Assignment 1
2024-03-29
mydata <- read.table("./tested.csv", header = TRUE, sep = ",", dec =".")
head(mydata)## PassengerId Survived Pclass Name
## 1 892 0 3 Kelly, Mr. James
## 2 893 1 3 Wilkes, Mrs. James (Ellen Needs)
## 3 894 0 2 Myles, Mr. Thomas Francis
## 4 895 0 3 Wirz, Mr. Albert
## 5 896 1 3 Hirvonen, Mrs. Alexander (Helga E Lindqvist)
## 6 897 0 3 Svensson, Mr. Johan Cervin
## Sex Age SibSp Parch Ticket Fare Cabin Embarked
## 1 male 34.5 0 0 330911 7.8292 Q
## 2 female 47.0 1 0 363272 7.0000 S
## 3 male 62.0 0 0 240276 9.6875 Q
## 4 male 27.0 0 0 315154 8.6625 S
## 5 female 22.0 1 1 3101298 12.2875 S
## 6 male 14.0 0 0 7538 9.2250 SData Source: Titanic dataset “tested.csv”. (2021, 2 diciembre). Kaggle: https://www.kaggle.com/datasets/brendan45774/test-file
Unit of observation: Titanic passengers of 1912 dataset
Sample size: 418 observations
Definition of variables
PassengerID: Identifier to each passenger. Categorical Nominal. Survived: Identification of survival (1) or death (0). Categorical Nominal. PClass: Status of the passenger’s ticket. First class (1), Second (2) or Third(3). Categorical Ordinal. Name: Name of passenger. Categorical Nominal. Sex: Gender of passenger. “male” or “female”. Categorical Nominal. Age: Age of passengers. Measured in years. Numeric Ratio. SibSp: Number siblings or spouses of the passengers aboard. Numeric Ratio Parch: Number of Parents and Children aboard. Numeric Ratio Ticket: Alphanumeric value of the ticket given to the passenger. Categorical Nominal. Fare: Fare paid by the passenger for the ticket. Do not know the exact measure since the decimal is too long. For the case we will assume it is paid in hundred british pounds. Numeric Ratio Cabin: Alphanumeric value of the cabin assigned to the passenger. Categorical Nominal. Embarked: Port in which the passenger embarked the Titanic. Cherbourg(C), Queenstown (Q), Southampton (S). Categorical Nominal.
mydata$Sexfactor <- factor(mydata$Sex, levels = c("male","female"), labels = c("male","female"))
mydata$Ticketfactor <- factor(mydata$Ticket)
mydata$Cabinfactor <- factor(mydata$Cabin)
mydata$Embarkedfactor <- factor(mydata$Embarked)
mydata$Agefactor <- factor(mydata$Age)
head(mydata, 3)## PassengerId Survived Pclass Name Sex Age
## 1 892 0 3 Kelly, Mr. James male 34.5
## 2 893 1 3 Wilkes, Mrs. James (Ellen Needs) female 47.0
## 3 894 0 2 Myles, Mr. Thomas Francis male 62.0
## SibSp Parch Ticket Fare Cabin Embarked Sexfactor Ticketfactor Cabinfactor
## 1 0 0 330911 7.8292 Q male 330911
## 2 1 0 363272 7.0000 S female 363272
## 3 0 0 240276 9.6875 Q male 240276
## Embarkedfactor Agefactor
## 1 Q 34.5
## 2 S 47
## 3 Q 62library(psych)
describe(mydata)## vars n mean sd median trimmed mad min max
## PassengerId 1 418 1100.50 120.81 1100.50 1100.50 154.93 892.00 1309.00
## Survived 2 418 0.36 0.48 0.00 0.33 0.00 0.00 1.00
## Pclass 3 418 2.27 0.84 3.00 2.33 0.00 1.00 3.00
## Name* 4 418 209.50 120.81 209.50 209.50 154.93 1.00 418.00
## Sex* 5 418 1.64 0.48 2.00 1.67 0.00 1.00 2.00
## Age 6 332 30.27 14.18 27.00 29.64 11.86 0.17 76.00
## SibSp 7 418 0.45 0.90 0.00 0.28 0.00 0.00 8.00
## Parch 8 418 0.39 0.98 0.00 0.16 0.00 0.00 9.00
## Ticket* 9 418 181.94 107.53 182.00 182.02 144.55 1.00 363.00
## Fare 10 417 35.63 55.91 14.45 22.00 10.12 0.00 512.33
## Cabin* 11 418 9.20 18.51 1.00 4.14 0.00 1.00 77.00
## Embarked* 12 418 2.40 0.85 3.00 2.50 0.00 1.00 3.00
## Sexfactor* 13 418 1.36 0.48 1.00 1.33 0.00 1.00 2.00
## Ticketfactor* 14 418 181.94 107.53 182.00 182.02 144.55 1.00 363.00
## Cabinfactor* 15 418 9.20 18.51 1.00 4.14 0.00 1.00 77.00
## Embarkedfactor* 16 418 2.40 0.85 3.00 2.50 0.00 1.00 3.00
## Agefactor* 17 332 39.03 17.22 35.00 38.53 16.31 1.00 79.00
## range skew kurtosis se
## PassengerId 417.00 0.00 -1.21 5.91
## Survived 1.00 0.56 -1.68 0.02
## Pclass 2.00 -0.53 -1.39 0.04
## Name* 417.00 0.00 -1.21 5.91
## Sex* 1.00 -0.56 -1.68 0.02
## Age 75.83 0.45 0.05 0.78
## SibSp 8.00 4.14 26.03 0.04
## Parch 9.00 4.62 30.86 0.05
## Ticket* 362.00 -0.01 -1.29 5.26
## Fare 512.33 3.66 17.59 2.74
## Cabin* 76.00 2.24 3.81 0.91
## Embarked* 2.00 -0.87 -1.07 0.04
## Sexfactor* 1.00 0.56 -1.68 0.02
## Ticketfactor* 362.00 -0.01 -1.29 5.26
## Cabinfactor* 76.00 2.24 3.81 0.91
## Embarkedfactor* 2.00 -0.87 -1.07 0.04
## Agefactor* 78.00 0.32 -0.52 0.95summary(mydata)## PassengerId Survived Pclass Name
## Min. : 892.0 Min. :0.0000 Min. :1.000 Length:418
## 1st Qu.: 996.2 1st Qu.:0.0000 1st Qu.:1.000 Class :character
## Median :1100.5 Median :0.0000 Median :3.000 Mode :character
## Mean :1100.5 Mean :0.3636 Mean :2.266
## 3rd Qu.:1204.8 3rd Qu.:1.0000 3rd Qu.:3.000
## Max. :1309.0 Max. :1.0000 Max. :3.000
##
## Sex Age SibSp Parch
## Length:418 Min. : 0.17 Min. :0.0000 Min. :0.0000
## Class :character 1st Qu.:21.00 1st Qu.:0.0000 1st Qu.:0.0000
## Mode :character Median :27.00 Median :0.0000 Median :0.0000
## Mean :30.27 Mean :0.4474 Mean :0.3923
## 3rd Qu.:39.00 3rd Qu.:1.0000 3rd Qu.:0.0000
## Max. :76.00 Max. :8.0000 Max. :9.0000
## NA's :86
## Ticket Fare Cabin Embarked
## Length:418 Min. : 0.000 Length:418 Length:418
## Class :character 1st Qu.: 7.896 Class :character Class :character
## Mode :character Median : 14.454 Mode :character Mode :character
## Mean : 35.627
## 3rd Qu.: 31.500
## Max. :512.329
## NA's :1
## Sexfactor Ticketfactor Cabinfactor Embarkedfactor Agefactor
## male :266 PC 17608: 5 :327 C:102 21 : 17
## female:152 113503 : 4 B57 B59 B63 B66: 3 Q: 46 24 : 17
## CA. 2343: 4 A34 : 2 S:270 22 : 16
## 16966 : 3 B45 : 2 30 : 15
## 220845 : 3 C101 : 2 18 : 13
## 347077 : 3 C116 : 2 (Other):254
## (Other) :396 (Other) : 80 NA's : 86DESCRIPTION OF STATISTIC VARIABLES:
PassengerId: Minimum and maximum levels show the interval in between which all the Ids lie. Survived: The mean of 0.36 suggests that 36% of passengers survived. Pclass With a median of 3.00 indicates that more than half of the passengers travelled on 3rd class. Sex: considering it has given 1 value to male and 2 to woman. The mean of 1.36 suggests that there were more men than women in the ship. we confirm this seeing a total of 266 men and 152 women. Age: The mean age was 30.27, with the youngest passenger having 0.17 years, and the oldest with 76. SibSp: The median suggests that more than half of the passengers did not travel with either siblings or spouses. Parch: The third quartile shows that at least 75% of people did not travel with parents or children. Fare: The difference between mean and median suggests that not many very high fares are rising the mean. Cabin: we can see that 327 people did not have a cabin assigned. Embarked: we can say that most people embarked at Southampton, then at Cherbourg, and finally at Queenstown.
as.data.frame(mydata)## PassengerId Survived Pclass
## 1 892 0 3
## 2 893 1 3
## 3 894 0 2
## 4 895 0 3
## 5 896 1 3
## 6 897 0 3
## 7 898 1 3
## 8 899 0 2
## 9 900 1 3
## 10 901 0 3
## 11 902 0 3
## 12 903 0 1
## 13 904 1 1
## 14 905 0 2
## 15 906 1 1
## 16 907 1 2
## 17 908 0 2
## 18 909 0 3
## 19 910 1 3
## 20 911 1 3
## 21 912 0 1
## 22 913 0 3
## 23 914 1 1
## 24 915 0 1
## 25 916 1 1
## 26 917 0 3
## 27 918 1 1
## 28 919 0 3
## 29 920 0 1
## 30 921 0 3
## 31 922 0 2
## 32 923 0 2
## 33 924 1 3
## 34 925 1 3
## 35 926 0 1
## 36 927 0 3
## 37 928 1 3
## 38 929 1 3
## 39 930 0 3
## 40 931 0 3
## 41 932 0 3
## 42 933 0 1
## 43 934 0 3
## 44 935 1 2
## 45 936 1 1
## 46 937 0 3
## 47 938 0 1
## 48 939 0 3
## 49 940 1 1
## 50 941 1 3
## 51 942 0 1
## 52 943 0 2
## 53 944 1 2
## 54 945 1 1
## 55 946 0 2
## 56 947 0 3
## 57 948 0 3
## 58 949 0 3
## 59 950 0 3
## 60 951 1 1
## 61 952 0 3
## 62 953 0 2
## 63 954 0 3
## 64 955 1 3
## 65 956 0 1
## 66 957 1 2
## 67 958 1 3
## 68 959 0 1
## 69 960 0 1
## 70 961 1 1
## 71 962 1 3
## 72 963 0 3
## 73 964 1 3
## 74 965 0 1
## 75 966 1 1
## 76 967 0 1
## 77 968 0 3
## 78 969 1 1
## 79 970 0 2
## 80 971 1 3
## 81 972 0 3
## 82 973 0 1
## 83 974 0 1
## 84 975 0 3
## 85 976 0 2
## 86 977 0 3
## 87 978 1 3
## 88 979 1 3
## 89 980 1 3
## 90 981 0 2
## 91 982 1 3
## 92 983 0 3
## 93 984 1 1
## 94 985 0 3
## 95 986 0 1
## 96 987 0 3
## 97 988 1 1
## 98 989 0 3
## 99 990 1 3
## 100 991 0 3
## 101 992 1 1
## 102 993 0 2
## 103 994 0 3
## 104 995 0 3
## 105 996 1 3
## 106 997 0 3
## 107 998 0 3
## 108 999 0 3
## 109 1000 0 3
## 110 1001 0 2
## 111 1002 0 2
## 112 1003 1 3
## 113 1004 1 1
## 114 1005 1 3
## 115 1006 1 1
## 116 1007 0 3
## 117 1008 0 3
## 118 1009 1 3
## 119 1010 0 1
## 120 1011 1 2
## 121 1012 1 2
## 122 1013 0 3
## 123 1014 1 1
## 124 1015 0 3
## 125 1016 0 3
## 126 1017 1 3
## 127 1018 0 3
## 128 1019 1 3
## 129 1020 0 2
## 130 1021 0 3
## 131 1022 0 3
## 132 1023 0 1
## 133 1024 1 3
## 134 1025 0 3
## 135 1026 0 3
## 136 1027 0 3
## 137 1028 0 3
## 138 1029 0 2
## 139 1030 1 3
## 140 1031 0 3
## 141 1032 1 3
## 142 1033 1 1
## 143 1034 0 1
## 144 1035 0 2
## 145 1036 0 1
## 146 1037 0 3
## 147 1038 0 1
## 148 1039 0 3
## 149 1040 0 1
## 150 1041 0 2
## 151 1042 1 1
## 152 1043 0 3
## 153 1044 0 3
## 154 1045 1 3
## 155 1046 0 3
## 156 1047 0 3
## 157 1048 1 1
## 158 1049 1 3
## 159 1050 0 1
## 160 1051 1 3
## 161 1052 1 3
## 162 1053 0 3
## 163 1054 1 2
## 164 1055 0 3
## 165 1056 0 2
## 166 1057 1 3
## 167 1058 0 1
## 168 1059 0 3
## 169 1060 1 1
## 170 1061 1 3
## 171 1062 0 3
## 172 1063 0 3
## 173 1064 0 3
## 174 1065 0 3
## 175 1066 0 3
## 176 1067 1 2
## 177 1068 1 2
## 178 1069 0 1
## 179 1070 1 2
## 180 1071 1 1
## 181 1072 0 2
## 182 1073 0 1
## 183 1074 1 1
## 184 1075 0 3
## 185 1076 1 1
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## 187 1078 1 2
## 188 1079 0 3
## 189 1080 1 3
## 190 1081 0 2
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## 192 1083 0 1
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## 195 1086 0 2
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## 197 1088 0 1
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## 200 1091 1 3
## 201 1092 1 3
## 202 1093 0 3
## 203 1094 0 1
## 204 1095 1 2
## 205 1096 0 2
## 206 1097 0 1
## 207 1098 1 3
## 208 1099 0 2
## 209 1100 1 1
## 210 1101 0 3
## 211 1102 0 3
## 212 1103 0 3
## 213 1104 0 2
## 214 1105 1 2
## 215 1106 1 3
## 216 1107 0 1
## 217 1108 1 3
## 218 1109 0 1
## 219 1110 1 1
## 220 1111 0 3
## 221 1112 1 2
## 222 1113 0 3
## 223 1114 1 2
## 224 1115 0 3
## 225 1116 1 1
## 226 1117 1 3
## 227 1118 0 3
## 228 1119 1 3
## 229 1120 0 3
## 230 1121 0 2
## 231 1122 0 2
## 232 1123 1 1
## 233 1124 0 3
## 234 1125 0 3
## 235 1126 0 1
## 236 1127 0 3
## 237 1128 0 1
## 238 1129 0 3
## 239 1130 1 2
## 240 1131 1 1
## 241 1132 1 1
## 242 1133 1 2
## 243 1134 0 1
## 244 1135 0 3
## 245 1136 0 3
## 246 1137 0 1
## 247 1138 1 2
## 248 1139 0 2
## 249 1140 1 2
## 250 1141 1 3
## 251 1142 1 2
## 252 1143 0 3
## 253 1144 0 1
## 254 1145 0 3
## 255 1146 0 3
## 256 1147 0 3
## 257 1148 0 3
## 258 1149 0 3
## 259 1150 1 2
## 260 1151 0 3
## 261 1152 0 3
## 262 1153 0 3
## 263 1154 1 2
## 264 1155 1 3
## 265 1156 0 2
## 266 1157 0 3
## 267 1158 0 1
## 268 1159 0 3
## 269 1160 1 3
## 270 1161 0 3
## 271 1162 0 1
## 272 1163 0 3
## 273 1164 1 1
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## 275 1166 0 3
## 276 1167 1 2
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## 278 1169 0 2
## 279 1170 0 2
## 280 1171 0 2
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## 282 1173 0 3
## 283 1174 1 3
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## 285 1176 1 3
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## 292 1183 1 3
## 293 1184 0 3
## 294 1185 0 1
## 295 1186 0 3
## 296 1187 0 3
## 297 1188 1 2
## 298 1189 0 3
## 299 1190 0 1
## 300 1191 0 3
## 301 1192 0 3
## 302 1193 0 2
## 303 1194 0 2
## 304 1195 0 3
## 305 1196 1 3
## 306 1197 1 1
## 307 1198 0 1
## 308 1199 0 3
## 309 1200 0 1
## 310 1201 1 3
## 311 1202 0 3
## 312 1203 0 3
## 313 1204 0 3
## 314 1205 1 3
## 315 1206 1 1
## 316 1207 1 3
## 317 1208 0 1
## 318 1209 0 2
## 319 1210 0 3
## 320 1211 0 2
## 321 1212 0 3
## 322 1213 0 3
## 323 1214 0 2
## 324 1215 0 1
## 325 1216 1 1
## 326 1217 0 3
## 327 1218 1 2
## 328 1219 0 1
## 329 1220 0 2
## 330 1221 0 2
## 331 1222 1 2
## 332 1223 0 1
## 333 1224 0 3
## 334 1225 1 3
## 335 1226 0 3
## 336 1227 0 1
## 337 1228 0 2
## 338 1229 0 3
## 339 1230 0 2
## 340 1231 0 3
## 341 1232 0 2
## 342 1233 0 3
## 343 1234 0 3
## 344 1235 1 1
## 345 1236 0 3
## 346 1237 1 3
## 347 1238 0 2
## 348 1239 1 3
## 349 1240 0 2
## 350 1241 1 2
## 351 1242 1 1
## 352 1243 0 2
## 353 1244 0 2
## 354 1245 0 2
## 355 1246 1 3
## 356 1247 0 1
## 357 1248 1 1
## 358 1249 0 3
## 359 1250 0 3
## 360 1251 1 3
## 361 1252 0 3
## 362 1253 1 2
## 363 1254 1 2
## 364 1255 0 3
## 365 1256 1 1
## 366 1257 1 3
## 367 1258 0 3
## 368 1259 1 3
## 369 1260 1 1
## 370 1261 0 2
## 371 1262 0 2
## 372 1263 1 1
## 373 1264 0 1
## 374 1265 0 2
## 375 1266 1 1
## 376 1267 1 1
## 377 1268 1 3
## 378 1269 0 2
## 379 1270 0 1
## 380 1271 0 3
## 381 1272 0 3
## 382 1273 0 3
## 383 1274 1 3
## 384 1275 1 3
## 385 1276 0 2
## 386 1277 1 2
## 387 1278 0 3
## 388 1279 0 2
## 389 1280 0 3
## 390 1281 0 3
## 391 1282 0 1
## 392 1283 1 1
## 393 1284 0 3
## 394 1285 0 2
## 395 1286 0 3
## 396 1287 1 1
## 397 1288 0 3
## 398 1289 1 1
## 399 1290 0 3
## 400 1291 0 3
## 401 1292 1 1
## 402 1293 0 2
## 403 1294 1 1
## 404 1295 0 1
## 405 1296 0 1
## 406 1297 0 2
## 407 1298 0 2
## 408 1299 0 1
## 409 1300 1 3
## 410 1301 1 3
## 411 1302 1 3
## 412 1303 1 1
## 413 1304 1 3
## 414 1305 0 3
## 415 1306 1 1
## 416 1307 0 3
## 417 1308 0 3
## 418 1309 0 3
## Name Sex
## 1 Kelly, Mr. James male
## 2 Wilkes, Mrs. James (Ellen Needs) female
## 3 Myles, Mr. Thomas Francis male
## 4 Wirz, Mr. Albert male
## 5 Hirvonen, Mrs. Alexander (Helga E Lindqvist) female
## 6 Svensson, Mr. Johan Cervin male
## 7 Connolly, Miss. Kate female
## 8 Caldwell, Mr. Albert Francis male
## 9 Abrahim, Mrs. Joseph (Sophie Halaut Easu) female
## 10 Davies, Mr. John Samuel male
## 11 Ilieff, Mr. Ylio male
## 12 Jones, Mr. Charles Cresson male
## 13 Snyder, Mrs. John Pillsbury (Nelle Stevenson) female
## 14 Howard, Mr. Benjamin male
## 15 Chaffee, Mrs. Herbert Fuller (Carrie Constance Toogood) female
## 16 del Carlo, Mrs. Sebastiano (Argenia Genovesi) female
## 17 Keane, Mr. Daniel male
## 18 Assaf, Mr. Gerios male
## 19 Ilmakangas, Miss. Ida Livija female
## 20 Assaf Khalil, Mrs. Mariana (Miriam")" female
## 21 Rothschild, Mr. Martin male
## 22 Olsen, Master. Artur Karl male
## 23 Flegenheim, Mrs. Alfred (Antoinette) female
## 24 Williams, Mr. Richard Norris II male
## 25 Ryerson, Mrs. Arthur Larned (Emily Maria Borie) female
## 26 Robins, Mr. Alexander A male
## 27 Ostby, Miss. Helene Ragnhild female
## 28 Daher, Mr. Shedid male
## 29 Brady, Mr. John Bertram male
## 30 Samaan, Mr. Elias male
## 31 Louch, Mr. Charles Alexander male
## 32 Jefferys, Mr. Clifford Thomas male
## 33 Dean, Mrs. Bertram (Eva Georgetta Light) female
## 34 Johnston, Mrs. Andrew G (Elizabeth Lily" Watson)" female
## 35 Mock, Mr. Philipp Edmund male
## 36 Katavelas, Mr. Vassilios (Catavelas Vassilios")" male
## 37 Roth, Miss. Sarah A female
## 38 Cacic, Miss. Manda female
## 39 Sap, Mr. Julius male
## 40 Hee, Mr. Ling male
## 41 Karun, Mr. Franz male
## 42 Franklin, Mr. Thomas Parham male
## 43 Goldsmith, Mr. Nathan male
## 44 Corbett, Mrs. Walter H (Irene Colvin) female
## 45 Kimball, Mrs. Edwin Nelson Jr (Gertrude Parsons) female
## 46 Peltomaki, Mr. Nikolai Johannes male
## 47 Chevre, Mr. Paul Romaine male
## 48 Shaughnessy, Mr. Patrick male
## 49 Bucknell, Mrs. William Robert (Emma Eliza Ward) female
## 50 Coutts, Mrs. William (Winnie Minnie" Treanor)" female
## 51 Smith, Mr. Lucien Philip male
## 52 Pulbaum, Mr. Franz male
## 53 Hocking, Miss. Ellen Nellie"" female
## 54 Fortune, Miss. Ethel Flora female
## 55 Mangiavacchi, Mr. Serafino Emilio male
## 56 Rice, Master. Albert male
## 57 Cor, Mr. Bartol male
## 58 Abelseth, Mr. Olaus Jorgensen male
## 59 Davison, Mr. Thomas Henry male
## 60 Chaudanson, Miss. Victorine female
## 61 Dika, Mr. Mirko male
## 62 McCrae, Mr. Arthur Gordon male
## 63 Bjorklund, Mr. Ernst Herbert male
## 64 Bradley, Miss. Bridget Delia female
## 65 Ryerson, Master. John Borie male
## 66 Corey, Mrs. Percy C (Mary Phyllis Elizabeth Miller) female
## 67 Burns, Miss. Mary Delia female
## 68 Moore, Mr. Clarence Bloomfield male
## 69 Tucker, Mr. Gilbert Milligan Jr male
## 70 Fortune, Mrs. Mark (Mary McDougald) female
## 71 Mulvihill, Miss. Bertha E female
## 72 Minkoff, Mr. Lazar male
## 73 Nieminen, Miss. Manta Josefina female
## 74 Ovies y Rodriguez, Mr. Servando male
## 75 Geiger, Miss. Amalie female
## 76 Keeping, Mr. Edwin male
## 77 Miles, Mr. Frank male
## 78 Cornell, Mrs. Robert Clifford (Malvina Helen Lamson) female
## 79 Aldworth, Mr. Charles Augustus male
## 80 Doyle, Miss. Elizabeth female
## 81 Boulos, Master. Akar male
## 82 Straus, Mr. Isidor male
## 83 Case, Mr. Howard Brown male
## 84 Demetri, Mr. Marinko male
## 85 Lamb, Mr. John Joseph male
## 86 Khalil, Mr. Betros male
## 87 Barry, Miss. Julia female
## 88 Badman, Miss. Emily Louisa female
## 89 O'Donoghue, Ms. Bridget female
## 90 Wells, Master. Ralph Lester male
## 91 Dyker, Mrs. Adolf Fredrik (Anna Elisabeth Judith Andersson) female
## 92 Pedersen, Mr. Olaf male
## 93 Davidson, Mrs. Thornton (Orian Hays) female
## 94 Guest, Mr. Robert male
## 95 Birnbaum, Mr. Jakob male
## 96 Tenglin, Mr. Gunnar Isidor male
## 97 Cavendish, Mrs. Tyrell William (Julia Florence Siegel) female
## 98 Makinen, Mr. Kalle Edvard male
## 99 Braf, Miss. Elin Ester Maria female
## 100 Nancarrow, Mr. William Henry male
## 101 Stengel, Mrs. Charles Emil Henry (Annie May Morris) female
## 102 Weisz, Mr. Leopold male
## 103 Foley, Mr. William male
## 104 Johansson Palmquist, Mr. Oskar Leander male
## 105 Thomas, Mrs. Alexander (Thamine Thelma")" female
## 106 Holthen, Mr. Johan Martin male
## 107 Buckley, Mr. Daniel male
## 108 Ryan, Mr. Edward male
## 109 Willer, Mr. Aaron (Abi Weller")" male
## 110 Swane, Mr. George male
## 111 Stanton, Mr. Samuel Ward male
## 112 Shine, Miss. Ellen Natalia female
## 113 Evans, Miss. Edith Corse female
## 114 Buckley, Miss. Katherine female
## 115 Straus, Mrs. Isidor (Rosalie Ida Blun) female
## 116 Chronopoulos, Mr. Demetrios male
## 117 Thomas, Mr. John male
## 118 Sandstrom, Miss. Beatrice Irene female
## 119 Beattie, Mr. Thomson male
## 120 Chapman, Mrs. John Henry (Sara Elizabeth Lawry) female
## 121 Watt, Miss. Bertha J female
## 122 Kiernan, Mr. John male
## 123 Schabert, Mrs. Paul (Emma Mock) female
## 124 Carver, Mr. Alfred John male
## 125 Kennedy, Mr. John male
## 126 Cribb, Miss. Laura Alice female
## 127 Brobeck, Mr. Karl Rudolf male
## 128 McCoy, Miss. Alicia female
## 129 Bowenur, Mr. Solomon male
## 130 Petersen, Mr. Marius male
## 131 Spinner, Mr. Henry John male
## 132 Gracie, Col. Archibald IV male
## 133 Lefebre, Mrs. Frank (Frances) female
## 134 Thomas, Mr. Charles P male
## 135 Dintcheff, Mr. Valtcho male
## 136 Carlsson, Mr. Carl Robert male
## 137 Zakarian, Mr. Mapriededer male
## 138 Schmidt, Mr. August male
## 139 Drapkin, Miss. Jennie female
## 140 Goodwin, Mr. Charles Frederick male
## 141 Goodwin, Miss. Jessie Allis female
## 142 Daniels, Miss. Sarah female
## 143 Ryerson, Mr. Arthur Larned male
## 144 Beauchamp, Mr. Henry James male
## 145 Lindeberg-Lind, Mr. Erik Gustaf (Mr Edward Lingrey")" male
## 146 Vander Planke, Mr. Julius male
## 147 Hilliard, Mr. Herbert Henry male
## 148 Davies, Mr. Evan male
## 149 Crafton, Mr. John Bertram male
## 150 Lahtinen, Rev. William male
## 151 Earnshaw, Mrs. Boulton (Olive Potter) female
## 152 Matinoff, Mr. Nicola male
## 153 Storey, Mr. Thomas male
## 154 Klasen, Mrs. (Hulda Kristina Eugenia Lofqvist) female
## 155 Asplund, Master. Filip Oscar male
## 156 Duquemin, Mr. Joseph male
## 157 Bird, Miss. Ellen female
## 158 Lundin, Miss. Olga Elida female
## 159 Borebank, Mr. John James male
## 160 Peacock, Mrs. Benjamin (Edith Nile) female
## 161 Smyth, Miss. Julia female
## 162 Touma, Master. Georges Youssef male
## 163 Wright, Miss. Marion female
## 164 Pearce, Mr. Ernest male
## 165 Peruschitz, Rev. Joseph Maria male
## 166 Kink-Heilmann, Mrs. Anton (Luise Heilmann) female
## 167 Brandeis, Mr. Emil male
## 168 Ford, Mr. Edward Watson male
## 169 Cassebeer, Mrs. Henry Arthur Jr (Eleanor Genevieve Fosdick) female
## 170 Hellstrom, Miss. Hilda Maria female
## 171 Lithman, Mr. Simon male
## 172 Zakarian, Mr. Ortin male
## 173 Dyker, Mr. Adolf Fredrik male
## 174 Torfa, Mr. Assad male
## 175 Asplund, Mr. Carl Oscar Vilhelm Gustafsson male
## 176 Brown, Miss. Edith Eileen female
## 177 Sincock, Miss. Maude female
## 178 Stengel, Mr. Charles Emil Henry male
## 179 Becker, Mrs. Allen Oliver (Nellie E Baumgardner) female
## 180 Compton, Mrs. Alexander Taylor (Mary Eliza Ingersoll) female
## 181 McCrie, Mr. James Matthew male
## 182 Compton, Mr. Alexander Taylor Jr male
## 183 Marvin, Mrs. Daniel Warner (Mary Graham Carmichael Farquarson) female
## 184 Lane, Mr. Patrick male
## 185 Douglas, Mrs. Frederick Charles (Mary Helene Baxter) female
## 186 Maybery, Mr. Frank Hubert male
## 187 Phillips, Miss. Alice Frances Louisa female
## 188 Davies, Mr. Joseph male
## 189 Sage, Miss. Ada female
## 190 Veal, Mr. James male
## 191 Angle, Mr. William A male
## 192 Salomon, Mr. Abraham L male
## 193 van Billiard, Master. Walter John male
## 194 Lingane, Mr. John male
## 195 Drew, Master. Marshall Brines male
## 196 Karlsson, Mr. Julius Konrad Eugen male
## 197 Spedden, Master. Robert Douglas male
## 198 Nilsson, Miss. Berta Olivia female
## 199 Baimbrigge, Mr. Charles Robert male
## 200 Rasmussen, Mrs. (Lena Jacobsen Solvang) female
## 201 Murphy, Miss. Nora female
## 202 Danbom, Master. Gilbert Sigvard Emanuel male
## 203 Astor, Col. John Jacob male
## 204 Quick, Miss. Winifred Vera female
## 205 Andrew, Mr. Frank Thomas male
## 206 Omont, Mr. Alfred Fernand male
## 207 McGowan, Miss. Katherine female
## 208 Collett, Mr. Sidney C Stuart male
## 209 Rosenbaum, Miss. Edith Louise female
## 210 Delalic, Mr. Redjo male
## 211 Andersen, Mr. Albert Karvin male
## 212 Finoli, Mr. Luigi male
## 213 Deacon, Mr. Percy William male
## 214 Howard, Mrs. Benjamin (Ellen Truelove Arman) female
## 215 Andersson, Miss. Ida Augusta Margareta female
## 216 Head, Mr. Christopher male
## 217 Mahon, Miss. Bridget Delia female
## 218 Wick, Mr. George Dennick male
## 219 Widener, Mrs. George Dunton (Eleanor Elkins) female
## 220 Thomson, Mr. Alexander Morrison male
## 221 Duran y More, Miss. Florentina female
## 222 Reynolds, Mr. Harold J male
## 223 Cook, Mrs. (Selena Rogers) female
## 224 Karlsson, Mr. Einar Gervasius male
## 225 Candee, Mrs. Edward (Helen Churchill Hungerford) female
## 226 Moubarek, Mrs. George (Omine Amenia" Alexander)" female
## 227 Asplund, Mr. Johan Charles male
## 228 McNeill, Miss. Bridget female
## 229 Everett, Mr. Thomas James male
## 230 Hocking, Mr. Samuel James Metcalfe male
## 231 Sweet, Mr. George Frederick male
## 232 Willard, Miss. Constance female
## 233 Wiklund, Mr. Karl Johan male
## 234 Linehan, Mr. Michael male
## 235 Cumings, Mr. John Bradley male
## 236 Vendel, Mr. Olof Edvin male
## 237 Warren, Mr. Frank Manley male
## 238 Baccos, Mr. Raffull male
## 239 Hiltunen, Miss. Marta female
## 240 Douglas, Mrs. Walter Donald (Mahala Dutton) female
## 241 Lindstrom, Mrs. Carl Johan (Sigrid Posse) female
## 242 Christy, Mrs. (Alice Frances) female
## 243 Spedden, Mr. Frederic Oakley male
## 244 Hyman, Mr. Abraham male
## 245 Johnston, Master. William Arthur Willie"" male
## 246 Kenyon, Mr. Frederick R male
## 247 Karnes, Mrs. J Frank (Claire Bennett) female
## 248 Drew, Mr. James Vivian male
## 249 Hold, Mrs. Stephen (Annie Margaret Hill) female
## 250 Khalil, Mrs. Betros (Zahie Maria" Elias)" female
## 251 West, Miss. Barbara J female
## 252 Abrahamsson, Mr. Abraham August Johannes male
## 253 Clark, Mr. Walter Miller male
## 254 Salander, Mr. Karl Johan male
## 255 Wenzel, Mr. Linhart male
## 256 MacKay, Mr. George William male
## 257 Mahon, Mr. John male
## 258 Niklasson, Mr. Samuel male
## 259 Bentham, Miss. Lilian W female
## 260 Midtsjo, Mr. Karl Albert male
## 261 de Messemaeker, Mr. Guillaume Joseph male
## 262 Nilsson, Mr. August Ferdinand male
## 263 Wells, Mrs. Arthur Henry (Addie" Dart Trevaskis)" female
## 264 Klasen, Miss. Gertrud Emilia female
## 265 Portaluppi, Mr. Emilio Ilario Giuseppe male
## 266 Lyntakoff, Mr. Stanko male
## 267 Chisholm, Mr. Roderick Robert Crispin male
## 268 Warren, Mr. Charles William male
## 269 Howard, Miss. May Elizabeth female
## 270 Pokrnic, Mr. Mate male
## 271 McCaffry, Mr. Thomas Francis male
## 272 Fox, Mr. Patrick male
## 273 Clark, Mrs. Walter Miller (Virginia McDowell) female
## 274 Lennon, Miss. Mary female
## 275 Saade, Mr. Jean Nassr male
## 276 Bryhl, Miss. Dagmar Jenny Ingeborg female
## 277 Parker, Mr. Clifford Richard male
## 278 Faunthorpe, Mr. Harry male
## 279 Ware, Mr. John James male
## 280 Oxenham, Mr. Percy Thomas male
## 281 Oreskovic, Miss. Jelka female
## 282 Peacock, Master. Alfred Edward male
## 283 Fleming, Miss. Honora female
## 284 Touma, Miss. Maria Youssef female
## 285 Rosblom, Miss. Salli Helena female
## 286 Dennis, Mr. William male
## 287 Franklin, Mr. Charles (Charles Fardon) male
## 288 Snyder, Mr. John Pillsbury male
## 289 Mardirosian, Mr. Sarkis male
## 290 Ford, Mr. Arthur male
## 291 Rheims, Mr. George Alexander Lucien male
## 292 Daly, Miss. Margaret Marcella Maggie"" female
## 293 Nasr, Mr. Mustafa male
## 294 Dodge, Dr. Washington male
## 295 Wittevrongel, Mr. Camille male
## 296 Angheloff, Mr. Minko male
## 297 Laroche, Miss. Louise female
## 298 Samaan, Mr. Hanna male
## 299 Loring, Mr. Joseph Holland male
## 300 Johansson, Mr. Nils male
## 301 Olsson, Mr. Oscar Wilhelm male
## 302 Malachard, Mr. Noel male
## 303 Phillips, Mr. Escott Robert male
## 304 Pokrnic, Mr. Tome male
## 305 McCarthy, Miss. Catherine Katie"" female
## 306 Crosby, Mrs. Edward Gifford (Catherine Elizabeth Halstead) female
## 307 Allison, Mr. Hudson Joshua Creighton male
## 308 Aks, Master. Philip Frank male
## 309 Hays, Mr. Charles Melville male
## 310 Hansen, Mrs. Claus Peter (Jennie L Howard) female
## 311 Cacic, Mr. Jego Grga male
## 312 Vartanian, Mr. David male
## 313 Sadowitz, Mr. Harry male
## 314 Carr, Miss. Jeannie female
## 315 White, Mrs. John Stuart (Ella Holmes) female
## 316 Hagardon, Miss. Kate female
## 317 Spencer, Mr. William Augustus male
## 318 Rogers, Mr. Reginald Harry male
## 319 Jonsson, Mr. Nils Hilding male
## 320 Jefferys, Mr. Ernest Wilfred male
## 321 Andersson, Mr. Johan Samuel male
## 322 Krekorian, Mr. Neshan male
## 323 Nesson, Mr. Israel male
## 324 Rowe, Mr. Alfred G male
## 325 Kreuchen, Miss. Emilie female
## 326 Assam, Mr. Ali male
## 327 Becker, Miss. Ruth Elizabeth female
## 328 Rosenshine, Mr. George (Mr George Thorne")" male
## 329 Clarke, Mr. Charles Valentine male
## 330 Enander, Mr. Ingvar male
## 331 Davies, Mrs. John Morgan (Elizabeth Agnes Mary White) female
## 332 Dulles, Mr. William Crothers male
## 333 Thomas, Mr. Tannous male
## 334 Nakid, Mrs. Said (Waika Mary" Mowad)" female
## 335 Cor, Mr. Ivan male
## 336 Maguire, Mr. John Edward male
## 337 de Brito, Mr. Jose Joaquim male
## 338 Elias, Mr. Joseph male
## 339 Denbury, Mr. Herbert male
## 340 Betros, Master. Seman male
## 341 Fillbrook, Mr. Joseph Charles male
## 342 Lundstrom, Mr. Thure Edvin male
## 343 Sage, Mr. John George male
## 344 Cardeza, Mrs. James Warburton Martinez (Charlotte Wardle Drake) female
## 345 van Billiard, Master. James William male
## 346 Abelseth, Miss. Karen Marie female
## 347 Botsford, Mr. William Hull male
## 348 Whabee, Mrs. George Joseph (Shawneene Abi-Saab) female
## 349 Giles, Mr. Ralph male
## 350 Walcroft, Miss. Nellie female
## 351 Greenfield, Mrs. Leo David (Blanche Strouse) female
## 352 Stokes, Mr. Philip Joseph male
## 353 Dibden, Mr. William male
## 354 Herman, Mr. Samuel male
## 355 Dean, Miss. Elizabeth Gladys Millvina"" female
## 356 Julian, Mr. Henry Forbes male
## 357 Brown, Mrs. John Murray (Caroline Lane Lamson) female
## 358 Lockyer, Mr. Edward male
## 359 O'Keefe, Mr. Patrick male
## 360 Lindell, Mrs. Edvard Bengtsson (Elin Gerda Persson) female
## 361 Sage, Master. William Henry male
## 362 Mallet, Mrs. Albert (Antoinette Magnin) female
## 363 Ware, Mrs. John James (Florence Louise Long) female
## 364 Strilic, Mr. Ivan male
## 365 Harder, Mrs. George Achilles (Dorothy Annan) female
## 366 Sage, Mrs. John (Annie Bullen) female
## 367 Caram, Mr. Joseph male
## 368 Riihivouri, Miss. Susanna Juhantytar Sanni"" female
## 369 Gibson, Mrs. Leonard (Pauline C Boeson) female
## 370 Pallas y Castello, Mr. Emilio male
## 371 Giles, Mr. Edgar male
## 372 Wilson, Miss. Helen Alice female
## 373 Ismay, Mr. Joseph Bruce male
## 374 Harbeck, Mr. William H male
## 375 Dodge, Mrs. Washington (Ruth Vidaver) female
## 376 Bowen, Miss. Grace Scott female
## 377 Kink, Miss. Maria female
## 378 Cotterill, Mr. Henry Harry"" male
## 379 Hipkins, Mr. William Edward male
## 380 Asplund, Master. Carl Edgar male
## 381 O'Connor, Mr. Patrick male
## 382 Foley, Mr. Joseph male
## 383 Risien, Mrs. Samuel (Emma) female
## 384 McNamee, Mrs. Neal (Eileen O'Leary) female
## 385 Wheeler, Mr. Edwin Frederick"" male
## 386 Herman, Miss. Kate female
## 387 Aronsson, Mr. Ernst Axel Algot male
## 388 Ashby, Mr. John male
## 389 Canavan, Mr. Patrick male
## 390 Palsson, Master. Paul Folke male
## 391 Payne, Mr. Vivian Ponsonby male
## 392 Lines, Mrs. Ernest H (Elizabeth Lindsey James) female
## 393 Abbott, Master. Eugene Joseph male
## 394 Gilbert, Mr. William male
## 395 Kink-Heilmann, Mr. Anton male
## 396 Smith, Mrs. Lucien Philip (Mary Eloise Hughes) female
## 397 Colbert, Mr. Patrick male
## 398 Frolicher-Stehli, Mrs. Maxmillian (Margaretha Emerentia Stehli) female
## 399 Larsson-Rondberg, Mr. Edvard A male
## 400 Conlon, Mr. Thomas Henry male
## 401 Bonnell, Miss. Caroline female
## 402 Gale, Mr. Harry male
## 403 Gibson, Miss. Dorothy Winifred female
## 404 Carrau, Mr. Jose Pedro male
## 405 Frauenthal, Mr. Isaac Gerald male
## 406 Nourney, Mr. Alfred (Baron von Drachstedt")" male
## 407 Ware, Mr. William Jeffery male
## 408 Widener, Mr. George Dunton male
## 409 Riordan, Miss. Johanna Hannah"" female
## 410 Peacock, Miss. Treasteall female
## 411 Naughton, Miss. Hannah female
## 412 Minahan, Mrs. William Edward (Lillian E Thorpe) female
## 413 Henriksson, Miss. Jenny Lovisa female
## 414 Spector, Mr. Woolf male
## 415 Oliva y Ocana, Dona. Fermina female
## 416 Saether, Mr. Simon Sivertsen male
## 417 Ware, Mr. Frederick male
## 418 Peter, Master. Michael J male
## Age SibSp Parch Ticket Fare Cabin Embarked
## 1 34.50 0 0 330911 7.8292 Q
## 2 47.00 1 0 363272 7.0000 S
## 3 62.00 0 0 240276 9.6875 Q
## 4 27.00 0 0 315154 8.6625 S
## 5 22.00 1 1 3101298 12.2875 S
## 6 14.00 0 0 7538 9.2250 S
## 7 30.00 0 0 330972 7.6292 Q
## 8 26.00 1 1 248738 29.0000 S
## 9 18.00 0 0 2657 7.2292 C
## 10 21.00 2 0 A/4 48871 24.1500 S
## 11 NA 0 0 349220 7.8958 S
## 12 46.00 0 0 694 26.0000 S
## 13 23.00 1 0 21228 82.2667 B45 S
## 14 63.00 1 0 24065 26.0000 S
## 15 47.00 1 0 W.E.P. 5734 61.1750 E31 S
## 16 24.00 1 0 SC/PARIS 2167 27.7208 C
## 17 35.00 0 0 233734 12.3500 Q
## 18 21.00 0 0 2692 7.2250 C
## 19 27.00 1 0 STON/O2. 3101270 7.9250 S
## 20 45.00 0 0 2696 7.2250 C
## 21 55.00 1 0 PC 17603 59.4000 C
## 22 9.00 0 1 C 17368 3.1708 S
## 23 NA 0 0 PC 17598 31.6833 S
## 24 21.00 0 1 PC 17597 61.3792 C
## 25 48.00 1 3 PC 17608 262.3750 B57 B59 B63 B66 C
## 26 50.00 1 0 A/5. 3337 14.5000 S
## 27 22.00 0 1 113509 61.9792 B36 C
## 28 22.50 0 0 2698 7.2250 C
## 29 41.00 0 0 113054 30.5000 A21 S
## 30 NA 2 0 2662 21.6792 C
## 31 50.00 1 0 SC/AH 3085 26.0000 S
## 32 24.00 2 0 C.A. 31029 31.5000 S
## 33 33.00 1 2 C.A. 2315 20.5750 S
## 34 NA 1 2 W./C. 6607 23.4500 S
## 35 30.00 1 0 13236 57.7500 C78 C
## 36 18.50 0 0 2682 7.2292 C
## 37 NA 0 0 342712 8.0500 S
## 38 21.00 0 0 315087 8.6625 S
## 39 25.00 0 0 345768 9.5000 S
## 40 NA 0 0 1601 56.4958 S
## 41 39.00 0 1 349256 13.4167 C
## 42 NA 0 0 113778 26.5500 D34 S
## 43 41.00 0 0 SOTON/O.Q. 3101263 7.8500 S
## 44 30.00 0 0 237249 13.0000 S
## 45 45.00 1 0 11753 52.5542 D19 S
## 46 25.00 0 0 STON/O 2. 3101291 7.9250 S
## 47 45.00 0 0 PC 17594 29.7000 A9 C
## 48 NA 0 0 370374 7.7500 Q
## 49 60.00 0 0 11813 76.2917 D15 C
## 50 36.00 0 2 C.A. 37671 15.9000 S
## 51 24.00 1 0 13695 60.0000 C31 S
## 52 27.00 0 0 SC/PARIS 2168 15.0333 C
## 53 20.00 2 1 29105 23.0000 S
## 54 28.00 3 2 19950 263.0000 C23 C25 C27 S
## 55 NA 0 0 SC/A.3 2861 15.5792 C
## 56 10.00 4 1 382652 29.1250 Q
## 57 35.00 0 0 349230 7.8958 S
## 58 25.00 0 0 348122 7.6500 F G63 S
## 59 NA 1 0 386525 16.1000 S
## 60 36.00 0 0 PC 17608 262.3750 B61 C
## 61 17.00 0 0 349232 7.8958 S
## 62 32.00 0 0 237216 13.5000 S
## 63 18.00 0 0 347090 7.7500 S
## 64 22.00 0 0 334914 7.7250 Q
## 65 13.00 2 2 PC 17608 262.3750 B57 B59 B63 B66 C
## 66 NA 0 0 F.C.C. 13534 21.0000 S
## 67 18.00 0 0 330963 7.8792 Q
## 68 47.00 0 0 113796 42.4000 S
## 69 31.00 0 0 2543 28.5375 C53 C
## 70 60.00 1 4 19950 263.0000 C23 C25 C27 S
## 71 24.00 0 0 382653 7.7500 Q
## 72 21.00 0 0 349211 7.8958 S
## 73 29.00 0 0 3101297 7.9250 S
## 74 28.50 0 0 PC 17562 27.7208 D43 C
## 75 35.00 0 0 113503 211.5000 C130 C
## 76 32.50 0 0 113503 211.5000 C132 C
## 77 NA 0 0 359306 8.0500 S
## 78 55.00 2 0 11770 25.7000 C101 S
## 79 30.00 0 0 248744 13.0000 S
## 80 24.00 0 0 368702 7.7500 Q
## 81 6.00 1 1 2678 15.2458 C
## 82 67.00 1 0 PC 17483 221.7792 C55 C57 S
## 83 49.00 0 0 19924 26.0000 S
## 84 NA 0 0 349238 7.8958 S
## 85 NA 0 0 240261 10.7083 Q
## 86 NA 1 0 2660 14.4542 C
## 87 27.00 0 0 330844 7.8792 Q
## 88 18.00 0 0 A/4 31416 8.0500 S
## 89 NA 0 0 364856 7.7500 Q
## 90 2.00 1 1 29103 23.0000 S
## 91 22.00 1 0 347072 13.9000 S
## 92 NA 0 0 345498 7.7750 S
## 93 27.00 1 2 F.C. 12750 52.0000 B71 S
## 94 NA 0 0 376563 8.0500 S
## 95 25.00 0 0 13905 26.0000 C
## 96 25.00 0 0 350033 7.7958 S
## 97 76.00 1 0 19877 78.8500 C46 S
## 98 29.00 0 0 STON/O 2. 3101268 7.9250 S
## 99 20.00 0 0 347471 7.8542 S
## 100 33.00 0 0 A./5. 3338 8.0500 S
## 101 43.00 1 0 11778 55.4417 C116 C
## 102 27.00 1 0 228414 26.0000 S
## 103 NA 0 0 365235 7.7500 Q
## 104 26.00 0 0 347070 7.7750 S
## 105 16.00 1 1 2625 8.5167 C
## 106 28.00 0 0 C 4001 22.5250 S
## 107 21.00 0 0 330920 7.8208 Q
## 108 NA 0 0 383162 7.7500 Q
## 109 NA 0 0 3410 8.7125 S
## 110 18.50 0 0 248734 13.0000 F S
## 111 41.00 0 0 237734 15.0458 C
## 112 NA 0 0 330968 7.7792 Q
## 113 36.00 0 0 PC 17531 31.6792 A29 C
## 114 18.50 0 0 329944 7.2833 Q
## 115 63.00 1 0 PC 17483 221.7792 C55 C57 S
## 116 18.00 1 0 2680 14.4542 C
## 117 NA 0 0 2681 6.4375 C
## 118 1.00 1 1 PP 9549 16.7000 G6 S
## 119 36.00 0 0 13050 75.2417 C6 C
## 120 29.00 1 0 SC/AH 29037 26.0000 S
## 121 12.00 0 0 C.A. 33595 15.7500 S
## 122 NA 1 0 367227 7.7500 Q
## 123 35.00 1 0 13236 57.7500 C28 C
## 124 28.00 0 0 392095 7.2500 S
## 125 NA 0 0 368783 7.7500 Q
## 126 17.00 0 1 371362 16.1000 S
## 127 22.00 0 0 350045 7.7958 S
## 128 NA 2 0 367226 23.2500 Q
## 129 42.00 0 0 211535 13.0000 S
## 130 24.00 0 0 342441 8.0500 S
## 131 32.00 0 0 STON/OQ. 369943 8.0500 S
## 132 53.00 0 0 113780 28.5000 C51 C
## 133 NA 0 4 4133 25.4667 S
## 134 NA 1 0 2621 6.4375 C
## 135 43.00 0 0 349226 7.8958 S
## 136 24.00 0 0 350409 7.8542 S
## 137 26.50 0 0 2656 7.2250 C
## 138 26.00 0 0 248659 13.0000 S
## 139 23.00 0 0 SOTON/OQ 392083 8.0500 S
## 140 40.00 1 6 CA 2144 46.9000 S
## 141 10.00 5 2 CA 2144 46.9000 S
## 142 33.00 0 0 113781 151.5500 S
## 143 61.00 1 3 PC 17608 262.3750 B57 B59 B63 B66 C
## 144 28.00 0 0 244358 26.0000 S
## 145 42.00 0 0 17475 26.5500 S
## 146 31.00 3 0 345763 18.0000 S
## 147 NA 0 0 17463 51.8625 E46 S
## 148 22.00 0 0 SC/A4 23568 8.0500 S
## 149 NA 0 0 113791 26.5500 S
## 150 30.00 1 1 250651 26.0000 S
## 151 23.00 0 1 11767 83.1583 C54 C
## 152 NA 0 0 349255 7.8958 C
## 153 60.50 0 0 3701 NA S
## 154 36.00 0 2 350405 12.1833 S
## 155 13.00 4 2 347077 31.3875 S
## 156 24.00 0 0 S.O./P.P. 752 7.5500 S
## 157 29.00 0 0 PC 17483 221.7792 C97 S
## 158 23.00 0 0 347469 7.8542 S
## 159 42.00 0 0 110489 26.5500 D22 S
## 160 26.00 0 2 SOTON/O.Q. 3101315 13.7750 S
## 161 NA 0 0 335432 7.7333 Q
## 162 7.00 1 1 2650 15.2458 C
## 163 26.00 0 0 220844 13.5000 S
## 164 NA 0 0 343271 7.0000 S
## 165 41.00 0 0 237393 13.0000 S
## 166 26.00 1 1 315153 22.0250 S
## 167 48.00 0 0 PC 17591 50.4958 B10 C
## 168 18.00 2 2 W./C. 6608 34.3750 S
## 169 NA 0 0 17770 27.7208 C
## 170 22.00 0 0 7548 8.9625 S
## 171 NA 0 0 S.O./P.P. 251 7.5500 S
## 172 27.00 0 0 2670 7.2250 C
## 173 23.00 1 0 347072 13.9000 S
## 174 NA 0 0 2673 7.2292 C
## 175 40.00 1 5 347077 31.3875 S
## 176 15.00 0 2 29750 39.0000 S
## 177 20.00 0 0 C.A. 33112 36.7500 S
## 178 54.00 1 0 11778 55.4417 C116 C
## 179 36.00 0 3 230136 39.0000 F4 S
## 180 64.00 0 2 PC 17756 83.1583 E45 C
## 181 30.00 0 0 233478 13.0000 S
## 182 37.00 1 1 PC 17756 83.1583 E52 C
## 183 18.00 1 0 113773 53.1000 D30 S
## 184 NA 0 0 7935 7.7500 Q
## 185 27.00 1 1 PC 17558 247.5208 B58 B60 C
## 186 40.00 0 0 239059 16.0000 S
## 187 21.00 0 1 S.O./P.P. 2 21.0000 S
## 188 17.00 2 0 A/4 48873 8.0500 S
## 189 NA 8 2 CA. 2343 69.5500 S
## 190 40.00 0 0 28221 13.0000 S
## 191 34.00 1 0 226875 26.0000 S
## 192 NA 0 0 111163 26.0000 S
## 193 11.50 1 1 A/5. 851 14.5000 S
## 194 61.00 0 0 235509 12.3500 Q
## 195 8.00 0 2 28220 32.5000 S
## 196 33.00 0 0 347465 7.8542 S
## 197 6.00 0 2 16966 134.5000 E34 C
## 198 18.00 0 0 347066 7.7750 S
## 199 23.00 0 0 C.A. 31030 10.5000 S
## 200 NA 0 0 65305 8.1125 S
## 201 NA 0 0 36568 15.5000 Q
## 202 0.33 0 2 347080 14.4000 S
## 203 47.00 1 0 PC 17757 227.5250 C62 C64 C
## 204 8.00 1 1 26360 26.0000 S
## 205 25.00 0 0 C.A. 34050 10.5000 S
## 206 NA 0 0 F.C. 12998 25.7417 C
## 207 35.00 0 0 9232 7.7500 Q
## 208 24.00 0 0 28034 10.5000 S
## 209 33.00 0 0 PC 17613 27.7208 A11 C
## 210 25.00 0 0 349250 7.8958 S
## 211 32.00 0 0 C 4001 22.5250 S
## 212 NA 0 0 SOTON/O.Q. 3101308 7.0500 S
## 213 17.00 0 0 S.O.C. 14879 73.5000 S
## 214 60.00 1 0 24065 26.0000 S
## 215 38.00 4 2 347091 7.7750 S
## 216 42.00 0 0 113038 42.5000 B11 S
## 217 NA 0 0 330924 7.8792 Q
## 218 57.00 1 1 36928 164.8667 S
## 219 50.00 1 1 113503 211.5000 C80 C
## 220 NA 0 0 32302 8.0500 S
## 221 30.00 1 0 SC/PARIS 2148 13.8583 C
## 222 21.00 0 0 342684 8.0500 S
## 223 22.00 0 0 W./C. 14266 10.5000 F33 S
## 224 21.00 0 0 350053 7.7958 S
## 225 53.00 0 0 PC 17606 27.4458 C
## 226 NA 0 2 2661 15.2458 C
## 227 23.00 0 0 350054 7.7958 S
## 228 NA 0 0 370368 7.7500 Q
## 229 40.50 0 0 C.A. 6212 15.1000 S
## 230 36.00 0 0 242963 13.0000 S
## 231 14.00 0 0 220845 65.0000 S
## 232 21.00 0 0 113795 26.5500 S
## 233 21.00 1 0 3101266 6.4958 S
## 234 NA 0 0 330971 7.8792 Q
## 235 39.00 1 0 PC 17599 71.2833 C85 C
## 236 20.00 0 0 350416 7.8542 S
## 237 64.00 1 0 110813 75.2500 D37 C
## 238 20.00 0 0 2679 7.2250 C
## 239 18.00 1 1 250650 13.0000 S
## 240 48.00 1 0 PC 17761 106.4250 C86 C
## 241 55.00 0 0 112377 27.7208 C
## 242 45.00 0 2 237789 30.0000 S
## 243 45.00 1 1 16966 134.5000 E34 C
## 244 NA 0 0 3470 7.8875 S
## 245 NA 1 2 W./C. 6607 23.4500 S
## 246 41.00 1 0 17464 51.8625 D21 S
## 247 22.00 0 0 F.C.C. 13534 21.0000 S
## 248 42.00 1 1 28220 32.5000 S
## 249 29.00 1 0 26707 26.0000 S
## 250 NA 1 0 2660 14.4542 C
## 251 0.92 1 2 C.A. 34651 27.7500 S
## 252 20.00 0 0 SOTON/O2 3101284 7.9250 S
## 253 27.00 1 0 13508 136.7792 C89 C
## 254 24.00 0 0 7266 9.3250 S
## 255 32.50 0 0 345775 9.5000 S
## 256 NA 0 0 C.A. 42795 7.5500 S
## 257 NA 0 0 AQ/4 3130 7.7500 Q
## 258 28.00 0 0 363611 8.0500 S
## 259 19.00 0 0 28404 13.0000 S
## 260 21.00 0 0 345501 7.7750 S
## 261 36.50 1 0 345572 17.4000 S
## 262 21.00 0 0 350410 7.8542 S
## 263 29.00 0 2 29103 23.0000 S
## 264 1.00 1 1 350405 12.1833 S
## 265 30.00 0 0 C.A. 34644 12.7375 C
## 266 NA 0 0 349235 7.8958 S
## 267 NA 0 0 112051 0.0000 S
## 268 NA 0 0 C.A. 49867 7.5500 S
## 269 NA 0 0 A. 2. 39186 8.0500 S
## 270 17.00 0 0 315095 8.6625 S
## 271 46.00 0 0 13050 75.2417 C6 C
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## 273 26.00 1 0 13508 136.7792 C89 C
## 274 NA 1 0 370371 15.5000 Q
## 275 NA 0 0 2676 7.2250 C
## 276 20.00 1 0 236853 26.0000 S
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## 278 40.00 1 0 2926 26.0000 S
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## 282 0.75 1 1 SOTON/O.Q. 3101315 13.7750 S
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## 288 24.00 1 0 21228 82.2667 B45 S
## 289 NA 0 0 2655 7.2292 F E46 C
## 290 NA 0 0 A/5 1478 8.0500 S
## 291 NA 0 0 PC 17607 39.6000 S
## 292 30.00 0 0 382650 6.9500 Q
## 293 NA 0 0 2652 7.2292 C
## 294 53.00 1 1 33638 81.8583 A34 S
## 295 36.00 0 0 345771 9.5000 S
## 296 26.00 0 0 349202 7.8958 S
## 297 1.00 1 2 SC/Paris 2123 41.5792 C
## 298 NA 2 0 2662 21.6792 C
## 299 30.00 0 0 113801 45.5000 S
## 300 29.00 0 0 347467 7.8542 S
## 301 32.00 0 0 347079 7.7750 S
## 302 NA 0 0 237735 15.0458 D C
## 303 43.00 0 1 S.O./P.P. 2 21.0000 S
## 304 24.00 0 0 315092 8.6625 S
## 305 NA 0 0 383123 7.7500 Q
## 306 64.00 1 1 112901 26.5500 B26 S
## 307 30.00 1 2 113781 151.5500 C22 C26 S
## 308 0.83 0 1 392091 9.3500 S
## 309 55.00 1 1 12749 93.5000 B69 S
## 310 45.00 1 0 350026 14.1083 S
## 311 18.00 0 0 315091 8.6625 S
## 312 22.00 0 0 2658 7.2250 C
## 313 NA 0 0 LP 1588 7.5750 S
## 314 37.00 0 0 368364 7.7500 Q
## 315 55.00 0 0 PC 17760 135.6333 C32 C
## 316 17.00 0 0 AQ/3. 30631 7.7333 Q
## 317 57.00 1 0 PC 17569 146.5208 B78 C
## 318 19.00 0 0 28004 10.5000 S
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## 320 22.00 2 0 C.A. 31029 31.5000 S
## 321 26.00 0 0 347075 7.7750 S
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## 323 26.00 0 0 244368 13.0000 F2 S
## 324 33.00 0 0 113790 26.5500 S
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## 326 23.00 0 0 SOTON/O.Q. 3101309 7.0500 S
## 327 12.00 2 1 230136 39.0000 F4 S
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## 329 29.00 1 0 2003 26.0000 S
## 330 21.00 0 0 236854 13.0000 S
## 331 48.00 0 2 C.A. 33112 36.7500 S
## 332 39.00 0 0 PC 17580 29.7000 A18 C
## 333 NA 0 0 2684 7.2250 C
## 334 19.00 1 1 2653 15.7417 C
## 335 27.00 0 0 349229 7.8958 S
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## 337 32.00 0 0 244360 13.0000 S
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## 340 NA 0 0 2622 7.2292 C
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## 342 32.00 0 0 350403 7.5792 S
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## 344 58.00 0 1 PC 17755 512.3292 B51 B53 B55 C
## 345 NA 1 1 A/5. 851 14.5000 S
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## 347 26.00 0 0 237670 13.0000 S
## 348 38.00 0 0 2688 7.2292 C
## 349 24.00 0 0 248726 13.5000 S
## 350 31.00 0 0 F.C.C. 13528 21.0000 S
## 351 45.00 0 1 PC 17759 63.3583 D10 D12 C
## 352 25.00 0 0 F.C.C. 13540 10.5000 S
## 353 18.00 0 0 S.O.C. 14879 73.5000 S
## 354 49.00 1 2 220845 65.0000 S
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## 356 50.00 0 0 113044 26.0000 E60 S
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## 358 NA 0 0 1222 7.8792 S
## 359 NA 0 0 368402 7.7500 Q
## 360 30.00 1 0 349910 15.5500 S
## 361 14.50 8 2 CA. 2343 69.5500 S
## 362 24.00 1 1 S.C./PARIS 2079 37.0042 C
## 363 31.00 0 0 CA 31352 21.0000 S
## 364 27.00 0 0 315083 8.6625 S
## 365 25.00 1 0 11765 55.4417 E50 C
## 366 NA 1 9 CA. 2343 69.5500 S
## 367 NA 1 0 2689 14.4583 C
## 368 22.00 0 0 3101295 39.6875 S
## 369 45.00 0 1 112378 59.4000 C
## 370 29.00 0 0 SC/PARIS 2147 13.8583 C
## 371 21.00 1 0 28133 11.5000 S
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## 373 49.00 0 0 112058 0.0000 B52 B54 B56 S
## 374 44.00 0 0 248746 13.0000 S
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## 376 45.00 0 0 PC 17608 262.3750 C
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## 380 5.00 4 2 347077 31.3875 S
## 381 NA 0 0 366713 7.7500 Q
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## 383 NA 0 0 364498 14.5000 S
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## 393 13.00 0 2 C.A. 2673 20.2500 S
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## 395 29.00 3 1 315153 22.0250 S
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## Sexfactor Ticketfactor Cabinfactor Embarkedfactor Agefactor
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## 2 female 363272 S 47
## 3 male 240276 Q 62
## 4 male 315154 S 27
## 5 female 3101298 S 22
## 6 male 7538 S 14
## 7 female 330972 Q 30
## 8 male 248738 S 26
## 9 female 2657 C 18
## 10 male A/4 48871 S 21
## 11 male 349220 S <NA>
## 12 male 694 S 46
## 13 female 21228 B45 S 23
## 14 male 24065 S 63
## 15 female W.E.P. 5734 E31 S 47
## 16 female SC/PARIS 2167 C 24
## 17 male 233734 Q 35
## 18 male 2692 C 21
## 19 female STON/O2. 3101270 S 27
## 20 female 2696 C 45
## 21 male PC 17603 C 55
## 22 male C 17368 S 9
## 23 female PC 17598 S <NA>
## 24 male PC 17597 C 21
## 25 female PC 17608 B57 B59 B63 B66 C 48
## 26 male A/5. 3337 S 50
## 27 female 113509 B36 C 22
## 28 male 2698 C 22.5
## 29 male 113054 A21 S 41
## 30 male 2662 C <NA>
## 31 male SC/AH 3085 S 50
## 32 male C.A. 31029 S 24
## 33 female C.A. 2315 S 33
## 34 female W./C. 6607 S <NA>
## 35 male 13236 C78 C 30
## 36 male 2682 C 18.5
## 37 female 342712 S <NA>
## 38 female 315087 S 21
## 39 male 345768 S 25
## 40 male 1601 S <NA>
## 41 male 349256 C 39
## 42 male 113778 D34 S <NA>
## 43 male SOTON/O.Q. 3101263 S 41
## 44 female 237249 S 30
## 45 female 11753 D19 S 45
## 46 male STON/O 2. 3101291 S 25
## 47 male PC 17594 A9 C 45
## 48 male 370374 Q <NA>
## 49 female 11813 D15 C 60
## 50 female C.A. 37671 S 36
## 51 male 13695 C31 S 24
## 52 male SC/PARIS 2168 C 27
## 53 female 29105 S 20
## 54 female 19950 C23 C25 C27 S 28
## 55 male SC/A.3 2861 C <NA>
## 56 male 382652 Q 10
## 57 male 349230 S 35
## 58 male 348122 F G63 S 25
## 59 male 386525 S <NA>
## 60 female PC 17608 B61 C 36
## 61 male 349232 S 17
## 62 male 237216 S 32
## 63 male 347090 S 18
## 64 female 334914 Q 22
## 65 male PC 17608 B57 B59 B63 B66 C 13
## 66 female F.C.C. 13534 S <NA>
## 67 female 330963 Q 18
## 68 male 113796 S 47
## 69 male 2543 C53 C 31
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## 71 female 382653 Q 24
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## 75 female 113503 C130 C 35
## 76 male 113503 C132 C 32.5
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## 79 male 248744 S 30
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## 81 male 2678 C 6
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## 83 male 19924 S 49
## 84 male 349238 S <NA>
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## 86 male 2660 C <NA>
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## 103 male 365235 Q <NA>
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## 107 male 330920 Q 21
## 108 male 383162 Q <NA>
## 109 male 3410 S <NA>
## 110 male 248734 F S 18.5
## 111 male 237734 C 41
## 112 female 330968 Q <NA>
## 113 female PC 17531 A29 C 36
## 114 female 329944 Q 18.5
## 115 female PC 17483 C55 C57 S 63
## 116 male 2680 C 18
## 117 male 2681 C <NA>
## 118 female PP 9549 G6 S 1
## 119 male 13050 C6 C 36
## 120 female SC/AH 29037 S 29
## 121 female C.A. 33595 S 12
## 122 male 367227 Q <NA>
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## 124 male 392095 S 28
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## 126 female 371362 S 17
## 127 male 350045 S 22
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## 129 male 211535 S 42
## 130 male 342441 S 24
## 131 male STON/OQ. 369943 S 32
## 132 male 113780 C51 C 53
## 133 female 4133 S <NA>
## 134 male 2621 C <NA>
## 135 male 349226 S 43
## 136 male 350409 S 24
## 137 male 2656 C 26.5
## 138 male 248659 S 26
## 139 female SOTON/OQ 392083 S 23
## 140 male CA 2144 S 40
## 141 female CA 2144 S 10
## 142 female 113781 S 33
## 143 male PC 17608 B57 B59 B63 B66 C 61
## 144 male 244358 S 28
## 145 male 17475 S 42
## 146 male 345763 S 31
## 147 male 17463 E46 S <NA>
## 148 male SC/A4 23568 S 22
## 149 male 113791 S <NA>
## 150 male 250651 S 30
## 151 female 11767 C54 C 23
## 152 male 349255 C <NA>
## 153 male 3701 S 60.5
## 154 female 350405 S 36
## 155 male 347077 S 13
## 156 male S.O./P.P. 752 S 24
## 157 female PC 17483 C97 S 29
## 158 female 347469 S 23
## 159 male 110489 D22 S 42
## 160 female SOTON/O.Q. 3101315 S 26
## 161 female 335432 Q <NA>
## 162 male 2650 C 7
## 163 female 220844 S 26
## 164 male 343271 S <NA>
## 165 male 237393 S 41
## 166 female 315153 S 26
## 167 male PC 17591 B10 C 48
## 168 male W./C. 6608 S 18
## 169 female 17770 C <NA>
## 170 female 7548 S 22
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## 172 male 2670 C 27
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## 174 male 2673 C <NA>
## 175 male 347077 S 40
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## 178 male 11778 C116 C 54
## 179 female 230136 F4 S 36
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## 184 male 7935 Q <NA>
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## 186 male 239059 S 40
## 187 female S.O./P.P. 2 S 21
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## 201 female 36568 Q <NA>
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## 210 male 349250 S 25
## 211 male C 4001 S 32
## 212 male SOTON/O.Q. 3101308 S <NA>
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## 215 female 347091 S 38
## 216 male 113038 B11 S 42
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## 221 female SC/PARIS 2148 C 30
## 222 male 342684 S 21
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## 226 female 2661 C <NA>
## 227 male 350054 S 23
## 228 female 370368 Q <NA>
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## 230 male 242963 S 36
## 231 male 220845 S 14
## 232 female 113795 S 21
## 233 male 3101266 S 21
## 234 male 330971 Q <NA>
## 235 male PC 17599 C85 C 39
## 236 male 350416 S 20
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## 238 male 2679 C 20
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## 241 female 112377 C 55
## 242 female 237789 S 45
## 243 male 16966 E34 C 45
## 244 male 3470 S <NA>
## 245 male W./C. 6607 S <NA>
## 246 male 17464 D21 S 41
## 247 female F.C.C. 13534 S 22
## 248 male 28220 S 42
## 249 female 26707 S 29
## 250 female 2660 C <NA>
## 251 female C.A. 34651 S 0.92
## 252 male SOTON/O2 3101284 S 20
## 253 male 13508 C89 C 27
## 254 male 7266 S 24
## 255 male 345775 S 32.5
## 256 male C.A. 42795 S <NA>
## 257 male AQ/4 3130 Q <NA>
## 258 male 363611 S 28
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## 260 male 345501 S 21
## 261 male 345572 S 36.5
## 262 male 350410 S 21
## 263 female 29103 S 29
## 264 female 350405 S 1
## 265 male C.A. 34644 C 30
## 266 male 349235 S <NA>
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## 268 male C.A. 49867 S <NA>
## 269 female A. 2. 39186 S <NA>
## 270 male 315095 S 17
## 271 male 13050 C6 C 46
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## 273 female 13508 C89 C 26
## 274 female 370371 Q <NA>
## 275 male 2676 C <NA>
## 276 female 236853 S 20
## 277 male SC 14888 S 28
## 278 male 2926 S 40
## 279 male CA 31352 S 30
## 280 male W./C. 14260 S 22
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## 283 female 364859 Q <NA>
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## 285 female 370129 S 2
## 286 male A/5 21175 S 36
## 287 male SOTON/O.Q. 3101314 S <NA>
## 288 male 21228 B45 S 24
## 289 male 2655 F E46 C <NA>
## 290 male A/5 1478 S <NA>
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## 292 female 382650 Q 30
## 293 male 2652 C <NA>
## 294 male 33638 A34 S 53
## 295 male 345771 S 36
## 296 male 349202 S 26
## 297 female SC/Paris 2123 C 1
## 298 male 2662 C <NA>
## 299 male 113801 S 30
## 300 male 347467 S 29
## 301 male 347079 S 32
## 302 male 237735 D C <NA>
## 303 male S.O./P.P. 2 S 43
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## 305 female 383123 Q <NA>
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## 307 male 113781 C22 C26 S 30
## 308 male 392091 S 0.83
## 309 male 12749 B69 S 55
## 310 female 350026 S 45
## 311 male 315091 S 18
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## 313 male LP 1588 S <NA>
## 314 female 368364 Q 37
## 315 female PC 17760 C32 C 55
## 316 female AQ/3. 30631 Q 17
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## 318 male 28004 S 19
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## 333 male 2684 C <NA>
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## 341 male C.A. 15185 S 18
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## 344 female PC 17755 B51 B53 B55 C 58
## 345 male A/5. 851 S <NA>
## 346 female 348125 S 16
## 347 male 237670 S 26
## 348 female 2688 C 38
## 349 male 248726 S 24
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## 351 female PC 17759 D10 D12 C 45
## 352 male F.C.C. 13540 S 25
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## 377 female 315152 S 22
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## 380 male 347077 S 5
## 381 male 366713 Q <NA>
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## 384 female 376566 S 19
## 385 male SC/PARIS 2159 S <NA>
## 386 female 220845 S 24
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## 411 female 365237 Q <NA>
## 412 female 19928 C78 Q 37
## 413 female 347086 S 28
## 414 male A.5. 3236 S <NA>
## 415 female PC 17758 C105 C 39
## 416 male SOTON/O.Q. 3101262 S 38.5
## 417 male 359309 S <NA>
## 418 male 2668 C <NA>#install.packages("car")
#install.packages("carData")
#install.packages("ggplot2")
library(carData)
library(car)##
## Attaching package: 'car'## The following object is masked from 'package:psych':
##
## logitlibrary(ggplot2)##
## Attaching package: 'ggplot2'## The following objects are masked from 'package:psych':
##
## %+%, alphacleandata <- na.omit(mydata)
as.data.frame(cleandata)## PassengerId Survived Pclass
## 1 892 0 3
## 2 893 1 3
## 3 894 0 2
## 4 895 0 3
## 5 896 1 3
## 6 897 0 3
## 7 898 1 3
## 8 899 0 2
## 9 900 1 3
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## 15 906 1 1
## 16 907 1 2
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## 18 909 0 3
## 19 910 1 3
## 20 911 1 3
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## 45 936 1 1
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## 50 941 1 3
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## 75 966 1 1
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## 102 993 0 2
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## 105 996 1 3
## 106 997 0 3
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## 412 1303 1 1
## 413 1304 1 3
## 415 1306 1 1
## 416 1307 0 3
## Name Sex
## 1 Kelly, Mr. James male
## 2 Wilkes, Mrs. James (Ellen Needs) female
## 3 Myles, Mr. Thomas Francis male
## 4 Wirz, Mr. Albert male
## 5 Hirvonen, Mrs. Alexander (Helga E Lindqvist) female
## 6 Svensson, Mr. Johan Cervin male
## 7 Connolly, Miss. Kate female
## 8 Caldwell, Mr. Albert Francis male
## 9 Abrahim, Mrs. Joseph (Sophie Halaut Easu) female
## 10 Davies, Mr. John Samuel male
## 12 Jones, Mr. Charles Cresson male
## 13 Snyder, Mrs. John Pillsbury (Nelle Stevenson) female
## 14 Howard, Mr. Benjamin male
## 15 Chaffee, Mrs. Herbert Fuller (Carrie Constance Toogood) female
## 16 del Carlo, Mrs. Sebastiano (Argenia Genovesi) female
## 17 Keane, Mr. Daniel male
## 18 Assaf, Mr. Gerios male
## 19 Ilmakangas, Miss. Ida Livija female
## 20 Assaf Khalil, Mrs. Mariana (Miriam")" female
## 21 Rothschild, Mr. Martin male
## 22 Olsen, Master. Artur Karl male
## 24 Williams, Mr. Richard Norris II male
## 25 Ryerson, Mrs. Arthur Larned (Emily Maria Borie) female
## 26 Robins, Mr. Alexander A male
## 27 Ostby, Miss. Helene Ragnhild female
## 28 Daher, Mr. Shedid male
## 29 Brady, Mr. John Bertram male
## 31 Louch, Mr. Charles Alexander male
## 32 Jefferys, Mr. Clifford Thomas male
## 33 Dean, Mrs. Bertram (Eva Georgetta Light) female
## 35 Mock, Mr. Philipp Edmund male
## 36 Katavelas, Mr. Vassilios (Catavelas Vassilios")" male
## 38 Cacic, Miss. Manda female
## 39 Sap, Mr. Julius male
## 41 Karun, Mr. Franz male
## 43 Goldsmith, Mr. Nathan male
## 44 Corbett, Mrs. Walter H (Irene Colvin) female
## 45 Kimball, Mrs. Edwin Nelson Jr (Gertrude Parsons) female
## 46 Peltomaki, Mr. Nikolai Johannes male
## 47 Chevre, Mr. Paul Romaine male
## 49 Bucknell, Mrs. William Robert (Emma Eliza Ward) female
## 50 Coutts, Mrs. William (Winnie Minnie" Treanor)" female
## 51 Smith, Mr. Lucien Philip male
## 52 Pulbaum, Mr. Franz male
## 53 Hocking, Miss. Ellen Nellie"" female
## 54 Fortune, Miss. Ethel Flora female
## 56 Rice, Master. Albert male
## 57 Cor, Mr. Bartol male
## 58 Abelseth, Mr. Olaus Jorgensen male
## 60 Chaudanson, Miss. Victorine female
## 61 Dika, Mr. Mirko male
## 62 McCrae, Mr. Arthur Gordon male
## 63 Bjorklund, Mr. Ernst Herbert male
## 64 Bradley, Miss. Bridget Delia female
## 65 Ryerson, Master. John Borie male
## 67 Burns, Miss. Mary Delia female
## 68 Moore, Mr. Clarence Bloomfield male
## 69 Tucker, Mr. Gilbert Milligan Jr male
## 70 Fortune, Mrs. Mark (Mary McDougald) female
## 71 Mulvihill, Miss. Bertha E female
## 72 Minkoff, Mr. Lazar male
## 73 Nieminen, Miss. Manta Josefina female
## 74 Ovies y Rodriguez, Mr. Servando male
## 75 Geiger, Miss. Amalie female
## 76 Keeping, Mr. Edwin male
## 78 Cornell, Mrs. Robert Clifford (Malvina Helen Lamson) female
## 79 Aldworth, Mr. Charles Augustus male
## 80 Doyle, Miss. Elizabeth female
## 81 Boulos, Master. Akar male
## 82 Straus, Mr. Isidor male
## 83 Case, Mr. Howard Brown male
## 87 Barry, Miss. Julia female
## 88 Badman, Miss. Emily Louisa female
## 90 Wells, Master. Ralph Lester male
## 91 Dyker, Mrs. Adolf Fredrik (Anna Elisabeth Judith Andersson) female
## 93 Davidson, Mrs. Thornton (Orian Hays) female
## 95 Birnbaum, Mr. Jakob male
## 96 Tenglin, Mr. Gunnar Isidor male
## 97 Cavendish, Mrs. Tyrell William (Julia Florence Siegel) female
## 98 Makinen, Mr. Kalle Edvard male
## 99 Braf, Miss. Elin Ester Maria female
## 100 Nancarrow, Mr. William Henry male
## 101 Stengel, Mrs. Charles Emil Henry (Annie May Morris) female
## 102 Weisz, Mr. Leopold male
## 104 Johansson Palmquist, Mr. Oskar Leander male
## 105 Thomas, Mrs. Alexander (Thamine Thelma")" female
## 106 Holthen, Mr. Johan Martin male
## 107 Buckley, Mr. Daniel male
## 110 Swane, Mr. George male
## 111 Stanton, Mr. Samuel Ward male
## 113 Evans, Miss. Edith Corse female
## 114 Buckley, Miss. Katherine female
## 115 Straus, Mrs. Isidor (Rosalie Ida Blun) female
## 116 Chronopoulos, Mr. Demetrios male
## 118 Sandstrom, Miss. Beatrice Irene female
## 119 Beattie, Mr. Thomson male
## 120 Chapman, Mrs. John Henry (Sara Elizabeth Lawry) female
## 121 Watt, Miss. Bertha J female
## 123 Schabert, Mrs. Paul (Emma Mock) female
## 124 Carver, Mr. Alfred John male
## 126 Cribb, Miss. Laura Alice female
## 127 Brobeck, Mr. Karl Rudolf male
## 129 Bowenur, Mr. Solomon male
## 130 Petersen, Mr. Marius male
## 131 Spinner, Mr. Henry John male
## 132 Gracie, Col. Archibald IV male
## 135 Dintcheff, Mr. Valtcho male
## 136 Carlsson, Mr. Carl Robert male
## 137 Zakarian, Mr. Mapriededer male
## 138 Schmidt, Mr. August male
## 139 Drapkin, Miss. Jennie female
## 140 Goodwin, Mr. Charles Frederick male
## 141 Goodwin, Miss. Jessie Allis female
## 142 Daniels, Miss. Sarah female
## 143 Ryerson, Mr. Arthur Larned male
## 144 Beauchamp, Mr. Henry James male
## 145 Lindeberg-Lind, Mr. Erik Gustaf (Mr Edward Lingrey")" male
## 146 Vander Planke, Mr. Julius male
## 148 Davies, Mr. Evan male
## 150 Lahtinen, Rev. William male
## 151 Earnshaw, Mrs. Boulton (Olive Potter) female
## 154 Klasen, Mrs. (Hulda Kristina Eugenia Lofqvist) female
## 155 Asplund, Master. Filip Oscar male
## 156 Duquemin, Mr. Joseph male
## 157 Bird, Miss. Ellen female
## 158 Lundin, Miss. Olga Elida female
## 159 Borebank, Mr. John James male
## 160 Peacock, Mrs. Benjamin (Edith Nile) female
## 162 Touma, Master. Georges Youssef male
## 163 Wright, Miss. Marion female
## 165 Peruschitz, Rev. Joseph Maria male
## 166 Kink-Heilmann, Mrs. Anton (Luise Heilmann) female
## 167 Brandeis, Mr. Emil male
## 168 Ford, Mr. Edward Watson male
## 170 Hellstrom, Miss. Hilda Maria female
## 172 Zakarian, Mr. Ortin male
## 173 Dyker, Mr. Adolf Fredrik male
## 175 Asplund, Mr. Carl Oscar Vilhelm Gustafsson male
## 176 Brown, Miss. Edith Eileen female
## 177 Sincock, Miss. Maude female
## 178 Stengel, Mr. Charles Emil Henry male
## 179 Becker, Mrs. Allen Oliver (Nellie E Baumgardner) female
## 180 Compton, Mrs. Alexander Taylor (Mary Eliza Ingersoll) female
## 181 McCrie, Mr. James Matthew male
## 182 Compton, Mr. Alexander Taylor Jr male
## 183 Marvin, Mrs. Daniel Warner (Mary Graham Carmichael Farquarson) female
## 185 Douglas, Mrs. Frederick Charles (Mary Helene Baxter) female
## 186 Maybery, Mr. Frank Hubert male
## 187 Phillips, Miss. Alice Frances Louisa female
## 188 Davies, Mr. Joseph male
## 190 Veal, Mr. James male
## 191 Angle, Mr. William A male
## 193 van Billiard, Master. Walter John male
## 194 Lingane, Mr. John male
## 195 Drew, Master. Marshall Brines male
## 196 Karlsson, Mr. Julius Konrad Eugen male
## 197 Spedden, Master. Robert Douglas male
## 198 Nilsson, Miss. Berta Olivia female
## 199 Baimbrigge, Mr. Charles Robert male
## 202 Danbom, Master. Gilbert Sigvard Emanuel male
## 203 Astor, Col. John Jacob male
## 204 Quick, Miss. Winifred Vera female
## 205 Andrew, Mr. Frank Thomas male
## 207 McGowan, Miss. Katherine female
## 208 Collett, Mr. Sidney C Stuart male
## 209 Rosenbaum, Miss. Edith Louise female
## 210 Delalic, Mr. Redjo male
## 211 Andersen, Mr. Albert Karvin male
## 213 Deacon, Mr. Percy William male
## 214 Howard, Mrs. Benjamin (Ellen Truelove Arman) female
## 215 Andersson, Miss. Ida Augusta Margareta female
## 216 Head, Mr. Christopher male
## 218 Wick, Mr. George Dennick male
## 219 Widener, Mrs. George Dunton (Eleanor Elkins) female
## 221 Duran y More, Miss. Florentina female
## 222 Reynolds, Mr. Harold J male
## 223 Cook, Mrs. (Selena Rogers) female
## 224 Karlsson, Mr. Einar Gervasius male
## 225 Candee, Mrs. Edward (Helen Churchill Hungerford) female
## 227 Asplund, Mr. Johan Charles male
## 229 Everett, Mr. Thomas James male
## 230 Hocking, Mr. Samuel James Metcalfe male
## 231 Sweet, Mr. George Frederick male
## 232 Willard, Miss. Constance female
## 233 Wiklund, Mr. Karl Johan male
## 235 Cumings, Mr. John Bradley male
## 236 Vendel, Mr. Olof Edvin male
## 237 Warren, Mr. Frank Manley male
## 238 Baccos, Mr. Raffull male
## 239 Hiltunen, Miss. Marta female
## 240 Douglas, Mrs. Walter Donald (Mahala Dutton) female
## 241 Lindstrom, Mrs. Carl Johan (Sigrid Posse) female
## 242 Christy, Mrs. (Alice Frances) female
## 243 Spedden, Mr. Frederic Oakley male
## 246 Kenyon, Mr. Frederick R male
## 247 Karnes, Mrs. J Frank (Claire Bennett) female
## 248 Drew, Mr. James Vivian male
## 249 Hold, Mrs. Stephen (Annie Margaret Hill) female
## 251 West, Miss. Barbara J female
## 252 Abrahamsson, Mr. Abraham August Johannes male
## 253 Clark, Mr. Walter Miller male
## 254 Salander, Mr. Karl Johan male
## 255 Wenzel, Mr. Linhart male
## 258 Niklasson, Mr. Samuel male
## 259 Bentham, Miss. Lilian W female
## 260 Midtsjo, Mr. Karl Albert male
## 261 de Messemaeker, Mr. Guillaume Joseph male
## 262 Nilsson, Mr. August Ferdinand male
## 263 Wells, Mrs. Arthur Henry (Addie" Dart Trevaskis)" female
## 264 Klasen, Miss. Gertrud Emilia female
## 265 Portaluppi, Mr. Emilio Ilario Giuseppe male
## 270 Pokrnic, Mr. Mate male
## 271 McCaffry, Mr. Thomas Francis male
## 273 Clark, Mrs. Walter Miller (Virginia McDowell) female
## 276 Bryhl, Miss. Dagmar Jenny Ingeborg female
## 277 Parker, Mr. Clifford Richard male
## 278 Faunthorpe, Mr. Harry male
## 279 Ware, Mr. John James male
## 280 Oxenham, Mr. Percy Thomas male
## 281 Oreskovic, Miss. Jelka female
## 282 Peacock, Master. Alfred Edward male
## 284 Touma, Miss. Maria Youssef female
## 285 Rosblom, Miss. Salli Helena female
## 286 Dennis, Mr. William male
## 288 Snyder, Mr. John Pillsbury male
## 292 Daly, Miss. Margaret Marcella Maggie"" female
## 294 Dodge, Dr. Washington male
## 295 Wittevrongel, Mr. Camille male
## 296 Angheloff, Mr. Minko male
## 297 Laroche, Miss. Louise female
## 299 Loring, Mr. Joseph Holland male
## 300 Johansson, Mr. Nils male
## 301 Olsson, Mr. Oscar Wilhelm male
## 303 Phillips, Mr. Escott Robert male
## 304 Pokrnic, Mr. Tome male
## 306 Crosby, Mrs. Edward Gifford (Catherine Elizabeth Halstead) female
## 307 Allison, Mr. Hudson Joshua Creighton male
## 308 Aks, Master. Philip Frank male
## 309 Hays, Mr. Charles Melville male
## 310 Hansen, Mrs. Claus Peter (Jennie L Howard) female
## 311 Cacic, Mr. Jego Grga male
## 312 Vartanian, Mr. David male
## 314 Carr, Miss. Jeannie female
## 315 White, Mrs. John Stuart (Ella Holmes) female
## 316 Hagardon, Miss. Kate female
## 317 Spencer, Mr. William Augustus male
## 318 Rogers, Mr. Reginald Harry male
## 319 Jonsson, Mr. Nils Hilding male
## 320 Jefferys, Mr. Ernest Wilfred male
## 321 Andersson, Mr. Johan Samuel male
## 322 Krekorian, Mr. Neshan male
## 323 Nesson, Mr. Israel male
## 324 Rowe, Mr. Alfred G male
## 325 Kreuchen, Miss. Emilie female
## 326 Assam, Mr. Ali male
## 327 Becker, Miss. Ruth Elizabeth female
## 328 Rosenshine, Mr. George (Mr George Thorne")" male
## 329 Clarke, Mr. Charles Valentine male
## 330 Enander, Mr. Ingvar male
## 331 Davies, Mrs. John Morgan (Elizabeth Agnes Mary White) female
## 332 Dulles, Mr. William Crothers male
## 334 Nakid, Mrs. Said (Waika Mary" Mowad)" female
## 335 Cor, Mr. Ivan male
## 336 Maguire, Mr. John Edward male
## 337 de Brito, Mr. Jose Joaquim male
## 338 Elias, Mr. Joseph male
## 339 Denbury, Mr. Herbert male
## 341 Fillbrook, Mr. Joseph Charles male
## 342 Lundstrom, Mr. Thure Edvin male
## 344 Cardeza, Mrs. James Warburton Martinez (Charlotte Wardle Drake) female
## 346 Abelseth, Miss. Karen Marie female
## 347 Botsford, Mr. William Hull male
## 348 Whabee, Mrs. George Joseph (Shawneene Abi-Saab) female
## 349 Giles, Mr. Ralph male
## 350 Walcroft, Miss. Nellie female
## 351 Greenfield, Mrs. Leo David (Blanche Strouse) female
## 352 Stokes, Mr. Philip Joseph male
## 353 Dibden, Mr. William male
## 354 Herman, Mr. Samuel male
## 355 Dean, Miss. Elizabeth Gladys Millvina"" female
## 356 Julian, Mr. Henry Forbes male
## 357 Brown, Mrs. John Murray (Caroline Lane Lamson) female
## 360 Lindell, Mrs. Edvard Bengtsson (Elin Gerda Persson) female
## 361 Sage, Master. William Henry male
## 362 Mallet, Mrs. Albert (Antoinette Magnin) female
## 363 Ware, Mrs. John James (Florence Louise Long) female
## 364 Strilic, Mr. Ivan male
## 365 Harder, Mrs. George Achilles (Dorothy Annan) female
## 368 Riihivouri, Miss. Susanna Juhantytar Sanni"" female
## 369 Gibson, Mrs. Leonard (Pauline C Boeson) female
## 370 Pallas y Castello, Mr. Emilio male
## 371 Giles, Mr. Edgar male
## 372 Wilson, Miss. Helen Alice female
## 373 Ismay, Mr. Joseph Bruce male
## 374 Harbeck, Mr. William H male
## 375 Dodge, Mrs. Washington (Ruth Vidaver) female
## 376 Bowen, Miss. Grace Scott female
## 377 Kink, Miss. Maria female
## 378 Cotterill, Mr. Henry Harry"" male
## 379 Hipkins, Mr. William Edward male
## 380 Asplund, Master. Carl Edgar male
## 382 Foley, Mr. Joseph male
## 384 McNamee, Mrs. Neal (Eileen O'Leary) female
## 386 Herman, Miss. Kate female
## 387 Aronsson, Mr. Ernst Axel Algot male
## 388 Ashby, Mr. John male
## 389 Canavan, Mr. Patrick male
## 390 Palsson, Master. Paul Folke male
## 391 Payne, Mr. Vivian Ponsonby male
## 392 Lines, Mrs. Ernest H (Elizabeth Lindsey James) female
## 393 Abbott, Master. Eugene Joseph male
## 394 Gilbert, Mr. William male
## 395 Kink-Heilmann, Mr. Anton male
## 396 Smith, Mrs. Lucien Philip (Mary Eloise Hughes) female
## 397 Colbert, Mr. Patrick male
## 398 Frolicher-Stehli, Mrs. Maxmillian (Margaretha Emerentia Stehli) female
## 399 Larsson-Rondberg, Mr. Edvard A male
## 400 Conlon, Mr. Thomas Henry male
## 401 Bonnell, Miss. Caroline female
## 402 Gale, Mr. Harry male
## 403 Gibson, Miss. Dorothy Winifred female
## 404 Carrau, Mr. Jose Pedro male
## 405 Frauenthal, Mr. Isaac Gerald male
## 406 Nourney, Mr. Alfred (Baron von Drachstedt")" male
## 407 Ware, Mr. William Jeffery male
## 408 Widener, Mr. George Dunton male
## 410 Peacock, Miss. Treasteall female
## 412 Minahan, Mrs. William Edward (Lillian E Thorpe) female
## 413 Henriksson, Miss. Jenny Lovisa female
## 415 Oliva y Ocana, Dona. Fermina female
## 416 Saether, Mr. Simon Sivertsen male
## Age SibSp Parch Ticket Fare Cabin Embarked
## 1 34.50 0 0 330911 7.8292 Q
## 2 47.00 1 0 363272 7.0000 S
## 3 62.00 0 0 240276 9.6875 Q
## 4 27.00 0 0 315154 8.6625 S
## 5 22.00 1 1 3101298 12.2875 S
## 6 14.00 0 0 7538 9.2250 S
## 7 30.00 0 0 330972 7.6292 Q
## 8 26.00 1 1 248738 29.0000 S
## 9 18.00 0 0 2657 7.2292 C
## 10 21.00 2 0 A/4 48871 24.1500 S
## 12 46.00 0 0 694 26.0000 S
## 13 23.00 1 0 21228 82.2667 B45 S
## 14 63.00 1 0 24065 26.0000 S
## 15 47.00 1 0 W.E.P. 5734 61.1750 E31 S
## 16 24.00 1 0 SC/PARIS 2167 27.7208 C
## 17 35.00 0 0 233734 12.3500 Q
## 18 21.00 0 0 2692 7.2250 C
## 19 27.00 1 0 STON/O2. 3101270 7.9250 S
## 20 45.00 0 0 2696 7.2250 C
## 21 55.00 1 0 PC 17603 59.4000 C
## 22 9.00 0 1 C 17368 3.1708 S
## 24 21.00 0 1 PC 17597 61.3792 C
## 25 48.00 1 3 PC 17608 262.3750 B57 B59 B63 B66 C
## 26 50.00 1 0 A/5. 3337 14.5000 S
## 27 22.00 0 1 113509 61.9792 B36 C
## 28 22.50 0 0 2698 7.2250 C
## 29 41.00 0 0 113054 30.5000 A21 S
## 31 50.00 1 0 SC/AH 3085 26.0000 S
## 32 24.00 2 0 C.A. 31029 31.5000 S
## 33 33.00 1 2 C.A. 2315 20.5750 S
## 35 30.00 1 0 13236 57.7500 C78 C
## 36 18.50 0 0 2682 7.2292 C
## 38 21.00 0 0 315087 8.6625 S
## 39 25.00 0 0 345768 9.5000 S
## 41 39.00 0 1 349256 13.4167 C
## 43 41.00 0 0 SOTON/O.Q. 3101263 7.8500 S
## 44 30.00 0 0 237249 13.0000 S
## 45 45.00 1 0 11753 52.5542 D19 S
## 46 25.00 0 0 STON/O 2. 3101291 7.9250 S
## 47 45.00 0 0 PC 17594 29.7000 A9 C
## 49 60.00 0 0 11813 76.2917 D15 C
## 50 36.00 0 2 C.A. 37671 15.9000 S
## 51 24.00 1 0 13695 60.0000 C31 S
## 52 27.00 0 0 SC/PARIS 2168 15.0333 C
## 53 20.00 2 1 29105 23.0000 S
## 54 28.00 3 2 19950 263.0000 C23 C25 C27 S
## 56 10.00 4 1 382652 29.1250 Q
## 57 35.00 0 0 349230 7.8958 S
## 58 25.00 0 0 348122 7.6500 F G63 S
## 60 36.00 0 0 PC 17608 262.3750 B61 C
## 61 17.00 0 0 349232 7.8958 S
## 62 32.00 0 0 237216 13.5000 S
## 63 18.00 0 0 347090 7.7500 S
## 64 22.00 0 0 334914 7.7250 Q
## 65 13.00 2 2 PC 17608 262.3750 B57 B59 B63 B66 C
## 67 18.00 0 0 330963 7.8792 Q
## 68 47.00 0 0 113796 42.4000 S
## 69 31.00 0 0 2543 28.5375 C53 C
## 70 60.00 1 4 19950 263.0000 C23 C25 C27 S
## 71 24.00 0 0 382653 7.7500 Q
## 72 21.00 0 0 349211 7.8958 S
## 73 29.00 0 0 3101297 7.9250 S
## 74 28.50 0 0 PC 17562 27.7208 D43 C
## 75 35.00 0 0 113503 211.5000 C130 C
## 76 32.50 0 0 113503 211.5000 C132 C
## 78 55.00 2 0 11770 25.7000 C101 S
## 79 30.00 0 0 248744 13.0000 S
## 80 24.00 0 0 368702 7.7500 Q
## 81 6.00 1 1 2678 15.2458 C
## 82 67.00 1 0 PC 17483 221.7792 C55 C57 S
## 83 49.00 0 0 19924 26.0000 S
## 87 27.00 0 0 330844 7.8792 Q
## 88 18.00 0 0 A/4 31416 8.0500 S
## 90 2.00 1 1 29103 23.0000 S
## 91 22.00 1 0 347072 13.9000 S
## 93 27.00 1 2 F.C. 12750 52.0000 B71 S
## 95 25.00 0 0 13905 26.0000 C
## 96 25.00 0 0 350033 7.7958 S
## 97 76.00 1 0 19877 78.8500 C46 S
## 98 29.00 0 0 STON/O 2. 3101268 7.9250 S
## 99 20.00 0 0 347471 7.8542 S
## 100 33.00 0 0 A./5. 3338 8.0500 S
## 101 43.00 1 0 11778 55.4417 C116 C
## 102 27.00 1 0 228414 26.0000 S
## 104 26.00 0 0 347070 7.7750 S
## 105 16.00 1 1 2625 8.5167 C
## 106 28.00 0 0 C 4001 22.5250 S
## 107 21.00 0 0 330920 7.8208 Q
## 110 18.50 0 0 248734 13.0000 F S
## 111 41.00 0 0 237734 15.0458 C
## 113 36.00 0 0 PC 17531 31.6792 A29 C
## 114 18.50 0 0 329944 7.2833 Q
## 115 63.00 1 0 PC 17483 221.7792 C55 C57 S
## 116 18.00 1 0 2680 14.4542 C
## 118 1.00 1 1 PP 9549 16.7000 G6 S
## 119 36.00 0 0 13050 75.2417 C6 C
## 120 29.00 1 0 SC/AH 29037 26.0000 S
## 121 12.00 0 0 C.A. 33595 15.7500 S
## 123 35.00 1 0 13236 57.7500 C28 C
## 124 28.00 0 0 392095 7.2500 S
## 126 17.00 0 1 371362 16.1000 S
## 127 22.00 0 0 350045 7.7958 S
## 129 42.00 0 0 211535 13.0000 S
## 130 24.00 0 0 342441 8.0500 S
## 131 32.00 0 0 STON/OQ. 369943 8.0500 S
## 132 53.00 0 0 113780 28.5000 C51 C
## 135 43.00 0 0 349226 7.8958 S
## 136 24.00 0 0 350409 7.8542 S
## 137 26.50 0 0 2656 7.2250 C
## 138 26.00 0 0 248659 13.0000 S
## 139 23.00 0 0 SOTON/OQ 392083 8.0500 S
## 140 40.00 1 6 CA 2144 46.9000 S
## 141 10.00 5 2 CA 2144 46.9000 S
## 142 33.00 0 0 113781 151.5500 S
## 143 61.00 1 3 PC 17608 262.3750 B57 B59 B63 B66 C
## 144 28.00 0 0 244358 26.0000 S
## 145 42.00 0 0 17475 26.5500 S
## 146 31.00 3 0 345763 18.0000 S
## 148 22.00 0 0 SC/A4 23568 8.0500 S
## 150 30.00 1 1 250651 26.0000 S
## 151 23.00 0 1 11767 83.1583 C54 C
## 154 36.00 0 2 350405 12.1833 S
## 155 13.00 4 2 347077 31.3875 S
## 156 24.00 0 0 S.O./P.P. 752 7.5500 S
## 157 29.00 0 0 PC 17483 221.7792 C97 S
## 158 23.00 0 0 347469 7.8542 S
## 159 42.00 0 0 110489 26.5500 D22 S
## 160 26.00 0 2 SOTON/O.Q. 3101315 13.7750 S
## 162 7.00 1 1 2650 15.2458 C
## 163 26.00 0 0 220844 13.5000 S
## 165 41.00 0 0 237393 13.0000 S
## 166 26.00 1 1 315153 22.0250 S
## 167 48.00 0 0 PC 17591 50.4958 B10 C
## 168 18.00 2 2 W./C. 6608 34.3750 S
## 170 22.00 0 0 7548 8.9625 S
## 172 27.00 0 0 2670 7.2250 C
## 173 23.00 1 0 347072 13.9000 S
## 175 40.00 1 5 347077 31.3875 S
## 176 15.00 0 2 29750 39.0000 S
## 177 20.00 0 0 C.A. 33112 36.7500 S
## 178 54.00 1 0 11778 55.4417 C116 C
## 179 36.00 0 3 230136 39.0000 F4 S
## 180 64.00 0 2 PC 17756 83.1583 E45 C
## 181 30.00 0 0 233478 13.0000 S
## 182 37.00 1 1 PC 17756 83.1583 E52 C
## 183 18.00 1 0 113773 53.1000 D30 S
## 185 27.00 1 1 PC 17558 247.5208 B58 B60 C
## 186 40.00 0 0 239059 16.0000 S
## 187 21.00 0 1 S.O./P.P. 2 21.0000 S
## 188 17.00 2 0 A/4 48873 8.0500 S
## 190 40.00 0 0 28221 13.0000 S
## 191 34.00 1 0 226875 26.0000 S
## 193 11.50 1 1 A/5. 851 14.5000 S
## 194 61.00 0 0 235509 12.3500 Q
## 195 8.00 0 2 28220 32.5000 S
## 196 33.00 0 0 347465 7.8542 S
## 197 6.00 0 2 16966 134.5000 E34 C
## 198 18.00 0 0 347066 7.7750 S
## 199 23.00 0 0 C.A. 31030 10.5000 S
## 202 0.33 0 2 347080 14.4000 S
## 203 47.00 1 0 PC 17757 227.5250 C62 C64 C
## 204 8.00 1 1 26360 26.0000 S
## 205 25.00 0 0 C.A. 34050 10.5000 S
## 207 35.00 0 0 9232 7.7500 Q
## 208 24.00 0 0 28034 10.5000 S
## 209 33.00 0 0 PC 17613 27.7208 A11 C
## 210 25.00 0 0 349250 7.8958 S
## 211 32.00 0 0 C 4001 22.5250 S
## 213 17.00 0 0 S.O.C. 14879 73.5000 S
## 214 60.00 1 0 24065 26.0000 S
## 215 38.00 4 2 347091 7.7750 S
## 216 42.00 0 0 113038 42.5000 B11 S
## 218 57.00 1 1 36928 164.8667 S
## 219 50.00 1 1 113503 211.5000 C80 C
## 221 30.00 1 0 SC/PARIS 2148 13.8583 C
## 222 21.00 0 0 342684 8.0500 S
## 223 22.00 0 0 W./C. 14266 10.5000 F33 S
## 224 21.00 0 0 350053 7.7958 S
## 225 53.00 0 0 PC 17606 27.4458 C
## 227 23.00 0 0 350054 7.7958 S
## 229 40.50 0 0 C.A. 6212 15.1000 S
## 230 36.00 0 0 242963 13.0000 S
## 231 14.00 0 0 220845 65.0000 S
## 232 21.00 0 0 113795 26.5500 S
## 233 21.00 1 0 3101266 6.4958 S
## 235 39.00 1 0 PC 17599 71.2833 C85 C
## 236 20.00 0 0 350416 7.8542 S
## 237 64.00 1 0 110813 75.2500 D37 C
## 238 20.00 0 0 2679 7.2250 C
## 239 18.00 1 1 250650 13.0000 S
## 240 48.00 1 0 PC 17761 106.4250 C86 C
## 241 55.00 0 0 112377 27.7208 C
## 242 45.00 0 2 237789 30.0000 S
## 243 45.00 1 1 16966 134.5000 E34 C
## 246 41.00 1 0 17464 51.8625 D21 S
## 247 22.00 0 0 F.C.C. 13534 21.0000 S
## 248 42.00 1 1 28220 32.5000 S
## 249 29.00 1 0 26707 26.0000 S
## 251 0.92 1 2 C.A. 34651 27.7500 S
## 252 20.00 0 0 SOTON/O2 3101284 7.9250 S
## 253 27.00 1 0 13508 136.7792 C89 C
## 254 24.00 0 0 7266 9.3250 S
## 255 32.50 0 0 345775 9.5000 S
## 258 28.00 0 0 363611 8.0500 S
## 259 19.00 0 0 28404 13.0000 S
## 260 21.00 0 0 345501 7.7750 S
## 261 36.50 1 0 345572 17.4000 S
## 262 21.00 0 0 350410 7.8542 S
## 263 29.00 0 2 29103 23.0000 S
## 264 1.00 1 1 350405 12.1833 S
## 265 30.00 0 0 C.A. 34644 12.7375 C
## 270 17.00 0 0 315095 8.6625 S
## 271 46.00 0 0 13050 75.2417 C6 C
## 273 26.00 1 0 13508 136.7792 C89 C
## 276 20.00 1 0 236853 26.0000 S
## 277 28.00 0 0 SC 14888 10.5000 S
## 278 40.00 1 0 2926 26.0000 S
## 279 30.00 1 0 CA 31352 21.0000 S
## 280 22.00 0 0 W./C. 14260 10.5000 S
## 281 23.00 0 0 315085 8.6625 S
## 282 0.75 1 1 SOTON/O.Q. 3101315 13.7750 S
## 284 9.00 1 1 2650 15.2458 C
## 285 2.00 1 1 370129 20.2125 S
## 286 36.00 0 0 A/5 21175 7.2500 S
## 288 24.00 1 0 21228 82.2667 B45 S
## 292 30.00 0 0 382650 6.9500 Q
## 294 53.00 1 1 33638 81.8583 A34 S
## 295 36.00 0 0 345771 9.5000 S
## 296 26.00 0 0 349202 7.8958 S
## 297 1.00 1 2 SC/Paris 2123 41.5792 C
## 299 30.00 0 0 113801 45.5000 S
## 300 29.00 0 0 347467 7.8542 S
## 301 32.00 0 0 347079 7.7750 S
## 303 43.00 0 1 S.O./P.P. 2 21.0000 S
## 304 24.00 0 0 315092 8.6625 S
## 306 64.00 1 1 112901 26.5500 B26 S
## 307 30.00 1 2 113781 151.5500 C22 C26 S
## 308 0.83 0 1 392091 9.3500 S
## 309 55.00 1 1 12749 93.5000 B69 S
## 310 45.00 1 0 350026 14.1083 S
## 311 18.00 0 0 315091 8.6625 S
## 312 22.00 0 0 2658 7.2250 C
## 314 37.00 0 0 368364 7.7500 Q
## 315 55.00 0 0 PC 17760 135.6333 C32 C
## 316 17.00 0 0 AQ/3. 30631 7.7333 Q
## 317 57.00 1 0 PC 17569 146.5208 B78 C
## 318 19.00 0 0 28004 10.5000 S
## 319 27.00 0 0 350408 7.8542 S
## 320 22.00 2 0 C.A. 31029 31.5000 S
## 321 26.00 0 0 347075 7.7750 S
## 322 25.00 0 0 2654 7.2292 F E57 C
## 323 26.00 0 0 244368 13.0000 F2 S
## 324 33.00 0 0 113790 26.5500 S
## 325 39.00 0 0 24160 211.3375 S
## 326 23.00 0 0 SOTON/O.Q. 3101309 7.0500 S
## 327 12.00 2 1 230136 39.0000 F4 S
## 328 46.00 0 0 PC 17585 79.2000 C
## 329 29.00 1 0 2003 26.0000 S
## 330 21.00 0 0 236854 13.0000 S
## 331 48.00 0 2 C.A. 33112 36.7500 S
## 332 39.00 0 0 PC 17580 29.7000 A18 C
## 334 19.00 1 1 2653 15.7417 C
## 335 27.00 0 0 349229 7.8958 S
## 336 30.00 0 0 110469 26.0000 C106 S
## 337 32.00 0 0 244360 13.0000 S
## 338 39.00 0 2 2675 7.2292 C
## 339 25.00 0 0 C.A. 31029 31.5000 S
## 341 18.00 0 0 C.A. 15185 10.5000 S
## 342 32.00 0 0 350403 7.5792 S
## 344 58.00 0 1 PC 17755 512.3292 B51 B53 B55 C
## 346 16.00 0 0 348125 7.6500 S
## 347 26.00 0 0 237670 13.0000 S
## 348 38.00 0 0 2688 7.2292 C
## 349 24.00 0 0 248726 13.5000 S
## 350 31.00 0 0 F.C.C. 13528 21.0000 S
## 351 45.00 0 1 PC 17759 63.3583 D10 D12 C
## 352 25.00 0 0 F.C.C. 13540 10.5000 S
## 353 18.00 0 0 S.O.C. 14879 73.5000 S
## 354 49.00 1 2 220845 65.0000 S
## 355 0.17 1 2 C.A. 2315 20.5750 S
## 356 50.00 0 0 113044 26.0000 E60 S
## 357 59.00 2 0 11769 51.4792 C101 S
## 360 30.00 1 0 349910 15.5500 S
## 361 14.50 8 2 CA. 2343 69.5500 S
## 362 24.00 1 1 S.C./PARIS 2079 37.0042 C
## 363 31.00 0 0 CA 31352 21.0000 S
## 364 27.00 0 0 315083 8.6625 S
## 365 25.00 1 0 11765 55.4417 E50 C
## 368 22.00 0 0 3101295 39.6875 S
## 369 45.00 0 1 112378 59.4000 C
## 370 29.00 0 0 SC/PARIS 2147 13.8583 C
## 371 21.00 1 0 28133 11.5000 S
## 372 31.00 0 0 16966 134.5000 E39 E41 C
## 373 49.00 0 0 112058 0.0000 B52 B54 B56 S
## 374 44.00 0 0 248746 13.0000 S
## 375 54.00 1 1 33638 81.8583 A34 S
## 376 45.00 0 0 PC 17608 262.3750 C
## 377 22.00 2 0 315152 8.6625 S
## 378 21.00 0 0 29107 11.5000 S
## 379 55.00 0 0 680 50.0000 C39 S
## 380 5.00 4 2 347077 31.3875 S
## 382 26.00 0 0 330910 7.8792 Q
## 384 19.00 1 0 376566 16.1000 S
## 386 24.00 1 2 220845 65.0000 S
## 387 24.00 0 0 349911 7.7750 S
## 388 57.00 0 0 244346 13.0000 S
## 389 21.00 0 0 364858 7.7500 Q
## 390 6.00 3 1 349909 21.0750 S
## 391 23.00 0 0 12749 93.5000 B24 S
## 392 51.00 0 1 PC 17592 39.4000 D28 S
## 393 13.00 0 2 C.A. 2673 20.2500 S
## 394 47.00 0 0 C.A. 30769 10.5000 S
## 395 29.00 3 1 315153 22.0250 S
## 396 18.00 1 0 13695 60.0000 C31 S
## 397 24.00 0 0 371109 7.2500 Q
## 398 48.00 1 1 13567 79.2000 B41 C
## 399 22.00 0 0 347065 7.7750 S
## 400 31.00 0 0 21332 7.7333 Q
## 401 30.00 0 0 36928 164.8667 C7 S
## 402 38.00 1 0 28664 21.0000 S
## 403 22.00 0 1 112378 59.4000 C
## 404 17.00 0 0 113059 47.1000 S
## 405 43.00 1 0 17765 27.7208 D40 C
## 406 20.00 0 0 SC/PARIS 2166 13.8625 D38 C
## 407 23.00 1 0 28666 10.5000 S
## 408 50.00 1 1 113503 211.5000 C80 C
## 410 3.00 1 1 SOTON/O.Q. 3101315 13.7750 S
## 412 37.00 1 0 19928 90.0000 C78 Q
## 413 28.00 0 0 347086 7.7750 S
## 415 39.00 0 0 PC 17758 108.9000 C105 C
## 416 38.50 0 0 SOTON/O.Q. 3101262 7.2500 S
## Sexfactor Ticketfactor Cabinfactor Embarkedfactor Agefactor
## 1 male 330911 Q 34.5
## 2 female 363272 S 47
## 3 male 240276 Q 62
## 4 male 315154 S 27
## 5 female 3101298 S 22
## 6 male 7538 S 14
## 7 female 330972 Q 30
## 8 male 248738 S 26
## 9 female 2657 C 18
## 10 male A/4 48871 S 21
## 12 male 694 S 46
## 13 female 21228 B45 S 23
## 14 male 24065 S 63
## 15 female W.E.P. 5734 E31 S 47
## 16 female SC/PARIS 2167 C 24
## 17 male 233734 Q 35
## 18 male 2692 C 21
## 19 female STON/O2. 3101270 S 27
## 20 female 2696 C 45
## 21 male PC 17603 C 55
## 22 male C 17368 S 9
## 24 male PC 17597 C 21
## 25 female PC 17608 B57 B59 B63 B66 C 48
## 26 male A/5. 3337 S 50
## 27 female 113509 B36 C 22
## 28 male 2698 C 22.5
## 29 male 113054 A21 S 41
## 31 male SC/AH 3085 S 50
## 32 male C.A. 31029 S 24
## 33 female C.A. 2315 S 33
## 35 male 13236 C78 C 30
## 36 male 2682 C 18.5
## 38 female 315087 S 21
## 39 male 345768 S 25
## 41 male 349256 C 39
## 43 male SOTON/O.Q. 3101263 S 41
## 44 female 237249 S 30
## 45 female 11753 D19 S 45
## 46 male STON/O 2. 3101291 S 25
## 47 male PC 17594 A9 C 45
## 49 female 11813 D15 C 60
## 50 female C.A. 37671 S 36
## 51 male 13695 C31 S 24
## 52 male SC/PARIS 2168 C 27
## 53 female 29105 S 20
## 54 female 19950 C23 C25 C27 S 28
## 56 male 382652 Q 10
## 57 male 349230 S 35
## 58 male 348122 F G63 S 25
## 60 female PC 17608 B61 C 36
## 61 male 349232 S 17
## 62 male 237216 S 32
## 63 male 347090 S 18
## 64 female 334914 Q 22
## 65 male PC 17608 B57 B59 B63 B66 C 13
## 67 female 330963 Q 18
## 68 male 113796 S 47
## 69 male 2543 C53 C 31
## 70 female 19950 C23 C25 C27 S 60
## 71 female 382653 Q 24
## 72 male 349211 S 21
## 73 female 3101297 S 29
## 74 male PC 17562 D43 C 28.5
## 75 female 113503 C130 C 35
## 76 male 113503 C132 C 32.5
## 78 female 11770 C101 S 55
## 79 male 248744 S 30
## 80 female 368702 Q 24
## 81 male 2678 C 6
## 82 male PC 17483 C55 C57 S 67
## 83 male 19924 S 49
## 87 female 330844 Q 27
## 88 female A/4 31416 S 18
## 90 male 29103 S 2
## 91 female 347072 S 22
## 93 female F.C. 12750 B71 S 27
## 95 male 13905 C 25
## 96 male 350033 S 25
## 97 female 19877 C46 S 76
## 98 male STON/O 2. 3101268 S 29
## 99 female 347471 S 20
## 100 male A./5. 3338 S 33
## 101 female 11778 C116 C 43
## 102 male 228414 S 27
## 104 male 347070 S 26
## 105 female 2625 C 16
## 106 male C 4001 S 28
## 107 male 330920 Q 21
## 110 male 248734 F S 18.5
## 111 male 237734 C 41
## 113 female PC 17531 A29 C 36
## 114 female 329944 Q 18.5
## 115 female PC 17483 C55 C57 S 63
## 116 male 2680 C 18
## 118 female PP 9549 G6 S 1
## 119 male 13050 C6 C 36
## 120 female SC/AH 29037 S 29
## 121 female C.A. 33595 S 12
## 123 female 13236 C28 C 35
## 124 male 392095 S 28
## 126 female 371362 S 17
## 127 male 350045 S 22
## 129 male 211535 S 42
## 130 male 342441 S 24
## 131 male STON/OQ. 369943 S 32
## 132 male 113780 C51 C 53
## 135 male 349226 S 43
## 136 male 350409 S 24
## 137 male 2656 C 26.5
## 138 male 248659 S 26
## 139 female SOTON/OQ 392083 S 23
## 140 male CA 2144 S 40
## 141 female CA 2144 S 10
## 142 female 113781 S 33
## 143 male PC 17608 B57 B59 B63 B66 C 61
## 144 male 244358 S 28
## 145 male 17475 S 42
## 146 male 345763 S 31
## 148 male SC/A4 23568 S 22
## 150 male 250651 S 30
## 151 female 11767 C54 C 23
## 154 female 350405 S 36
## 155 male 347077 S 13
## 156 male S.O./P.P. 752 S 24
## 157 female PC 17483 C97 S 29
## 158 female 347469 S 23
## 159 male 110489 D22 S 42
## 160 female SOTON/O.Q. 3101315 S 26
## 162 male 2650 C 7
## 163 female 220844 S 26
## 165 male 237393 S 41
## 166 female 315153 S 26
## 167 male PC 17591 B10 C 48
## 168 male W./C. 6608 S 18
## 170 female 7548 S 22
## 172 male 2670 C 27
## 173 male 347072 S 23
## 175 male 347077 S 40
## 176 female 29750 S 15
## 177 female C.A. 33112 S 20
## 178 male 11778 C116 C 54
## 179 female 230136 F4 S 36
## 180 female PC 17756 E45 C 64
## 181 male 233478 S 30
## 182 male PC 17756 E52 C 37
## 183 female 113773 D30 S 18
## 185 female PC 17558 B58 B60 C 27
## 186 male 239059 S 40
## 187 female S.O./P.P. 2 S 21
## 188 male A/4 48873 S 17
## 190 male 28221 S 40
## 191 male 226875 S 34
## 193 male A/5. 851 S 11.5
## 194 male 235509 Q 61
## 195 male 28220 S 8
## 196 male 347465 S 33
## 197 male 16966 E34 C 6
## 198 female 347066 S 18
## 199 male C.A. 31030 S 23
## 202 male 347080 S 0.33
## 203 male PC 17757 C62 C64 C 47
## 204 female 26360 S 8
## 205 male C.A. 34050 S 25
## 207 female 9232 Q 35
## 208 male 28034 S 24
## 209 female PC 17613 A11 C 33
## 210 male 349250 S 25
## 211 male C 4001 S 32
## 213 male S.O.C. 14879 S 17
## 214 female 24065 S 60
## 215 female 347091 S 38
## 216 male 113038 B11 S 42
## 218 male 36928 S 57
## 219 female 113503 C80 C 50
## 221 female SC/PARIS 2148 C 30
## 222 male 342684 S 21
## 223 female W./C. 14266 F33 S 22
## 224 male 350053 S 21
## 225 female PC 17606 C 53
## 227 male 350054 S 23
## 229 male C.A. 6212 S 40.5
## 230 male 242963 S 36
## 231 male 220845 S 14
## 232 female 113795 S 21
## 233 male 3101266 S 21
## 235 male PC 17599 C85 C 39
## 236 male 350416 S 20
## 237 male 110813 D37 C 64
## 238 male 2679 C 20
## 239 female 250650 S 18
## 240 female PC 17761 C86 C 48
## 241 female 112377 C 55
## 242 female 237789 S 45
## 243 male 16966 E34 C 45
## 246 male 17464 D21 S 41
## 247 female F.C.C. 13534 S 22
## 248 male 28220 S 42
## 249 female 26707 S 29
## 251 female C.A. 34651 S 0.92
## 252 male SOTON/O2 3101284 S 20
## 253 male 13508 C89 C 27
## 254 male 7266 S 24
## 255 male 345775 S 32.5
## 258 male 363611 S 28
## 259 female 28404 S 19
## 260 male 345501 S 21
## 261 male 345572 S 36.5
## 262 male 350410 S 21
## 263 female 29103 S 29
## 264 female 350405 S 1
## 265 male C.A. 34644 C 30
## 270 male 315095 S 17
## 271 male 13050 C6 C 46
## 273 female 13508 C89 C 26
## 276 female 236853 S 20
## 277 male SC 14888 S 28
## 278 male 2926 S 40
## 279 male CA 31352 S 30
## 280 male W./C. 14260 S 22
## 281 female 315085 S 23
## 282 male SOTON/O.Q. 3101315 S 0.75
## 284 female 2650 C 9
## 285 female 370129 S 2
## 286 male A/5 21175 S 36
## 288 male 21228 B45 S 24
## 292 female 382650 Q 30
## 294 male 33638 A34 S 53
## 295 male 345771 S 36
## 296 male 349202 S 26
## 297 female SC/Paris 2123 C 1
## 299 male 113801 S 30
## 300 male 347467 S 29
## 301 male 347079 S 32
## 303 male S.O./P.P. 2 S 43
## 304 male 315092 S 24
## 306 female 112901 B26 S 64
## 307 male 113781 C22 C26 S 30
## 308 male 392091 S 0.83
## 309 male 12749 B69 S 55
## 310 female 350026 S 45
## 311 male 315091 S 18
## 312 male 2658 C 22
## 314 female 368364 Q 37
## 315 female PC 17760 C32 C 55
## 316 female AQ/3. 30631 Q 17
## 317 male PC 17569 B78 C 57
## 318 male 28004 S 19
## 319 male 350408 S 27
## 320 male C.A. 31029 S 22
## 321 male 347075 S 26
## 322 male 2654 F E57 C 25
## 323 male 244368 F2 S 26
## 324 male 113790 S 33
## 325 female 24160 S 39
## 326 male SOTON/O.Q. 3101309 S 23
## 327 female 230136 F4 S 12
## 328 male PC 17585 C 46
## 329 male 2003 S 29
## 330 male 236854 S 21
## 331 female C.A. 33112 S 48
## 332 male PC 17580 A18 C 39
## 334 female 2653 C 19
## 335 male 349229 S 27
## 336 male 110469 C106 S 30
## 337 male 244360 S 32
## 338 male 2675 C 39
## 339 male C.A. 31029 S 25
## 341 male C.A. 15185 S 18
## 342 male 350403 S 32
## 344 female PC 17755 B51 B53 B55 C 58
## 346 female 348125 S 16
## 347 male 237670 S 26
## 348 female 2688 C 38
## 349 male 248726 S 24
## 350 female F.C.C. 13528 S 31
## 351 female PC 17759 D10 D12 C 45
## 352 male F.C.C. 13540 S 25
## 353 male S.O.C. 14879 S 18
## 354 male 220845 S 49
## 355 female C.A. 2315 S 0.17
## 356 male 113044 E60 S 50
## 357 female 11769 C101 S 59
## 360 female 349910 S 30
## 361 male CA. 2343 S 14.5
## 362 female S.C./PARIS 2079 C 24
## 363 female CA 31352 S 31
## 364 male 315083 S 27
## 365 female 11765 E50 C 25
## 368 female 3101295 S 22
## 369 female 112378 C 45
## 370 male SC/PARIS 2147 C 29
## 371 male 28133 S 21
## 372 female 16966 E39 E41 C 31
## 373 male 112058 B52 B54 B56 S 49
## 374 male 248746 S 44
## 375 female 33638 A34 S 54
## 376 female PC 17608 C 45
## 377 female 315152 S 22
## 378 male 29107 S 21
## 379 male 680 C39 S 55
## 380 male 347077 S 5
## 382 male 330910 Q 26
## 384 female 376566 S 19
## 386 female 220845 S 24
## 387 male 349911 S 24
## 388 male 244346 S 57
## 389 male 364858 Q 21
## 390 male 349909 S 6
## 391 male 12749 B24 S 23
## 392 female PC 17592 D28 S 51
## 393 male C.A. 2673 S 13
## 394 male C.A. 30769 S 47
## 395 male 315153 S 29
## 396 female 13695 C31 S 18
## 397 male 371109 Q 24
## 398 female 13567 B41 C 48
## 399 male 347065 S 22
## 400 male 21332 Q 31
## 401 female 36928 C7 S 30
## 402 male 28664 S 38
## 403 female 112378 C 22
## 404 male 113059 S 17
## 405 male 17765 D40 C 43
## 406 male SC/PARIS 2166 D38 C 20
## 407 male 28666 S 23
## 408 male 113503 C80 C 50
## 410 female SOTON/O.Q. 3101315 S 3
## 412 female 19928 C78 Q 37
## 413 female 347086 S 28
## 415 female PC 17758 C105 C 39
## 416 male SOTON/O.Q. 3101262 S 38.5cleandata$Agefactor <- as.numeric(as.character(cleandata$Agefactor))
ggplot(cleandata, aes(x = cleandata$Agefactor)) +
geom_histogram(binwidth = 10, fill = "lightblue", colour = "black") + labs(x = "Age", title = "Age distribution Histogram") + scale_x_continuous(breaks = seq(from = 0, to = 80, by = 10)) 
This histogram contains information about the age of all passengers. It
is combined on bars with a width of 10 years. We can see that the most
populated interval would be the 15-25 one, followed by the next 3 until
55 years. The least representation is held in the 65-76 years. Therefore
we should bear in mind this distribution, of very few elder people, and
many mid-agers, to understand the statistics and interpretations of this
dataset.
ggplot(cleandata, aes(x=cleandata$Sexfactor, y=cleandata$Agefactor)) + geom_boxplot() + labs(x = "Gender", y = "Age", title = "Age-Gender Boxplot") 
This scatterplot illustrates the distribution of ages on male and female
passengers. If we take a look on the median, it is quite similar for
both genders, yet the females have larger portion beneath this median,
with the 1st quartile lower than that for men. Moreover, the 3rd
quartile is also higher in the case of males. Reaching a higher with the
whisker we have also the male, while the highest value is the outlier in
females, reaching up to 76 years.
scatterplot(Fare~Age, x=cleandata$Agefactor, y=cleandata$Fare, xlab = "Age", ylab = "Price", main = "Age-Fare Scatterplot")
In this scatterplot we observe the relationship between the age and the
price paid by the passengers aboard. The graph pictures a moderate
positive relationship between both variables. This means an increase of
price paid as the age also raises. Nevertheless, we must note that there
are several outliers that may skew the mean values and influence the
interpretation of the graph.
ggplot(cleandata, aes(x=cleandata$Embarkedfactor, y=cleandata$Agefactor)) + geom_boxplot() + labs(x = "Port", y = "Age", title = "Boxplot Age-Port")
This graph depicts the distribution of different ages among the 3 ports
used to embark in the ship. It leads us to several conclusions: The port
with the eldest population embarking was that from Cherbourg, most of
the people embarking in Queenstown were between 21 and 35, and both the
youngest and the eldest embarked on Southamptom. The most condentrated
distribution is seen in Queenstown, since the whiskers are short,
meaning all passegers except a couple outliers, were between 10 and 37
years.And on Southampton we see the gratest number of outliers.