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You should write a 1800 word structured report (see Section 3) that includes the following headings (more details on how the report will be assessed are provided below): • Introduction - introduce the...

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You should write a 1800 word structured report (see Section 3) that includes the following headings (more details on how the report will be assessed are provided below):
• Introduction - introduce the prediction problem.
• Data mining theory - provide a theoretical description of your two chosen supervised data mining methods (for example, the classification or regression techniques that you have used) and why they are appropriate to your task.
• Data preparation – describe how you explored and prepared the data for data mining. Use graphical methods provided by software, for example Tableau, to communicate characteristics about your data and rationalise your choices.
• Methods - describe the experimental setup you used in KNIME for each data mining method including a discussion of how you varied the setup in order to find the best model. When describing your experimental setup, you should ensure that you provide sufficient information for someone else to repeat your study. For example, you should explain which nodes you have used in KNIME and which parameter settings you used. It may be appropriate to present this data in table form.
Charts, tables, references and appendices are not included in the word count.
Use this dataset: https:
www.kaggle.com/c/titanic
Data available for download: https:
www.kaggle.com/c/titanic/data
The training set consists of 891 passengers characterised by up to 10 attributes. The aim of this challenge is to build a model that is able to predict whether or not a passenger will survive the sinking of the titanic
Sections:
Introduction - This section should introduce the data mining problem that is addressed in the report. You should indicate the property/data values that you want to predict and give a
ief overview of the dataset and methods that you will use. (150 words)
Data Mining Theory - This section should provide an overview of your chosen algorithms for predictive data mining from a theoretical aspect. Explain why they are relevant to your prediction problem. Support your rationale by providing references to the literature the techniques have been applied to similar problems. Include a discussion of the most appropriate methods for evaluating the performance of your chosen data mining methods. This should include a discussion of the role of training, test and validation (if appropriate) sets as well as model performance measures. (750 words)
Data Preparation - This section should provide a
ief description of the data and of the exploratory approaches you have used to understand and pre-process your data. You should present an investigation of the attributes (including the data value to be predicted) and describe any data cleaning including handling of missing data, data transformations and data aggregations that you have ca
ied out. For example, you could use statistical methods to examine the variance of attributes and the degree of co
elation between the different attributes. You should use graphical techniques such as Tableau to communicate your data to the reader and to rationalise the decisions made. (300 words)
Methods - This section should describe the experimental design used for each data mining method. You should discuss how you divided the data into training, test and (if appropriate) validation sets. You should also describe the process you followed in order to find the best performing model for each method. You should describe your experimental design in sufficient detail that your study could be repeated by someone else. For example, which KNIME nodes did you use? How did you configure them? Did you try using different sets of attributes or different examples for training. Did you use cross-validation and if so what parameters did you use and why? (600 words)
Answered Same Day May 04, 2020

Solution

Abr Writing answered on May 16 2020
142 Votes
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
926,0
927,0
928,1
929,1
930,0
931,0
932,0
933,0
934,0
935,1
936,1
937,0
938,0
939,0
940,1
941,1
942,0
943,0
944,1
945,1
946,0
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
1058,0
1059,0
1060,1
1061,1
1062,0
1063,0
1064,0
1065,0
1066,0
1067,1
1068,1
1069,0
1070,1
1071,1
1072,0
1073,0
1074,1
1075,0
1076,1
1077,0
1078,1
1079,0
1080,1
1081,0
1082,0
1083,0
1084,0
1085,0
1086,0
1087,0
1088,0
1089,1
1090,0
1091,1
1092,1
1093,0
1094,0
1095,1
1096,0
1097,0
1098,1
1099,0
1100,1
1101,0
1102,0
1103,0
1104,0
1105,1
1106,1
1107,0
1108,1
1109,0
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
1151,0
1152,0
1153,0
1154,1
1155,1
1156,0
1157,0
1158,0
1159,0
1160,1
1161,0
1162,0
1163,0
1164,1
1165,1
1166,0
1167,1
1168,0
1169,0
1170,0
1171,0
1172,1
1173,0
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
1208,0
1209,0
1210,0
1211,0
1212,0
1213,0
1214,0
1215,0
1216,1
1217,0
1218,1
1219,0
1220,0
1221,0
1222,1
1223,0
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
1240,0
1241,1
1242,1
1243,0
1244,0
1245,0
1246,1
1247,0
1248,1
1249,0
1250,0
1251,1
1252,0
1253,1
1254,1
1255,0
1256,1
1257,1
1258,0
1259,1
1260,1
1261,0
1262,0
1263,1
1264,0
1265,0
1266,1
1267,1
1268,1
1269,0
1270,0
1271,0
1272,0
1273,0
1274,1
1275,1
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1277,1
1278,0
1279,0
1280,0
1281,0
1282,0
1283,1
1284,0
1285,0
1286,0
1287,1
1288,0
1289,1
1290,0
1291,0
1292,1
1293,0
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
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,"A
ahim, 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. He
ert Fuller (Ca
ie 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 No
is 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,"Co
ett, 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 He
ert",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,"Ba
y, 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,"Nanca
ow, Mr. William Henry",male,33,0,0,A./5. 3338,8.05,,S
992,1,"Stengel, Mrs. Charles Emil Henry (Annie May Mo
is)",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,"Cri
, 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,"Lefe
e, 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. He
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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. A
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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,"Baim
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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 Mo
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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,"Wa
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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. A
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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. Ba
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1143,3,"A
ahamsson, Mr. A
aham 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,"Wa
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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. Ha
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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. Ha
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1205,3,"Ca
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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 Ha
y",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. He
ert",male,25,0,0,C.A. 31029,31.5,,S
1231,3,"Betros, Master. Seman",male,,0,0,2622,7.2292,,C
1232,2,"Fill
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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 Wa
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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 Fo
es",male,50,0,0,113044,26,E60,S
1248,1,"Brown, Mrs. John Mu
ay (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
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Do not delete this file!
This file serves to indicate that the workflow was written as part of the usual save routine (not exported).
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