Continue on your data mining adventure by doing some classifications 1. Conintue with your original dataset. Make any changes that were suggested and link or add to the original document. All infor...

92828 - decision tree/code.R
92828 - decision tree/report.docx
Decision Tree
The following graph is informative itself. The first box so shows the voting. The percentages are used to show the value of splitting which can be known as the voting or confidence. The final number for each node shows the percent of the population which is present on that particular node. The colour of the node is used to show two classes. The root node is used to show the manner in which the root node is voting. The 38 is used to show the proportion who survived and 62 show the proportion of the people who died. The 100% implies that the whole population is present in the root node.
Cross Validation Process
For the cross validation process we need to use the split training data and check for your accuracy of this model. The first step is to create cross validation folds and specify the parameters. After this we need to specify the parameters which can be used for the cross validation. The third step is to create model from the cross-validation data. The decision tree is clearly interpretable. The far-right leaf node is used to interpret the people who were not able to survive. The green shows survivors where the sex is not equal to male, and the cabin class is 1. It shows that 96% of the people survived.
Confusion Matrix
Every row in confusion metrics is used to show the actual target and each column is used to show the predicted target. The first row of the matrix considers dead which is 106 and it was classified as that dead enter remain remaining one was the wrong way classified as a survivor. The second row considers the survivors which shows the positive class of 58 and their true negative was 30.
92828 - decision tree/test.csv
PassengerId,Survived,Pclass,Name,Sex,Age,SibSp,Parch,Ticket,Fare,Cabin,Embarked
1093,0,3,"Danbom, Master. Gilbert Sigvard Emanuel",male,0.33,0,2,347080,14.4,,S
1094,0,1,"Astor, Col. John Jacob",male,47,1,0,PC 17757,227.525,C62 C64,C
1095,1,2,"Quick, Miss. Winifred Vera",female,8,1,1,26360,26,,S
1096,0,2,"Andrew, Mr. Frank Thomas",male,25,0,0,C.A. 34050,10.5,,S
1097,0,1,"Omont, Mr. Alfred Fernand",male,,0,0,F.C. 12998,25.7417,,C
1098,1,3,"McGowan, Miss. Katherine",female,35,0,0,9232,7.75,,Q
1099,0,2,"Collett, Mr. Sidney C Stuart",male,24,0,0,28034,10.5,,S
1100,1,1,"Rosenbaum, Miss. Edith Louise",female,33,0,0,PC 17613,27.7208,A11,C
1101,0,3,"Delalic, Mr. Redjo",male,25,0,0,349250,7.8958,,S
1102,0,3,"Andersen, Mr. Albert Karvin",male,32,0,0,C 4001,22.525,,S
1103,0,3,"Finoli, Mr. Luigi",male,,0,0,SOTON/O.Q. 3101308,7.05,,S
1104,0,2,"Deacon, Mr. Percy William",male,17,0,0,S.O.C. 14879,73.5,,S
1105,1,2,"Howard, Mrs. Benjamin (Ellen Truelove Arman)",female,60,1,0,24065,26,,S
1106,1,3,"Andersson, Miss. Ida Augusta Margareta",female,38,4,2,347091,7.775,,S
1107,0,1,"Head, Mr. Christopher",male,42,0,0,113038,42.5,B11,S
1108,1,3,"Mahon, Miss. Bridget Delia",female,,0,0,330924,7.8792,,Q
1109,0,1,"Wick, Mr. George Dennick",male,57,1,1,36928,164.8667,,S
1110,1,1,"Widener, Mrs. George Dunton (Eleanor Elkins)",female,50,1,1,113503,211.5,C80,C
1111,0,3,"Thomson, Mr. Alexander Morrison",male,,0,0,32302,8.05,,S
1112,1,2,"Duran y More, Miss. Florentina",female,30,1,0,SC/PARIS 2148,13.8583,,C
1113,0,3,"Reynolds, Mr. Harold J",male,21,0,0,342684,8.05,,S
1114,1,2,"Cook, Mrs. (Selena Rogers)",female,22,0,0,W./C. 14266,10.5,F33,S
1115,0,3,"Karlsson, Mr. Einar Gervasius",male,21,0,0,350053,7.7958,,S
1116,1,1,"Candee, Mrs. Edward (Helen Churchill Hungerford)",female,53,0,0,PC 17606,27.4458,,C
1117,1,3,"Moubarek, Mrs. George (Omine Amenia"" Alexander)""",female,,0,2,2661,15.2458,,C
1118,0,3,"Asplund, Mr. Johan Charles",male,23,0,0,350054,7.7958,,S
1119,1,3,"McNeill, Miss. Bridget",female,,0,0,370368,7.75,,Q
1120,0,3,"Everett, Mr. Thomas James",male,40.5,0,0,C.A. 6212,15.1,,S
1121,0,2,"Hocking, Mr. Samuel James Metcalfe",male,36,0,0,242963,13,,S
1122,0,2,"Sweet, Mr. George Frederick",male,14,0,0,220845,65,,S
1123,1,1,"Willard, Miss. Constance",female,21,0,0,113795,26.55,,S
1124,0,3,"Wiklund, Mr. Karl Johan",male,21,1,0,3101266,6.4958,,S
1125,0,3,"Linehan, Mr. Michael",male,,0,0,330971,7.8792,,Q
1126,0,1,"Cumings, Mr. John Bradley",male,39,1,0,PC 17599,71.2833,C85,C
1127,0,3,"Vendel, Mr. Olof Edvin",male,20,0,0,350416,7.8542,,S
1128,0,1,"Warren, Mr. Frank Manley",male,64,1,0,110813,75.25,D37,C
1129,0,3,"Baccos, Mr. Raffull",male,20,0,0,2679,7.225,,C
1130,1,2,"Hiltunen, Miss. Marta",female,18,1,1,250650,13,,S
1131,1,1,"Douglas, Mrs. Walter Donald (Mahala Dutton)",female,48,1,0,PC 17761,106.425,C86,C
1132,1,1,"Lindstrom, Mrs. Carl Johan (Sigrid Posse)",female,55,0,0,112377,27.7208,,C
1133,1,2,"Christy, Mrs. (Alice Frances)",female,45,0,2,237789,30,,S
1134,0,1,"Spedden, Mr. Frederic Oakley",male,45,1,1,16966,134.5,E34,C
1135,0,3,"Hyman, Mr. Abraham",male,,0,0,3470,7.8875,,S
1136,0,3,"Johnston, Master. William Arthur Willie""""",male,,1,2,W./C. 6607,23.45,,S
1137,0,1,"Kenyon, Mr. Frederick R",male,41,1,0,17464,51.8625,D21,S
1138,1,2,"Karnes, Mrs. J Frank (Claire Bennett)",female,22,0,0,F.C.C. 13534,21,,S
1139,0,2,"Drew, Mr. James Vivian",male,42,1,1,28220,32.5,,S
1140,1,2,"Hold, Mrs. Stephen (Annie Margaret Hill)",female,29,1,0,26707,26,,S
1141,1,3,"Khalil, Mrs. Betros (Zahie Maria"" Elias)""",female,,1,0,2660,14.4542,,C
1142,1,2,"West, Miss. Barbara J",female,0.92,1,2,C.A. 34651,27.75,,S
1143,0,3,"Abrahamsson, Mr. Abraham August Johannes",male,20,0,0,SOTON/O2 3101284,7.925,,S
1144,0,1,"Clark, Mr. Walter Miller",male,27,1,0,13508,136.7792,C89,C
1145,0,3,"Salander, Mr. Karl Johan",male,24,0,0,7266,9.325,,S
1146,0,3,"Wenzel, Mr. Linhart",male,32.5,0,0,345775,9.5,,S
1147,0,3,"MacKay, Mr. George William",male,,0,0,C.A. 42795,7.55,,S
1148,0,3,"Mahon, Mr. John",male,,0,0,AQ/4 3130,7.75,,Q
1149,0,3,"Niklasson, Mr. Samuel",male,28,0,0,363611,8.05,,S
1150,1,2,"Bentham, Miss. Lilian W",female,19,0,0,28404,13,,S
1151,0,3,"Midtsjo, Mr. Karl Albert",male,21,0,0,345501,7.775,,S
1152,0,3,"de Messemaeker, Mr. Guillaume Joseph",male,36.5,1,0,345572,17.4,,S
1153,0,3,"Nilsson, Mr. August Ferdinand",male,21,0,0,350410,7.8542,,S
1154,1,2,"Wells, Mrs. Arthur Henry (Addie"" Dart Trevaskis)""",female,29,0,2,29103,23,,S
1155,1,3,"Klasen, Miss. Gertrud Emilia",female,1,1,1,350405,12.1833,,S
1156,0,2,"Portaluppi, Mr. Emilio Ilario Giuseppe",male,30,0,0,C.A. 34644,12.7375,,C
1157,0,3,"Lyntakoff, Mr. Stanko",male,,0,0,349235,7.8958,,S
1158,0,1,"Chisholm, Mr. Roderick Robert Crispin",male,,0,0,112051,0,,S
1159,0,3,"Warren, Mr. Charles William",male,,0,0,C.A. 49867,7.55,,S
1160,1,3,"Howard, Miss. May Elizabeth",female,,0,0,A. 2. 39186,8.05,,S
1161,0,3,"Pokrnic, Mr. Mate",male,17,0,0,315095,8.6625,,S
1162,0,1,"McCaffry, Mr. Thomas Francis",male,46,0,0,13050,75.2417,C6,C
1163,0,3,"Fox, Mr. Patrick",male,,0,0,368573,7.75,,Q
1164,1,1,"Clark, Mrs. Walter Miller (Virginia McDowell)",female,26,1,0,13508,136.7792,C89,C
1165,1,3,"Lennon, Miss. Mary",female,,1,0,370371,15.5,,Q
1166,0,3,"Saade, Mr. Jean Nassr",male,,0,0,2676,7.225,,C
1167,1,2,"Bryhl, Miss. Dagmar Jenny Ingeborg ",female,20,1,0,236853,26,,S
1168,0,2,"Parker, Mr. Clifford Richard",male,28,0,0,SC 14888,10.5,,S
1169,0,2,"Faunthorpe, Mr. Harry",male,40,1,0,2926,26,,S
1170,0,2,"Ware, Mr. John James",male,30,1,0,CA 31352,21,,S
1171,0,2,"Oxenham, Mr. Percy Thomas",male,22,0,0,W./C. 14260,10.5,,S
1172,1,3,"Oreskovic, Miss. Jelka",female,23,0,0,315085,8.6625,,S
1173,0,3,"Peacock, Master. Alfred Edward",male,0.75,1,1,SOTON/O.Q. 3101315,13.775,,S
1174,1,3,"Fleming, Miss. Honora",female,,0,0,364859,7.75,,Q
1175,1,3,"Touma, Miss. Maria Youssef",female,9,1,1,2650,15.2458,,C
1176,1,3,"Rosblom, Miss. Salli Helena",female,2,1,1,370129,20.2125,,S
1177,0,3,"Dennis, Mr. William",male,36,0,0,A/5 21175,7.25,,S
1178,0,3,"Franklin, Mr. Charles (Charles Fardon)",male,,0,0,SOTON/O.Q. 3101314,7.25,,S
1179,0,1,"Snyder, Mr. John Pillsbury",male,24,1,0,21228,82.2667,B45,S
1180,0,3,"Mardirosian, Mr. Sarkis",male,,0,0,2655,7.2292,F E46,C
1181,0,3,"Ford, Mr. Arthur",male,,0,0,A/5 1478,8.05,,S
1182,0,1,"Rheims, Mr. George Alexander Lucien",male,,0,0,PC 17607,39.6,,S
1183,1,3,"Daly, Miss. Margaret Marcella Maggie""""",female,30,0,0,382650,6.95,,Q
1184,0,3,"Nasr, Mr. Mustafa",male,,0,0,2652,7.2292,,C
1185,0,1,"Dodge, Dr. Washington",male,53,1,1,33638,81.8583,A34,S
1186,0,3,"Wittevrongel, Mr. Camille",male,36,0,0,345771,9.5,,S
1187,0,3,"Angheloff, Mr. Minko",male,26,0,0,349202,7.8958,,S
1188,1,2,"Laroche, Miss. Louise",female,1,1,2,SC/Paris 2123,41.5792,,C
1189,0,3,"Samaan, Mr. Hanna",male,,2,0,2662,21.6792,,C
1190,0,1,"Loring, Mr. Joseph Holland",male,30,0,0,113801,45.5,,S
1191,0,3,"Johansson, Mr. Nils",male,29,0,0,347467,7.8542,,S
1192,0,3,"Olsson, Mr. Oscar Wilhelm",male,32,0,0,347079,7.775,,S
1193,0,2,"Malachard, Mr. Noel",male,,0,0,237735,15.0458,D,C
1194,0,2,"Phillips, Mr. Escott Robert",male,43,0,1,S.O./P.P. 2,21,,S
1195,0,3,"Pokrnic, Mr. Tome",male,24,0,0,315092,8.6625,,S
1196,1,3,"McCarthy, Miss. Catherine Katie""""",female,,0,0,383123,7.75,,Q
1197,1,1,"Crosby, Mrs. Edward Gifford (Catherine Elizabeth Halstead)",female,64,1,1,112901,26.55,B26,S
1198,0,1,"Allison, Mr. Hudson Joshua Creighton",male,30,1,2,113781,151.55,C22 C26,S
1199,0,3,"Aks, Master. Philip Frank",male,0.83,0,1,392091,9.35,,S
1200,0,1,"Hays, Mr. Charles Melville",male,55,1,1,12749,93.5,B69,S
1201,1,3,"Hansen, Mrs. Claus Peter (Jennie L Howard)",female,45,1,0,350026,14.1083,,S
1202,0,3,"Cacic, Mr. Jego Grga",male,18,0,0,315091,8.6625,,S
1203,0,3,"Vartanian, Mr. David",male,22,0,0,2658,7.225,,C
1204,0,3,"Sadowitz, Mr. Harry",male,,0,0,LP 1588,7.575,,S
1205,1,3,"Carr, Miss. Jeannie",female,37,0,0,368364,7.75,,Q
1206,1,1,"White, Mrs. John Stuart (Ella Holmes)",female,55,0,0,PC 17760,135.6333,C32,C
1207,1,3,"Hagardon, Miss. Kate",female,17,0,0,AQ/3. 30631,7.7333,,Q
1208,0,1,"Spencer, Mr. William Augustus",male,57,1,0,PC 17569,146.5208,B78,C
1209,0,2,"Rogers, Mr. Reginald Harry",male,19,0,0,28004,10.5,,S
1210,0,3,"Jonsson, Mr. Nils Hilding",male,27,0,0,350408,7.8542,,S
1211,0,2,"Jefferys, Mr. Ernest Wilfred",male,22,2,0,C.A. 31029,31.5,,S
1212,0,3,"Andersson, Mr. Johan Samuel",male,26,0,0,347075,7.775,,S
1213,0,3,"Krekorian, Mr. Neshan",male,25,0,0,2654,7.2292,F E57,C
1214,0,2,"Nesson, Mr. Israel",male,26,0,0,244368,13,F2,S
1215,0,1,"Rowe, Mr. Alfred G",male,33,0,0,113790,26.55,,S
1216,1,1,"Kreuchen, Miss. Emilie",female,39,0,0,24160,211.3375,,S
1217,0,3,"Assam, Mr. Ali",male,23,0,0,SOTON/O.Q. 3101309,7.05,,S
1218,1,2,"Becker, Miss. Ruth Elizabeth",female,12,2,1,230136,39,F4,S
1219,0,1,"Rosenshine, Mr. George (Mr George Thorne"")""",male,46,0,0,PC 17585,79.2,,C
1220,0,2,"Clarke, Mr. Charles Valentine",male,29,1,0,2003,26,,S
1221,0,2,"Enander, Mr. Ingvar",male,21,0,0,236854,13,,S
1222,1,2,"Davies, Mrs. John Morgan (Elizabeth Agnes Mary White) ",female,48,0,2,C.A. 33112,36.75,,S
1223,0,1,"Dulles, Mr. William Crothers",male,39,0,0,PC 17580,29.7,A18,C
1224,0,3,"Thomas, Mr. Tannous",male,,0,0,2684,7.225,,C
1225,1,3,"Nakid, Mrs. Said (Waika Mary"" Mowad)""",female,19,1,1,2653,15.7417,,C
1226,0,3,"Cor, Mr. Ivan",male,27,0,0,349229,7.8958,,S
1227,0,1,"Maguire, Mr. John Edward",male,30,0,0,110469,26,C106,S
1228,0,2,"de Brito, Mr. Jose Joaquim",male,32,0,0,244360,13,,S
1229,0,3,"Elias, Mr. Joseph",male,39,0,2,2675,7.2292,,C
1230,0,2,"Denbury, Mr. Herbert",male,25,0,0,C.A. 31029,31.5,,S
1231,0,3,"Betros, Master. Seman",male,,0,0,2622,7.2292,,C
1232,0,2,"Fillbrook, Mr. Joseph Charles",male,18,0,0,C.A. 15185,10.5,,S
1233,0,3,"Lundstrom, Mr. Thure Edvin",male,32,0,0,350403,7.5792,,S
1234,0,3,"Sage, Mr. John George",male,,1,9,CA. 2343,69.55,,S
1235,1,1,"Cardeza, Mrs. James Warburton Martinez (Charlotte Wardle Drake)",female,58,0,1,PC 17755,512.3292,B51 B53 B55,C
1236,0,3,"van Billiard, Master. James William",male,,1,1,A/5. 851,14.5,,S
1237,1,3,"Abelseth, Miss. Karen Marie",female,16,0,0,348125,7.65,,S
1238,0,2,"Botsford, Mr. William Hull",male,26,0,0,237670,13,,S
1239,1,3,"Whabee, Mrs. George Joseph (Shawneene Abi-Saab)",female,38,0,0,2688,7.2292,,C
1240,0,2,"Giles, Mr. Ralph",male,24,0,0,248726,13.5,,S
1241,1,2,"Walcroft, Miss. Nellie",female,31,0,0,F.C.C. 13528,21,,S
1242,1,1,"Greenfield, Mrs. Leo David (Blanche Strouse)",female,45,0,1,PC 17759,63.3583,D10 D12,C
1243,0,2,"Stokes, Mr. Philip Joseph",male,25,0,0,F.C.C. 13540,10.5,,S
1244,0,2,"Dibden, Mr. William",male,18,0,0,S.O.C. 14879,73.5,,S
1245,0,2,"Herman, Mr. Samuel",male,49,1,2,220845,65,,S
1246,1,3,"Dean, Miss. Elizabeth Gladys Millvina""""",female,0.17,1,2,C.A. 2315,20.575,,S
1247,0,1,"Julian, Mr. Henry Forbes",male,50,0,0,113044,26,E60,S
1248,1,1,"Brown, Mrs. John Murray (Caroline Lane Lamson)",female,59,2,0,11769,51.4792,C101,S
1249,0,3,"Lockyer, Mr. Edward",male,,0,0,1222,7.8792,,S
1250,0,3,"O'Keefe, Mr. Patrick",male,,0,0,368402,7.75,,Q
1251,1,3,"Lindell, Mrs. Edvard Bengtsson (Elin Gerda Persson)",female,30,1,0,349910,15.55,,S
1252,0,3,"Sage, Master. William Henry",male,14.5,8,2,CA. 2343,69.55,,S
1253,1,2,"Mallet, Mrs. Albert (Antoinette Magnin)",female,24,1,1,S.C./PARIS 2079,37.0042,,C
1254,1,2,"Ware, Mrs. John James (Florence Louise Long)",female,31,0,0,CA 31352,21,,S
1255,0,3,"Strilic, Mr. Ivan",male,27,0,0,315083,8.6625,,S
1256,1,1,"Harder, Mrs. George Achilles (Dorothy Annan)",female,25,1,0,11765,55.4417,E50,C
1257,1,3,"Sage, Mrs. John (Annie Bullen)",female,,1,9,CA. 2343,69.55,,S
1258,0,3,"Caram, Mr. Joseph",male,,1,0,2689,14.4583,,C
1259,1,3,"Riihivouri, Miss. Susanna Juhantytar Sanni""""",female,22,0,0,3101295,39.6875,,S
1260,1,1,"Gibson, Mrs. Leonard (Pauline C Boeson)",female,45,0,1,112378,59.4,,C
1261,0,2,"Pallas y Castello, Mr. Emilio",male,29,0,0,SC/PARIS 2147,13.8583,,C
1262,0,2,"Giles, Mr. Edgar",male,21,1,0,28133,11.5,,S
1263,1,1,"Wilson, Miss. Helen Alice",female,31,0,0,16966,134.5,E39 E41,C
1264,0,1,"Ismay, Mr. Joseph Bruce",male,49,0,0,112058,0,B52 B54 B56,S
1265,0,2,"Harbeck, Mr. William H",male,44,0,0,248746,13,,S
1266,1,1,"Dodge, Mrs. Washington (Ruth Vidaver)",female,54,1,1,33638,81.8583,A34,S
1267,1,1,"Bowen, Miss. Grace Scott",female,45,0,0,PC 17608,262.375,,C
1268,1,3,"Kink, Miss. Maria",female,22,2,0,315152,8.6625,,S
1269,0,2,"Cotterill, Mr. Henry Harry""""",male,21,0,0,29107,11.5,,S
1270,0,1,"Hipkins, Mr. William Edward",male,55,0,0,680,50,C39,S
1271,0,3,"Asplund, Master. Carl Edgar",male,5,4,2,347077,31.3875,,S
1272,0,3,"O'Connor, Mr. Patrick",male,,0,0,366713,7.75,,Q
1273,0,3,"Foley, Mr. Joseph",male,26,0,0,330910,7.8792,,Q
1274,1,3,"Risien, Mrs. Samuel (Emma)",female,,0,0,364498,14.5,,S
1275,1,3,"McNamee, Mrs. Neal (Eileen O'Leary)",female,19,1,0,376566,16.1,,S
1276,0,2,"Wheeler, Mr. Edwin Frederick""""",male,,0,0,SC/PARIS 2159,12.875,,S
1277,1,2,"Herman, Miss. Kate",female,24,1,2,220845,65,,S
1278,0,3,"Aronsson, Mr. Ernst Axel Algot",male,24,0,0,349911,7.775,,S
1279,0,2,"Ashby, Mr. John",male,57,0,0,244346,13,,S
1280,0,3,"Canavan, Mr. Patrick",male,21,0,0,364858,7.75,,Q
1281,0,3,"Palsson, Master. Paul Folke",male,6,3,1,349909,21.075,,S
1282,0,1,"Payne, Mr. Vivian Ponsonby",male,23,0,0,12749,93.5,B24,S
1283,1,1,"Lines, Mrs. Ernest H (Elizabeth Lindsey James)",female,51,0,1,PC 17592,39.4,D28,S
1284,0,3,"Abbott, Master. Eugene Joseph",male,13,0,2,C.A. 2673,20.25,,S
1285,0,2,"Gilbert, Mr. William",male,47,0,0,C.A. 30769,10.5,,S
1286,0,3,"Kink-Heilmann, Mr. Anton",male,29,3,1,315153,22.025,,S
1287,1,1,"Smith, Mrs. Lucien Philip (Mary Eloise Hughes)",female,18,1,0,13695,60,C31,S
1288,0,3,"Colbert, Mr. Patrick",male,24,0,0,371109,7.25,,Q
1289,1,1,"Frolicher-Stehli, Mrs. Maxmillian (Margaretha Emerentia Stehli)",female,48,1,1,13567,79.2,B41,C
1290,0,3,"Larsson-Rondberg, Mr. Edvard A",male,22,0,0,347065,7.775,,S
1291,0,3,"Conlon, Mr. Thomas Henry",male,31,0,0,21332,7.7333,,Q
1292,1,1,"Bonnell, Miss. Caroline",female,30,0,0,36928,164.8667,C7,S
1293,0,2,"Gale, Mr. Harry",male,38,1,0,28664,21,,S
1294,1,1,"Gibson, Miss. Dorothy Winifred",female,22,0,1,112378,59.4,,C
1295,0,1,"Carrau, Mr. Jose Pedro",male,17,0,0,113059,47.1,,S
1296,0,1,"Frauenthal, Mr. Isaac Gerald",male,43,1,0,17765,27.7208,D40,C
1297,0,2,"Nourney, Mr. Alfred (Baron von Drachstedt"")""",male,20,0,0,SC/PARIS 2166,13.8625,D38,C
1298,0,2,"Ware, Mr. William Jeffery",male,23,1,0,28666,10.5,,S
1299,0,1,"Widener, Mr. George Dunton",male,50,1,1,113503,211.5,C80,C
1300,1,3,"Riordan, Miss. Johanna Hannah""""",female,,0,0,334915,7.7208,,Q
1301,1,3,"Peacock, Miss. Treasteall",female,3,1,1,SOTON/O.Q. 3101315,13.775,,S
1302,1,3,"Naughton, Miss. Hannah",female,,0,0,365237,7.75,,Q
1303,1,1,"Minahan, Mrs. William Edward (Lillian E Thorpe)",female,37,1,0,19928,90,C78,Q
1304,1,3,"Henriksson, Miss. Jenny Lovisa",female,28,0,0,347086,7.775,,S
1305,0,3,"Spector, Mr. Woolf",male,,0,0,A.5. 3236,8.05,,S
1306,1,1,"Oliva y Ocana, Dona. Fermina",female,39,0,0,PC 17758,108.9,C105,C
1307,0,3,"Saether, Mr. Simon Sivertsen",male,38.5,0,0,SOTON/O.Q. 3101262,7.25,,S
1308,0,3,"Ware, Mr. Frederick",male,,0,0,359309,8.05,,S
1309,0,3,"Peter, Master. Michael J",male,,1,1,2668,22.3583,,C
92828 - decision tree/titanic.csv
PassengerId,Survived,Pclass,Name,Sex,Age,SibSp,Parch,Ticket,Fare,Cabin,Embarked
892,0,3,"Kelly, Mr. James",male,34.5,0,0,330911,7.8292,,Q
893,1,3,"Wilkes, Mrs. James (Ellen Needs)",female,47,1,0,363272,7,,S
894,0,2,"Myles, Mr. Thomas Francis",male,62,0,0,240276,9.6875,,Q
895,0,3,"Wirz, Mr. Albert",male,27,0,0,315154,8.6625,,S
896,1,3,"Hirvonen, Mrs. Alexander (Helga E Lindqvist)",female,22,1,1,3101298,12.2875,,S
897,0,3,"Svensson, Mr. Johan Cervin",male,14,0,0,7538,9.225,,S
898,1,3,"Connolly, Miss. Kate",female,30,0,0,330972,7.6292,,Q
899,0,2,"Caldwell, Mr. Albert Francis",male,26,1,1,248738,29,,S
900,1,3,"Abrahim, Mrs. Joseph (Sophie Halaut Easu)",female,18,0,0,2657,7.2292,,C
901,0,3,"Davies, Mr. John Samuel",male,21,2,0,A/4 48871,24.15,,S
902,0,3,"Ilieff, Mr. Ylio",male,,0,0,349220,7.8958,,S
903,0,1,"Jones, Mr. Charles Cresson",male,46,0,0,694,26,,S
904,1,1,"Snyder, Mrs. John Pillsbury (Nelle Stevenson)",female,23,1,0,21228,82.2667,B45,S
905,0,2,"Howard, Mr. Benjamin",male,63,1,0,24065,26,,S
906,1,1,"Chaffee, Mrs....