Full Code of minsuk-heo/kaggle-titanic for AI

Repository: minsuk-heo/kaggle-titanic
Branch: master
Commit: 96c14e776090
Files: 4
Total size: 649.7 KB

Directory structure:
gitextract_awgsv_c6/

├── input/
│   ├── gender_submission.csv
│   ├── test.csv
│   └── train.csv
└── titanic-solution.ipynb

================================================
FILE CONTENTS
================================================

================================================
FILE: input/gender_submission.csv
================================================
PassengerId,Survived
892,0
893,1
894,0
895,0
896,1
897,0
898,1
899,0
900,1
901,0
902,0
903,0
904,1
905,0
906,1
907,1
908,0
909,0
910,1
911,1
912,0
913,0
914,1
915,0
916,1
917,0
918,1
919,0
920,0
921,0
922,0
923,0
924,1
925,1
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928,1
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937,0
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940,1
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942,0
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945,1
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947,0
948,0
949,0
950,0
951,1
952,0
953,0
954,0
955,1
956,0
957,1
958,1
959,0
960,0
961,1
962,1
963,0
964,1
965,0
966,1
967,0
968,0
969,1
970,0
971,1
972,0
973,0
974,0
975,0
976,0
977,0
978,1
979,1
980,1
981,0
982,1
983,0
984,1
985,0
986,0
987,0
988,1
989,0
990,1
991,0
992,1
993,0
994,0
995,0
996,1
997,0
998,0
999,0
1000,0
1001,0
1002,0
1003,1
1004,1
1005,1
1006,1
1007,0
1008,0
1009,1
1010,0
1011,1
1012,1
1013,0
1014,1
1015,0
1016,0
1017,1
1018,0
1019,1
1020,0
1021,0
1022,0
1023,0
1024,1
1025,0
1026,0
1027,0
1028,0
1029,0
1030,1
1031,0
1032,1
1033,1
1034,0
1035,0
1036,0
1037,0
1038,0
1039,0
1040,0
1041,0
1042,1
1043,0
1044,0
1045,1
1046,0
1047,0
1048,1
1049,1
1050,0
1051,1
1052,1
1053,0
1054,1
1055,0
1056,0
1057,1
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1059,0
1060,1
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1065,0
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1068,1
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1071,1
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1073,0
1074,1
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1080,1
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1087,0
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1098,1
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1100,1
1101,0
1102,0
1103,0
1104,0
1105,1
1106,1
1107,0
1108,1
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1110,1
1111,0
1112,1
1113,0
1114,1
1115,0
1116,1
1117,1
1118,0
1119,1
1120,0
1121,0
1122,0
1123,1
1124,0
1125,0
1126,0
1127,0
1128,0
1129,0
1130,1
1131,1
1132,1
1133,1
1134,0
1135,0
1136,0
1137,0
1138,1
1139,0
1140,1
1141,1
1142,1
1143,0
1144,0
1145,0
1146,0
1147,0
1148,0
1149,0
1150,1
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1154,1
1155,1
1156,0
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1159,0
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1162,0
1163,0
1164,1
1165,1
1166,0
1167,1
1168,0
1169,0
1170,0
1171,0
1172,1
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1174,1
1175,1
1176,1
1177,0
1178,0
1179,0
1180,0
1181,0
1182,0
1183,1
1184,0
1185,0
1186,0
1187,0
1188,1
1189,0
1190,0
1191,0
1192,0
1193,0
1194,0
1195,0
1196,1
1197,1
1198,0
1199,0
1200,0
1201,1
1202,0
1203,0
1204,0
1205,1
1206,1
1207,1
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1210,0
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1214,0
1215,0
1216,1
1217,0
1218,1
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1220,0
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1222,1
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1224,0
1225,1
1226,0
1227,0
1228,0
1229,0
1230,0
1231,0
1232,0
1233,0
1234,0
1235,1
1236,0
1237,1
1238,0
1239,1
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1246,1
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1289,1
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1292,1
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1294,1
1295,0
1296,0
1297,0
1298,0
1299,0
1300,1
1301,1
1302,1
1303,1
1304,1
1305,0
1306,1
1307,0
1308,0
1309,0


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


================================================
FILE: input/train.csv
================================================
PassengerId,Survived,Pclass,Name,Sex,Age,SibSp,Parch,Ticket,Fare,Cabin,Embarked
1,0,3,"Braund, Mr. Owen Harris",male,22,1,0,A/5 21171,7.25,,S
2,1,1,"Cumings, Mrs. John Bradley (Florence Briggs Thayer)",female,38,1,0,PC 17599,71.2833,C85,C
3,1,3,"Heikkinen, Miss. Laina",female,26,0,0,STON/O2. 3101282,7.925,,S
4,1,1,"Futrelle, Mrs. Jacques Heath (Lily May Peel)",female,35,1,0,113803,53.1,C123,S
5,0,3,"Allen, Mr. William Henry",male,35,0,0,373450,8.05,,S
6,0,3,"Moran, Mr. James",male,,0,0,330877,8.4583,,Q
7,0,1,"McCarthy, Mr. Timothy J",male,54,0,0,17463,51.8625,E46,S
8,0,3,"Palsson, Master. Gosta Leonard",male,2,3,1,349909,21.075,,S
9,1,3,"Johnson, Mrs. Oscar W (Elisabeth Vilhelmina Berg)",female,27,0,2,347742,11.1333,,S
10,1,2,"Nasser, Mrs. Nicholas (Adele Achem)",female,14,1,0,237736,30.0708,,C
11,1,3,"Sandstrom, Miss. Marguerite Rut",female,4,1,1,PP 9549,16.7,G6,S
12,1,1,"Bonnell, Miss. Elizabeth",female,58,0,0,113783,26.55,C103,S
13,0,3,"Saundercock, Mr. William Henry",male,20,0,0,A/5. 2151,8.05,,S
14,0,3,"Andersson, Mr. Anders Johan",male,39,1,5,347082,31.275,,S
15,0,3,"Vestrom, Miss. Hulda Amanda Adolfina",female,14,0,0,350406,7.8542,,S
16,1,2,"Hewlett, Mrs. (Mary D Kingcome) ",female,55,0,0,248706,16,,S
17,0,3,"Rice, Master. Eugene",male,2,4,1,382652,29.125,,Q
18,1,2,"Williams, Mr. Charles Eugene",male,,0,0,244373,13,,S
19,0,3,"Vander Planke, Mrs. Julius (Emelia Maria Vandemoortele)",female,31,1,0,345763,18,,S
20,1,3,"Masselmani, Mrs. Fatima",female,,0,0,2649,7.225,,C
21,0,2,"Fynney, Mr. Joseph J",male,35,0,0,239865,26,,S
22,1,2,"Beesley, Mr. Lawrence",male,34,0,0,248698,13,D56,S
23,1,3,"McGowan, Miss. Anna ""Annie""",female,15,0,0,330923,8.0292,,Q
24,1,1,"Sloper, Mr. William Thompson",male,28,0,0,113788,35.5,A6,S
25,0,3,"Palsson, Miss. Torborg Danira",female,8,3,1,349909,21.075,,S
26,1,3,"Asplund, Mrs. Carl Oscar (Selma Augusta Emilia Johansson)",female,38,1,5,347077,31.3875,,S
27,0,3,"Emir, Mr. Farred Chehab",male,,0,0,2631,7.225,,C
28,0,1,"Fortune, Mr. Charles Alexander",male,19,3,2,19950,263,C23 C25 C27,S
29,1,3,"O'Dwyer, Miss. Ellen ""Nellie""",female,,0,0,330959,7.8792,,Q
30,0,3,"Todoroff, Mr. Lalio",male,,0,0,349216,7.8958,,S
31,0,1,"Uruchurtu, Don. Manuel E",male,40,0,0,PC 17601,27.7208,,C
32,1,1,"Spencer, Mrs. William Augustus (Marie Eugenie)",female,,1,0,PC 17569,146.5208,B78,C
33,1,3,"Glynn, Miss. Mary Agatha",female,,0,0,335677,7.75,,Q
34,0,2,"Wheadon, Mr. Edward H",male,66,0,0,C.A. 24579,10.5,,S
35,0,1,"Meyer, Mr. Edgar Joseph",male,28,1,0,PC 17604,82.1708,,C
36,0,1,"Holverson, Mr. Alexander Oskar",male,42,1,0,113789,52,,S
37,1,3,"Mamee, Mr. Hanna",male,,0,0,2677,7.2292,,C
38,0,3,"Cann, Mr. Ernest Charles",male,21,0,0,A./5. 2152,8.05,,S
39,0,3,"Vander Planke, Miss. Augusta Maria",female,18,2,0,345764,18,,S
40,1,3,"Nicola-Yarred, Miss. Jamila",female,14,1,0,2651,11.2417,,C
41,0,3,"Ahlin, Mrs. Johan (Johanna Persdotter Larsson)",female,40,1,0,7546,9.475,,S
42,0,2,"Turpin, Mrs. William John Robert (Dorothy Ann Wonnacott)",female,27,1,0,11668,21,,S
43,0,3,"Kraeff, Mr. Theodor",male,,0,0,349253,7.8958,,C
44,1,2,"Laroche, Miss. Simonne Marie Anne Andree",female,3,1,2,SC/Paris 2123,41.5792,,C
45,1,3,"Devaney, Miss. Margaret Delia",female,19,0,0,330958,7.8792,,Q
46,0,3,"Rogers, Mr. William John",male,,0,0,S.C./A.4. 23567,8.05,,S
47,0,3,"Lennon, Mr. Denis",male,,1,0,370371,15.5,,Q
48,1,3,"O'Driscoll, Miss. Bridget",female,,0,0,14311,7.75,,Q
49,0,3,"Samaan, Mr. Youssef",male,,2,0,2662,21.6792,,C
50,0,3,"Arnold-Franchi, Mrs. Josef (Josefine Franchi)",female,18,1,0,349237,17.8,,S
51,0,3,"Panula, Master. Juha Niilo",male,7,4,1,3101295,39.6875,,S
52,0,3,"Nosworthy, Mr. Richard Cater",male,21,0,0,A/4. 39886,7.8,,S
53,1,1,"Harper, Mrs. Henry Sleeper (Myna Haxtun)",female,49,1,0,PC 17572,76.7292,D33,C
54,1,2,"Faunthorpe, Mrs. Lizzie (Elizabeth Anne Wilkinson)",female,29,1,0,2926,26,,S
55,0,1,"Ostby, Mr. Engelhart Cornelius",male,65,0,1,113509,61.9792,B30,C
56,1,1,"Woolner, Mr. Hugh",male,,0,0,19947,35.5,C52,S
57,1,2,"Rugg, Miss. Emily",female,21,0,0,C.A. 31026,10.5,,S
58,0,3,"Novel, Mr. Mansouer",male,28.5,0,0,2697,7.2292,,C
59,1,2,"West, Miss. Constance Mirium",female,5,1,2,C.A. 34651,27.75,,S
60,0,3,"Goodwin, Master. William Frederick",male,11,5,2,CA 2144,46.9,,S
61,0,3,"Sirayanian, Mr. Orsen",male,22,0,0,2669,7.2292,,C
62,1,1,"Icard, Miss. Amelie",female,38,0,0,113572,80,B28,
63,0,1,"Harris, Mr. Henry Birkhardt",male,45,1,0,36973,83.475,C83,S
64,0,3,"Skoog, Master. Harald",male,4,3,2,347088,27.9,,S
65,0,1,"Stewart, Mr. Albert A",male,,0,0,PC 17605,27.7208,,C
66,1,3,"Moubarek, Master. Gerios",male,,1,1,2661,15.2458,,C
67,1,2,"Nye, Mrs. (Elizabeth Ramell)",female,29,0,0,C.A. 29395,10.5,F33,S
68,0,3,"Crease, Mr. Ernest James",male,19,0,0,S.P. 3464,8.1583,,S
69,1,3,"Andersson, Miss. Erna Alexandra",female,17,4,2,3101281,7.925,,S
70,0,3,"Kink, Mr. Vincenz",male,26,2,0,315151,8.6625,,S
71,0,2,"Jenkin, Mr. Stephen Curnow",male,32,0,0,C.A. 33111,10.5,,S
72,0,3,"Goodwin, Miss. Lillian Amy",female,16,5,2,CA 2144,46.9,,S
73,0,2,"Hood, Mr. Ambrose Jr",male,21,0,0,S.O.C. 14879,73.5,,S
74,0,3,"Chronopoulos, Mr. Apostolos",male,26,1,0,2680,14.4542,,C
75,1,3,"Bing, Mr. Lee",male,32,0,0,1601,56.4958,,S
76,0,3,"Moen, Mr. Sigurd Hansen",male,25,0,0,348123,7.65,F G73,S
77,0,3,"Staneff, Mr. Ivan",male,,0,0,349208,7.8958,,S
78,0,3,"Moutal, Mr. Rahamin Haim",male,,0,0,374746,8.05,,S
79,1,2,"Caldwell, Master. Alden Gates",male,0.83,0,2,248738,29,,S
80,1,3,"Dowdell, Miss. Elizabeth",female,30,0,0,364516,12.475,,S
81,0,3,"Waelens, Mr. Achille",male,22,0,0,345767,9,,S
82,1,3,"Sheerlinck, Mr. Jan Baptist",male,29,0,0,345779,9.5,,S
83,1,3,"McDermott, Miss. Brigdet Delia",female,,0,0,330932,7.7875,,Q
84,0,1,"Carrau, Mr. Francisco M",male,28,0,0,113059,47.1,,S
85,1,2,"Ilett, Miss. Bertha",female,17,0,0,SO/C 14885,10.5,,S
86,1,3,"Backstrom, Mrs. Karl Alfred (Maria Mathilda Gustafsson)",female,33,3,0,3101278,15.85,,S
87,0,3,"Ford, Mr. William Neal",male,16,1,3,W./C. 6608,34.375,,S
88,0,3,"Slocovski, Mr. Selman Francis",male,,0,0,SOTON/OQ 392086,8.05,,S
89,1,1,"Fortune, Miss. Mabel Helen",female,23,3,2,19950,263,C23 C25 C27,S
90,0,3,"Celotti, Mr. Francesco",male,24,0,0,343275,8.05,,S
91,0,3,"Christmann, Mr. Emil",male,29,0,0,343276,8.05,,S
92,0,3,"Andreasson, Mr. Paul Edvin",male,20,0,0,347466,7.8542,,S
93,0,1,"Chaffee, Mr. Herbert Fuller",male,46,1,0,W.E.P. 5734,61.175,E31,S
94,0,3,"Dean, Mr. Bertram Frank",male,26,1,2,C.A. 2315,20.575,,S
95,0,3,"Coxon, Mr. Daniel",male,59,0,0,364500,7.25,,S
96,0,3,"Shorney, Mr. Charles Joseph",male,,0,0,374910,8.05,,S
97,0,1,"Goldschmidt, Mr. George B",male,71,0,0,PC 17754,34.6542,A5,C
98,1,1,"Greenfield, Mr. William Bertram",male,23,0,1,PC 17759,63.3583,D10 D12,C
99,1,2,"Doling, Mrs. John T (Ada Julia Bone)",female,34,0,1,231919,23,,S
100,0,2,"Kantor, Mr. Sinai",male,34,1,0,244367,26,,S
101,0,3,"Petranec, Miss. Matilda",female,28,0,0,349245,7.8958,,S
102,0,3,"Petroff, Mr. Pastcho (""Pentcho"")",male,,0,0,349215,7.8958,,S
103,0,1,"White, Mr. Richard Frasar",male,21,0,1,35281,77.2875,D26,S
104,0,3,"Johansson, Mr. Gustaf Joel",male,33,0,0,7540,8.6542,,S
105,0,3,"Gustafsson, Mr. Anders Vilhelm",male,37,2,0,3101276,7.925,,S
106,0,3,"Mionoff, Mr. Stoytcho",male,28,0,0,349207,7.8958,,S
107,1,3,"Salkjelsvik, Miss. Anna Kristine",female,21,0,0,343120,7.65,,S
108,1,3,"Moss, Mr. Albert Johan",male,,0,0,312991,7.775,,S
109,0,3,"Rekic, Mr. Tido",male,38,0,0,349249,7.8958,,S
110,1,3,"Moran, Miss. Bertha",female,,1,0,371110,24.15,,Q
111,0,1,"Porter, Mr. Walter Chamberlain",male,47,0,0,110465,52,C110,S
112,0,3,"Zabour, Miss. Hileni",female,14.5,1,0,2665,14.4542,,C
113,0,3,"Barton, Mr. David John",male,22,0,0,324669,8.05,,S
114,0,3,"Jussila, Miss. Katriina",female,20,1,0,4136,9.825,,S
115,0,3,"Attalah, Miss. Malake",female,17,0,0,2627,14.4583,,C
116,0,3,"Pekoniemi, Mr. Edvard",male,21,0,0,STON/O 2. 3101294,7.925,,S
117,0,3,"Connors, Mr. Patrick",male,70.5,0,0,370369,7.75,,Q
118,0,2,"Turpin, Mr. William John Robert",male,29,1,0,11668,21,,S
119,0,1,"Baxter, Mr. Quigg Edmond",male,24,0,1,PC 17558,247.5208,B58 B60,C
120,0,3,"Andersson, Miss. Ellis Anna Maria",female,2,4,2,347082,31.275,,S
121,0,2,"Hickman, Mr. Stanley George",male,21,2,0,S.O.C. 14879,73.5,,S
122,0,3,"Moore, Mr. Leonard Charles",male,,0,0,A4. 54510,8.05,,S
123,0,2,"Nasser, Mr. Nicholas",male,32.5,1,0,237736,30.0708,,C
124,1,2,"Webber, Miss. Susan",female,32.5,0,0,27267,13,E101,S
125,0,1,"White, Mr. Percival Wayland",male,54,0,1,35281,77.2875,D26,S
126,1,3,"Nicola-Yarred, Master. Elias",male,12,1,0,2651,11.2417,,C
127,0,3,"McMahon, Mr. Martin",male,,0,0,370372,7.75,,Q
128,1,3,"Madsen, Mr. Fridtjof Arne",male,24,0,0,C 17369,7.1417,,S
129,1,3,"Peter, Miss. Anna",female,,1,1,2668,22.3583,F E69,C
130,0,3,"Ekstrom, Mr. Johan",male,45,0,0,347061,6.975,,S
131,0,3,"Drazenoic, Mr. Jozef",male,33,0,0,349241,7.8958,,C
132,0,3,"Coelho, Mr. Domingos Fernandeo",male,20,0,0,SOTON/O.Q. 3101307,7.05,,S
133,0,3,"Robins, Mrs. Alexander A (Grace Charity Laury)",female,47,1,0,A/5. 3337,14.5,,S
134,1,2,"Weisz, Mrs. Leopold (Mathilde Francoise Pede)",female,29,1,0,228414,26,,S
135,0,2,"Sobey, Mr. Samuel James Hayden",male,25,0,0,C.A. 29178,13,,S
136,0,2,"Richard, Mr. Emile",male,23,0,0,SC/PARIS 2133,15.0458,,C
137,1,1,"Newsom, Miss. Helen Monypeny",female,19,0,2,11752,26.2833,D47,S
138,0,1,"Futrelle, Mr. Jacques Heath",male,37,1,0,113803,53.1,C123,S
139,0,3,"Osen, Mr. Olaf Elon",male,16,0,0,7534,9.2167,,S
140,0,1,"Giglio, Mr. Victor",male,24,0,0,PC 17593,79.2,B86,C
141,0,3,"Boulos, Mrs. Joseph (Sultana)",female,,0,2,2678,15.2458,,C
142,1,3,"Nysten, Miss. Anna Sofia",female,22,0,0,347081,7.75,,S
143,1,3,"Hakkarainen, Mrs. Pekka Pietari (Elin Matilda Dolck)",female,24,1,0,STON/O2. 3101279,15.85,,S
144,0,3,"Burke, Mr. Jeremiah",male,19,0,0,365222,6.75,,Q
145,0,2,"Andrew, Mr. Edgardo Samuel",male,18,0,0,231945,11.5,,S
146,0,2,"Nicholls, Mr. Joseph Charles",male,19,1,1,C.A. 33112,36.75,,S
147,1,3,"Andersson, Mr. August Edvard (""Wennerstrom"")",male,27,0,0,350043,7.7958,,S
148,0,3,"Ford, Miss. Robina Maggie ""Ruby""",female,9,2,2,W./C. 6608,34.375,,S
149,0,2,"Navratil, Mr. Michel (""Louis M Hoffman"")",male,36.5,0,2,230080,26,F2,S
150,0,2,"Byles, Rev. Thomas Roussel Davids",male,42,0,0,244310,13,,S
151,0,2,"Bateman, Rev. Robert James",male,51,0,0,S.O.P. 1166,12.525,,S
152,1,1,"Pears, Mrs. Thomas (Edith Wearne)",female,22,1,0,113776,66.6,C2,S
153,0,3,"Meo, Mr. Alfonzo",male,55.5,0,0,A.5. 11206,8.05,,S
154,0,3,"van Billiard, Mr. Austin Blyler",male,40.5,0,2,A/5. 851,14.5,,S
155,0,3,"Olsen, Mr. Ole Martin",male,,0,0,Fa 265302,7.3125,,S
156,0,1,"Williams, Mr. Charles Duane",male,51,0,1,PC 17597,61.3792,,C
157,1,3,"Gilnagh, Miss. Katherine ""Katie""",female,16,0,0,35851,7.7333,,Q
158,0,3,"Corn, Mr. Harry",male,30,0,0,SOTON/OQ 392090,8.05,,S
159,0,3,"Smiljanic, Mr. Mile",male,,0,0,315037,8.6625,,S
160,0,3,"Sage, Master. Thomas Henry",male,,8,2,CA. 2343,69.55,,S
161,0,3,"Cribb, Mr. John Hatfield",male,44,0,1,371362,16.1,,S
162,1,2,"Watt, Mrs. James (Elizabeth ""Bessie"" Inglis Milne)",female,40,0,0,C.A. 33595,15.75,,S
163,0,3,"Bengtsson, Mr. John Viktor",male,26,0,0,347068,7.775,,S
164,0,3,"Calic, Mr. Jovo",male,17,0,0,315093,8.6625,,S
165,0,3,"Panula, Master. Eino Viljami",male,1,4,1,3101295,39.6875,,S
166,1,3,"Goldsmith, Master. Frank John William ""Frankie""",male,9,0,2,363291,20.525,,S
167,1,1,"Chibnall, Mrs. (Edith Martha Bowerman)",female,,0,1,113505,55,E33,S
168,0,3,"Skoog, Mrs. William (Anna Bernhardina Karlsson)",female,45,1,4,347088,27.9,,S
169,0,1,"Baumann, Mr. John D",male,,0,0,PC 17318,25.925,,S
170,0,3,"Ling, Mr. Lee",male,28,0,0,1601,56.4958,,S
171,0,1,"Van der hoef, Mr. Wyckoff",male,61,0,0,111240,33.5,B19,S
172,0,3,"Rice, Master. Arthur",male,4,4,1,382652,29.125,,Q
173,1,3,"Johnson, Miss. Eleanor Ileen",female,1,1,1,347742,11.1333,,S
174,0,3,"Sivola, Mr. Antti Wilhelm",male,21,0,0,STON/O 2. 3101280,7.925,,S
175,0,1,"Smith, Mr. James Clinch",male,56,0,0,17764,30.6958,A7,C
176,0,3,"Klasen, Mr. Klas Albin",male,18,1,1,350404,7.8542,,S
177,0,3,"Lefebre, Master. Henry Forbes",male,,3,1,4133,25.4667,,S
178,0,1,"Isham, Miss. Ann Elizabeth",female,50,0,0,PC 17595,28.7125,C49,C
179,0,2,"Hale, Mr. Reginald",male,30,0,0,250653,13,,S
180,0,3,"Leonard, Mr. Lionel",male,36,0,0,LINE,0,,S
181,0,3,"Sage, Miss. Constance Gladys",female,,8,2,CA. 2343,69.55,,S
182,0,2,"Pernot, Mr. Rene",male,,0,0,SC/PARIS 2131,15.05,,C
183,0,3,"Asplund, Master. Clarence Gustaf Hugo",male,9,4,2,347077,31.3875,,S
184,1,2,"Becker, Master. Richard F",male,1,2,1,230136,39,F4,S
185,1,3,"Kink-Heilmann, Miss. Luise Gretchen",female,4,0,2,315153,22.025,,S
186,0,1,"Rood, Mr. Hugh Roscoe",male,,0,0,113767,50,A32,S
187,1,3,"O'Brien, Mrs. Thomas (Johanna ""Hannah"" Godfrey)",female,,1,0,370365,15.5,,Q
188,1,1,"Romaine, Mr. Charles Hallace (""Mr C Rolmane"")",male,45,0,0,111428,26.55,,S
189,0,3,"Bourke, Mr. John",male,40,1,1,364849,15.5,,Q
190,0,3,"Turcin, Mr. Stjepan",male,36,0,0,349247,7.8958,,S
191,1,2,"Pinsky, Mrs. (Rosa)",female,32,0,0,234604,13,,S
192,0,2,"Carbines, Mr. William",male,19,0,0,28424,13,,S
193,1,3,"Andersen-Jensen, Miss. Carla Christine Nielsine",female,19,1,0,350046,7.8542,,S
194,1,2,"Navratil, Master. Michel M",male,3,1,1,230080,26,F2,S
195,1,1,"Brown, Mrs. James Joseph (Margaret Tobin)",female,44,0,0,PC 17610,27.7208,B4,C
196,1,1,"Lurette, Miss. Elise",female,58,0,0,PC 17569,146.5208,B80,C
197,0,3,"Mernagh, Mr. Robert",male,,0,0,368703,7.75,,Q
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200,0,2,"Yrois, Miss. Henriette (""Mrs Harbeck"")",female,24,0,0,248747,13,,S
201,0,3,"Vande Walle, Mr. Nestor Cyriel",male,28,0,0,345770,9.5,,S
202,0,3,"Sage, Mr. Frederick",male,,8,2,CA. 2343,69.55,,S
203,0,3,"Johanson, Mr. Jakob Alfred",male,34,0,0,3101264,6.4958,,S
204,0,3,"Youseff, Mr. Gerious",male,45.5,0,0,2628,7.225,,C
205,1,3,"Cohen, Mr. Gurshon ""Gus""",male,18,0,0,A/5 3540,8.05,,S
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208,1,3,"Albimona, Mr. Nassef Cassem",male,26,0,0,2699,18.7875,,C
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210,1,1,"Blank, Mr. Henry",male,40,0,0,112277,31,A31,C
211,0,3,"Ali, Mr. Ahmed",male,24,0,0,SOTON/O.Q. 3101311,7.05,,S
212,1,2,"Cameron, Miss. Clear Annie",female,35,0,0,F.C.C. 13528,21,,S
213,0,3,"Perkin, Mr. John Henry",male,22,0,0,A/5 21174,7.25,,S
214,0,2,"Givard, Mr. Hans Kristensen",male,30,0,0,250646,13,,S
215,0,3,"Kiernan, Mr. Philip",male,,1,0,367229,7.75,,Q
216,1,1,"Newell, Miss. Madeleine",female,31,1,0,35273,113.275,D36,C
217,1,3,"Honkanen, Miss. Eliina",female,27,0,0,STON/O2. 3101283,7.925,,S
218,0,2,"Jacobsohn, Mr. Sidney Samuel",male,42,1,0,243847,27,,S
219,1,1,"Bazzani, Miss. Albina",female,32,0,0,11813,76.2917,D15,C
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221,1,3,"Sunderland, Mr. Victor Francis",male,16,0,0,SOTON/OQ 392089,8.05,,S
222,0,2,"Bracken, Mr. James H",male,27,0,0,220367,13,,S
223,0,3,"Green, Mr. George Henry",male,51,0,0,21440,8.05,,S
224,0,3,"Nenkoff, Mr. Christo",male,,0,0,349234,7.8958,,S
225,1,1,"Hoyt, Mr. Frederick Maxfield",male,38,1,0,19943,90,C93,S
226,0,3,"Berglund, Mr. Karl Ivar Sven",male,22,0,0,PP 4348,9.35,,S
227,1,2,"Mellors, Mr. William John",male,19,0,0,SW/PP 751,10.5,,S
228,0,3,"Lovell, Mr. John Hall (""Henry"")",male,20.5,0,0,A/5 21173,7.25,,S
229,0,2,"Fahlstrom, Mr. Arne Jonas",male,18,0,0,236171,13,,S
230,0,3,"Lefebre, Miss. Mathilde",female,,3,1,4133,25.4667,,S
231,1,1,"Harris, Mrs. Henry Birkhardt (Irene Wallach)",female,35,1,0,36973,83.475,C83,S
232,0,3,"Larsson, Mr. Bengt Edvin",male,29,0,0,347067,7.775,,S
233,0,2,"Sjostedt, Mr. Ernst Adolf",male,59,0,0,237442,13.5,,S
234,1,3,"Asplund, Miss. Lillian Gertrud",female,5,4,2,347077,31.3875,,S
235,0,2,"Leyson, Mr. Robert William Norman",male,24,0,0,C.A. 29566,10.5,,S
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237,0,2,"Hold, Mr. Stephen",male,44,1,0,26707,26,,S
238,1,2,"Collyer, Miss. Marjorie ""Lottie""",female,8,0,2,C.A. 31921,26.25,,S
239,0,2,"Pengelly, Mr. Frederick William",male,19,0,0,28665,10.5,,S
240,0,2,"Hunt, Mr. George Henry",male,33,0,0,SCO/W 1585,12.275,,S
241,0,3,"Zabour, Miss. Thamine",female,,1,0,2665,14.4542,,C
242,1,3,"Murphy, Miss. Katherine ""Kate""",female,,1,0,367230,15.5,,Q
243,0,2,"Coleridge, Mr. Reginald Charles",male,29,0,0,W./C. 14263,10.5,,S
244,0,3,"Maenpaa, Mr. Matti Alexanteri",male,22,0,0,STON/O 2. 3101275,7.125,,S
245,0,3,"Attalah, Mr. Sleiman",male,30,0,0,2694,7.225,,C
246,0,1,"Minahan, Dr. William Edward",male,44,2,0,19928,90,C78,Q
247,0,3,"Lindahl, Miss. Agda Thorilda Viktoria",female,25,0,0,347071,7.775,,S
248,1,2,"Hamalainen, Mrs. William (Anna)",female,24,0,2,250649,14.5,,S
249,1,1,"Beckwith, Mr. Richard Leonard",male,37,1,1,11751,52.5542,D35,S
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252,0,3,"Strom, Mrs. Wilhelm (Elna Matilda Persson)",female,29,1,1,347054,10.4625,G6,S
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255,0,3,"Rosblom, Mrs. Viktor (Helena Wilhelmina)",female,41,0,2,370129,20.2125,,S
256,1,3,"Touma, Mrs. Darwis (Hanne Youssef Razi)",female,29,0,2,2650,15.2458,,C
257,1,1,"Thorne, Mrs. Gertrude Maybelle",female,,0,0,PC 17585,79.2,,C
258,1,1,"Cherry, Miss. Gladys",female,30,0,0,110152,86.5,B77,S
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260,1,2,"Parrish, Mrs. (Lutie Davis)",female,50,0,1,230433,26,,S
261,0,3,"Smith, Mr. Thomas",male,,0,0,384461,7.75,,Q
262,1,3,"Asplund, Master. Edvin Rojj Felix",male,3,4,2,347077,31.3875,,S
263,0,1,"Taussig, Mr. Emil",male,52,1,1,110413,79.65,E67,S
264,0,1,"Harrison, Mr. William",male,40,0,0,112059,0,B94,S
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266,0,2,"Reeves, Mr. David",male,36,0,0,C.A. 17248,10.5,,S
267,0,3,"Panula, Mr. Ernesti Arvid",male,16,4,1,3101295,39.6875,,S
268,1,3,"Persson, Mr. Ernst Ulrik",male,25,1,0,347083,7.775,,S
269,1,1,"Graham, Mrs. William Thompson (Edith Junkins)",female,58,0,1,PC 17582,153.4625,C125,S
270,1,1,"Bissette, Miss. Amelia",female,35,0,0,PC 17760,135.6333,C99,S
271,0,1,"Cairns, Mr. Alexander",male,,0,0,113798,31,,S
272,1,3,"Tornquist, Mr. William Henry",male,25,0,0,LINE,0,,S
273,1,2,"Mellinger, Mrs. (Elizabeth Anne Maidment)",female,41,0,1,250644,19.5,,S
274,0,1,"Natsch, Mr. Charles H",male,37,0,1,PC 17596,29.7,C118,C
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276,1,1,"Andrews, Miss. Kornelia Theodosia",female,63,1,0,13502,77.9583,D7,S
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278,0,2,"Parkes, Mr. Francis ""Frank""",male,,0,0,239853,0,,S
279,0,3,"Rice, Master. Eric",male,7,4,1,382652,29.125,,Q
280,1,3,"Abbott, Mrs. Stanton (Rosa Hunt)",female,35,1,1,C.A. 2673,20.25,,S
281,0,3,"Duane, Mr. Frank",male,65,0,0,336439,7.75,,Q
282,0,3,"Olsson, Mr. Nils Johan Goransson",male,28,0,0,347464,7.8542,,S
283,0,3,"de Pelsmaeker, Mr. Alfons",male,16,0,0,345778,9.5,,S
284,1,3,"Dorking, Mr. Edward Arthur",male,19,0,0,A/5. 10482,8.05,,S
285,0,1,"Smith, Mr. Richard William",male,,0,0,113056,26,A19,S
286,0,3,"Stankovic, Mr. Ivan",male,33,0,0,349239,8.6625,,C
287,1,3,"de Mulder, Mr. Theodore",male,30,0,0,345774,9.5,,S
288,0,3,"Naidenoff, Mr. Penko",male,22,0,0,349206,7.8958,,S
289,1,2,"Hosono, Mr. Masabumi",male,42,0,0,237798,13,,S
290,1,3,"Connolly, Miss. Kate",female,22,0,0,370373,7.75,,Q
291,1,1,"Barber, Miss. Ellen ""Nellie""",female,26,0,0,19877,78.85,,S
292,1,1,"Bishop, Mrs. Dickinson H (Helen Walton)",female,19,1,0,11967,91.0792,B49,C
293,0,2,"Levy, Mr. Rene Jacques",male,36,0,0,SC/Paris 2163,12.875,D,C
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295,0,3,"Mineff, Mr. Ivan",male,24,0,0,349233,7.8958,,S
296,0,1,"Lewy, Mr. Ervin G",male,,0,0,PC 17612,27.7208,,C
297,0,3,"Hanna, Mr. Mansour",male,23.5,0,0,2693,7.2292,,C
298,0,1,"Allison, Miss. Helen Loraine",female,2,1,2,113781,151.55,C22 C26,S
299,1,1,"Saalfeld, Mr. Adolphe",male,,0,0,19988,30.5,C106,S
300,1,1,"Baxter, Mrs. James (Helene DeLaudeniere Chaput)",female,50,0,1,PC 17558,247.5208,B58 B60,C
301,1,3,"Kelly, Miss. Anna Katherine ""Annie Kate""",female,,0,0,9234,7.75,,Q
302,1,3,"McCoy, Mr. Bernard",male,,2,0,367226,23.25,,Q
303,0,3,"Johnson, Mr. William Cahoone Jr",male,19,0,0,LINE,0,,S
304,1,2,"Keane, Miss. Nora A",female,,0,0,226593,12.35,E101,Q
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306,1,1,"Allison, Master. Hudson Trevor",male,0.92,1,2,113781,151.55,C22 C26,S
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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
309,0,2,"Abelson, Mr. Samuel",male,30,1,0,P/PP 3381,24,,C
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313,0,2,"Lahtinen, Mrs. William (Anna Sylfven)",female,26,1,1,250651,26,,S
314,0,3,"Hendekovic, Mr. Ignjac",male,28,0,0,349243,7.8958,,S
315,0,2,"Hart, Mr. Benjamin",male,43,1,1,F.C.C. 13529,26.25,,S
316,1,3,"Nilsson, Miss. Helmina Josefina",female,26,0,0,347470,7.8542,,S
317,1,2,"Kantor, Mrs. Sinai (Miriam Sternin)",female,24,1,0,244367,26,,S
318,0,2,"Moraweck, Dr. Ernest",male,54,0,0,29011,14,,S
319,1,1,"Wick, Miss. Mary Natalie",female,31,0,2,36928,164.8667,C7,S
320,1,1,"Spedden, Mrs. Frederic Oakley (Margaretta Corning Stone)",female,40,1,1,16966,134.5,E34,C
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322,0,3,"Danoff, Mr. Yoto",male,27,0,0,349219,7.8958,,S
323,1,2,"Slayter, Miss. Hilda Mary",female,30,0,0,234818,12.35,,Q
324,1,2,"Caldwell, Mrs. Albert Francis (Sylvia Mae Harbaugh)",female,22,1,1,248738,29,,S
325,0,3,"Sage, Mr. George John Jr",male,,8,2,CA. 2343,69.55,,S
326,1,1,"Young, Miss. Marie Grice",female,36,0,0,PC 17760,135.6333,C32,C
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329,1,3,"Goldsmith, Mrs. Frank John (Emily Alice Brown)",female,31,1,1,363291,20.525,,S
330,1,1,"Hippach, Miss. Jean Gertrude",female,16,0,1,111361,57.9792,B18,C
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332,0,1,"Partner, Mr. Austen",male,45.5,0,0,113043,28.5,C124,S
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336,0,3,"Denkoff, Mr. Mitto",male,,0,0,349225,7.8958,,S
337,0,1,"Pears, Mr. Thomas Clinton",male,29,1,0,113776,66.6,C2,S
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340,0,1,"Blackwell, Mr. Stephen Weart",male,45,0,0,113784,35.5,T,S
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343,0,2,"Collander, Mr. Erik Gustaf",male,28,0,0,248740,13,,S
344,0,2,"Sedgwick, Mr. Charles Frederick Waddington",male,25,0,0,244361,13,,S
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348,1,3,"Davison, Mrs. Thomas Henry (Mary E Finck)",female,,1,0,386525,16.1,,S
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350,0,3,"Dimic, Mr. Jovan",male,42,0,0,315088,8.6625,,S
351,0,3,"Odahl, Mr. Nils Martin",male,23,0,0,7267,9.225,,S
352,0,1,"Williams-Lambert, Mr. Fletcher Fellows",male,,0,0,113510,35,C128,S
353,0,3,"Elias, Mr. Tannous",male,15,1,1,2695,7.2292,,C
354,0,3,"Arnold-Franchi, Mr. Josef",male,25,1,0,349237,17.8,,S
355,0,3,"Yousif, Mr. Wazli",male,,0,0,2647,7.225,,C
356,0,3,"Vanden Steen, Mr. Leo Peter",male,28,0,0,345783,9.5,,S
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358,0,2,"Funk, Miss. Annie Clemmer",female,38,0,0,237671,13,,S
359,1,3,"McGovern, Miss. Mary",female,,0,0,330931,7.8792,,Q
360,1,3,"Mockler, Miss. Helen Mary ""Ellie""",female,,0,0,330980,7.8792,,Q
361,0,3,"Skoog, Mr. Wilhelm",male,40,1,4,347088,27.9,,S
362,0,2,"del Carlo, Mr. Sebastiano",male,29,1,0,SC/PARIS 2167,27.7208,,C
363,0,3,"Barbara, Mrs. (Catherine David)",female,45,0,1,2691,14.4542,,C
364,0,3,"Asim, Mr. Adola",male,35,0,0,SOTON/O.Q. 3101310,7.05,,S
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366,0,3,"Adahl, Mr. Mauritz Nils Martin",male,30,0,0,C 7076,7.25,,S
367,1,1,"Warren, Mrs. Frank Manley (Anna Sophia Atkinson)",female,60,1,0,110813,75.25,D37,C
368,1,3,"Moussa, Mrs. (Mantoura Boulos)",female,,0,0,2626,7.2292,,C
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373,0,3,"Beavan, Mr. William Thomas",male,19,0,0,323951,8.05,,S
374,0,1,"Ringhini, Mr. Sante",male,22,0,0,PC 17760,135.6333,,C
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376,1,1,"Meyer, Mrs. Edgar Joseph (Leila Saks)",female,,1,0,PC 17604,82.1708,,C
377,1,3,"Landergren, Miss. Aurora Adelia",female,22,0,0,C 7077,7.25,,S
378,0,1,"Widener, Mr. Harry Elkins",male,27,0,2,113503,211.5,C82,C
379,0,3,"Betros, Mr. Tannous",male,20,0,0,2648,4.0125,,C
380,0,3,"Gustafsson, Mr. Karl Gideon",male,19,0,0,347069,7.775,,S
381,1,1,"Bidois, Miss. Rosalie",female,42,0,0,PC 17757,227.525,,C
382,1,3,"Nakid, Miss. Maria (""Mary"")",female,1,0,2,2653,15.7417,,C
383,0,3,"Tikkanen, Mr. Juho",male,32,0,0,STON/O 2. 3101293,7.925,,S
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386,0,2,"Davies, Mr. Charles Henry",male,18,0,0,S.O.C. 14879,73.5,,S
387,0,3,"Goodwin, Master. Sidney Leonard",male,1,5,2,CA 2144,46.9,,S
388,1,2,"Buss, Miss. Kate",female,36,0,0,27849,13,,S
389,0,3,"Sadlier, Mr. Matthew",male,,0,0,367655,7.7292,,Q
390,1,2,"Lehmann, Miss. Bertha",female,17,0,0,SC 1748,12,,C
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393,0,3,"Gustafsson, Mr. Johan Birger",male,28,2,0,3101277,7.925,,S
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398,0,2,"McKane, Mr. Peter David",male,46,0,0,28403,26,,S
399,0,2,"Pain, Dr. Alfred",male,23,0,0,244278,10.5,,S
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411,0,3,"Sdycoff, Mr. Todor",male,,0,0,349222,7.8958,,S
412,0,3,"Hart, Mr. Henry",male,,0,0,394140,6.8583,,Q
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419,0,2,"Matthews, Mr. William John",male,30,0,0,28228,13,,S
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422,0,3,"Charters, Mr. David",male,21,0,0,A/5. 13032,7.7333,,Q
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426,0,3,"Wiseman, Mr. Phillippe",male,,0,0,A/4. 34244,7.25,,S
427,1,2,"Clarke, Mrs. Charles V (Ada Maria Winfield)",female,28,1,0,2003,26,,S
428,1,2,"Phillips, Miss. Kate Florence (""Mrs Kate Louise Phillips Marshall"")",female,19,0,0,250655,26,,S
429,0,3,"Flynn, Mr. James",male,,0,0,364851,7.75,,Q
430,1,3,"Pickard, Mr. Berk (Berk Trembisky)",male,32,0,0,SOTON/O.Q. 392078,8.05,E10,S
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433,1,2,"Louch, Mrs. Charles Alexander (Alice Adelaide Slow)",female,42,1,0,SC/AH 3085,26,,S
434,0,3,"Kallio, Mr. Nikolai Erland",male,17,0,0,STON/O 2. 3101274,7.125,,S
435,0,1,"Silvey, Mr. William Baird",male,50,1,0,13507,55.9,E44,S
436,1,1,"Carter, Miss. Lucile Polk",female,14,1,2,113760,120,B96 B98,S
437,0,3,"Ford, Miss. Doolina Margaret ""Daisy""",female,21,2,2,W./C. 6608,34.375,,S
438,1,2,"Richards, Mrs. Sidney (Emily Hocking)",female,24,2,3,29106,18.75,,S
439,0,1,"Fortune, Mr. Mark",male,64,1,4,19950,263,C23 C25 C27,S
440,0,2,"Kvillner, Mr. Johan Henrik Johannesson",male,31,0,0,C.A. 18723,10.5,,S
441,1,2,"Hart, Mrs. Benjamin (Esther Ada Bloomfield)",female,45,1,1,F.C.C. 13529,26.25,,S
442,0,3,"Hampe, Mr. Leon",male,20,0,0,345769,9.5,,S
443,0,3,"Petterson, Mr. Johan Emil",male,25,1,0,347076,7.775,,S
444,1,2,"Reynaldo, Ms. Encarnacion",female,28,0,0,230434,13,,S
445,1,3,"Johannesen-Bratthammer, Mr. Bernt",male,,0,0,65306,8.1125,,S
446,1,1,"Dodge, Master. Washington",male,4,0,2,33638,81.8583,A34,S
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448,1,1,"Seward, Mr. Frederic Kimber",male,34,0,0,113794,26.55,,S
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450,1,1,"Peuchen, Major. Arthur Godfrey",male,52,0,0,113786,30.5,C104,S
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452,0,3,"Hagland, Mr. Ingvald Olai Olsen",male,,1,0,65303,19.9667,,S
453,0,1,"Foreman, Mr. Benjamin Laventall",male,30,0,0,113051,27.75,C111,C
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456,1,3,"Jalsevac, Mr. Ivan",male,29,0,0,349240,7.8958,,C
457,0,1,"Millet, Mr. Francis Davis",male,65,0,0,13509,26.55,E38,S
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461,1,1,"Anderson, Mr. Harry",male,48,0,0,19952,26.55,E12,S
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463,0,1,"Gee, Mr. Arthur H",male,47,0,0,111320,38.5,E63,S
464,0,2,"Milling, Mr. Jacob Christian",male,48,0,0,234360,13,,S
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466,0,3,"Goncalves, Mr. Manuel Estanslas",male,38,0,0,SOTON/O.Q. 3101306,7.05,,S
467,0,2,"Campbell, Mr. William",male,,0,0,239853,0,,S
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469,0,3,"Scanlan, Mr. James",male,,0,0,36209,7.725,,Q
470,1,3,"Baclini, Miss. Helene Barbara",female,0.75,2,1,2666,19.2583,,C
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472,0,3,"Cacic, Mr. Luka",male,38,0,0,315089,8.6625,,S
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474,1,2,"Jerwan, Mrs. Amin S (Marie Marthe Thuillard)",female,23,0,0,SC/AH Basle 541,13.7917,D,C
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476,0,1,"Clifford, Mr. George Quincy",male,,0,0,110465,52,A14,S
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479,0,3,"Karlsson, Mr. Nils August",male,22,0,0,350060,7.5208,,S
480,1,3,"Hirvonen, Miss. Hildur E",female,2,0,1,3101298,12.2875,,S
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484,1,3,"Turkula, Mrs. (Hedwig)",female,63,0,0,4134,9.5875,,S
485,1,1,"Bishop, Mr. Dickinson H",male,25,1,0,11967,91.0792,B49,C
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490,1,3,"Coutts, Master. Eden Leslie ""Neville""",male,9,1,1,C.A. 37671,15.9,,S
491,0,3,"Hagland, Mr. Konrad Mathias Reiersen",male,,1,0,65304,19.9667,,S
492,0,3,"Windelov, Mr. Einar",male,21,0,0,SOTON/OQ 3101317,7.25,,S
493,0,1,"Molson, Mr. Harry Markland",male,55,0,0,113787,30.5,C30,S
494,0,1,"Artagaveytia, Mr. Ramon",male,71,0,0,PC 17609,49.5042,,C
495,0,3,"Stanley, Mr. Edward Roland",male,21,0,0,A/4 45380,8.05,,S
496,0,3,"Yousseff, Mr. Gerious",male,,0,0,2627,14.4583,,C
497,1,1,"Eustis, Miss. Elizabeth Mussey",female,54,1,0,36947,78.2667,D20,C
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500,0,3,"Svensson, Mr. Olof",male,24,0,0,350035,7.7958,,S
501,0,3,"Calic, Mr. Petar",male,17,0,0,315086,8.6625,,S
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503,0,3,"O'Sullivan, Miss. Bridget Mary",female,,0,0,330909,7.6292,,Q
504,0,3,"Laitinen, Miss. Kristina Sofia",female,37,0,0,4135,9.5875,,S
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509,0,3,"Olsen, Mr. Henry Margido",male,28,0,0,C 4001,22.525,,S
510,1,3,"Lang, Mr. Fang",male,26,0,0,1601,56.4958,,S
511,1,3,"Daly, Mr. Eugene Patrick",male,29,0,0,382651,7.75,,Q
512,0,3,"Webber, Mr. James",male,,0,0,SOTON/OQ 3101316,8.05,,S
513,1,1,"McGough, Mr. James Robert",male,36,0,0,PC 17473,26.2875,E25,S
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516,0,1,"Walker, Mr. William Anderson",male,47,0,0,36967,34.0208,D46,S
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519,1,2,"Angle, Mrs. William A (Florence ""Mary"" Agnes Hughes)",female,36,1,0,226875,26,,S
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523,0,3,"Lahoud, Mr. Sarkis",male,,0,0,2624,7.225,,C
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529,0,3,"Salonen, Mr. Johan Werner",male,39,0,0,3101296,7.925,,S
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533,0,3,"Elias, Mr. Joseph Jr",male,17,1,1,2690,7.2292,,C
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535,0,3,"Cacic, Miss. Marija",female,30,0,0,315084,8.6625,,S
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537,0,1,"Butt, Major. Archibald Willingham",male,45,0,0,113050,26.55,B38,S
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543,0,3,"Andersson, Miss. Sigrid Elisabeth",female,11,4,2,347082,31.275,,S
544,1,2,"Beane, Mr. Edward",male,32,1,0,2908,26,,S
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548,1,2,"Padro y Manent, Mr. Julian",male,,0,0,SC/PARIS 2146,13.8625,,C
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550,1,2,"Davies, Master. John Morgan Jr",male,8,1,1,C.A. 33112,36.75,,S
551,1,1,"Thayer, Mr. John Borland Jr",male,17,0,2,17421,110.8833,C70,C
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553,0,3,"O'Brien, Mr. Timothy",male,,0,0,330979,7.8292,,Q
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555,1,3,"Ohman, Miss. Velin",female,22,0,0,347085,7.775,,S
556,0,1,"Wright, Mr. George",male,62,0,0,113807,26.55,,S
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562,0,3,"Sivic, Mr. Husein",male,40,0,0,349251,7.8958,,S
563,0,2,"Norman, Mr. Robert Douglas",male,28,0,0,218629,13.5,,S
564,0,3,"Simmons, Mr. John",male,,0,0,SOTON/OQ 392082,8.05,,S
565,0,3,"Meanwell, Miss. (Marion Ogden)",female,,0,0,SOTON/O.Q. 392087,8.05,,S
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590,0,3,"Murdlin, Mr. Joseph",male,,0,0,A./5. 3235,8.05,,S
591,0,3,"Rintamaki, Mr. Matti",male,35,0,0,STON/O 2. 3101273,7.125,,S
592,1,1,"Stephenson, Mrs. Walter Bertram (Martha Eustis)",female,52,1,0,36947,78.2667,D20,C
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615,0,3,"Brocklebank, Mr. William Alfred",male,35,0,0,364512,8.05,,S
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879,0,3,"Laleff, Mr. Kristo",male,,0,0,349217,7.8958,,S
880,1,1,"Potter, Mrs. Thomas Jr (Lily Alexenia Wilson)",female,56,0,1,11767,83.1583,C50,C
881,1,2,"Shelley, Mrs. William (Imanita Parrish Hall)",female,25,0,1,230433,26,,S
882,0,3,"Markun, Mr. Johann",male,33,0,0,349257,7.8958,,S
883,0,3,"Dahlberg, Miss. Gerda Ulrika",female,22,0,0,7552,10.5167,,S
884,0,2,"Banfield, Mr. Frederick James",male,28,0,0,C.A./SOTON 34068,10.5,,S
885,0,3,"Sutehall, Mr. Henry Jr",male,25,0,0,SOTON/OQ 392076,7.05,,S
886,0,3,"Rice, Mrs. William (Margaret Norton)",female,39,0,5,382652,29.125,,Q
887,0,2,"Montvila, Rev. Juozas",male,27,0,0,211536,13,,S
888,1,1,"Graham, Miss. Margaret Edith",female,19,0,0,112053,30,B42,S
889,0,3,"Johnston, Miss. Catherine Helen ""Carrie""",female,,1,2,W./C. 6607,23.45,,S
890,1,1,"Behr, Mr. Karl Howell",male,26,0,0,111369,30,C148,C
891,0,3,"Dooley, Mr. Patrick",male,32,0,0,370376,7.75,,Q


================================================
FILE: titanic-solution.ipynb
================================================
{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "6a09d4fb-60c5-4f45-b844-8c788a50c543",
    "_uuid": "8e892e637f005dd61ec7dcb95865e52f3de2a77f"
   },
   "source": [
    "# Titanic: Machine Learning from Disaster\n",
    "### Predict survival on the Titanic\n",
    "- Defining the problem statement\n",
    "- Collecting the data\n",
    "- Exploratory data analysis\n",
    "- Feature engineering\n",
    "- Modelling\n",
    "- Testing"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "4af5e83d-7fd8-4a61-bf26-9583cb6d3476",
    "_uuid": "65d04d276a8983f62a49261f6e94a02b281dbcc9"
   },
   "source": [
    "## 1. Defining the problem statement\n",
    "Complete the analysis of what sorts of people were likely to survive.  \n",
    "In particular, we ask you to apply the tools of machine learning to predict which passengers survived the Titanic tragedy."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<img src=\"https://static1.squarespace.com/static/5006453fe4b09ef2252ba068/5095eabce4b06cb305058603/5095eabce4b02d37bef4c24c/1352002236895/100_anniversary_titanic_sinking_by_esai8mellows-d4xbme8.jpg\"/>"
      ],
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import Image\n",
    "Image(url= \"https://static1.squarespace.com/static/5006453fe4b09ef2252ba068/5095eabce4b06cb305058603/5095eabce4b02d37bef4c24c/1352002236895/100_anniversary_titanic_sinking_by_esai8mellows-d4xbme8.jpg\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "3f529075-7f9b-40ff-a79a-f3a11a7d8cbe",
    "_uuid": "64ca0f815766e3e8074b0e04f53947930cb061aa"
   },
   "source": [
    "## 2. Collecting the data\n",
    "\n",
    "training data set and testing data set are given by Kaggle\n",
    "you can download from  \n",
    "my github [https://github.com/minsuk-heo/kaggle-titanic/tree/master](https://github.com/minsuk-heo/kaggle-titanic)  \n",
    "or you can download from kaggle directly [kaggle](https://www.kaggle.com/c/titanic/data)  \n",
    "\n",
    "### load train, test dataset using Pandas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "_cell_guid": "e58a3f06-4c2a-4b87-90de-f8b09039fd4e",
    "_uuid": "46f0b12d7bf66712642e9a9b807f5ef398426b83",
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "\n",
    "train = pd.read_csv('input/train.csv')\n",
    "test = pd.read_csv('input/test.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "836a454f-17bc-41a2-be69-cd86c6f3b584",
    "_uuid": "1ed3ad39ead93977b8936d9c96e6f6f806a8f9b3"
   },
   "source": [
    "## 3. Exploratory data analysis\n",
    "Printing first 5 rows of the train dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "_cell_guid": "749a3d70-394c-4d2c-999a-4d0567e39232",
    "_uuid": "b9fdb3b19d7a8f30cd0bb69ae434e04121ecba93"
   },
   "outputs": [
    {
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       "      <td>3</td>\n",
       "      <td>Emir, Mr. Farred Chehab</td>\n",
       "      <td>male</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2631</td>\n",
       "      <td>7.2250</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>28</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Fortune, Mr. Charles Alexander</td>\n",
       "      <td>male</td>\n",
       "      <td>19.00</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>19950</td>\n",
       "      <td>263.0000</td>\n",
       "      <td>C23 C25 C27</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>29</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>O'Dwyer, Miss. Ellen \"Nellie\"</td>\n",
       "      <td>female</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>330959</td>\n",
       "      <td>7.8792</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Q</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Todoroff, Mr. Lalio</td>\n",
       "      <td>male</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>349216</td>\n",
       "      <td>7.8958</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>51</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Panula, Master. Juha Niilo</td>\n",
       "      <td>male</td>\n",
       "      <td>7.00</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>3101295</td>\n",
       "      <td>39.6875</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>52</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Nosworthy, Mr. Richard Cater</td>\n",
       "      <td>male</td>\n",
       "      <td>21.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>A/4. 39886</td>\n",
       "      <td>7.8000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>53</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Harper, Mrs. Henry Sleeper (Myna Haxtun)</td>\n",
       "      <td>female</td>\n",
       "      <td>49.00</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>PC 17572</td>\n",
       "      <td>76.7292</td>\n",
       "      <td>D33</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>54</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>Faunthorpe, Mrs. Lizzie (Elizabeth Anne Wilkin...</td>\n",
       "      <td>female</td>\n",
       "      <td>29.00</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2926</td>\n",
       "      <td>26.0000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>55</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Ostby, Mr. Engelhart Cornelius</td>\n",
       "      <td>male</td>\n",
       "      <td>65.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>113509</td>\n",
       "      <td>61.9792</td>\n",
       "      <td>B30</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>56</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Woolner, Mr. Hugh</td>\n",
       "      <td>male</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>19947</td>\n",
       "      <td>35.5000</td>\n",
       "      <td>C52</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>57</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>Rugg, Miss. Emily</td>\n",
       "      <td>female</td>\n",
       "      <td>21.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>C.A. 31026</td>\n",
       "      <td>10.5000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>58</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Novel, Mr. Mansouer</td>\n",
       "      <td>male</td>\n",
       "      <td>28.50</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2697</td>\n",
       "      <td>7.2292</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>59</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>West, Miss. Constance Mirium</td>\n",
       "      <td>female</td>\n",
       "      <td>5.00</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>C.A. 34651</td>\n",
       "      <td>27.7500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>60</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Goodwin, Master. William Frederick</td>\n",
       "      <td>male</td>\n",
       "      <td>11.00</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>CA 2144</td>\n",
       "      <td>46.9000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>61</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Sirayanian, Mr. Orsen</td>\n",
       "      <td>male</td>\n",
       "      <td>22.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2669</td>\n",
       "      <td>7.2292</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>62</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Icard, Miss. Amelie</td>\n",
       "      <td>female</td>\n",
       "      <td>38.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>113572</td>\n",
       "      <td>80.0000</td>\n",
       "      <td>B28</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>63</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Harris, Mr. Henry Birkhardt</td>\n",
       "      <td>male</td>\n",
       "      <td>45.00</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>36973</td>\n",
       "      <td>83.4750</td>\n",
       "      <td>C83</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>64</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Skoog, Master. Harald</td>\n",
       "      <td>male</td>\n",
       "      <td>4.00</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>347088</td>\n",
       "      <td>27.9000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>65</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Stewart, Mr. Albert A</td>\n",
       "      <td>male</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PC 17605</td>\n",
       "      <td>27.7208</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>66</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Moubarek, Master. Gerios</td>\n",
       "      <td>male</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2661</td>\n",
       "      <td>15.2458</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>67</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>Nye, Mrs. (Elizabeth Ramell)</td>\n",
       "      <td>female</td>\n",
       "      <td>29.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>C.A. 29395</td>\n",
       "      <td>10.5000</td>\n",
       "      <td>F33</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>68</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Crease, Mr. Ernest James</td>\n",
       "      <td>male</td>\n",
       "      <td>19.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>S.P. 3464</td>\n",
       "      <td>8.1583</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>69</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Andersson, Miss. Erna Alexandra</td>\n",
       "      <td>female</td>\n",
       "      <td>17.00</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>3101281</td>\n",
       "      <td>7.9250</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>70</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Kink, Mr. Vincenz</td>\n",
       "      <td>male</td>\n",
       "      <td>26.00</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>315151</td>\n",
       "      <td>8.6625</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>71</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>Jenkin, Mr. Stephen Curnow</td>\n",
       "      <td>male</td>\n",
       "      <td>32.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>C.A. 33111</td>\n",
       "      <td>10.5000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>72</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Goodwin, Miss. Lillian Amy</td>\n",
       "      <td>female</td>\n",
       "      <td>16.00</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>CA 2144</td>\n",
       "      <td>46.9000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>73</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>Hood, Mr. Ambrose Jr</td>\n",
       "      <td>male</td>\n",
       "      <td>21.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>S.O.C. 14879</td>\n",
       "      <td>73.5000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>74</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Chronopoulos, Mr. Apostolos</td>\n",
       "      <td>male</td>\n",
       "      <td>26.00</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2680</td>\n",
       "      <td>14.4542</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>75</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Bing, Mr. Lee</td>\n",
       "      <td>male</td>\n",
       "      <td>32.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1601</td>\n",
       "      <td>56.4958</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>76</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Moen, Mr. Sigurd Hansen</td>\n",
       "      <td>male</td>\n",
       "      <td>25.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>348123</td>\n",
       "      <td>7.6500</td>\n",
       "      <td>F G73</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>77</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Staneff, Mr. Ivan</td>\n",
       "      <td>male</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>349208</td>\n",
       "      <td>7.8958</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>78</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Moutal, Mr. Rahamin Haim</td>\n",
       "      <td>male</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>374746</td>\n",
       "      <td>8.0500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>79</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>Caldwell, Master. Alden Gates</td>\n",
       "      <td>male</td>\n",
       "      <td>0.83</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>248738</td>\n",
       "      <td>29.0000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>80</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Dowdell, Miss. Elizabeth</td>\n",
       "      <td>female</td>\n",
       "      <td>30.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>364516</td>\n",
       "      <td>12.4750</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>80 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    PassengerId  Survived  Pclass  \\\n",
       "0             1         0       3   \n",
       "1             2         1       1   \n",
       "2             3         1       3   \n",
       "3             4         1       1   \n",
       "4             5         0       3   \n",
       "5             6         0       3   \n",
       "6             7         0       1   \n",
       "7             8         0       3   \n",
       "8             9         1       3   \n",
       "9            10         1       2   \n",
       "10           11         1       3   \n",
       "11           12         1       1   \n",
       "12           13         0       3   \n",
       "13           14         0       3   \n",
       "14           15         0       3   \n",
       "15           16         1       2   \n",
       "16           17         0       3   \n",
       "17           18         1       2   \n",
       "18           19         0       3   \n",
       "19           20         1       3   \n",
       "20           21         0       2   \n",
       "21           22         1       2   \n",
       "22           23         1       3   \n",
       "23           24         1       1   \n",
       "24           25         0       3   \n",
       "25           26         1       3   \n",
       "26           27         0       3   \n",
       "27           28         0       1   \n",
       "28           29         1       3   \n",
       "29           30         0       3   \n",
       "..          ...       ...     ...   \n",
       "50           51         0       3   \n",
       "51           52         0       3   \n",
       "52           53         1       1   \n",
       "53           54         1       2   \n",
       "54           55         0       1   \n",
       "55           56         1       1   \n",
       "56           57         1       2   \n",
       "57           58         0       3   \n",
       "58           59         1       2   \n",
       "59           60         0       3   \n",
       "60           61         0       3   \n",
       "61           62         1       1   \n",
       "62           63         0       1   \n",
       "63           64         0       3   \n",
       "64           65         0       1   \n",
       "65           66         1       3   \n",
       "66           67         1       2   \n",
       "67           68         0       3   \n",
       "68           69         1       3   \n",
       "69           70         0       3   \n",
       "70           71         0       2   \n",
       "71           72         0       3   \n",
       "72           73         0       2   \n",
       "73           74         0       3   \n",
       "74           75         1       3   \n",
       "75           76         0       3   \n",
       "76           77         0       3   \n",
       "77           78         0       3   \n",
       "78           79         1       2   \n",
       "79           80         1       3   \n",
       "\n",
       "                                                 Name     Sex    Age  SibSp  \\\n",
       "0                             Braund, Mr. Owen Harris    male  22.00      1   \n",
       "1   Cumings, Mrs. John Bradley (Florence Briggs Th...  female  38.00      1   \n",
       "2                              Heikkinen, Miss. Laina  female  26.00      0   \n",
       "3        Futrelle, Mrs. Jacques Heath (Lily May Peel)  female  35.00      1   \n",
       "4                            Allen, Mr. William Henry    male  35.00      0   \n",
       "5                                    Moran, Mr. James    male    NaN      0   \n",
       "6                             McCarthy, Mr. Timothy J    male  54.00      0   \n",
       "7                      Palsson, Master. Gosta Leonard    male   2.00      3   \n",
       "8   Johnson, Mrs. Oscar W (Elisabeth Vilhelmina Berg)  female  27.00      0   \n",
       "9                 Nasser, Mrs. Nicholas (Adele Achem)  female  14.00      1   \n",
       "10                    Sandstrom, Miss. Marguerite Rut  female   4.00      1   \n",
       "11                           Bonnell, Miss. Elizabeth  female  58.00      0   \n",
       "12                     Saundercock, Mr. William Henry    male  20.00      0   \n",
       "13                        Andersson, Mr. Anders Johan    male  39.00      1   \n",
       "14               Vestrom, Miss. Hulda Amanda Adolfina  female  14.00      0   \n",
       "15                   Hewlett, Mrs. (Mary D Kingcome)   female  55.00      0   \n",
       "16                               Rice, Master. Eugene    male   2.00      4   \n",
       "17                       Williams, Mr. Charles Eugene    male    NaN      0   \n",
       "18  Vander Planke, Mrs. Julius (Emelia Maria Vande...  female  31.00      1   \n",
       "19                            Masselmani, Mrs. Fatima  female    NaN      0   \n",
       "20                               Fynney, Mr. Joseph J    male  35.00      0   \n",
       "21                              Beesley, Mr. Lawrence    male  34.00      0   \n",
       "22                        McGowan, Miss. Anna \"Annie\"  female  15.00      0   \n",
       "23                       Sloper, Mr. William Thompson    male  28.00      0   \n",
       "24                      Palsson, Miss. Torborg Danira  female   8.00      3   \n",
       "25  Asplund, Mrs. Carl Oscar (Selma Augusta Emilia...  female  38.00      1   \n",
       "26                            Emir, Mr. Farred Chehab    male    NaN      0   \n",
       "27                     Fortune, Mr. Charles Alexander    male  19.00      3   \n",
       "28                      O'Dwyer, Miss. Ellen \"Nellie\"  female    NaN      0   \n",
       "29                                Todoroff, Mr. Lalio    male    NaN      0   \n",
       "..                                                ...     ...    ...    ...   \n",
       "50                         Panula, Master. Juha Niilo    male   7.00      4   \n",
       "51                       Nosworthy, Mr. Richard Cater    male  21.00      0   \n",
       "52           Harper, Mrs. Henry Sleeper (Myna Haxtun)  female  49.00      1   \n",
       "53  Faunthorpe, Mrs. Lizzie (Elizabeth Anne Wilkin...  female  29.00      1   \n",
       "54                     Ostby, Mr. Engelhart Cornelius    male  65.00      0   \n",
       "55                                  Woolner, Mr. Hugh    male    NaN      0   \n",
       "56                                  Rugg, Miss. Emily  female  21.00      0   \n",
       "57                                Novel, Mr. Mansouer    male  28.50      0   \n",
       "58                       West, Miss. Constance Mirium  female   5.00      1   \n",
       "59                 Goodwin, Master. William Frederick    male  11.00      5   \n",
       "60                              Sirayanian, Mr. Orsen    male  22.00      0   \n",
       "61                                Icard, Miss. Amelie  female  38.00      0   \n",
       "62                        Harris, Mr. Henry Birkhardt    male  45.00      1   \n",
       "63                              Skoog, Master. Harald    male   4.00      3   \n",
       "64                              Stewart, Mr. Albert A    male    NaN      0   \n",
       "65                           Moubarek, Master. Gerios    male    NaN      1   \n",
       "66                       Nye, Mrs. (Elizabeth Ramell)  female  29.00      0   \n",
       "67                           Crease, Mr. Ernest James    male  19.00      0   \n",
       "68                    Andersson, Miss. Erna Alexandra  female  17.00      4   \n",
       "69                                  Kink, Mr. Vincenz    male  26.00      2   \n",
       "70                         Jenkin, Mr. Stephen Curnow    male  32.00      0   \n",
       "71                         Goodwin, Miss. Lillian Amy  female  16.00      5   \n",
       "72                               Hood, Mr. Ambrose Jr    male  21.00      0   \n",
       "73                        Chronopoulos, Mr. Apostolos    male  26.00      1   \n",
       "74                                      Bing, Mr. Lee    male  32.00      0   \n",
       "75                            Moen, Mr. Sigurd Hansen    male  25.00      0   \n",
       "76                                  Staneff, Mr. Ivan    male    NaN      0   \n",
       "77                           Moutal, Mr. Rahamin Haim    male    NaN      0   \n",
       "78                      Caldwell, Master. Alden Gates    male   0.83      0   \n",
       "79                           Dowdell, Miss. Elizabeth  female  30.00      0   \n",
       "\n",
       "    Parch            Ticket      Fare        Cabin Embarked  \n",
       "0       0         A/5 21171    7.2500          NaN        S  \n",
       "1       0          PC 17599   71.2833          C85        C  \n",
       "2       0  STON/O2. 3101282    7.9250          NaN        S  \n",
       "3       0            113803   53.1000         C123        S  \n",
       "4       0            373450    8.0500          NaN        S  \n",
       "5       0            330877    8.4583          NaN        Q  \n",
       "6       0             17463   51.8625          E46        S  \n",
       "7       1            349909   21.0750          NaN        S  \n",
       "8       2            347742   11.1333          NaN        S  \n",
       "9       0            237736   30.0708          NaN        C  \n",
       "10      1           PP 9549   16.7000           G6        S  \n",
       "11      0            113783   26.5500         C103        S  \n",
       "12      0         A/5. 2151    8.0500          NaN        S  \n",
       "13      5            347082   31.2750          NaN        S  \n",
       "14      0            350406    7.8542          NaN        S  \n",
       "15      0            248706   16.0000          NaN        S  \n",
       "16      1            382652   29.1250          NaN        Q  \n",
       "17      0            244373   13.0000          NaN        S  \n",
       "18      0            345763   18.0000          NaN        S  \n",
       "19      0              2649    7.2250          NaN        C  \n",
       "20      0            239865   26.0000          NaN        S  \n",
       "21      0            248698   13.0000          D56        S  \n",
       "22      0            330923    8.0292          NaN        Q  \n",
       "23      0            113788   35.5000           A6        S  \n",
       "24      1            349909   21.0750          NaN        S  \n",
       "25      5            347077   31.3875          NaN        S  \n",
       "26      0              2631    7.2250          NaN        C  \n",
       "27      2             19950  263.0000  C23 C25 C27        S  \n",
       "28      0            330959    7.8792          NaN        Q  \n",
       "29      0            349216    7.8958          NaN        S  \n",
       "..    ...               ...       ...          ...      ...  \n",
       "50      1           3101295   39.6875          NaN        S  \n",
       "51      0        A/4. 39886    7.8000          NaN        S  \n",
       "52      0          PC 17572   76.7292          D33        C  \n",
       "53      0              2926   26.0000          NaN        S  \n",
       "54      1            113509   61.9792          B30        C  \n",
       "55      0             19947   35.5000          C52        S  \n",
       "56      0        C.A. 31026   10.5000          NaN        S  \n",
       "57      0              2697    7.2292          NaN        C  \n",
       "58      2        C.A. 34651   27.7500          NaN        S  \n",
       "59      2           CA 2144   46.9000          NaN        S  \n",
       "60      0              2669    7.2292          NaN        C  \n",
       "61      0            113572   80.0000          B28      NaN  \n",
       "62      0             36973   83.4750          C83        S  \n",
       "63      2            347088   27.9000          NaN        S  \n",
       "64      0          PC 17605   27.7208          NaN        C  \n",
       "65      1              2661   15.2458          NaN        C  \n",
       "66      0        C.A. 29395   10.5000          F33        S  \n",
       "67      0         S.P. 3464    8.1583          NaN        S  \n",
       "68      2           3101281    7.9250          NaN        S  \n",
       "69      0            315151    8.6625          NaN        S  \n",
       "70      0        C.A. 33111   10.5000          NaN        S  \n",
       "71      2           CA 2144   46.9000          NaN        S  \n",
       "72      0      S.O.C. 14879   73.5000          NaN        S  \n",
       "73      0              2680   14.4542          NaN        C  \n",
       "74      0              1601   56.4958          NaN        S  \n",
       "75      0            348123    7.6500        F G73        S  \n",
       "76      0            349208    7.8958          NaN        S  \n",
       "77      0            374746    8.0500          NaN        S  \n",
       "78      2            248738   29.0000          NaN        S  \n",
       "79      0            364516   12.4750          NaN        S  \n",
       "\n",
       "[80 rows x 12 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train.head(80)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Data Dictionary\n",
    "- Survived: \t0 = No, 1 = Yes  \n",
    "- pclass: \tTicket class\t1 = 1st, 2 = 2nd, 3 = 3rd  \t\n",
    "- sibsp:\t# of siblings / spouses aboard the Titanic  \t\n",
    "- parch:\t# of parents / children aboard the Titanic  \t\n",
    "- ticket:\tTicket number\t\n",
    "- cabin:\tCabin number\t\n",
    "- embarked:\tPort of Embarkation\tC = Cherbourg, Q = Queenstown, S = Southampton  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "5ebc1e0e-2b5a-4d92-98e0-defa019d4439",
    "_uuid": "1892fbb34b26d775d1c428fdb7b6254449286b28"
   },
   "source": [
    "**Total rows and columns**\n",
    "\n",
    "We can see that there are 891 rows and 12 columns in our training dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>PassengerId</th>\n",
       "      <th>Pclass</th>\n",
       "      <th>Name</th>\n",
       "      <th>Sex</th>\n",
       "      <th>Age</th>\n",
       "      <th>SibSp</th>\n",
       "      <th>Parch</th>\n",
       "      <th>Ticket</th>\n",
       "      <th>Fare</th>\n",
       "      <th>Cabin</th>\n",
       "      <th>Embarked</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>892</td>\n",
       "      <td>3</td>\n",
       "      <td>Kelly, Mr. James</td>\n",
       "      <td>male</td>\n",
       "      <td>34.5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>330911</td>\n",
       "      <td>7.8292</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Q</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>893</td>\n",
       "      <td>3</td>\n",
       "      <td>Wilkes, Mrs. James (Ellen Needs)</td>\n",
       "      <td>female</td>\n",
       "      <td>47.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>363272</td>\n",
       "      <td>7.0000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>894</td>\n",
       "      <td>2</td>\n",
       "      <td>Myles, Mr. Thomas Francis</td>\n",
       "      <td>male</td>\n",
       "      <td>62.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>240276</td>\n",
       "      <td>9.6875</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Q</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>895</td>\n",
       "      <td>3</td>\n",
       "      <td>Wirz, Mr. Albert</td>\n",
       "      <td>male</td>\n",
       "      <td>27.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>315154</td>\n",
       "      <td>8.6625</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>896</td>\n",
       "      <td>3</td>\n",
       "      <td>Hirvonen, Mrs. Alexander (Helga E Lindqvist)</td>\n",
       "      <td>female</td>\n",
       "      <td>22.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3101298</td>\n",
       "      <td>12.2875</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   PassengerId  Pclass                                          Name     Sex  \\\n",
       "0          892       3                              Kelly, Mr. James    male   \n",
       "1          893       3              Wilkes, Mrs. James (Ellen Needs)  female   \n",
       "2          894       2                     Myles, Mr. Thomas Francis    male   \n",
       "3          895       3                              Wirz, Mr. Albert    male   \n",
       "4          896       3  Hirvonen, Mrs. Alexander (Helga E Lindqvist)  female   \n",
       "\n",
       "    Age  SibSp  Parch   Ticket     Fare Cabin Embarked  \n",
       "0  34.5      0      0   330911   7.8292   NaN        Q  \n",
       "1  47.0      1      0   363272   7.0000   NaN        S  \n",
       "2  62.0      0      0   240276   9.6875   NaN        Q  \n",
       "3  27.0      0      0   315154   8.6625   NaN        S  \n",
       "4  22.0      1      1  3101298  12.2875   NaN        S  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "_cell_guid": "ed1e7849-d1b6-490d-b86b-9ca71dfafc7d",
    "_uuid": "5a641beccf0e555dfd7b9a53a17188ea6edef95b"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(891, 12)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(418, 11)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "_cell_guid": "418b8a69-f2aa-442d-8f45-fa8887190938",
    "_uuid": "4ee2591110660a4a16b3da7a7530f0945e121b46"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 891 entries, 0 to 890\n",
      "Data columns (total 12 columns):\n",
      "PassengerId    891 non-null int64\n",
      "Survived       891 non-null int64\n",
      "Pclass         891 non-null int64\n",
      "Name           891 non-null object\n",
      "Sex            891 non-null object\n",
      "Age            714 non-null float64\n",
      "SibSp          891 non-null int64\n",
      "Parch          891 non-null int64\n",
      "Ticket         891 non-null object\n",
      "Fare           891 non-null float64\n",
      "Cabin          204 non-null object\n",
      "Embarked       889 non-null object\n",
      "dtypes: float64(2), int64(5), object(5)\n",
      "memory usage: 83.6+ KB\n"
     ]
    }
   ],
   "source": [
    "train.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 418 entries, 0 to 417\n",
      "Data columns (total 11 columns):\n",
      "PassengerId    418 non-null int64\n",
      "Pclass         418 non-null int64\n",
      "Name           418 non-null object\n",
      "Sex            418 non-null object\n",
      "Age            332 non-null float64\n",
      "SibSp          418 non-null int64\n",
      "Parch          418 non-null int64\n",
      "Ticket         418 non-null object\n",
      "Fare           417 non-null float64\n",
      "Cabin          91 non-null object\n",
      "Embarked       418 non-null object\n",
      "dtypes: float64(2), int64(4), object(5)\n",
      "memory usage: 36.0+ KB\n"
     ]
    }
   ],
   "source": [
    "test.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "abc3c4fc-6419-405f-927a-4214d2c73eec",
    "_uuid": "622d4d4b2ba8f77cc537af97fc343d4cd6de26b2"
   },
   "source": [
    "We can see that *Age* value is missing for many rows. \n",
    "\n",
    "Out of 891 rows, the *Age* value is present only in 714 rows.\n",
    "\n",
    "Similarly, *Cabin* values are also missing in many rows. Only 204 out of 891 rows have *Cabin* values."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "_cell_guid": "0663e2bb-dc27-4187-94b1-ff4ff78b68bc",
    "_uuid": "3bf74de7f2483d622e41608f6017f2945639e4df"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "PassengerId      0\n",
       "Survived         0\n",
       "Pclass           0\n",
       "Name             0\n",
       "Sex              0\n",
       "Age            177\n",
       "SibSp            0\n",
       "Parch            0\n",
       "Ticket           0\n",
       "Fare             0\n",
       "Cabin          687\n",
       "Embarked         2\n",
       "dtype: int64"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "PassengerId      0\n",
       "Pclass           0\n",
       "Name             0\n",
       "Sex              0\n",
       "Age             86\n",
       "SibSp            0\n",
       "Parch            0\n",
       "Ticket           0\n",
       "Fare             1\n",
       "Cabin          327\n",
       "Embarked         0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test.isnull().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "176aa52d-fde8-42e6-a3ee-db31f8b0ca49",
    "_uuid": "b48a9feff6004d783960aa1b32fdfde902d87e21"
   },
   "source": [
    "There are 177 rows with missing *Age*, 687 rows with missing *Cabin* and 2 rows with missing *Embarked* information."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "c8553d48-c5e0-4947-bd13-1b38509c850c",
    "_uuid": "1a28e607e9ed63cefe0f35a4e4d72f2f36299323"
   },
   "source": [
    "### import python lib for visualization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "_cell_guid": "b1d8a6d2-c22d-435c-8c98-973e8f41b138",
    "_uuid": "26411c710f69b29939c815d5f5ab01d9177df7d0",
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "import seaborn as sns\n",
    "sns.set() # setting seaborn default for plots"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Bar Chart for Categorical Features\n",
    "- Pclass\n",
    "- Sex\n",
    "- SibSp ( # of siblings and spouse)\n",
    "- Parch ( # of parents and children)\n",
    "- Embarked\n",
    "- Cabin"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def bar_chart(feature):\n",
    "    survived = train[train['Survived']==1][feature].value_counts()\n",
    "    dead = train[train['Survived']==0][feature].value_counts()\n",
    "    df = pd.DataFrame([survived,dead])\n",
    "    df.index = ['Survived','Dead']\n",
    "    df.plot(kind='bar',stacked=True, figsize=(10,5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x10da75c90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bar_chart('Sex')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The Chart confirms **Women** more likely survivied than **Men**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x110e2cc10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bar_chart('Pclass')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The Chart confirms **1st class** more likely survivied than **other classes**  \n",
    "The Chart confirms **3rd class** more likely dead than **other classes**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x1110b6b10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bar_chart('SibSp')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The Chart confirms **a person aboarded with more than 2 siblings or spouse** more likely survived  \n",
    "The Chart confirms ** a person aboarded without siblings or spouse** more likely dead"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x1110c1290>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bar_chart('Parch')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The Chart confirms **a person aboarded with more than 2 parents or children** more likely survived  \n",
    "The Chart confirms ** a person aboarded alone** more likely dead"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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