINE,0,,S
600 | 599,0,3,"Boulos, Mr. Hanna",male,,0,0,2664,7.225,,C
601 | 600,1,1,"Duff Gordon, Sir. Cosmo Edmund (""Mr Morgan"")",male,49,1,0,PC 17485,56.9292,A20,C
602 | 601,1,2,"Jacobsohn, Mrs. Sidney Samuel (Amy Frances Christy)",female,24,2,1,243847,27,,S
603 | 602,0,3,"Slabenoff, Mr. Petco",male,,0,0,349214,7.8958,,S
604 | 603,0,1,"Harrington, Mr. Charles H",male,,0,0,113796,42.4,,S
605 | 604,0,3,"Torber, Mr. Ernst William",male,44,0,0,364511,8.05,,S
606 | 605,1,1,"Homer, Mr. Harry (""Mr E Haven"")",male,35,0,0,111426,26.55,,C
607 | 606,0,3,"Lindell, Mr. Edvard Bengtsson",male,36,1,0,349910,15.55,,S
608 | 607,0,3,"Karaic, Mr. Milan",male,30,0,0,349246,7.8958,,S
609 | 608,1,1,"Daniel, Mr. Robert Williams",male,27,0,0,113804,30.5,,S
610 | 609,1,2,"Laroche, Mrs. Joseph (Juliette Marie Louise Lafargue)",female,22,1,2,SC/Paris 2123,41.5792,,C
611 | 610,1,1,"Shutes, Miss. Elizabeth W",female,40,0,0,PC 17582,153.4625,C125,S
612 | 611,0,3,"Andersson, Mrs. Anders Johan (Alfrida Konstantia Brogren)",female,39,1,5,347082,31.275,,S
613 | 612,0,3,"Jardin, Mr. Jose Neto",male,,0,0,SOTON/O.Q. 3101305,7.05,,S
614 | 613,1,3,"Murphy, Miss. Margaret Jane",female,,1,0,367230,15.5,,Q
615 | 614,0,3,"Horgan, Mr. John",male,,0,0,370377,7.75,,Q
616 | 615,0,3,"Brocklebank, Mr. William Alfred",male,35,0,0,364512,8.05,,S
617 | 616,1,2,"Herman, Miss. Alice",female,24,1,2,220845,65,,S
618 | 617,0,3,"Danbom, Mr. Ernst Gilbert",male,34,1,1,347080,14.4,,S
619 | 618,0,3,"Lobb, Mrs. William Arthur (Cordelia K Stanlick)",female,26,1,0,A/5. 3336,16.1,,S
620 | 619,1,2,"Becker, Miss. Marion Louise",female,4,2,1,230136,39,F4,S
621 | 620,0,2,"Gavey, Mr. Lawrence",male,26,0,0,31028,10.5,,S
622 | 621,0,3,"Yasbeck, Mr. Antoni",male,27,1,0,2659,14.4542,,C
623 | 622,1,1,"Kimball, Mr. Edwin Nelson Jr",male,42,1,0,11753,52.5542,D19,S
624 | 623,1,3,"Nakid, Mr. Sahid",male,20,1,1,2653,15.7417,,C
625 | 624,0,3,"Hansen, Mr. Henry Damsgaard",male,21,0,0,350029,7.8542,,S
626 | 625,0,3,"Bowen, Mr. David John ""Dai""",male,21,0,0,54636,16.1,,S
627 | 626,0,1,"Sutton, Mr. Frederick",male,61,0,0,36963,32.3208,D50,S
628 | 627,0,2,"Kirkland, Rev. Charles Leonard",male,57,0,0,219533,12.35,,Q
629 | 628,1,1,"Longley, Miss. Gretchen Fiske",female,21,0,0,13502,77.9583,D9,S
630 | 629,0,3,"Bostandyeff, Mr. Guentcho",male,26,0,0,349224,7.8958,,S
631 | 630,0,3,"O'Connell, Mr. Patrick D",male,,0,0,334912,7.7333,,Q
632 | 631,1,1,"Barkworth, Mr. Algernon Henry Wilson",male,80,0,0,27042,30,A23,S
633 | 632,0,3,"Lundahl, Mr. Johan Svensson",male,51,0,0,347743,7.0542,,S
634 | 633,1,1,"Stahelin-Maeglin, Dr. Max",male,32,0,0,13214,30.5,B50,C
635 | 634,0,1,"Parr, Mr. William Henry Marsh",male,,0,0,112052,0,,S
636 | 635,0,3,"Skoog, Miss. Mabel",female,9,3,2,347088,27.9,,S
637 | 636,1,2,"Davis, Miss. Mary",female,28,0,0,237668,13,,S
638 | 637,0,3,"Leinonen, Mr. Antti Gustaf",male,32,0,0,STON/O 2. 3101292,7.925,,S
639 | 638,0,2,"Collyer, Mr. Harvey",male,31,1,1,C.A. 31921,26.25,,S
640 | 639,0,3,"Panula, Mrs. Juha (Maria Emilia Ojala)",female,41,0,5,3101295,39.6875,,S
641 | 640,0,3,"Thorneycroft, Mr. Percival",male,,1,0,376564,16.1,,S
642 | 641,0,3,"Jensen, Mr. Hans Peder",male,20,0,0,350050,7.8542,,S
643 | 642,1,1,"Sagesser, Mlle. Emma",female,24,0,0,PC 17477,69.3,B35,C
644 | 643,0,3,"Skoog, Miss. Margit Elizabeth",female,2,3,2,347088,27.9,,S
645 | 644,1,3,"Foo, Mr. Choong",male,,0,0,1601,56.4958,,S
646 | 645,1,3,"Baclini, Miss. Eugenie",female,0.75,2,1,2666,19.2583,,C
647 | 646,1,1,"Harper, Mr. Henry Sleeper",male,48,1,0,PC 17572,76.7292,D33,C
648 | 647,0,3,"Cor, Mr. Liudevit",male,19,0,0,349231,7.8958,,S
649 | 648,1,1,"Simonius-Blumer, Col. Oberst Alfons",male,56,0,0,13213,35.5,A26,C
650 | 649,0,3,"Willey, Mr. Edward",male,,0,0,S.O./P.P. 751,7.55,,S
651 | 650,1,3,"Stanley, Miss. Amy Zillah Elsie",female,23,0,0,CA. 2314,7.55,,S
652 | 651,0,3,"Mitkoff, Mr. Mito",male,,0,0,349221,7.8958,,S
653 | 652,1,2,"Doling, Miss. Elsie",female,18,0,1,231919,23,,S
654 | 653,0,3,"Kalvik, Mr. Johannes Halvorsen",male,21,0,0,8475,8.4333,,S
655 | 654,1,3,"O'Leary, Miss. Hanora ""Norah""",female,,0,0,330919,7.8292,,Q
656 | 655,0,3,"Hegarty, Miss. Hanora ""Nora""",female,18,0,0,365226,6.75,,Q
657 | 656,0,2,"Hickman, Mr. Leonard Mark",male,24,2,0,S.O.C. 14879,73.5,,S
658 | 657,0,3,"Radeff, Mr. Alexander",male,,0,0,349223,7.8958,,S
659 | 658,0,3,"Bourke, Mrs. John (Catherine)",female,32,1,1,364849,15.5,,Q
660 | 659,0,2,"Eitemiller, Mr. George Floyd",male,23,0,0,29751,13,,S
661 | 660,0,1,"Newell, Mr. Arthur Webster",male,58,0,2,35273,113.275,D48,C
662 | 661,1,1,"Frauenthal, Dr. Henry William",male,50,2,0,PC 17611,133.65,,S
663 | 662,0,3,"Badt, Mr. Mohamed",male,40,0,0,2623,7.225,,C
664 | 663,0,1,"Colley, Mr. Edward Pomeroy",male,47,0,0,5727,25.5875,E58,S
665 | 664,0,3,"Coleff, Mr. Peju",male,36,0,0,349210,7.4958,,S
666 | 665,1,3,"Lindqvist, Mr. Eino William",male,20,1,0,STON/O 2. 3101285,7.925,,S
667 | 666,0,2,"Hickman, Mr. Lewis",male,32,2,0,S.O.C. 14879,73.5,,S
668 | 667,0,2,"Butler, Mr. Reginald Fenton",male,25,0,0,234686,13,,S
669 | 668,0,3,"Rommetvedt, Mr. Knud Paust",male,,0,0,312993,7.775,,S
670 | 669,0,3,"Cook, Mr. Jacob",male,43,0,0,A/5 3536,8.05,,S
671 | 670,1,1,"Taylor, Mrs. Elmer Zebley (Juliet Cummins Wright)",female,,1,0,19996,52,C126,S
672 | 671,1,2,"Brown, Mrs. Thomas William Solomon (Elizabeth Catherine Ford)",female,40,1,1,29750,39,,S
673 | 672,0,1,"Davidson, Mr. Thornton",male,31,1,0,F.C. 12750,52,B71,S
674 | 673,0,2,"Mitchell, Mr. Henry Michael",male,70,0,0,C.A. 24580,10.5,,S
675 | 674,1,2,"Wilhelms, Mr. Charles",male,31,0,0,244270,13,,S
676 | 675,0,2,"Watson, Mr. Ennis Hastings",male,,0,0,239856,0,,S
677 | 676,0,3,"Edvardsson, Mr. Gustaf Hjalmar",male,18,0,0,349912,7.775,,S
678 | 677,0,3,"Sawyer, Mr. Frederick Charles",male,24.5,0,0,342826,8.05,,S
679 | 678,1,3,"Turja, Miss. Anna Sofia",female,18,0,0,4138,9.8417,,S
680 | 679,0,3,"Goodwin, Mrs. Frederick (Augusta Tyler)",female,43,1,6,CA 2144,46.9,,S
681 | 680,1,1,"Cardeza, Mr. Thomas Drake Martinez",male,36,0,1,PC 17755,512.3292,B51 B53 B55,C
682 | 681,0,3,"Peters, Miss. Katie",female,,0,0,330935,8.1375,,Q
683 | 682,1,1,"Hassab, Mr. Hammad",male,27,0,0,PC 17572,76.7292,D49,C
684 | 683,0,3,"Olsvigen, Mr. Thor Anderson",male,20,0,0,6563,9.225,,S
685 | 684,0,3,"Goodwin, Mr. Charles Edward",male,14,5,2,CA 2144,46.9,,S
686 | 685,0,2,"Brown, Mr. Thomas William Solomon",male,60,1,1,29750,39,,S
687 | 686,0,2,"Laroche, Mr. Joseph Philippe Lemercier",male,25,1,2,SC/Paris 2123,41.5792,,C
688 | 687,0,3,"Panula, Mr. Jaako Arnold",male,14,4,1,3101295,39.6875,,S
689 | 688,0,3,"Dakic, Mr. Branko",male,19,0,0,349228,10.1708,,S
690 | 689,0,3,"Fischer, Mr. Eberhard Thelander",male,18,0,0,350036,7.7958,,S
691 | 690,1,1,"Madill, Miss. Georgette Alexandra",female,15,0,1,24160,211.3375,B5,S
692 | 691,1,1,"Dick, Mr. Albert Adrian",male,31,1,0,17474,57,B20,S
693 | 692,1,3,"Karun, Miss. Manca",female,4,0,1,349256,13.4167,,C
694 | 693,1,3,"Lam, Mr. Ali",male,,0,0,1601,56.4958,,S
695 | 694,0,3,"Saad, Mr. Khalil",male,25,0,0,2672,7.225,,C
696 | 695,0,1,"Weir, Col. John",male,60,0,0,113800,26.55,,S
697 | 696,0,2,"Chapman, Mr. Charles Henry",male,52,0,0,248731,13.5,,S
698 | 697,0,3,"Kelly, Mr. James",male,44,0,0,363592,8.05,,S
699 | 698,1,3,"Mullens, Miss. Katherine ""Katie""",female,,0,0,35852,7.7333,,Q
700 | 699,0,1,"Thayer, Mr. John Borland",male,49,1,1,17421,110.8833,C68,C
701 | 700,0,3,"Humblen, Mr. Adolf Mathias Nicolai Olsen",male,42,0,0,348121,7.65,F G63,S
702 | 701,1,1,"Astor, Mrs. John Jacob (Madeleine Talmadge Force)",female,18,1,0,PC 17757,227.525,C62 C64,C
703 | 702,1,1,"Silverthorne, Mr. Spencer Victor",male,35,0,0,PC 17475,26.2875,E24,S
704 | 703,0,3,"Barbara, Miss. Saiide",female,18,0,1,2691,14.4542,,C
705 | 704,0,3,"Gallagher, Mr. Martin",male,25,0,0,36864,7.7417,,Q
706 | 705,0,3,"Hansen, Mr. Henrik Juul",male,26,1,0,350025,7.8542,,S
707 | 706,0,2,"Morley, Mr. Henry Samuel (""Mr Henry Marshall"")",male,39,0,0,250655,26,,S
708 | 707,1,2,"Kelly, Mrs. Florence ""Fannie""",female,45,0,0,223596,13.5,,S
709 | 708,1,1,"Calderhead, Mr. Edward Pennington",male,42,0,0,PC 17476,26.2875,E24,S
710 | 709,1,1,"Cleaver, Miss. Alice",female,22,0,0,113781,151.55,,S
711 | 710,1,3,"Moubarek, Master. Halim Gonios (""William George"")",male,,1,1,2661,15.2458,,C
712 | 711,1,1,"Mayne, Mlle. Berthe Antonine (""Mrs de Villiers"")",female,24,0,0,PC 17482,49.5042,C90,C
713 | 712,0,1,"Klaber, Mr. Herman",male,,0,0,113028,26.55,C124,S
714 | 713,1,1,"Taylor, Mr. Elmer Zebley",male,48,1,0,19996,52,C126,S
715 | 714,0,3,"Larsson, Mr. August Viktor",male,29,0,0,7545,9.4833,,S
716 | 715,0,2,"Greenberg, Mr. Samuel",male,52,0,0,250647,13,,S
717 | 716,0,3,"Soholt, Mr. Peter Andreas Lauritz Andersen",male,19,0,0,348124,7.65,F G73,S
718 | 717,1,1,"Endres, Miss. Caroline Louise",female,38,0,0,PC 17757,227.525,C45,C
719 | 718,1,2,"Troutt, Miss. Edwina Celia ""Winnie""",female,27,0,0,34218,10.5,E101,S
720 | 719,0,3,"McEvoy, Mr. Michael",male,,0,0,36568,15.5,,Q
721 | 720,0,3,"Johnson, Mr. Malkolm Joackim",male,33,0,0,347062,7.775,,S
722 | 721,1,2,"Harper, Miss. Annie Jessie ""Nina""",female,6,0,1,248727,33,,S
723 | 722,0,3,"Jensen, Mr. Svend Lauritz",male,17,1,0,350048,7.0542,,S
724 | 723,0,2,"Gillespie, Mr. William Henry",male,34,0,0,12233,13,,S
725 | 724,0,2,"Hodges, Mr. Henry Price",male,50,0,0,250643,13,,S
726 | 725,1,1,"Chambers, Mr. Norman Campbell",male,27,1,0,113806,53.1,E8,S
727 | 726,0,3,"Oreskovic, Mr. Luka",male,20,0,0,315094,8.6625,,S
728 | 727,1,2,"Renouf, Mrs. Peter Henry (Lillian Jefferys)",female,30,3,0,31027,21,,S
729 | 728,1,3,"Mannion, Miss. Margareth",female,,0,0,36866,7.7375,,Q
730 | 729,0,2,"Bryhl, Mr. Kurt Arnold Gottfrid",male,25,1,0,236853,26,,S
731 | 730,0,3,"Ilmakangas, Miss. Pieta Sofia",female,25,1,0,STON/O2. 3101271,7.925,,S
732 | 731,1,1,"Allen, Miss. Elisabeth Walton",female,29,0,0,24160,211.3375,B5,S
733 | 732,0,3,"Hassan, Mr. Houssein G N",male,11,0,0,2699,18.7875,,C
734 | 733,0,2,"Knight, Mr. Robert J",male,,0,0,239855,0,,S
735 | 734,0,2,"Berriman, Mr. William John",male,23,0,0,28425,13,,S
736 | 735,0,2,"Troupiansky, Mr. Moses Aaron",male,23,0,0,233639,13,,S
737 | 736,0,3,"Williams, Mr. Leslie",male,28.5,0,0,54636,16.1,,S
738 | 737,0,3,"Ford, Mrs. Edward (Margaret Ann Watson)",female,48,1,3,W./C. 6608,34.375,,S
739 | 738,1,1,"Lesurer, Mr. Gustave J",male,35,0,0,PC 17755,512.3292,B101,C
740 | 739,0,3,"Ivanoff, Mr. Kanio",male,,0,0,349201,7.8958,,S
741 | 740,0,3,"Nankoff, Mr. Minko",male,,0,0,349218,7.8958,,S
742 | 741,1,1,"Hawksford, Mr. Walter James",male,,0,0,16988,30,D45,S
743 | 742,0,1,"Cavendish, Mr. Tyrell William",male,36,1,0,19877,78.85,C46,S
744 | 743,1,1,"Ryerson, Miss. Susan Parker ""Suzette""",female,21,2,2,PC 17608,262.375,B57 B59 B63 B66,C
745 | 744,0,3,"McNamee, Mr. Neal",male,24,1,0,376566,16.1,,S
746 | 745,1,3,"Stranden, Mr. Juho",male,31,0,0,STON/O 2. 3101288,7.925,,S
747 | 746,0,1,"Crosby, Capt. Edward Gifford",male,70,1,1,WE/P 5735,71,B22,S
748 | 747,0,3,"Abbott, Mr. Rossmore Edward",male,16,1,1,C.A. 2673,20.25,,S
749 | 748,1,2,"Sinkkonen, Miss. Anna",female,30,0,0,250648,13,,S
750 | 749,0,1,"Marvin, Mr. Daniel Warner",male,19,1,0,113773,53.1,D30,S
751 | 750,0,3,"Connaghton, Mr. Michael",male,31,0,0,335097,7.75,,Q
752 | 751,1,2,"Wells, Miss. Joan",female,4,1,1,29103,23,,S
753 | 752,1,3,"Moor, Master. Meier",male,6,0,1,392096,12.475,E121,S
754 | 753,0,3,"Vande Velde, Mr. Johannes Joseph",male,33,0,0,345780,9.5,,S
755 | 754,0,3,"Jonkoff, Mr. Lalio",male,23,0,0,349204,7.8958,,S
756 | 755,1,2,"Herman, Mrs. Samuel (Jane Laver)",female,48,1,2,220845,65,,S
757 | 756,1,2,"Hamalainen, Master. Viljo",male,0.67,1,1,250649,14.5,,S
758 | 757,0,3,"Carlsson, Mr. August Sigfrid",male,28,0,0,350042,7.7958,,S
759 | 758,0,2,"Bailey, Mr. Percy Andrew",male,18,0,0,29108,11.5,,S
760 | 759,0,3,"Theobald, Mr. Thomas Leonard",male,34,0,0,363294,8.05,,S
761 | 760,1,1,"Rothes, the Countess. of (Lucy Noel Martha Dyer-Edwards)",female,33,0,0,110152,86.5,B77,S
762 | 761,0,3,"Garfirth, Mr. John",male,,0,0,358585,14.5,,S
763 | 762,0,3,"Nirva, Mr. Iisakki Antino Aijo",male,41,0,0,SOTON/O2 3101272,7.125,,S
764 | 763,1,3,"Barah, Mr. Hanna Assi",male,20,0,0,2663,7.2292,,C
765 | 764,1,1,"Carter, Mrs. William Ernest (Lucile Polk)",female,36,1,2,113760,120,B96 B98,S
766 | 765,0,3,"Eklund, Mr. Hans Linus",male,16,0,0,347074,7.775,,S
767 | 766,1,1,"Hogeboom, Mrs. John C (Anna Andrews)",female,51,1,0,13502,77.9583,D11,S
768 | 767,0,1,"Brewe, Dr. Arthur Jackson",male,,0,0,112379,39.6,,C
769 | 768,0,3,"Mangan, Miss. Mary",female,30.5,0,0,364850,7.75,,Q
770 | 769,0,3,"Moran, Mr. Daniel J",male,,1,0,371110,24.15,,Q
771 | 770,0,3,"Gronnestad, Mr. Daniel Danielsen",male,32,0,0,8471,8.3625,,S
772 | 771,0,3,"Lievens, Mr. Rene Aime",male,24,0,0,345781,9.5,,S
773 | 772,0,3,"Jensen, Mr. Niels Peder",male,48,0,0,350047,7.8542,,S
774 | 773,0,2,"Mack, Mrs. (Mary)",female,57,0,0,S.O./P.P. 3,10.5,E77,S
775 | 774,0,3,"Elias, Mr. Dibo",male,,0,0,2674,7.225,,C
776 | 775,1,2,"Hocking, Mrs. Elizabeth (Eliza Needs)",female,54,1,3,29105,23,,S
777 | 776,0,3,"Myhrman, Mr. Pehr Fabian Oliver Malkolm",male,18,0,0,347078,7.75,,S
778 | 777,0,3,"Tobin, Mr. Roger",male,,0,0,383121,7.75,F38,Q
779 | 778,1,3,"Emanuel, Miss. Virginia Ethel",female,5,0,0,364516,12.475,,S
780 | 779,0,3,"Kilgannon, Mr. Thomas J",male,,0,0,36865,7.7375,,Q
781 | 780,1,1,"Robert, Mrs. Edward Scott (Elisabeth Walton McMillan)",female,43,0,1,24160,211.3375,B3,S
782 | 781,1,3,"Ayoub, Miss. Banoura",female,13,0,0,2687,7.2292,,C
783 | 782,1,1,"Dick, Mrs. Albert Adrian (Vera Gillespie)",female,17,1,0,17474,57,B20,S
784 | 783,0,1,"Long, Mr. Milton Clyde",male,29,0,0,113501,30,D6,S
785 | 784,0,3,"Johnston, Mr. Andrew G",male,,1,2,W./C. 6607,23.45,,S
786 | 785,0,3,"Ali, Mr. William",male,25,0,0,SOTON/O.Q. 3101312,7.05,,S
787 | 786,0,3,"Harmer, Mr. Abraham (David Lishin)",male,25,0,0,374887,7.25,,S
788 | 787,1,3,"Sjoblom, Miss. Anna Sofia",female,18,0,0,3101265,7.4958,,S
789 | 788,0,3,"Rice, Master. George Hugh",male,8,4,1,382652,29.125,,Q
790 | 789,1,3,"Dean, Master. Bertram Vere",male,1,1,2,C.A. 2315,20.575,,S
791 | 790,0,1,"Guggenheim, Mr. Benjamin",male,46,0,0,PC 17593,79.2,B82 B84,C
792 | 791,0,3,"Keane, Mr. Andrew ""Andy""",male,,0,0,12460,7.75,,Q
793 | 792,0,2,"Gaskell, Mr. Alfred",male,16,0,0,239865,26,,S
794 | 793,0,3,"Sage, Miss. Stella Anna",female,,8,2,CA. 2343,69.55,,S
795 | 794,0,1,"Hoyt, Mr. William Fisher",male,,0,0,PC 17600,30.6958,,C
796 | 795,0,3,"Dantcheff, Mr. Ristiu",male,25,0,0,349203,7.8958,,S
797 | 796,0,2,"Otter, Mr. Richard",male,39,0,0,28213,13,,S
798 | 797,1,1,"Leader, Dr. Alice (Farnham)",female,49,0,0,17465,25.9292,D17,S
799 | 798,1,3,"Osman, Mrs. Mara",female,31,0,0,349244,8.6833,,S
800 | 799,0,3,"Ibrahim Shawah, Mr. Yousseff",male,30,0,0,2685,7.2292,,C
801 | 800,0,3,"Van Impe, Mrs. Jean Baptiste (Rosalie Paula Govaert)",female,30,1,1,345773,24.15,,S
802 | 801,0,2,"Ponesell, Mr. Martin",male,34,0,0,250647,13,,S
803 | 802,1,2,"Collyer, Mrs. Harvey (Charlotte Annie Tate)",female,31,1,1,C.A. 31921,26.25,,S
804 | 803,1,1,"Carter, Master. William Thornton II",male,11,1,2,113760,120,B96 B98,S
805 | 804,1,3,"Thomas, Master. Assad Alexander",male,0.42,0,1,2625,8.5167,,C
806 | 805,1,3,"Hedman, Mr. Oskar Arvid",male,27,0,0,347089,6.975,,S
807 | 806,0,3,"Johansson, Mr. Karl Johan",male,31,0,0,347063,7.775,,S
808 | 807,0,1,"Andrews, Mr. Thomas Jr",male,39,0,0,112050,0,A36,S
809 | 808,0,3,"Pettersson, Miss. Ellen Natalia",female,18,0,0,347087,7.775,,S
810 | 809,0,2,"Meyer, Mr. August",male,39,0,0,248723,13,,S
811 | 810,1,1,"Chambers, Mrs. Norman Campbell (Bertha Griggs)",female,33,1,0,113806,53.1,E8,S
812 | 811,0,3,"Alexander, Mr. William",male,26,0,0,3474,7.8875,,S
813 | 812,0,3,"Lester, Mr. James",male,39,0,0,A/4 48871,24.15,,S
814 | 813,0,2,"Slemen, Mr. Richard James",male,35,0,0,28206,10.5,,S
815 | 814,0,3,"Andersson, Miss. Ebba Iris Alfrida",female,6,4,2,347082,31.275,,S
816 | 815,0,3,"Tomlin, Mr. Ernest Portage",male,30.5,0,0,364499,8.05,,S
817 | 816,0,1,"Fry, Mr. Richard",male,,0,0,112058,0,B102,S
818 | 817,0,3,"Heininen, Miss. Wendla Maria",female,23,0,0,STON/O2. 3101290,7.925,,S
819 | 818,0,2,"Mallet, Mr. Albert",male,31,1,1,S.C./PARIS 2079,37.0042,,C
820 | 819,0,3,"Holm, Mr. John Fredrik Alexander",male,43,0,0,C 7075,6.45,,S
821 | 820,0,3,"Skoog, Master. Karl Thorsten",male,10,3,2,347088,27.9,,S
822 | 821,1,1,"Hays, Mrs. Charles Melville (Clara Jennings Gregg)",female,52,1,1,12749,93.5,B69,S
823 | 822,1,3,"Lulic, Mr. Nikola",male,27,0,0,315098,8.6625,,S
824 | 823,0,1,"Reuchlin, Jonkheer. John George",male,38,0,0,19972,0,,S
825 | 824,1,3,"Moor, Mrs. (Beila)",female,27,0,1,392096,12.475,E121,S
826 | 825,0,3,"Panula, Master. Urho Abraham",male,2,4,1,3101295,39.6875,,S
827 | 826,0,3,"Flynn, Mr. John",male,,0,0,368323,6.95,,Q
828 | 827,0,3,"Lam, Mr. Len",male,,0,0,1601,56.4958,,S
829 | 828,1,2,"Mallet, Master. Andre",male,1,0,2,S.C./PARIS 2079,37.0042,,C
830 | 829,1,3,"McCormack, Mr. Thomas Joseph",male,,0,0,367228,7.75,,Q
831 | 830,1,1,"Stone, Mrs. George Nelson (Martha Evelyn)",female,62,0,0,113572,80,B28,
832 | 831,1,3,"Yasbeck, Mrs. Antoni (Selini Alexander)",female,15,1,0,2659,14.4542,,C
833 | 832,1,2,"Richards, Master. George Sibley",male,0.83,1,1,29106,18.75,,S
834 | 833,0,3,"Saad, Mr. Amin",male,,0,0,2671,7.2292,,C
835 | 834,0,3,"Augustsson, Mr. Albert",male,23,0,0,347468,7.8542,,S
836 | 835,0,3,"Allum, Mr. Owen George",male,18,0,0,2223,8.3,,S
837 | 836,1,1,"Compton, Miss. Sara Rebecca",female,39,1,1,PC 17756,83.1583,E49,C
838 | 837,0,3,"Pasic, Mr. Jakob",male,21,0,0,315097,8.6625,,S
839 | 838,0,3,"Sirota, Mr. Maurice",male,,0,0,392092,8.05,,S
840 | 839,1,3,"Chip, Mr. Chang",male,32,0,0,1601,56.4958,,S
841 | 840,1,1,"Marechal, Mr. Pierre",male,,0,0,11774,29.7,C47,C
842 | 841,0,3,"Alhomaki, Mr. Ilmari Rudolf",male,20,0,0,SOTON/O2 3101287,7.925,,S
843 | 842,0,2,"Mudd, Mr. Thomas Charles",male,16,0,0,S.O./P.P. 3,10.5,,S
844 | 843,1,1,"Serepeca, Miss. Augusta",female,30,0,0,113798,31,,C
845 | 844,0,3,"Lemberopolous, Mr. Peter L",male,34.5,0,0,2683,6.4375,,C
846 | 845,0,3,"Culumovic, Mr. Jeso",male,17,0,0,315090,8.6625,,S
847 | 846,0,3,"Abbing, Mr. Anthony",male,42,0,0,C.A. 5547,7.55,,S
848 | 847,0,3,"Sage, Mr. Douglas Bullen",male,,8,2,CA. 2343,69.55,,S
849 | 848,0,3,"Markoff, Mr. Marin",male,35,0,0,349213,7.8958,,C
850 | 849,0,2,"Harper, Rev. John",male,28,0,1,248727,33,,S
851 | 850,1,1,"Goldenberg, Mrs. Samuel L (Edwiga Grabowska)",female,,1,0,17453,89.1042,C92,C
852 | 851,0,3,"Andersson, Master. Sigvard Harald Elias",male,4,4,2,347082,31.275,,S
853 | 852,0,3,"Svensson, Mr. Johan",male,74,0,0,347060,7.775,,S
854 | 853,0,3,"Boulos, Miss. Nourelain",female,9,1,1,2678,15.2458,,C
855 | 854,1,1,"Lines, Miss. Mary Conover",female,16,0,1,PC 17592,39.4,D28,S
856 | 855,0,2,"Carter, Mrs. Ernest Courtenay (Lilian Hughes)",female,44,1,0,244252,26,,S
857 | 856,1,3,"Aks, Mrs. Sam (Leah Rosen)",female,18,0,1,392091,9.35,,S
858 | 857,1,1,"Wick, Mrs. George Dennick (Mary Hitchcock)",female,45,1,1,36928,164.8667,,S
859 | 858,1,1,"Daly, Mr. Peter Denis ",male,51,0,0,113055,26.55,E17,S
860 | 859,1,3,"Baclini, Mrs. Solomon (Latifa Qurban)",female,24,0,3,2666,19.2583,,C
861 | 860,0,3,"Razi, Mr. Raihed",male,,0,0,2629,7.2292,,C
862 | 861,0,3,"Hansen, Mr. Claus Peter",male,41,2,0,350026,14.1083,,S
863 | 862,0,2,"Giles, Mr. Frederick Edward",male,21,1,0,28134,11.5,,S
864 | 863,1,1,"Swift, Mrs. Frederick Joel (Margaret Welles Barron)",female,48,0,0,17466,25.9292,D17,S
865 | 864,0,3,"Sage, Miss. Dorothy Edith ""Dolly""",female,,8,2,CA. 2343,69.55,,S
866 | 865,0,2,"Gill, Mr. John William",male,24,0,0,233866,13,,S
867 | 866,1,2,"Bystrom, Mrs. (Karolina)",female,42,0,0,236852,13,,S
868 | 867,1,2,"Duran y More, Miss. Asuncion",female,27,1,0,SC/PARIS 2149,13.8583,,C
869 | 868,0,1,"Roebling, Mr. Washington Augustus II",male,31,0,0,PC 17590,50.4958,A24,S
870 | 869,0,3,"van Melkebeke, Mr. Philemon",male,,0,0,345777,9.5,,S
871 | 870,1,3,"Johnson, Master. Harold Theodor",male,4,1,1,347742,11.1333,,S
872 | 871,0,3,"Balkic, Mr. Cerin",male,26,0,0,349248,7.8958,,S
873 | 872,1,1,"Beckwith, Mrs. Richard Leonard (Sallie Monypeny)",female,47,1,1,11751,52.5542,D35,S
874 | 873,0,1,"Carlsson, Mr. Frans Olof",male,33,0,0,695,5,B51 B53 B55,S
875 | 874,0,3,"Vander Cruyssen, Mr. Victor",male,47,0,0,345765,9,,S
876 | 875,1,2,"Abelson, Mrs. Samuel (Hannah Wizosky)",female,28,1,0,P/PP 3381,24,,C
877 | 876,1,3,"Najib, Miss. Adele Kiamie ""Jane""",female,15,0,0,2667,7.225,,C
878 | 877,0,3,"Gustafsson, Mr. Alfred Ossian",male,20,0,0,7534,9.8458,,S
879 | 878,0,3,"Petroff, Mr. Nedelio",male,19,0,0,349212,7.8958,,S
880 | 879,0,3,"Laleff, Mr. Kristo",male,,0,0,349217,7.8958,,S
881 | 880,1,1,"Potter, Mrs. Thomas Jr (Lily Alexenia Wilson)",female,56,0,1,11767,83.1583,C50,C
882 | 881,1,2,"Shelley, Mrs. William (Imanita Parrish Hall)",female,25,0,1,230433,26,,S
883 | 882,0,3,"Markun, Mr. Johann",male,33,0,0,349257,7.8958,,S
884 | 883,0,3,"Dahlberg, Miss. Gerda Ulrika",female,22,0,0,7552,10.5167,,S
885 | 884,0,2,"Banfield, Mr. Frederick James",male,28,0,0,C.A./SOTON 34068,10.5,,S
886 | 885,0,3,"Sutehall, Mr. Henry Jr",male,25,0,0,SOTON/OQ 392076,7.05,,S
887 | 886,0,3,"Rice, Mrs. William (Margaret Norton)",female,39,0,5,382652,29.125,,Q
888 | 887,0,2,"Montvila, Rev. Juozas",male,27,0,0,211536,13,,S
889 | 888,1,1,"Graham, Miss. Margaret Edith",female,19,0,0,112053,30,B42,S
890 | 889,0,3,"Johnston, Miss. Catherine Helen ""Carrie""",female,,1,2,W./C. 6607,23.45,,S
891 | 890,1,1,"Behr, Mr. Karl Howell",male,26,0,0,111369,30,C148,C
892 | 891,0,3,"Dooley, Mr. Patrick",male,32,0,0,370376,7.75,,Q
893 | 


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