SETTING THE DIRECTORY AND READING THE DATA
setwd("C:/Users/Bagga/Desktop/Internship 2018/Week1, Day 5")
titanic <- read.csv("C:/Users/Bagga/Desktop/Internship 2018/Week1, Day 5/Titanic Data.csv")
titanic
## Survived Pclass Sex Age SibSp Parch Fare Embarked
## 1 0 3 male 22.0 1 0 7.2500 S
## 2 1 1 female 38.0 1 0 71.2833 C
## 3 1 3 female 26.0 0 0 7.9250 S
## 4 1 1 female 35.0 1 0 53.1000 S
## 5 0 3 male 35.0 0 0 8.0500 S
## 6 0 3 male 29.7 0 0 8.4583 Q
## 7 0 1 male 54.0 0 0 51.8625 S
## 8 0 3 male 2.0 3 1 21.0750 S
## 9 1 3 female 27.0 0 2 11.1333 S
## 10 1 2 female 14.0 1 0 30.0708 C
## 11 1 3 female 4.0 1 1 16.7000 S
## 12 1 1 female 58.0 0 0 26.5500 S
## 13 0 3 male 20.0 0 0 8.0500 S
## 14 0 3 male 39.0 1 5 31.2750 S
## 15 0 3 female 14.0 0 0 7.8542 S
## 16 1 2 female 55.0 0 0 16.0000 S
## 17 0 3 male 2.0 4 1 29.1250 Q
## 18 1 2 male 29.7 0 0 13.0000 S
## 19 0 3 female 31.0 1 0 18.0000 S
## 20 1 3 female 29.7 0 0 7.2250 C
## 21 0 2 male 35.0 0 0 26.0000 S
## 22 1 2 male 34.0 0 0 13.0000 S
## 23 1 3 female 15.0 0 0 8.0292 Q
## 24 1 1 male 28.0 0 0 35.5000 S
## 25 0 3 female 8.0 3 1 21.0750 S
## 26 1 3 female 38.0 1 5 31.3875 S
## 27 0 3 male 29.7 0 0 7.2250 C
## 28 0 1 male 19.0 3 2 263.0000 S
## 29 1 3 female 29.7 0 0 7.8792 Q
## 30 0 3 male 29.7 0 0 7.8958 S
## 31 0 1 male 40.0 0 0 27.7208 C
## 32 1 1 female 29.7 1 0 146.5208 C
## 33 1 3 female 29.7 0 0 7.7500 Q
## 34 0 2 male 66.0 0 0 10.5000 S
## 35 0 1 male 28.0 1 0 82.1708 C
## 36 0 1 male 42.0 1 0 52.0000 S
## 37 1 3 male 29.7 0 0 7.2292 C
## 38 0 3 male 21.0 0 0 8.0500 S
## 39 0 3 female 18.0 2 0 18.0000 S
## 40 1 3 female 14.0 1 0 11.2417 C
## 41 0 3 female 40.0 1 0 9.4750 S
## 42 0 2 female 27.0 1 0 21.0000 S
## 43 0 3 male 29.7 0 0 7.8958 C
## 44 1 2 female 3.0 1 2 41.5792 C
## 45 1 3 female 19.0 0 0 7.8792 Q
## 46 0 3 male 29.7 0 0 8.0500 S
## 47 0 3 male 29.7 1 0 15.5000 Q
## 48 1 3 female 29.7 0 0 7.7500 Q
## 49 0 3 male 29.7 2 0 21.6792 C
## 50 0 3 female 18.0 1 0 17.8000 S
## 51 0 3 male 7.0 4 1 39.6875 S
## 52 0 3 male 21.0 0 0 7.8000 S
## 53 1 1 female 49.0 1 0 76.7292 C
## 54 1 2 female 29.0 1 0 26.0000 S
## 55 0 1 male 65.0 0 1 61.9792 C
## 56 1 1 male 29.7 0 0 35.5000 S
## 57 1 2 female 21.0 0 0 10.5000 S
## 58 0 3 male 28.5 0 0 7.2292 C
## 59 1 2 female 5.0 1 2 27.7500 S
## 60 0 3 male 11.0 5 2 46.9000 S
## 61 0 3 male 22.0 0 0 7.2292 C
## 62 0 1 male 45.0 1 0 83.4750 S
## 63 0 3 male 4.0 3 2 27.9000 S
## 64 0 1 male 29.7 0 0 27.7208 C
## 65 1 3 male 29.7 1 1 15.2458 C
## 66 1 2 female 29.0 0 0 10.5000 S
## 67 0 3 male 19.0 0 0 8.1583 S
## 68 1 3 female 17.0 4 2 7.9250 S
## 69 0 3 male 26.0 2 0 8.6625 S
## 70 0 2 male 32.0 0 0 10.5000 S
## 71 0 3 female 16.0 5 2 46.9000 S
## 72 0 2 male 21.0 0 0 73.5000 S
## 73 0 3 male 26.0 1 0 14.4542 C
## 74 1 3 male 32.0 0 0 56.4958 S
## 75 0 3 male 25.0 0 0 7.6500 S
## 76 0 3 male 29.7 0 0 7.8958 S
## 77 0 3 male 29.7 0 0 8.0500 S
## 78 1 2 male 0.8 0 2 29.0000 S
## 79 1 3 female 30.0 0 0 12.4750 S
## 80 0 3 male 22.0 0 0 9.0000 S
## 81 1 3 male 29.0 0 0 9.5000 S
## 82 1 3 female 29.7 0 0 7.7875 Q
## 83 0 1 male 28.0 0 0 47.1000 S
## 84 1 2 female 17.0 0 0 10.5000 S
## 85 1 3 female 33.0 3 0 15.8500 S
## 86 0 3 male 16.0 1 3 34.3750 S
## 87 0 3 male 29.7 0 0 8.0500 S
## 88 1 1 female 23.0 3 2 263.0000 S
## 89 0 3 male 24.0 0 0 8.0500 S
## 90 0 3 male 29.0 0 0 8.0500 S
## 91 0 3 male 20.0 0 0 7.8542 S
## 92 0 1 male 46.0 1 0 61.1750 S
## 93 0 3 male 26.0 1 2 20.5750 S
## 94 0 3 male 59.0 0 0 7.2500 S
## 95 0 3 male 29.7 0 0 8.0500 S
## 96 0 1 male 71.0 0 0 34.6542 C
## 97 1 1 male 23.0 0 1 63.3583 C
## 98 1 2 female 34.0 0 1 23.0000 S
## 99 0 2 male 34.0 1 0 26.0000 S
## 100 0 3 female 28.0 0 0 7.8958 S
## 101 0 3 male 29.7 0 0 7.8958 S
## 102 0 1 male 21.0 0 1 77.2875 S
## 103 0 3 male 33.0 0 0 8.6542 S
## 104 0 3 male 37.0 2 0 7.9250 S
## 105 0 3 male 28.0 0 0 7.8958 S
## 106 1 3 female 21.0 0 0 7.6500 S
## 107 1 3 male 29.7 0 0 7.7750 S
## 108 0 3 male 38.0 0 0 7.8958 S
## 109 1 3 female 29.7 1 0 24.1500 Q
## 110 0 1 male 47.0 0 0 52.0000 S
## 111 0 3 female 14.5 1 0 14.4542 C
## 112 0 3 male 22.0 0 0 8.0500 S
## 113 0 3 female 20.0 1 0 9.8250 S
## 114 0 3 female 17.0 0 0 14.4583 C
## 115 0 3 male 21.0 0 0 7.9250 S
## 116 0 3 male 70.5 0 0 7.7500 Q
## 117 0 2 male 29.0 1 0 21.0000 S
## 118 0 1 male 24.0 0 1 247.5208 C
## 119 0 3 female 2.0 4 2 31.2750 S
## 120 0 2 male 21.0 2 0 73.5000 S
## 121 0 3 male 29.7 0 0 8.0500 S
## 122 0 2 male 32.5 1 0 30.0708 C
## 123 1 2 female 32.5 0 0 13.0000 S
## 124 0 1 male 54.0 0 1 77.2875 S
## 125 1 3 male 12.0 1 0 11.2417 C
## 126 0 3 male 29.7 0 0 7.7500 Q
## 127 1 3 male 24.0 0 0 7.1417 S
## 128 1 3 female 29.7 1 1 22.3583 C
## 129 0 3 male 45.0 0 0 6.9750 S
## 130 0 3 male 33.0 0 0 7.8958 C
## 131 0 3 male 20.0 0 0 7.0500 S
## 132 0 3 female 47.0 1 0 14.5000 S
## 133 1 2 female 29.0 1 0 26.0000 S
## 134 0 2 male 25.0 0 0 13.0000 S
## 135 0 2 male 23.0 0 0 15.0458 C
## 136 1 1 female 19.0 0 2 26.2833 S
## 137 0 1 male 37.0 1 0 53.1000 S
## 138 0 3 male 16.0 0 0 9.2167 S
## 139 0 1 male 24.0 0 0 79.2000 C
## 140 0 3 female 29.7 0 2 15.2458 C
## 141 1 3 female 22.0 0 0 7.7500 S
## 142 1 3 female 24.0 1 0 15.8500 S
## 143 0 3 male 19.0 0 0 6.7500 Q
## 144 0 2 male 18.0 0 0 11.5000 S
## 145 0 2 male 19.0 1 1 36.7500 S
## 146 1 3 male 27.0 0 0 7.7958 S
## 147 0 3 female 9.0 2 2 34.3750 S
## 148 0 2 male 36.5 0 2 26.0000 S
## 149 0 2 male 42.0 0 0 13.0000 S
## 150 0 2 male 51.0 0 0 12.5250 S
## 151 1 1 female 22.0 1 0 66.6000 S
## 152 0 3 male 55.5 0 0 8.0500 S
## 153 0 3 male 40.5 0 2 14.5000 S
## 154 0 3 male 29.7 0 0 7.3125 S
## 155 0 1 male 51.0 0 1 61.3792 C
## 156 1 3 female 16.0 0 0 7.7333 Q
## 157 0 3 male 30.0 0 0 8.0500 S
## 158 0 3 male 29.7 0 0 8.6625 S
## 159 0 3 male 29.7 8 2 69.5500 S
## 160 0 3 male 44.0 0 1 16.1000 S
## 161 1 2 female 40.0 0 0 15.7500 S
## 162 0 3 male 26.0 0 0 7.7750 S
## 163 0 3 male 17.0 0 0 8.6625 S
## 164 0 3 male 1.0 4 1 39.6875 S
## 165 1 3 male 9.0 0 2 20.5250 S
## 166 1 1 female 29.7 0 1 55.0000 S
## 167 0 3 female 45.0 1 4 27.9000 S
## 168 0 1 male 29.7 0 0 25.9250 S
## 169 0 3 male 28.0 0 0 56.4958 S
## 170 0 1 male 61.0 0 0 33.5000 S
## 171 0 3 male 4.0 4 1 29.1250 Q
## 172 1 3 female 1.0 1 1 11.1333 S
## 173 0 3 male 21.0 0 0 7.9250 S
## 174 0 1 male 56.0 0 0 30.6958 C
## 175 0 3 male 18.0 1 1 7.8542 S
## 176 0 3 male 29.7 3 1 25.4667 S
## 177 0 1 female 50.0 0 0 28.7125 C
## 178 0 2 male 30.0 0 0 13.0000 S
## 179 0 3 male 36.0 0 0 0.0000 S
## 180 0 3 female 29.7 8 2 69.5500 S
## 181 0 2 male 29.7 0 0 15.0500 C
## 182 0 3 male 9.0 4 2 31.3875 S
## 183 1 2 male 1.0 2 1 39.0000 S
## 184 1 3 female 4.0 0 2 22.0250 S
## 185 0 1 male 29.7 0 0 50.0000 S
## 186 1 3 female 29.7 1 0 15.5000 Q
## 187 1 1 male 45.0 0 0 26.5500 S
## 188 0 3 male 40.0 1 1 15.5000 Q
## 189 0 3 male 36.0 0 0 7.8958 S
## 190 1 2 female 32.0 0 0 13.0000 S
## 191 0 2 male 19.0 0 0 13.0000 S
## 192 1 3 female 19.0 1 0 7.8542 S
## 193 1 2 male 3.0 1 1 26.0000 S
## 194 1 1 female 44.0 0 0 27.7208 C
## 195 1 1 female 58.0 0 0 146.5208 C
## 196 0 3 male 29.7 0 0 7.7500 Q
## 197 0 3 male 42.0 0 1 8.4042 S
## 198 1 3 female 29.7 0 0 7.7500 Q
## 199 0 2 female 24.0 0 0 13.0000 S
## 200 0 3 male 28.0 0 0 9.5000 S
## 201 0 3 male 29.7 8 2 69.5500 S
## 202 0 3 male 34.0 0 0 6.4958 S
## 203 0 3 male 45.5 0 0 7.2250 C
## 204 1 3 male 18.0 0 0 8.0500 S
## 205 0 3 female 2.0 0 1 10.4625 S
## 206 0 3 male 32.0 1 0 15.8500 S
## 207 1 3 male 26.0 0 0 18.7875 C
## 208 1 3 female 16.0 0 0 7.7500 Q
## 209 1 1 male 40.0 0 0 31.0000 C
## 210 0 3 male 24.0 0 0 7.0500 S
## 211 1 2 female 35.0 0 0 21.0000 S
## 212 0 3 male 22.0 0 0 7.2500 S
## 213 0 2 male 30.0 0 0 13.0000 S
## 214 0 3 male 29.7 1 0 7.7500 Q
## 215 1 1 female 31.0 1 0 113.2750 C
## 216 1 3 female 27.0 0 0 7.9250 S
## 217 0 2 male 42.0 1 0 27.0000 S
## 218 1 1 female 32.0 0 0 76.2917 C
## 219 0 2 male 30.0 0 0 10.5000 S
## 220 1 3 male 16.0 0 0 8.0500 S
## 221 0 2 male 27.0 0 0 13.0000 S
## 222 0 3 male 51.0 0 0 8.0500 S
## 223 0 3 male 29.7 0 0 7.8958 S
## 224 1 1 male 38.0 1 0 90.0000 S
## 225 0 3 male 22.0 0 0 9.3500 S
## 226 1 2 male 19.0 0 0 10.5000 S
## 227 0 3 male 20.5 0 0 7.2500 S
## 228 0 2 male 18.0 0 0 13.0000 S
## 229 0 3 female 29.7 3 1 25.4667 S
## 230 1 1 female 35.0 1 0 83.4750 S
## 231 0 3 male 29.0 0 0 7.7750 S
## 232 0 2 male 59.0 0 0 13.5000 S
## 233 1 3 female 5.0 4 2 31.3875 S
## 234 0 2 male 24.0 0 0 10.5000 S
## 235 0 3 female 29.7 0 0 7.5500 S
## 236 0 2 male 44.0 1 0 26.0000 S
## 237 1 2 female 8.0 0 2 26.2500 S
## 238 0 2 male 19.0 0 0 10.5000 S
## 239 0 2 male 33.0 0 0 12.2750 S
## 240 0 3 female 29.7 1 0 14.4542 C
## 241 1 3 female 29.7 1 0 15.5000 Q
## 242 0 2 male 29.0 0 0 10.5000 S
## 243 0 3 male 22.0 0 0 7.1250 S
## 244 0 3 male 30.0 0 0 7.2250 C
## 245 0 1 male 44.0 2 0 90.0000 Q
## 246 0 3 female 25.0 0 0 7.7750 S
## 247 1 2 female 24.0 0 2 14.5000 S
## 248 1 1 male 37.0 1 1 52.5542 S
## 249 0 2 male 54.0 1 0 26.0000 S
## 250 0 3 male 29.7 0 0 7.2500 S
## 251 0 3 female 29.0 1 1 10.4625 S
## 252 0 1 male 62.0 0 0 26.5500 S
## 253 0 3 male 30.0 1 0 16.1000 S
## 254 0 3 female 41.0 0 2 20.2125 S
## 255 1 3 female 29.0 0 2 15.2458 C
## 256 1 1 female 29.7 0 0 79.2000 C
## 257 1 1 female 30.0 0 0 86.5000 S
## 258 1 1 female 35.0 0 0 512.3292 C
## 259 1 2 female 50.0 0 1 26.0000 S
## 260 0 3 male 29.7 0 0 7.7500 Q
## 261 1 3 male 3.0 4 2 31.3875 S
## 262 0 1 male 52.0 1 1 79.6500 S
## 263 0 1 male 40.0 0 0 0.0000 S
## 264 0 3 female 29.7 0 0 7.7500 Q
## 265 0 2 male 36.0 0 0 10.5000 S
## 266 0 3 male 16.0 4 1 39.6875 S
## 267 1 3 male 25.0 1 0 7.7750 S
## 268 1 1 female 58.0 0 1 153.4625 S
## 269 1 1 female 35.0 0 0 135.6333 S
## 270 0 1 male 29.7 0 0 31.0000 S
## 271 1 3 male 25.0 0 0 0.0000 S
## 272 1 2 female 41.0 0 1 19.5000 S
## 273 0 1 male 37.0 0 1 29.7000 C
## 274 1 3 female 29.7 0 0 7.7500 Q
## 275 1 1 female 63.0 1 0 77.9583 S
## 276 0 3 female 45.0 0 0 7.7500 S
## 277 0 2 male 29.7 0 0 0.0000 S
## 278 0 3 male 7.0 4 1 29.1250 Q
## 279 1 3 female 35.0 1 1 20.2500 S
## 280 0 3 male 65.0 0 0 7.7500 Q
## 281 0 3 male 28.0 0 0 7.8542 S
## 282 0 3 male 16.0 0 0 9.5000 S
## 283 1 3 male 19.0 0 0 8.0500 S
## 284 0 1 male 29.7 0 0 26.0000 S
## 285 0 3 male 33.0 0 0 8.6625 C
## 286 1 3 male 30.0 0 0 9.5000 S
## 287 0 3 male 22.0 0 0 7.8958 S
## 288 1 2 male 42.0 0 0 13.0000 S
## 289 1 3 female 22.0 0 0 7.7500 Q
## 290 1 1 female 26.0 0 0 78.8500 S
## 291 1 1 female 19.0 1 0 91.0792 C
## 292 0 2 male 36.0 0 0 12.8750 C
## 293 0 3 female 24.0 0 0 8.8500 S
## 294 0 3 male 24.0 0 0 7.8958 S
## 295 0 1 male 29.7 0 0 27.7208 C
## 296 0 3 male 23.5 0 0 7.2292 C
## 297 0 1 female 2.0 1 2 151.5500 S
## 298 1 1 male 29.7 0 0 30.5000 S
## 299 1 1 female 50.0 0 1 247.5208 C
## 300 1 3 female 29.7 0 0 7.7500 Q
## 301 1 3 male 29.7 2 0 23.2500 Q
## 302 0 3 male 19.0 0 0 0.0000 S
## 303 1 2 female 29.7 0 0 12.3500 Q
## 304 0 3 male 29.7 0 0 8.0500 S
## 305 1 1 male 0.9 1 2 151.5500 S
## 306 1 1 female 29.7 0 0 110.8833 C
## 307 1 1 female 17.0 1 0 108.9000 C
## 308 0 2 male 30.0 1 0 24.0000 C
## 309 1 1 female 30.0 0 0 56.9292 C
## 310 1 1 female 24.0 0 0 83.1583 C
## 311 1 1 female 18.0 2 2 262.3750 C
## 312 0 2 female 26.0 1 1 26.0000 S
## 313 0 3 male 28.0 0 0 7.8958 S
## 314 0 2 male 43.0 1 1 26.2500 S
## 315 1 3 female 26.0 0 0 7.8542 S
## 316 1 2 female 24.0 1 0 26.0000 S
## 317 0 2 male 54.0 0 0 14.0000 S
## 318 1 1 female 31.0 0 2 164.8667 S
## 319 1 1 female 40.0 1 1 134.5000 C
## 320 0 3 male 22.0 0 0 7.2500 S
## 321 0 3 male 27.0 0 0 7.8958 S
## 322 1 2 female 30.0 0 0 12.3500 Q
## 323 1 2 female 22.0 1 1 29.0000 S
## 324 0 3 male 29.7 8 2 69.5500 S
## 325 1 1 female 36.0 0 0 135.6333 C
## 326 0 3 male 61.0 0 0 6.2375 S
## 327 1 2 female 36.0 0 0 13.0000 S
## 328 1 3 female 31.0 1 1 20.5250 S
## 329 1 1 female 16.0 0 1 57.9792 C
## 330 1 3 female 29.7 2 0 23.2500 Q
## 331 0 1 male 45.5 0 0 28.5000 S
## 332 0 1 male 38.0 0 1 153.4625 S
## 333 0 3 male 16.0 2 0 18.0000 S
## 334 1 1 female 29.7 1 0 133.6500 S
## 335 0 3 male 29.7 0 0 7.8958 S
## 336 0 1 male 29.0 1 0 66.6000 S
## 337 1 1 female 41.0 0 0 134.5000 C
## 338 1 3 male 45.0 0 0 8.0500 S
## 339 0 1 male 45.0 0 0 35.5000 S
## 340 1 2 male 2.0 1 1 26.0000 S
## 341 1 1 female 24.0 3 2 263.0000 S
## 342 0 2 male 28.0 0 0 13.0000 S
## 343 0 2 male 25.0 0 0 13.0000 S
## 344 0 2 male 36.0 0 0 13.0000 S
## 345 1 2 female 24.0 0 0 13.0000 S
## 346 1 2 female 40.0 0 0 13.0000 S
## 347 1 3 female 29.7 1 0 16.1000 S
## 348 1 3 male 3.0 1 1 15.9000 S
## 349 0 3 male 42.0 0 0 8.6625 S
## 350 0 3 male 23.0 0 0 9.2250 S
## 351 0 1 male 29.7 0 0 35.0000 S
## 352 0 3 male 15.0 1 1 7.2292 C
## 353 0 3 male 25.0 1 0 17.8000 S
## 354 0 3 male 29.7 0 0 7.2250 C
## 355 0 3 male 28.0 0 0 9.5000 S
## 356 1 1 female 22.0 0 1 55.0000 S
## 357 0 2 female 38.0 0 0 13.0000 S
## 358 1 3 female 29.7 0 0 7.8792 Q
## 359 1 3 female 29.7 0 0 7.8792 Q
## 360 0 3 male 40.0 1 4 27.9000 S
## 361 0 2 male 29.0 1 0 27.7208 C
## 362 0 3 female 45.0 0 1 14.4542 C
## 363 0 3 male 35.0 0 0 7.0500 S
## 364 0 3 male 29.7 1 0 15.5000 Q
## 365 0 3 male 30.0 0 0 7.2500 S
## 366 1 1 female 60.0 1 0 75.2500 C
## 367 1 3 female 29.7 0 0 7.2292 C
## 368 1 3 female 29.7 0 0 7.7500 Q
## 369 1 1 female 24.0 0 0 69.3000 C
## 370 1 1 male 25.0 1 0 55.4417 C
## 371 0 3 male 18.0 1 0 6.4958 S
## 372 0 3 male 19.0 0 0 8.0500 S
## 373 0 1 male 22.0 0 0 135.6333 C
## 374 0 3 female 3.0 3 1 21.0750 S
## 375 1 1 female 29.7 1 0 82.1708 C
## 376 1 3 female 22.0 0 0 7.2500 S
## 377 0 1 male 27.0 0 2 211.5000 C
## 378 0 3 male 20.0 0 0 4.0125 C
## 379 0 3 male 19.0 0 0 7.7750 S
## 380 1 1 female 42.0 0 0 227.5250 C
## 381 1 3 female 1.0 0 2 15.7417 C
## 382 0 3 male 32.0 0 0 7.9250 S
## 383 1 1 female 35.0 1 0 52.0000 S
## 384 0 3 male 29.7 0 0 7.8958 S
## 385 0 2 male 18.0 0 0 73.5000 S
## 386 0 3 male 1.0 5 2 46.9000 S
## 387 1 2 female 36.0 0 0 13.0000 S
## 388 0 3 male 29.7 0 0 7.7292 Q
## 389 1 2 female 17.0 0 0 12.0000 C
## 390 1 1 male 36.0 1 2 120.0000 S
## 391 1 3 male 21.0 0 0 7.7958 S
## 392 0 3 male 28.0 2 0 7.9250 S
## 393 1 1 female 23.0 1 0 113.2750 C
## 394 1 3 female 24.0 0 2 16.7000 S
## 395 0 3 male 22.0 0 0 7.7958 S
## 396 0 3 female 31.0 0 0 7.8542 S
## 397 0 2 male 46.0 0 0 26.0000 S
## 398 0 2 male 23.0 0 0 10.5000 S
## 399 1 2 female 28.0 0 0 12.6500 S
## 400 1 3 male 39.0 0 0 7.9250 S
## 401 0 3 male 26.0 0 0 8.0500 S
## 402 0 3 female 21.0 1 0 9.8250 S
## 403 0 3 male 28.0 1 0 15.8500 S
## 404 0 3 female 20.0 0 0 8.6625 S
## 405 0 2 male 34.0 1 0 21.0000 S
## 406 0 3 male 51.0 0 0 7.7500 S
## 407 1 2 male 3.0 1 1 18.7500 S
## 408 0 3 male 21.0 0 0 7.7750 S
## 409 0 3 female 29.7 3 1 25.4667 S
## 410 0 3 male 29.7 0 0 7.8958 S
## 411 0 3 male 29.7 0 0 6.8583 Q
## 412 1 1 female 33.0 1 0 90.0000 Q
## 413 0 2 male 29.7 0 0 0.0000 S
## 414 1 3 male 44.0 0 0 7.9250 S
## 415 0 3 female 29.7 0 0 8.0500 S
## 416 1 2 female 34.0 1 1 32.5000 S
## 417 1 2 female 18.0 0 2 13.0000 S
## 418 0 2 male 30.0 0 0 13.0000 S
## 419 0 3 female 10.0 0 2 24.1500 S
## 420 0 3 male 29.7 0 0 7.8958 C
## 421 0 3 male 21.0 0 0 7.7333 Q
## 422 0 3 male 29.0 0 0 7.8750 S
## 423 0 3 female 28.0 1 1 14.4000 S
## 424 0 3 male 18.0 1 1 20.2125 S
## 425 0 3 male 29.7 0 0 7.2500 S
## 426 1 2 female 28.0 1 0 26.0000 S
## 427 1 2 female 19.0 0 0 26.0000 S
## 428 0 3 male 29.7 0 0 7.7500 Q
## 429 1 3 male 32.0 0 0 8.0500 S
## 430 1 1 male 28.0 0 0 26.5500 S
## 431 1 3 female 29.7 1 0 16.1000 S
## 432 1 2 female 42.0 1 0 26.0000 S
## 433 0 3 male 17.0 0 0 7.1250 S
## 434 0 1 male 50.0 1 0 55.9000 S
## 435 1 1 female 14.0 1 2 120.0000 S
## 436 0 3 female 21.0 2 2 34.3750 S
## 437 1 2 female 24.0 2 3 18.7500 S
## 438 0 1 male 64.0 1 4 263.0000 S
## 439 0 2 male 31.0 0 0 10.5000 S
## 440 1 2 female 45.0 1 1 26.2500 S
## 441 0 3 male 20.0 0 0 9.5000 S
## 442 0 3 male 25.0 1 0 7.7750 S
## 443 1 2 female 28.0 0 0 13.0000 S
## 444 1 3 male 29.7 0 0 8.1125 S
## 445 1 1 male 4.0 0 2 81.8583 S
## 446 1 2 female 13.0 0 1 19.5000 S
## 447 1 1 male 34.0 0 0 26.5500 S
## 448 1 3 female 5.0 2 1 19.2583 C
## 449 1 1 male 52.0 0 0 30.5000 S
## 450 0 2 male 36.0 1 2 27.7500 S
## 451 0 3 male 29.7 1 0 19.9667 S
## 452 0 1 male 30.0 0 0 27.7500 C
## 453 1 1 male 49.0 1 0 89.1042 C
## 454 0 3 male 29.7 0 0 8.0500 S
## 455 1 3 male 29.0 0 0 7.8958 C
## 456 0 1 male 65.0 0 0 26.5500 S
## 457 1 1 female 29.7 1 0 51.8625 S
## 458 1 2 female 50.0 0 0 10.5000 S
## 459 0 3 male 29.7 0 0 7.7500 Q
## 460 1 1 male 48.0 0 0 26.5500 S
## 461 0 3 male 34.0 0 0 8.0500 S
## 462 0 1 male 47.0 0 0 38.5000 S
## 463 0 2 male 48.0 0 0 13.0000 S
## 464 0 3 male 29.7 0 0 8.0500 S
## 465 0 3 male 38.0 0 0 7.0500 S
## 466 0 2 male 29.7 0 0 0.0000 S
## 467 0 1 male 56.0 0 0 26.5500 S
## 468 0 3 male 29.7 0 0 7.7250 Q
## 469 1 3 female 0.8 2 1 19.2583 C
## 470 0 3 male 29.7 0 0 7.2500 S
## 471 0 3 male 38.0 0 0 8.6625 S
## 472 1 2 female 33.0 1 2 27.7500 S
## 473 1 2 female 23.0 0 0 13.7917 C
## 474 0 3 female 22.0 0 0 9.8375 S
## 475 0 1 male 29.7 0 0 52.0000 S
## 476 0 2 male 34.0 1 0 21.0000 S
## 477 0 3 male 29.0 1 0 7.0458 S
## 478 0 3 male 22.0 0 0 7.5208 S
## 479 1 3 female 2.0 0 1 12.2875 S
## 480 0 3 male 9.0 5 2 46.9000 S
## 481 0 2 male 29.7 0 0 0.0000 S
## 482 0 3 male 50.0 0 0 8.0500 S
## 483 1 3 female 63.0 0 0 9.5875 S
## 484 1 1 male 25.0 1 0 91.0792 C
## 485 0 3 female 29.7 3 1 25.4667 S
## 486 1 1 female 35.0 1 0 90.0000 S
## 487 0 1 male 58.0 0 0 29.7000 C
## 488 0 3 male 30.0 0 0 8.0500 S
## 489 1 3 male 9.0 1 1 15.9000 S
## 490 0 3 male 29.7 1 0 19.9667 S
## 491 0 3 male 21.0 0 0 7.2500 S
## 492 0 1 male 55.0 0 0 30.5000 S
## 493 0 1 male 71.0 0 0 49.5042 C
## 494 0 3 male 21.0 0 0 8.0500 S
## 495 0 3 male 29.7 0 0 14.4583 C
## 496 1 1 female 54.0 1 0 78.2667 C
## 497 0 3 male 29.7 0 0 15.1000 S
## 498 0 1 female 25.0 1 2 151.5500 S
## 499 0 3 male 24.0 0 0 7.7958 S
## 500 0 3 male 17.0 0 0 8.6625 S
## 501 0 3 female 21.0 0 0 7.7500 Q
## 502 0 3 female 29.7 0 0 7.6292 Q
## 503 0 3 female 37.0 0 0 9.5875 S
## 504 1 1 female 16.0 0 0 86.5000 S
## 505 0 1 male 18.0 1 0 108.9000 C
## 506 1 2 female 33.0 0 2 26.0000 S
## 507 1 1 male 29.7 0 0 26.5500 S
## 508 0 3 male 28.0 0 0 22.5250 S
## 509 1 3 male 26.0 0 0 56.4958 S
## 510 1 3 male 29.0 0 0 7.7500 Q
## 511 0 3 male 29.7 0 0 8.0500 S
## 512 1 1 male 36.0 0 0 26.2875 S
## 513 1 1 female 54.0 1 0 59.4000 C
## 514 0 3 male 24.0 0 0 7.4958 S
## 515 0 1 male 47.0 0 0 34.0208 S
## 516 1 2 female 34.0 0 0 10.5000 S
## 517 0 3 male 29.7 0 0 24.1500 Q
## 518 1 2 female 36.0 1 0 26.0000 S
## 519 0 3 male 32.0 0 0 7.8958 S
## 520 1 1 female 30.0 0 0 93.5000 S
## 521 0 3 male 22.0 0 0 7.8958 S
## 522 0 3 male 29.7 0 0 7.2250 C
## 523 1 1 female 44.0 0 1 57.9792 C
## 524 0 3 male 29.7 0 0 7.2292 C
## 525 0 3 male 40.5 0 0 7.7500 Q
## 526 1 2 female 50.0 0 0 10.5000 S
## 527 0 1 male 29.7 0 0 221.7792 S
## 528 0 3 male 39.0 0 0 7.9250 S
## 529 0 2 male 23.0 2 1 11.5000 S
## 530 1 2 female 2.0 1 1 26.0000 S
## 531 0 3 male 29.7 0 0 7.2292 C
## 532 0 3 male 17.0 1 1 7.2292 C
## 533 1 3 female 29.7 0 2 22.3583 C
## 534 0 3 female 30.0 0 0 8.6625 S
## 535 1 2 female 7.0 0 2 26.2500 S
## 536 0 1 male 45.0 0 0 26.5500 S
## 537 1 1 female 30.0 0 0 106.4250 C
## 538 0 3 male 29.7 0 0 14.5000 S
## 539 1 1 female 22.0 0 2 49.5000 C
## 540 1 1 female 36.0 0 2 71.0000 S
## 541 0 3 female 9.0 4 2 31.2750 S
## 542 0 3 female 11.0 4 2 31.2750 S
## 543 1 2 male 32.0 1 0 26.0000 S
## 544 0 1 male 50.0 1 0 106.4250 C
## 545 0 1 male 64.0 0 0 26.0000 S
## 546 1 2 female 19.0 1 0 26.0000 S
## 547 1 2 male 29.7 0 0 13.8625 C
## 548 0 3 male 33.0 1 1 20.5250 S
## 549 1 2 male 8.0 1 1 36.7500 S
## 550 1 1 male 17.0 0 2 110.8833 C
## 551 0 2 male 27.0 0 0 26.0000 S
## 552 0 3 male 29.7 0 0 7.8292 Q
## 553 1 3 male 22.0 0 0 7.2250 C
## 554 1 3 female 22.0 0 0 7.7750 S
## 555 0 1 male 62.0 0 0 26.5500 S
## 556 1 1 female 48.0 1 0 39.6000 C
## 557 0 1 male 29.7 0 0 227.5250 C
## 558 1 1 female 39.0 1 1 79.6500 S
## 559 1 3 female 36.0 1 0 17.4000 S
## 560 0 3 male 29.7 0 0 7.7500 Q
## 561 0 3 male 40.0 0 0 7.8958 S
## 562 0 2 male 28.0 0 0 13.5000 S
## 563 0 3 male 29.7 0 0 8.0500 S
## 564 0 3 female 29.7 0 0 8.0500 S
## 565 0 3 male 24.0 2 0 24.1500 S
## 566 0 3 male 19.0 0 0 7.8958 S
## 567 0 3 female 29.0 0 4 21.0750 S
## 568 0 3 male 29.7 0 0 7.2292 C
## 569 1 3 male 32.0 0 0 7.8542 S
## 570 1 2 male 62.0 0 0 10.5000 S
## 571 1 1 female 53.0 2 0 51.4792 S
## 572 1 1 male 36.0 0 0 26.3875 S
## 573 1 3 female 29.7 0 0 7.7500 Q
## 574 0 3 male 16.0 0 0 8.0500 S
## 575 0 3 male 19.0 0 0 14.5000 S
## 576 1 2 female 34.0 0 0 13.0000 S
## 577 1 1 female 39.0 1 0 55.9000 S
## 578 0 3 female 29.7 1 0 14.4583 C
## 579 1 3 male 32.0 0 0 7.9250 S
## 580 1 2 female 25.0 1 1 30.0000 S
## 581 1 1 female 39.0 1 1 110.8833 C
## 582 0 2 male 54.0 0 0 26.0000 S
## 583 0 1 male 36.0 0 0 40.1250 C
## 584 0 3 male 29.7 0 0 8.7125 C
## 585 1 1 female 18.0 0 2 79.6500 S
## 586 0 2 male 47.0 0 0 15.0000 S
## 587 1 1 male 60.0 1 1 79.2000 C
## 588 0 3 male 22.0 0 0 8.0500 S
## 589 0 3 male 29.7 0 0 8.0500 S
## 590 0 3 male 35.0 0 0 7.1250 S
## 591 1 1 female 52.0 1 0 78.2667 C
## 592 0 3 male 47.0 0 0 7.2500 S
## 593 0 3 female 29.7 0 2 7.7500 Q
## 594 0 2 male 37.0 1 0 26.0000 S
## 595 0 3 male 36.0 1 1 24.1500 S
## 596 1 2 female 29.7 0 0 33.0000 S
## 597 0 3 male 49.0 0 0 0.0000 S
## 598 0 3 male 29.7 0 0 7.2250 C
## 599 1 1 male 49.0 1 0 56.9292 C
## 600 1 2 female 24.0 2 1 27.0000 S
## 601 0 3 male 29.7 0 0 7.8958 S
## 602 0 1 male 29.7 0 0 42.4000 S
## 603 0 3 male 44.0 0 0 8.0500 S
## 604 1 1 male 35.0 0 0 26.5500 C
## 605 0 3 male 36.0 1 0 15.5500 S
## 606 0 3 male 30.0 0 0 7.8958 S
## 607 1 1 male 27.0 0 0 30.5000 S
## 608 1 2 female 22.0 1 2 41.5792 C
## 609 1 1 female 40.0 0 0 153.4625 S
## 610 0 3 female 39.0 1 5 31.2750 S
## 611 0 3 male 29.7 0 0 7.0500 S
## 612 1 3 female 29.7 1 0 15.5000 Q
## 613 0 3 male 29.7 0 0 7.7500 Q
## 614 0 3 male 35.0 0 0 8.0500 S
## 615 1 2 female 24.0 1 2 65.0000 S
## 616 0 3 male 34.0 1 1 14.4000 S
## 617 0 3 female 26.0 1 0 16.1000 S
## 618 1 2 female 4.0 2 1 39.0000 S
## 619 0 2 male 26.0 0 0 10.5000 S
## 620 0 3 male 27.0 1 0 14.4542 C
## 621 1 1 male 42.0 1 0 52.5542 S
## 622 1 3 male 20.0 1 1 15.7417 C
## 623 0 3 male 21.0 0 0 7.8542 S
## 624 0 3 male 21.0 0 0 16.1000 S
## 625 0 1 male 61.0 0 0 32.3208 S
## 626 0 2 male 57.0 0 0 12.3500 Q
## 627 1 1 female 21.0 0 0 77.9583 S
## 628 0 3 male 26.0 0 0 7.8958 S
## 629 0 3 male 29.7 0 0 7.7333 Q
## 630 1 1 male 80.0 0 0 30.0000 S
## 631 0 3 male 51.0 0 0 7.0542 S
## 632 1 1 male 32.0 0 0 30.5000 C
## 633 0 1 male 29.7 0 0 0.0000 S
## 634 0 3 female 9.0 3 2 27.9000 S
## 635 1 2 female 28.0 0 0 13.0000 S
## 636 0 3 male 32.0 0 0 7.9250 S
## 637 0 2 male 31.0 1 1 26.2500 S
## 638 0 3 female 41.0 0 5 39.6875 S
## 639 0 3 male 29.7 1 0 16.1000 S
## 640 0 3 male 20.0 0 0 7.8542 S
## 641 1 1 female 24.0 0 0 69.3000 C
## 642 0 3 female 2.0 3 2 27.9000 S
## 643 1 3 male 29.7 0 0 56.4958 S
## 644 1 3 female 0.8 2 1 19.2583 C
## 645 1 1 male 48.0 1 0 76.7292 C
## 646 0 3 male 19.0 0 0 7.8958 S
## 647 1 1 male 56.0 0 0 35.5000 C
## 648 0 3 male 29.7 0 0 7.5500 S
## 649 1 3 female 23.0 0 0 7.5500 S
## 650 0 3 male 29.7 0 0 7.8958 S
## 651 1 2 female 18.0 0 1 23.0000 S
## 652 0 3 male 21.0 0 0 8.4333 S
## 653 1 3 female 29.7 0 0 7.8292 Q
## 654 0 3 female 18.0 0 0 6.7500 Q
## 655 0 2 male 24.0 2 0 73.5000 S
## 656 0 3 male 29.7 0 0 7.8958 S
## 657 0 3 female 32.0 1 1 15.5000 Q
## 658 0 2 male 23.0 0 0 13.0000 S
## 659 0 1 male 58.0 0 2 113.2750 C
## 660 1 1 male 50.0 2 0 133.6500 S
## 661 0 3 male 40.0 0 0 7.2250 C
## 662 0 1 male 47.0 0 0 25.5875 S
## 663 0 3 male 36.0 0 0 7.4958 S
## 664 1 3 male 20.0 1 0 7.9250 S
## 665 0 2 male 32.0 2 0 73.5000 S
## 666 0 2 male 25.0 0 0 13.0000 S
## 667 0 3 male 29.7 0 0 7.7750 S
## 668 0 3 male 43.0 0 0 8.0500 S
## 669 1 1 female 29.7 1 0 52.0000 S
## 670 1 2 female 40.0 1 1 39.0000 S
## 671 0 1 male 31.0 1 0 52.0000 S
## 672 0 2 male 70.0 0 0 10.5000 S
## 673 1 2 male 31.0 0 0 13.0000 S
## 674 0 2 male 29.7 0 0 0.0000 S
## 675 0 3 male 18.0 0 0 7.7750 S
## 676 0 3 male 24.5 0 0 8.0500 S
## 677 1 3 female 18.0 0 0 9.8417 S
## 678 0 3 female 43.0 1 6 46.9000 S
## 679 1 1 male 36.0 0 1 512.3292 C
## 680 0 3 female 29.7 0 0 8.1375 Q
## 681 1 1 male 27.0 0 0 76.7292 C
## 682 0 3 male 20.0 0 0 9.2250 S
## 683 0 3 male 14.0 5 2 46.9000 S
## 684 0 2 male 60.0 1 1 39.0000 S
## 685 0 2 male 25.0 1 2 41.5792 C
## 686 0 3 male 14.0 4 1 39.6875 S
## 687 0 3 male 19.0 0 0 10.1708 S
## 688 0 3 male 18.0 0 0 7.7958 S
## 689 1 1 female 15.0 0 1 211.3375 S
## 690 1 1 male 31.0 1 0 57.0000 S
## 691 1 3 female 4.0 0 1 13.4167 C
## 692 1 3 male 29.7 0 0 56.4958 S
## 693 0 3 male 25.0 0 0 7.2250 C
## 694 0 1 male 60.0 0 0 26.5500 S
## 695 0 2 male 52.0 0 0 13.5000 S
## 696 0 3 male 44.0 0 0 8.0500 S
## 697 1 3 female 29.7 0 0 7.7333 Q
## 698 0 1 male 49.0 1 1 110.8833 C
## 699 0 3 male 42.0 0 0 7.6500 S
## 700 1 1 female 18.0 1 0 227.5250 C
## 701 1 1 male 35.0 0 0 26.2875 S
## 702 0 3 female 18.0 0 1 14.4542 C
## 703 0 3 male 25.0 0 0 7.7417 Q
## 704 0 3 male 26.0 1 0 7.8542 S
## 705 0 2 male 39.0 0 0 26.0000 S
## 706 1 2 female 45.0 0 0 13.5000 S
## 707 1 1 male 42.0 0 0 26.2875 S
## 708 1 1 female 22.0 0 0 151.5500 S
## 709 1 3 male 29.7 1 1 15.2458 C
## 710 1 1 female 24.0 0 0 49.5042 C
## 711 0 1 male 29.7 0 0 26.5500 S
## 712 1 1 male 48.0 1 0 52.0000 S
## 713 0 3 male 29.0 0 0 9.4833 S
## 714 0 2 male 52.0 0 0 13.0000 S
## 715 0 3 male 19.0 0 0 7.6500 S
## 716 1 1 female 38.0 0 0 227.5250 C
## 717 1 2 female 27.0 0 0 10.5000 S
## 718 0 3 male 29.7 0 0 15.5000 Q
## 719 0 3 male 33.0 0 0 7.7750 S
## 720 1 2 female 6.0 0 1 33.0000 S
## 721 0 3 male 17.0 1 0 7.0542 S
## 722 0 2 male 34.0 0 0 13.0000 S
## 723 0 2 male 50.0 0 0 13.0000 S
## 724 1 1 male 27.0 1 0 53.1000 S
## 725 0 3 male 20.0 0 0 8.6625 S
## 726 1 2 female 30.0 3 0 21.0000 S
## 727 1 3 female 29.7 0 0 7.7375 Q
## 728 0 2 male 25.0 1 0 26.0000 S
## 729 0 3 female 25.0 1 0 7.9250 S
## 730 1 1 female 29.0 0 0 211.3375 S
## 731 0 3 male 11.0 0 0 18.7875 C
## 732 0 2 male 29.7 0 0 0.0000 S
## 733 0 2 male 23.0 0 0 13.0000 S
## 734 0 2 male 23.0 0 0 13.0000 S
## 735 0 3 male 28.5 0 0 16.1000 S
## 736 0 3 female 48.0 1 3 34.3750 S
## 737 1 1 male 35.0 0 0 512.3292 C
## 738 0 3 male 29.7 0 0 7.8958 S
## 739 0 3 male 29.7 0 0 7.8958 S
## 740 1 1 male 29.7 0 0 30.0000 S
## 741 0 1 male 36.0 1 0 78.8500 S
## 742 1 1 female 21.0 2 2 262.3750 C
## 743 0 3 male 24.0 1 0 16.1000 S
## 744 1 3 male 31.0 0 0 7.9250 S
## 745 0 1 male 70.0 1 1 71.0000 S
## 746 0 3 male 16.0 1 1 20.2500 S
## 747 1 2 female 30.0 0 0 13.0000 S
## 748 0 1 male 19.0 1 0 53.1000 S
## 749 0 3 male 31.0 0 0 7.7500 Q
## 750 1 2 female 4.0 1 1 23.0000 S
## 751 1 3 male 6.0 0 1 12.4750 S
## 752 0 3 male 33.0 0 0 9.5000 S
## 753 0 3 male 23.0 0 0 7.8958 S
## 754 1 2 female 48.0 1 2 65.0000 S
## 755 1 2 male 0.7 1 1 14.5000 S
## 756 0 3 male 28.0 0 0 7.7958 S
## 757 0 2 male 18.0 0 0 11.5000 S
## 758 0 3 male 34.0 0 0 8.0500 S
## 759 1 1 female 33.0 0 0 86.5000 S
## 760 0 3 male 29.7 0 0 14.5000 S
## 761 0 3 male 41.0 0 0 7.1250 S
## 762 1 3 male 20.0 0 0 7.2292 C
## 763 1 1 female 36.0 1 2 120.0000 S
## 764 0 3 male 16.0 0 0 7.7750 S
## 765 1 1 female 51.0 1 0 77.9583 S
## 766 0 1 male 29.7 0 0 39.6000 C
## 767 0 3 female 30.5 0 0 7.7500 Q
## 768 0 3 male 29.7 1 0 24.1500 Q
## 769 0 3 male 32.0 0 0 8.3625 S
## 770 0 3 male 24.0 0 0 9.5000 S
## 771 0 3 male 48.0 0 0 7.8542 S
## 772 0 2 female 57.0 0 0 10.5000 S
## 773 0 3 male 29.7 0 0 7.2250 C
## 774 1 2 female 54.0 1 3 23.0000 S
## 775 0 3 male 18.0 0 0 7.7500 S
## 776 0 3 male 29.7 0 0 7.7500 Q
## 777 1 3 female 5.0 0 0 12.4750 S
## 778 0 3 male 29.7 0 0 7.7375 Q
## 779 1 1 female 43.0 0 1 211.3375 S
## 780 1 3 female 13.0 0 0 7.2292 C
## 781 1 1 female 17.0 1 0 57.0000 S
## 782 0 1 male 29.0 0 0 30.0000 S
## 783 0 3 male 29.7 1 2 23.4500 S
## 784 0 3 male 25.0 0 0 7.0500 S
## 785 0 3 male 25.0 0 0 7.2500 S
## 786 1 3 female 18.0 0 0 7.4958 S
## 787 0 3 male 8.0 4 1 29.1250 Q
## 788 1 3 male 1.0 1 2 20.5750 S
## 789 0 1 male 46.0 0 0 79.2000 C
## 790 0 3 male 29.7 0 0 7.7500 Q
## 791 0 2 male 16.0 0 0 26.0000 S
## 792 0 3 female 29.7 8 2 69.5500 S
## 793 0 1 male 29.7 0 0 30.6958 C
## 794 0 3 male 25.0 0 0 7.8958 S
## 795 0 2 male 39.0 0 0 13.0000 S
## 796 1 1 female 49.0 0 0 25.9292 S
## 797 1 3 female 31.0 0 0 8.6833 S
## 798 0 3 male 30.0 0 0 7.2292 C
## 799 0 3 female 30.0 1 1 24.1500 S
## 800 0 2 male 34.0 0 0 13.0000 S
## 801 1 2 female 31.0 1 1 26.2500 S
## 802 1 1 male 11.0 1 2 120.0000 S
## 803 1 3 male 0.4 0 1 8.5167 C
## 804 1 3 male 27.0 0 0 6.9750 S
## 805 0 3 male 31.0 0 0 7.7750 S
## 806 0 1 male 39.0 0 0 0.0000 S
## 807 0 3 female 18.0 0 0 7.7750 S
## 808 0 2 male 39.0 0 0 13.0000 S
## 809 1 1 female 33.0 1 0 53.1000 S
## 810 0 3 male 26.0 0 0 7.8875 S
## 811 0 3 male 39.0 0 0 24.1500 S
## 812 0 2 male 35.0 0 0 10.5000 S
## 813 0 3 female 6.0 4 2 31.2750 S
## 814 0 3 male 30.5 0 0 8.0500 S
## 815 0 1 male 29.7 0 0 0.0000 S
## 816 0 3 female 23.0 0 0 7.9250 S
## 817 0 2 male 31.0 1 1 37.0042 C
## 818 0 3 male 43.0 0 0 6.4500 S
## 819 0 3 male 10.0 3 2 27.9000 S
## 820 1 1 female 52.0 1 1 93.5000 S
## 821 1 3 male 27.0 0 0 8.6625 S
## 822 0 1 male 38.0 0 0 0.0000 S
## 823 1 3 female 27.0 0 1 12.4750 S
## 824 0 3 male 2.0 4 1 39.6875 S
## 825 0 3 male 29.7 0 0 6.9500 Q
## 826 0 3 male 29.7 0 0 56.4958 S
## 827 1 2 male 1.0 0 2 37.0042 C
## 828 1 3 male 29.7 0 0 7.7500 Q
## 829 1 3 female 15.0 1 0 14.4542 C
## 830 1 2 male 0.8 1 1 18.7500 S
## 831 0 3 male 29.7 0 0 7.2292 C
## 832 0 3 male 23.0 0 0 7.8542 S
## 833 0 3 male 18.0 0 0 8.3000 S
## 834 1 1 female 39.0 1 1 83.1583 C
## 835 0 3 male 21.0 0 0 8.6625 S
## 836 0 3 male 29.7 0 0 8.0500 S
## 837 1 3 male 32.0 0 0 56.4958 S
## 838 1 1 male 29.7 0 0 29.7000 C
## 839 0 3 male 20.0 0 0 7.9250 S
## 840 0 2 male 16.0 0 0 10.5000 S
## 841 1 1 female 30.0 0 0 31.0000 C
## 842 0 3 male 34.5 0 0 6.4375 C
## 843 0 3 male 17.0 0 0 8.6625 S
## 844 0 3 male 42.0 0 0 7.5500 S
## 845 0 3 male 29.7 8 2 69.5500 S
## 846 0 3 male 35.0 0 0 7.8958 C
## 847 0 2 male 28.0 0 1 33.0000 S
## 848 1 1 female 29.7 1 0 89.1042 C
## 849 0 3 male 4.0 4 2 31.2750 S
## 850 0 3 male 74.0 0 0 7.7750 S
## 851 0 3 female 9.0 1 1 15.2458 C
## 852 1 1 female 16.0 0 1 39.4000 S
## 853 0 2 female 44.0 1 0 26.0000 S
## 854 1 3 female 18.0 0 1 9.3500 S
## 855 1 1 female 45.0 1 1 164.8667 S
## 856 1 1 male 51.0 0 0 26.5500 S
## 857 1 3 female 24.0 0 3 19.2583 C
## 858 0 3 male 29.7 0 0 7.2292 C
## 859 0 3 male 41.0 2 0 14.1083 S
## 860 0 2 male 21.0 1 0 11.5000 S
## 861 1 1 female 48.0 0 0 25.9292 S
## 862 0 3 female 29.7 8 2 69.5500 S
## 863 0 2 male 24.0 0 0 13.0000 S
## 864 1 2 female 42.0 0 0 13.0000 S
## 865 1 2 female 27.0 1 0 13.8583 C
## 866 0 1 male 31.0 0 0 50.4958 S
## 867 0 3 male 29.7 0 0 9.5000 S
## 868 1 3 male 4.0 1 1 11.1333 S
## 869 0 3 male 26.0 0 0 7.8958 S
## 870 1 1 female 47.0 1 1 52.5542 S
## 871 0 1 male 33.0 0 0 5.0000 S
## 872 0 3 male 47.0 0 0 9.0000 S
## 873 1 2 female 28.0 1 0 24.0000 C
## 874 1 3 female 15.0 0 0 7.2250 C
## 875 0 3 male 20.0 0 0 9.8458 S
## 876 0 3 male 19.0 0 0 7.8958 S
## 877 0 3 male 29.7 0 0 7.8958 S
## 878 1 1 female 56.0 0 1 83.1583 C
## 879 1 2 female 25.0 0 1 26.0000 S
## 880 0 3 male 33.0 0 0 7.8958 S
## 881 0 3 female 22.0 0 0 10.5167 S
## 882 0 2 male 28.0 0 0 10.5000 S
## 883 0 3 male 25.0 0 0 7.0500 S
## 884 0 3 female 39.0 0 5 29.1250 Q
## 885 0 2 male 27.0 0 0 13.0000 S
## 886 1 1 female 19.0 0 0 30.0000 S
## 887 0 3 female 29.7 1 2 23.4500 S
## 888 1 1 male 26.0 0 0 30.0000 C
## 889 0 3 male 32.0 0 0 7.7500 Q
SUMMARY OF THE DATA
summary(titanic)
## Survived Pclass Sex Age
## Min. :0.0000 Min. :1.000 female:312 Min. : 0.40
## 1st Qu.:0.0000 1st Qu.:2.000 male :577 1st Qu.:22.00
## Median :0.0000 Median :3.000 Median :29.70
## Mean :0.3825 Mean :2.312 Mean :29.65
## 3rd Qu.:1.0000 3rd Qu.:3.000 3rd Qu.:35.00
## Max. :1.0000 Max. :3.000 Max. :80.00
## SibSp Parch Fare Embarked
## Min. :0.0000 Min. :0.0000 Min. : 0.000 C:168
## 1st Qu.:0.0000 1st Qu.:0.0000 1st Qu.: 7.896 Q: 77
## Median :0.0000 Median :0.0000 Median : 14.454 S:644
## Mean :0.5242 Mean :0.3825 Mean : 32.097
## 3rd Qu.:1.0000 3rd Qu.:0.0000 3rd Qu.: 31.000
## Max. :8.0000 Max. :6.0000 Max. :512.329
STRUCTURE OF THE DATA
str(titanic)
## 'data.frame': 889 obs. of 8 variables:
## $ Survived: int 0 1 1 1 0 0 0 0 1 1 ...
## $ Pclass : int 3 1 3 1 3 3 1 3 3 2 ...
## $ Sex : Factor w/ 2 levels "female","male": 2 1 1 1 2 2 2 2 1 1 ...
## $ Age : num 22 38 26 35 35 29.7 54 2 27 14 ...
## $ SibSp : int 1 1 0 1 0 0 0 3 0 1 ...
## $ Parch : int 0 0 0 0 0 0 0 1 2 0 ...
## $ Fare : num 7.25 71.28 7.92 53.1 8.05 ...
## $ Embarked: Factor w/ 3 levels "C","Q","S": 3 1 3 3 3 2 3 3 3 1 ...
TOTAL NUMBER OF PASSENGERS
library(psych)
describe(titanic)
## vars n mean sd median trimmed mad min max range
## Survived 1 889 0.38 0.49 0.00 0.35 0.00 0.0 1.00 1.00
## Pclass 2 889 2.31 0.83 3.00 2.39 0.00 1.0 3.00 2.00
## Sex* 3 889 1.65 0.48 2.00 1.69 0.00 1.0 2.00 1.00
## Age 4 889 29.65 12.97 29.70 29.22 9.34 0.4 80.00 79.60
## SibSp 5 889 0.52 1.10 0.00 0.27 0.00 0.0 8.00 8.00
## Parch 6 889 0.38 0.81 0.00 0.19 0.00 0.0 6.00 6.00
## Fare 7 889 32.10 49.70 14.45 21.28 10.24 0.0 512.33 512.33
## Embarked* 8 889 2.54 0.79 3.00 2.67 0.00 1.0 3.00 2.00
## skew kurtosis se
## Survived 0.48 -1.77 0.02
## Pclass -0.63 -1.27 0.03
## Sex* -0.62 -1.61 0.02
## Age 0.43 0.96 0.43
## SibSp 3.68 17.69 0.04
## Parch 2.74 9.66 0.03
## Fare 4.79 33.23 1.67
## Embarked* -1.26 -0.23 0.03
TOTAL NUMBER OF PASSENGERS SURVIVED
table(titanic$Survived)
##
## 0 1
## 549 340
PERCENTAGE OF PASSENGERS WHO SURVIVED THE SINKING
my_table <- with(titanic,table(Survived))
my_table
## Survived
## 0 1
## 549 340
#PROPORTIONS AND PERCENTAGES
prop.table(my_table) #proportion
## Survived
## 0 1
## 0.6175478 0.3824522
prop.table(my_table)*100 #percentage
## Survived
## 0 1
## 61.75478 38.24522
number of first-class passengers who survived the sinking of the Titanic
percentage of first-class passengers who survived the sinking of the Titanic
library("gmodels")
CrossTable(titanic$Pclass,titanic$Survived)
##
##
## Cell Contents
## |-------------------------|
## | N |
## | Chi-square contribution |
## | N / Row Total |
## | N / Col Total |
## | N / Table Total |
## |-------------------------|
##
##
## Total Observations in Table: 889
##
##
## | titanic$Survived
## titanic$Pclass | 0 | 1 | Row Total |
## ---------------|-----------|-----------|-----------|
## 1 | 80 | 134 | 214 |
## | 20.583 | 33.236 | |
## | 0.374 | 0.626 | 0.241 |
## | 0.146 | 0.394 | |
## | 0.090 | 0.151 | |
## ---------------|-----------|-----------|-----------|
## 2 | 97 | 87 | 184 |
## | 2.434 | 3.929 | |
## | 0.527 | 0.473 | 0.207 |
## | 0.177 | 0.256 | |
## | 0.109 | 0.098 | |
## ---------------|-----------|-----------|-----------|
## 3 | 372 | 119 | 491 |
## | 15.604 | 25.195 | |
## | 0.758 | 0.242 | 0.552 |
## | 0.678 | 0.350 | |
## | 0.418 | 0.134 | |
## ---------------|-----------|-----------|-----------|
## Column Total | 549 | 340 | 889 |
## | 0.618 | 0.382 | |
## ---------------|-----------|-----------|-----------|
##
##
number of females from First-Class who survived the sinking of the Titanic
my_table <- xtabs(~ Pclass + Sex + Survived, data = titanic)
ftable(my_table)
## Survived 0 1
## Pclass Sex
## 1 female 3 89
## male 77 45
## 2 female 6 70
## male 91 17
## 3 female 72 72
## male 300 47
number of females from First-Class who survived the sinking of the Titanic - 89
percentage of survivors who were female
my_table <- xtabs(~ Sex + Survived, data = titanic)
margin.table(my_table,2)
## Survived
## 0 1
## 549 340
prop.table(my_table,2)*100
## Survived
## Sex 0 1
## female 14.75410 67.94118
## male 85.24590 32.05882
percentage of survivors who were female - 67%
the percentage of females on board the Titanic who survived
margin.table(my_table,1) #ROW SUMS
## Sex
## female male
## 312 577
prop.table(my_table,1)*100 #ROW PROPORTIONS
## Survived
## Sex 0 1
## female 25.96154 74.03846
## male 81.10919 18.89081
the percentage of females on board the Titanic who survived - 74%
CHI-SQUARED TEST
Hypothesis: The proportion of females onboard who survived the sinking of the Titanic was higher than the proportion of males onboard who survived the sinking of the Titanic.
my_table <- xtabs(~ Sex + Survived, data = titanic)
addmargins(my_table)
## Survived
## Sex 0 1 Sum
## female 81 231 312
## male 468 109 577
## Sum 549 340 889
prop.table(my_table)*100
## Survived
## Sex 0 1
## female 9.111361 25.984252
## male 52.643420 12.260967
chisq.test(my_table)
##
## Pearson's Chi-squared test with Yates' continuity correction
##
## data: my_table
## X-squared = 258.43, df = 1, p-value < 2.2e-16
Since the probability is small (p < 0.01), we reject the Null hypothesis that the proportion of females onboard who survived the sinking of the Titanic was higher than the proportion of males onboard who survived the sinking of the Titanic.