├── Task 1-Titanic Classification ├── README.md ├── Titanic Dataset Analysis - Classification.ipynb ├── gender_submission.csv ├── requirements.txt ├── submission.csv ├── test.csv └── train.csv └── Task 2-Spam SMS Classification ├── Mail.png ├── README.md ├── Spam_Mail_Prediction_using_Machine_Learning.ipynb ├── catboost_info ├── catboost_training.json ├── learn │ └── events.out.tfevents ├── learn_error.tsv ├── time_left.tsv └── tmp │ └── cat_feature_index.18528f99-8f083024-64564b9f-6b7ca6f.tmp ├── checkpoint ├── mail_data.csv ├── model.data-00000-of-00001 ├── model.index └── requirements.txt /Task 1-Titanic Classification/README.md: -------------------------------------------------------------------------------- 1 | ## **Titanic Survival Prediction Analysis - Classification Project** 2 | 3 | ## Overview 4 | 5 | This repository contains a data science project focused on predicting the survival of Titanic passengers using machine learning models. The dataset includes information about passengers, such as their age, sex, class, and other features, with the goal of predicting whether a passenger survived or not. 6 | 7 | ## Dataset Information:- 8 | 9 | The dataset used in this project is sourced from the Titanic dataset. It includes the following columns:- 10 | 11 | - **PassengerId:-** Unique identifier for each passenger 12 | - **Survived:-** Binary variable indicating whether the passenger survived (1) or not (0) 13 | - **Pclass:-** Passenger class (1st, 2nd, or 3rd) 14 | - **Name:-** Passenger's name 15 | - **Sex:-** Passenger's gender (0 for male, 1 for female) 16 | - **Age:-** Passenger's age 17 | - **SibSp:-** Number of siblings/spouses aboard 18 | - **Parch:-** Number of parents/children aboard 19 | - **Ticket:-** Ticket number 20 | - **Fare:-** Fare paid for the ticket 21 | - **Cabin:-** Cabin number 22 | - **Embarked:-** Port of embarkation (C = Cherbourg, Q = Queenstown, S = Southampton) 23 | 24 | The data has been split into two groups:- 25 | - training set (train.csv) 26 | - test set (test.csv) 27 | 28 | The training set should be used to build your machine learning models. For the training set, we provide the outcome (also known as the “ground truth”) for each passenger. Your model will be based on “features” like passengers’ gender and class. You can also use feature engineering to create new features. 29 | 30 | The test set should be used to see how well your model performs on unseen data. For the test set, we do not provide the ground truth for each passenger. It is your job to predict these outcomes. For each passenger in the test set, use the model you trained to predict whether or not they survived the sinking of the Titanic. 31 | 32 | We also include gender_submission.csv, a set of predictions that assume all and only female passengers survive, as an example of what a submission file should look like. 33 | 34 | Variable | Definition | Key 35 | ----------|--------------|----- 36 | survival | Survival | 0 = No, 1 = Yes 37 | pclass | Ticket class | 1 = 1st, 2 = 2nd, 3 = 3rd 38 | sex | Sex | 39 | Age | Age in years | 40 | sibsp | # of siblings / spouses aboard the Titanic | 41 | parch | # of parents / children aboard the Titanic | 42 | ticket | Ticket number | 43 | fare | Passenger fare | 44 | cabin | Cabin number | 45 | embarked | Port of Embarkation | C = Cherbourg, Q = Queenstown, S = Southampton | 46 | 47 | ## Data Preprocessing 48 | 49 | 1. **Handling Missing Values:-** 50 | - Addressed missing values in the 'Age' column by replacing them with the mean age. 51 | - Filled missing 'Embarked' values with the most common port. 52 | - Imputed missing 'Fare' values with the median. 53 | 54 | 2. **Encoding Categorical Variables:-** 55 | - Converted categorical variables like 'Sex' into numerical format (0 for male, 1 for female). 56 | - Created binary columns ('Q' and 'S') to represent the 'Embarked' variable. 57 | 58 | ## Data Visualization 59 | 60 | 1. **Count Plot:-** 61 | - Visualized the distribution of the 'Survived' variable using Seaborn's count plot. 62 | 63 | 2. **Feature Distribution Plot:-** 64 | - Plotted the distribution of the 'Fare' feature to understand the spread of ticket prices. 65 | 66 | 3. **Survival Rate by Class:-** 67 | - Created a bar plot to show the survival rate based on passenger class. 68 | 69 | ## Model Training 70 | 71 | 1. **Random Forest Classifier:-** 72 | - Utilized a Random Forest Classifier with parameters:- 73 | - Number of Estimators:- 200 74 | - Criterion:- Gini 75 | - Max Features:- Auto (Square root of the total number of features) 76 | - Max Depth:- 8 77 | 78 | 2. **Train-Test Split:-** 79 | - Split the dataset into training and testing sets. 80 | 81 | 3. **Model Evaluation:-** 82 | - Evaluated the model's performance on the testing set using metrics like accuracy, precision, and recall. 83 | 84 | ## Prediction 85 | 86 | 1. **Generated Predictions:-** 87 | - Used the trained model to predict survival for new data. 88 | 89 | ## Basic Data Science Terminologies 90 | 91 | - **Data Science:-** The interdisciplinary field that uses scientific methods, processes, algorithms, and systems to extract insights and knowledge from structured and unstructured data. 92 | 93 | - **Data Preprocessing:-** The process of cleaning and transforming raw data into a format suitable for analysis. 94 | 95 | - **Data Visualization:-** The graphical representation of data to reveal insights, patterns, and trends. 96 | 97 | - **Train-Test Split:-** The practice of splitting a dataset into two subsets:- one for training a model and the other for testing its performance. 98 | 99 | - **Machine Learning Models:-** Algorithms and statistical models that enable computers to learn patterns from data and make predictions or decisions without explicit programming. 100 | 101 | - **Prediction:-** The process of using a trained model to make forecasts or estimations on new, unseen data. 102 | 103 | ## Dependencies 104 | 105 | - Python 3.x 106 | - Pandas 107 | - NumPy 108 | - Matplotlib 109 | - Seaborn 110 | - Scikit-learn 111 | 112 | ## How to Run 113 | 114 | 1. Clone the repository. 115 | 2. Install the required dependencies using `pip install -r requirements.txt`. 116 | 3. Run the Jupyter notebook or Python script. 117 | 118 | 119 | 120 | 121 | -------------------------------------------------------------------------------- /Task 1-Titanic Classification/gender_submission.csv: -------------------------------------------------------------------------------- 1 | PassengerId,Survived 2 | 892,0 3 | 893,1 4 | 894,0 5 | 895,0 6 | 896,1 7 | 897,0 8 | 898,1 9 | 899,0 10 | 900,1 11 | 901,0 12 | 902,0 13 | 903,0 14 | 904,1 15 | 905,0 16 | 906,1 17 | 907,1 18 | 908,0 19 | 909,0 20 | 910,1 21 | 911,1 22 | 912,0 23 | 913,0 24 | 914,1 25 | 915,0 26 | 916,1 27 | 917,0 28 | 918,1 29 | 919,0 30 | 920,0 31 | 921,0 32 | 922,0 33 | 923,0 34 | 924,1 35 | 925,1 36 | 926,0 37 | 927,0 38 | 928,1 39 | 929,1 40 | 930,0 41 | 931,0 42 | 932,0 43 | 933,0 44 | 934,0 45 | 935,1 46 | 936,1 47 | 937,0 48 | 938,0 49 | 939,0 50 | 940,1 51 | 941,1 52 | 942,0 53 | 943,0 54 | 944,1 55 | 945,1 56 | 946,0 57 | 947,0 58 | 948,0 59 | 949,0 60 | 950,0 61 | 951,1 62 | 952,0 63 | 953,0 64 | 954,0 65 | 955,1 66 | 956,0 67 | 957,1 68 | 958,1 69 | 959,0 70 | 960,0 71 | 961,1 72 | 962,1 73 | 963,0 74 | 964,1 75 | 965,0 76 | 966,1 77 | 967,0 78 | 968,0 79 | 969,1 80 | 970,0 81 | 971,1 82 | 972,0 83 | 973,0 84 | 974,0 85 | 975,0 86 | 976,0 87 | 977,0 88 | 978,1 89 | 979,1 90 | 980,1 91 | 981,0 92 | 982,1 93 | 983,0 94 | 984,1 95 | 985,0 96 | 986,0 97 | 987,0 98 | 988,1 99 | 989,0 100 | 990,1 101 | 991,0 102 | 992,1 103 | 993,0 104 | 994,0 105 | 995,0 106 | 996,1 107 | 997,0 108 | 998,0 109 | 999,0 110 | 1000,0 111 | 1001,0 112 | 1002,0 113 | 1003,1 114 | 1004,1 115 | 1005,1 116 | 1006,1 117 | 1007,0 118 | 1008,0 119 | 1009,1 120 | 1010,0 121 | 1011,1 122 | 1012,1 123 | 1013,0 124 | 1014,1 125 | 1015,0 126 | 1016,0 127 | 1017,1 128 | 1018,0 129 | 1019,1 130 | 1020,0 131 | 1021,0 132 | 1022,0 133 | 1023,0 134 | 1024,1 135 | 1025,0 136 | 1026,0 137 | 1027,0 138 | 1028,0 139 | 1029,0 140 | 1030,1 141 | 1031,0 142 | 1032,1 143 | 1033,1 144 | 1034,0 145 | 1035,0 146 | 1036,0 147 | 1037,0 148 | 1038,0 149 | 1039,0 150 | 1040,0 151 | 1041,0 152 | 1042,1 153 | 1043,0 154 | 1044,0 155 | 1045,1 156 | 1046,0 157 | 1047,0 158 | 1048,1 159 | 1049,1 160 | 1050,0 161 | 1051,1 162 | 1052,1 163 | 1053,0 164 | 1054,1 165 | 1055,0 166 | 1056,0 167 | 1057,1 168 | 1058,0 169 | 1059,0 170 | 1060,1 171 | 1061,1 172 | 1062,0 173 | 1063,0 174 | 1064,0 175 | 1065,0 176 | 1066,0 177 | 1067,1 178 | 1068,1 179 | 1069,0 180 | 1070,1 181 | 1071,1 182 | 1072,0 183 | 1073,0 184 | 1074,1 185 | 1075,0 186 | 1076,1 187 | 1077,0 188 | 1078,1 189 | 1079,0 190 | 1080,1 191 | 1081,0 192 | 1082,0 193 | 1083,0 194 | 1084,0 195 | 1085,0 196 | 1086,0 197 | 1087,0 198 | 1088,0 199 | 1089,1 200 | 1090,0 201 | 1091,1 202 | 1092,1 203 | 1093,0 204 | 1094,0 205 | 1095,1 206 | 1096,0 207 | 1097,0 208 | 1098,1 209 | 1099,0 210 | 1100,1 211 | 1101,0 212 | 1102,0 213 | 1103,0 214 | 1104,0 215 | 1105,1 216 | 1106,1 217 | 1107,0 218 | 1108,1 219 | 1109,0 220 | 1110,1 221 | 1111,0 222 | 1112,1 223 | 1113,0 224 | 1114,1 225 | 1115,0 226 | 1116,1 227 | 1117,1 228 | 1118,0 229 | 1119,1 230 | 1120,0 231 | 1121,0 232 | 1122,0 233 | 1123,1 234 | 1124,0 235 | 1125,0 236 | 1126,0 237 | 1127,0 238 | 1128,0 239 | 1129,0 240 | 1130,1 241 | 1131,1 242 | 1132,1 243 | 1133,1 244 | 1134,0 245 | 1135,0 246 | 1136,0 247 | 1137,0 248 | 1138,1 249 | 1139,0 250 | 1140,1 251 | 1141,1 252 | 1142,1 253 | 1143,0 254 | 1144,0 255 | 1145,0 256 | 1146,0 257 | 1147,0 258 | 1148,0 259 | 1149,0 260 | 1150,1 261 | 1151,0 262 | 1152,0 263 | 1153,0 264 | 1154,1 265 | 1155,1 266 | 1156,0 267 | 1157,0 268 | 1158,0 269 | 1159,0 270 | 1160,1 271 | 1161,0 272 | 1162,0 273 | 1163,0 274 | 1164,1 275 | 1165,1 276 | 1166,0 277 | 1167,1 278 | 1168,0 279 | 1169,0 280 | 1170,0 281 | 1171,0 282 | 1172,1 283 | 1173,0 284 | 1174,1 285 | 1175,1 286 | 1176,1 287 | 1177,0 288 | 1178,0 289 | 1179,0 290 | 1180,0 291 | 1181,0 292 | 1182,0 293 | 1183,1 294 | 1184,0 295 | 1185,0 296 | 1186,0 297 | 1187,0 298 | 1188,1 299 | 1189,0 300 | 1190,0 301 | 1191,0 302 | 1192,0 303 | 1193,0 304 | 1194,0 305 | 1195,0 306 | 1196,1 307 | 1197,1 308 | 1198,0 309 | 1199,0 310 | 1200,0 311 | 1201,1 312 | 1202,0 313 | 1203,0 314 | 1204,0 315 | 1205,1 316 | 1206,1 317 | 1207,1 318 | 1208,0 319 | 1209,0 320 | 1210,0 321 | 1211,0 322 | 1212,0 323 | 1213,0 324 | 1214,0 325 | 1215,0 326 | 1216,1 327 | 1217,0 328 | 1218,1 329 | 1219,0 330 | 1220,0 331 | 1221,0 332 | 1222,1 333 | 1223,0 334 | 1224,0 335 | 1225,1 336 | 1226,0 337 | 1227,0 338 | 1228,0 339 | 1229,0 340 | 1230,0 341 | 1231,0 342 | 1232,0 343 | 1233,0 344 | 1234,0 345 | 1235,1 346 | 1236,0 347 | 1237,1 348 | 1238,0 349 | 1239,1 350 | 1240,0 351 | 1241,1 352 | 1242,1 353 | 1243,0 354 | 1244,0 355 | 1245,0 356 | 1246,1 357 | 1247,0 358 | 1248,1 359 | 1249,0 360 | 1250,0 361 | 1251,1 362 | 1252,0 363 | 1253,1 364 | 1254,1 365 | 1255,0 366 | 1256,1 367 | 1257,1 368 | 1258,0 369 | 1259,1 370 | 1260,1 371 | 1261,0 372 | 1262,0 373 | 1263,1 374 | 1264,0 375 | 1265,0 376 | 1266,1 377 | 1267,1 378 | 1268,1 379 | 1269,0 380 | 1270,0 381 | 1271,0 382 | 1272,0 383 | 1273,0 384 | 1274,1 385 | 1275,1 386 | 1276,0 387 | 1277,1 388 | 1278,0 389 | 1279,0 390 | 1280,0 391 | 1281,0 392 | 1282,0 393 | 1283,1 394 | 1284,0 395 | 1285,0 396 | 1286,0 397 | 1287,1 398 | 1288,0 399 | 1289,1 400 | 1290,0 401 | 1291,0 402 | 1292,1 403 | 1293,0 404 | 1294,1 405 | 1295,0 406 | 1296,0 407 | 1297,0 408 | 1298,0 409 | 1299,0 410 | 1300,1 411 | 1301,1 412 | 1302,1 413 | 1303,1 414 | 1304,1 415 | 1305,0 416 | 1306,1 417 | 1307,0 418 | 1308,0 419 | 1309,0 420 | -------------------------------------------------------------------------------- /Task 1-Titanic Classification/requirements.txt: -------------------------------------------------------------------------------- 1 | pandas==1.3.3 2 | numpy==1.21.2 3 | matplotlib==3.4.3 4 | seaborn==0.11.2 5 | scikit-learn==0.24.2 6 | -------------------------------------------------------------------------------- /Task 1-Titanic Classification/submission.csv: -------------------------------------------------------------------------------- 1 | PassengerId,Survived 2 | 892,0 3 | 893,0 4 | 894,0 5 | 895,1 6 | 896,0 7 | 897,0 8 | 898,0 9 | 899,0 10 | 900,1 11 | 901,0 12 | 902,0 13 | 903,0 14 | 904,1 15 | 905,0 16 | 906,1 17 | 907,1 18 | 908,0 19 | 909,1 20 | 910,1 21 | 911,1 22 | 912,0 23 | 913,0 24 | 914,1 25 | 915,1 26 | 916,1 27 | 917,0 28 | 918,1 29 | 919,1 30 | 920,1 31 | 921,0 32 | 922,0 33 | 923,0 34 | 924,0 35 | 925,0 36 | 926,1 37 | 927,0 38 | 928,0 39 | 929,0 40 | 930,0 41 | 931,1 42 | 932,0 43 | 933,1 44 | 934,0 45 | 935,1 46 | 936,1 47 | 937,0 48 | 938,0 49 | 939,0 50 | 940,1 51 | 941,1 52 | 942,1 53 | 943,0 54 | 944,1 55 | 945,1 56 | 946,0 57 | 947,0 58 | 948,0 59 | 949,0 60 | 950,0 61 | 951,1 62 | 952,0 63 | 953,0 64 | 954,0 65 | 955,1 66 | 956,1 67 | 957,1 68 | 958,1 69 | 959,0 70 | 960,0 71 | 961,1 72 | 962,1 73 | 963,0 74 | 964,0 75 | 965,0 76 | 966,1 77 | 967,1 78 | 968,0 79 | 969,1 80 | 970,0 81 | 971,1 82 | 972,1 83 | 973,0 84 | 974,0 85 | 975,0 86 | 976,0 87 | 977,0 88 | 978,1 89 | 979,1 90 | 980,1 91 | 981,1 92 | 982,0 93 | 983,0 94 | 984,1 95 | 985,0 96 | 986,1 97 | 987,0 98 | 988,1 99 | 989,0 100 | 990,0 101 | 991,0 102 | 992,1 103 | 993,0 104 | 994,0 105 | 995,0 106 | 996,1 107 | 997,0 108 | 998,0 109 | 999,0 110 | 1000,0 111 | 1001,0 112 | 1002,0 113 | 1003,1 114 | 1004,1 115 | 1005,1 116 | 1006,1 117 | 1007,0 118 | 1008,0 119 | 1009,1 120 | 1010,1 121 | 1011,1 122 | 1012,1 123 | 1013,0 124 | 1014,1 125 | 1015,0 126 | 1016,0 127 | 1017,1 128 | 1018,0 129 | 1019,1 130 | 1020,0 131 | 1021,0 132 | 1022,0 133 | 1023,0 134 | 1024,0 135 | 1025,0 136 | 1026,0 137 | 1027,0 138 | 1028,1 139 | 1029,0 140 | 1030,0 141 | 1031,0 142 | 1032,0 143 | 1033,1 144 | 1034,0 145 | 1035,0 146 | 1036,1 147 | 1037,0 148 | 1038,0 149 | 1039,0 150 | 1040,1 151 | 1041,0 152 | 1042,1 153 | 1043,0 154 | 1044,0 155 | 1045,0 156 | 1046,0 157 | 1047,0 158 | 1048,1 159 | 1049,0 160 | 1050,1 161 | 1051,1 162 | 1052,1 163 | 1053,1 164 | 1054,1 165 | 1055,0 166 | 1056,0 167 | 1057,0 168 | 1058,0 169 | 1059,0 170 | 1060,1 171 | 1061,0 172 | 1062,0 173 | 1063,1 174 | 1064,0 175 | 1065,0 176 | 1066,0 177 | 1067,1 178 | 1068,1 179 | 1069,0 180 | 1070,1 181 | 1071,1 182 | 1072,0 183 | 1073,1 184 | 1074,1 185 | 1075,0 186 | 1076,1 187 | 1077,0 188 | 1078,1 189 | 1079,0 190 | 1080,0 191 | 1081,0 192 | 1082,0 193 | 1083,0 194 | 1084,0 195 | 1085,0 196 | 1086,1 197 | 1087,0 198 | 1088,1 199 | 1089,0 200 | 1090,0 201 | 1091,0 202 | 1092,1 203 | 1093,1 204 | 1094,0 205 | 1095,1 206 | 1096,0 207 | 1097,0 208 | 1098,0 209 | 1099,0 210 | 1100,1 211 | 1101,0 212 | 1102,0 213 | 1103,0 214 | 1104,0 215 | 1105,1 216 | 1106,0 217 | 1107,0 218 | 1108,1 219 | 1109,0 220 | 1110,1 221 | 1111,0 222 | 1112,1 223 | 1113,0 224 | 1114,1 225 | 1115,0 226 | 1116,1 227 | 1117,0 228 | 1118,0 229 | 1119,1 230 | 1120,0 231 | 1121,0 232 | 1122,0 233 | 1123,1 234 | 1124,0 235 | 1125,0 236 | 1126,1 237 | 1127,0 238 | 1128,0 239 | 1129,1 240 | 1130,1 241 | 1131,1 242 | 1132,1 243 | 1133,1 244 | 1134,0 245 | 1135,0 246 | 1136,0 247 | 1137,0 248 | 1138,1 249 | 1139,0 250 | 1140,1 251 | 1141,0 252 | 1142,1 253 | 1143,0 254 | 1144,0 255 | 1145,0 256 | 1146,0 257 | 1147,0 258 | 1148,0 259 | 1149,0 260 | 1150,1 261 | 1151,0 262 | 1152,0 263 | 1153,0 264 | 1154,1 265 | 1155,1 266 | 1156,0 267 | 1157,0 268 | 1158,0 269 | 1159,0 270 | 1160,0 271 | 1161,0 272 | 1162,0 273 | 1163,0 274 | 1164,1 275 | 1165,1 276 | 1166,0 277 | 1167,1 278 | 1168,0 279 | 1169,0 280 | 1170,0 281 | 1171,0 282 | 1172,0 283 | 1173,1 284 | 1174,1 285 | 1175,0 286 | 1176,1 287 | 1177,0 288 | 1178,0 289 | 1179,0 290 | 1180,0 291 | 1181,0 292 | 1182,0 293 | 1183,0 294 | 1184,0 295 | 1185,0 296 | 1186,0 297 | 1187,0 298 | 1188,1 299 | 1189,0 300 | 1190,0 301 | 1191,0 302 | 1192,0 303 | 1193,0 304 | 1194,0 305 | 1195,0 306 | 1196,1 307 | 1197,1 308 | 1198,0 309 | 1199,1 310 | 1200,0 311 | 1201,0 312 | 1202,0 313 | 1203,1 314 | 1204,0 315 | 1205,0 316 | 1206,1 317 | 1207,1 318 | 1208,0 319 | 1209,0 320 | 1210,0 321 | 1211,0 322 | 1212,0 323 | 1213,0 324 | 1214,0 325 | 1215,1 326 | 1216,1 327 | 1217,0 328 | 1218,1 329 | 1219,0 330 | 1220,0 331 | 1221,0 332 | 1222,1 333 | 1223,0 334 | 1224,0 335 | 1225,1 336 | 1226,0 337 | 1227,0 338 | 1228,1 339 | 1229,0 340 | 1230,0 341 | 1231,0 342 | 1232,0 343 | 1233,0 344 | 1234,0 345 | 1235,1 346 | 1236,0 347 | 1237,1 348 | 1238,0 349 | 1239,0 350 | 1240,0 351 | 1241,1 352 | 1242,1 353 | 1243,0 354 | 1244,0 355 | 1245,0 356 | 1246,1 357 | 1247,0 358 | 1248,1 359 | 1249,0 360 | 1250,0 361 | 1251,1 362 | 1252,0 363 | 1253,1 364 | 1254,1 365 | 1255,1 366 | 1256,1 367 | 1257,0 368 | 1258,0 369 | 1259,0 370 | 1260,1 371 | 1261,0 372 | 1262,0 373 | 1263,1 374 | 1264,0 375 | 1265,0 376 | 1266,1 377 | 1267,1 378 | 1268,0 379 | 1269,0 380 | 1270,0 381 | 1271,0 382 | 1272,0 383 | 1273,0 384 | 1274,0 385 | 1275,1 386 | 1276,0 387 | 1277,1 388 | 1278,0 389 | 1279,0 390 | 1280,0 391 | 1281,0 392 | 1282,0 393 | 1283,1 394 | 1284,0 395 | 1285,0 396 | 1286,0 397 | 1287,1 398 | 1288,0 399 | 1289,1 400 | 1290,0 401 | 1291,0 402 | 1292,1 403 | 1293,0 404 | 1294,1 405 | 1295,0 406 | 1296,0 407 | 1297,0 408 | 1298,0 409 | 1299,0 410 | 1300,1 411 | 1301,1 412 | 1302,1 413 | 1303,1 414 | 1304,0 415 | 1305,0 416 | 1306,1 417 | 1307,0 418 | 1308,0 419 | 1309,0 420 | -------------------------------------------------------------------------------- /Task 1-Titanic Classification/test.csv: -------------------------------------------------------------------------------- 1 | PassengerId,Pclass,Name,Sex,Age,SibSp,Parch,Ticket,Fare,Cabin,Embarked 2 | 892,3,"Kelly, Mr. James",male,34.5,0,0,330911,7.8292,,Q 3 | 893,3,"Wilkes, Mrs. James (Ellen Needs)",female,47,1,0,363272,7,,S 4 | 894,2,"Myles, Mr. Thomas Francis",male,62,0,0,240276,9.6875,,Q 5 | 895,3,"Wirz, Mr. Albert",male,27,0,0,315154,8.6625,,S 6 | 896,3,"Hirvonen, Mrs. Alexander (Helga E Lindqvist)",female,22,1,1,3101298,12.2875,,S 7 | 897,3,"Svensson, Mr. Johan Cervin",male,14,0,0,7538,9.225,,S 8 | 898,3,"Connolly, Miss. Kate",female,30,0,0,330972,7.6292,,Q 9 | 899,2,"Caldwell, Mr. Albert Francis",male,26,1,1,248738,29,,S 10 | 900,3,"Abrahim, Mrs. Joseph (Sophie Halaut Easu)",female,18,0,0,2657,7.2292,,C 11 | 901,3,"Davies, Mr. John Samuel",male,21,2,0,A/4 48871,24.15,,S 12 | 902,3,"Ilieff, Mr. Ylio",male,,0,0,349220,7.8958,,S 13 | 903,1,"Jones, Mr. Charles Cresson",male,46,0,0,694,26,,S 14 | 904,1,"Snyder, Mrs. John Pillsbury (Nelle Stevenson)",female,23,1,0,21228,82.2667,B45,S 15 | 905,2,"Howard, Mr. Benjamin",male,63,1,0,24065,26,,S 16 | 906,1,"Chaffee, Mrs. Herbert Fuller (Carrie Constance Toogood)",female,47,1,0,W.E.P. 5734,61.175,E31,S 17 | 907,2,"del Carlo, Mrs. Sebastiano (Argenia Genovesi)",female,24,1,0,SC/PARIS 2167,27.7208,,C 18 | 908,2,"Keane, Mr. Daniel",male,35,0,0,233734,12.35,,Q 19 | 909,3,"Assaf, Mr. Gerios",male,21,0,0,2692,7.225,,C 20 | 910,3,"Ilmakangas, Miss. Ida Livija",female,27,1,0,STON/O2. 3101270,7.925,,S 21 | 911,3,"Assaf Khalil, Mrs. Mariana (Miriam"")""",female,45,0,0,2696,7.225,,C 22 | 912,1,"Rothschild, Mr. Martin",male,55,1,0,PC 17603,59.4,,C 23 | 913,3,"Olsen, Master. Artur Karl",male,9,0,1,C 17368,3.1708,,S 24 | 914,1,"Flegenheim, Mrs. Alfred (Antoinette)",female,,0,0,PC 17598,31.6833,,S 25 | 915,1,"Williams, Mr. Richard Norris II",male,21,0,1,PC 17597,61.3792,,C 26 | 916,1,"Ryerson, Mrs. Arthur Larned (Emily Maria Borie)",female,48,1,3,PC 17608,262.375,B57 B59 B63 B66,C 27 | 917,3,"Robins, Mr. Alexander A",male,50,1,0,A/5. 3337,14.5,,S 28 | 918,1,"Ostby, Miss. Helene Ragnhild",female,22,0,1,113509,61.9792,B36,C 29 | 919,3,"Daher, Mr. Shedid",male,22.5,0,0,2698,7.225,,C 30 | 920,1,"Brady, Mr. John Bertram",male,41,0,0,113054,30.5,A21,S 31 | 921,3,"Samaan, Mr. Elias",male,,2,0,2662,21.6792,,C 32 | 922,2,"Louch, Mr. Charles Alexander",male,50,1,0,SC/AH 3085,26,,S 33 | 923,2,"Jefferys, Mr. Clifford Thomas",male,24,2,0,C.A. 31029,31.5,,S 34 | 924,3,"Dean, Mrs. Bertram (Eva Georgetta Light)",female,33,1,2,C.A. 2315,20.575,,S 35 | 925,3,"Johnston, Mrs. Andrew G (Elizabeth Lily"" Watson)""",female,,1,2,W./C. 6607,23.45,,S 36 | 926,1,"Mock, Mr. Philipp Edmund",male,30,1,0,13236,57.75,C78,C 37 | 927,3,"Katavelas, Mr. Vassilios (Catavelas Vassilios"")""",male,18.5,0,0,2682,7.2292,,C 38 | 928,3,"Roth, Miss. Sarah A",female,,0,0,342712,8.05,,S 39 | 929,3,"Cacic, Miss. Manda",female,21,0,0,315087,8.6625,,S 40 | 930,3,"Sap, Mr. Julius",male,25,0,0,345768,9.5,,S 41 | 931,3,"Hee, Mr. Ling",male,,0,0,1601,56.4958,,S 42 | 932,3,"Karun, Mr. Franz",male,39,0,1,349256,13.4167,,C 43 | 933,1,"Franklin, Mr. Thomas Parham",male,,0,0,113778,26.55,D34,S 44 | 934,3,"Goldsmith, Mr. Nathan",male,41,0,0,SOTON/O.Q. 3101263,7.85,,S 45 | 935,2,"Corbett, Mrs. Walter H (Irene Colvin)",female,30,0,0,237249,13,,S 46 | 936,1,"Kimball, Mrs. Edwin Nelson Jr (Gertrude Parsons)",female,45,1,0,11753,52.5542,D19,S 47 | 937,3,"Peltomaki, Mr. Nikolai Johannes",male,25,0,0,STON/O 2. 3101291,7.925,,S 48 | 938,1,"Chevre, Mr. Paul Romaine",male,45,0,0,PC 17594,29.7,A9,C 49 | 939,3,"Shaughnessy, Mr. Patrick",male,,0,0,370374,7.75,,Q 50 | 940,1,"Bucknell, Mrs. William Robert (Emma Eliza Ward)",female,60,0,0,11813,76.2917,D15,C 51 | 941,3,"Coutts, Mrs. William (Winnie Minnie"" Treanor)""",female,36,0,2,C.A. 37671,15.9,,S 52 | 942,1,"Smith, Mr. Lucien Philip",male,24,1,0,13695,60,C31,S 53 | 943,2,"Pulbaum, Mr. Franz",male,27,0,0,SC/PARIS 2168,15.0333,,C 54 | 944,2,"Hocking, Miss. Ellen Nellie""""",female,20,2,1,29105,23,,S 55 | 945,1,"Fortune, Miss. Ethel Flora",female,28,3,2,19950,263,C23 C25 C27,S 56 | 946,2,"Mangiavacchi, Mr. Serafino Emilio",male,,0,0,SC/A.3 2861,15.5792,,C 57 | 947,3,"Rice, Master. Albert",male,10,4,1,382652,29.125,,Q 58 | 948,3,"Cor, Mr. Bartol",male,35,0,0,349230,7.8958,,S 59 | 949,3,"Abelseth, Mr. Olaus Jorgensen",male,25,0,0,348122,7.65,F G63,S 60 | 950,3,"Davison, Mr. Thomas Henry",male,,1,0,386525,16.1,,S 61 | 951,1,"Chaudanson, Miss. Victorine",female,36,0,0,PC 17608,262.375,B61,C 62 | 952,3,"Dika, Mr. Mirko",male,17,0,0,349232,7.8958,,S 63 | 953,2,"McCrae, Mr. Arthur Gordon",male,32,0,0,237216,13.5,,S 64 | 954,3,"Bjorklund, Mr. Ernst Herbert",male,18,0,0,347090,7.75,,S 65 | 955,3,"Bradley, Miss. Bridget Delia",female,22,0,0,334914,7.725,,Q 66 | 956,1,"Ryerson, Master. John Borie",male,13,2,2,PC 17608,262.375,B57 B59 B63 B66,C 67 | 957,2,"Corey, Mrs. Percy C (Mary Phyllis Elizabeth Miller)",female,,0,0,F.C.C. 13534,21,,S 68 | 958,3,"Burns, Miss. Mary Delia",female,18,0,0,330963,7.8792,,Q 69 | 959,1,"Moore, Mr. Clarence Bloomfield",male,47,0,0,113796,42.4,,S 70 | 960,1,"Tucker, Mr. Gilbert Milligan Jr",male,31,0,0,2543,28.5375,C53,C 71 | 961,1,"Fortune, Mrs. Mark (Mary McDougald)",female,60,1,4,19950,263,C23 C25 C27,S 72 | 962,3,"Mulvihill, Miss. Bertha E",female,24,0,0,382653,7.75,,Q 73 | 963,3,"Minkoff, Mr. Lazar",male,21,0,0,349211,7.8958,,S 74 | 964,3,"Nieminen, Miss. Manta Josefina",female,29,0,0,3101297,7.925,,S 75 | 965,1,"Ovies y Rodriguez, Mr. Servando",male,28.5,0,0,PC 17562,27.7208,D43,C 76 | 966,1,"Geiger, Miss. Amalie",female,35,0,0,113503,211.5,C130,C 77 | 967,1,"Keeping, Mr. Edwin",male,32.5,0,0,113503,211.5,C132,C 78 | 968,3,"Miles, Mr. Frank",male,,0,0,359306,8.05,,S 79 | 969,1,"Cornell, Mrs. Robert Clifford (Malvina Helen Lamson)",female,55,2,0,11770,25.7,C101,S 80 | 970,2,"Aldworth, Mr. Charles Augustus",male,30,0,0,248744,13,,S 81 | 971,3,"Doyle, Miss. Elizabeth",female,24,0,0,368702,7.75,,Q 82 | 972,3,"Boulos, Master. Akar",male,6,1,1,2678,15.2458,,C 83 | 973,1,"Straus, Mr. Isidor",male,67,1,0,PC 17483,221.7792,C55 C57,S 84 | 974,1,"Case, Mr. Howard Brown",male,49,0,0,19924,26,,S 85 | 975,3,"Demetri, Mr. Marinko",male,,0,0,349238,7.8958,,S 86 | 976,2,"Lamb, Mr. John Joseph",male,,0,0,240261,10.7083,,Q 87 | 977,3,"Khalil, Mr. Betros",male,,1,0,2660,14.4542,,C 88 | 978,3,"Barry, Miss. Julia",female,27,0,0,330844,7.8792,,Q 89 | 979,3,"Badman, Miss. Emily Louisa",female,18,0,0,A/4 31416,8.05,,S 90 | 980,3,"O'Donoghue, Ms. Bridget",female,,0,0,364856,7.75,,Q 91 | 981,2,"Wells, Master. Ralph Lester",male,2,1,1,29103,23,,S 92 | 982,3,"Dyker, Mrs. Adolf Fredrik (Anna Elisabeth Judith Andersson)",female,22,1,0,347072,13.9,,S 93 | 983,3,"Pedersen, Mr. Olaf",male,,0,0,345498,7.775,,S 94 | 984,1,"Davidson, Mrs. Thornton (Orian Hays)",female,27,1,2,F.C. 12750,52,B71,S 95 | 985,3,"Guest, Mr. Robert",male,,0,0,376563,8.05,,S 96 | 986,1,"Birnbaum, Mr. Jakob",male,25,0,0,13905,26,,C 97 | 987,3,"Tenglin, Mr. Gunnar Isidor",male,25,0,0,350033,7.7958,,S 98 | 988,1,"Cavendish, Mrs. Tyrell William (Julia Florence Siegel)",female,76,1,0,19877,78.85,C46,S 99 | 989,3,"Makinen, Mr. Kalle Edvard",male,29,0,0,STON/O 2. 3101268,7.925,,S 100 | 990,3,"Braf, Miss. Elin Ester Maria",female,20,0,0,347471,7.8542,,S 101 | 991,3,"Nancarrow, Mr. William Henry",male,33,0,0,A./5. 3338,8.05,,S 102 | 992,1,"Stengel, Mrs. Charles Emil Henry (Annie May Morris)",female,43,1,0,11778,55.4417,C116,C 103 | 993,2,"Weisz, Mr. Leopold",male,27,1,0,228414,26,,S 104 | 994,3,"Foley, Mr. William",male,,0,0,365235,7.75,,Q 105 | 995,3,"Johansson Palmquist, Mr. Oskar Leander",male,26,0,0,347070,7.775,,S 106 | 996,3,"Thomas, Mrs. Alexander (Thamine Thelma"")""",female,16,1,1,2625,8.5167,,C 107 | 997,3,"Holthen, Mr. Johan Martin",male,28,0,0,C 4001,22.525,,S 108 | 998,3,"Buckley, Mr. Daniel",male,21,0,0,330920,7.8208,,Q 109 | 999,3,"Ryan, Mr. Edward",male,,0,0,383162,7.75,,Q 110 | 1000,3,"Willer, Mr. Aaron (Abi Weller"")""",male,,0,0,3410,8.7125,,S 111 | 1001,2,"Swane, Mr. George",male,18.5,0,0,248734,13,F,S 112 | 1002,2,"Stanton, Mr. Samuel Ward",male,41,0,0,237734,15.0458,,C 113 | 1003,3,"Shine, Miss. Ellen Natalia",female,,0,0,330968,7.7792,,Q 114 | 1004,1,"Evans, Miss. Edith Corse",female,36,0,0,PC 17531,31.6792,A29,C 115 | 1005,3,"Buckley, Miss. Katherine",female,18.5,0,0,329944,7.2833,,Q 116 | 1006,1,"Straus, Mrs. Isidor (Rosalie Ida Blun)",female,63,1,0,PC 17483,221.7792,C55 C57,S 117 | 1007,3,"Chronopoulos, Mr. Demetrios",male,18,1,0,2680,14.4542,,C 118 | 1008,3,"Thomas, Mr. John",male,,0,0,2681,6.4375,,C 119 | 1009,3,"Sandstrom, Miss. Beatrice Irene",female,1,1,1,PP 9549,16.7,G6,S 120 | 1010,1,"Beattie, Mr. Thomson",male,36,0,0,13050,75.2417,C6,C 121 | 1011,2,"Chapman, Mrs. John Henry (Sara Elizabeth Lawry)",female,29,1,0,SC/AH 29037,26,,S 122 | 1012,2,"Watt, Miss. Bertha J",female,12,0,0,C.A. 33595,15.75,,S 123 | 1013,3,"Kiernan, Mr. John",male,,1,0,367227,7.75,,Q 124 | 1014,1,"Schabert, Mrs. Paul (Emma Mock)",female,35,1,0,13236,57.75,C28,C 125 | 1015,3,"Carver, Mr. Alfred John",male,28,0,0,392095,7.25,,S 126 | 1016,3,"Kennedy, Mr. John",male,,0,0,368783,7.75,,Q 127 | 1017,3,"Cribb, Miss. Laura Alice",female,17,0,1,371362,16.1,,S 128 | 1018,3,"Brobeck, Mr. Karl Rudolf",male,22,0,0,350045,7.7958,,S 129 | 1019,3,"McCoy, Miss. Alicia",female,,2,0,367226,23.25,,Q 130 | 1020,2,"Bowenur, Mr. Solomon",male,42,0,0,211535,13,,S 131 | 1021,3,"Petersen, Mr. Marius",male,24,0,0,342441,8.05,,S 132 | 1022,3,"Spinner, Mr. Henry John",male,32,0,0,STON/OQ. 369943,8.05,,S 133 | 1023,1,"Gracie, Col. Archibald IV",male,53,0,0,113780,28.5,C51,C 134 | 1024,3,"Lefebre, Mrs. Frank (Frances)",female,,0,4,4133,25.4667,,S 135 | 1025,3,"Thomas, Mr. Charles P",male,,1,0,2621,6.4375,,C 136 | 1026,3,"Dintcheff, Mr. Valtcho",male,43,0,0,349226,7.8958,,S 137 | 1027,3,"Carlsson, Mr. Carl Robert",male,24,0,0,350409,7.8542,,S 138 | 1028,3,"Zakarian, Mr. Mapriededer",male,26.5,0,0,2656,7.225,,C 139 | 1029,2,"Schmidt, Mr. August",male,26,0,0,248659,13,,S 140 | 1030,3,"Drapkin, Miss. Jennie",female,23,0,0,SOTON/OQ 392083,8.05,,S 141 | 1031,3,"Goodwin, Mr. Charles Frederick",male,40,1,6,CA 2144,46.9,,S 142 | 1032,3,"Goodwin, Miss. Jessie Allis",female,10,5,2,CA 2144,46.9,,S 143 | 1033,1,"Daniels, Miss. Sarah",female,33,0,0,113781,151.55,,S 144 | 1034,1,"Ryerson, Mr. Arthur Larned",male,61,1,3,PC 17608,262.375,B57 B59 B63 B66,C 145 | 1035,2,"Beauchamp, Mr. Henry James",male,28,0,0,244358,26,,S 146 | 1036,1,"Lindeberg-Lind, Mr. Erik Gustaf (Mr Edward Lingrey"")""",male,42,0,0,17475,26.55,,S 147 | 1037,3,"Vander Planke, Mr. Julius",male,31,3,0,345763,18,,S 148 | 1038,1,"Hilliard, Mr. Herbert Henry",male,,0,0,17463,51.8625,E46,S 149 | 1039,3,"Davies, Mr. Evan",male,22,0,0,SC/A4 23568,8.05,,S 150 | 1040,1,"Crafton, Mr. John Bertram",male,,0,0,113791,26.55,,S 151 | 1041,2,"Lahtinen, Rev. William",male,30,1,1,250651,26,,S 152 | 1042,1,"Earnshaw, Mrs. Boulton (Olive Potter)",female,23,0,1,11767,83.1583,C54,C 153 | 1043,3,"Matinoff, Mr. Nicola",male,,0,0,349255,7.8958,,C 154 | 1044,3,"Storey, Mr. Thomas",male,60.5,0,0,3701,,,S 155 | 1045,3,"Klasen, Mrs. (Hulda Kristina Eugenia Lofqvist)",female,36,0,2,350405,12.1833,,S 156 | 1046,3,"Asplund, Master. Filip Oscar",male,13,4,2,347077,31.3875,,S 157 | 1047,3,"Duquemin, Mr. Joseph",male,24,0,0,S.O./P.P. 752,7.55,,S 158 | 1048,1,"Bird, Miss. Ellen",female,29,0,0,PC 17483,221.7792,C97,S 159 | 1049,3,"Lundin, Miss. Olga Elida",female,23,0,0,347469,7.8542,,S 160 | 1050,1,"Borebank, Mr. John James",male,42,0,0,110489,26.55,D22,S 161 | 1051,3,"Peacock, Mrs. Benjamin (Edith Nile)",female,26,0,2,SOTON/O.Q. 3101315,13.775,,S 162 | 1052,3,"Smyth, Miss. Julia",female,,0,0,335432,7.7333,,Q 163 | 1053,3,"Touma, Master. Georges Youssef",male,7,1,1,2650,15.2458,,C 164 | 1054,2,"Wright, Miss. Marion",female,26,0,0,220844,13.5,,S 165 | 1055,3,"Pearce, Mr. Ernest",male,,0,0,343271,7,,S 166 | 1056,2,"Peruschitz, Rev. Joseph Maria",male,41,0,0,237393,13,,S 167 | 1057,3,"Kink-Heilmann, Mrs. Anton (Luise Heilmann)",female,26,1,1,315153,22.025,,S 168 | 1058,1,"Brandeis, Mr. Emil",male,48,0,0,PC 17591,50.4958,B10,C 169 | 1059,3,"Ford, Mr. Edward Watson",male,18,2,2,W./C. 6608,34.375,,S 170 | 1060,1,"Cassebeer, Mrs. Henry Arthur Jr (Eleanor Genevieve Fosdick)",female,,0,0,17770,27.7208,,C 171 | 1061,3,"Hellstrom, Miss. Hilda Maria",female,22,0,0,7548,8.9625,,S 172 | 1062,3,"Lithman, Mr. Simon",male,,0,0,S.O./P.P. 251,7.55,,S 173 | 1063,3,"Zakarian, Mr. Ortin",male,27,0,0,2670,7.225,,C 174 | 1064,3,"Dyker, Mr. Adolf Fredrik",male,23,1,0,347072,13.9,,S 175 | 1065,3,"Torfa, Mr. Assad",male,,0,0,2673,7.2292,,C 176 | 1066,3,"Asplund, Mr. Carl Oscar Vilhelm Gustafsson",male,40,1,5,347077,31.3875,,S 177 | 1067,2,"Brown, Miss. Edith Eileen",female,15,0,2,29750,39,,S 178 | 1068,2,"Sincock, Miss. Maude",female,20,0,0,C.A. 33112,36.75,,S 179 | 1069,1,"Stengel, Mr. Charles Emil Henry",male,54,1,0,11778,55.4417,C116,C 180 | 1070,2,"Becker, Mrs. Allen Oliver (Nellie E Baumgardner)",female,36,0,3,230136,39,F4,S 181 | 1071,1,"Compton, Mrs. Alexander Taylor (Mary Eliza Ingersoll)",female,64,0,2,PC 17756,83.1583,E45,C 182 | 1072,2,"McCrie, Mr. James Matthew",male,30,0,0,233478,13,,S 183 | 1073,1,"Compton, Mr. Alexander Taylor Jr",male,37,1,1,PC 17756,83.1583,E52,C 184 | 1074,1,"Marvin, Mrs. Daniel Warner (Mary Graham Carmichael Farquarson)",female,18,1,0,113773,53.1,D30,S 185 | 1075,3,"Lane, Mr. Patrick",male,,0,0,7935,7.75,,Q 186 | 1076,1,"Douglas, Mrs. Frederick Charles (Mary Helene Baxter)",female,27,1,1,PC 17558,247.5208,B58 B60,C 187 | 1077,2,"Maybery, Mr. Frank Hubert",male,40,0,0,239059,16,,S 188 | 1078,2,"Phillips, Miss. Alice Frances Louisa",female,21,0,1,S.O./P.P. 2,21,,S 189 | 1079,3,"Davies, Mr. Joseph",male,17,2,0,A/4 48873,8.05,,S 190 | 1080,3,"Sage, Miss. Ada",female,,8,2,CA. 2343,69.55,,S 191 | 1081,2,"Veal, Mr. James",male,40,0,0,28221,13,,S 192 | 1082,2,"Angle, Mr. William A",male,34,1,0,226875,26,,S 193 | 1083,1,"Salomon, Mr. Abraham L",male,,0,0,111163,26,,S 194 | 1084,3,"van Billiard, Master. Walter John",male,11.5,1,1,A/5. 851,14.5,,S 195 | 1085,2,"Lingane, Mr. John",male,61,0,0,235509,12.35,,Q 196 | 1086,2,"Drew, Master. Marshall Brines",male,8,0,2,28220,32.5,,S 197 | 1087,3,"Karlsson, Mr. Julius Konrad Eugen",male,33,0,0,347465,7.8542,,S 198 | 1088,1,"Spedden, Master. Robert Douglas",male,6,0,2,16966,134.5,E34,C 199 | 1089,3,"Nilsson, Miss. Berta Olivia",female,18,0,0,347066,7.775,,S 200 | 1090,2,"Baimbrigge, Mr. Charles Robert",male,23,0,0,C.A. 31030,10.5,,S 201 | 1091,3,"Rasmussen, Mrs. (Lena Jacobsen Solvang)",female,,0,0,65305,8.1125,,S 202 | 1092,3,"Murphy, Miss. Nora",female,,0,0,36568,15.5,,Q 203 | 1093,3,"Danbom, Master. Gilbert Sigvard Emanuel",male,0.33,0,2,347080,14.4,,S 204 | 1094,1,"Astor, Col. John Jacob",male,47,1,0,PC 17757,227.525,C62 C64,C 205 | 1095,2,"Quick, Miss. Winifred Vera",female,8,1,1,26360,26,,S 206 | 1096,2,"Andrew, Mr. Frank Thomas",male,25,0,0,C.A. 34050,10.5,,S 207 | 1097,1,"Omont, Mr. Alfred Fernand",male,,0,0,F.C. 12998,25.7417,,C 208 | 1098,3,"McGowan, Miss. Katherine",female,35,0,0,9232,7.75,,Q 209 | 1099,2,"Collett, Mr. Sidney C Stuart",male,24,0,0,28034,10.5,,S 210 | 1100,1,"Rosenbaum, Miss. Edith Louise",female,33,0,0,PC 17613,27.7208,A11,C 211 | 1101,3,"Delalic, Mr. Redjo",male,25,0,0,349250,7.8958,,S 212 | 1102,3,"Andersen, Mr. Albert Karvin",male,32,0,0,C 4001,22.525,,S 213 | 1103,3,"Finoli, Mr. Luigi",male,,0,0,SOTON/O.Q. 3101308,7.05,,S 214 | 1104,2,"Deacon, Mr. Percy William",male,17,0,0,S.O.C. 14879,73.5,,S 215 | 1105,2,"Howard, Mrs. Benjamin (Ellen Truelove Arman)",female,60,1,0,24065,26,,S 216 | 1106,3,"Andersson, Miss. Ida Augusta Margareta",female,38,4,2,347091,7.775,,S 217 | 1107,1,"Head, Mr. Christopher",male,42,0,0,113038,42.5,B11,S 218 | 1108,3,"Mahon, Miss. Bridget Delia",female,,0,0,330924,7.8792,,Q 219 | 1109,1,"Wick, Mr. George Dennick",male,57,1,1,36928,164.8667,,S 220 | 1110,1,"Widener, Mrs. George Dunton (Eleanor Elkins)",female,50,1,1,113503,211.5,C80,C 221 | 1111,3,"Thomson, Mr. Alexander Morrison",male,,0,0,32302,8.05,,S 222 | 1112,2,"Duran y More, Miss. Florentina",female,30,1,0,SC/PARIS 2148,13.8583,,C 223 | 1113,3,"Reynolds, Mr. Harold J",male,21,0,0,342684,8.05,,S 224 | 1114,2,"Cook, Mrs. (Selena Rogers)",female,22,0,0,W./C. 14266,10.5,F33,S 225 | 1115,3,"Karlsson, Mr. Einar Gervasius",male,21,0,0,350053,7.7958,,S 226 | 1116,1,"Candee, Mrs. Edward (Helen Churchill Hungerford)",female,53,0,0,PC 17606,27.4458,,C 227 | 1117,3,"Moubarek, Mrs. George (Omine Amenia"" Alexander)""",female,,0,2,2661,15.2458,,C 228 | 1118,3,"Asplund, Mr. Johan Charles",male,23,0,0,350054,7.7958,,S 229 | 1119,3,"McNeill, Miss. Bridget",female,,0,0,370368,7.75,,Q 230 | 1120,3,"Everett, Mr. Thomas James",male,40.5,0,0,C.A. 6212,15.1,,S 231 | 1121,2,"Hocking, Mr. Samuel James Metcalfe",male,36,0,0,242963,13,,S 232 | 1122,2,"Sweet, Mr. George Frederick",male,14,0,0,220845,65,,S 233 | 1123,1,"Willard, Miss. Constance",female,21,0,0,113795,26.55,,S 234 | 1124,3,"Wiklund, Mr. Karl Johan",male,21,1,0,3101266,6.4958,,S 235 | 1125,3,"Linehan, Mr. Michael",male,,0,0,330971,7.8792,,Q 236 | 1126,1,"Cumings, Mr. John Bradley",male,39,1,0,PC 17599,71.2833,C85,C 237 | 1127,3,"Vendel, Mr. Olof Edvin",male,20,0,0,350416,7.8542,,S 238 | 1128,1,"Warren, Mr. Frank Manley",male,64,1,0,110813,75.25,D37,C 239 | 1129,3,"Baccos, Mr. Raffull",male,20,0,0,2679,7.225,,C 240 | 1130,2,"Hiltunen, Miss. Marta",female,18,1,1,250650,13,,S 241 | 1131,1,"Douglas, Mrs. Walter Donald (Mahala Dutton)",female,48,1,0,PC 17761,106.425,C86,C 242 | 1132,1,"Lindstrom, Mrs. Carl Johan (Sigrid Posse)",female,55,0,0,112377,27.7208,,C 243 | 1133,2,"Christy, Mrs. (Alice Frances)",female,45,0,2,237789,30,,S 244 | 1134,1,"Spedden, Mr. Frederic Oakley",male,45,1,1,16966,134.5,E34,C 245 | 1135,3,"Hyman, Mr. Abraham",male,,0,0,3470,7.8875,,S 246 | 1136,3,"Johnston, Master. William Arthur Willie""""",male,,1,2,W./C. 6607,23.45,,S 247 | 1137,1,"Kenyon, Mr. Frederick R",male,41,1,0,17464,51.8625,D21,S 248 | 1138,2,"Karnes, Mrs. J Frank (Claire Bennett)",female,22,0,0,F.C.C. 13534,21,,S 249 | 1139,2,"Drew, Mr. James Vivian",male,42,1,1,28220,32.5,,S 250 | 1140,2,"Hold, Mrs. Stephen (Annie Margaret Hill)",female,29,1,0,26707,26,,S 251 | 1141,3,"Khalil, Mrs. Betros (Zahie Maria"" Elias)""",female,,1,0,2660,14.4542,,C 252 | 1142,2,"West, Miss. Barbara J",female,0.92,1,2,C.A. 34651,27.75,,S 253 | 1143,3,"Abrahamsson, Mr. Abraham August Johannes",male,20,0,0,SOTON/O2 3101284,7.925,,S 254 | 1144,1,"Clark, Mr. Walter Miller",male,27,1,0,13508,136.7792,C89,C 255 | 1145,3,"Salander, Mr. Karl Johan",male,24,0,0,7266,9.325,,S 256 | 1146,3,"Wenzel, Mr. Linhart",male,32.5,0,0,345775,9.5,,S 257 | 1147,3,"MacKay, Mr. George William",male,,0,0,C.A. 42795,7.55,,S 258 | 1148,3,"Mahon, Mr. John",male,,0,0,AQ/4 3130,7.75,,Q 259 | 1149,3,"Niklasson, Mr. Samuel",male,28,0,0,363611,8.05,,S 260 | 1150,2,"Bentham, Miss. Lilian W",female,19,0,0,28404,13,,S 261 | 1151,3,"Midtsjo, Mr. Karl Albert",male,21,0,0,345501,7.775,,S 262 | 1152,3,"de Messemaeker, Mr. Guillaume Joseph",male,36.5,1,0,345572,17.4,,S 263 | 1153,3,"Nilsson, Mr. August Ferdinand",male,21,0,0,350410,7.8542,,S 264 | 1154,2,"Wells, Mrs. Arthur Henry (Addie"" Dart Trevaskis)""",female,29,0,2,29103,23,,S 265 | 1155,3,"Klasen, Miss. Gertrud Emilia",female,1,1,1,350405,12.1833,,S 266 | 1156,2,"Portaluppi, Mr. Emilio Ilario Giuseppe",male,30,0,0,C.A. 34644,12.7375,,C 267 | 1157,3,"Lyntakoff, Mr. Stanko",male,,0,0,349235,7.8958,,S 268 | 1158,1,"Chisholm, Mr. Roderick Robert Crispin",male,,0,0,112051,0,,S 269 | 1159,3,"Warren, Mr. Charles William",male,,0,0,C.A. 49867,7.55,,S 270 | 1160,3,"Howard, Miss. May Elizabeth",female,,0,0,A. 2. 39186,8.05,,S 271 | 1161,3,"Pokrnic, Mr. Mate",male,17,0,0,315095,8.6625,,S 272 | 1162,1,"McCaffry, Mr. Thomas Francis",male,46,0,0,13050,75.2417,C6,C 273 | 1163,3,"Fox, Mr. Patrick",male,,0,0,368573,7.75,,Q 274 | 1164,1,"Clark, Mrs. Walter Miller (Virginia McDowell)",female,26,1,0,13508,136.7792,C89,C 275 | 1165,3,"Lennon, Miss. Mary",female,,1,0,370371,15.5,,Q 276 | 1166,3,"Saade, Mr. Jean Nassr",male,,0,0,2676,7.225,,C 277 | 1167,2,"Bryhl, Miss. Dagmar Jenny Ingeborg ",female,20,1,0,236853,26,,S 278 | 1168,2,"Parker, Mr. Clifford Richard",male,28,0,0,SC 14888,10.5,,S 279 | 1169,2,"Faunthorpe, Mr. Harry",male,40,1,0,2926,26,,S 280 | 1170,2,"Ware, Mr. John James",male,30,1,0,CA 31352,21,,S 281 | 1171,2,"Oxenham, Mr. Percy Thomas",male,22,0,0,W./C. 14260,10.5,,S 282 | 1172,3,"Oreskovic, Miss. Jelka",female,23,0,0,315085,8.6625,,S 283 | 1173,3,"Peacock, Master. Alfred Edward",male,0.75,1,1,SOTON/O.Q. 3101315,13.775,,S 284 | 1174,3,"Fleming, Miss. Honora",female,,0,0,364859,7.75,,Q 285 | 1175,3,"Touma, Miss. Maria Youssef",female,9,1,1,2650,15.2458,,C 286 | 1176,3,"Rosblom, Miss. Salli Helena",female,2,1,1,370129,20.2125,,S 287 | 1177,3,"Dennis, Mr. William",male,36,0,0,A/5 21175,7.25,,S 288 | 1178,3,"Franklin, Mr. Charles (Charles Fardon)",male,,0,0,SOTON/O.Q. 3101314,7.25,,S 289 | 1179,1,"Snyder, Mr. John Pillsbury",male,24,1,0,21228,82.2667,B45,S 290 | 1180,3,"Mardirosian, Mr. Sarkis",male,,0,0,2655,7.2292,F E46,C 291 | 1181,3,"Ford, Mr. Arthur",male,,0,0,A/5 1478,8.05,,S 292 | 1182,1,"Rheims, Mr. George Alexander Lucien",male,,0,0,PC 17607,39.6,,S 293 | 1183,3,"Daly, Miss. Margaret Marcella Maggie""""",female,30,0,0,382650,6.95,,Q 294 | 1184,3,"Nasr, Mr. Mustafa",male,,0,0,2652,7.2292,,C 295 | 1185,1,"Dodge, Dr. Washington",male,53,1,1,33638,81.8583,A34,S 296 | 1186,3,"Wittevrongel, Mr. Camille",male,36,0,0,345771,9.5,,S 297 | 1187,3,"Angheloff, Mr. Minko",male,26,0,0,349202,7.8958,,S 298 | 1188,2,"Laroche, Miss. Louise",female,1,1,2,SC/Paris 2123,41.5792,,C 299 | 1189,3,"Samaan, Mr. Hanna",male,,2,0,2662,21.6792,,C 300 | 1190,1,"Loring, Mr. Joseph Holland",male,30,0,0,113801,45.5,,S 301 | 1191,3,"Johansson, Mr. Nils",male,29,0,0,347467,7.8542,,S 302 | 1192,3,"Olsson, Mr. Oscar Wilhelm",male,32,0,0,347079,7.775,,S 303 | 1193,2,"Malachard, Mr. Noel",male,,0,0,237735,15.0458,D,C 304 | 1194,2,"Phillips, Mr. Escott Robert",male,43,0,1,S.O./P.P. 2,21,,S 305 | 1195,3,"Pokrnic, Mr. Tome",male,24,0,0,315092,8.6625,,S 306 | 1196,3,"McCarthy, Miss. Catherine Katie""""",female,,0,0,383123,7.75,,Q 307 | 1197,1,"Crosby, Mrs. Edward Gifford (Catherine Elizabeth Halstead)",female,64,1,1,112901,26.55,B26,S 308 | 1198,1,"Allison, Mr. Hudson Joshua Creighton",male,30,1,2,113781,151.55,C22 C26,S 309 | 1199,3,"Aks, Master. Philip Frank",male,0.83,0,1,392091,9.35,,S 310 | 1200,1,"Hays, Mr. Charles Melville",male,55,1,1,12749,93.5,B69,S 311 | 1201,3,"Hansen, Mrs. Claus Peter (Jennie L Howard)",female,45,1,0,350026,14.1083,,S 312 | 1202,3,"Cacic, Mr. Jego Grga",male,18,0,0,315091,8.6625,,S 313 | 1203,3,"Vartanian, Mr. David",male,22,0,0,2658,7.225,,C 314 | 1204,3,"Sadowitz, Mr. Harry",male,,0,0,LP 1588,7.575,,S 315 | 1205,3,"Carr, Miss. Jeannie",female,37,0,0,368364,7.75,,Q 316 | 1206,1,"White, Mrs. John Stuart (Ella Holmes)",female,55,0,0,PC 17760,135.6333,C32,C 317 | 1207,3,"Hagardon, Miss. Kate",female,17,0,0,AQ/3. 30631,7.7333,,Q 318 | 1208,1,"Spencer, Mr. William Augustus",male,57,1,0,PC 17569,146.5208,B78,C 319 | 1209,2,"Rogers, Mr. Reginald Harry",male,19,0,0,28004,10.5,,S 320 | 1210,3,"Jonsson, Mr. Nils Hilding",male,27,0,0,350408,7.8542,,S 321 | 1211,2,"Jefferys, Mr. Ernest Wilfred",male,22,2,0,C.A. 31029,31.5,,S 322 | 1212,3,"Andersson, Mr. Johan Samuel",male,26,0,0,347075,7.775,,S 323 | 1213,3,"Krekorian, Mr. Neshan",male,25,0,0,2654,7.2292,F E57,C 324 | 1214,2,"Nesson, Mr. Israel",male,26,0,0,244368,13,F2,S 325 | 1215,1,"Rowe, Mr. Alfred G",male,33,0,0,113790,26.55,,S 326 | 1216,1,"Kreuchen, Miss. Emilie",female,39,0,0,24160,211.3375,,S 327 | 1217,3,"Assam, Mr. Ali",male,23,0,0,SOTON/O.Q. 3101309,7.05,,S 328 | 1218,2,"Becker, Miss. Ruth Elizabeth",female,12,2,1,230136,39,F4,S 329 | 1219,1,"Rosenshine, Mr. George (Mr George Thorne"")""",male,46,0,0,PC 17585,79.2,,C 330 | 1220,2,"Clarke, Mr. Charles Valentine",male,29,1,0,2003,26,,S 331 | 1221,2,"Enander, Mr. Ingvar",male,21,0,0,236854,13,,S 332 | 1222,2,"Davies, Mrs. John Morgan (Elizabeth Agnes Mary White) ",female,48,0,2,C.A. 33112,36.75,,S 333 | 1223,1,"Dulles, Mr. William Crothers",male,39,0,0,PC 17580,29.7,A18,C 334 | 1224,3,"Thomas, Mr. Tannous",male,,0,0,2684,7.225,,C 335 | 1225,3,"Nakid, Mrs. Said (Waika Mary"" Mowad)""",female,19,1,1,2653,15.7417,,C 336 | 1226,3,"Cor, Mr. Ivan",male,27,0,0,349229,7.8958,,S 337 | 1227,1,"Maguire, Mr. John Edward",male,30,0,0,110469,26,C106,S 338 | 1228,2,"de Brito, Mr. Jose Joaquim",male,32,0,0,244360,13,,S 339 | 1229,3,"Elias, Mr. Joseph",male,39,0,2,2675,7.2292,,C 340 | 1230,2,"Denbury, Mr. Herbert",male,25,0,0,C.A. 31029,31.5,,S 341 | 1231,3,"Betros, Master. Seman",male,,0,0,2622,7.2292,,C 342 | 1232,2,"Fillbrook, Mr. Joseph Charles",male,18,0,0,C.A. 15185,10.5,,S 343 | 1233,3,"Lundstrom, Mr. Thure Edvin",male,32,0,0,350403,7.5792,,S 344 | 1234,3,"Sage, Mr. John George",male,,1,9,CA. 2343,69.55,,S 345 | 1235,1,"Cardeza, Mrs. James Warburton Martinez (Charlotte Wardle Drake)",female,58,0,1,PC 17755,512.3292,B51 B53 B55,C 346 | 1236,3,"van Billiard, Master. James William",male,,1,1,A/5. 851,14.5,,S 347 | 1237,3,"Abelseth, Miss. Karen Marie",female,16,0,0,348125,7.65,,S 348 | 1238,2,"Botsford, Mr. William Hull",male,26,0,0,237670,13,,S 349 | 1239,3,"Whabee, Mrs. George Joseph (Shawneene Abi-Saab)",female,38,0,0,2688,7.2292,,C 350 | 1240,2,"Giles, Mr. Ralph",male,24,0,0,248726,13.5,,S 351 | 1241,2,"Walcroft, Miss. Nellie",female,31,0,0,F.C.C. 13528,21,,S 352 | 1242,1,"Greenfield, Mrs. Leo David (Blanche Strouse)",female,45,0,1,PC 17759,63.3583,D10 D12,C 353 | 1243,2,"Stokes, Mr. Philip Joseph",male,25,0,0,F.C.C. 13540,10.5,,S 354 | 1244,2,"Dibden, Mr. William",male,18,0,0,S.O.C. 14879,73.5,,S 355 | 1245,2,"Herman, Mr. Samuel",male,49,1,2,220845,65,,S 356 | 1246,3,"Dean, Miss. Elizabeth Gladys Millvina""""",female,0.17,1,2,C.A. 2315,20.575,,S 357 | 1247,1,"Julian, Mr. Henry Forbes",male,50,0,0,113044,26,E60,S 358 | 1248,1,"Brown, Mrs. John Murray (Caroline Lane Lamson)",female,59,2,0,11769,51.4792,C101,S 359 | 1249,3,"Lockyer, Mr. Edward",male,,0,0,1222,7.8792,,S 360 | 1250,3,"O'Keefe, Mr. Patrick",male,,0,0,368402,7.75,,Q 361 | 1251,3,"Lindell, Mrs. Edvard Bengtsson (Elin Gerda Persson)",female,30,1,0,349910,15.55,,S 362 | 1252,3,"Sage, Master. William Henry",male,14.5,8,2,CA. 2343,69.55,,S 363 | 1253,2,"Mallet, Mrs. Albert (Antoinette Magnin)",female,24,1,1,S.C./PARIS 2079,37.0042,,C 364 | 1254,2,"Ware, Mrs. John James (Florence Louise Long)",female,31,0,0,CA 31352,21,,S 365 | 1255,3,"Strilic, Mr. Ivan",male,27,0,0,315083,8.6625,,S 366 | 1256,1,"Harder, Mrs. George Achilles (Dorothy Annan)",female,25,1,0,11765,55.4417,E50,C 367 | 1257,3,"Sage, Mrs. John (Annie Bullen)",female,,1,9,CA. 2343,69.55,,S 368 | 1258,3,"Caram, Mr. Joseph",male,,1,0,2689,14.4583,,C 369 | 1259,3,"Riihivouri, Miss. Susanna Juhantytar Sanni""""",female,22,0,0,3101295,39.6875,,S 370 | 1260,1,"Gibson, Mrs. Leonard (Pauline C Boeson)",female,45,0,1,112378,59.4,,C 371 | 1261,2,"Pallas y Castello, Mr. Emilio",male,29,0,0,SC/PARIS 2147,13.8583,,C 372 | 1262,2,"Giles, Mr. Edgar",male,21,1,0,28133,11.5,,S 373 | 1263,1,"Wilson, Miss. Helen Alice",female,31,0,0,16966,134.5,E39 E41,C 374 | 1264,1,"Ismay, Mr. Joseph Bruce",male,49,0,0,112058,0,B52 B54 B56,S 375 | 1265,2,"Harbeck, Mr. William H",male,44,0,0,248746,13,,S 376 | 1266,1,"Dodge, Mrs. Washington (Ruth Vidaver)",female,54,1,1,33638,81.8583,A34,S 377 | 1267,1,"Bowen, Miss. Grace Scott",female,45,0,0,PC 17608,262.375,,C 378 | 1268,3,"Kink, Miss. Maria",female,22,2,0,315152,8.6625,,S 379 | 1269,2,"Cotterill, Mr. Henry Harry""""",male,21,0,0,29107,11.5,,S 380 | 1270,1,"Hipkins, Mr. William Edward",male,55,0,0,680,50,C39,S 381 | 1271,3,"Asplund, Master. Carl Edgar",male,5,4,2,347077,31.3875,,S 382 | 1272,3,"O'Connor, Mr. Patrick",male,,0,0,366713,7.75,,Q 383 | 1273,3,"Foley, Mr. Joseph",male,26,0,0,330910,7.8792,,Q 384 | 1274,3,"Risien, Mrs. Samuel (Emma)",female,,0,0,364498,14.5,,S 385 | 1275,3,"McNamee, Mrs. Neal (Eileen O'Leary)",female,19,1,0,376566,16.1,,S 386 | 1276,2,"Wheeler, Mr. Edwin Frederick""""",male,,0,0,SC/PARIS 2159,12.875,,S 387 | 1277,2,"Herman, Miss. Kate",female,24,1,2,220845,65,,S 388 | 1278,3,"Aronsson, Mr. Ernst Axel Algot",male,24,0,0,349911,7.775,,S 389 | 1279,2,"Ashby, Mr. John",male,57,0,0,244346,13,,S 390 | 1280,3,"Canavan, Mr. Patrick",male,21,0,0,364858,7.75,,Q 391 | 1281,3,"Palsson, Master. Paul Folke",male,6,3,1,349909,21.075,,S 392 | 1282,1,"Payne, Mr. Vivian Ponsonby",male,23,0,0,12749,93.5,B24,S 393 | 1283,1,"Lines, Mrs. Ernest H (Elizabeth Lindsey James)",female,51,0,1,PC 17592,39.4,D28,S 394 | 1284,3,"Abbott, Master. Eugene Joseph",male,13,0,2,C.A. 2673,20.25,,S 395 | 1285,2,"Gilbert, Mr. William",male,47,0,0,C.A. 30769,10.5,,S 396 | 1286,3,"Kink-Heilmann, Mr. Anton",male,29,3,1,315153,22.025,,S 397 | 1287,1,"Smith, Mrs. Lucien Philip (Mary Eloise Hughes)",female,18,1,0,13695,60,C31,S 398 | 1288,3,"Colbert, Mr. Patrick",male,24,0,0,371109,7.25,,Q 399 | 1289,1,"Frolicher-Stehli, Mrs. Maxmillian (Margaretha Emerentia Stehli)",female,48,1,1,13567,79.2,B41,C 400 | 1290,3,"Larsson-Rondberg, Mr. Edvard A",male,22,0,0,347065,7.775,,S 401 | 1291,3,"Conlon, Mr. Thomas Henry",male,31,0,0,21332,7.7333,,Q 402 | 1292,1,"Bonnell, Miss. Caroline",female,30,0,0,36928,164.8667,C7,S 403 | 1293,2,"Gale, Mr. Harry",male,38,1,0,28664,21,,S 404 | 1294,1,"Gibson, Miss. Dorothy Winifred",female,22,0,1,112378,59.4,,C 405 | 1295,1,"Carrau, Mr. Jose Pedro",male,17,0,0,113059,47.1,,S 406 | 1296,1,"Frauenthal, Mr. Isaac Gerald",male,43,1,0,17765,27.7208,D40,C 407 | 1297,2,"Nourney, Mr. Alfred (Baron von Drachstedt"")""",male,20,0,0,SC/PARIS 2166,13.8625,D38,C 408 | 1298,2,"Ware, Mr. William Jeffery",male,23,1,0,28666,10.5,,S 409 | 1299,1,"Widener, Mr. George Dunton",male,50,1,1,113503,211.5,C80,C 410 | 1300,3,"Riordan, Miss. Johanna Hannah""""",female,,0,0,334915,7.7208,,Q 411 | 1301,3,"Peacock, Miss. Treasteall",female,3,1,1,SOTON/O.Q. 3101315,13.775,,S 412 | 1302,3,"Naughton, Miss. Hannah",female,,0,0,365237,7.75,,Q 413 | 1303,1,"Minahan, Mrs. William Edward (Lillian E Thorpe)",female,37,1,0,19928,90,C78,Q 414 | 1304,3,"Henriksson, Miss. Jenny Lovisa",female,28,0,0,347086,7.775,,S 415 | 1305,3,"Spector, Mr. Woolf",male,,0,0,A.5. 3236,8.05,,S 416 | 1306,1,"Oliva y Ocana, Dona. Fermina",female,39,0,0,PC 17758,108.9,C105,C 417 | 1307,3,"Saether, Mr. Simon Sivertsen",male,38.5,0,0,SOTON/O.Q. 3101262,7.25,,S 418 | 1308,3,"Ware, Mr. Frederick",male,,0,0,359309,8.05,,S 419 | 1309,3,"Peter, Master. Michael J",male,,1,1,2668,22.3583,,C 420 | -------------------------------------------------------------------------------- /Task 1-Titanic Classification/train.csv: -------------------------------------------------------------------------------- 1 | PassengerId,Survived,Pclass,Name,Sex,Age,SibSp,Parch,Ticket,Fare,Cabin,Embarked 2 | 1,0,3,"Braund, Mr. Owen Harris",male,22,1,0,A/5 21171,7.25,,S 3 | 2,1,1,"Cumings, Mrs. John Bradley (Florence Briggs Thayer)",female,38,1,0,PC 17599,71.2833,C85,C 4 | 3,1,3,"Heikkinen, Miss. Laina",female,26,0,0,STON/O2. 3101282,7.925,,S 5 | 4,1,1,"Futrelle, Mrs. Jacques Heath (Lily May Peel)",female,35,1,0,113803,53.1,C123,S 6 | 5,0,3,"Allen, Mr. William Henry",male,35,0,0,373450,8.05,,S 7 | 6,0,3,"Moran, Mr. James",male,,0,0,330877,8.4583,,Q 8 | 7,0,1,"McCarthy, Mr. Timothy J",male,54,0,0,17463,51.8625,E46,S 9 | 8,0,3,"Palsson, Master. Gosta Leonard",male,2,3,1,349909,21.075,,S 10 | 9,1,3,"Johnson, Mrs. Oscar W (Elisabeth Vilhelmina Berg)",female,27,0,2,347742,11.1333,,S 11 | 10,1,2,"Nasser, Mrs. Nicholas (Adele Achem)",female,14,1,0,237736,30.0708,,C 12 | 11,1,3,"Sandstrom, Miss. Marguerite Rut",female,4,1,1,PP 9549,16.7,G6,S 13 | 12,1,1,"Bonnell, Miss. Elizabeth",female,58,0,0,113783,26.55,C103,S 14 | 13,0,3,"Saundercock, Mr. William Henry",male,20,0,0,A/5. 2151,8.05,,S 15 | 14,0,3,"Andersson, Mr. Anders Johan",male,39,1,5,347082,31.275,,S 16 | 15,0,3,"Vestrom, Miss. Hulda Amanda Adolfina",female,14,0,0,350406,7.8542,,S 17 | 16,1,2,"Hewlett, Mrs. (Mary D Kingcome) ",female,55,0,0,248706,16,,S 18 | 17,0,3,"Rice, Master. Eugene",male,2,4,1,382652,29.125,,Q 19 | 18,1,2,"Williams, Mr. Charles Eugene",male,,0,0,244373,13,,S 20 | 19,0,3,"Vander Planke, Mrs. Julius (Emelia Maria Vandemoortele)",female,31,1,0,345763,18,,S 21 | 20,1,3,"Masselmani, Mrs. Fatima",female,,0,0,2649,7.225,,C 22 | 21,0,2,"Fynney, Mr. Joseph J",male,35,0,0,239865,26,,S 23 | 22,1,2,"Beesley, Mr. Lawrence",male,34,0,0,248698,13,D56,S 24 | 23,1,3,"McGowan, Miss. Anna ""Annie""",female,15,0,0,330923,8.0292,,Q 25 | 24,1,1,"Sloper, Mr. William Thompson",male,28,0,0,113788,35.5,A6,S 26 | 25,0,3,"Palsson, Miss. Torborg Danira",female,8,3,1,349909,21.075,,S 27 | 26,1,3,"Asplund, Mrs. Carl Oscar (Selma Augusta Emilia Johansson)",female,38,1,5,347077,31.3875,,S 28 | 27,0,3,"Emir, Mr. Farred Chehab",male,,0,0,2631,7.225,,C 29 | 28,0,1,"Fortune, Mr. Charles Alexander",male,19,3,2,19950,263,C23 C25 C27,S 30 | 29,1,3,"O'Dwyer, Miss. Ellen ""Nellie""",female,,0,0,330959,7.8792,,Q 31 | 30,0,3,"Todoroff, Mr. Lalio",male,,0,0,349216,7.8958,,S 32 | 31,0,1,"Uruchurtu, Don. Manuel E",male,40,0,0,PC 17601,27.7208,,C 33 | 32,1,1,"Spencer, Mrs. William Augustus (Marie Eugenie)",female,,1,0,PC 17569,146.5208,B78,C 34 | 33,1,3,"Glynn, Miss. Mary Agatha",female,,0,0,335677,7.75,,Q 35 | 34,0,2,"Wheadon, Mr. Edward H",male,66,0,0,C.A. 24579,10.5,,S 36 | 35,0,1,"Meyer, Mr. Edgar Joseph",male,28,1,0,PC 17604,82.1708,,C 37 | 36,0,1,"Holverson, Mr. Alexander Oskar",male,42,1,0,113789,52,,S 38 | 37,1,3,"Mamee, Mr. Hanna",male,,0,0,2677,7.2292,,C 39 | 38,0,3,"Cann, Mr. Ernest Charles",male,21,0,0,A./5. 2152,8.05,,S 40 | 39,0,3,"Vander Planke, Miss. Augusta Maria",female,18,2,0,345764,18,,S 41 | 40,1,3,"Nicola-Yarred, Miss. Jamila",female,14,1,0,2651,11.2417,,C 42 | 41,0,3,"Ahlin, Mrs. Johan (Johanna Persdotter Larsson)",female,40,1,0,7546,9.475,,S 43 | 42,0,2,"Turpin, Mrs. William John Robert (Dorothy Ann Wonnacott)",female,27,1,0,11668,21,,S 44 | 43,0,3,"Kraeff, Mr. Theodor",male,,0,0,349253,7.8958,,C 45 | 44,1,2,"Laroche, Miss. Simonne Marie Anne Andree",female,3,1,2,SC/Paris 2123,41.5792,,C 46 | 45,1,3,"Devaney, Miss. Margaret Delia",female,19,0,0,330958,7.8792,,Q 47 | 46,0,3,"Rogers, Mr. William John",male,,0,0,S.C./A.4. 23567,8.05,,S 48 | 47,0,3,"Lennon, Mr. Denis",male,,1,0,370371,15.5,,Q 49 | 48,1,3,"O'Driscoll, Miss. Bridget",female,,0,0,14311,7.75,,Q 50 | 49,0,3,"Samaan, Mr. Youssef",male,,2,0,2662,21.6792,,C 51 | 50,0,3,"Arnold-Franchi, Mrs. Josef (Josefine Franchi)",female,18,1,0,349237,17.8,,S 52 | 51,0,3,"Panula, Master. Juha Niilo",male,7,4,1,3101295,39.6875,,S 53 | 52,0,3,"Nosworthy, Mr. Richard Cater",male,21,0,0,A/4. 39886,7.8,,S 54 | 53,1,1,"Harper, Mrs. Henry Sleeper (Myna Haxtun)",female,49,1,0,PC 17572,76.7292,D33,C 55 | 54,1,2,"Faunthorpe, Mrs. Lizzie (Elizabeth Anne Wilkinson)",female,29,1,0,2926,26,,S 56 | 55,0,1,"Ostby, Mr. Engelhart Cornelius",male,65,0,1,113509,61.9792,B30,C 57 | 56,1,1,"Woolner, Mr. Hugh",male,,0,0,19947,35.5,C52,S 58 | 57,1,2,"Rugg, Miss. Emily",female,21,0,0,C.A. 31026,10.5,,S 59 | 58,0,3,"Novel, Mr. Mansouer",male,28.5,0,0,2697,7.2292,,C 60 | 59,1,2,"West, Miss. Constance Mirium",female,5,1,2,C.A. 34651,27.75,,S 61 | 60,0,3,"Goodwin, Master. William Frederick",male,11,5,2,CA 2144,46.9,,S 62 | 61,0,3,"Sirayanian, Mr. Orsen",male,22,0,0,2669,7.2292,,C 63 | 62,1,1,"Icard, Miss. Amelie",female,38,0,0,113572,80,B28, 64 | 63,0,1,"Harris, Mr. Henry Birkhardt",male,45,1,0,36973,83.475,C83,S 65 | 64,0,3,"Skoog, Master. Harald",male,4,3,2,347088,27.9,,S 66 | 65,0,1,"Stewart, Mr. Albert A",male,,0,0,PC 17605,27.7208,,C 67 | 66,1,3,"Moubarek, Master. Gerios",male,,1,1,2661,15.2458,,C 68 | 67,1,2,"Nye, Mrs. (Elizabeth Ramell)",female,29,0,0,C.A. 29395,10.5,F33,S 69 | 68,0,3,"Crease, Mr. Ernest James",male,19,0,0,S.P. 3464,8.1583,,S 70 | 69,1,3,"Andersson, Miss. Erna Alexandra",female,17,4,2,3101281,7.925,,S 71 | 70,0,3,"Kink, Mr. Vincenz",male,26,2,0,315151,8.6625,,S 72 | 71,0,2,"Jenkin, Mr. Stephen Curnow",male,32,0,0,C.A. 33111,10.5,,S 73 | 72,0,3,"Goodwin, Miss. Lillian Amy",female,16,5,2,CA 2144,46.9,,S 74 | 73,0,2,"Hood, Mr. Ambrose Jr",male,21,0,0,S.O.C. 14879,73.5,,S 75 | 74,0,3,"Chronopoulos, Mr. Apostolos",male,26,1,0,2680,14.4542,,C 76 | 75,1,3,"Bing, Mr. Lee",male,32,0,0,1601,56.4958,,S 77 | 76,0,3,"Moen, Mr. Sigurd Hansen",male,25,0,0,348123,7.65,F G73,S 78 | 77,0,3,"Staneff, Mr. Ivan",male,,0,0,349208,7.8958,,S 79 | 78,0,3,"Moutal, Mr. Rahamin Haim",male,,0,0,374746,8.05,,S 80 | 79,1,2,"Caldwell, Master. Alden Gates",male,0.83,0,2,248738,29,,S 81 | 80,1,3,"Dowdell, Miss. Elizabeth",female,30,0,0,364516,12.475,,S 82 | 81,0,3,"Waelens, Mr. Achille",male,22,0,0,345767,9,,S 83 | 82,1,3,"Sheerlinck, Mr. Jan Baptist",male,29,0,0,345779,9.5,,S 84 | 83,1,3,"McDermott, Miss. Brigdet Delia",female,,0,0,330932,7.7875,,Q 85 | 84,0,1,"Carrau, Mr. Francisco M",male,28,0,0,113059,47.1,,S 86 | 85,1,2,"Ilett, Miss. Bertha",female,17,0,0,SO/C 14885,10.5,,S 87 | 86,1,3,"Backstrom, Mrs. Karl Alfred (Maria Mathilda Gustafsson)",female,33,3,0,3101278,15.85,,S 88 | 87,0,3,"Ford, Mr. William Neal",male,16,1,3,W./C. 6608,34.375,,S 89 | 88,0,3,"Slocovski, Mr. Selman Francis",male,,0,0,SOTON/OQ 392086,8.05,,S 90 | 89,1,1,"Fortune, Miss. Mabel Helen",female,23,3,2,19950,263,C23 C25 C27,S 91 | 90,0,3,"Celotti, Mr. Francesco",male,24,0,0,343275,8.05,,S 92 | 91,0,3,"Christmann, Mr. Emil",male,29,0,0,343276,8.05,,S 93 | 92,0,3,"Andreasson, Mr. Paul Edvin",male,20,0,0,347466,7.8542,,S 94 | 93,0,1,"Chaffee, Mr. Herbert Fuller",male,46,1,0,W.E.P. 5734,61.175,E31,S 95 | 94,0,3,"Dean, Mr. Bertram Frank",male,26,1,2,C.A. 2315,20.575,,S 96 | 95,0,3,"Coxon, Mr. Daniel",male,59,0,0,364500,7.25,,S 97 | 96,0,3,"Shorney, Mr. Charles Joseph",male,,0,0,374910,8.05,,S 98 | 97,0,1,"Goldschmidt, Mr. George B",male,71,0,0,PC 17754,34.6542,A5,C 99 | 98,1,1,"Greenfield, Mr. William Bertram",male,23,0,1,PC 17759,63.3583,D10 D12,C 100 | 99,1,2,"Doling, Mrs. John T (Ada Julia Bone)",female,34,0,1,231919,23,,S 101 | 100,0,2,"Kantor, Mr. Sinai",male,34,1,0,244367,26,,S 102 | 101,0,3,"Petranec, Miss. Matilda",female,28,0,0,349245,7.8958,,S 103 | 102,0,3,"Petroff, Mr. Pastcho (""Pentcho"")",male,,0,0,349215,7.8958,,S 104 | 103,0,1,"White, Mr. Richard Frasar",male,21,0,1,35281,77.2875,D26,S 105 | 104,0,3,"Johansson, Mr. Gustaf Joel",male,33,0,0,7540,8.6542,,S 106 | 105,0,3,"Gustafsson, Mr. Anders Vilhelm",male,37,2,0,3101276,7.925,,S 107 | 106,0,3,"Mionoff, Mr. Stoytcho",male,28,0,0,349207,7.8958,,S 108 | 107,1,3,"Salkjelsvik, Miss. Anna Kristine",female,21,0,0,343120,7.65,,S 109 | 108,1,3,"Moss, Mr. Albert Johan",male,,0,0,312991,7.775,,S 110 | 109,0,3,"Rekic, Mr. Tido",male,38,0,0,349249,7.8958,,S 111 | 110,1,3,"Moran, Miss. Bertha",female,,1,0,371110,24.15,,Q 112 | 111,0,1,"Porter, Mr. Walter Chamberlain",male,47,0,0,110465,52,C110,S 113 | 112,0,3,"Zabour, Miss. Hileni",female,14.5,1,0,2665,14.4542,,C 114 | 113,0,3,"Barton, Mr. David John",male,22,0,0,324669,8.05,,S 115 | 114,0,3,"Jussila, Miss. Katriina",female,20,1,0,4136,9.825,,S 116 | 115,0,3,"Attalah, Miss. Malake",female,17,0,0,2627,14.4583,,C 117 | 116,0,3,"Pekoniemi, Mr. Edvard",male,21,0,0,STON/O 2. 3101294,7.925,,S 118 | 117,0,3,"Connors, Mr. Patrick",male,70.5,0,0,370369,7.75,,Q 119 | 118,0,2,"Turpin, Mr. William John Robert",male,29,1,0,11668,21,,S 120 | 119,0,1,"Baxter, Mr. Quigg Edmond",male,24,0,1,PC 17558,247.5208,B58 B60,C 121 | 120,0,3,"Andersson, Miss. Ellis Anna Maria",female,2,4,2,347082,31.275,,S 122 | 121,0,2,"Hickman, Mr. Stanley George",male,21,2,0,S.O.C. 14879,73.5,,S 123 | 122,0,3,"Moore, Mr. Leonard Charles",male,,0,0,A4. 54510,8.05,,S 124 | 123,0,2,"Nasser, Mr. Nicholas",male,32.5,1,0,237736,30.0708,,C 125 | 124,1,2,"Webber, Miss. Susan",female,32.5,0,0,27267,13,E101,S 126 | 125,0,1,"White, Mr. Percival Wayland",male,54,0,1,35281,77.2875,D26,S 127 | 126,1,3,"Nicola-Yarred, Master. Elias",male,12,1,0,2651,11.2417,,C 128 | 127,0,3,"McMahon, Mr. Martin",male,,0,0,370372,7.75,,Q 129 | 128,1,3,"Madsen, Mr. Fridtjof Arne",male,24,0,0,C 17369,7.1417,,S 130 | 129,1,3,"Peter, Miss. Anna",female,,1,1,2668,22.3583,F E69,C 131 | 130,0,3,"Ekstrom, Mr. Johan",male,45,0,0,347061,6.975,,S 132 | 131,0,3,"Drazenoic, Mr. Jozef",male,33,0,0,349241,7.8958,,C 133 | 132,0,3,"Coelho, Mr. Domingos Fernandeo",male,20,0,0,SOTON/O.Q. 3101307,7.05,,S 134 | 133,0,3,"Robins, Mrs. Alexander A (Grace Charity Laury)",female,47,1,0,A/5. 3337,14.5,,S 135 | 134,1,2,"Weisz, Mrs. Leopold (Mathilde Francoise Pede)",female,29,1,0,228414,26,,S 136 | 135,0,2,"Sobey, Mr. Samuel James Hayden",male,25,0,0,C.A. 29178,13,,S 137 | 136,0,2,"Richard, Mr. Emile",male,23,0,0,SC/PARIS 2133,15.0458,,C 138 | 137,1,1,"Newsom, Miss. Helen Monypeny",female,19,0,2,11752,26.2833,D47,S 139 | 138,0,1,"Futrelle, Mr. Jacques Heath",male,37,1,0,113803,53.1,C123,S 140 | 139,0,3,"Osen, Mr. Olaf Elon",male,16,0,0,7534,9.2167,,S 141 | 140,0,1,"Giglio, Mr. Victor",male,24,0,0,PC 17593,79.2,B86,C 142 | 141,0,3,"Boulos, Mrs. Joseph (Sultana)",female,,0,2,2678,15.2458,,C 143 | 142,1,3,"Nysten, Miss. Anna Sofia",female,22,0,0,347081,7.75,,S 144 | 143,1,3,"Hakkarainen, Mrs. Pekka Pietari (Elin Matilda Dolck)",female,24,1,0,STON/O2. 3101279,15.85,,S 145 | 144,0,3,"Burke, Mr. Jeremiah",male,19,0,0,365222,6.75,,Q 146 | 145,0,2,"Andrew, Mr. Edgardo Samuel",male,18,0,0,231945,11.5,,S 147 | 146,0,2,"Nicholls, Mr. Joseph Charles",male,19,1,1,C.A. 33112,36.75,,S 148 | 147,1,3,"Andersson, Mr. August Edvard (""Wennerstrom"")",male,27,0,0,350043,7.7958,,S 149 | 148,0,3,"Ford, Miss. Robina Maggie ""Ruby""",female,9,2,2,W./C. 6608,34.375,,S 150 | 149,0,2,"Navratil, Mr. Michel (""Louis M Hoffman"")",male,36.5,0,2,230080,26,F2,S 151 | 150,0,2,"Byles, Rev. Thomas Roussel Davids",male,42,0,0,244310,13,,S 152 | 151,0,2,"Bateman, Rev. Robert James",male,51,0,0,S.O.P. 1166,12.525,,S 153 | 152,1,1,"Pears, Mrs. Thomas (Edith Wearne)",female,22,1,0,113776,66.6,C2,S 154 | 153,0,3,"Meo, Mr. Alfonzo",male,55.5,0,0,A.5. 11206,8.05,,S 155 | 154,0,3,"van Billiard, Mr. Austin Blyler",male,40.5,0,2,A/5. 851,14.5,,S 156 | 155,0,3,"Olsen, Mr. Ole Martin",male,,0,0,Fa 265302,7.3125,,S 157 | 156,0,1,"Williams, Mr. Charles Duane",male,51,0,1,PC 17597,61.3792,,C 158 | 157,1,3,"Gilnagh, Miss. Katherine ""Katie""",female,16,0,0,35851,7.7333,,Q 159 | 158,0,3,"Corn, Mr. Harry",male,30,0,0,SOTON/OQ 392090,8.05,,S 160 | 159,0,3,"Smiljanic, Mr. Mile",male,,0,0,315037,8.6625,,S 161 | 160,0,3,"Sage, Master. Thomas Henry",male,,8,2,CA. 2343,69.55,,S 162 | 161,0,3,"Cribb, Mr. John Hatfield",male,44,0,1,371362,16.1,,S 163 | 162,1,2,"Watt, Mrs. James (Elizabeth ""Bessie"" Inglis Milne)",female,40,0,0,C.A. 33595,15.75,,S 164 | 163,0,3,"Bengtsson, Mr. John Viktor",male,26,0,0,347068,7.775,,S 165 | 164,0,3,"Calic, Mr. Jovo",male,17,0,0,315093,8.6625,,S 166 | 165,0,3,"Panula, Master. Eino Viljami",male,1,4,1,3101295,39.6875,,S 167 | 166,1,3,"Goldsmith, Master. Frank John William ""Frankie""",male,9,0,2,363291,20.525,,S 168 | 167,1,1,"Chibnall, Mrs. (Edith Martha Bowerman)",female,,0,1,113505,55,E33,S 169 | 168,0,3,"Skoog, Mrs. William (Anna Bernhardina Karlsson)",female,45,1,4,347088,27.9,,S 170 | 169,0,1,"Baumann, Mr. John D",male,,0,0,PC 17318,25.925,,S 171 | 170,0,3,"Ling, Mr. Lee",male,28,0,0,1601,56.4958,,S 172 | 171,0,1,"Van der hoef, Mr. Wyckoff",male,61,0,0,111240,33.5,B19,S 173 | 172,0,3,"Rice, Master. Arthur",male,4,4,1,382652,29.125,,Q 174 | 173,1,3,"Johnson, Miss. Eleanor Ileen",female,1,1,1,347742,11.1333,,S 175 | 174,0,3,"Sivola, Mr. Antti Wilhelm",male,21,0,0,STON/O 2. 3101280,7.925,,S 176 | 175,0,1,"Smith, Mr. James Clinch",male,56,0,0,17764,30.6958,A7,C 177 | 176,0,3,"Klasen, Mr. Klas Albin",male,18,1,1,350404,7.8542,,S 178 | 177,0,3,"Lefebre, Master. Henry Forbes",male,,3,1,4133,25.4667,,S 179 | 178,0,1,"Isham, Miss. Ann Elizabeth",female,50,0,0,PC 17595,28.7125,C49,C 180 | 179,0,2,"Hale, Mr. Reginald",male,30,0,0,250653,13,,S 181 | 180,0,3,"Leonard, Mr. Lionel",male,36,0,0,LINE,0,,S 182 | 181,0,3,"Sage, Miss. Constance Gladys",female,,8,2,CA. 2343,69.55,,S 183 | 182,0,2,"Pernot, Mr. Rene",male,,0,0,SC/PARIS 2131,15.05,,C 184 | 183,0,3,"Asplund, Master. Clarence Gustaf Hugo",male,9,4,2,347077,31.3875,,S 185 | 184,1,2,"Becker, Master. Richard F",male,1,2,1,230136,39,F4,S 186 | 185,1,3,"Kink-Heilmann, Miss. Luise Gretchen",female,4,0,2,315153,22.025,,S 187 | 186,0,1,"Rood, Mr. Hugh Roscoe",male,,0,0,113767,50,A32,S 188 | 187,1,3,"O'Brien, Mrs. Thomas (Johanna ""Hannah"" Godfrey)",female,,1,0,370365,15.5,,Q 189 | 188,1,1,"Romaine, Mr. Charles Hallace (""Mr C Rolmane"")",male,45,0,0,111428,26.55,,S 190 | 189,0,3,"Bourke, Mr. John",male,40,1,1,364849,15.5,,Q 191 | 190,0,3,"Turcin, Mr. Stjepan",male,36,0,0,349247,7.8958,,S 192 | 191,1,2,"Pinsky, Mrs. (Rosa)",female,32,0,0,234604,13,,S 193 | 192,0,2,"Carbines, Mr. William",male,19,0,0,28424,13,,S 194 | 193,1,3,"Andersen-Jensen, Miss. Carla Christine Nielsine",female,19,1,0,350046,7.8542,,S 195 | 194,1,2,"Navratil, Master. Michel M",male,3,1,1,230080,26,F2,S 196 | 195,1,1,"Brown, Mrs. James Joseph (Margaret Tobin)",female,44,0,0,PC 17610,27.7208,B4,C 197 | 196,1,1,"Lurette, Miss. Elise",female,58,0,0,PC 17569,146.5208,B80,C 198 | 197,0,3,"Mernagh, Mr. Robert",male,,0,0,368703,7.75,,Q 199 | 198,0,3,"Olsen, Mr. Karl Siegwart Andreas",male,42,0,1,4579,8.4042,,S 200 | 199,1,3,"Madigan, Miss. Margaret ""Maggie""",female,,0,0,370370,7.75,,Q 201 | 200,0,2,"Yrois, Miss. Henriette (""Mrs Harbeck"")",female,24,0,0,248747,13,,S 202 | 201,0,3,"Vande Walle, Mr. Nestor Cyriel",male,28,0,0,345770,9.5,,S 203 | 202,0,3,"Sage, Mr. Frederick",male,,8,2,CA. 2343,69.55,,S 204 | 203,0,3,"Johanson, Mr. Jakob Alfred",male,34,0,0,3101264,6.4958,,S 205 | 204,0,3,"Youseff, Mr. Gerious",male,45.5,0,0,2628,7.225,,C 206 | 205,1,3,"Cohen, Mr. Gurshon ""Gus""",male,18,0,0,A/5 3540,8.05,,S 207 | 206,0,3,"Strom, Miss. Telma Matilda",female,2,0,1,347054,10.4625,G6,S 208 | 207,0,3,"Backstrom, Mr. Karl Alfred",male,32,1,0,3101278,15.85,,S 209 | 208,1,3,"Albimona, Mr. Nassef Cassem",male,26,0,0,2699,18.7875,,C 210 | 209,1,3,"Carr, Miss. Helen ""Ellen""",female,16,0,0,367231,7.75,,Q 211 | 210,1,1,"Blank, Mr. Henry",male,40,0,0,112277,31,A31,C 212 | 211,0,3,"Ali, Mr. Ahmed",male,24,0,0,SOTON/O.Q. 3101311,7.05,,S 213 | 212,1,2,"Cameron, Miss. Clear Annie",female,35,0,0,F.C.C. 13528,21,,S 214 | 213,0,3,"Perkin, Mr. John Henry",male,22,0,0,A/5 21174,7.25,,S 215 | 214,0,2,"Givard, Mr. Hans Kristensen",male,30,0,0,250646,13,,S 216 | 215,0,3,"Kiernan, Mr. Philip",male,,1,0,367229,7.75,,Q 217 | 216,1,1,"Newell, Miss. Madeleine",female,31,1,0,35273,113.275,D36,C 218 | 217,1,3,"Honkanen, Miss. Eliina",female,27,0,0,STON/O2. 3101283,7.925,,S 219 | 218,0,2,"Jacobsohn, Mr. Sidney Samuel",male,42,1,0,243847,27,,S 220 | 219,1,1,"Bazzani, Miss. Albina",female,32,0,0,11813,76.2917,D15,C 221 | 220,0,2,"Harris, Mr. Walter",male,30,0,0,W/C 14208,10.5,,S 222 | 221,1,3,"Sunderland, Mr. Victor Francis",male,16,0,0,SOTON/OQ 392089,8.05,,S 223 | 222,0,2,"Bracken, Mr. James H",male,27,0,0,220367,13,,S 224 | 223,0,3,"Green, Mr. George Henry",male,51,0,0,21440,8.05,,S 225 | 224,0,3,"Nenkoff, Mr. Christo",male,,0,0,349234,7.8958,,S 226 | 225,1,1,"Hoyt, Mr. Frederick Maxfield",male,38,1,0,19943,90,C93,S 227 | 226,0,3,"Berglund, Mr. Karl Ivar Sven",male,22,0,0,PP 4348,9.35,,S 228 | 227,1,2,"Mellors, Mr. William John",male,19,0,0,SW/PP 751,10.5,,S 229 | 228,0,3,"Lovell, Mr. John Hall (""Henry"")",male,20.5,0,0,A/5 21173,7.25,,S 230 | 229,0,2,"Fahlstrom, Mr. Arne Jonas",male,18,0,0,236171,13,,S 231 | 230,0,3,"Lefebre, Miss. Mathilde",female,,3,1,4133,25.4667,,S 232 | 231,1,1,"Harris, Mrs. Henry Birkhardt (Irene Wallach)",female,35,1,0,36973,83.475,C83,S 233 | 232,0,3,"Larsson, Mr. Bengt Edvin",male,29,0,0,347067,7.775,,S 234 | 233,0,2,"Sjostedt, Mr. Ernst Adolf",male,59,0,0,237442,13.5,,S 235 | 234,1,3,"Asplund, Miss. Lillian Gertrud",female,5,4,2,347077,31.3875,,S 236 | 235,0,2,"Leyson, Mr. Robert William Norman",male,24,0,0,C.A. 29566,10.5,,S 237 | 236,0,3,"Harknett, Miss. Alice Phoebe",female,,0,0,W./C. 6609,7.55,,S 238 | 237,0,2,"Hold, Mr. Stephen",male,44,1,0,26707,26,,S 239 | 238,1,2,"Collyer, Miss. Marjorie ""Lottie""",female,8,0,2,C.A. 31921,26.25,,S 240 | 239,0,2,"Pengelly, Mr. Frederick William",male,19,0,0,28665,10.5,,S 241 | 240,0,2,"Hunt, Mr. George Henry",male,33,0,0,SCO/W 1585,12.275,,S 242 | 241,0,3,"Zabour, Miss. Thamine",female,,1,0,2665,14.4542,,C 243 | 242,1,3,"Murphy, Miss. Katherine ""Kate""",female,,1,0,367230,15.5,,Q 244 | 243,0,2,"Coleridge, Mr. Reginald Charles",male,29,0,0,W./C. 14263,10.5,,S 245 | 244,0,3,"Maenpaa, Mr. Matti Alexanteri",male,22,0,0,STON/O 2. 3101275,7.125,,S 246 | 245,0,3,"Attalah, Mr. Sleiman",male,30,0,0,2694,7.225,,C 247 | 246,0,1,"Minahan, Dr. William Edward",male,44,2,0,19928,90,C78,Q 248 | 247,0,3,"Lindahl, Miss. Agda Thorilda Viktoria",female,25,0,0,347071,7.775,,S 249 | 248,1,2,"Hamalainen, Mrs. William (Anna)",female,24,0,2,250649,14.5,,S 250 | 249,1,1,"Beckwith, Mr. Richard Leonard",male,37,1,1,11751,52.5542,D35,S 251 | 250,0,2,"Carter, Rev. Ernest Courtenay",male,54,1,0,244252,26,,S 252 | 251,0,3,"Reed, Mr. James George",male,,0,0,362316,7.25,,S 253 | 252,0,3,"Strom, Mrs. Wilhelm (Elna Matilda Persson)",female,29,1,1,347054,10.4625,G6,S 254 | 253,0,1,"Stead, Mr. William Thomas",male,62,0,0,113514,26.55,C87,S 255 | 254,0,3,"Lobb, Mr. William Arthur",male,30,1,0,A/5. 3336,16.1,,S 256 | 255,0,3,"Rosblom, Mrs. Viktor (Helena Wilhelmina)",female,41,0,2,370129,20.2125,,S 257 | 256,1,3,"Touma, Mrs. Darwis (Hanne Youssef Razi)",female,29,0,2,2650,15.2458,,C 258 | 257,1,1,"Thorne, Mrs. Gertrude Maybelle",female,,0,0,PC 17585,79.2,,C 259 | 258,1,1,"Cherry, Miss. Gladys",female,30,0,0,110152,86.5,B77,S 260 | 259,1,1,"Ward, Miss. Anna",female,35,0,0,PC 17755,512.3292,,C 261 | 260,1,2,"Parrish, Mrs. (Lutie Davis)",female,50,0,1,230433,26,,S 262 | 261,0,3,"Smith, Mr. Thomas",male,,0,0,384461,7.75,,Q 263 | 262,1,3,"Asplund, Master. Edvin Rojj Felix",male,3,4,2,347077,31.3875,,S 264 | 263,0,1,"Taussig, Mr. Emil",male,52,1,1,110413,79.65,E67,S 265 | 264,0,1,"Harrison, Mr. William",male,40,0,0,112059,0,B94,S 266 | 265,0,3,"Henry, Miss. Delia",female,,0,0,382649,7.75,,Q 267 | 266,0,2,"Reeves, Mr. David",male,36,0,0,C.A. 17248,10.5,,S 268 | 267,0,3,"Panula, Mr. Ernesti Arvid",male,16,4,1,3101295,39.6875,,S 269 | 268,1,3,"Persson, Mr. Ernst Ulrik",male,25,1,0,347083,7.775,,S 270 | 269,1,1,"Graham, Mrs. William Thompson (Edith Junkins)",female,58,0,1,PC 17582,153.4625,C125,S 271 | 270,1,1,"Bissette, Miss. Amelia",female,35,0,0,PC 17760,135.6333,C99,S 272 | 271,0,1,"Cairns, Mr. Alexander",male,,0,0,113798,31,,S 273 | 272,1,3,"Tornquist, Mr. William Henry",male,25,0,0,LINE,0,,S 274 | 273,1,2,"Mellinger, Mrs. (Elizabeth Anne Maidment)",female,41,0,1,250644,19.5,,S 275 | 274,0,1,"Natsch, Mr. Charles H",male,37,0,1,PC 17596,29.7,C118,C 276 | 275,1,3,"Healy, Miss. Hanora ""Nora""",female,,0,0,370375,7.75,,Q 277 | 276,1,1,"Andrews, Miss. Kornelia Theodosia",female,63,1,0,13502,77.9583,D7,S 278 | 277,0,3,"Lindblom, Miss. Augusta Charlotta",female,45,0,0,347073,7.75,,S 279 | 278,0,2,"Parkes, Mr. Francis ""Frank""",male,,0,0,239853,0,,S 280 | 279,0,3,"Rice, Master. Eric",male,7,4,1,382652,29.125,,Q 281 | 280,1,3,"Abbott, Mrs. Stanton (Rosa Hunt)",female,35,1,1,C.A. 2673,20.25,,S 282 | 281,0,3,"Duane, Mr. Frank",male,65,0,0,336439,7.75,,Q 283 | 282,0,3,"Olsson, Mr. Nils Johan Goransson",male,28,0,0,347464,7.8542,,S 284 | 283,0,3,"de Pelsmaeker, Mr. Alfons",male,16,0,0,345778,9.5,,S 285 | 284,1,3,"Dorking, Mr. Edward Arthur",male,19,0,0,A/5. 10482,8.05,,S 286 | 285,0,1,"Smith, Mr. Richard William",male,,0,0,113056,26,A19,S 287 | 286,0,3,"Stankovic, Mr. Ivan",male,33,0,0,349239,8.6625,,C 288 | 287,1,3,"de Mulder, Mr. Theodore",male,30,0,0,345774,9.5,,S 289 | 288,0,3,"Naidenoff, Mr. Penko",male,22,0,0,349206,7.8958,,S 290 | 289,1,2,"Hosono, Mr. Masabumi",male,42,0,0,237798,13,,S 291 | 290,1,3,"Connolly, Miss. Kate",female,22,0,0,370373,7.75,,Q 292 | 291,1,1,"Barber, Miss. Ellen ""Nellie""",female,26,0,0,19877,78.85,,S 293 | 292,1,1,"Bishop, Mrs. Dickinson H (Helen Walton)",female,19,1,0,11967,91.0792,B49,C 294 | 293,0,2,"Levy, Mr. Rene Jacques",male,36,0,0,SC/Paris 2163,12.875,D,C 295 | 294,0,3,"Haas, Miss. Aloisia",female,24,0,0,349236,8.85,,S 296 | 295,0,3,"Mineff, Mr. Ivan",male,24,0,0,349233,7.8958,,S 297 | 296,0,1,"Lewy, Mr. Ervin G",male,,0,0,PC 17612,27.7208,,C 298 | 297,0,3,"Hanna, Mr. Mansour",male,23.5,0,0,2693,7.2292,,C 299 | 298,0,1,"Allison, Miss. Helen Loraine",female,2,1,2,113781,151.55,C22 C26,S 300 | 299,1,1,"Saalfeld, Mr. Adolphe",male,,0,0,19988,30.5,C106,S 301 | 300,1,1,"Baxter, Mrs. James (Helene DeLaudeniere Chaput)",female,50,0,1,PC 17558,247.5208,B58 B60,C 302 | 301,1,3,"Kelly, Miss. Anna Katherine ""Annie Kate""",female,,0,0,9234,7.75,,Q 303 | 302,1,3,"McCoy, Mr. Bernard",male,,2,0,367226,23.25,,Q 304 | 303,0,3,"Johnson, Mr. William Cahoone Jr",male,19,0,0,LINE,0,,S 305 | 304,1,2,"Keane, Miss. Nora A",female,,0,0,226593,12.35,E101,Q 306 | 305,0,3,"Williams, Mr. Howard Hugh ""Harry""",male,,0,0,A/5 2466,8.05,,S 307 | 306,1,1,"Allison, Master. Hudson Trevor",male,0.92,1,2,113781,151.55,C22 C26,S 308 | 307,1,1,"Fleming, Miss. Margaret",female,,0,0,17421,110.8833,,C 309 | 308,1,1,"Penasco y Castellana, Mrs. Victor de Satode (Maria Josefa Perez de Soto y Vallejo)",female,17,1,0,PC 17758,108.9,C65,C 310 | 309,0,2,"Abelson, Mr. Samuel",male,30,1,0,P/PP 3381,24,,C 311 | 310,1,1,"Francatelli, Miss. Laura Mabel",female,30,0,0,PC 17485,56.9292,E36,C 312 | 311,1,1,"Hays, Miss. Margaret Bechstein",female,24,0,0,11767,83.1583,C54,C 313 | 312,1,1,"Ryerson, Miss. Emily Borie",female,18,2,2,PC 17608,262.375,B57 B59 B63 B66,C 314 | 313,0,2,"Lahtinen, Mrs. William (Anna Sylfven)",female,26,1,1,250651,26,,S 315 | 314,0,3,"Hendekovic, Mr. Ignjac",male,28,0,0,349243,7.8958,,S 316 | 315,0,2,"Hart, Mr. Benjamin",male,43,1,1,F.C.C. 13529,26.25,,S 317 | 316,1,3,"Nilsson, Miss. Helmina Josefina",female,26,0,0,347470,7.8542,,S 318 | 317,1,2,"Kantor, Mrs. Sinai (Miriam Sternin)",female,24,1,0,244367,26,,S 319 | 318,0,2,"Moraweck, Dr. Ernest",male,54,0,0,29011,14,,S 320 | 319,1,1,"Wick, Miss. Mary Natalie",female,31,0,2,36928,164.8667,C7,S 321 | 320,1,1,"Spedden, Mrs. Frederic Oakley (Margaretta Corning Stone)",female,40,1,1,16966,134.5,E34,C 322 | 321,0,3,"Dennis, Mr. Samuel",male,22,0,0,A/5 21172,7.25,,S 323 | 322,0,3,"Danoff, Mr. Yoto",male,27,0,0,349219,7.8958,,S 324 | 323,1,2,"Slayter, Miss. Hilda Mary",female,30,0,0,234818,12.35,,Q 325 | 324,1,2,"Caldwell, Mrs. Albert Francis (Sylvia Mae Harbaugh)",female,22,1,1,248738,29,,S 326 | 325,0,3,"Sage, Mr. George John Jr",male,,8,2,CA. 2343,69.55,,S 327 | 326,1,1,"Young, Miss. Marie Grice",female,36,0,0,PC 17760,135.6333,C32,C 328 | 327,0,3,"Nysveen, Mr. Johan Hansen",male,61,0,0,345364,6.2375,,S 329 | 328,1,2,"Ball, Mrs. (Ada E Hall)",female,36,0,0,28551,13,D,S 330 | 329,1,3,"Goldsmith, Mrs. Frank John (Emily Alice Brown)",female,31,1,1,363291,20.525,,S 331 | 330,1,1,"Hippach, Miss. Jean Gertrude",female,16,0,1,111361,57.9792,B18,C 332 | 331,1,3,"McCoy, Miss. Agnes",female,,2,0,367226,23.25,,Q 333 | 332,0,1,"Partner, Mr. Austen",male,45.5,0,0,113043,28.5,C124,S 334 | 333,0,1,"Graham, Mr. George Edward",male,38,0,1,PC 17582,153.4625,C91,S 335 | 334,0,3,"Vander Planke, Mr. Leo Edmondus",male,16,2,0,345764,18,,S 336 | 335,1,1,"Frauenthal, Mrs. Henry William (Clara Heinsheimer)",female,,1,0,PC 17611,133.65,,S 337 | 336,0,3,"Denkoff, Mr. Mitto",male,,0,0,349225,7.8958,,S 338 | 337,0,1,"Pears, Mr. Thomas Clinton",male,29,1,0,113776,66.6,C2,S 339 | 338,1,1,"Burns, Miss. Elizabeth Margaret",female,41,0,0,16966,134.5,E40,C 340 | 339,1,3,"Dahl, Mr. Karl Edwart",male,45,0,0,7598,8.05,,S 341 | 340,0,1,"Blackwell, Mr. Stephen Weart",male,45,0,0,113784,35.5,T,S 342 | 341,1,2,"Navratil, Master. Edmond Roger",male,2,1,1,230080,26,F2,S 343 | 342,1,1,"Fortune, Miss. Alice Elizabeth",female,24,3,2,19950,263,C23 C25 C27,S 344 | 343,0,2,"Collander, Mr. Erik Gustaf",male,28,0,0,248740,13,,S 345 | 344,0,2,"Sedgwick, Mr. Charles Frederick Waddington",male,25,0,0,244361,13,,S 346 | 345,0,2,"Fox, Mr. Stanley Hubert",male,36,0,0,229236,13,,S 347 | 346,1,2,"Brown, Miss. Amelia ""Mildred""",female,24,0,0,248733,13,F33,S 348 | 347,1,2,"Smith, Miss. Marion Elsie",female,40,0,0,31418,13,,S 349 | 348,1,3,"Davison, Mrs. Thomas Henry (Mary E Finck)",female,,1,0,386525,16.1,,S 350 | 349,1,3,"Coutts, Master. William Loch ""William""",male,3,1,1,C.A. 37671,15.9,,S 351 | 350,0,3,"Dimic, Mr. Jovan",male,42,0,0,315088,8.6625,,S 352 | 351,0,3,"Odahl, Mr. Nils Martin",male,23,0,0,7267,9.225,,S 353 | 352,0,1,"Williams-Lambert, Mr. Fletcher Fellows",male,,0,0,113510,35,C128,S 354 | 353,0,3,"Elias, Mr. Tannous",male,15,1,1,2695,7.2292,,C 355 | 354,0,3,"Arnold-Franchi, Mr. Josef",male,25,1,0,349237,17.8,,S 356 | 355,0,3,"Yousif, Mr. Wazli",male,,0,0,2647,7.225,,C 357 | 356,0,3,"Vanden Steen, Mr. Leo Peter",male,28,0,0,345783,9.5,,S 358 | 357,1,1,"Bowerman, Miss. Elsie Edith",female,22,0,1,113505,55,E33,S 359 | 358,0,2,"Funk, Miss. Annie Clemmer",female,38,0,0,237671,13,,S 360 | 359,1,3,"McGovern, Miss. Mary",female,,0,0,330931,7.8792,,Q 361 | 360,1,3,"Mockler, Miss. Helen Mary ""Ellie""",female,,0,0,330980,7.8792,,Q 362 | 361,0,3,"Skoog, Mr. Wilhelm",male,40,1,4,347088,27.9,,S 363 | 362,0,2,"del Carlo, Mr. Sebastiano",male,29,1,0,SC/PARIS 2167,27.7208,,C 364 | 363,0,3,"Barbara, Mrs. (Catherine David)",female,45,0,1,2691,14.4542,,C 365 | 364,0,3,"Asim, Mr. Adola",male,35,0,0,SOTON/O.Q. 3101310,7.05,,S 366 | 365,0,3,"O'Brien, Mr. Thomas",male,,1,0,370365,15.5,,Q 367 | 366,0,3,"Adahl, Mr. Mauritz Nils Martin",male,30,0,0,C 7076,7.25,,S 368 | 367,1,1,"Warren, Mrs. Frank Manley (Anna Sophia Atkinson)",female,60,1,0,110813,75.25,D37,C 369 | 368,1,3,"Moussa, Mrs. (Mantoura Boulos)",female,,0,0,2626,7.2292,,C 370 | 369,1,3,"Jermyn, Miss. Annie",female,,0,0,14313,7.75,,Q 371 | 370,1,1,"Aubart, Mme. Leontine Pauline",female,24,0,0,PC 17477,69.3,B35,C 372 | 371,1,1,"Harder, Mr. George Achilles",male,25,1,0,11765,55.4417,E50,C 373 | 372,0,3,"Wiklund, Mr. Jakob Alfred",male,18,1,0,3101267,6.4958,,S 374 | 373,0,3,"Beavan, Mr. William Thomas",male,19,0,0,323951,8.05,,S 375 | 374,0,1,"Ringhini, Mr. Sante",male,22,0,0,PC 17760,135.6333,,C 376 | 375,0,3,"Palsson, Miss. Stina Viola",female,3,3,1,349909,21.075,,S 377 | 376,1,1,"Meyer, Mrs. Edgar Joseph (Leila Saks)",female,,1,0,PC 17604,82.1708,,C 378 | 377,1,3,"Landergren, Miss. Aurora Adelia",female,22,0,0,C 7077,7.25,,S 379 | 378,0,1,"Widener, Mr. Harry Elkins",male,27,0,2,113503,211.5,C82,C 380 | 379,0,3,"Betros, Mr. Tannous",male,20,0,0,2648,4.0125,,C 381 | 380,0,3,"Gustafsson, Mr. Karl Gideon",male,19,0,0,347069,7.775,,S 382 | 381,1,1,"Bidois, Miss. Rosalie",female,42,0,0,PC 17757,227.525,,C 383 | 382,1,3,"Nakid, Miss. Maria (""Mary"")",female,1,0,2,2653,15.7417,,C 384 | 383,0,3,"Tikkanen, Mr. Juho",male,32,0,0,STON/O 2. 3101293,7.925,,S 385 | 384,1,1,"Holverson, Mrs. Alexander Oskar (Mary Aline Towner)",female,35,1,0,113789,52,,S 386 | 385,0,3,"Plotcharsky, Mr. Vasil",male,,0,0,349227,7.8958,,S 387 | 386,0,2,"Davies, Mr. Charles Henry",male,18,0,0,S.O.C. 14879,73.5,,S 388 | 387,0,3,"Goodwin, Master. Sidney Leonard",male,1,5,2,CA 2144,46.9,,S 389 | 388,1,2,"Buss, Miss. Kate",female,36,0,0,27849,13,,S 390 | 389,0,3,"Sadlier, Mr. Matthew",male,,0,0,367655,7.7292,,Q 391 | 390,1,2,"Lehmann, Miss. Bertha",female,17,0,0,SC 1748,12,,C 392 | 391,1,1,"Carter, Mr. William Ernest",male,36,1,2,113760,120,B96 B98,S 393 | 392,1,3,"Jansson, Mr. Carl Olof",male,21,0,0,350034,7.7958,,S 394 | 393,0,3,"Gustafsson, Mr. Johan Birger",male,28,2,0,3101277,7.925,,S 395 | 394,1,1,"Newell, Miss. Marjorie",female,23,1,0,35273,113.275,D36,C 396 | 395,1,3,"Sandstrom, Mrs. Hjalmar (Agnes Charlotta Bengtsson)",female,24,0,2,PP 9549,16.7,G6,S 397 | 396,0,3,"Johansson, Mr. Erik",male,22,0,0,350052,7.7958,,S 398 | 397,0,3,"Olsson, Miss. Elina",female,31,0,0,350407,7.8542,,S 399 | 398,0,2,"McKane, Mr. Peter David",male,46,0,0,28403,26,,S 400 | 399,0,2,"Pain, Dr. Alfred",male,23,0,0,244278,10.5,,S 401 | 400,1,2,"Trout, Mrs. William H (Jessie L)",female,28,0,0,240929,12.65,,S 402 | 401,1,3,"Niskanen, Mr. Juha",male,39,0,0,STON/O 2. 3101289,7.925,,S 403 | 402,0,3,"Adams, Mr. John",male,26,0,0,341826,8.05,,S 404 | 403,0,3,"Jussila, Miss. Mari Aina",female,21,1,0,4137,9.825,,S 405 | 404,0,3,"Hakkarainen, Mr. Pekka Pietari",male,28,1,0,STON/O2. 3101279,15.85,,S 406 | 405,0,3,"Oreskovic, Miss. Marija",female,20,0,0,315096,8.6625,,S 407 | 406,0,2,"Gale, Mr. Shadrach",male,34,1,0,28664,21,,S 408 | 407,0,3,"Widegren, Mr. Carl/Charles Peter",male,51,0,0,347064,7.75,,S 409 | 408,1,2,"Richards, Master. William Rowe",male,3,1,1,29106,18.75,,S 410 | 409,0,3,"Birkeland, Mr. Hans Martin Monsen",male,21,0,0,312992,7.775,,S 411 | 410,0,3,"Lefebre, Miss. Ida",female,,3,1,4133,25.4667,,S 412 | 411,0,3,"Sdycoff, Mr. Todor",male,,0,0,349222,7.8958,,S 413 | 412,0,3,"Hart, Mr. Henry",male,,0,0,394140,6.8583,,Q 414 | 413,1,1,"Minahan, Miss. Daisy E",female,33,1,0,19928,90,C78,Q 415 | 414,0,2,"Cunningham, Mr. Alfred Fleming",male,,0,0,239853,0,,S 416 | 415,1,3,"Sundman, Mr. Johan Julian",male,44,0,0,STON/O 2. 3101269,7.925,,S 417 | 416,0,3,"Meek, Mrs. Thomas (Annie Louise Rowley)",female,,0,0,343095,8.05,,S 418 | 417,1,2,"Drew, Mrs. James Vivian (Lulu Thorne Christian)",female,34,1,1,28220,32.5,,S 419 | 418,1,2,"Silven, Miss. Lyyli Karoliina",female,18,0,2,250652,13,,S 420 | 419,0,2,"Matthews, Mr. William John",male,30,0,0,28228,13,,S 421 | 420,0,3,"Van Impe, Miss. Catharina",female,10,0,2,345773,24.15,,S 422 | 421,0,3,"Gheorgheff, Mr. Stanio",male,,0,0,349254,7.8958,,C 423 | 422,0,3,"Charters, Mr. David",male,21,0,0,A/5. 13032,7.7333,,Q 424 | 423,0,3,"Zimmerman, Mr. Leo",male,29,0,0,315082,7.875,,S 425 | 424,0,3,"Danbom, Mrs. Ernst Gilbert (Anna Sigrid Maria Brogren)",female,28,1,1,347080,14.4,,S 426 | 425,0,3,"Rosblom, Mr. Viktor Richard",male,18,1,1,370129,20.2125,,S 427 | 426,0,3,"Wiseman, Mr. Phillippe",male,,0,0,A/4. 34244,7.25,,S 428 | 427,1,2,"Clarke, Mrs. Charles V (Ada Maria Winfield)",female,28,1,0,2003,26,,S 429 | 428,1,2,"Phillips, Miss. Kate Florence (""Mrs Kate Louise Phillips Marshall"")",female,19,0,0,250655,26,,S 430 | 429,0,3,"Flynn, Mr. James",male,,0,0,364851,7.75,,Q 431 | 430,1,3,"Pickard, Mr. Berk (Berk Trembisky)",male,32,0,0,SOTON/O.Q. 392078,8.05,E10,S 432 | 431,1,1,"Bjornstrom-Steffansson, Mr. Mauritz Hakan",male,28,0,0,110564,26.55,C52,S 433 | 432,1,3,"Thorneycroft, Mrs. Percival (Florence Kate White)",female,,1,0,376564,16.1,,S 434 | 433,1,2,"Louch, Mrs. Charles Alexander (Alice Adelaide Slow)",female,42,1,0,SC/AH 3085,26,,S 435 | 434,0,3,"Kallio, Mr. Nikolai Erland",male,17,0,0,STON/O 2. 3101274,7.125,,S 436 | 435,0,1,"Silvey, Mr. William Baird",male,50,1,0,13507,55.9,E44,S 437 | 436,1,1,"Carter, Miss. Lucile Polk",female,14,1,2,113760,120,B96 B98,S 438 | 437,0,3,"Ford, Miss. Doolina Margaret ""Daisy""",female,21,2,2,W./C. 6608,34.375,,S 439 | 438,1,2,"Richards, Mrs. Sidney (Emily Hocking)",female,24,2,3,29106,18.75,,S 440 | 439,0,1,"Fortune, Mr. Mark",male,64,1,4,19950,263,C23 C25 C27,S 441 | 440,0,2,"Kvillner, Mr. Johan Henrik Johannesson",male,31,0,0,C.A. 18723,10.5,,S 442 | 441,1,2,"Hart, Mrs. Benjamin (Esther Ada Bloomfield)",female,45,1,1,F.C.C. 13529,26.25,,S 443 | 442,0,3,"Hampe, Mr. Leon",male,20,0,0,345769,9.5,,S 444 | 443,0,3,"Petterson, Mr. Johan Emil",male,25,1,0,347076,7.775,,S 445 | 444,1,2,"Reynaldo, Ms. Encarnacion",female,28,0,0,230434,13,,S 446 | 445,1,3,"Johannesen-Bratthammer, Mr. Bernt",male,,0,0,65306,8.1125,,S 447 | 446,1,1,"Dodge, Master. Washington",male,4,0,2,33638,81.8583,A34,S 448 | 447,1,2,"Mellinger, Miss. Madeleine Violet",female,13,0,1,250644,19.5,,S 449 | 448,1,1,"Seward, Mr. Frederic Kimber",male,34,0,0,113794,26.55,,S 450 | 449,1,3,"Baclini, Miss. Marie Catherine",female,5,2,1,2666,19.2583,,C 451 | 450,1,1,"Peuchen, Major. Arthur Godfrey",male,52,0,0,113786,30.5,C104,S 452 | 451,0,2,"West, Mr. Edwy Arthur",male,36,1,2,C.A. 34651,27.75,,S 453 | 452,0,3,"Hagland, Mr. Ingvald Olai Olsen",male,,1,0,65303,19.9667,,S 454 | 453,0,1,"Foreman, Mr. Benjamin Laventall",male,30,0,0,113051,27.75,C111,C 455 | 454,1,1,"Goldenberg, Mr. Samuel L",male,49,1,0,17453,89.1042,C92,C 456 | 455,0,3,"Peduzzi, Mr. Joseph",male,,0,0,A/5 2817,8.05,,S 457 | 456,1,3,"Jalsevac, Mr. Ivan",male,29,0,0,349240,7.8958,,C 458 | 457,0,1,"Millet, Mr. Francis Davis",male,65,0,0,13509,26.55,E38,S 459 | 458,1,1,"Kenyon, Mrs. Frederick R (Marion)",female,,1,0,17464,51.8625,D21,S 460 | 459,1,2,"Toomey, Miss. Ellen",female,50,0,0,F.C.C. 13531,10.5,,S 461 | 460,0,3,"O'Connor, Mr. Maurice",male,,0,0,371060,7.75,,Q 462 | 461,1,1,"Anderson, Mr. Harry",male,48,0,0,19952,26.55,E12,S 463 | 462,0,3,"Morley, Mr. William",male,34,0,0,364506,8.05,,S 464 | 463,0,1,"Gee, Mr. Arthur H",male,47,0,0,111320,38.5,E63,S 465 | 464,0,2,"Milling, Mr. Jacob Christian",male,48,0,0,234360,13,,S 466 | 465,0,3,"Maisner, Mr. Simon",male,,0,0,A/S 2816,8.05,,S 467 | 466,0,3,"Goncalves, Mr. Manuel Estanslas",male,38,0,0,SOTON/O.Q. 3101306,7.05,,S 468 | 467,0,2,"Campbell, Mr. William",male,,0,0,239853,0,,S 469 | 468,0,1,"Smart, Mr. John Montgomery",male,56,0,0,113792,26.55,,S 470 | 469,0,3,"Scanlan, Mr. James",male,,0,0,36209,7.725,,Q 471 | 470,1,3,"Baclini, Miss. Helene Barbara",female,0.75,2,1,2666,19.2583,,C 472 | 471,0,3,"Keefe, Mr. Arthur",male,,0,0,323592,7.25,,S 473 | 472,0,3,"Cacic, Mr. Luka",male,38,0,0,315089,8.6625,,S 474 | 473,1,2,"West, Mrs. Edwy Arthur (Ada Mary Worth)",female,33,1,2,C.A. 34651,27.75,,S 475 | 474,1,2,"Jerwan, Mrs. Amin S (Marie Marthe Thuillard)",female,23,0,0,SC/AH Basle 541,13.7917,D,C 476 | 475,0,3,"Strandberg, Miss. Ida Sofia",female,22,0,0,7553,9.8375,,S 477 | 476,0,1,"Clifford, Mr. George Quincy",male,,0,0,110465,52,A14,S 478 | 477,0,2,"Renouf, Mr. Peter Henry",male,34,1,0,31027,21,,S 479 | 478,0,3,"Braund, Mr. Lewis Richard",male,29,1,0,3460,7.0458,,S 480 | 479,0,3,"Karlsson, Mr. Nils August",male,22,0,0,350060,7.5208,,S 481 | 480,1,3,"Hirvonen, Miss. Hildur E",female,2,0,1,3101298,12.2875,,S 482 | 481,0,3,"Goodwin, Master. Harold Victor",male,9,5,2,CA 2144,46.9,,S 483 | 482,0,2,"Frost, Mr. Anthony Wood ""Archie""",male,,0,0,239854,0,,S 484 | 483,0,3,"Rouse, Mr. Richard Henry",male,50,0,0,A/5 3594,8.05,,S 485 | 484,1,3,"Turkula, Mrs. (Hedwig)",female,63,0,0,4134,9.5875,,S 486 | 485,1,1,"Bishop, Mr. Dickinson H",male,25,1,0,11967,91.0792,B49,C 487 | 486,0,3,"Lefebre, Miss. Jeannie",female,,3,1,4133,25.4667,,S 488 | 487,1,1,"Hoyt, Mrs. Frederick Maxfield (Jane Anne Forby)",female,35,1,0,19943,90,C93,S 489 | 488,0,1,"Kent, Mr. Edward Austin",male,58,0,0,11771,29.7,B37,C 490 | 489,0,3,"Somerton, Mr. Francis William",male,30,0,0,A.5. 18509,8.05,,S 491 | 490,1,3,"Coutts, Master. Eden Leslie ""Neville""",male,9,1,1,C.A. 37671,15.9,,S 492 | 491,0,3,"Hagland, Mr. Konrad Mathias Reiersen",male,,1,0,65304,19.9667,,S 493 | 492,0,3,"Windelov, Mr. Einar",male,21,0,0,SOTON/OQ 3101317,7.25,,S 494 | 493,0,1,"Molson, Mr. Harry Markland",male,55,0,0,113787,30.5,C30,S 495 | 494,0,1,"Artagaveytia, Mr. Ramon",male,71,0,0,PC 17609,49.5042,,C 496 | 495,0,3,"Stanley, Mr. Edward Roland",male,21,0,0,A/4 45380,8.05,,S 497 | 496,0,3,"Yousseff, Mr. Gerious",male,,0,0,2627,14.4583,,C 498 | 497,1,1,"Eustis, Miss. Elizabeth Mussey",female,54,1,0,36947,78.2667,D20,C 499 | 498,0,3,"Shellard, Mr. Frederick William",male,,0,0,C.A. 6212,15.1,,S 500 | 499,0,1,"Allison, Mrs. Hudson J C (Bessie Waldo Daniels)",female,25,1,2,113781,151.55,C22 C26,S 501 | 500,0,3,"Svensson, Mr. Olof",male,24,0,0,350035,7.7958,,S 502 | 501,0,3,"Calic, Mr. Petar",male,17,0,0,315086,8.6625,,S 503 | 502,0,3,"Canavan, Miss. Mary",female,21,0,0,364846,7.75,,Q 504 | 503,0,3,"O'Sullivan, Miss. Bridget Mary",female,,0,0,330909,7.6292,,Q 505 | 504,0,3,"Laitinen, Miss. Kristina Sofia",female,37,0,0,4135,9.5875,,S 506 | 505,1,1,"Maioni, Miss. Roberta",female,16,0,0,110152,86.5,B79,S 507 | 506,0,1,"Penasco y Castellana, Mr. Victor de Satode",male,18,1,0,PC 17758,108.9,C65,C 508 | 507,1,2,"Quick, Mrs. Frederick Charles (Jane Richards)",female,33,0,2,26360,26,,S 509 | 508,1,1,"Bradley, Mr. George (""George Arthur Brayton"")",male,,0,0,111427,26.55,,S 510 | 509,0,3,"Olsen, Mr. Henry Margido",male,28,0,0,C 4001,22.525,,S 511 | 510,1,3,"Lang, Mr. Fang",male,26,0,0,1601,56.4958,,S 512 | 511,1,3,"Daly, Mr. Eugene Patrick",male,29,0,0,382651,7.75,,Q 513 | 512,0,3,"Webber, Mr. James",male,,0,0,SOTON/OQ 3101316,8.05,,S 514 | 513,1,1,"McGough, Mr. James Robert",male,36,0,0,PC 17473,26.2875,E25,S 515 | 514,1,1,"Rothschild, Mrs. Martin (Elizabeth L. Barrett)",female,54,1,0,PC 17603,59.4,,C 516 | 515,0,3,"Coleff, Mr. Satio",male,24,0,0,349209,7.4958,,S 517 | 516,0,1,"Walker, Mr. William Anderson",male,47,0,0,36967,34.0208,D46,S 518 | 517,1,2,"Lemore, Mrs. (Amelia Milley)",female,34,0,0,C.A. 34260,10.5,F33,S 519 | 518,0,3,"Ryan, Mr. Patrick",male,,0,0,371110,24.15,,Q 520 | 519,1,2,"Angle, Mrs. William A (Florence ""Mary"" Agnes Hughes)",female,36,1,0,226875,26,,S 521 | 520,0,3,"Pavlovic, Mr. Stefo",male,32,0,0,349242,7.8958,,S 522 | 521,1,1,"Perreault, Miss. Anne",female,30,0,0,12749,93.5,B73,S 523 | 522,0,3,"Vovk, Mr. Janko",male,22,0,0,349252,7.8958,,S 524 | 523,0,3,"Lahoud, Mr. Sarkis",male,,0,0,2624,7.225,,C 525 | 524,1,1,"Hippach, Mrs. Louis Albert (Ida Sophia Fischer)",female,44,0,1,111361,57.9792,B18,C 526 | 525,0,3,"Kassem, Mr. Fared",male,,0,0,2700,7.2292,,C 527 | 526,0,3,"Farrell, Mr. James",male,40.5,0,0,367232,7.75,,Q 528 | 527,1,2,"Ridsdale, Miss. Lucy",female,50,0,0,W./C. 14258,10.5,,S 529 | 528,0,1,"Farthing, Mr. John",male,,0,0,PC 17483,221.7792,C95,S 530 | 529,0,3,"Salonen, Mr. Johan Werner",male,39,0,0,3101296,7.925,,S 531 | 530,0,2,"Hocking, Mr. Richard George",male,23,2,1,29104,11.5,,S 532 | 531,1,2,"Quick, Miss. Phyllis May",female,2,1,1,26360,26,,S 533 | 532,0,3,"Toufik, Mr. Nakli",male,,0,0,2641,7.2292,,C 534 | 533,0,3,"Elias, Mr. Joseph Jr",male,17,1,1,2690,7.2292,,C 535 | 534,1,3,"Peter, Mrs. Catherine (Catherine Rizk)",female,,0,2,2668,22.3583,,C 536 | 535,0,3,"Cacic, Miss. Marija",female,30,0,0,315084,8.6625,,S 537 | 536,1,2,"Hart, Miss. Eva Miriam",female,7,0,2,F.C.C. 13529,26.25,,S 538 | 537,0,1,"Butt, Major. Archibald Willingham",male,45,0,0,113050,26.55,B38,S 539 | 538,1,1,"LeRoy, Miss. Bertha",female,30,0,0,PC 17761,106.425,,C 540 | 539,0,3,"Risien, Mr. Samuel Beard",male,,0,0,364498,14.5,,S 541 | 540,1,1,"Frolicher, Miss. Hedwig Margaritha",female,22,0,2,13568,49.5,B39,C 542 | 541,1,1,"Crosby, Miss. Harriet R",female,36,0,2,WE/P 5735,71,B22,S 543 | 542,0,3,"Andersson, Miss. Ingeborg Constanzia",female,9,4,2,347082,31.275,,S 544 | 543,0,3,"Andersson, Miss. Sigrid Elisabeth",female,11,4,2,347082,31.275,,S 545 | 544,1,2,"Beane, Mr. Edward",male,32,1,0,2908,26,,S 546 | 545,0,1,"Douglas, Mr. Walter Donald",male,50,1,0,PC 17761,106.425,C86,C 547 | 546,0,1,"Nicholson, Mr. Arthur Ernest",male,64,0,0,693,26,,S 548 | 547,1,2,"Beane, Mrs. Edward (Ethel Clarke)",female,19,1,0,2908,26,,S 549 | 548,1,2,"Padro y Manent, Mr. Julian",male,,0,0,SC/PARIS 2146,13.8625,,C 550 | 549,0,3,"Goldsmith, Mr. Frank John",male,33,1,1,363291,20.525,,S 551 | 550,1,2,"Davies, Master. John Morgan Jr",male,8,1,1,C.A. 33112,36.75,,S 552 | 551,1,1,"Thayer, Mr. John Borland Jr",male,17,0,2,17421,110.8833,C70,C 553 | 552,0,2,"Sharp, Mr. Percival James R",male,27,0,0,244358,26,,S 554 | 553,0,3,"O'Brien, Mr. Timothy",male,,0,0,330979,7.8292,,Q 555 | 554,1,3,"Leeni, Mr. Fahim (""Philip Zenni"")",male,22,0,0,2620,7.225,,C 556 | 555,1,3,"Ohman, Miss. Velin",female,22,0,0,347085,7.775,,S 557 | 556,0,1,"Wright, Mr. George",male,62,0,0,113807,26.55,,S 558 | 557,1,1,"Duff Gordon, Lady. (Lucille Christiana Sutherland) (""Mrs Morgan"")",female,48,1,0,11755,39.6,A16,C 559 | 558,0,1,"Robbins, Mr. Victor",male,,0,0,PC 17757,227.525,,C 560 | 559,1,1,"Taussig, Mrs. Emil (Tillie Mandelbaum)",female,39,1,1,110413,79.65,E67,S 561 | 560,1,3,"de Messemaeker, Mrs. Guillaume Joseph (Emma)",female,36,1,0,345572,17.4,,S 562 | 561,0,3,"Morrow, Mr. Thomas Rowan",male,,0,0,372622,7.75,,Q 563 | 562,0,3,"Sivic, Mr. Husein",male,40,0,0,349251,7.8958,,S 564 | 563,0,2,"Norman, Mr. Robert Douglas",male,28,0,0,218629,13.5,,S 565 | 564,0,3,"Simmons, Mr. John",male,,0,0,SOTON/OQ 392082,8.05,,S 566 | 565,0,3,"Meanwell, Miss. (Marion Ogden)",female,,0,0,SOTON/O.Q. 392087,8.05,,S 567 | 566,0,3,"Davies, Mr. Alfred J",male,24,2,0,A/4 48871,24.15,,S 568 | 567,0,3,"Stoytcheff, Mr. Ilia",male,19,0,0,349205,7.8958,,S 569 | 568,0,3,"Palsson, Mrs. Nils (Alma Cornelia Berglund)",female,29,0,4,349909,21.075,,S 570 | 569,0,3,"Doharr, Mr. Tannous",male,,0,0,2686,7.2292,,C 571 | 570,1,3,"Jonsson, Mr. Carl",male,32,0,0,350417,7.8542,,S 572 | 571,1,2,"Harris, Mr. George",male,62,0,0,S.W./PP 752,10.5,,S 573 | 572,1,1,"Appleton, Mrs. Edward Dale (Charlotte Lamson)",female,53,2,0,11769,51.4792,C101,S 574 | 573,1,1,"Flynn, Mr. John Irwin (""Irving"")",male,36,0,0,PC 17474,26.3875,E25,S 575 | 574,1,3,"Kelly, Miss. Mary",female,,0,0,14312,7.75,,Q 576 | 575,0,3,"Rush, Mr. Alfred George John",male,16,0,0,A/4. 20589,8.05,,S 577 | 576,0,3,"Patchett, Mr. George",male,19,0,0,358585,14.5,,S 578 | 577,1,2,"Garside, Miss. Ethel",female,34,0,0,243880,13,,S 579 | 578,1,1,"Silvey, Mrs. William Baird (Alice Munger)",female,39,1,0,13507,55.9,E44,S 580 | 579,0,3,"Caram, Mrs. Joseph (Maria Elias)",female,,1,0,2689,14.4583,,C 581 | 580,1,3,"Jussila, Mr. Eiriik",male,32,0,0,STON/O 2. 3101286,7.925,,S 582 | 581,1,2,"Christy, Miss. Julie Rachel",female,25,1,1,237789,30,,S 583 | 582,1,1,"Thayer, Mrs. John Borland (Marian Longstreth Morris)",female,39,1,1,17421,110.8833,C68,C 584 | 583,0,2,"Downton, Mr. William James",male,54,0,0,28403,26,,S 585 | 584,0,1,"Ross, Mr. John Hugo",male,36,0,0,13049,40.125,A10,C 586 | 585,0,3,"Paulner, Mr. Uscher",male,,0,0,3411,8.7125,,C 587 | 586,1,1,"Taussig, Miss. Ruth",female,18,0,2,110413,79.65,E68,S 588 | 587,0,2,"Jarvis, Mr. John Denzil",male,47,0,0,237565,15,,S 589 | 588,1,1,"Frolicher-Stehli, Mr. Maxmillian",male,60,1,1,13567,79.2,B41,C 590 | 589,0,3,"Gilinski, Mr. Eliezer",male,22,0,0,14973,8.05,,S 591 | 590,0,3,"Murdlin, Mr. Joseph",male,,0,0,A./5. 3235,8.05,,S 592 | 591,0,3,"Rintamaki, Mr. Matti",male,35,0,0,STON/O 2. 3101273,7.125,,S 593 | 592,1,1,"Stephenson, Mrs. Walter Bertram (Martha Eustis)",female,52,1,0,36947,78.2667,D20,C 594 | 593,0,3,"Elsbury, Mr. William James",male,47,0,0,A/5 3902,7.25,,S 595 | 594,0,3,"Bourke, Miss. Mary",female,,0,2,364848,7.75,,Q 596 | 595,0,2,"Chapman, Mr. John Henry",male,37,1,0,SC/AH 29037,26,,S 597 | 596,0,3,"Van Impe, Mr. Jean Baptiste",male,36,1,1,345773,24.15,,S 598 | 597,1,2,"Leitch, Miss. Jessie Wills",female,,0,0,248727,33,,S 599 | 598,0,3,"Johnson, Mr. Alfred",male,49,0,0,LINE,0,,S 600 | 599,0,3,"Boulos, Mr. Hanna",male,,0,0,2664,7.225,,C 601 | 600,1,1,"Duff Gordon, Sir. Cosmo Edmund (""Mr Morgan"")",male,49,1,0,PC 17485,56.9292,A20,C 602 | 601,1,2,"Jacobsohn, Mrs. Sidney Samuel (Amy Frances Christy)",female,24,2,1,243847,27,,S 603 | 602,0,3,"Slabenoff, Mr. Petco",male,,0,0,349214,7.8958,,S 604 | 603,0,1,"Harrington, Mr. Charles H",male,,0,0,113796,42.4,,S 605 | 604,0,3,"Torber, Mr. Ernst William",male,44,0,0,364511,8.05,,S 606 | 605,1,1,"Homer, Mr. Harry (""Mr E Haven"")",male,35,0,0,111426,26.55,,C 607 | 606,0,3,"Lindell, Mr. Edvard Bengtsson",male,36,1,0,349910,15.55,,S 608 | 607,0,3,"Karaic, Mr. Milan",male,30,0,0,349246,7.8958,,S 609 | 608,1,1,"Daniel, Mr. Robert Williams",male,27,0,0,113804,30.5,,S 610 | 609,1,2,"Laroche, Mrs. Joseph (Juliette Marie Louise Lafargue)",female,22,1,2,SC/Paris 2123,41.5792,,C 611 | 610,1,1,"Shutes, Miss. Elizabeth W",female,40,0,0,PC 17582,153.4625,C125,S 612 | 611,0,3,"Andersson, Mrs. Anders Johan (Alfrida Konstantia Brogren)",female,39,1,5,347082,31.275,,S 613 | 612,0,3,"Jardin, Mr. Jose Neto",male,,0,0,SOTON/O.Q. 3101305,7.05,,S 614 | 613,1,3,"Murphy, Miss. Margaret Jane",female,,1,0,367230,15.5,,Q 615 | 614,0,3,"Horgan, Mr. John",male,,0,0,370377,7.75,,Q 616 | 615,0,3,"Brocklebank, Mr. William Alfred",male,35,0,0,364512,8.05,,S 617 | 616,1,2,"Herman, Miss. Alice",female,24,1,2,220845,65,,S 618 | 617,0,3,"Danbom, Mr. Ernst Gilbert",male,34,1,1,347080,14.4,,S 619 | 618,0,3,"Lobb, Mrs. William Arthur (Cordelia K Stanlick)",female,26,1,0,A/5. 3336,16.1,,S 620 | 619,1,2,"Becker, Miss. Marion Louise",female,4,2,1,230136,39,F4,S 621 | 620,0,2,"Gavey, Mr. Lawrence",male,26,0,0,31028,10.5,,S 622 | 621,0,3,"Yasbeck, Mr. Antoni",male,27,1,0,2659,14.4542,,C 623 | 622,1,1,"Kimball, Mr. Edwin Nelson Jr",male,42,1,0,11753,52.5542,D19,S 624 | 623,1,3,"Nakid, Mr. Sahid",male,20,1,1,2653,15.7417,,C 625 | 624,0,3,"Hansen, Mr. Henry Damsgaard",male,21,0,0,350029,7.8542,,S 626 | 625,0,3,"Bowen, Mr. David John ""Dai""",male,21,0,0,54636,16.1,,S 627 | 626,0,1,"Sutton, Mr. Frederick",male,61,0,0,36963,32.3208,D50,S 628 | 627,0,2,"Kirkland, Rev. Charles Leonard",male,57,0,0,219533,12.35,,Q 629 | 628,1,1,"Longley, Miss. Gretchen Fiske",female,21,0,0,13502,77.9583,D9,S 630 | 629,0,3,"Bostandyeff, Mr. Guentcho",male,26,0,0,349224,7.8958,,S 631 | 630,0,3,"O'Connell, Mr. Patrick D",male,,0,0,334912,7.7333,,Q 632 | 631,1,1,"Barkworth, Mr. Algernon Henry Wilson",male,80,0,0,27042,30,A23,S 633 | 632,0,3,"Lundahl, Mr. Johan Svensson",male,51,0,0,347743,7.0542,,S 634 | 633,1,1,"Stahelin-Maeglin, Dr. Max",male,32,0,0,13214,30.5,B50,C 635 | 634,0,1,"Parr, Mr. William Henry Marsh",male,,0,0,112052,0,,S 636 | 635,0,3,"Skoog, Miss. Mabel",female,9,3,2,347088,27.9,,S 637 | 636,1,2,"Davis, Miss. Mary",female,28,0,0,237668,13,,S 638 | 637,0,3,"Leinonen, Mr. Antti Gustaf",male,32,0,0,STON/O 2. 3101292,7.925,,S 639 | 638,0,2,"Collyer, Mr. Harvey",male,31,1,1,C.A. 31921,26.25,,S 640 | 639,0,3,"Panula, Mrs. Juha (Maria Emilia Ojala)",female,41,0,5,3101295,39.6875,,S 641 | 640,0,3,"Thorneycroft, Mr. Percival",male,,1,0,376564,16.1,,S 642 | 641,0,3,"Jensen, Mr. Hans Peder",male,20,0,0,350050,7.8542,,S 643 | 642,1,1,"Sagesser, Mlle. Emma",female,24,0,0,PC 17477,69.3,B35,C 644 | 643,0,3,"Skoog, Miss. Margit Elizabeth",female,2,3,2,347088,27.9,,S 645 | 644,1,3,"Foo, Mr. Choong",male,,0,0,1601,56.4958,,S 646 | 645,1,3,"Baclini, Miss. Eugenie",female,0.75,2,1,2666,19.2583,,C 647 | 646,1,1,"Harper, Mr. Henry Sleeper",male,48,1,0,PC 17572,76.7292,D33,C 648 | 647,0,3,"Cor, Mr. Liudevit",male,19,0,0,349231,7.8958,,S 649 | 648,1,1,"Simonius-Blumer, Col. Oberst Alfons",male,56,0,0,13213,35.5,A26,C 650 | 649,0,3,"Willey, Mr. Edward",male,,0,0,S.O./P.P. 751,7.55,,S 651 | 650,1,3,"Stanley, Miss. Amy Zillah Elsie",female,23,0,0,CA. 2314,7.55,,S 652 | 651,0,3,"Mitkoff, Mr. Mito",male,,0,0,349221,7.8958,,S 653 | 652,1,2,"Doling, Miss. Elsie",female,18,0,1,231919,23,,S 654 | 653,0,3,"Kalvik, Mr. Johannes Halvorsen",male,21,0,0,8475,8.4333,,S 655 | 654,1,3,"O'Leary, Miss. Hanora ""Norah""",female,,0,0,330919,7.8292,,Q 656 | 655,0,3,"Hegarty, Miss. Hanora ""Nora""",female,18,0,0,365226,6.75,,Q 657 | 656,0,2,"Hickman, Mr. Leonard Mark",male,24,2,0,S.O.C. 14879,73.5,,S 658 | 657,0,3,"Radeff, Mr. Alexander",male,,0,0,349223,7.8958,,S 659 | 658,0,3,"Bourke, Mrs. John (Catherine)",female,32,1,1,364849,15.5,,Q 660 | 659,0,2,"Eitemiller, Mr. George Floyd",male,23,0,0,29751,13,,S 661 | 660,0,1,"Newell, Mr. Arthur Webster",male,58,0,2,35273,113.275,D48,C 662 | 661,1,1,"Frauenthal, Dr. Henry William",male,50,2,0,PC 17611,133.65,,S 663 | 662,0,3,"Badt, Mr. Mohamed",male,40,0,0,2623,7.225,,C 664 | 663,0,1,"Colley, Mr. Edward Pomeroy",male,47,0,0,5727,25.5875,E58,S 665 | 664,0,3,"Coleff, Mr. Peju",male,36,0,0,349210,7.4958,,S 666 | 665,1,3,"Lindqvist, Mr. Eino William",male,20,1,0,STON/O 2. 3101285,7.925,,S 667 | 666,0,2,"Hickman, Mr. Lewis",male,32,2,0,S.O.C. 14879,73.5,,S 668 | 667,0,2,"Butler, Mr. Reginald Fenton",male,25,0,0,234686,13,,S 669 | 668,0,3,"Rommetvedt, Mr. Knud Paust",male,,0,0,312993,7.775,,S 670 | 669,0,3,"Cook, Mr. Jacob",male,43,0,0,A/5 3536,8.05,,S 671 | 670,1,1,"Taylor, Mrs. Elmer Zebley (Juliet Cummins Wright)",female,,1,0,19996,52,C126,S 672 | 671,1,2,"Brown, Mrs. Thomas William Solomon (Elizabeth Catherine Ford)",female,40,1,1,29750,39,,S 673 | 672,0,1,"Davidson, Mr. Thornton",male,31,1,0,F.C. 12750,52,B71,S 674 | 673,0,2,"Mitchell, Mr. Henry Michael",male,70,0,0,C.A. 24580,10.5,,S 675 | 674,1,2,"Wilhelms, Mr. Charles",male,31,0,0,244270,13,,S 676 | 675,0,2,"Watson, Mr. Ennis Hastings",male,,0,0,239856,0,,S 677 | 676,0,3,"Edvardsson, Mr. Gustaf Hjalmar",male,18,0,0,349912,7.775,,S 678 | 677,0,3,"Sawyer, Mr. Frederick Charles",male,24.5,0,0,342826,8.05,,S 679 | 678,1,3,"Turja, Miss. Anna Sofia",female,18,0,0,4138,9.8417,,S 680 | 679,0,3,"Goodwin, Mrs. Frederick (Augusta Tyler)",female,43,1,6,CA 2144,46.9,,S 681 | 680,1,1,"Cardeza, Mr. Thomas Drake Martinez",male,36,0,1,PC 17755,512.3292,B51 B53 B55,C 682 | 681,0,3,"Peters, Miss. Katie",female,,0,0,330935,8.1375,,Q 683 | 682,1,1,"Hassab, Mr. Hammad",male,27,0,0,PC 17572,76.7292,D49,C 684 | 683,0,3,"Olsvigen, Mr. Thor Anderson",male,20,0,0,6563,9.225,,S 685 | 684,0,3,"Goodwin, Mr. Charles Edward",male,14,5,2,CA 2144,46.9,,S 686 | 685,0,2,"Brown, Mr. Thomas William Solomon",male,60,1,1,29750,39,,S 687 | 686,0,2,"Laroche, Mr. Joseph Philippe Lemercier",male,25,1,2,SC/Paris 2123,41.5792,,C 688 | 687,0,3,"Panula, Mr. Jaako Arnold",male,14,4,1,3101295,39.6875,,S 689 | 688,0,3,"Dakic, Mr. Branko",male,19,0,0,349228,10.1708,,S 690 | 689,0,3,"Fischer, Mr. Eberhard Thelander",male,18,0,0,350036,7.7958,,S 691 | 690,1,1,"Madill, Miss. Georgette Alexandra",female,15,0,1,24160,211.3375,B5,S 692 | 691,1,1,"Dick, Mr. Albert Adrian",male,31,1,0,17474,57,B20,S 693 | 692,1,3,"Karun, Miss. Manca",female,4,0,1,349256,13.4167,,C 694 | 693,1,3,"Lam, Mr. Ali",male,,0,0,1601,56.4958,,S 695 | 694,0,3,"Saad, Mr. Khalil",male,25,0,0,2672,7.225,,C 696 | 695,0,1,"Weir, Col. John",male,60,0,0,113800,26.55,,S 697 | 696,0,2,"Chapman, Mr. Charles Henry",male,52,0,0,248731,13.5,,S 698 | 697,0,3,"Kelly, Mr. James",male,44,0,0,363592,8.05,,S 699 | 698,1,3,"Mullens, Miss. Katherine ""Katie""",female,,0,0,35852,7.7333,,Q 700 | 699,0,1,"Thayer, Mr. John Borland",male,49,1,1,17421,110.8833,C68,C 701 | 700,0,3,"Humblen, Mr. Adolf Mathias Nicolai Olsen",male,42,0,0,348121,7.65,F G63,S 702 | 701,1,1,"Astor, Mrs. John Jacob (Madeleine Talmadge Force)",female,18,1,0,PC 17757,227.525,C62 C64,C 703 | 702,1,1,"Silverthorne, Mr. Spencer Victor",male,35,0,0,PC 17475,26.2875,E24,S 704 | 703,0,3,"Barbara, Miss. Saiide",female,18,0,1,2691,14.4542,,C 705 | 704,0,3,"Gallagher, Mr. Martin",male,25,0,0,36864,7.7417,,Q 706 | 705,0,3,"Hansen, Mr. Henrik Juul",male,26,1,0,350025,7.8542,,S 707 | 706,0,2,"Morley, Mr. Henry Samuel (""Mr Henry Marshall"")",male,39,0,0,250655,26,,S 708 | 707,1,2,"Kelly, Mrs. Florence ""Fannie""",female,45,0,0,223596,13.5,,S 709 | 708,1,1,"Calderhead, Mr. Edward Pennington",male,42,0,0,PC 17476,26.2875,E24,S 710 | 709,1,1,"Cleaver, Miss. Alice",female,22,0,0,113781,151.55,,S 711 | 710,1,3,"Moubarek, Master. Halim Gonios (""William George"")",male,,1,1,2661,15.2458,,C 712 | 711,1,1,"Mayne, Mlle. Berthe Antonine (""Mrs de Villiers"")",female,24,0,0,PC 17482,49.5042,C90,C 713 | 712,0,1,"Klaber, Mr. Herman",male,,0,0,113028,26.55,C124,S 714 | 713,1,1,"Taylor, Mr. Elmer Zebley",male,48,1,0,19996,52,C126,S 715 | 714,0,3,"Larsson, Mr. August Viktor",male,29,0,0,7545,9.4833,,S 716 | 715,0,2,"Greenberg, Mr. Samuel",male,52,0,0,250647,13,,S 717 | 716,0,3,"Soholt, Mr. Peter Andreas Lauritz Andersen",male,19,0,0,348124,7.65,F G73,S 718 | 717,1,1,"Endres, Miss. Caroline Louise",female,38,0,0,PC 17757,227.525,C45,C 719 | 718,1,2,"Troutt, Miss. Edwina Celia ""Winnie""",female,27,0,0,34218,10.5,E101,S 720 | 719,0,3,"McEvoy, Mr. Michael",male,,0,0,36568,15.5,,Q 721 | 720,0,3,"Johnson, Mr. Malkolm Joackim",male,33,0,0,347062,7.775,,S 722 | 721,1,2,"Harper, Miss. Annie Jessie ""Nina""",female,6,0,1,248727,33,,S 723 | 722,0,3,"Jensen, Mr. Svend Lauritz",male,17,1,0,350048,7.0542,,S 724 | 723,0,2,"Gillespie, Mr. William Henry",male,34,0,0,12233,13,,S 725 | 724,0,2,"Hodges, Mr. Henry Price",male,50,0,0,250643,13,,S 726 | 725,1,1,"Chambers, Mr. Norman Campbell",male,27,1,0,113806,53.1,E8,S 727 | 726,0,3,"Oreskovic, Mr. Luka",male,20,0,0,315094,8.6625,,S 728 | 727,1,2,"Renouf, Mrs. Peter Henry (Lillian Jefferys)",female,30,3,0,31027,21,,S 729 | 728,1,3,"Mannion, Miss. Margareth",female,,0,0,36866,7.7375,,Q 730 | 729,0,2,"Bryhl, Mr. Kurt Arnold Gottfrid",male,25,1,0,236853,26,,S 731 | 730,0,3,"Ilmakangas, Miss. Pieta Sofia",female,25,1,0,STON/O2. 3101271,7.925,,S 732 | 731,1,1,"Allen, Miss. Elisabeth Walton",female,29,0,0,24160,211.3375,B5,S 733 | 732,0,3,"Hassan, Mr. Houssein G N",male,11,0,0,2699,18.7875,,C 734 | 733,0,2,"Knight, Mr. Robert J",male,,0,0,239855,0,,S 735 | 734,0,2,"Berriman, Mr. William John",male,23,0,0,28425,13,,S 736 | 735,0,2,"Troupiansky, Mr. Moses Aaron",male,23,0,0,233639,13,,S 737 | 736,0,3,"Williams, Mr. Leslie",male,28.5,0,0,54636,16.1,,S 738 | 737,0,3,"Ford, Mrs. Edward (Margaret Ann Watson)",female,48,1,3,W./C. 6608,34.375,,S 739 | 738,1,1,"Lesurer, Mr. Gustave J",male,35,0,0,PC 17755,512.3292,B101,C 740 | 739,0,3,"Ivanoff, Mr. Kanio",male,,0,0,349201,7.8958,,S 741 | 740,0,3,"Nankoff, Mr. Minko",male,,0,0,349218,7.8958,,S 742 | 741,1,1,"Hawksford, Mr. Walter James",male,,0,0,16988,30,D45,S 743 | 742,0,1,"Cavendish, Mr. Tyrell William",male,36,1,0,19877,78.85,C46,S 744 | 743,1,1,"Ryerson, Miss. Susan Parker ""Suzette""",female,21,2,2,PC 17608,262.375,B57 B59 B63 B66,C 745 | 744,0,3,"McNamee, Mr. Neal",male,24,1,0,376566,16.1,,S 746 | 745,1,3,"Stranden, Mr. Juho",male,31,0,0,STON/O 2. 3101288,7.925,,S 747 | 746,0,1,"Crosby, Capt. Edward Gifford",male,70,1,1,WE/P 5735,71,B22,S 748 | 747,0,3,"Abbott, Mr. Rossmore Edward",male,16,1,1,C.A. 2673,20.25,,S 749 | 748,1,2,"Sinkkonen, Miss. Anna",female,30,0,0,250648,13,,S 750 | 749,0,1,"Marvin, Mr. Daniel Warner",male,19,1,0,113773,53.1,D30,S 751 | 750,0,3,"Connaghton, Mr. Michael",male,31,0,0,335097,7.75,,Q 752 | 751,1,2,"Wells, Miss. Joan",female,4,1,1,29103,23,,S 753 | 752,1,3,"Moor, Master. Meier",male,6,0,1,392096,12.475,E121,S 754 | 753,0,3,"Vande Velde, Mr. Johannes Joseph",male,33,0,0,345780,9.5,,S 755 | 754,0,3,"Jonkoff, Mr. Lalio",male,23,0,0,349204,7.8958,,S 756 | 755,1,2,"Herman, Mrs. Samuel (Jane Laver)",female,48,1,2,220845,65,,S 757 | 756,1,2,"Hamalainen, Master. Viljo",male,0.67,1,1,250649,14.5,,S 758 | 757,0,3,"Carlsson, Mr. August Sigfrid",male,28,0,0,350042,7.7958,,S 759 | 758,0,2,"Bailey, Mr. Percy Andrew",male,18,0,0,29108,11.5,,S 760 | 759,0,3,"Theobald, Mr. Thomas Leonard",male,34,0,0,363294,8.05,,S 761 | 760,1,1,"Rothes, the Countess. of (Lucy Noel Martha Dyer-Edwards)",female,33,0,0,110152,86.5,B77,S 762 | 761,0,3,"Garfirth, Mr. John",male,,0,0,358585,14.5,,S 763 | 762,0,3,"Nirva, Mr. Iisakki Antino Aijo",male,41,0,0,SOTON/O2 3101272,7.125,,S 764 | 763,1,3,"Barah, Mr. Hanna Assi",male,20,0,0,2663,7.2292,,C 765 | 764,1,1,"Carter, Mrs. William Ernest (Lucile Polk)",female,36,1,2,113760,120,B96 B98,S 766 | 765,0,3,"Eklund, Mr. Hans Linus",male,16,0,0,347074,7.775,,S 767 | 766,1,1,"Hogeboom, Mrs. John C (Anna Andrews)",female,51,1,0,13502,77.9583,D11,S 768 | 767,0,1,"Brewe, Dr. Arthur Jackson",male,,0,0,112379,39.6,,C 769 | 768,0,3,"Mangan, Miss. Mary",female,30.5,0,0,364850,7.75,,Q 770 | 769,0,3,"Moran, Mr. Daniel J",male,,1,0,371110,24.15,,Q 771 | 770,0,3,"Gronnestad, Mr. Daniel Danielsen",male,32,0,0,8471,8.3625,,S 772 | 771,0,3,"Lievens, Mr. Rene Aime",male,24,0,0,345781,9.5,,S 773 | 772,0,3,"Jensen, Mr. Niels Peder",male,48,0,0,350047,7.8542,,S 774 | 773,0,2,"Mack, Mrs. (Mary)",female,57,0,0,S.O./P.P. 3,10.5,E77,S 775 | 774,0,3,"Elias, Mr. Dibo",male,,0,0,2674,7.225,,C 776 | 775,1,2,"Hocking, Mrs. Elizabeth (Eliza Needs)",female,54,1,3,29105,23,,S 777 | 776,0,3,"Myhrman, Mr. Pehr Fabian Oliver Malkolm",male,18,0,0,347078,7.75,,S 778 | 777,0,3,"Tobin, Mr. Roger",male,,0,0,383121,7.75,F38,Q 779 | 778,1,3,"Emanuel, Miss. Virginia Ethel",female,5,0,0,364516,12.475,,S 780 | 779,0,3,"Kilgannon, Mr. Thomas J",male,,0,0,36865,7.7375,,Q 781 | 780,1,1,"Robert, Mrs. Edward Scott (Elisabeth Walton McMillan)",female,43,0,1,24160,211.3375,B3,S 782 | 781,1,3,"Ayoub, Miss. Banoura",female,13,0,0,2687,7.2292,,C 783 | 782,1,1,"Dick, Mrs. Albert Adrian (Vera Gillespie)",female,17,1,0,17474,57,B20,S 784 | 783,0,1,"Long, Mr. Milton Clyde",male,29,0,0,113501,30,D6,S 785 | 784,0,3,"Johnston, Mr. Andrew G",male,,1,2,W./C. 6607,23.45,,S 786 | 785,0,3,"Ali, Mr. William",male,25,0,0,SOTON/O.Q. 3101312,7.05,,S 787 | 786,0,3,"Harmer, Mr. Abraham (David Lishin)",male,25,0,0,374887,7.25,,S 788 | 787,1,3,"Sjoblom, Miss. Anna Sofia",female,18,0,0,3101265,7.4958,,S 789 | 788,0,3,"Rice, Master. George Hugh",male,8,4,1,382652,29.125,,Q 790 | 789,1,3,"Dean, Master. Bertram Vere",male,1,1,2,C.A. 2315,20.575,,S 791 | 790,0,1,"Guggenheim, Mr. Benjamin",male,46,0,0,PC 17593,79.2,B82 B84,C 792 | 791,0,3,"Keane, Mr. Andrew ""Andy""",male,,0,0,12460,7.75,,Q 793 | 792,0,2,"Gaskell, Mr. Alfred",male,16,0,0,239865,26,,S 794 | 793,0,3,"Sage, Miss. Stella Anna",female,,8,2,CA. 2343,69.55,,S 795 | 794,0,1,"Hoyt, Mr. William Fisher",male,,0,0,PC 17600,30.6958,,C 796 | 795,0,3,"Dantcheff, Mr. Ristiu",male,25,0,0,349203,7.8958,,S 797 | 796,0,2,"Otter, Mr. Richard",male,39,0,0,28213,13,,S 798 | 797,1,1,"Leader, Dr. Alice (Farnham)",female,49,0,0,17465,25.9292,D17,S 799 | 798,1,3,"Osman, Mrs. Mara",female,31,0,0,349244,8.6833,,S 800 | 799,0,3,"Ibrahim Shawah, Mr. Yousseff",male,30,0,0,2685,7.2292,,C 801 | 800,0,3,"Van Impe, Mrs. Jean Baptiste (Rosalie Paula Govaert)",female,30,1,1,345773,24.15,,S 802 | 801,0,2,"Ponesell, Mr. Martin",male,34,0,0,250647,13,,S 803 | 802,1,2,"Collyer, Mrs. Harvey (Charlotte Annie Tate)",female,31,1,1,C.A. 31921,26.25,,S 804 | 803,1,1,"Carter, Master. William Thornton II",male,11,1,2,113760,120,B96 B98,S 805 | 804,1,3,"Thomas, Master. Assad Alexander",male,0.42,0,1,2625,8.5167,,C 806 | 805,1,3,"Hedman, Mr. Oskar Arvid",male,27,0,0,347089,6.975,,S 807 | 806,0,3,"Johansson, Mr. Karl Johan",male,31,0,0,347063,7.775,,S 808 | 807,0,1,"Andrews, Mr. Thomas Jr",male,39,0,0,112050,0,A36,S 809 | 808,0,3,"Pettersson, Miss. Ellen Natalia",female,18,0,0,347087,7.775,,S 810 | 809,0,2,"Meyer, Mr. August",male,39,0,0,248723,13,,S 811 | 810,1,1,"Chambers, Mrs. Norman Campbell (Bertha Griggs)",female,33,1,0,113806,53.1,E8,S 812 | 811,0,3,"Alexander, Mr. William",male,26,0,0,3474,7.8875,,S 813 | 812,0,3,"Lester, Mr. James",male,39,0,0,A/4 48871,24.15,,S 814 | 813,0,2,"Slemen, Mr. Richard James",male,35,0,0,28206,10.5,,S 815 | 814,0,3,"Andersson, Miss. Ebba Iris Alfrida",female,6,4,2,347082,31.275,,S 816 | 815,0,3,"Tomlin, Mr. Ernest Portage",male,30.5,0,0,364499,8.05,,S 817 | 816,0,1,"Fry, Mr. Richard",male,,0,0,112058,0,B102,S 818 | 817,0,3,"Heininen, Miss. Wendla Maria",female,23,0,0,STON/O2. 3101290,7.925,,S 819 | 818,0,2,"Mallet, Mr. Albert",male,31,1,1,S.C./PARIS 2079,37.0042,,C 820 | 819,0,3,"Holm, Mr. John Fredrik Alexander",male,43,0,0,C 7075,6.45,,S 821 | 820,0,3,"Skoog, Master. Karl Thorsten",male,10,3,2,347088,27.9,,S 822 | 821,1,1,"Hays, Mrs. Charles Melville (Clara Jennings Gregg)",female,52,1,1,12749,93.5,B69,S 823 | 822,1,3,"Lulic, Mr. Nikola",male,27,0,0,315098,8.6625,,S 824 | 823,0,1,"Reuchlin, Jonkheer. John George",male,38,0,0,19972,0,,S 825 | 824,1,3,"Moor, Mrs. (Beila)",female,27,0,1,392096,12.475,E121,S 826 | 825,0,3,"Panula, Master. Urho Abraham",male,2,4,1,3101295,39.6875,,S 827 | 826,0,3,"Flynn, Mr. John",male,,0,0,368323,6.95,,Q 828 | 827,0,3,"Lam, Mr. Len",male,,0,0,1601,56.4958,,S 829 | 828,1,2,"Mallet, Master. Andre",male,1,0,2,S.C./PARIS 2079,37.0042,,C 830 | 829,1,3,"McCormack, Mr. Thomas Joseph",male,,0,0,367228,7.75,,Q 831 | 830,1,1,"Stone, Mrs. George Nelson (Martha Evelyn)",female,62,0,0,113572,80,B28, 832 | 831,1,3,"Yasbeck, Mrs. Antoni (Selini Alexander)",female,15,1,0,2659,14.4542,,C 833 | 832,1,2,"Richards, Master. George Sibley",male,0.83,1,1,29106,18.75,,S 834 | 833,0,3,"Saad, Mr. Amin",male,,0,0,2671,7.2292,,C 835 | 834,0,3,"Augustsson, Mr. Albert",male,23,0,0,347468,7.8542,,S 836 | 835,0,3,"Allum, Mr. Owen George",male,18,0,0,2223,8.3,,S 837 | 836,1,1,"Compton, Miss. Sara Rebecca",female,39,1,1,PC 17756,83.1583,E49,C 838 | 837,0,3,"Pasic, Mr. Jakob",male,21,0,0,315097,8.6625,,S 839 | 838,0,3,"Sirota, Mr. Maurice",male,,0,0,392092,8.05,,S 840 | 839,1,3,"Chip, Mr. Chang",male,32,0,0,1601,56.4958,,S 841 | 840,1,1,"Marechal, Mr. Pierre",male,,0,0,11774,29.7,C47,C 842 | 841,0,3,"Alhomaki, Mr. Ilmari Rudolf",male,20,0,0,SOTON/O2 3101287,7.925,,S 843 | 842,0,2,"Mudd, Mr. Thomas Charles",male,16,0,0,S.O./P.P. 3,10.5,,S 844 | 843,1,1,"Serepeca, Miss. Augusta",female,30,0,0,113798,31,,C 845 | 844,0,3,"Lemberopolous, Mr. Peter L",male,34.5,0,0,2683,6.4375,,C 846 | 845,0,3,"Culumovic, Mr. Jeso",male,17,0,0,315090,8.6625,,S 847 | 846,0,3,"Abbing, Mr. Anthony",male,42,0,0,C.A. 5547,7.55,,S 848 | 847,0,3,"Sage, Mr. Douglas Bullen",male,,8,2,CA. 2343,69.55,,S 849 | 848,0,3,"Markoff, Mr. Marin",male,35,0,0,349213,7.8958,,C 850 | 849,0,2,"Harper, Rev. John",male,28,0,1,248727,33,,S 851 | 850,1,1,"Goldenberg, Mrs. Samuel L (Edwiga Grabowska)",female,,1,0,17453,89.1042,C92,C 852 | 851,0,3,"Andersson, Master. Sigvard Harald Elias",male,4,4,2,347082,31.275,,S 853 | 852,0,3,"Svensson, Mr. Johan",male,74,0,0,347060,7.775,,S 854 | 853,0,3,"Boulos, Miss. Nourelain",female,9,1,1,2678,15.2458,,C 855 | 854,1,1,"Lines, Miss. Mary Conover",female,16,0,1,PC 17592,39.4,D28,S 856 | 855,0,2,"Carter, Mrs. Ernest Courtenay (Lilian Hughes)",female,44,1,0,244252,26,,S 857 | 856,1,3,"Aks, Mrs. Sam (Leah Rosen)",female,18,0,1,392091,9.35,,S 858 | 857,1,1,"Wick, Mrs. George Dennick (Mary Hitchcock)",female,45,1,1,36928,164.8667,,S 859 | 858,1,1,"Daly, Mr. Peter Denis ",male,51,0,0,113055,26.55,E17,S 860 | 859,1,3,"Baclini, Mrs. Solomon (Latifa Qurban)",female,24,0,3,2666,19.2583,,C 861 | 860,0,3,"Razi, Mr. Raihed",male,,0,0,2629,7.2292,,C 862 | 861,0,3,"Hansen, Mr. Claus Peter",male,41,2,0,350026,14.1083,,S 863 | 862,0,2,"Giles, Mr. Frederick Edward",male,21,1,0,28134,11.5,,S 864 | 863,1,1,"Swift, Mrs. Frederick Joel (Margaret Welles Barron)",female,48,0,0,17466,25.9292,D17,S 865 | 864,0,3,"Sage, Miss. Dorothy Edith ""Dolly""",female,,8,2,CA. 2343,69.55,,S 866 | 865,0,2,"Gill, Mr. John William",male,24,0,0,233866,13,,S 867 | 866,1,2,"Bystrom, Mrs. (Karolina)",female,42,0,0,236852,13,,S 868 | 867,1,2,"Duran y More, Miss. Asuncion",female,27,1,0,SC/PARIS 2149,13.8583,,C 869 | 868,0,1,"Roebling, Mr. Washington Augustus II",male,31,0,0,PC 17590,50.4958,A24,S 870 | 869,0,3,"van Melkebeke, Mr. Philemon",male,,0,0,345777,9.5,,S 871 | 870,1,3,"Johnson, Master. Harold Theodor",male,4,1,1,347742,11.1333,,S 872 | 871,0,3,"Balkic, Mr. Cerin",male,26,0,0,349248,7.8958,,S 873 | 872,1,1,"Beckwith, Mrs. Richard Leonard (Sallie Monypeny)",female,47,1,1,11751,52.5542,D35,S 874 | 873,0,1,"Carlsson, Mr. Frans Olof",male,33,0,0,695,5,B51 B53 B55,S 875 | 874,0,3,"Vander Cruyssen, Mr. Victor",male,47,0,0,345765,9,,S 876 | 875,1,2,"Abelson, Mrs. Samuel (Hannah Wizosky)",female,28,1,0,P/PP 3381,24,,C 877 | 876,1,3,"Najib, Miss. Adele Kiamie ""Jane""",female,15,0,0,2667,7.225,,C 878 | 877,0,3,"Gustafsson, Mr. Alfred Ossian",male,20,0,0,7534,9.8458,,S 879 | 878,0,3,"Petroff, Mr. Nedelio",male,19,0,0,349212,7.8958,,S 880 | 879,0,3,"Laleff, Mr. Kristo",male,,0,0,349217,7.8958,,S 881 | 880,1,1,"Potter, Mrs. Thomas Jr (Lily Alexenia Wilson)",female,56,0,1,11767,83.1583,C50,C 882 | 881,1,2,"Shelley, Mrs. William (Imanita Parrish Hall)",female,25,0,1,230433,26,,S 883 | 882,0,3,"Markun, Mr. Johann",male,33,0,0,349257,7.8958,,S 884 | 883,0,3,"Dahlberg, Miss. Gerda Ulrika",female,22,0,0,7552,10.5167,,S 885 | 884,0,2,"Banfield, Mr. Frederick James",male,28,0,0,C.A./SOTON 34068,10.5,,S 886 | 885,0,3,"Sutehall, Mr. Henry Jr",male,25,0,0,SOTON/OQ 392076,7.05,,S 887 | 886,0,3,"Rice, Mrs. William (Margaret Norton)",female,39,0,5,382652,29.125,,Q 888 | 887,0,2,"Montvila, Rev. Juozas",male,27,0,0,211536,13,,S 889 | 888,1,1,"Graham, Miss. Margaret Edith",female,19,0,0,112053,30,B42,S 890 | 889,0,3,"Johnston, Miss. Catherine Helen ""Carrie""",female,,1,2,W./C. 6607,23.45,,S 891 | 890,1,1,"Behr, Mr. Karl Howell",male,26,0,0,111369,30,C148,C 892 | 891,0,3,"Dooley, Mr. Patrick",male,32,0,0,370376,7.75,,Q 893 | -------------------------------------------------------------------------------- /Task 2-Spam SMS Classification/Mail.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/yashksaini-coder/Bharat-Intern/b3c69fbc7bea0e631cc013813878fd0ba7fad039/Task 2-Spam SMS Classification/Mail.png -------------------------------------------------------------------------------- /Task 2-Spam SMS Classification/README.md: -------------------------------------------------------------------------------- 1 | # Summary 2 | 3 | In this code, the author performs a comprehensive analysis of a dataset containing email data, distinguishing between spam and non-spam messages. The primary steps include data cleaning, exploratory data analysis (EDA), natural language processing (NLP), feature engineering, and model building. Here's a breakdown of the major components and techniques used: 4 | 5 | ### 1. **Data Import and Initial Exploration:** 6 | - The code begins by importing necessary libraries, disabling warnings, and loading the dataset (`mail_data.csv`) into a Pandas DataFrame. 7 | - Initial exploration of the dataset includes checking for missing values, handling duplicates, and visualizing the distribution of spam and non-spam messages. 8 | 9 | ### 2. **Data Cleaning and Preprocessing:** 10 | - Renaming the column 'Message' to 'Text' for clarity. 11 | - Creating a new column 'length' to store the length of each message. 12 | - Visualizing the length distribution of ham and spam messages using both Seaborn and Plotly Express. 13 | 14 | ### 3. **NLP and Text Processing:** 15 | - Utilizing NLTK for natural language processing tasks. 16 | - Tokenizing, removing stopwords, and lemmatizing words. 17 | - Creating word clouds to visualize the most frequent words in both ham and spam messages. 18 | 19 | ### 4. **Exploratory Data Analysis (EDA):** 20 | - Visualizing the distribution of ham and spam messages based on their lengths. 21 | - Creating interactive histograms using Plotly Express for a detailed view of the length distribution. 22 | 23 | ### 5. **Feature Engineering:** 24 | - Converting the 'Category' column to numerical values (0 for spam, 1 for ham). 25 | - Utilizing CountVectorizer and TfidfTransformer for text feature extraction. 26 | - Splitting the dataset into training and testing sets. 27 | 28 | ### 6. **Model Building:** 29 | - Implementing various machine learning models: 30 | - Random Forest Classifier 31 | - LightGBM Classifier 32 | - XGBoost Classifier 33 | - Support Vector Classifier (SVC) 34 | - CatBoost Classifier 35 | - Voting Classifier combining multiple models 36 | - Evaluating models using metrics such as accuracy, AUC, recall, and F1 score. 37 | 38 | ### 7. **Neural Network (LSTM) Model:** 39 | - Building and training a Long Short-Term Memory (LSTM) neural network for text classification. 40 | - Using Tokenizer for text encoding and embedding layers for word representation. 41 | - Evaluating the neural network model and comparing its performance with other machine learning models. 42 | 43 | ### 8. **Cross-Validation:** 44 | - Employing stratified k-fold cross-validation to assess model performance robustness. 45 | 46 | ### 9. **Visualization of Model Performance:** 47 | - Creating bar plots to visualize the evaluation metrics (accuracy, AUC, recall, F1) for different models and the neural network. 48 | - Employing Plotly Express for interactive visualization. 49 | 50 | ### 10. **Ensemble Learning:** 51 | - Creating a Voting Classifier by combining selected models to improve overall performance. 52 | 53 | ### 11. **Model Evaluation and Interpretation:** 54 | - Utilizing confusion matrices to visualize the performance of the models. 55 | - Comparing and summarizing the metrics for each model. 56 | 57 | # Concepts, Methods, and Techniques Applied 58 | 59 | - **Data Cleaning and Preprocessing:** 60 | - Handling missing values and duplicates. 61 | - Renaming columns for clarity. 62 | - Exploratory Data Analysis (EDA) to understand the distribution of data. 63 | 64 | - **Natural Language Processing (NLP):** 65 | - Tokenization, stopword removal, and lemmatization using NLTK. 66 | - Word cloud visualization to explore the most common words. 67 | 68 | - **Feature Engineering:** 69 | - Utilizing CountVectorizer and TfidfTransformer for text feature extraction. 70 | 71 | - **Model Building:** 72 | - Implementing various machine learning models: Random Forest, LightGBM, XGBoost, SVC, CatBoost, and a Voting Classifier. 73 | - Evaluation using metrics such as accuracy, AUC, recall, and F1 score. 74 | 75 | - **Neural Network (LSTM) Model:** 76 | - Building and training a neural network for text classification using LSTM. 77 | - Tokenization and embedding for text representation. 78 | 79 | - **Cross-Validation:** 80 | - Employing stratified k-fold cross-validation to assess model performance robustness. 81 | 82 | - **Ensemble Learning:** 83 | - Creating a Voting Classifier to combine multiple models for improved performance. 84 | 85 | - **Visualization:** 86 | - Using Matplotlib, Seaborn, and Plotly Express for data visualization. 87 | - Word cloud visualization for NLP results. 88 | - Interactive plots for a comprehensive view of model performance. 89 | 90 | - **Machine Learning Metrics:** 91 | - Using metrics such as accuracy, AUC, recall, and F1 score to evaluate model performance. 92 | 93 | This code demonstrates a thorough approach to text classification, combining traditional machine learning techniques with deep learning methods for a comprehensive analysis of email data. The use of ensemble learning further enhances the overall predictive power of the models. The inclusion of visualizations aids in interpreting and communicating the results effectively. -------------------------------------------------------------------------------- /Task 2-Spam SMS Classification/catboost_info/learn/events.out.tfevents: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/yashksaini-coder/Bharat-Intern/b3c69fbc7bea0e631cc013813878fd0ba7fad039/Task 2-Spam SMS Classification/catboost_info/learn/events.out.tfevents -------------------------------------------------------------------------------- /Task 2-Spam SMS Classification/catboost_info/learn_error.tsv: -------------------------------------------------------------------------------- 1 | iter Logloss 2 | 0 0.673523541 3 | 1 0.6557845435 4 | 2 0.636815544 5 | 3 0.6196093784 6 | 4 0.6051853 7 | 5 0.5896548115 8 | 6 0.5766080397 9 | 7 0.5625330537 10 | 8 0.5466586718 11 | 9 0.5344870612 12 | 10 0.5188504798 13 | 11 0.5069964295 14 | 12 0.4937044181 15 | 13 0.4825964846 16 | 14 0.4711910258 17 | 15 0.459799431 18 | 16 0.4495868207 19 | 17 0.4389132344 20 | 18 0.4290342463 21 | 19 0.4217486606 22 | 20 0.4113880274 23 | 21 0.4040105508 24 | 22 0.3958590183 25 | 23 0.3878975654 26 | 24 0.3796118316 27 | 25 0.3723501274 28 | 26 0.3654915765 29 | 27 0.3586567802 30 | 28 0.352318592 31 | 29 0.3466199204 32 | 30 0.3396462945 33 | 31 0.3326436093 34 | 32 0.3274673082 35 | 33 0.3214251236 36 | 34 0.315472801 37 | 35 0.3097182086 38 | 36 0.3049220246 39 | 37 0.3001585561 40 | 38 0.2956579742 41 | 39 0.2905702459 42 | 40 0.2866832913 43 | 41 0.2818903408 44 | 42 0.2775016214 45 | 43 0.2743035737 46 | 44 0.2700594323 47 | 45 0.2670458004 48 | 46 0.2637402648 49 | 47 0.2594937776 50 | 48 0.255395102 51 | 49 0.2526285272 52 | 50 0.2495950715 53 | 51 0.2465422358 54 | 52 0.2433830959 55 | 53 0.2406008395 56 | 54 0.2374106537 57 | 55 0.2347993719 58 | 56 0.2326713203 59 | 57 0.2303763308 60 | 58 0.2281589033 61 | 59 0.2258271828 62 | 60 0.2231363946 63 | 61 0.22111507 64 | 62 0.2181519907 65 | 63 0.2159505406 66 | 64 0.2138963948 67 | 65 0.2118550562 68 | 66 0.2098668909 69 | 67 0.2080489394 70 | 68 0.2053915219 71 | 69 0.2027654463 72 | 70 0.2009794283 73 | 71 0.1986032417 74 | 72 0.1971532341 75 | 73 0.1955585004 76 | 74 0.1939975601 77 | 75 0.1921758467 78 | 76 0.189965795 79 | 77 0.1884692924 80 | 78 0.1864595704 81 | 79 0.1846085651 82 | 80 0.1831512028 83 | 81 0.1817222659 84 | 82 0.1801979931 85 | 83 0.178570544 86 | 84 0.1771806521 87 | 85 0.1757062135 88 | 86 0.1742466005 89 | 87 0.173121698 90 | 88 0.1718539822 91 | 89 0.170737248 92 | 90 0.1690394225 93 | 91 0.1676481992 94 | 92 0.1664925995 95 | 93 0.1653091557 96 | 94 0.164122098 97 | 95 0.1630502738 98 | 96 0.161724397 99 | 97 0.1607359572 100 | 98 0.1596990781 101 | 99 0.1586867673 102 | 100 0.1576020936 103 | 101 0.1567213106 104 | 102 0.1559112633 105 | 103 0.1551184192 106 | 104 0.154373412 107 | 105 0.1535530407 108 | 106 0.1526069852 109 | 107 0.1515536321 110 | 108 0.1505287783 111 | 109 0.1498998922 112 | 110 0.1490252381 113 | 111 0.1480785169 114 | 112 0.1472700653 115 | 113 0.1463807547 116 | 114 0.145663169 117 | 115 0.144960842 118 | 116 0.144335443 119 | 117 0.1435872128 120 | 118 0.1428797503 121 | 119 0.1419059669 122 | 120 0.1411370993 123 | 121 0.1405283751 124 | 122 0.1398079785 125 | 123 0.1389856629 126 | 124 0.1382645055 127 | 125 0.1375378743 128 | 126 0.1369199885 129 | 127 0.1360501318 130 | 128 0.1356114522 131 | 129 0.1350354224 132 | 130 0.134477515 133 | 131 0.1339566344 134 | 132 0.1333356102 135 | 133 0.1327339764 136 | 134 0.1321475909 137 | 135 0.1315430829 138 | 136 0.1308474448 139 | 137 0.1302738665 140 | 138 0.1296402992 141 | 139 0.12915597 142 | 140 0.128677812 143 | 141 0.1281464384 144 | 142 0.1276618873 145 | 143 0.1271733419 146 | 144 0.1266998862 147 | 145 0.1261329651 148 | 146 0.1256898262 149 | 147 0.1253086629 150 | 148 0.1248421286 151 | 149 0.1243365386 152 | 150 0.1238600395 153 | 151 0.1233555696 154 | 152 0.1228594688 155 | 153 0.122372836 156 | 154 0.1218101628 157 | 155 0.1213752345 158 | 156 0.1209937119 159 | 157 0.1204962691 160 | 158 0.1200800021 161 | 159 0.1196798076 162 | 160 0.1192608144 163 | 161 0.1188489327 164 | 162 0.1183720428 165 | 163 0.1179191928 166 | 164 0.1175910231 167 | 165 0.1171601525 168 | 166 0.1167492219 169 | 167 0.1163459419 170 | 168 0.115841958 171 | 169 0.1154150078 172 | 170 0.1150796526 173 | 171 0.1147051254 174 | 172 0.1143319613 175 | 173 0.1139706958 176 | 174 0.1136534419 177 | 175 0.1131637658 178 | 176 0.1128359766 179 | 177 0.1124879515 180 | 178 0.112203561 181 | 179 0.1118503264 182 | 180 0.1115478558 183 | 181 0.1112614153 184 | 182 0.111029057 185 | 183 0.1106192359 186 | 184 0.1103607135 187 | 185 0.1102058009 188 | 186 0.1098694947 189 | 187 0.1094852775 190 | 188 0.1092077451 191 | 189 0.1088648239 192 | 190 0.1086008595 193 | 191 0.1083801354 194 | 192 0.1080965164 195 | 193 0.1078571203 196 | 194 0.1076381081 197 | 195 0.1073264653 198 | 196 0.107122025 199 | 197 0.1069470984 200 | 198 0.1065950896 201 | 199 0.1062448877 202 | 200 0.1059530263 203 | 201 0.1057536688 204 | 202 0.1055295738 205 | 203 0.1051861243 206 | 204 0.1048803145 207 | 205 0.1046401787 208 | 206 0.1042727737 209 | 207 0.1041474805 210 | 208 0.1037858134 211 | 209 0.1036382448 212 | 210 0.1034971961 213 | 211 0.1033731815 214 | 212 0.1032660001 215 | 213 0.1029272 216 | 214 0.1026186639 217 | 215 0.1024322615 218 | 216 0.1021823619 219 | 217 0.1020574702 220 | 218 0.1019405143 221 | 219 0.1018093669 222 | 220 0.1014284889 223 | 221 0.1011745633 224 | 222 0.1009883299 225 | 223 0.1007308643 226 | 224 0.1005949406 227 | 225 0.1002172327 228 | 226 0.1000991568 229 | 227 0.09998051017 230 | 228 0.09986260327 231 | 229 0.09960370051 232 | 230 0.09930804562 233 | 231 0.09911948756 234 | 232 0.09902514513 235 | 233 0.09880060634 236 | 234 0.09857591962 237 | 235 0.09828155391 238 | 236 0.0979784387 239 | 237 0.09771322742 240 | 238 0.0975568037 241 | 239 0.09730760146 242 | 240 0.09704739896 243 | 241 0.09674915514 244 | 242 0.09663156525 245 | 243 0.09652006197 246 | 244 0.09639828753 247 | 245 0.0960946017 248 | 246 0.09577358595 249 | 247 0.09555461598 250 | 248 0.09539513839 251 | 249 0.09511760595 252 | 250 0.09503632437 253 | 251 0.09492097469 254 | 252 0.0948318101 255 | 253 0.09460722905 256 | 254 0.09452684566 257 | 255 0.09441270062 258 | 256 0.0941734314 259 | 257 0.09399054784 260 | 258 0.09379946426 261 | 259 0.09364747869 262 | 260 0.0933614715 263 | 261 0.09315915517 264 | 262 0.09291366197 265 | 263 0.0928484634 266 | 264 0.0927900066 267 | 265 0.09259799313 268 | 266 0.09244449647 269 | 267 0.09216997564 270 | 268 0.09203690505 271 | 269 0.09196601086 272 | 270 0.09166696395 273 | 271 0.09158626356 274 | 272 0.09150243532 275 | 273 0.09142857179 276 | 274 0.09127593107 277 | 275 0.0912136807 278 | 276 0.09104116339 279 | 277 0.09096147743 280 | 278 0.09087192187 281 | 279 0.09080505371 282 | 280 0.09072265202 283 | 281 0.09050459082 284 | 282 0.09040773344 285 | 283 0.09021733672 286 | 284 0.09010315998 287 | 285 0.09004292792 288 | 286 0.089903105 289 | 287 0.08982371491 290 | 288 0.08959031039 291 | 289 0.08936389067 292 | 290 0.08930175654 293 | 291 0.08924947089 294 | 292 0.08899864133 295 | 293 0.08874826616 296 | 294 0.0886441598 297 | 295 0.08853111373 298 | 296 0.08847564211 299 | 297 0.08820227837 300 | 298 0.0880317371 301 | 299 0.08783417593 302 | 300 0.08775883302 303 | 301 0.08769186448 304 | 302 0.08761094746 305 | 303 0.08754567492 306 | 304 0.08731014114 307 | 305 0.08725145715 308 | 306 0.08695558035 309 | 307 0.08689248463 310 | 308 0.08684721548 311 | 309 0.08674755783 312 | 310 0.08657425328 313 | 311 0.08650210161 314 | 312 0.08640834565 315 | 313 0.08624051482 316 | 314 0.08601112049 317 | 315 0.08584778593 318 | 316 0.08579101985 319 | 317 0.08560151076 320 | 318 0.08554059713 321 | 319 0.08546614713 322 | 320 0.08541677797 323 | 321 0.08536080442 324 | 322 0.08510672022 325 | 323 0.08481845169 326 | 324 0.08477102158 327 | 325 0.08470760884 328 | 326 0.08446513781 329 | 327 0.08441185885 330 | 328 0.08435622873 331 | 329 0.08421417617 332 | 330 0.0840967078 333 | 331 0.08402588229 334 | 332 0.08378315764 335 | 333 0.08371112221 336 | 334 0.08353848867 337 | 335 0.08346366354 338 | 336 0.08339464499 339 | 337 0.08333838613 340 | 338 0.0832696846 341 | 339 0.08322083851 342 | 340 0.08315699781 343 | 341 0.08295115209 344 | 342 0.08283138539 345 | 343 0.08265790649 346 | 344 0.08260146799 347 | 345 0.08251901347 348 | 346 0.08242845403 349 | 347 0.08235232388 350 | 348 0.08228454167 351 | 349 0.08220943123 352 | 350 0.08214867082 353 | 351 0.08202862938 354 | 352 0.08190775314 355 | 353 0.08185449532 356 | 354 0.08180085708 357 | 355 0.08172158852 358 | 356 0.08167995971 359 | 357 0.08162083718 360 | 358 0.08156137651 361 | 359 0.08134487923 362 | 360 0.08113534563 363 | 361 0.08108091486 364 | 362 0.08102382121 365 | 363 0.08096476209 366 | 364 0.08090604111 367 | 365 0.08068556006 368 | 366 0.08051567395 369 | 367 0.08035239751 370 | 368 0.08029220243 371 | 369 0.08024229435 372 | 370 0.08009679166 373 | 371 0.08002710739 374 | 372 0.07974259015 375 | 373 0.07968670113 376 | 374 0.07947017744 377 | 375 0.07942024294 378 | 376 0.07936112042 379 | 377 0.07916081711 380 | 378 0.07893600358 381 | 379 0.07887606211 382 | 380 0.0788172566 383 | 381 0.07868173446 384 | 382 0.07862268591 385 | 383 0.07856321467 386 | 384 0.07849217254 387 | 385 0.07843437618 388 | 386 0.07838013033 389 | 387 0.07831186205 390 | 388 0.07823949375 391 | 389 0.07800308819 392 | 390 0.07777046563 393 | 391 0.07770581655 394 | 392 0.07765096839 395 | 393 0.07757989984 396 | 394 0.07752998648 397 | 395 0.07747750533 398 | 396 0.07740830715 399 | 397 0.07734247456 400 | 398 0.07729393491 401 | 399 0.07722892127 402 | 400 0.07706733027 403 | 401 0.07688399761 404 | 402 0.07669947616 405 | 403 0.07645959405 406 | 404 0.07640847077 407 | 405 0.07635082234 408 | 406 0.07629768604 409 | 407 0.07624022254 410 | 408 0.07600289236 411 | 409 0.07595231857 412 | 410 0.07573770222 413 | 411 0.0756803074 414 | 412 0.07561800949 415 | 413 0.07556704471 416 | 414 0.07544811809 417 | 415 0.07539519841 418 | 416 0.07532997871 419 | 417 0.0752566224 420 | 418 0.07509924764 421 | 419 0.0750566361 422 | 420 0.07499901938 423 | 421 0.07483296381 424 | 422 0.07469753149 425 | 423 0.07464698939 426 | 424 0.07454985727 427 | 425 0.07448668757 428 | 426 0.07442986866 429 | 427 0.0743744763 430 | 428 0.07432213252 431 | 429 0.07418972237 432 | 430 0.07404099673 433 | 431 0.07398954059 434 | 432 0.07393051317 435 | 433 0.07388011901 436 | 434 0.07382193166 437 | 435 0.07376688273 438 | 436 0.07372389606 439 | 437 0.0736647841 440 | 438 0.07361336494 441 | 439 0.07348034719 442 | 440 0.07342491784 443 | 441 0.07336661954 444 | 442 0.07330761854 445 | 443 0.07325242695 446 | 444 0.07303701808 447 | 445 0.07297099528 448 | 446 0.07291953385 449 | 447 0.07277563206 450 | 448 0.07270391892 451 | 449 0.07252688421 452 | 450 0.07231096284 453 | 451 0.07225096853 454 | 452 0.07219549163 455 | 453 0.07203712358 456 | 454 0.07198447336 457 | 455 0.07193584389 458 | 456 0.07187657343 459 | 457 0.07182865196 460 | 458 0.07177689993 461 | 459 0.07158627603 462 | 460 0.07140911451 463 | 461 0.07135999896 464 | 462 0.07130814655 465 | 463 0.07125469852 466 | 464 0.0711752873 467 | 465 0.07112041273 468 | 466 0.07106766212 469 | 467 0.07102182763 470 | 468 0.07097138064 471 | 469 0.07092233906 472 | 470 0.07087257364 473 | 471 0.07082619495 474 | 472 0.07078340906 475 | 473 0.07073752173 476 | 474 0.07050762018 477 | 475 0.07046384098 478 | 476 0.07040714359 479 | 477 0.07035534402 480 | 478 0.07030915554 481 | 479 0.07026152994 482 | 480 0.07021173282 483 | 481 0.07016493145 484 | 482 0.07011115056 485 | 483 0.0699594186 486 | 484 0.06976650164 487 | 485 0.06969260641 488 | 486 0.06964544576 489 | 487 0.06959692197 490 | 488 0.06955381906 491 | 489 0.06950374191 492 | 490 0.06943218728 493 | 491 0.06915935717 494 | 492 0.06910668053 495 | 493 0.06906132156 496 | 494 0.06901816582 497 | 495 0.0689717977 498 | 496 0.06876250713 499 | 497 0.06871728025 500 | 498 0.06867009319 501 | 499 0.06862243061 502 | 500 0.06838951217 503 | 501 0.06834317575 504 | 502 0.0681676891 505 | 503 0.06812090887 506 | 504 0.06807523817 507 | 505 0.06795001889 508 | 506 0.06790057576 509 | 507 0.06783267203 510 | 508 0.06778799464 511 | 509 0.06774312175 512 | 510 0.06758016232 513 | 511 0.06753968532 514 | 512 0.0674923556 515 | 513 0.06726445121 516 | 514 0.067068734 517 | 515 0.06688014424 518 | 516 0.066831668 519 | 517 0.06677269341 520 | 518 0.06673196808 521 | 519 0.06668012624 522 | 520 0.0664589689 523 | 521 0.0663502289 524 | 522 0.06630155188 525 | 523 0.06625981212 526 | 524 0.0662164873 527 | 525 0.06617378594 528 | 526 0.06597274294 529 | 527 0.0659302265 530 | 528 0.06587265205 531 | 529 0.0656195453 532 | 530 0.06557170836 533 | 531 0.06534648272 534 | 532 0.06529644255 535 | 533 0.06525451259 536 | 534 0.06521314795 537 | 535 0.06516899362 538 | 536 0.06511871042 539 | 537 0.06507661666 540 | 538 0.06502299428 541 | 539 0.06496505526 542 | 540 0.06492214256 543 | 541 0.06488071981 544 | 542 0.06482151803 545 | 543 0.0647798311 546 | 544 0.06473552883 547 | 545 0.06469807929 548 | 546 0.06464858332 549 | 547 0.064607858 550 | 548 0.06438695955 551 | 549 0.06434600703 552 | 550 0.06424055866 553 | 551 0.06419949518 554 | 552 0.0641391099 555 | 553 0.06409964733 556 | 554 0.06405943451 557 | 555 0.06402092825 558 | 556 0.06395419219 559 | 557 0.06391360423 560 | 558 0.06387256189 561 | 559 0.06381359787 562 | 560 0.06361095397 563 | 561 0.06357033431 564 | 562 0.06353048076 565 | 563 0.06337220253 566 | 564 0.06318044795 567 | 565 0.06314166167 568 | 566 0.06293848941 569 | 567 0.06285825925 570 | 568 0.06281879668 571 | 569 0.06271743246 572 | 570 0.0626260805 573 | 571 0.06258760067 574 | 572 0.06254937972 575 | 573 0.06250952618 576 | 574 0.06247155356 577 | 575 0.06243299447 578 | 576 0.06236521755 579 | 577 0.06214862517 580 | 578 0.061986062 581 | 579 0.06194733385 582 | 580 0.06189593582 583 | 581 0.0617745418 584 | 582 0.06173940643 585 | 583 0.06152185245 586 | 584 0.06148328279 587 | 585 0.06144583324 588 | 586 0.06138487206 589 | 587 0.06134397766 590 | 588 0.06112112959 591 | 589 0.06108403932 592 | 590 0.06084559433 593 | 591 0.06078139435 594 | 592 0.06074431464 595 | 593 0.0605974488 596 | 594 0.06056156317 597 | 595 0.06052580435 598 | 596 0.06049075351 599 | 597 0.06030972446 600 | 598 0.06027320481 601 | 599 0.06023948014 602 | 600 0.06018146716 603 | 601 0.06014508488 604 | 602 0.05990210663 605 | 603 0.05986714033 606 | 604 0.05983280805 607 | 605 0.05979880336 608 | 606 0.05976574441 609 | 607 0.05971372821 610 | 608 0.0596799507 611 | 609 0.05955457819 612 | 610 0.05939877793 613 | 611 0.05936546537 614 | 612 0.05931184298 615 | 613 0.05912016766 616 | 614 0.05908714041 617 | 615 0.05888256802 618 | 616 0.05868966692 619 | 617 0.05851604007 620 | 618 0.05835215603 621 | 619 0.05831956731 622 | 620 0.05828671442 623 | 621 0.05823392683 624 | 622 0.05820008592 625 | 623 0.05807467643 626 | 624 0.05802097479 627 | 625 0.05788432726 628 | 626 0.05782677394 629 | 627 0.05775525101 630 | 628 0.05768857834 631 | 629 0.0576551337 632 | 630 0.05762230194 633 | 631 0.05759060086 634 | 632 0.0575577374 635 | 633 0.05740558276 636 | 634 0.05737407188 637 | 635 0.05717764667 638 | 636 0.05714552819 639 | 637 0.05697670934 640 | 638 0.05680987709 641 | 639 0.05677831866 642 | 640 0.05674691346 643 | 641 0.05669248798 644 | 642 0.05653028409 645 | 643 0.05649958687 646 | 644 0.05646899004 647 | 645 0.05641884421 648 | 646 0.05638826323 649 | 647 0.05622609104 650 | 648 0.05604435929 651 | 649 0.05601394738 652 | 650 0.05595869239 653 | 651 0.05590520209 654 | 652 0.05587485887 655 | 653 0.05584453678 656 | 654 0.05572097652 657 | 655 0.05554655186 658 | 656 0.05551605542 659 | 657 0.05529847502 660 | 658 0.05526817406 661 | 659 0.05515907478 662 | 660 0.05498450747 663 | 661 0.05493704038 664 | 662 0.05490789651 665 | 663 0.05474071027 666 | 664 0.05471080558 667 | 665 0.05463269939 668 | 666 0.05458288642 669 | 667 0.05445403207 670 | 668 0.05442538486 671 | 669 0.05439615646 672 | 670 0.05432879694 673 | 671 0.0541859677 674 | 672 0.0540533145 675 | 673 0.05402433443 676 | 674 0.05399560268 677 | 675 0.05384595242 678 | 676 0.05372069615 679 | 677 0.05369251389 680 | 678 0.05366475959 681 | 679 0.05361673244 682 | 680 0.05343212645 683 | 681 0.05329222428 684 | 682 0.05326385709 685 | 683 0.05323609751 686 | 684 0.0530993813 687 | 685 0.05307153718 688 | 686 0.05302216802 689 | 687 0.05299451939 690 | 688 0.05293480511 691 | 689 0.05290734669 692 | 690 0.05275524488 693 | 691 0.05271118566 694 | 692 0.0526185181 695 | 693 0.05259168313 696 | 694 0.0525645153 697 | 695 0.05241807214 698 | 696 0.05239102583 699 | 697 0.05227448207 700 | 698 0.05224813319 701 | 699 0.05222186884 702 | 700 0.05216464309 703 | 701 0.05199336213 704 | 702 0.05195060793 705 | 703 0.05178275069 706 | 704 0.0517567241 707 | 705 0.051714065 708 | 706 0.05168760516 709 | 707 0.05155087838 710 | 708 0.05146421818 711 | 709 0.05143796968 712 | 710 0.0514121016 713 | 711 0.05138592707 714 | 712 0.05124377412 715 | 713 0.05121771583 716 | 714 0.05119182132 717 | 715 0.05102576575 718 | 716 0.05099995579 719 | 717 0.05097474286 720 | 718 0.05093336766 721 | 719 0.05080697015 722 | 720 0.05078137152 723 | 721 0.05065446151 724 | 722 0.05062882061 725 | 723 0.05060355485 726 | 724 0.05053812381 727 | 725 0.05040077357 728 | 726 0.05031892666 729 | 727 0.0501868705 730 | 728 0.0501621595 731 | 729 0.0501371949 732 | 730 0.04998750238 733 | 731 0.04993623115 734 | 732 0.04991137222 735 | 733 0.04988724241 736 | 734 0.04970952613 737 | 735 0.04960995302 738 | 736 0.04944800802 739 | 737 0.04942353478 740 | 738 0.04926040628 741 | 739 0.04915113793 742 | 740 0.04900396564 743 | 741 0.04897948712 744 | 742 0.04893563395 745 | 743 0.04881385951 746 | 744 0.04879017352 747 | 745 0.04876617051 748 | 746 0.04874197202 749 | 747 0.04871785277 750 | 748 0.04862203096 751 | 749 0.04858308089 752 | 750 0.04855904619 753 | 751 0.04845883906 754 | 752 0.04843487304 755 | 753 0.048323803 756 | 754 0.04830012229 757 | 755 0.04827648913 758 | 756 0.04823584306 759 | 757 0.04809625261 760 | 758 0.04797218513 761 | 759 0.04785041598 762 | 760 0.04782754364 763 | 761 0.04780388407 764 | 762 0.0477658005 765 | 763 0.04774312894 766 | 764 0.047642124 767 | 765 0.04753160873 768 | 766 0.04750844052 769 | 767 0.04748525118 770 | 768 0.04744094891 771 | 769 0.04737927973 772 | 770 0.04735607454 773 | 771 0.04733341883 774 | 772 0.04731091106 775 | 773 0.04728885239 776 | 774 0.04725174626 777 | 775 0.04711898212 778 | 776 0.04709797487 779 | 777 0.04701027381 780 | 778 0.04698572132 781 | 779 0.0469480076 782 | 780 0.04686210294 783 | 781 0.04683788331 784 | 782 0.04678614186 785 | 783 0.04676307403 786 | 784 0.04672334729 787 | 785 0.04669984094 788 | 786 0.04655733399 789 | 787 0.04638969865 790 | 788 0.04626870089 791 | 789 0.04624727096 792 | 790 0.04612693892 793 | 791 0.04608915123 794 | 792 0.04594279789 795 | 793 0.04592124115 796 | 794 0.0458799452 797 | 795 0.04585831978 798 | 796 0.04583692683 799 | 797 0.04571682198 800 | 798 0.0456958253 801 | 799 0.04567465426 802 | 800 0.04565345151 803 | 801 0.04556345213 804 | 802 0.04554276189 805 | 803 0.04550903194 806 | 804 0.04543890913 807 | 805 0.04541791773 808 | 806 0.04527937871 809 | 807 0.04525842429 810 | 808 0.04509132787 811 | 809 0.04507075386 812 | 810 0.04498608026 813 | 811 0.04494986706 814 | 812 0.04492946213 815 | 813 0.04490883 816 | 814 0.04485775955 817 | 815 0.04472374322 818 | 816 0.04470350736 819 | 817 0.04459710266 820 | 818 0.04457667132 821 | 819 0.04454333234 822 | 820 0.04452287457 823 | 821 0.04438307279 824 | 822 0.04426267207 825 | 823 0.04424232261 826 | 824 0.04422212638 827 | 825 0.044187345 828 | 826 0.04412509464 829 | 827 0.04410587586 830 | 828 0.04399967458 831 | 829 0.0439807596 832 | 830 0.04387617772 833 | 831 0.04375758396 834 | 832 0.04373828328 835 | 833 0.04370570249 836 | 834 0.04368592894 837 | 835 0.04366672865 838 | 836 0.04363073999 839 | 837 0.04347759469 840 | 838 0.0433466058 841 | 839 0.04332695906 842 | 840 0.04330747081 843 | 841 0.04322264399 844 | 842 0.04314669876 845 | 843 0.04304697771 846 | 844 0.04302787781 847 | 845 0.04300857449 848 | 846 0.04290300723 849 | 847 0.0428253792 850 | 848 0.04278783191 851 | 849 0.04276894334 852 | 850 0.04266709832 853 | 851 0.04264765235 854 | 852 0.04262871359 855 | 853 0.04252376979 856 | 854 0.04249253894 857 | 855 0.04247329638 858 | 856 0.0423562005 859 | 857 0.04221265534 860 | 858 0.04217963602 861 | 859 0.04216065235 862 | 860 0.04214162906 863 | 861 0.04212285409 864 | 862 0.04205253052 865 | 863 0.04203401444 866 | 864 0.04201542968 867 | 865 0.04199725703 868 | 866 0.04188952618 869 | 867 0.04185971395 870 | 868 0.04178995835 871 | 869 0.04177190194 872 | 870 0.04171510945 873 | 871 0.04169657488 874 | 872 0.04167846828 875 | 873 0.0416485583 876 | 874 0.04154040741 877 | 875 0.04152225061 878 | 876 0.04142140418 879 | 877 0.04134085436 880 | 878 0.04132325233 881 | 879 0.04130565823 882 | 880 0.04119620495 883 | 881 0.04115678993 884 | 882 0.04113899506 885 | 883 0.04104257621 886 | 884 0.04095351993 887 | 885 0.04083458539 888 | 886 0.04081675088 889 | 887 0.04079910659 890 | 888 0.04076831162 891 | 889 0.0407508681 892 | 890 0.0406679275 893 | 891 0.04057967696 894 | 892 0.04056210399 895 | 893 0.04043783045 896 | 894 0.04042014653 897 | 895 0.04039155479 898 | 896 0.04034560671 899 | 897 0.0403283666 900 | 898 0.04031119783 901 | 899 0.04027722747 902 | 900 0.04024576414 903 | 901 0.04016669899 904 | 902 0.04015005857 905 | 903 0.04013324642 906 | 904 0.04011661128 907 | 905 0.04008881471 908 | 906 0.03999680495 909 | 907 0.03985983513 910 | 908 0.03984306526 911 | 909 0.03982622141 912 | 910 0.03980957042 913 | 911 0.03972347291 914 | 912 0.03964270647 915 | 913 0.03962628267 916 | 914 0.03949674675 917 | 915 0.03942921815 918 | 916 0.0394125698 919 | 917 0.03939645772 920 | 918 0.03938020299 921 | 919 0.03933217585 922 | 920 0.03931589734 923 | 921 0.03929991471 924 | 922 0.03920658143 925 | 923 0.03917977817 926 | 924 0.03916378233 927 | 925 0.03907197334 928 | 926 0.03903555144 929 | 927 0.03897795849 930 | 928 0.03896224003 931 | 929 0.03885883902 932 | 930 0.03884297791 933 | 931 0.03882704019 934 | 932 0.03881127682 935 | 933 0.0387341745 936 | 934 0.03871841906 937 | 935 0.03869239247 938 | 936 0.03860692634 939 | 937 0.03859129771 940 | 938 0.03850294414 941 | 939 0.03848728909 942 | 940 0.03837936275 943 | 941 0.03829094842 944 | 942 0.03826339489 945 | 943 0.03824794854 946 | 944 0.03823291694 947 | 945 0.03818559515 948 | 946 0.03807864625 949 | 947 0.03804582506 950 | 948 0.03802003623 951 | 949 0.0380045027 952 | 950 0.03793725677 953 | 951 0.03791200157 954 | 952 0.03789685638 955 | 953 0.037789004 956 | 954 0.03777406486 957 | 955 0.03768406548 958 | 956 0.03766880405 959 | 957 0.0376537434 960 | 958 0.03763881747 961 | 959 0.03755726643 962 | 960 0.03754259675 963 | 961 0.03747310797 964 | 962 0.03742164126 965 | 963 0.03740660438 966 | 964 0.03739173657 967 | 965 0.03737742353 968 | 966 0.03736329013 969 | 967 0.03734858611 970 | 968 0.03723955022 971 | 969 0.03721472299 972 | 970 0.03720015106 973 | 971 0.03708771259 974 | 972 0.03706232002 975 | 973 0.03704785904 976 | 974 0.03692465806 977 | 975 0.0368907696 978 | 976 0.03687619238 979 | 977 0.0368620854 980 | 978 0.03684775651 981 | 979 0.03683354121 982 | 980 0.03673248608 983 | 981 0.0366727084 984 | 982 0.03659447276 985 | 983 0.03658042918 986 | 984 0.03656616898 987 | 985 0.03654258073 988 | 986 0.03651860942 989 | 987 0.0365043545 990 | 988 0.03644325066 991 | 989 0.0364013973 992 | 990 0.0363872639 993 | 991 0.03630412252 994 | 992 0.03629007102 995 | 993 0.03625971194 996 | 994 0.0361307308 997 | 995 0.03611664495 998 | 996 0.0360281091 999 | 997 0.03601401268 1000 | 998 0.03600040235 1001 | 999 0.03588094738 1002 | -------------------------------------------------------------------------------- /Task 2-Spam SMS Classification/catboost_info/time_left.tsv: -------------------------------------------------------------------------------- 1 | iter Passed Remaining 2 | 0 141 141756 3 | 1 215 107383 4 | 2 315 105016 5 | 3 386 96117 6 | 4 468 93246 7 | 5 567 94032 8 | 6 660 93712 9 | 7 743 92161 10 | 8 845 93077 11 | 9 926 91764 12 | 10 996 89612 13 | 11 1081 89077 14 | 12 1160 88144 15 | 13 1255 88422 16 | 14 1342 88142 17 | 15 1417 87201 18 | 16 1494 86392 19 | 17 1586 86535 20 | 18 1688 87167 21 | 19 1796 88004 22 | 20 1862 86850 23 | 21 1894 84241 24 | 22 1926 81830 25 | 23 1954 79489 26 | 24 1992 77720 27 | 25 2025 75876 28 | 26 2054 74044 29 | 27 2089 72538 30 | 28 2127 71248 31 | 29 2158 69793 32 | 30 2193 68560 33 | 31 2238 67719 34 | 32 2330 68302 35 | 33 2409 68450 36 | 34 2491 68688 37 | 35 2581 69116 38 | 36 2669 69469 39 | 37 2799 70865 40 | 38 2872 70788 41 | 39 2929 70316 42 | 40 2972 69516 43 | 41 3001 68469 44 | 42 3033 67519 45 | 43 3065 66601 46 | 44 3093 65652 47 | 45 3122 64768 48 | 46 3156 63999 49 | 47 3222 63903 50 | 48 3300 64051 51 | 49 3382 64275 52 | 50 3459 64373 53 | 51 3540 64541 54 | 52 3614 64586 55 | 53 3683 64521 56 | 54 3750 64438 57 | 55 3828 64538 58 | 56 3906 64633 59 | 57 3977 64599 60 | 58 4064 64822 61 | 59 4139 64851 62 | 60 4222 64994 63 | 61 4305 65131 64 | 62 4380 65157 65 | 63 4450 65094 66 | 64 4527 65126 67 | 65 4594 65013 68 | 66 4661 64912 69 | 67 4744 65031 70 | 68 4818 65015 71 | 69 4886 64922 72 | 70 4965 64976 73 | 71 5043 65004 74 | 72 5109 64885 75 | 73 5200 65074 76 | 74 5270 65006 77 | 75 5353 65082 78 | 76 5429 65084 79 | 77 5496 64969 80 | 78 5576 65012 81 | 79 5652 65005 82 | 80 5722 64925 83 | 81 5804 64976 84 | 82 5919 65401 85 | 83 6026 65717 86 | 84 6145 66158 87 | 85 6257 66504 88 | 86 6385 67008 89 | 87 6481 67167 90 | 88 6563 67184 91 | 89 6666 67405 92 | 90 6748 67407 93 | 91 6824 67356 94 | 92 6917 67463 95 | 93 6998 67452 96 | 94 7084 67491 97 | 95 7162 67449 98 | 96 7241 67417 99 | 97 7309 67276 100 | 98 7390 67259 101 | 99 7462 67166 102 | 100 7539 67110 103 | 101 7610 67003 104 | 102 7690 66977 105 | 103 7763 66882 106 | 104 7838 66816 107 | 105 7910 66713 108 | 106 7993 66711 109 | 107 8071 66666 110 | 108 8143 66567 111 | 109 8218 66491 112 | 110 8294 66426 113 | 111 8375 66409 114 | 112 8448 66318 115 | 113 8530 66295 116 | 114 8602 66205 117 | 115 8670 66078 118 | 116 8750 66040 119 | 117 8831 66013 120 | 118 8896 65865 121 | 119 8963 65732 122 | 120 9059 65810 123 | 121 9117 65616 124 | 122 9198 65583 125 | 123 9258 65407 126 | 124 9348 65436 127 | 125 9404 65234 128 | 126 9497 65289 129 | 127 9550 65061 130 | 128 9611 64898 131 | 129 9680 64785 132 | 130 9720 64482 133 | 131 9806 64482 134 | 132 9851 64220 135 | 133 9909 64042 136 | 134 9984 63974 137 | 135 10050 63851 138 | 136 10125 63780 139 | 137 10183 63609 140 | 138 10252 63508 141 | 139 10330 63457 142 | 140 10401 63367 143 | 141 10459 63199 144 | 142 10514 63012 145 | 143 10566 62810 146 | 144 10624 62648 147 | 145 10697 62574 148 | 146 10777 62536 149 | 147 10855 62490 150 | 148 10942 62494 151 | 149 11002 62346 152 | 150 11061 62193 153 | 151 11115 62013 154 | 152 11174 61863 155 | 153 11227 61676 156 | 154 11257 61372 157 | 155 11287 61068 158 | 156 11316 60761 159 | 157 11347 60472 160 | 158 11380 60195 161 | 159 11412 59917 162 | 160 11455 59698 163 | 161 11535 59672 164 | 162 11670 59926 165 | 163 11802 60161 166 | 164 11866 60050 167 | 165 11902 59797 168 | 166 11938 59547 169 | 167 11971 59286 170 | 168 12003 59022 171 | 169 12038 58775 172 | 170 12078 58558 173 | 171 12128 58384 174 | 172 12265 58635 175 | 173 12430 59011 176 | 174 12477 58821 177 | 175 12510 58572 178 | 176 12542 58319 179 | 177 12580 58096 180 | 178 12616 57866 181 | 179 12656 57658 182 | 180 12687 57408 183 | 181 12717 57160 184 | 182 12747 56912 185 | 183 12777 56663 186 | 184 12804 56409 187 | 185 12835 56170 188 | 186 12867 55943 189 | 187 12896 55702 190 | 188 12923 55455 191 | 189 12954 55225 192 | 190 12984 54997 193 | 191 13014 54767 194 | 192 13046 54550 195 | 193 13080 54343 196 | 194 13113 54134 197 | 195 13166 54011 198 | 196 13318 54288 199 | 197 13496 54668 200 | 198 13539 54496 201 | 199 13588 54352 202 | 200 13637 54212 203 | 201 13673 54016 204 | 202 13706 53812 205 | 203 13739 53609 206 | 204 13777 53429 207 | 205 13810 53230 208 | 206 13848 53051 209 | 207 13883 52862 210 | 208 13936 52746 211 | 209 13994 52644 212 | 210 14034 52481 213 | 211 14084 52351 214 | 212 14137 52234 215 | 213 14177 52071 216 | 214 14208 51878 217 | 215 14240 51687 218 | 216 14268 51483 219 | 217 14298 51292 220 | 218 14328 51099 221 | 219 14357 50905 222 | 220 14388 50718 223 | 221 14416 50521 224 | 222 14448 50341 225 | 223 14487 50187 226 | 224 14517 50004 227 | 225 14568 49894 228 | 226 14623 49797 229 | 227 14743 49920 230 | 228 14837 49953 231 | 229 14872 49791 232 | 230 14902 49611 233 | 231 14936 49443 234 | 232 14968 49273 235 | 233 15006 49122 236 | 234 15108 49182 237 | 235 15262 49409 238 | 236 15350 49418 239 | 237 15388 49268 240 | 238 15429 49128 241 | 239 15472 48995 242 | 240 15511 48851 243 | 241 15551 48710 244 | 242 15589 48564 245 | 243 15629 48426 246 | 244 15663 48268 247 | 245 15697 48113 248 | 246 15733 47965 249 | 247 15764 47800 250 | 248 15794 47638 251 | 249 15829 47488 252 | 250 15859 47326 253 | 251 15890 47165 254 | 252 15917 46998 255 | 253 15951 46849 256 | 254 15983 46698 257 | 255 16016 46547 258 | 256 16049 46400 259 | 257 16078 46240 260 | 258 16106 46081 261 | 259 16138 45933 262 | 260 16165 45772 263 | 261 16194 45617 264 | 262 16223 45463 265 | 263 16254 45316 266 | 264 16282 45161 267 | 265 16308 45002 268 | 266 16339 44857 269 | 267 16370 44712 270 | 268 16397 44561 271 | 269 16427 44414 272 | 270 16457 44272 273 | 271 16486 44126 274 | 272 16513 43975 275 | 273 16542 43832 276 | 274 16572 43690 277 | 275 16600 43546 278 | 276 16632 43411 279 | 277 16662 43274 280 | 278 16691 43134 281 | 279 16719 42991 282 | 280 16746 42850 283 | 281 16777 42717 284 | 282 16803 42573 285 | 283 16832 42437 286 | 284 16859 42296 287 | 285 16890 42167 288 | 286 16921 42037 289 | 287 16953 41913 290 | 288 16984 41785 291 | 289 17014 41656 292 | 290 17045 41529 293 | 291 17075 41401 294 | 292 17105 41273 295 | 293 17137 41152 296 | 294 17171 41037 297 | 295 17203 40917 298 | 296 17237 40801 299 | 297 17266 40674 300 | 298 17298 40555 301 | 299 17329 40435 302 | 300 17357 40308 303 | 301 17387 40187 304 | 302 17419 40069 305 | 303 17446 39942 306 | 304 17472 39814 307 | 305 17499 39688 308 | 306 17528 39568 309 | 307 17554 39440 310 | 308 17584 39323 311 | 309 17610 39198 312 | 310 17640 39080 313 | 311 17669 38962 314 | 312 17696 38841 315 | 313 17729 38733 316 | 314 17756 38612 317 | 315 17784 38495 318 | 316 17810 38373 319 | 317 17838 38257 320 | 318 17867 38143 321 | 319 17893 38024 322 | 320 17923 37913 323 | 321 17951 37798 324 | 322 17982 37691 325 | 323 18010 37577 326 | 324 18037 37463 327 | 325 18065 37350 328 | 326 18093 37238 329 | 327 18124 37132 330 | 328 18154 37026 331 | 329 18183 36917 332 | 330 18210 36805 333 | 331 18238 36696 334 | 332 18265 36586 335 | 333 18291 36474 336 | 334 18322 36372 337 | 335 18352 36267 338 | 336 18381 36163 339 | 337 18410 36058 340 | 338 18437 35950 341 | 339 18464 35843 342 | 340 18492 35736 343 | 341 18521 35635 344 | 342 18548 35528 345 | 343 18577 35427 346 | 344 18606 35324 347 | 345 18633 35221 348 | 346 18662 35120 349 | 347 18688 35014 350 | 348 18719 34918 351 | 349 18747 34815 352 | 350 18776 34717 353 | 351 18803 34614 354 | 352 18830 34514 355 | 353 18859 34416 356 | 354 18892 34324 357 | 355 18922 34229 358 | 356 18949 34131 359 | 357 18979 34035 360 | 358 19009 33942 361 | 359 19039 33848 362 | 360 19073 33762 363 | 361 19110 33680 364 | 362 19138 33585 365 | 363 19166 33489 366 | 364 19194 33392 367 | 365 19231 33313 368 | 366 19268 33234 369 | 367 19305 33155 370 | 368 19344 33079 371 | 369 19381 33001 372 | 370 19424 32933 373 | 371 19463 32857 374 | 372 19500 32779 375 | 373 19542 32710 376 | 374 19578 32631 377 | 375 19614 32552 378 | 376 19649 32472 379 | 377 19683 32389 380 | 378 19721 32313 381 | 379 19759 32238 382 | 380 19795 32161 383 | 381 19837 32093 384 | 382 19884 32033 385 | 383 19931 31974 386 | 384 19977 31912 387 | 385 20023 31850 388 | 386 20063 31779 389 | 387 20099 31703 390 | 388 20135 31626 391 | 389 20171 31549 392 | 390 20205 31471 393 | 391 20240 31393 394 | 392 20277 31318 395 | 393 20314 31244 396 | 394 20345 31161 397 | 395 20378 31082 398 | 396 20412 31005 399 | 397 20442 30920 400 | 398 20477 30843 401 | 399 20518 30778 402 | 400 20554 30703 403 | 401 20586 30623 404 | 402 20620 30546 405 | 403 20654 30470 406 | 404 20685 30389 407 | 405 20723 30320 408 | 406 20757 30244 409 | 407 20792 30169 410 | 408 20828 30096 411 | 409 20864 30024 412 | 410 20897 29948 413 | 411 20931 29872 414 | 412 20959 29789 415 | 413 20988 29707 416 | 414 21024 29637 417 | 415 21060 29565 418 | 416 21091 29487 419 | 417 21130 29421 420 | 418 21159 29340 421 | 419 21191 29264 422 | 420 21221 29186 423 | 421 21257 29115 424 | 422 21288 29039 425 | 423 21323 28967 426 | 424 21352 28888 427 | 425 21390 28821 428 | 426 21417 28740 429 | 427 21450 28666 430 | 428 21477 28586 431 | 429 21513 28517 432 | 430 21550 28450 433 | 431 21578 28371 434 | 432 21611 28300 435 | 433 21649 28233 436 | 434 21684 28164 437 | 435 21717 28092 438 | 436 21752 28025 439 | 437 21782 27949 440 | 438 21816 27879 441 | 439 21848 27806 442 | 440 21882 27737 443 | 441 21913 27664 444 | 442 21941 27588 445 | 443 21970 27512 446 | 444 22001 27440 447 | 445 22029 27363 448 | 446 22056 27287 449 | 447 22086 27214 450 | 448 22114 27138 451 | 449 22143 27064 452 | 450 22173 26992 453 | 451 22204 26920 454 | 452 22231 26844 455 | 453 22259 26770 456 | 454 22289 26698 457 | 455 22316 26623 458 | 456 22344 26549 459 | 457 22406 26515 460 | 458 22442 26452 461 | 459 22471 26379 462 | 460 22501 26308 463 | 461 22527 26233 464 | 462 22555 26160 465 | 463 22584 26089 466 | 464 22612 26016 467 | 465 22641 25945 468 | 466 22668 25871 469 | 467 22700 25804 470 | 468 22728 25733 471 | 469 22756 25662 472 | 470 22783 25588 473 | 471 22811 25517 474 | 472 22839 25446 475 | 473 22865 25373 476 | 474 22893 25303 477 | 475 22921 25233 478 | 476 22949 25162 479 | 477 22974 25089 480 | 478 23003 25020 481 | 479 23033 24952 482 | 480 23059 24881 483 | 481 23088 24812 484 | 482 23116 24743 485 | 483 23143 24673 486 | 484 23170 24604 487 | 485 23200 24536 488 | 486 23227 24467 489 | 487 23256 24399 490 | 488 23284 24331 491 | 489 23310 24261 492 | 490 23337 24193 493 | 491 23364 24123 494 | 492 23394 24058 495 | 493 23422 23991 496 | 494 23453 23926 497 | 495 23479 23858 498 | 496 23505 23789 499 | 497 23535 23724 500 | 498 23562 23656 501 | 499 23593 23593 502 | 500 23618 23524 503 | 501 23647 23459 504 | 502 23674 23392 505 | 503 23704 23327 506 | 504 23732 23262 507 | 505 23763 23199 508 | 506 23792 23135 509 | 507 23821 23070 510 | 508 23848 23004 511 | 509 23880 22943 512 | 510 23905 22876 513 | 511 23933 22811 514 | 512 23961 22746 515 | 513 23990 22684 516 | 514 24017 22618 517 | 515 24043 22552 518 | 516 24074 22491 519 | 517 24101 22426 520 | 518 24129 22363 521 | 519 24156 22298 522 | 520 24186 22236 523 | 521 24214 22173 524 | 522 24242 22110 525 | 523 24268 22045 526 | 524 24298 21984 527 | 525 24325 21920 528 | 526 24351 21856 529 | 527 24380 21794 530 | 528 24410 21733 531 | 529 24436 21669 532 | 530 24462 21606 533 | 531 24492 21546 534 | 532 24519 21483 535 | 533 24546 21420 536 | 534 24574 21359 537 | 535 24603 21298 538 | 536 24630 21236 539 | 537 24656 21173 540 | 538 24687 21114 541 | 539 24716 21054 542 | 540 24745 20994 543 | 541 24771 20932 544 | 542 24799 20872 545 | 543 24827 20811 546 | 544 24853 20749 547 | 545 24884 20691 548 | 546 24914 20632 549 | 547 24943 20573 550 | 548 24970 20512 551 | 549 24997 20452 552 | 550 25026 20393 553 | 551 25052 20332 554 | 552 25083 20275 555 | 553 25109 20214 556 | 554 25142 20159 557 | 555 25171 20100 558 | 556 25199 20041 559 | 557 25228 19983 560 | 558 25255 19924 561 | 559 25285 19866 562 | 560 25313 19808 563 | 561 25341 19750 564 | 562 25368 19690 565 | 563 25394 19631 566 | 564 25422 19573 567 | 565 25450 19515 568 | 566 25480 19458 569 | 567 25507 19400 570 | 568 25535 19342 571 | 569 25560 19282 572 | 570 25588 19224 573 | 571 25614 19166 574 | 572 25644 19109 575 | 573 25673 19053 576 | 574 25699 18995 577 | 575 25725 18936 578 | 576 25754 18880 579 | 577 25785 18825 580 | 578 25812 18768 581 | 579 25841 18712 582 | 580 25872 18658 583 | 581 25897 18599 584 | 582 25924 18542 585 | 583 25949 18484 586 | 584 25979 18429 587 | 585 26006 18373 588 | 586 26034 18317 589 | 587 26061 18260 590 | 588 26088 18204 591 | 589 26117 18149 592 | 590 26144 18093 593 | 591 26173 18038 594 | 592 26201 17983 595 | 593 26228 17927 596 | 594 26254 17870 597 | 595 26282 17815 598 | 596 26310 17760 599 | 597 26337 17705 600 | 598 26367 17651 601 | 599 26394 17596 602 | 600 26420 17540 603 | 601 26446 17484 604 | 602 26477 17431 605 | 603 26506 17378 606 | 604 26534 17323 607 | 605 26562 17269 608 | 606 26588 17214 609 | 607 26615 17160 610 | 608 26642 17105 611 | 609 26672 17053 612 | 610 26703 17001 613 | 611 26736 16950 614 | 612 26770 16900 615 | 613 26800 16848 616 | 614 26833 16798 617 | 615 26867 16748 618 | 616 26898 16697 619 | 617 26932 16647 620 | 618 26965 16597 621 | 619 26999 16547 622 | 620 27031 16497 623 | 621 27065 16447 624 | 622 27091 16394 625 | 623 27119 16341 626 | 624 27146 16287 627 | 625 27175 16235 628 | 626 27202 16182 629 | 627 27230 16130 630 | 628 27261 16079 631 | 629 27288 16026 632 | 630 27316 15974 633 | 631 27344 15921 634 | 632 27372 15870 635 | 633 27399 15817 636 | 634 27427 15765 637 | 635 27456 15714 638 | 636 27482 15661 639 | 637 27510 15609 640 | 638 27538 15557 641 | 639 27570 15508 642 | 640 27597 15456 643 | 641 27625 15404 644 | 642 27653 15353 645 | 643 27681 15302 646 | 644 27709 15250 647 | 645 27735 15198 648 | 646 27766 15149 649 | 647 27792 15097 650 | 648 27820 15046 651 | 649 27846 14994 652 | 650 27875 14944 653 | 651 27903 14893 654 | 652 27929 14841 655 | 653 27957 14790 656 | 654 27983 14739 657 | 655 28011 14688 658 | 656 28036 14637 659 | 657 28066 14587 660 | 658 28094 14537 661 | 659 28123 14487 662 | 660 28152 14438 663 | 661 28180 14388 664 | 662 28208 14338 665 | 663 28234 14287 666 | 664 28263 14238 667 | 665 28292 14188 668 | 666 28321 14139 669 | 667 28348 14089 670 | 668 28375 14039 671 | 669 28404 13990 672 | 670 28431 13940 673 | 671 28462 13892 674 | 672 28489 13842 675 | 673 28519 13794 676 | 674 28546 13744 677 | 675 28575 13695 678 | 676 28603 13646 679 | 677 28629 13596 680 | 678 28660 13549 681 | 679 28687 13499 682 | 680 28715 13451 683 | 681 28742 13401 684 | 682 28770 13353 685 | 683 28796 13303 686 | 684 28825 13255 687 | 685 28854 13207 688 | 686 28880 13158 689 | 687 28906 13108 690 | 688 28933 13059 691 | 689 28963 13012 692 | 690 28990 12963 693 | 691 29017 12915 694 | 692 29048 12868 695 | 693 29074 12819 696 | 694 29102 12771 697 | 695 29130 12723 698 | 696 29160 12676 699 | 697 29186 12627 700 | 698 29213 12579 701 | 699 29243 12532 702 | 700 29268 12483 703 | 701 29295 12436 704 | 702 29321 12387 705 | 703 29351 12341 706 | 704 29380 12293 707 | 705 29406 12245 708 | 706 29433 12197 709 | 707 29462 12151 710 | 708 29489 12103 711 | 709 29516 12055 712 | 710 29542 12008 713 | 711 29570 11961 714 | 712 29598 11914 715 | 713 29625 11866 716 | 714 29654 11820 717 | 715 29681 11773 718 | 716 29709 11726 719 | 717 29735 11678 720 | 718 29766 11633 721 | 719 29793 11586 722 | 720 29821 11539 723 | 721 29853 11494 724 | 722 29882 11448 725 | 723 29910 11402 726 | 724 29937 11355 727 | 725 29965 11309 728 | 726 29995 11263 729 | 727 30021 11216 730 | 728 30053 11172 731 | 729 30082 11126 732 | 730 30113 11081 733 | 731 30150 11038 734 | 732 30178 10992 735 | 733 30207 10946 736 | 734 30233 10900 737 | 735 30261 10854 738 | 736 30288 10808 739 | 737 30316 10762 740 | 738 30363 10723 741 | 739 30392 10678 742 | 740 30429 10635 743 | 741 30467 10593 744 | 742 30506 10552 745 | 743 30564 10516 746 | 744 30651 10491 747 | 745 30803 10488 748 | 746 30886 10460 749 | 747 30960 10430 750 | 748 31081 10415 751 | 749 31160 10386 752 | 750 31210 10348 753 | 751 31262 10309 754 | 752 31320 10273 755 | 753 31365 10233 756 | 754 31407 10191 757 | 755 31449 10150 758 | 756 31489 10108 759 | 757 31530 10066 760 | 758 31573 10025 761 | 759 31610 9982 762 | 760 31654 9941 763 | 761 31691 9898 764 | 762 31731 9856 765 | 763 31763 9811 766 | 764 31797 9767 767 | 765 31830 9723 768 | 766 31866 9680 769 | 767 31896 9635 770 | 768 31930 9591 771 | 769 31961 9546 772 | 770 31989 9501 773 | 771 32018 9456 774 | 772 32053 9412 775 | 773 32083 9368 776 | 774 32111 9322 777 | 775 32146 9279 778 | 776 32176 9234 779 | 777 32205 9189 780 | 778 32236 9145 781 | 779 32266 9100 782 | 780 32296 9056 783 | 781 32328 9012 784 | 782 32359 8968 785 | 783 32387 8922 786 | 784 32416 8878 787 | 785 32448 8834 788 | 786 32479 8790 789 | 787 32508 8745 790 | 788 32541 8702 791 | 789 32571 8658 792 | 790 32601 8613 793 | 791 32630 8569 794 | 792 32662 8525 795 | 793 32695 8482 796 | 794 32730 8439 797 | 795 32763 8396 798 | 796 32794 8352 799 | 797 32822 8308 800 | 798 32851 8264 801 | 799 32879 8219 802 | 800 32907 8175 803 | 801 32940 8132 804 | 802 32971 8088 805 | 803 33000 8044 806 | 804 33030 8001 807 | 805 33058 7957 808 | 806 33092 7914 809 | 807 33125 7871 810 | 808 33155 7827 811 | 809 33190 7785 812 | 810 33218 7741 813 | 811 33249 7698 814 | 812 33278 7654 815 | 813 33307 7610 816 | 814 33340 7568 817 | 815 33372 7525 818 | 816 33402 7481 819 | 817 33454 7443 820 | 818 33552 7415 821 | 819 33590 7373 822 | 820 33629 7332 823 | 821 33672 7291 824 | 822 33704 7248 825 | 823 33737 7206 826 | 824 33769 7163 827 | 825 33799 7120 828 | 826 33834 7077 829 | 827 33868 7035 830 | 828 33902 6993 831 | 829 33942 6951 832 | 830 33976 6909 833 | 831 34043 6874 834 | 832 34171 6850 835 | 833 34296 6826 836 | 834 34358 6789 837 | 835 34394 6747 838 | 836 34431 6705 839 | 837 34467 6663 840 | 838 34501 6620 841 | 839 34538 6578 842 | 840 34570 6535 843 | 841 34607 6494 844 | 842 34637 6450 845 | 843 34668 6407 846 | 844 34702 6365 847 | 845 34734 6322 848 | 846 34766 6280 849 | 847 34796 6237 850 | 848 34833 6195 851 | 849 34866 6152 852 | 850 34902 6110 853 | 851 34941 6069 854 | 852 34977 6027 855 | 853 35016 5986 856 | 854 35057 5945 857 | 855 35096 5904 858 | 856 35136 5862 859 | 857 35176 5821 860 | 858 35213 5780 861 | 859 35249 5738 862 | 860 35285 5696 863 | 861 35324 5655 864 | 862 35360 5613 865 | 863 35393 5571 866 | 864 35430 5529 867 | 865 35514 5495 868 | 866 35609 5462 869 | 867 35694 5428 870 | 868 35769 5392 871 | 869 35848 5356 872 | 870 35934 5322 873 | 871 35997 5283 874 | 872 36066 5246 875 | 873 36140 5210 876 | 874 36213 5173 877 | 875 36294 5137 878 | 876 36392 5104 879 | 877 36540 5077 880 | 878 36622 5041 881 | 879 36670 5000 882 | 880 36711 4958 883 | 881 36753 4917 884 | 882 36794 4875 885 | 883 36835 4833 886 | 884 36877 4792 887 | 885 36923 4750 888 | 886 36969 4709 889 | 887 37014 4668 890 | 888 37056 4626 891 | 889 37103 4585 892 | 890 37203 4551 893 | 891 37316 4518 894 | 892 37383 4479 895 | 893 37459 4441 896 | 894 37524 4402 897 | 895 37583 4362 898 | 896 37638 4321 899 | 897 37683 4280 900 | 898 37741 4240 901 | 899 37807 4200 902 | 900 37860 4160 903 | 901 37927 4120 904 | 902 37983 4080 905 | 903 38036 4039 906 | 904 38082 3997 907 | 905 38136 3956 908 | 906 38228 3919 909 | 907 38348 3885 910 | 908 38420 3846 911 | 909 38482 3805 912 | 910 38529 3764 913 | 911 38571 3721 914 | 912 38611 3679 915 | 913 38658 3637 916 | 914 38711 3596 917 | 915 38751 3553 918 | 916 38792 3511 919 | 917 38823 3467 920 | 918 38856 3424 921 | 919 38887 3381 922 | 920 38920 3338 923 | 921 38978 3297 924 | 922 39102 3262 925 | 923 39176 3222 926 | 924 39236 3181 927 | 925 39279 3138 928 | 926 39323 3096 929 | 927 39365 3054 930 | 928 39408 3011 931 | 929 39446 2969 932 | 930 39484 2926 933 | 931 39518 2883 934 | 932 39546 2839 935 | 933 39575 2796 936 | 934 39605 2753 937 | 935 39633 2709 938 | 936 39701 2669 939 | 937 39770 2628 940 | 938 39902 2592 941 | 939 40039 2555 942 | 940 40155 2517 943 | 941 40321 2482 944 | 942 40497 2447 945 | 943 40541 2405 946 | 944 40584 2362 947 | 945 40616 2318 948 | 946 40651 2275 949 | 947 40686 2231 950 | 948 40724 2188 951 | 949 40757 2145 952 | 950 40850 2104 953 | 951 40949 2064 954 | 952 41043 2024 955 | 953 41151 1984 956 | 954 41259 1944 957 | 955 41355 1903 958 | 956 41390 1859 959 | 957 41429 1816 960 | 958 41466 1772 961 | 959 41509 1729 962 | 960 41546 1686 963 | 961 41581 1642 964 | 962 41617 1598 965 | 963 41648 1555 966 | 964 41690 1512 967 | 965 41728 1468 968 | 966 41762 1425 969 | 967 41794 1381 970 | 968 41827 1338 971 | 969 41860 1294 972 | 970 41893 1251 973 | 971 41927 1207 974 | 972 41964 1164 975 | 973 42001 1121 976 | 974 42034 1077 977 | 975 42068 1034 978 | 976 42099 991 979 | 977 42138 947 980 | 978 42179 904 981 | 979 42214 861 982 | 980 42251 818 983 | 981 42288 775 984 | 982 42321 731 985 | 983 42360 688 986 | 984 42397 645 987 | 985 42433 602 988 | 986 42473 559 989 | 987 42506 516 990 | 988 42543 473 991 | 989 42586 430 992 | 990 42622 387 993 | 991 42656 344 994 | 992 42697 300 995 | 993 42735 257 996 | 994 42775 214 997 | 995 42813 171 998 | 996 42846 128 999 | 997 42887 85 1000 | 998 42919 42 1001 | 999 42956 0 1002 | -------------------------------------------------------------------------------- /Task 2-Spam SMS Classification/catboost_info/tmp/cat_feature_index.18528f99-8f083024-64564b9f-6b7ca6f.tmp: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /Task 2-Spam SMS Classification/checkpoint: -------------------------------------------------------------------------------- 1 | model_checkpoint_path: "model" 2 | all_model_checkpoint_paths: "model" 3 | -------------------------------------------------------------------------------- /Task 2-Spam SMS Classification/model.data-00000-of-00001: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/yashksaini-coder/Bharat-Intern/b3c69fbc7bea0e631cc013813878fd0ba7fad039/Task 2-Spam SMS Classification/model.data-00000-of-00001 -------------------------------------------------------------------------------- /Task 2-Spam SMS Classification/model.index: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/yashksaini-coder/Bharat-Intern/b3c69fbc7bea0e631cc013813878fd0ba7fad039/Task 2-Spam SMS Classification/model.index -------------------------------------------------------------------------------- /Task 2-Spam SMS Classification/requirements.txt: -------------------------------------------------------------------------------- 1 | pandas 2 | numpy 3 | matplotlib 4 | seaborn 5 | missingno 6 | plotly 7 | nltk 8 | wordcloud 9 | scikit-learn 10 | lightgbm 11 | xgboost 12 | catboost 13 | --------------------------------------------------------------------------------