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assets/counterfactuals_ Alexander A Robins.csv

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+Pclass,Sex,Age,Siblings_spouses,Parents_children,Fare,Embarked,relatives,Deck,Title,Survived
+2,1,47,6,0,7,0,1,8,3,1
+3,1,36,1,0,7,2,1,8,3,1
+3,1,0,0,0,7,0,1,8,3,1
+1,1,27,1,0,7,0,1,8,3,1

assets/counterfactuals_ Edith Corse Evans.csv

@@ -0,0 +1,5 @@
+Pclass,Sex,Age,Siblings_spouses,Parents_children,Fare,Embarked,relatives,Deck,Title,Survived
+1,1,47,1,0,7,0,0,8,3,1
+3,1,13,1,0,7,0,1,8,3,1
+3,1,55,1,0,7,2,1,8,3,1
+1,1,47,1,0,7,0,9,8,3,1

assets/test_df.csv

@@ -0,0 +1,419 @@
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assets/test_with_names.csv

@@ -0,0 +1,419 @@
+PassengerId,Pclass,Sex,Age,Siblings_spouses,Parents_children,Fare,Embarked,relatives,Deck,Title,Name
+892,3,Male,34,0,0,7,Queenstown,0,H,Mr, James Kelly
+893,3,Female,47,1,0,7,Southampton,1,H,Mrs, James (Ellen Needs) Wilkes
+894,2,Male,62,0,0,9,Queenstown,0,H,Mr, Thomas Francis Myles
+895,3,Male,27,0,0,8,Southampton,0,H,Mr, Albert Wirz
+896,3,Female,22,1,1,12,Southampton,2,H,Mrs, Alexander (Helga E Lindqvist) Hirvonen
+897,3,Male,14,0,0,9,Southampton,0,H,Mr, Johan Cervin Svensson
+898,3,Female,30,0,0,7,Queenstown,0,H,Miss, Kate Connolly
+899,2,Male,26,1,1,29,Southampton,2,H,Mr, Albert Francis Caldwell
+900,3,Female,18,0,0,7,Cherbourg,0,H,Mrs, Joseph (Sophie Halaut Easu) Abrahim
+901,3,Male,21,2,0,24,Southampton,2,H,Mr, John Samuel Davies
+902,3,Male,24,0,0,7,Southampton,0,H,Mr, Ylio Ilieff
+903,1,Male,46,0,0,26,Southampton,0,H,Mr, Charles Cresson Jones
+904,1,Female,23,1,0,82,Southampton,1,B,Mrs, John Pillsbury (Nelle Stevenson) Snyder
+905,2,Male,63,1,0,26,Southampton,1,H,Mr, Benjamin Howard
+906,1,Female,47,1,0,61,Southampton,1,E,Mrs, Herbert Fuller (Carrie Constance Toogood) Chaffee
+907,2,Female,24,1,0,27,Cherbourg,1,H,Mrs, Sebastiano (Argenia Genovesi) del Carlo
+908,2,Male,35,0,0,12,Queenstown,0,H,Mr, Daniel Keane
+909,3,Male,21,0,0,7,Cherbourg,0,H,Mr, Gerios Assaf
+910,3,Female,27,1,0,7,Southampton,1,H,Miss, Ida Livija Ilmakangas
+911,3,Female,45,0,0,7,Cherbourg,0,H,Mrs," Mariana (Miriam"")"" Assaf Khalil"
+912,1,Male,55,1,0,59,Cherbourg,1,H,Mr, Martin Rothschild
+913,3,Male,9,0,1,3,Southampton,1,H,Master, Artur Karl Olsen
+914,1,Female,39,0,0,31,Southampton,0,H,Mrs, Alfred (Antoinette) Flegenheim
+915,1,Male,21,0,1,61,Cherbourg,1,H,Mr, Richard Norris II Williams
+916,1,Female,48,1,3,262,Cherbourg,4,B,Mrs, Arthur Larned (Emily Maria Borie) Ryerson
+917,3,Male,50,1,0,14,Southampton,1,H,Mr, Alexander A Robins
+918,1,Female,22,0,1,61,Cherbourg,1,B,Miss, Helene Ragnhild Ostby
+919,3,Male,22,0,0,7,Cherbourg,0,H,Mr, Shedid Daher
+920,1,Male,41,0,0,30,Southampton,0,A,Mr, John Bertram Brady
+921,3,Male,41,2,0,21,Cherbourg,2,H,Mr, Elias Samaan
+922,2,Male,50,1,0,26,Southampton,1,H,Mr, Charles Alexander Louch
+923,2,Male,24,2,0,31,Southampton,2,H,Mr, Clifford Thomas Jefferys
+924,3,Female,33,1,2,20,Southampton,3,H,Mrs, Bertram (Eva Georgetta Light) Dean
+925,3,Female,30,1,2,23,Southampton,3,H,Mrs," Andrew G (Elizabeth Lily"" Watson)"" Johnston"
+926,1,Male,30,1,0,57,Cherbourg,1,C,Mr, Philipp Edmund Mock
+927,3,Male,18,0,0,7,Cherbourg,0,H,Mr," Vassilios (Catavelas Vassilios"")"" Katavelas"
+928,3,Female,29,0,0,8,Southampton,0,H,Miss, Sarah A Roth
+929,3,Female,21,0,0,8,Southampton,0,H,Miss, Manda Cacic
+930,3,Male,25,0,0,9,Southampton,0,H,Mr, Julius Sap
+931,3,Male,43,0,0,56,Southampton,0,H,Mr, Ling Hee
+932,3,Male,39,0,1,13,Cherbourg,1,H,Mr, Franz Karun
+933,1,Male,21,0,0,26,Southampton,0,D,Mr, Thomas Parham Franklin
+934,3,Male,41,0,0,7,Southampton,0,H,Mr, Nathan Goldsmith
+935,2,Female,30,0,0,13,Southampton,0,H,Mrs, Walter H (Irene Colvin) Corbett
+936,1,Female,45,1,0,52,Southampton,1,D,Mrs, Edwin Nelson Jr (Gertrude Parsons) Kimball
+937,3,Male,25,0,0,7,Southampton,0,H,Mr, Nikolai Johannes Peltomaki
+938,1,Male,45,0,0,29,Cherbourg,0,A,Mr, Paul Romaine Chevre
+939,3,Male,22,0,0,7,Queenstown,0,H,Mr, Patrick Shaughnessy
+940,1,Female,60,0,0,76,Cherbourg,0,D,Mrs, William Robert (Emma Eliza Ward) Bucknell
+941,3,Female,36,0,2,15,Southampton,2,H,Mrs," William (Winnie Minnie"" Treanor)"" Coutts"
+942,1,Male,24,1,0,60,Southampton,1,C,Mr, Lucien Philip Smith
+943,2,Male,27,0,0,15,Cherbourg,0,H,Mr, Franz Pulbaum
+944,2,Female,20,2,1,23,Southampton,3,H,Miss," Ellen Nellie"""" Hocking"
+945,1,Female,28,3,2,263,Southampton,5,C,Miss, Ethel Flora Fortune
+946,2,Male,27,0,0,15,Cherbourg,0,H,Mr, Serafino Emilio Mangiavacchi
+947,3,Male,10,4,1,29,Queenstown,5,H,Master, Albert Rice
+948,3,Male,35,0,0,7,Southampton,0,H,Mr, Bartol Cor
+949,3,Male,25,0,0,7,Southampton,0,F,Mr, Olaus Jorgensen Abelseth
+950,3,Male,29,1,0,16,Southampton,1,H,Mr, Thomas Henry Davison
+951,1,Female,36,0,0,262,Cherbourg,0,B,Miss, Victorine Chaudanson
+952,3,Male,17,0,0,7,Southampton,0,H,Mr, Mirko Dika
+953,2,Male,32,0,0,13,Southampton,0,H,Mr, Arthur Gordon McCrae
+954,3,Male,18,0,0,7,Southampton,0,H,Mr, Ernst Herbert Bjorklund
+955,3,Female,22,0,0,7,Queenstown,0,H,Miss, Bridget Delia Bradley
+956,1,Male,13,2,2,262,Cherbourg,4,B,Master, John Borie Ryerson
+957,2,Female,35,0,0,21,Southampton,0,H,Mrs, Percy C (Mary Phyllis Elizabeth Miller) Corey
+958,3,Female,18,0,0,7,Queenstown,0,H,Miss, Mary Delia Burns
+959,1,Male,47,0,0,42,Southampton,0,H,Mr, Clarence Bloomfield Moore
+960,1,Male,31,0,0,28,Cherbourg,0,C,Mr, Gilbert Milligan Jr Tucker
+961,1,Female,60,1,4,263,Southampton,5,C,Mrs, Mark (Mary McDougald) Fortune
+962,3,Female,24,0,0,7,Queenstown,0,H,Miss, Bertha E Mulvihill
+963,3,Male,21,0,0,7,Southampton,0,H,Mr, Lazar Minkoff
+964,3,Female,29,0,0,7,Southampton,0,H,Miss, Manta Josefina Nieminen
+965,1,Male,28,0,0,27,Cherbourg,0,D,Mr, Servando Ovies y Rodriguez
+966,1,Female,35,0,0,211,Cherbourg,0,C,Miss, Amalie Geiger
+967,1,Male,32,0,0,211,Cherbourg,0,C,Mr, Edwin Keeping
+968,3,Male,32,0,0,8,Southampton,0,H,Mr, Frank Miles
+969,1,Female,55,2,0,25,Southampton,2,C,Mrs, Robert Clifford (Malvina Helen Lamson) Cornell
+970,2,Male,30,0,0,13,Southampton,0,H,Mr, Charles Augustus Aldworth
+971,3,Female,24,0,0,7,Queenstown,0,H,Miss, Elizabeth Doyle
+972,3,Male,6,1,1,15,Cherbourg,2,H,Master, Akar Boulos
+973,1,Male,67,1,0,221,Southampton,1,C,Mr, Isidor Straus
+974,1,Male,49,0,0,26,Southampton,0,H,Mr, Howard Brown Case
+975,3,Male,38,0,0,7,Southampton,0,H,Mr, Marinko Demetri
+976,2,Male,29,0,0,10,Queenstown,0,H,Mr, John Joseph Lamb
+977,3,Male,24,1,0,14,Cherbourg,1,H,Mr, Betros Khalil
+978,3,Female,27,0,0,7,Queenstown,0,H,Miss, Julia Barry
+979,3,Female,18,0,0,8,Southampton,0,H,Miss, Emily Louisa Badman
+980,3,Female,37,0,0,7,Queenstown,0,H,Ms, Bridget O'Donoghue
+981,2,Male,2,1,1,23,Southampton,2,H,Master, Ralph Lester Wells
+982,3,Female,22,1,0,13,Southampton,1,H,Mrs, Adolf Fredrik (Anna Elisabeth Judith Andersson) Dyker
+983,3,Male,37,0,0,7,Southampton,0,H,Mr, Olaf Pedersen
+984,1,Female,27,1,2,52,Southampton,3,B,Mrs, Thornton (Orian Hays) Davidson
+985,3,Male,40,0,0,8,Southampton,0,H,Mr, Robert Guest
+986,1,Male,25,0,0,26,Cherbourg,0,H,Mr, Jakob Birnbaum
+987,3,Male,25,0,0,7,Southampton,0,H,Mr, Gunnar Isidor Tenglin
+988,1,Female,76,1,0,78,Southampton,1,C,Mrs, Tyrell William (Julia Florence Siegel) Cavendish
+989,3,Male,29,0,0,7,Southampton,0,H,Mr, Kalle Edvard Makinen
+990,3,Female,20,0,0,7,Southampton,0,H,Miss, Elin Ester Maria Braf
+991,3,Male,33,0,0,8,Southampton,0,H,Mr, William Henry Nancarrow
+992,1,Female,43,1,0,55,Cherbourg,1,C,Mrs, Charles Emil Henry (Annie May Morris) Stengel
+993,2,Male,27,1,0,26,Southampton,1,H,Mr, Leopold Weisz
+994,3,Male,32,0,0,7,Queenstown,0,H,Mr, William Foley
+995,3,Male,26,0,0,7,Southampton,0,H,Mr, Oskar Leander Johansson Palmquist
+996,3,Female,16,1,1,8,Cherbourg,2,H,Mrs," Alexander (Thamine Thelma"")"" Thomas"
+997,3,Male,28,0,0,22,Southampton,0,H,Mr, Johan Martin Holthen
+998,3,Male,21,0,0,7,Queenstown,0,H,Mr, Daniel Buckley
+999,3,Male,25,0,0,7,Queenstown,0,H,Mr, Edward Ryan
+1000,3,Male,36,0,0,8,Southampton,0,H,Mr," Aaron (Abi Weller"")"" Willer"
+1001,2,Male,18,0,0,13,Southampton,0,F,Mr, George Swane
+1002,2,Male,41,0,0,15,Cherbourg,0,H,Mr, Samuel Ward Stanton
+1003,3,Female,29,0,0,7,Queenstown,0,H,Miss, Ellen Natalia Shine
+1004,1,Female,36,0,0,31,Cherbourg,0,A,Miss, Edith Corse Evans
+1005,3,Female,18,0,0,7,Queenstown,0,H,Miss, Katherine Buckley
+1006,1,Female,63,1,0,221,Southampton,1,C,Mrs, Isidor (Rosalie Ida Blun) Straus
+1007,3,Male,18,1,0,14,Cherbourg,1,H,Mr, Demetrios Chronopoulos
+1008,3,Male,20,0,0,6,Cherbourg,0,H,Mr, John Thomas
+1009,3,Female,1,1,1,16,Southampton,2,G,Miss, Beatrice Irene Sandstrom
+1010,1,Male,36,0,0,75,Cherbourg,0,C,Mr, Thomson Beattie
+1011,2,Female,29,1,0,26,Southampton,1,H,Mrs, John Henry (Sara Elizabeth Lawry) Chapman
+1012,2,Female,12,0,0,15,Southampton,0,H,Miss, Bertha J Watt
+1013,3,Male,16,1,0,7,Queenstown,1,H,Mr, John Kiernan
+1014,1,Female,35,1,0,57,Cherbourg,1,C,Mrs, Paul (Emma Mock) Schabert
+1015,3,Male,28,0,0,7,Southampton,0,H,Mr, Alfred John Carver
+1016,3,Male,31,0,0,7,Queenstown,0,H,Mr, John Kennedy
+1017,3,Female,17,0,1,16,Southampton,1,H,Miss, Laura Alice Cribb
+1018,3,Male,22,0,0,7,Southampton,0,H,Mr, Karl Rudolf Brobeck
+1019,3,Female,26,2,0,23,Queenstown,2,H,Miss, Alicia McCoy
+1020,2,Male,42,0,0,13,Southampton,0,H,Mr, Solomon Bowenur
+1021,3,Male,24,0,0,8,Southampton,0,H,Mr, Marius Petersen
+1022,3,Male,32,0,0,8,Southampton,0,H,Mr, Henry John Spinner
+1023,1,Male,53,0,0,28,Cherbourg,0,C,Col, Archibald IV Gracie
+1024,3,Female,37,0,4,25,Southampton,4,H,Mrs, Frank (Frances) Lefebre
+1025,3,Male,39,1,0,6,Cherbourg,1,H,Mr, Charles P Thomas
+1026,3,Male,43,0,0,7,Southampton,0,H,Mr, Valtcho Dintcheff
+1027,3,Male,24,0,0,7,Southampton,0,H,Mr, Carl Robert Carlsson
+1028,3,Male,26,0,0,7,Cherbourg,0,H,Mr, Mapriededer Zakarian
+1029,2,Male,26,0,0,13,Southampton,0,H,Mr, August Schmidt
+1030,3,Female,23,0,0,8,Southampton,0,H,Miss, Jennie Drapkin
+1031,3,Male,40,1,6,46,Southampton,7,H,Mr, Charles Frederick Goodwin
+1032,3,Female,10,5,2,46,Southampton,7,H,Miss, Jessie Allis Goodwin
+1033,1,Female,33,0,0,151,Southampton,0,H,Miss, Sarah Daniels
+1034,1,Male,61,1,3,262,Cherbourg,4,B,Mr, Arthur Larned Ryerson
+1035,2,Male,28,0,0,26,Southampton,0,H,Mr, Henry James Beauchamp
+1036,1,Male,42,0,0,26,Southampton,0,H,Mr," Erik Gustaf (Mr Edward Lingrey"")"" Lindeberg-Lind"
+1037,3,Male,31,3,0,18,Southampton,3,H,Mr, Julius Vander Planke
+1038,1,Male,40,0,0,51,Southampton,0,E,Mr, Herbert Henry Hilliard
+1039,3,Male,22,0,0,8,Southampton,0,H,Mr, Evan Davies
+1040,1,Male,40,0,0,26,Southampton,0,H,Mr, John Bertram Crafton
+1041,2,Male,30,1,1,26,Southampton,2,H,Rev, William Lahtinen
+1042,1,Female,23,0,1,83,Cherbourg,1,C,Mrs, Boulton (Olive Potter) Earnshaw
+1043,3,Male,37,0,0,7,Cherbourg,0,H,Mr, Nicola Matinoff
+1044,3,Male,60,0,0,0,Southampton,0,H,Mr, Thomas Storey
+1045,3,Female,36,0,2,12,Southampton,2,H,Mrs, (Hulda Kristina Eugenia Lofqvist) Klasen
+1046,3,Male,13,4,2,31,Southampton,6,H,Master, Filip Oscar Asplund
+1047,3,Male,24,0,0,7,Southampton,0,H,Mr, Joseph Duquemin
+1048,1,Female,29,0,0,221,Southampton,0,C,Miss, Ellen Bird
+1049,3,Female,23,0,0,7,Southampton,0,H,Miss, Olga Elida Lundin
+1050,1,Male,42,0,0,26,Southampton,0,D,Mr, John James Borebank
+1051,3,Female,26,0,2,13,Southampton,2,H,Mrs, Benjamin (Edith Nile) Peacock
+1052,3,Female,20,0,0,7,Queenstown,0,H,Miss, Julia Smyth
+1053,3,Male,7,1,1,15,Cherbourg,2,H,Master, Georges Youssef Touma
+1054,2,Female,26,0,0,13,Southampton,0,H,Miss, Marion Wright
+1055,3,Male,35,0,0,7,Southampton,0,H,Mr, Ernest Pearce
+1056,2,Male,41,0,0,13,Southampton,0,H,Rev, Joseph Maria Peruschitz
+1057,3,Female,26,1,1,22,Southampton,2,H,Mrs, Anton (Luise Heilmann) Kink-Heilmann
+1058,1,Male,48,0,0,50,Cherbourg,0,B,Mr, Emil Brandeis
+1059,3,Male,18,2,2,34,Southampton,4,H,Mr, Edward Watson Ford
+1060,1,Female,21,0,0,27,Cherbourg,0,H,Mrs, Henry Arthur Jr (Eleanor Genevieve Fosdick) Cassebeer
+1061,3,Female,22,0,0,8,Southampton,0,H,Miss, Hilda Maria Hellstrom
+1062,3,Male,27,0,0,7,Southampton,0,H,Mr, Simon Lithman
+1063,3,Male,27,0,0,7,Cherbourg,0,H,Mr, Ortin Zakarian
+1064,3,Male,23,1,0,13,Southampton,1,H,Mr, Adolf Fredrik Dyker
+1065,3,Male,43,0,0,7,Cherbourg,0,H,Mr, Assad Torfa
+1066,3,Male,40,1,5,31,Southampton,6,H,Mr, Carl Oscar Vilhelm Gustafsson Asplund
+1067,2,Female,15,0,2,39,Southampton,2,H,Miss, Edith Eileen Brown
+1068,2,Female,20,0,0,36,Southampton,0,H,Miss, Maude Sincock
+1069,1,Male,54,1,0,55,Cherbourg,1,C,Mr, Charles Emil Henry Stengel
+1070,2,Female,36,0,3,39,Southampton,3,F,Mrs, Allen Oliver (Nellie E Baumgardner) Becker
+1071,1,Female,64,0,2,83,Cherbourg,2,E,Mrs, Alexander Taylor (Mary Eliza Ingersoll) Compton
+1072,2,Male,30,0,0,13,Southampton,0,H,Mr, James Matthew McCrie
+1073,1,Male,37,1,1,83,Cherbourg,2,E,Mr, Alexander Taylor Jr Compton
+1074,1,Female,18,1,0,53,Southampton,1,D,Mrs, Daniel Warner (Mary Graham Carmichael Farquarson) Marvin
+1075,3,Male,30,0,0,7,Queenstown,0,H,Mr, Patrick Lane
+1076,1,Female,27,1,1,247,Cherbourg,2,B,Mrs, Frederick Charles (Mary Helene Baxter) Douglas
+1077,2,Male,40,0,0,16,Southampton,0,H,Mr, Frank Hubert Maybery
+1078,2,Female,21,0,1,21,Southampton,1,H,Miss, Alice Frances Louisa Phillips
+1079,3,Male,17,2,0,8,Southampton,2,H,Mr, Joseph Davies
+1080,3,Female,24,8,2,69,Southampton,10,H,Miss, Ada Sage
+1081,2,Male,40,0,0,13,Southampton,0,H,Mr, James Veal
+1082,2,Male,34,1,0,26,Southampton,1,H,Mr, William A Angle
+1083,1,Male,37,0,0,26,Southampton,0,H,Mr, Abraham L Salomon
+1084,3,Male,11,1,1,14,Southampton,2,H,Master, Walter John van Billiard
+1085,2,Male,61,0,0,12,Queenstown,0,H,Mr, John Lingane
+1086,2,Male,8,0,2,32,Southampton,2,H,Master, Marshall Brines Drew
+1087,3,Male,33,0,0,7,Southampton,0,H,Mr, Julius Konrad Eugen Karlsson
+1088,1,Male,6,0,2,134,Cherbourg,2,E,Master, Robert Douglas Spedden
+1089,3,Female,18,0,0,7,Southampton,0,H,Miss, Berta Olivia Nilsson
+1090,2,Male,23,0,0,10,Southampton,0,H,Mr, Charles Robert Baimbrigge
+1091,3,Female,39,0,0,8,Southampton,0,H,Mrs, (Lena Jacobsen Solvang) Rasmussen
+1092,3,Female,36,0,0,15,Queenstown,0,H,Miss, Nora Murphy
+1093,3,Male,0,0,2,14,Southampton,2,H,Master, Gilbert Sigvard Emanuel Danbom
+1094,1,Male,47,1,0,227,Cherbourg,1,C,Col, John Jacob Astor
+1095,2,Female,8,1,1,26,Southampton,2,H,Miss, Winifred Vera Quick
+1096,2,Male,25,0,0,10,Southampton,0,H,Mr, Frank Thomas Andrew
+1097,1,Male,29,0,0,25,Cherbourg,0,H,Mr, Alfred Fernand Omont
+1098,3,Female,35,0,0,7,Queenstown,0,H,Miss, Katherine McGowan
+1099,2,Male,24,0,0,10,Southampton,0,H,Mr, Sidney C Stuart Collett
+1100,1,Female,33,0,0,27,Cherbourg,0,A,Miss, Edith Louise Rosenbaum
+1101,3,Male,25,0,0,7,Southampton,0,H,Mr, Redjo Delalic
+1102,3,Male,32,0,0,22,Southampton,0,H,Mr, Albert Karvin Andersen
+1103,3,Male,41,0,0,7,Southampton,0,H,Mr, Luigi Finoli
+1104,2,Male,17,0,0,73,Southampton,0,H,Mr, Percy William Deacon
+1105,2,Female,60,1,0,26,Southampton,1,H,Mrs, Benjamin (Ellen Truelove Arman) Howard
+1106,3,Female,38,4,2,7,Southampton,6,H,Miss, Ida Augusta Margareta Andersson
+1107,1,Male,42,0,0,42,Southampton,0,B,Mr, Christopher Head
+1108,3,Female,32,0,0,7,Queenstown,0,H,Miss, Bridget Delia Mahon
+1109,1,Male,57,1,1,164,Southampton,2,H,Mr, George Dennick Wick
+1110,1,Female,50,1,1,211,Cherbourg,2,C,Mrs, George Dunton (Eleanor Elkins) Widener
+1111,3,Male,17,0,0,8,Southampton,0,H,Mr, Alexander Morrison Thomson
+1112,2,Female,30,1,0,13,Cherbourg,1,H,Miss, Florentina Duran y More
+1113,3,Male,21,0,0,8,Southampton,0,H,Mr, Harold J Reynolds
+1114,2,Female,22,0,0,10,Southampton,0,F,Mrs, (Selena Rogers) Cook
+1115,3,Male,21,0,0,7,Southampton,0,H,Mr, Einar Gervasius Karlsson
+1116,1,Female,53,0,0,27,Cherbourg,0,H,Mrs, Edward (Helen Churchill Hungerford) Candee
+1117,3,Female,26,0,2,15,Cherbourg,2,H,Mrs," George (Omine Amenia"" Alexander)"" Moubarek"
+1118,3,Male,23,0,0,7,Southampton,0,H,Mr, Johan Charles Asplund
+1119,3,Female,40,0,0,7,Queenstown,0,H,Miss, Bridget McNeill
+1120,3,Male,40,0,0,15,Southampton,0,H,Mr, Thomas James Everett
+1121,2,Male,36,0,0,13,Southampton,0,H,Mr, Samuel James Metcalfe Hocking
+1122,2,Male,14,0,0,65,Southampton,0,H,Mr, George Frederick Sweet
+1123,1,Female,21,0,0,26,Southampton,0,H,Miss, Constance Willard
+1124,3,Male,21,1,0,6,Southampton,1,H,Mr, Karl Johan Wiklund
+1125,3,Male,36,0,0,7,Queenstown,0,H,Mr, Michael Linehan
+1126,1,Male,39,1,0,71,Cherbourg,1,C,Mr, John Bradley Cumings
+1127,3,Male,20,0,0,7,Southampton,0,H,Mr, Olof Edvin Vendel
+1128,1,Male,64,1,0,75,Cherbourg,1,D,Mr, Frank Manley Warren
+1129,3,Male,20,0,0,7,Cherbourg,0,H,Mr, Raffull Baccos
+1130,2,Female,18,1,1,13,Southampton,2,H,Miss, Marta Hiltunen
+1131,1,Female,48,1,0,106,Cherbourg,1,C,Mrs, Walter Donald (Mahala Dutton) Douglas
+1132,1,Female,55,0,0,27,Cherbourg,0,H,Mrs, Carl Johan (Sigrid Posse) Lindstrom
+1133,2,Female,45,0,2,30,Southampton,2,H,Mrs, (Alice Frances) Christy
+1134,1,Male,45,1,1,134,Cherbourg,2,E,Mr, Frederic Oakley Spedden
+1135,3,Male,36,0,0,7,Southampton,0,H,Mr, Abraham Hyman
+1136,3,Male,25,1,2,23,Southampton,3,H,Master," William Arthur Willie"""" Johnston"
+1137,1,Male,41,1,0,51,Southampton,1,D,Mr, Frederick R Kenyon
+1138,2,Female,22,0,0,21,Southampton,0,H,Mrs, J Frank (Claire Bennett) Karnes
+1139,2,Male,42,1,1,32,Southampton,2,H,Mr, James Vivian Drew
+1140,2,Female,29,1,0,26,Southampton,1,H,Mrs, Stephen (Annie Margaret Hill) Hold
+1141,3,Female,19,1,0,14,Cherbourg,1,H,Mrs," Betros (Zahie Maria"" Elias)"" Khalil"
+1142,2,Female,0,1,2,27,Southampton,3,H,Miss, Barbara J West
+1143,3,Male,20,0,0,7,Southampton,0,H,Mr, Abraham August Johannes Abrahamsson
+1144,1,Male,27,1,0,136,Cherbourg,1,C,Mr, Walter Miller Clark
+1145,3,Male,24,0,0,9,Southampton,0,H,Mr, Karl Johan Salander
+1146,3,Male,32,0,0,9,Southampton,0,H,Mr, Linhart Wenzel
+1147,3,Male,25,0,0,7,Southampton,0,H,Mr, George William MacKay
+1148,3,Male,21,0,0,7,Queenstown,0,H,Mr, John Mahon
+1149,3,Male,28,0,0,8,Southampton,0,H,Mr, Samuel Niklasson
+1150,2,Female,19,0,0,13,Southampton,0,H,Miss, Lilian W Bentham
+1151,3,Male,21,0,0,7,Southampton,0,H,Mr, Karl Albert Midtsjo
+1152,3,Male,36,1,0,17,Southampton,1,H,Mr, Guillaume Joseph de Messemaeker
+1153,3,Male,21,0,0,7,Southampton,0,H,Mr, August Ferdinand Nilsson
+1154,2,Female,29,0,2,23,Southampton,2,H,Mrs," Arthur Henry (Addie"" Dart Trevaskis)"" Wells"
+1155,3,Female,1,1,1,12,Southampton,2,H,Miss, Gertrud Emilia Klasen
+1156,2,Male,30,0,0,12,Cherbourg,0,H,Mr, Emilio Ilario Giuseppe Portaluppi
+1157,3,Male,29,0,0,7,Southampton,0,H,Mr, Stanko Lyntakoff
+1158,1,Male,16,0,0,0,Southampton,0,H,Mr, Roderick Robert Crispin Chisholm
+1159,3,Male,18,0,0,7,Southampton,0,H,Mr, Charles William Warren
+1160,3,Female,38,0,0,8,Southampton,0,H,Miss, May Elizabeth Howard
+1161,3,Male,17,0,0,8,Southampton,0,H,Mr, Mate Pokrnic
+1162,1,Male,46,0,0,75,Cherbourg,0,C,Mr, Thomas Francis McCaffry
+1163,3,Male,23,0,0,7,Queenstown,0,H,Mr, Patrick Fox
+1164,1,Female,26,1,0,136,Cherbourg,1,C,Mrs, Walter Miller (Virginia McDowell) Clark
+1165,3,Female,25,1,0,15,Queenstown,1,H,Miss, Mary Lennon
+1166,3,Male,39,0,0,7,Cherbourg,0,H,Mr, Jean Nassr Saade
+1167,2,Female,20,1,0,26,Southampton,1,H,Miss, Dagmar Jenny Ingeborg  Bryhl
+1168,2,Male,28,0,0,10,Southampton,0,H,Mr, Clifford Richard Parker
+1169,2,Male,40,1,0,26,Southampton,1,H,Mr, Harry Faunthorpe
+1170,2,Male,30,1,0,21,Southampton,1,H,Mr, John James Ware
+1171,2,Male,22,0,0,10,Southampton,0,H,Mr, Percy Thomas Oxenham
+1172,3,Female,23,0,0,8,Southampton,0,H,Miss, Jelka Oreskovic
+1173,3,Male,0,1,1,13,Southampton,2,H,Master, Alfred Edward Peacock
+1174,3,Female,35,0,0,7,Queenstown,0,H,Miss, Honora Fleming
+1175,3,Female,9,1,1,15,Cherbourg,2,H,Miss, Maria Youssef Touma
+1176,3,Female,2,1,1,20,Southampton,2,H,Miss, Salli Helena Rosblom
+1177,3,Male,36,0,0,7,Southampton,0,H,Mr, William Dennis
+1178,3,Male,35,0,0,7,Southampton,0,H,Mr, Charles (Charles Fardon) Franklin
+1179,1,Male,24,1,0,82,Southampton,1,B,Mr, John Pillsbury Snyder
+1180,3,Male,29,0,0,7,Cherbourg,0,F,Mr, Sarkis Mardirosian
+1181,3,Male,17,0,0,8,Southampton,0,H,Mr, Arthur Ford
+1182,1,Male,41,0,0,39,Southampton,0,H,Mr, George Alexander Lucien Rheims
+1183,3,Female,30,0,0,6,Queenstown,0,H,Miss," Margaret Marcella Maggie"""" Daly"
+1184,3,Male,19,0,0,7,Cherbourg,0,H,Mr, Mustafa Nasr
+1185,1,Male,53,1,1,81,Southampton,2,A,Dr, Washington Dodge
+1186,3,Male,36,0,0,9,Southampton,0,H,Mr, Camille Wittevrongel
+1187,3,Male,26,0,0,7,Southampton,0,H,Mr, Minko Angheloff
+1188,2,Female,1,1,2,41,Cherbourg,3,H,Miss, Louise Laroche
+1189,3,Male,22,2,0,21,Cherbourg,2,H,Mr, Hanna Samaan
+1190,1,Male,30,0,0,45,Southampton,0,H,Mr, Joseph Holland Loring
+1191,3,Male,29,0,0,7,Southampton,0,H,Mr, Nils Johansson
+1192,3,Male,32,0,0,7,Southampton,0,H,Mr, Oscar Wilhelm Olsson
+1193,2,Male,30,0,0,15,Cherbourg,0,D,Mr, Noel Malachard
+1194,2,Male,43,0,1,21,Southampton,1,H,Mr, Escott Robert Phillips
+1195,3,Male,24,0,0,8,Southampton,0,H,Mr, Tome Pokrnic
+1196,3,Female,30,0,0,7,Queenstown,0,H,Miss," Catherine Katie"""" McCarthy"
+1197,1,Female,64,1,1,26,Southampton,2,B,Mrs, Edward Gifford (Catherine Elizabeth Halstead) Crosby
+1198,1,Male,30,1,2,151,Southampton,3,C,Mr, Hudson Joshua Creighton Allison
+1199,3,Male,0,0,1,9,Southampton,1,H,Master, Philip Frank Aks
+1200,1,Male,55,1,1,93,Southampton,2,B,Mr, Charles Melville Hays
+1201,3,Female,45,1,0,14,Southampton,1,H,Mrs, Claus Peter (Jennie L Howard) Hansen
+1202,3,Male,18,0,0,8,Southampton,0,H,Mr, Jego Grga Cacic
+1203,3,Male,22,0,0,7,Cherbourg,0,H,Mr, David Vartanian
+1204,3,Male,20,0,0,7,Southampton,0,H,Mr, Harry Sadowitz
+1205,3,Female,37,0,0,7,Queenstown,0,H,Miss, Jeannie Carr
+1206,1,Female,55,0,0,135,Cherbourg,0,C,Mrs, John Stuart (Ella Holmes) White
+1207,3,Female,17,0,0,7,Queenstown,0,H,Miss, Kate Hagardon
+1208,1,Male,57,1,0,146,Cherbourg,1,B,Mr, William Augustus Spencer
+1209,2,Male,19,0,0,10,Southampton,0,H,Mr, Reginald Harry Rogers
+1210,3,Male,27,0,0,7,Southampton,0,H,Mr, Nils Hilding Jonsson
+1211,2,Male,22,2,0,31,Southampton,2,H,Mr, Ernest Wilfred Jefferys
+1212,3,Male,26,0,0,7,Southampton,0,H,Mr, Johan Samuel Andersson
+1213,3,Male,25,0,0,7,Cherbourg,0,F,Mr, Neshan Krekorian
+1214,2,Male,26,0,0,13,Southampton,0,F,Mr, Israel Nesson
+1215,1,Male,33,0,0,26,Southampton,0,H,Mr, Alfred G Rowe
+1216,1,Female,39,0,0,211,Southampton,0,H,Miss, Emilie Kreuchen
+1217,3,Male,23,0,0,7,Southampton,0,H,Mr, Ali Assam
+1218,2,Female,12,2,1,39,Southampton,3,F,Miss, Ruth Elizabeth Becker
+1219,1,Male,46,0,0,79,Cherbourg,0,H,Mr," George (Mr George Thorne"")"" Rosenshine"
+1220,2,Male,29,1,0,26,Southampton,1,H,Mr, Charles Valentine Clarke
+1221,2,Male,21,0,0,13,Southampton,0,H,Mr, Ingvar Enander
+1222,2,Female,48,0,2,36,Southampton,2,H,Mrs, John Morgan (Elizabeth Agnes Mary White)  Davies
+1223,1,Male,39,0,0,29,Cherbourg,0,A,Mr, William Crothers Dulles
+1224,3,Male,43,0,0,7,Cherbourg,0,H,Mr, Tannous Thomas
+1225,3,Female,19,1,1,15,Cherbourg,2,H,Mrs," Said (Waika Mary"" Mowad)"" Nakid"
+1226,3,Male,27,0,0,7,Southampton,0,H,Mr, Ivan Cor
+1227,1,Male,30,0,0,26,Southampton,0,C,Mr, John Edward Maguire
+1228,2,Male,32,0,0,13,Southampton,0,H,Mr, Jose Joaquim de Brito
+1229,3,Male,39,0,2,7,Cherbourg,2,H,Mr, Joseph Elias
+1230,2,Male,25,0,0,31,Southampton,0,H,Mr, Herbert Denbury
+1231,3,Male,20,0,0,7,Cherbourg,0,H,Master, Seman Betros
+1232,2,Male,18,0,0,10,Southampton,0,H,Mr, Joseph Charles Fillbrook
+1233,3,Male,32,0,0,7,Southampton,0,H,Mr, Thure Edvin Lundstrom
+1234,3,Male,27,1,9,69,Southampton,10,H,Mr, John George Sage
+1235,1,Female,58,0,1,512,Cherbourg,1,B,Mrs, James Warburton Martinez (Charlotte Wardle Drake) Cardeza
+1236,3,Male,42,1,1,14,Southampton,2,H,Master, James William van Billiard
+1237,3,Female,16,0,0,7,Southampton,0,H,Miss, Karen Marie Abelseth
+1238,2,Male,26,0,0,13,Southampton,0,H,Mr, William Hull Botsford
+1239,3,Female,38,0,0,7,Cherbourg,0,H,Mrs, George Joseph (Shawneene Abi-Saab) Whabee
+1240,2,Male,24,0,0,13,Southampton,0,H,Mr, Ralph Giles
+1241,2,Female,31,0,0,21,Southampton,0,H,Miss, Nellie Walcroft
+1242,1,Female,45,0,1,63,Cherbourg,1,D,Mrs, Leo David (Blanche Strouse) Greenfield
+1243,2,Male,25,0,0,10,Southampton,0,H,Mr, Philip Joseph Stokes
+1244,2,Male,18,0,0,73,Southampton,0,H,Mr, William Dibden
+1245,2,Male,49,1,2,65,Southampton,3,H,Mr, Samuel Herman
+1246,3,Female,0,1,2,20,Southampton,3,H,Miss," Elizabeth Gladys Millvina"""" Dean"
+1247,1,Male,50,0,0,26,Southampton,0,E,Mr, Henry Forbes Julian
+1248,1,Female,59,2,0,51,Southampton,2,C,Mrs, John Murray (Caroline Lane Lamson) Brown
+1249,3,Male,31,0,0,7,Southampton,0,H,Mr, Edward Lockyer
+1250,3,Male,27,0,0,7,Queenstown,0,H,Mr, Patrick O'Keefe
+1251,3,Female,30,1,0,15,Southampton,1,H,Mrs, Edvard Bengtsson (Elin Gerda Persson) Lindell
+1252,3,Male,14,8,2,69,Southampton,10,H,Master, William Henry Sage
+1253,2,Female,24,1,1,37,Cherbourg,2,H,Mrs, Albert (Antoinette Magnin) Mallet
+1254,2,Female,31,0,0,21,Southampton,0,H,Mrs, John James (Florence Louise Long) Ware
+1255,3,Male,27,0,0,8,Southampton,0,H,Mr, Ivan Strilic
+1256,1,Female,25,1,0,55,Cherbourg,1,E,Mrs, George Achilles (Dorothy Annan) Harder
+1257,3,Female,22,1,9,69,Southampton,10,H,Mrs, John (Annie Bullen) Sage
+1258,3,Male,17,1,0,14,Cherbourg,1,H,Mr, Joseph Caram
+1259,3,Female,22,0,0,39,Southampton,0,H,Miss," Susanna Juhantytar Sanni"""" Riihivouri"
+1260,1,Female,45,0,1,59,Cherbourg,1,H,Mrs, Leonard (Pauline C Boeson) Gibson
+1261,2,Male,29,0,0,13,Cherbourg,0,H,Mr, Emilio Pallas y Castello
+1262,2,Male,21,1,0,11,Southampton,1,H,Mr, Edgar Giles
+1263,1,Female,31,0,0,134,Cherbourg,0,E,Miss, Helen Alice Wilson
+1264,1,Male,49,0,0,0,Southampton,0,B,Mr, Joseph Bruce Ismay
+1265,2,Male,44,0,0,13,Southampton,0,H,Mr, William H Harbeck
+1266,1,Female,54,1,1,81,Southampton,2,A,Mrs, Washington (Ruth Vidaver) Dodge
+1267,1,Female,45,0,0,262,Cherbourg,0,H,Miss, Grace Scott Bowen
+1268,3,Female,22,2,0,8,Southampton,2,H,Miss, Maria Kink
+1269,2,Male,21,0,0,11,Southampton,0,H,Mr," Henry Harry"""" Cotterill"
+1270,1,Male,55,0,0,50,Southampton,0,C,Mr, William Edward Hipkins
+1271,3,Male,5,4,2,31,Southampton,6,H,Master, Carl Edgar Asplund
+1272,3,Male,30,0,0,7,Queenstown,0,H,Mr, Patrick O'Connor
+1273,3,Male,26,0,0,7,Queenstown,0,H,Mr, Joseph Foley
+1274,3,Female,20,0,0,14,Southampton,0,H,Mrs, Samuel (Emma) Risien
+1275,3,Female,19,1,0,16,Southampton,1,H,Mrs, Neal (Eileen O'Leary) McNamee
+1276,2,Male,17,0,0,12,Southampton,0,H,Mr," Edwin Frederick"""" Wheeler"
+1277,2,Female,24,1,2,65,Southampton,3,H,Miss, Kate Herman
+1278,3,Male,24,0,0,7,Southampton,0,H,Mr, Ernst Axel Algot Aronsson
+1279,2,Male,57,0,0,13,Southampton,0,H,Mr, John Ashby
+1280,3,Male,21,0,0,7,Queenstown,0,H,Mr, Patrick Canavan
+1281,3,Male,6,3,1,21,Southampton,4,H,Master, Paul Folke Palsson
+1282,1,Male,23,0,0,93,Southampton,0,B,Mr, Vivian Ponsonby Payne
+1283,1,Female,51,0,1,39,Southampton,1,D,Mrs, Ernest H (Elizabeth Lindsey James) Lines
+1284,3,Male,13,0,2,20,Southampton,2,H,Master, Eugene Joseph Abbott
+1285,2,Male,47,0,0,10,Southampton,0,H,Mr, William Gilbert
+1286,3,Male,29,3,1,22,Southampton,4,H,Mr, Anton Kink-Heilmann
+1287,1,Female,18,1,0,60,Southampton,1,C,Mrs, Lucien Philip (Mary Eloise Hughes) Smith
+1288,3,Male,24,0,0,7,Queenstown,0,H,Mr, Patrick Colbert
+1289,1,Female,48,1,1,79,Cherbourg,2,B,Mrs, Maxmillian (Margaretha Emerentia Stehli) Frolicher-Stehli
+1290,3,Male,22,0,0,7,Southampton,0,H,Mr, Edvard A Larsson-Rondberg
+1291,3,Male,31,0,0,7,Queenstown,0,H,Mr, Thomas Henry Conlon
+1292,1,Female,30,0,0,164,Southampton,0,C,Miss, Caroline Bonnell
+1293,2,Male,38,1,0,21,Southampton,1,H,Mr, Harry Gale
+1294,1,Female,22,0,1,59,Cherbourg,1,H,Miss, Dorothy Winifred Gibson
+1295,1,Male,17,0,0,47,Southampton,0,H,Mr, Jose Pedro Carrau
+1296,1,Male,43,1,0,27,Cherbourg,1,D,Mr, Isaac Gerald Frauenthal
+1297,2,Male,20,0,0,13,Cherbourg,0,D,Mr," Alfred (Baron von Drachstedt"")"" Nourney"
+1298,2,Male,23,1,0,10,Southampton,1,H,Mr, William Jeffery Ware
+1299,1,Male,50,1,1,211,Cherbourg,2,C,Mr, George Dunton Widener
+1300,3,Female,16,0,0,7,Queenstown,0,H,Miss," Johanna Hannah"""" Riordan"
+1301,3,Female,3,1,1,13,Southampton,2,H,Miss, Treasteall Peacock
+1302,3,Female,25,0,0,7,Queenstown,0,H,Miss, Hannah Naughton
+1303,1,Female,37,1,0,90,Queenstown,1,C,Mrs, William Edward (Lillian E Thorpe) Minahan
+1304,3,Female,28,0,0,7,Southampton,0,H,Miss, Jenny Lovisa Henriksson
+1305,3,Male,32,0,0,8,Southampton,0,H,Mr, Woolf Spector
+1306,1,Female,39,0,0,108,Cherbourg,0,C,Dona, Fermina Oliva y Ocana
+1307,3,Male,38,0,0,7,Southampton,0,H,Mr, Simon Sivertsen Saether
+1308,3,Male,32,0,0,8,Southampton,0,H,Mr, Frederick Ware
+1309,3,Male,25,1,1,22,Cherbourg,2,H,Master, Michael J Peter

assets/train_df.csv

@@ -0,0 +1,892 @@
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