read.csv(file="http://www.personal.psu.edu/dlp/w540/titanic540.csv")## pclass survived sex age sibsp parch fare embarked
## 1 1 1 female 29 0 0 211.34 S
## 2 1 1 male 1 1 2 151.55 S
## 3 1 0 female 2 1 2 151.55 S
## 4 1 0 male 30 1 2 151.55 S
## 5 1 0 female 25 1 2 151.55 S
## 6 1 1 male 48 0 0 26.55 S
## 7 1 1 female 63 1 0 77.96 S
## 8 1 0 male 39 0 0 0.00 S
## 9 1 1 female 53 2 0 51.48 S
## 10 1 0 male 71 0 0 49.50 C
## 11 1 0 male 47 1 0 227.53 C
## 12 1 1 female 18 1 0 227.53 C
## 13 1 1 female 24 0 0 69.30 C
## 14 1 1 female 26 0 0 78.85 S
## 15 1 1 male 80 0 0 30.00 S
## 16 1 0 male NA 0 0 25.93 S
## 17 1 0 male 24 0 1 247.52 C
## 18 1 1 female 50 0 1 247.52 C
## 19 1 1 female 32 0 0 76.29 C
## 20 1 0 male 36 0 0 75.24 C
## 21 1 1 male 37 1 1 52.55 S
## 22 1 1 female 47 1 1 52.55 S
## 23 1 1 male 26 0 0 30.00 C
## 24 1 1 female 42 0 0 227.53 C
## 25 1 1 female 29 0 0 221.78 S
## 26 1 0 male 25 0 0 26.00 C
## 27 1 1 male 25 1 0 91.08 C
## 28 1 1 female 19 1 0 91.08 C
## 29 1 1 female 35 0 0 135.63 S
## 30 1 1 male 28 0 0 26.55 S
## 31 1 0 male 45 0 0 35.50 S
## 32 1 1 male 40 0 0 31.00 C
## 33 1 1 female 30 0 0 164.87 S
## 34 1 1 female 58 0 0 26.55 S
## 35 1 0 male 42 0 0 26.55 S
## 36 1 1 female 45 0 0 262.38 C
## 37 1 1 female 22 0 1 55.00 S
## 38 1 1 male NA 0 0 26.55 S
## 39 1 0 male 41 0 0 30.50 S
## 40 1 0 male 48 0 0 50.50 C
## 41 1 0 male NA 0 0 39.60 C
## 42 1 1 female 44 0 0 27.72 C
## 43 1 1 female 59 2 0 51.48 S
## 44 1 1 female 60 0 0 76.29 C
## 45 1 1 female 41 0 0 134.50 C
## 46 1 0 male 45 0 0 26.55 S
## 47 1 0 male NA 0 0 31.00 S
## 48 1 1 male 42 0 0 26.29 S
## 49 1 1 female 53 0 0 27.45 C
## 50 1 1 male 36 0 1 512.33 C
## 51 1 1 female 58 0 1 512.33 C
## 52 1 0 male 33 0 0 5.00 S
## 53 1 0 male 28 0 0 47.10 S
## 54 1 0 male 17 0 0 47.10 S
## 55 1 1 male 11 1 2 120.00 S
## 56 1 1 female 14 1 2 120.00 S
## 57 1 1 male 36 1 2 120.00 S
## 58 1 1 female 36 1 2 120.00 S
## 59 1 0 male 49 0 0 26.00 S
## 60 1 1 female NA 0 0 27.72 C
## 61 1 0 male 36 1 0 78.85 S
## 62 1 1 female 76 1 0 78.85 S
## 63 1 0 male 46 1 0 61.18 S
## 64 1 1 female 47 1 0 61.18 S
## 65 1 1 male 27 1 0 53.10 S
## 66 1 1 female 33 1 0 53.10 S
## 67 1 1 female 36 0 0 262.38 C
## 68 1 1 female 30 0 0 86.50 S
## 69 1 1 male 45 0 0 29.70 C
## 70 1 1 female NA 0 1 55.00 S
## 71 1 0 male NA 0 0 0.00 S
## 72 1 0 male 27 1 0 136.78 C
## 73 1 1 female 26 1 0 136.78 C
## 74 1 1 female 22 0 0 151.55 S
## 75 1 0 male NA 0 0 52.00 S
## 76 1 0 male 47 0 0 25.59 S
## 77 1 1 female 39 1 1 83.16 C
## 78 1 0 male 37 1 1 83.16 C
## 79 1 1 female 64 0 2 83.16 C
## 80 1 1 female 55 2 0 25.70 S
## 81 1 0 male NA 0 0 26.55 S
## 82 1 0 male 70 1 1 71.00 S
## 83 1 1 female 36 0 2 71.00 S
## 84 1 1 female 64 1 1 26.55 S
## 85 1 0 male 39 1 0 71.28 C
## 86 1 1 female 38 1 0 71.28 C
## 87 1 1 male 51 0 0 26.55 S
## 88 1 1 male 27 0 0 30.50 S
## 89 1 1 female 33 0 0 151.55 S
## 90 1 0 male 31 1 0 52.00 S
## 91 1 1 female 27 1 2 52.00 S
## 92 1 1 male 31 1 0 57.00 S
## 93 1 1 female 17 1 0 57.00 S
## 94 1 1 male 53 1 1 81.86 S
## 95 1 1 male 4 0 2 81.86 S
## 96 1 1 female 54 1 1 81.86 S
## 97 1 0 male 50 1 0 106.43 C
## 98 1 1 female 27 1 1 247.52 C
## 99 1 1 female 48 1 0 106.43 C
## 100 1 1 female 48 1 0 39.60 C
## 101 1 1 male 49 1 0 56.93 C
## 102 1 0 male 39 0 0 29.70 C
## 103 1 1 female 23 0 1 83.16 C
## 104 1 1 female 38 0 0 227.53 C
## 105 1 1 female 54 1 0 78.27 C
## 106 1 0 female 36 0 0 31.68 C
## 107 1 0 male NA 0 0 221.78 S
## 108 1 1 female NA 0 0 31.68 S
## 109 1 1 female NA 0 0 110.88 C
## 110 1 1 male 36 0 0 26.39 S
## 111 1 0 male 30 0 0 27.75 C
## 112 1 1 female 24 3 2 263.00 S
## 113 1 1 female 28 3 2 263.00 S
## 114 1 1 female 23 3 2 263.00 S
## 115 1 0 male 19 3 2 263.00 S
## 116 1 0 male 64 1 4 263.00 S
## 117 1 1 female 60 1 4 263.00 S
## 118 1 1 female 30 0 0 56.93 C
## 119 1 0 male NA 0 0 26.55 S
## 120 1 1 male 50 2 0 133.65 S
## 121 1 1 male 43 1 0 27.72 C
## 122 1 1 female NA 1 0 133.65 S
## 123 1 1 female 22 0 2 49.50 C
## 124 1 1 male 60 1 1 79.20 C
## 125 1 1 female 48 1 1 79.20 C
## 126 1 0 male NA 0 0 0.00 S
## 127 1 0 male 37 1 0 53.10 S
## 128 1 1 female 35 1 0 53.10 S
## 129 1 0 male 47 0 0 38.50 S
## 130 1 1 female 35 0 0 211.50 C
## 131 1 1 female 22 0 1 59.40 C
## 132 1 1 female 45 0 1 59.40 C
## 133 1 0 male 24 0 0 79.20 C
## 134 1 1 male 49 1 0 89.10 C
## 135 1 1 female NA 1 0 89.10 C
## 136 1 0 male 71 0 0 34.65 C
## 137 1 1 male 53 0 0 28.50 C
## 138 1 1 female 19 0 0 30.00 S
## 139 1 0 male 38 0 1 153.46 S
## 140 1 1 female 58 0 1 153.46 S
## 141 1 1 male 23 0 1 63.36 C
## 142 1 1 female 45 0 1 63.36 C
## 143 1 0 male 46 0 0 79.20 C
## 144 1 1 male 25 1 0 55.44 C
## 145 1 1 female 25 1 0 55.44 C
## 146 1 1 male 48 1 0 76.73 C
## 147 1 1 female 49 1 0 76.73 C
## 148 1 0 male NA 0 0 42.40 S
## 149 1 0 male 45 1 0 83.48 S
## 150 1 1 female 35 1 0 83.48 S
## 151 1 0 male 40 0 0 0.00 S
## 152 1 1 male 27 0 0 76.73 C
## 153 1 1 male NA 0 0 30.00 S
## 154 1 1 female 24 0 0 83.16 C
## 155 1 0 male 55 1 1 93.50 S
## 156 1 1 female 52 1 1 93.50 S
## 157 1 0 male 42 0 0 42.50 S
## 158 1 0 male NA 0 0 51.86 S
## 159 1 0 male 55 0 0 50.00 S
## 160 1 1 female 16 0 1 57.98 C
## 161 1 1 female 44 0 1 57.98 C
## 162 1 1 female 51 1 0 77.96 S
## 163 1 0 male 42 1 0 52.00 S
## 164 1 1 female 35 1 0 52.00 S
## 165 1 1 male 35 0 0 26.55 C
## 166 1 1 male 38 1 0 90.00 S
## 167 1 0 male NA 0 0 30.70 C
## 168 1 1 female 35 1 0 90.00 S
## 169 1 1 female 38 0 0 80.00
## 170 1 0 female 50 0 0 28.71 C
## 171 1 1 male 49 0 0 0.00 S
## 172 1 0 male 46 0 0 26.00 S
## 173 1 0 male 50 0 0 26.00 S
## 174 1 0 male 33 0 0 211.50 C
## 175 1 0 male 58 0 0 29.70 C
## 176 1 0 male 41 1 0 51.86 S
## 177 1 1 female NA 1 0 51.86 S
## 178 1 1 male 42 1 0 52.55 S
## 179 1 1 female 45 1 0 52.55 S
## 180 1 0 male NA 0 0 26.55 S
## 181 1 1 female 39 0 0 211.34 S
## 182 1 1 female 49 0 0 25.93 S
## 183 1 1 female 30 0 0 106.43 C
## 184 1 1 male 35 0 0 512.33 C
## 185 1 0 male NA 0 0 27.72 C
## 186 1 0 male 42 0 0 26.55 S
## 187 1 1 female 55 0 0 27.72 C
## 188 1 1 female 16 0 1 39.40 S
## 189 1 1 female 51 0 1 39.40 S
## 190 1 0 male 29 0 0 30.00 S
## 191 1 1 female 21 0 0 77.96 S
## 192 1 0 male 30 0 0 45.50 S
## 193 1 1 female 58 0 0 146.52 C
## 194 1 1 female 15 0 1 211.34 S
## 195 1 0 male 30 0 0 26.00 S
## 196 1 1 female 16 0 0 86.50 S
## 197 1 1 male NA 0 0 29.70 C
## 198 1 0 male 19 1 0 53.10 S
## 199 1 1 female 18 1 0 53.10 S
## 200 1 1 female 24 0 0 49.50 C
## 201 1 0 male 46 0 0 75.24 C
## 202 1 0 male 54 0 0 51.86 S
## 203 1 1 male 36 0 0 26.29 S
## 204 1 0 male 28 1 0 82.17 C
## 205 1 1 female NA 1 0 82.17 C
## 206 1 0 male 65 0 0 26.55 S
## 207 1 0 male 44 2 0 90.00 Q
## 208 1 1 female 33 1 0 90.00 Q
## 209 1 1 female 37 1 0 90.00 Q
## 210 1 1 male 30 1 0 57.75 C
## 211 1 0 male 55 0 0 30.50 S
## 212 1 0 male 47 0 0 42.40 S
## 213 1 0 male 37 0 1 29.70 C
## 214 1 1 female 31 1 0 113.28 C
## 215 1 1 female 23 1 0 113.28 C
## 216 1 0 male 58 0 2 113.28 C
## 217 1 1 female 19 0 2 26.28 S
## 218 1 0 male 64 0 0 26.00 S
## 219 1 1 female 39 0 0 108.90 C
## 220 1 1 male NA 0 0 25.74 C
## 221 1 1 female 22 0 1 61.98 C
## 222 1 0 male 65 0 1 61.98 C
## 223 1 0 male 29 0 0 27.72 C
## 224 1 0 male NA 0 0 0.00 S
## 225 1 0 male 46 0 0 28.50 S
## 226 1 0 male 23 0 0 93.50 S
## 227 1 0 male 29 1 0 66.60 S
## 228 1 1 female 22 1 0 66.60 S
## 229 1 0 male 18 1 0 108.90 C
## 230 1 1 female 17 1 0 108.90 C
## 231 1 1 female 30 0 0 93.50 S
## 232 1 1 male 52 0 0 30.50 S
## 233 1 0 male 47 0 0 52.00 S
## 234 1 1 female 56 0 1 83.16 C
## 235 1 0 male 38 0 0 0.00 S
## 236 1 1 male NA 0 0 39.60 S
## 237 1 0 male 22 0 0 135.63 C
## 238 1 0 male NA 0 0 227.53 C
## 239 1 1 female 43 0 1 211.34 S
## 240 1 0 male 31 0 0 50.50 S
## 241 1 1 male 45 0 0 26.55 S
## 242 1 0 male NA 0 0 50.00 S
## 243 1 1 female 33 0 0 27.72 C
## 244 1 0 male 46 0 0 79.20 C
## 245 1 0 male 36 0 0 40.13 C
## 246 1 1 female 33 0 0 86.50 S
## 247 1 0 male 55 1 0 59.40 C
## 248 1 1 female 54 1 0 59.40 C
## 249 1 0 male 33 0 0 26.55 S
## 250 1 1 male 13 2 2 262.38 C
## 251 1 1 female 18 2 2 262.38 C
## 252 1 1 female 21 2 2 262.38 C
## 253 1 0 male 61 1 3 262.38 C
## 254 1 1 female 48 1 3 262.38 C
## 255 1 1 male NA 0 0 30.50 S
## 256 1 1 female 24 0 0 69.30 C
## 257 1 1 male NA 0 0 26.00 S
## 258 1 1 female 35 1 0 57.75 C
## 259 1 1 female 30 0 0 31.00 C
## 260 1 1 male 34 0 0 26.55 S
## 261 1 1 female 40 0 0 153.46 S
## 262 1 1 male 35 0 0 26.29 S
## 263 1 0 male 50 1 0 55.90 S
## 264 1 1 female 39 1 0 55.90 S
## 265 1 1 male 56 0 0 35.50 C
## 266 1 1 male 28 0 0 35.50 S
## 267 1 0 male 56 0 0 26.55 S
## 268 1 0 male 56 0 0 30.70 C
## 269 1 0 male 24 1 0 60.00 S
## 270 1 0 male NA 0 0 26.00 S
## 271 1 1 female 18 1 0 60.00 S
## 272 1 1 male 24 1 0 82.27 S
## 273 1 1 female 23 1 0 82.27 S
## 274 1 1 male 6 0 2 134.50 C
## 275 1 1 male 45 1 1 134.50 C
## 276 1 1 female 40 1 1 134.50 C
## 277 1 0 male 57 1 0 146.52 C
## 278 1 1 female NA 1 0 146.52 C
## 279 1 1 male 32 0 0 30.50 C
## 280 1 0 male 62 0 0 26.55 S
## 281 1 1 male 54 1 0 55.44 C
## 282 1 1 female 43 1 0 55.44 C
## 283 1 1 female 52 1 0 78.27 C
## 284 1 0 male NA 0 0 27.72 C
## 285 1 1 female 62 0 0 80.00
## 286 1 0 male 67 1 0 221.78 S
## 287 1 0 female 63 1 0 221.78 S
## 288 1 0 male 61 0 0 32.32 S
## 289 1 1 female 48 0 0 25.93 S
## 290 1 1 female 18 0 2 79.65 S
## 291 1 0 male 52 1 1 79.65 S
## 292 1 1 female 39 1 1 79.65 S
## 293 1 1 male 48 1 0 52.00 S
## 294 1 1 female NA 1 0 52.00 S
## 295 1 0 male 49 1 1 110.88 C
## 296 1 1 male 17 0 2 110.88 C
## 297 1 1 female 39 1 1 110.88 C
## 298 1 1 female NA 0 0 79.20 C
## 299 1 1 male 31 0 0 28.54 C
## 300 1 0 male 40 0 0 27.72 C
## 301 1 0 male 61 0 0 33.50 S
## 302 1 0 male 47 0 0 34.02 S
## 303 1 1 female 35 0 0 512.33 C
## 304 1 0 male 64 1 0 75.25 C
## 305 1 1 female 60 1 0 75.25 C
## 306 1 0 male 60 0 0 26.55 S
## 307 1 0 male 54 0 1 77.29 S
## 308 1 0 male 21 0 1 77.29 S
## 309 1 1 female 55 0 0 135.63 C
## 310 1 1 female 31 0 2 164.87 S
## 311 1 0 male 57 1 1 164.87 S
## 312 1 1 female 45 1 1 164.87 S
## 313 1 0 male 50 1 1 211.50 C
## 314 1 0 male 27 0 2 211.50 C
## 315 1 1 female 50 1 1 211.50 C
## 316 1 1 female 21 0 0 26.55 S
## 317 1 0 male 51 0 1 61.38 C
## 318 1 1 male 21 0 1 61.38 C
## 319 1 0 male NA 0 0 35.00 S
## 320 1 1 female 31 0 0 134.50 C
## 321 1 1 male NA 0 0 35.50 S
## 322 1 0 male 62 0 0 26.55 S
## 323 1 1 female 36 0 0 135.63 C
## 324 2 0 male 30 1 0 24.00 C
## 325 2 1 female 28 1 0 24.00 C
## 326 2 0 male 30 0 0 13.00 S
## 327 2 0 male 18 0 0 11.50 S
## 328 2 0 male 25 0 0 10.50 S
## 329 2 0 male 34 1 0 26.00 S
## 330 2 1 female 36 1 0 26.00 S
## 331 2 0 male 57 0 0 13.00 S
## 332 2 0 male 18 0 0 11.50 S
## 333 2 0 male 23 0 0 10.50 S
## 334 2 1 female 36 0 0 13.00 S
## 335 2 0 male 28 0 0 10.50 S
## 336 2 0 male 51 0 0 12.53 S
## 337 2 1 male 32 1 0 26.00 S
## 338 2 1 female 19 1 0 26.00 S
## 339 2 0 male 28 0 0 26.00 S
## 340 2 1 male 1 2 1 39.00 S
## 341 2 1 female 4 2 1 39.00 S
## 342 2 1 female 12 2 1 39.00 S
## 343 2 1 female 36 0 3 39.00 S
## 344 2 1 male 34 0 0 13.00 S
## 345 2 1 female 19 0 0 13.00 S
## 346 2 0 male 23 0 0 13.00 S
## 347 2 0 male 26 0 0 13.00 S
## 348 2 0 male 42 0 0 13.00 S
## 349 2 0 male 27 0 0 13.00 S
## 350 2 1 female 24 0 0 13.00 S
## 351 2 1 female 15 0 2 39.00 S
## 352 2 0 male 60 1 1 39.00 S
## 353 2 1 female 40 1 1 39.00 S
## 354 2 1 female 20 1 0 26.00 S
## 355 2 0 male 25 1 0 26.00 S
## 356 2 1 female 36 0 0 13.00 S
## 357 2 0 male 25 0 0 13.00 S
## 358 2 0 male 42 0 0 13.00 S
## 359 2 1 female 42 0 0 13.00 S
## 360 2 1 male 1 0 2 29.00 S
## 361 2 1 male 26 1 1 29.00 S
## 362 2 1 female 22 1 1 29.00 S
## 363 2 1 female 35 0 0 21.00 S
## 364 2 0 male NA 0 0 0.00 S
## 365 2 0 male 19 0 0 13.00 S
## 366 2 0 female 44 1 0 26.00 S
## 367 2 0 male 54 1 0 26.00 S
## 368 2 0 male 52 0 0 13.50 S
## 369 2 0 male 37 1 0 26.00 S
## 370 2 0 female 29 1 0 26.00 S
## 371 2 1 female 25 1 1 30.00 S
## 372 2 1 female 45 0 2 30.00 S
## 373 2 0 male 29 1 0 26.00 S
## 374 2 1 female 28 1 0 26.00 S
## 375 2 0 male 29 0 0 10.50 S
## 376 2 0 male 28 0 0 13.00 S
## 377 2 1 male 24 0 0 10.50 S
## 378 2 1 female 8 0 2 26.25 S
## 379 2 0 male 31 1 1 26.25 S
## 380 2 1 female 31 1 1 26.25 S
## 381 2 1 female 22 0 0 10.50 S
## 382 2 0 female 30 0 0 13.00 S
## 383 2 0 female NA 0 0 21.00 S
## 384 2 0 male 21 0 0 11.50 S
## 385 2 0 male NA 0 0 0.00 S
## 386 2 1 male 8 1 1 36.75 S
## 387 2 0 male 18 0 0 73.50 S
## 388 2 1 female 48 0 2 36.75 S
## 389 2 1 female 28 0 0 13.00 S
## 390 2 0 male 32 0 0 13.00 S
## 391 2 0 male 17 0 0 73.50 S
## 392 2 0 male 29 1 0 27.72 C
## 393 2 1 female 24 1 0 27.72 C
## 394 2 0 male 25 0 0 31.50 S
## 395 2 0 male 18 0 0 73.50 S
## 396 2 1 female 18 0 1 23.00 S
## 397 2 1 female 34 0 1 23.00 S
## 398 2 0 male 54 0 0 26.00 S
## 399 2 1 male 8 0 2 32.50 S
## 400 2 0 male 42 1 1 32.50 S
## 401 2 1 female 34 1 1 32.50 S
## 402 2 1 female 27 1 0 13.86 C
## 403 2 1 female 30 1 0 13.86 C
## 404 2 0 male 23 0 0 13.00 S
## 405 2 0 male 21 0 0 13.00 S
## 406 2 0 male 18 0 0 13.00 S
## 407 2 0 male 40 1 0 26.00 S
## 408 2 1 female 29 1 0 26.00 S
## 409 2 0 male 18 0 0 10.50 S
## 410 2 0 male 36 0 0 13.00 S
## 411 2 0 male NA 0 0 0.00 S
## 412 2 0 female 38 0 0 13.00 S
## 413 2 0 male 35 0 0 26.00 S
## 414 2 0 male 38 1 0 21.00 S
## 415 2 0 male 34 1 0 21.00 S
## 416 2 1 female 34 0 0 13.00 S
## 417 2 0 male 16 0 0 26.00 S
## 418 2 0 male 26 0 0 10.50 S
## 419 2 0 male 47 0 0 10.50 S
## 420 2 0 male 21 1 0 11.50 S
## 421 2 0 male 21 1 0 11.50 S
## 422 2 0 male 24 0 0 13.50 S
## 423 2 0 male 24 0 0 13.00 S
## 424 2 0 male 34 0 0 13.00 S
## 425 2 0 male 30 0 0 13.00 S
## 426 2 0 male 52 0 0 13.00 S
## 427 2 0 male 30 0 0 13.00 S
## 428 2 1 male 1 1 1 14.50 S
## 429 2 1 female 24 0 2 14.50 S
## 430 2 0 male 44 0 0 13.00 S
## 431 2 1 female 6 0 1 33.00 S
## 432 2 0 male 28 0 1 33.00 S
## 433 2 1 male 62 0 0 10.50 S
## 434 2 0 male 30 0 0 10.50 S
## 435 2 1 female 7 0 2 26.25 S
## 436 2 0 male 43 1 1 26.25 S
## 437 2 1 female 45 1 1 26.25 S
## 438 2 1 female 24 1 2 65.00 S
## 439 2 1 female 24 1 2 65.00 S
## 440 2 0 male 49 1 2 65.00 S
## 441 2 1 female 48 1 2 65.00 S
## 442 2 1 female 55 0 0 16.00 S
## 443 2 0 male 24 2 0 73.50 S
## 444 2 0 male 32 2 0 73.50 S
## 445 2 0 male 21 2 0 73.50 S
## 446 2 0 female 18 1 1 13.00 S
## 447 2 1 female 20 2 1 23.00 S
## 448 2 0 male 23 2 1 11.50 S
## 449 2 0 male 36 0 0 13.00 S
## 450 2 1 female 54 1 3 23.00 S
## 451 2 0 male 50 0 0 13.00 S
## 452 2 0 male 44 1 0 26.00 S
## 453 2 1 female 29 1 0 26.00 S
## 454 2 0 male 21 0 0 73.50 S
## 455 2 1 male 42 0 0 13.00 S
## 456 2 0 male 63 1 0 26.00 S
## 457 2 0 female 60 1 0 26.00 S
## 458 2 0 male 33 0 0 12.28 S
## 459 2 1 female 17 0 0 10.50 S
## 460 2 0 male 42 1 0 27.00 S
## 461 2 1 female 24 2 1 27.00 S
## 462 2 0 male 47 0 0 15.00 S
## 463 2 0 male 24 2 0 31.50 S
## 464 2 0 male 22 2 0 31.50 S
## 465 2 0 male 32 0 0 10.50 S
## 466 2 1 female 23 0 0 13.79 C
## 467 2 0 male 34 1 0 26.00 S
## 468 2 1 female 24 1 0 26.00 S
## 469 2 0 female 22 0 0 21.00 S
## 470 2 1 female NA 0 0 12.35 Q
## 471 2 0 male 35 0 0 12.35 Q
## 472 2 1 female 45 0 0 13.50 S
## 473 2 0 male 57 0 0 12.35 Q
## 474 2 0 male NA 0 0 0.00 S
## 475 2 0 male 31 0 0 10.50 S
## 476 2 0 female 26 1 1 26.00 S
## 477 2 0 male 30 1 1 26.00 S
## 478 2 0 male NA 0 0 10.71 Q
## 479 2 1 female 1 1 2 41.58 C
## 480 2 1 female 3 1 2 41.58 C
## 481 2 0 male 25 1 2 41.58 C
## 482 2 1 female 22 1 2 41.58 C
## 483 2 1 female 17 0 0 12.00 C
## 484 2 1 female NA 0 0 33.00 S
## 485 2 1 female 34 0 0 10.50 S
## 486 2 0 male 36 0 0 12.88 C
## 487 2 0 male 24 0 0 10.50 S
## 488 2 0 male 61 0 0 12.35 Q
## 489 2 0 male 50 1 0 26.00 S
## 490 2 1 female 42 1 0 26.00 S
## 491 2 0 female 57 0 0 10.50 S
## 492 2 0 male NA 0 0 15.05 C
## 493 2 1 male 1 0 2 37.00 C
## 494 2 0 male 31 1 1 37.00 C
## 495 2 1 female 24 1 1 37.00 C
## 496 2 0 male NA 0 0 15.58 C
## 497 2 0 male 30 0 0 13.00 S
## 498 2 0 male 40 0 0 16.00 S
## 499 2 0 male 32 0 0 13.50 S
## 500 2 0 male 30 0 0 13.00 S
## 501 2 0 male 46 0 0 26.00 S
## 502 2 1 female 13 0 1 19.50 S
## 503 2 1 female 41 0 1 19.50 S
## 504 2 1 male 19 0 0 10.50 S
## 505 2 0 male 39 0 0 13.00 S
## 506 2 0 male 48 0 0 13.00 S
## 507 2 0 male 70 0 0 10.50 S
## 508 2 0 male 27 0 0 13.00 S
## 509 2 0 male 54 0 0 14.00 S
## 510 2 0 male 39 0 0 26.00 S
## 511 2 0 male 16 0 0 10.50 S
## 512 2 0 male 62 0 0 9.69 Q
## 513 2 0 male 33 1 0 30.07 C
## 514 2 1 female 14 1 0 30.07 C
## 515 2 1 male 2 1 1 26.00 S
## 516 2 1 male 3 1 1 26.00 S
## 517 2 0 male 37 0 2 26.00 S
## 518 2 0 male 26 0 0 13.00 S
## 519 2 0 male 19 1 1 36.75 S
## 520 2 0 male 28 0 0 13.50 S
## 521 2 1 male 20 0 0 13.86 C
## 522 2 1 female 29 0 0 10.50 S
## 523 2 0 male 39 0 0 13.00 S
## 524 2 1 male 22 0 0 10.50 S
## 525 2 1 male NA 0 0 13.86 C
## 526 2 0 male 23 0 0 10.50 S
## 527 2 1 male 29 0 0 13.86 C
## 528 2 0 male 28 0 0 10.50 S
## 529 2 0 male NA 0 0 0.00 S
## 530 2 1 female 50 0 1 26.00 S
## 531 2 0 male 19 0 0 10.50 S
## 532 2 0 male NA 0 0 15.05 C
## 533 2 0 male 41 0 0 13.00 S
## 534 2 1 female 21 0 1 21.00 S
## 535 2 1 female 19 0 0 26.00 S
## 536 2 0 male 43 0 1 21.00 S
## 537 2 1 female 32 0 0 13.00 S
## 538 2 0 male 34 0 0 13.00 S
## 539 2 1 male 30 0 0 12.74 C
## 540 2 0 male 27 0 0 15.03 C
## 541 2 1 female 2 1 1 26.00 S
## 542 2 1 female 8 1 1 26.00 S
## 543 2 1 female 33 0 2 26.00 S
## 544 2 0 male 36 0 0 10.50 S
## 545 2 0 male 34 1 0 21.00 S
## 546 2 1 female 30 3 0 21.00 S
## 547 2 1 female 28 0 0 13.00 S
## 548 2 0 male 23 0 0 15.05 C
## 549 2 1 male 1 1 1 18.75 S
## 550 2 1 male 3 1 1 18.75 S
## 551 2 1 female 24 2 3 18.75 S
## 552 2 1 female 50 0 0 10.50 S
## 553 2 0 male 19 0 0 10.50 S
## 554 2 1 female 21 0 0 10.50 S
## 555 2 0 male 26 0 0 13.00 S
## 556 2 0 male 25 0 0 13.00 S
## 557 2 0 male 27 0 0 26.00 S
## 558 2 1 female 25 0 1 26.00 S
## 559 2 1 female 18 0 2 13.00 S
## 560 2 1 female 20 0 0 36.75 S
## 561 2 1 female 30 0 0 13.00 S
## 562 2 0 male 59 0 0 13.50 S
## 563 2 1 female 30 0 0 12.35 Q
## 564 2 0 male 35 0 0 10.50 S
## 565 2 1 female 40 0 0 13.00 S
## 566 2 0 male 25 0 0 13.00 S
## 567 2 0 male 41 0 0 15.05 C
## 568 2 0 male 25 0 0 10.50 S
## 569 2 0 male 19 0 0 13.00 S
## 570 2 0 male 14 0 0 65.00 S
## 571 2 1 female 50 0 0 10.50 S
## 572 2 0 male 23 0 0 13.00 S
## 573 2 1 female 28 0 0 12.65 S
## 574 2 1 female 27 0 0 10.50 S
## 575 2 0 male 29 1 0 21.00 S
## 576 2 0 female 27 1 0 21.00 S
## 577 2 0 male 40 0 0 13.00 S
## 578 2 1 female 31 0 0 21.00 S
## 579 2 0 male 30 1 0 21.00 S
## 580 2 0 male 23 1 0 10.50 S
## 581 2 1 female 31 0 0 21.00 S
## 582 2 0 male NA 0 0 0.00 S
## 583 2 1 female 12 0 0 15.75 S
## 584 2 1 female 40 0 0 15.75 S
## 585 2 1 female 33 0 0 13.00 S
## 586 2 0 male 27 1 0 26.00 S
## 587 2 1 female 29 1 0 26.00 S
## 588 2 1 male 2 1 1 23.00 S
## 589 2 1 female 4 1 1 23.00 S
## 590 2 1 female 29 0 2 23.00 S
## 591 2 1 female 1 1 2 27.75 S
## 592 2 1 female 5 1 2 27.75 S
## 593 2 0 male 36 1 2 27.75 S
## 594 2 1 female 33 1 2 27.75 S
## 595 2 0 male 66 0 0 10.50 S
## 596 2 0 male NA 0 0 12.88 S
## 597 2 1 male 31 0 0 13.00 S
## 598 2 1 male NA 0 0 13.00 S
## 599 2 1 female 26 0 0 13.50 S
## 600 2 0 female 24 0 0 13.00 S
## 601 3 0 male 42 0 0 7.55 S
## 602 3 0 male 13 0 2 20.25 S
## 603 3 0 male 16 1 1 20.25 S
## 604 3 1 female 35 1 1 20.25 S
## 605 3 1 female 16 0 0 7.65 S
## 606 3 1 male 25 0 0 7.65 S
## 607 3 1 male 20 0 0 7.93 S
## 608 3 1 female 18 0 0 7.23 C
## 609 3 0 male 30 0 0 7.25 S
## 610 3 0 male 26 0 0 8.05 S
## 611 3 0 female 40 1 0 9.48 S
## 612 3 1 male 1 0 1 9.35 S
## 613 3 1 female 18 0 1 9.35 S
## 614 3 1 male 26 0 0 18.79 C
## 615 3 0 male 26 0 0 7.89 S
## 616 3 0 male 20 0 0 7.93 S
## 617 3 0 male 24 0 0 7.05 S
## 618 3 0 male 25 0 0 7.05 S
## 619 3 0 male 35 0 0 8.05 S
## 620 3 0 male 18 0 0 8.30 S
## 621 3 0 male 32 0 0 22.53 S
## 622 3 1 female 19 1 0 7.85 S
## 623 3 0 male 4 4 2 31.28 S
## 624 3 0 female 6 4 2 31.28 S
## 625 3 0 female 2 4 2 31.28 S
## 626 3 1 female 17 4 2 7.93 S
## 627 3 0 female 38 4 2 7.78 S
## 628 3 0 female 9 4 2 31.28 S
## 629 3 0 female 11 4 2 31.28 S
## 630 3 0 male 39 1 5 31.28 S
## 631 3 1 male 27 0 0 7.80 S
## 632 3 0 male 26 0 0 7.78 S
## 633 3 0 female 39 1 5 31.28 S
## 634 3 0 male 20 0 0 7.85 S
## 635 3 0 male 26 0 0 7.90 S
## 636 3 0 male 25 1 0 17.80 S
## 637 3 0 female 18 1 0 17.80 S
## 638 3 0 male 24 0 0 7.78 S
## 639 3 0 male 35 0 0 7.05 S
## 640 3 0 male 5 4 2 31.39 S
## 641 3 0 male 9 4 2 31.39 S
## 642 3 1 male 3 4 2 31.39 S
## 643 3 0 male 13 4 2 31.39 S
## 644 3 1 female 5 4 2 31.39 S
## 645 3 0 male 40 1 5 31.39 S
## 646 3 1 male 23 0 0 7.80 S
## 647 3 1 female 38 1 5 31.39 S
## 648 3 1 female 45 0 0 7.23 C
## 649 3 0 male 21 0 0 7.23 C
## 650 3 0 male 23 0 0 7.05 S
## 651 3 0 female 17 0 0 14.46 C
## 652 3 0 male 30 0 0 7.23 C
## 653 3 0 male 23 0 0 7.85 S
## 654 3 1 female 13 0 0 7.23 C
## 655 3 0 male 20 0 0 7.23 C
## 656 3 0 male 32 1 0 15.85 S
## 657 3 1 female 33 3 0 15.85 S
## 658 3 1 female 1 2 1 19.26 C
## 659 3 1 female 1 2 1 19.26 C
## 660 3 1 female 5 2 1 19.26 C
## 661 3 1 female 24 0 3 19.26 C
## 662 3 1 female 18 0 0 8.05 S
## 663 3 0 male 40 0 0 7.23 C
## 664 3 0 male 26 0 0 7.90 S
## 665 3 1 male 20 0 0 7.23 C
## 666 3 0 female 18 0 1 14.45 C
## 667 3 0 female 45 0 1 14.45 C
## 668 3 0 female 27 0 0 7.88 Q
## 669 3 0 male 22 0 0 8.05 S
## 670 3 0 male 19 0 0 8.05 S
## 671 3 0 male 26 0 0 7.78 S
## 672 3 0 male 22 0 0 9.35 S
## 673 3 0 male NA 0 0 7.23 C
## 674 3 0 male 20 0 0 4.01 C
## 675 3 1 male 32 0 0 56.50 S
## 676 3 0 male 21 0 0 7.78 S
## 677 3 0 male 18 0 0 7.75 S
## 678 3 0 male 26 0 0 7.90 S
## 679 3 0 male 6 1 1 15.25 C
## 680 3 0 female 9 1 1 15.25 C
## 681 3 0 male NA 0 0 7.23 C
## 682 3 0 female NA 0 2 15.25 C
## 683 3 0 female NA 0 2 7.75 Q
## 684 3 0 male 40 1 1 15.50 Q
## 685 3 0 female 32 1 1 15.50 Q
## 686 3 0 male 21 0 0 16.10 S
## 687 3 1 female 22 0 0 7.73 Q
## 688 3 0 female 20 0 0 7.85 S
## 689 3 0 male 29 1 0 7.05 S
## 690 3 0 male 22 1 0 7.25 S
## 691 3 0 male 22 0 0 7.80 S
## 692 3 0 male 35 0 0 8.05 S
## 693 3 0 female 19 0 0 7.28 Q
## 694 3 1 male 21 0 0 7.82 Q
## 695 3 0 male 19 0 0 6.75 Q
## 696 3 0 female 18 0 0 7.88 Q
## 697 3 0 female 21 0 0 8.66 S
## 698 3 0 female 30 0 0 8.66 S
## 699 3 0 male 18 0 0 8.66 S
## 700 3 0 male 38 0 0 8.66 S
## 701 3 0 male 17 0 0 8.66 S
## 702 3 0 male 17 0 0 8.66 S
## 703 3 0 female 21 0 0 7.75 Q
## 704 3 0 male 21 0 0 7.75 Q
## 705 3 0 male 21 0 0 8.05 S
## 706 3 0 male NA 1 0 14.46 C
## 707 3 0 female NA 1 0 14.46 C
## 708 3 0 male 28 0 0 7.80 S
## 709 3 0 male 24 0 0 7.85 S
## 710 3 1 female 16 0 0 7.75 Q
## 711 3 0 female 37 0 0 7.75 Q
## 712 3 0 male 28 0 0 7.25 S
## 713 3 0 male 24 0 0 8.05 S
## 714 3 0 male 21 0 0 7.73 Q
## 715 3 1 male 32 0 0 56.50 S
## 716 3 0 male 29 0 0 8.05 S
## 717 3 0 male 26 1 0 14.45 C
## 718 3 0 male 18 1 0 14.45 C
## 719 3 0 male 20 0 0 7.05 S
## 720 3 1 male 18 0 0 8.05 S
## 721 3 0 male 24 0 0 7.25 Q
## 722 3 0 male 36 0 0 7.50 S
## 723 3 0 male 24 0 0 7.50 S
## 724 3 0 male 31 0 0 7.73 Q
## 725 3 0 male 31 0 0 7.75 Q
## 726 3 1 female 22 0 0 7.75 Q
## 727 3 0 female 30 0 0 7.63 Q
## 728 3 0 male 71 0 0 7.75 Q
## 729 3 0 male 43 0 0 8.05 S
## 730 3 0 male 35 0 0 7.90 S
## 731 3 0 male 27 0 0 7.90 S
## 732 3 0 male 19 0 0 7.90 S
## 733 3 0 male 30 0 0 8.05 S
## 734 3 1 male 9 1 1 15.90 S
## 735 3 1 male 3 1 1 15.90 S
## 736 3 1 female 36 0 2 15.90 S
## 737 3 0 male 59 0 0 7.25 S
## 738 3 0 male 19 0 0 8.16 S
## 739 3 1 female 17 0 1 16.10 S
## 740 3 0 male 44 0 1 16.10 S
## 741 3 0 male 17 0 0 8.66 S
## 742 3 0 male 23 0 0 7.23 C
## 743 3 1 male 45 0 0 8.05 S
## 744 3 0 female 22 0 0 10.52 S
## 745 3 0 male 19 0 0 10.17 S
## 746 3 1 female 30 0 0 6.95 Q
## 747 3 1 male 29 0 0 7.75 Q
## 748 3 0 male 0 0 2 14.40 S
## 749 3 0 male 34 1 1 14.40 S
## 750 3 0 female 28 1 1 14.40 S
## 751 3 0 male 27 0 0 7.90 S
## 752 3 0 male 25 0 0 7.90 S
## 753 3 0 male 24 2 0 24.15 S
## 754 3 0 male 22 0 0 8.05 S
## 755 3 0 male 21 2 0 24.15 S
## 756 3 0 male 17 2 0 8.05 S
## 757 3 0 male NA 1 0 16.10 S
## 758 3 1 female NA 1 0 16.10 S
## 759 3 1 male 37 1 0 17.40 S
## 760 3 1 female 36 1 0 17.40 S
## 761 3 1 male 30 0 0 9.50 S
## 762 3 0 male 16 0 0 9.50 S
## 763 3 1 male 1 1 2 20.58 S
## 764 3 1 female 0 1 2 20.58 S
## 765 3 0 male 26 1 2 20.58 S
## 766 3 1 female 33 1 2 20.58 S
## 767 3 0 male 25 0 0 7.90 S
## 768 3 0 male NA 0 0 7.90 S
## 769 3 0 male NA 0 0 7.90 S
## 770 3 0 male 22 0 0 7.25 S
## 771 3 0 male 36 0 0 7.25 S
## 772 3 1 female 19 0 0 7.88 Q
## 773 3 0 male 17 0 0 7.90 S
## 774 3 0 male 42 0 0 8.66 S
## 775 3 0 male 43 0 0 7.90 S
## 776 3 0 male NA 0 0 7.23 C
## 777 3 0 male 32 0 0 7.75 Q
## 778 3 1 male 19 0 0 8.05 S
## 779 3 1 female 30 0 0 12.48 S
## 780 3 0 female 24 0 0 7.75 Q
## 781 3 1 female 23 0 0 8.05 S
## 782 3 0 male 33 0 0 7.90 C
## 783 3 0 male 65 0 0 7.75 Q
## 784 3 1 male 24 0 0 7.55 S
## 785 3 0 male 23 1 0 13.90 S
## 786 3 1 female 22 1 0 13.90 S
## 787 3 0 male 18 0 0 7.78 S
## 788 3 0 male 16 0 0 7.78 S
## 789 3 0 male 45 0 0 6.98 S
## 790 3 0 male NA 0 0 7.23 C
## 791 3 0 male 39 0 2 7.23 C
## 792 3 0 male 17 1 1 7.23 C
## 793 3 0 male 15 1 1 7.23 C
## 794 3 0 male 47 0 0 7.25 S
## 795 3 1 female 5 0 0 12.48 S
## 796 3 0 male NA 0 0 7.23 C
## 797 3 0 male 41 0 0 15.10 S
## 798 3 0 male 41 0 0 7.75 Q
## 799 3 1 male NA 0 0 7.05 S
## 800 3 0 male 18 0 0 7.80 S
## 801 3 0 female NA 0 0 7.75 Q
## 802 3 0 male NA 0 0 7.75 Q
## 803 3 0 male NA 0 0 6.95 Q
## 804 3 0 male 26 0 0 7.88 Q
## 805 3 0 male NA 0 0 7.75 Q
## 806 3 1 male NA 0 0 56.50 S
## 807 3 0 female 21 2 2 34.38 S
## 808 3 0 female 9 2 2 34.38 S
## 809 3 0 male NA 0 0 8.05 S
## 810 3 0 male 18 2 2 34.38 S
## 811 3 0 male 16 1 3 34.38 S
## 812 3 0 female 48 1 3 34.38 S
## 813 3 0 male NA 0 0 7.75 Q
## 814 3 0 male NA 0 0 7.25 S
## 815 3 0 male 25 0 0 7.74 Q
## 816 3 0 male NA 0 0 14.50 S
## 817 3 0 male NA 0 0 7.90 C
## 818 3 0 male 22 0 0 8.05 S
## 819 3 1 female 16 0 0 7.73 Q
## 820 3 1 female NA 0 0 7.75 Q
## 821 3 1 male 9 0 2 20.53 S
## 822 3 0 male 33 1 1 20.53 S
## 823 3 0 male 41 0 0 7.85 S
## 824 3 1 female 31 1 1 20.53 S
## 825 3 0 male 38 0 0 7.05 S
## 826 3 0 male 9 5 2 46.90 S
## 827 3 0 male 1 5 2 46.90 S
## 828 3 0 male 11 5 2 46.90 S
## 829 3 0 female 10 5 2 46.90 S
## 830 3 0 female 16 5 2 46.90 S
## 831 3 0 male 14 5 2 46.90 S
## 832 3 0 male 40 1 6 46.90 S
## 833 3 0 female 43 1 6 46.90 S
## 834 3 0 male 51 0 0 8.05 S
## 835 3 0 male 32 0 0 8.36 S
## 836 3 0 male NA 0 0 8.05 S
## 837 3 0 male 20 0 0 9.85 S
## 838 3 0 male 37 2 0 7.93 S
## 839 3 0 male 28 2 0 7.93 S
## 840 3 0 male 19 0 0 7.78 S
## 841 3 0 female 24 0 0 8.85 S
## 842 3 0 female 17 0 0 7.73 Q
## 843 3 0 male NA 1 0 19.97 S
## 844 3 0 male NA 1 0 19.97 S
## 845 3 0 male 28 1 0 15.85 S
## 846 3 1 female 24 1 0 15.85 S
## 847 3 0 male 20 0 0 9.50 S
## 848 3 0 male 24 0 0 7.23 C
## 849 3 0 male 41 2 0 14.11 S
## 850 3 0 male 26 1 0 7.85 S
## 851 3 0 male 21 0 0 7.85 S
## 852 3 1 female 45 1 0 14.11 S
## 853 3 0 female NA 0 0 7.55 S
## 854 3 0 male 25 0 0 7.25 S
## 855 3 0 male NA 0 0 6.86 Q
## 856 3 0 male 11 0 0 18.79 C
## 857 3 1 female NA 0 0 7.75 Q
## 858 3 1 male 27 0 0 6.98 S
## 859 3 1 male NA 0 0 56.50 S
## 860 3 0 female 18 0 0 6.75 Q
## 861 3 1 female 26 0 0 7.93 S
## 862 3 0 female 23 0 0 7.93 S
## 863 3 1 female 22 0 0 8.96 S
## 864 3 0 male 28 0 0 7.90 S
## 865 3 0 female 28 0 0 7.78 S
## 866 3 0 female NA 0 0 7.75 Q
## 867 3 1 female 2 0 1 12.29 S
## 868 3 1 female 22 1 1 12.29 S
## 869 3 0 male 43 0 0 6.45 S
## 870 3 0 male 28 0 0 22.53 S
## 871 3 1 female 27 0 0 7.93 S
## 872 3 0 male NA 0 0 7.75 Q
## 873 3 1 female NA 0 0 8.05 S
## 874 3 0 male 42 0 0 7.65 S
## 875 3 1 male NA 0 0 7.89 S
## 876 3 0 male 30 0 0 7.23 C
## 877 3 0 male NA 0 0 7.90 S
## 878 3 0 female 27 1 0 7.93 S
## 879 3 0 female 25 1 0 7.93 S
## 880 3 0 male NA 0 0 7.90 S
## 881 3 1 male 29 0 0 7.90 C
## 882 3 1 male 21 0 0 7.80 S
## 883 3 0 male NA 0 0 7.05 S
## 884 3 0 male 20 0 0 7.85 S
## 885 3 0 male 48 0 0 7.85 S
## 886 3 0 male 17 1 0 7.05 S
## 887 3 1 female NA 0 0 7.75 Q
## 888 3 1 male NA 0 0 8.11 S
## 889 3 0 male 34 0 0 6.50 S
## 890 3 1 male 26 0 0 7.78 S
## 891 3 0 male 22 0 0 7.80 S
## 892 3 0 male 33 0 0 8.65 S
## 893 3 0 male 31 0 0 7.78 S
## 894 3 0 male 29 0 0 7.85 S
## 895 3 1 male 4 1 1 11.13 S
## 896 3 1 female 1 1 1 11.13 S
## 897 3 0 male 49 0 0 0.00 S
## 898 3 0 male 33 0 0 7.78 S
## 899 3 0 male 19 0 0 0.00 S
## 900 3 1 female 27 0 2 11.13 S
## 901 3 0 male NA 1 2 23.45 S
## 902 3 0 female NA 1 2 23.45 S
## 903 3 0 male NA 1 2 23.45 S
## 904 3 0 female NA 1 2 23.45 S
## 905 3 0 male 23 0 0 7.90 S
## 906 3 1 male 32 0 0 7.85 S
## 907 3 0 male 27 0 0 7.85 S
## 908 3 0 female 20 1 0 9.83 S
## 909 3 0 female 21 1 0 9.83 S
## 910 3 1 male 32 0 0 7.93 S
## 911 3 0 male 17 0 0 7.13 S
## 912 3 0 male 21 0 0 8.43 S
## 913 3 0 male 30 0 0 7.90 S
## 914 3 1 male 21 0 0 7.80 S
## 915 3 0 male 33 0 0 7.85 S
## 916 3 0 male 22 0 0 7.52 S
## 917 3 1 female 4 0 1 13.42 C
## 918 3 1 male 39 0 1 13.42 C
## 919 3 0 male NA 0 0 7.23 C
## 920 3 0 male 19 0 0 7.23 C
## 921 3 0 male NA 0 0 7.75 Q
## 922 3 0 male NA 0 0 7.25 S
## 923 3 1 female NA 0 0 7.75 Q
## 924 3 1 female NA 0 0 7.75 Q
## 925 3 0 male 35 0 0 7.83 Q
## 926 3 0 male 44 0 0 8.05 S
## 927 3 1 male NA 0 0 7.75 Q
## 928 3 0 male NA 1 0 14.45 C
## 929 3 0 female NA 1 0 14.45 C
## 930 3 0 male NA 1 0 7.75 Q
## 931 3 0 male NA 1 0 7.75 Q
## 932 3 0 male NA 0 0 7.74 Q
## 933 3 0 female 22 2 0 8.66 S
## 934 3 0 male 26 2 0 8.66 S
## 935 3 1 female 4 0 2 22.03 S
## 936 3 1 male 29 3 1 22.03 S
## 937 3 1 female 26 1 1 22.03 S
## 938 3 0 female 1 1 1 12.18 S
## 939 3 0 male 18 1 1 7.85 S
## 940 3 0 female 36 0 2 12.18 S
## 941 3 0 male NA 0 0 7.90 C
## 942 3 1 male 25 0 0 7.23 C
## 943 3 0 male NA 0 0 7.23 C
## 944 3 0 female 37 0 0 9.59 S
## 945 3 0 male NA 0 0 7.90 S
## 946 3 1 male NA 0 0 56.50 S
## 947 3 0 male NA 0 0 56.50 S
## 948 3 1 female 22 0 0 7.25 S
## 949 3 0 male NA 0 0 7.75 Q
## 950 3 1 male 26 0 0 56.50 S
## 951 3 0 male 29 0 0 9.48 S
## 952 3 0 male 29 0 0 7.78 S
## 953 3 0 male 22 0 0 7.78 S
## 954 3 1 male 22 0 0 7.23 C
## 955 3 0 male NA 3 1 25.47 S
## 956 3 0 female NA 3 1 25.47 S
## 957 3 0 female NA 3 1 25.47 S
## 958 3 0 female NA 3 1 25.47 S
## 959 3 0 female NA 0 4 25.47 S
## 960 3 0 male 32 0 0 7.93 S
## 961 3 0 male 35 0 0 6.44 C
## 962 3 0 female NA 1 0 15.50 Q
## 963 3 0 male NA 1 0 15.50 Q
## 964 3 0 male 36 0 0 0.00 S
## 965 3 0 male 39 0 0 24.15 S
## 966 3 0 male 24 0 0 9.50 S
## 967 3 0 female 25 0 0 7.78 S
## 968 3 0 female 45 0 0 7.75 S
## 969 3 0 male 36 1 0 15.55 S
## 970 3 0 female 30 1 0 15.55 S
## 971 3 1 male 20 1 0 7.93 S
## 972 3 0 male NA 0 0 7.88 Q
## 973 3 0 male 28 0 0 56.50 S
## 974 3 0 male NA 0 0 7.55 S
## 975 3 0 male 30 1 0 16.10 S
## 976 3 0 female 26 1 0 16.10 S
## 977 3 0 male NA 0 0 7.88 S
## 978 3 0 male 21 0 0 7.25 S
## 979 3 1 male 27 0 0 8.66 S
## 980 3 0 male 51 0 0 7.05 S
## 981 3 1 female 23 0 0 7.85 S
## 982 3 1 male 32 0 0 7.58 S
## 983 3 0 male NA 0 0 7.90 S
## 984 3 0 male NA 0 0 7.55 S
## 985 3 1 female NA 0 0 7.75 Q
## 986 3 1 male 24 0 0 7.14 S
## 987 3 0 male 22 0 0 7.13 S
## 988 3 0 female NA 0 0 7.88 Q
## 989 3 0 male NA 0 0 7.75 Q
## 990 3 0 male NA 0 0 8.05 S
## 991 3 0 male 29 0 0 7.93 S
## 992 3 1 male NA 0 0 7.23 C
## 993 3 0 female 31 0 0 7.75 Q
## 994 3 1 female NA 0 0 7.74 Q
## 995 3 0 male NA 0 0 7.23 C
## 996 3 0 male 35 0 0 7.90 C
## 997 3 0 male 33 0 0 7.90 S
## 998 3 1 female NA 0 0 7.23 C
## 999 3 0 male NA 0 0 7.90 C
## 1000 3 1 female NA 0 0 7.75 Q
## 1001 3 1 male NA 0 0 7.75 Q
## 1002 3 1 female NA 2 0 23.25 Q
## 1003 3 1 female NA 2 0 23.25 Q
## 1004 3 1 male NA 2 0 23.25 Q
## 1005 3 1 female NA 0 0 7.79 Q
## 1006 3 0 male NA 0 0 15.50 Q
## 1007 3 1 female NA 0 0 7.88 Q
## 1008 3 1 female 15 0 0 8.03 Q
## 1009 3 0 female 35 0 0 7.75 Q
## 1010 3 0 male NA 0 0 7.75 Q
## 1011 3 0 male 24 1 0 16.10 S
## 1012 3 0 female 19 1 0 16.10 S
## 1013 3 0 female NA 0 0 7.75 Q
## 1014 3 0 female NA 0 0 8.05 S
## 1015 3 0 female NA 0 0 8.05 S
## 1016 3 0 male 56 0 0 8.05 S
## 1017 3 0 male NA 0 0 7.75 Q
## 1018 3 1 male 21 0 0 7.78 S
## 1019 3 0 male NA 0 0 8.05 S
## 1020 3 0 male 24 0 0 7.90 S
## 1021 3 0 male 21 0 0 7.90 S
## 1022 3 0 male 28 0 0 7.90 S
## 1023 3 0 male NA 0 0 7.90 S
## 1024 3 1 female NA 0 0 7.88 Q
## 1025 3 0 male 25 0 0 7.65 S
## 1026 3 1 male 6 0 1 12.48 S
## 1027 3 1 female 27 0 1 12.48 S
## 1028 3 0 male NA 0 0 8.05 S
## 1029 3 1 female NA 1 0 24.15 Q
## 1030 3 0 male NA 1 0 24.15 Q
## 1031 3 0 male NA 0 0 8.46 Q
## 1032 3 0 male 34 0 0 8.05 S
## 1033 3 0 male NA 0 0 7.75 Q
## 1034 3 1 male NA 0 0 7.78 S
## 1035 3 1 male NA 1 1 15.25 C
## 1036 3 1 male NA 1 1 15.25 C
## 1037 3 1 female NA 0 2 15.25 C
## 1038 3 1 female NA 0 0 7.23 C
## 1039 3 0 male NA 0 0 8.05 S
## 1040 3 1 female NA 0 0 7.73 Q
## 1041 3 1 female 24 0 0 7.75 Q
## 1042 3 0 male NA 0 0 8.05 S
## 1043 3 1 female NA 1 0 15.50 Q
## 1044 3 1 female NA 1 0 15.50 Q
## 1045 3 1 female NA 0 0 15.50 Q
## 1046 3 0 male 18 0 0 7.75 S
## 1047 3 0 male 22 0 0 7.90 S
## 1048 3 1 female 15 0 0 7.23 C
## 1049 3 1 female 1 0 2 15.74 C
## 1050 3 1 male 20 1 1 15.74 C
## 1051 3 1 female 19 1 1 15.74 C
## 1052 3 0 male 33 0 0 8.05 S
## 1053 3 0 male NA 0 0 7.90 S
## 1054 3 0 male NA 0 0 7.23 C
## 1055 3 0 female NA 0 0 7.75 Q
## 1056 3 0 male NA 0 0 7.90 S
## 1057 3 1 male 12 1 0 11.24 C
## 1058 3 1 female 14 1 0 11.24 C
## 1059 3 0 female 29 0 0 7.93 S
## 1060 3 0 male 28 0 0 8.05 S
## 1061 3 1 female 18 0 0 7.78 S
## 1062 3 1 female 26 0 0 7.85 S
## 1063 3 0 male 21 0 0 7.85 S
## 1064 3 0 male 41 0 0 7.13 S
## 1065 3 1 male 39 0 0 7.93 S
## 1066 3 0 male 21 0 0 7.80 S
## 1067 3 0 male 29 0 0 7.23 C
## 1068 3 1 female 22 0 0 7.75 S
## 1069 3 0 male 61 0 0 6.24 S
## 1070 3 0 male NA 1 0 15.50 Q
## 1071 3 0 male NA 0 0 7.83 Q
## 1072 3 1 female NA 1 0 15.50 Q
## 1073 3 0 male NA 0 0 7.73 Q
## 1074 3 0 male NA 0 0 7.75 Q
## 1075 3 0 male NA 0 0 7.75 Q
## 1076 3 0 male 23 0 0 9.23 S
## 1077 3 0 female NA 0 0 7.75 Q
## 1078 3 1 female NA 0 0 7.75 Q
## 1079 3 1 female NA 0 0 7.88 Q
## 1080 3 1 female 22 0 0 7.78 S
## 1081 3 1 male NA 0 0 7.75 Q
## 1082 3 1 female NA 0 0 7.83 Q
## 1083 3 1 male 9 0 1 3.17 S
## 1084 3 0 male 28 0 0 22.53 S
## 1085 3 0 male 42 0 1 8.40 S
## 1086 3 0 male NA 0 0 7.31 S
## 1087 3 0 female 31 0 0 7.85 S
## 1088 3 0 male 28 0 0 7.85 S
## 1089 3 1 male 32 0 0 7.78 S
## 1090 3 0 male 20 0 0 9.23 S
## 1091 3 0 female 23 0 0 8.66 S
## 1092 3 0 female 20 0 0 8.66 S
## 1093 3 0 male 20 0 0 8.66 S
## 1094 3 0 male 16 0 0 9.22 S
## 1095 3 1 female 31 0 0 8.68 S
## 1096 3 0 female NA 0 0 7.63 Q
## 1097 3 0 male 2 3 1 21.08 S
## 1098 3 0 male 6 3 1 21.08 S
## 1099 3 0 female 3 3 1 21.08 S
## 1100 3 0 female 8 3 1 21.08 S
## 1101 3 0 female 29 0 4 21.08 S
## 1102 3 0 male 1 4 1 39.69 S
## 1103 3 0 male 7 4 1 39.69 S
## 1104 3 0 male 2 4 1 39.69 S
## 1105 3 0 male 16 4 1 39.69 S
## 1106 3 0 male 14 4 1 39.69 S
## 1107 3 0 female 41 0 5 39.69 S
## 1108 3 0 male 21 0 0 8.66 S
## 1109 3 0 male 19 0 0 14.50 S
## 1110 3 0 male NA 0 0 8.71 C
## 1111 3 0 male 32 0 0 7.90 S
## 1112 3 0 male 1 1 1 13.78 S
## 1113 3 0 female 3 1 1 13.78 S
## 1114 3 0 female 26 0 2 13.78 S
## 1115 3 0 male NA 0 0 7.00 S
## 1116 3 0 male NA 0 0 7.78 S
## 1117 3 0 male NA 0 0 8.05 S
## 1118 3 0 male 21 0 0 7.93 S
## 1119 3 0 male 25 0 0 7.93 S
## 1120 3 0 male 22 0 0 7.25 S
## 1121 3 1 male 25 1 0 7.78 S
## 1122 3 1 male NA 1 1 22.36 C
## 1123 3 1 female NA 1 1 22.36 C
## 1124 3 1 female NA 0 2 22.36 C
## 1125 3 0 female NA 0 0 8.14 Q
## 1126 3 0 male 24 0 0 8.05 S
## 1127 3 0 female 28 0 0 7.90 S
## 1128 3 0 male 19 0 0 7.90 S
## 1129 3 0 male NA 0 0 7.90 S
## 1130 3 0 male 25 1 0 7.78 S
## 1131 3 0 female 18 0 0 7.78 S
## 1132 3 1 male 32 0 0 8.05 S
## 1133 3 0 male NA 0 0 7.90 S
## 1134 3 0 male 17 0 0 8.66 S
## 1135 3 0 male 24 0 0 8.66 S
## 1136 3 0 male NA 0 0 7.90 S
## 1137 3 0 female NA 0 0 8.11 S
## 1138 3 0 male NA 0 0 7.23 C
## 1139 3 0 male NA 0 0 7.25 S
## 1140 3 0 male 38 0 0 7.90 S
## 1141 3 0 male 21 0 0 8.05 S
## 1142 3 0 male 10 4 1 29.13 Q
## 1143 3 0 male 4 4 1 29.13 Q
## 1144 3 0 male 7 4 1 29.13 Q
## 1145 3 0 male 2 4 1 29.13 Q
## 1146 3 0 male 8 4 1 29.13 Q
## 1147 3 0 female 39 0 5 29.13 Q
## 1148 3 0 female 22 0 0 39.69 S
## 1149 3 0 male 35 0 0 7.13 S
## 1150 3 1 female NA 0 0 7.72 Q
## 1151 3 0 male NA 0 0 14.50 S
## 1152 3 0 female NA 0 0 14.50 S
## 1153 3 0 male 50 1 0 14.50 S
## 1154 3 0 female 47 1 0 14.50 S
## 1155 3 0 male NA 0 0 8.05 S
## 1156 3 0 male NA 0 0 7.78 S
## 1157 3 0 female 2 1 1 20.21 S
## 1158 3 0 male 18 1 1 20.21 S
## 1159 3 0 female 41 0 2 20.21 S
## 1160 3 1 female NA 0 0 8.05 S
## 1161 3 0 male 50 0 0 8.05 S
## 1162 3 0 male 16 0 0 8.05 S
## 1163 3 1 male NA 0 0 7.75 Q
## 1164 3 0 male NA 0 0 24.15 Q
## 1165 3 0 male NA 0 0 7.23 C
## 1166 3 0 male 25 0 0 7.23 C
## 1167 3 0 male NA 0 0 7.23 C
## 1168 3 0 male NA 0 0 7.73 Q
## 1169 3 0 male NA 0 0 7.58 S
## 1170 3 0 male 39 0 0 7.25 S
## 1171 3 0 male NA 8 2 69.55 S
## 1172 3 0 male 15 8 2 69.55 S
## 1173 3 0 female NA 8 2 69.55 S
## 1174 3 0 female NA 8 2 69.55 S
## 1175 3 0 female NA 8 2 69.55 S
## 1176 3 0 female NA 8 2 69.55 S
## 1177 3 0 male NA 8 2 69.55 S
## 1178 3 0 male NA 8 2 69.55 S
## 1179 3 0 male NA 8 2 69.55 S
## 1180 3 0 male NA 1 9 69.55 S
## 1181 3 0 female NA 1 9 69.55 S
## 1182 3 0 male 24 0 0 9.33 S
## 1183 3 1 female 21 0 0 7.65 S
## 1184 3 0 male 39 0 0 7.93 S
## 1185 3 0 male NA 2 0 21.68 C
## 1186 3 0 male NA 2 0 21.68 C
## 1187 3 0 male NA 2 0 21.68 C
## 1188 3 1 female 1 1 1 16.70 S
## 1189 3 1 female 24 0 2 16.70 S
## 1190 3 1 female 4 1 1 16.70 S
## 1191 3 1 male 25 0 0 9.50 S
## 1192 3 0 male 20 0 0 8.05 S
## 1193 3 0 male 25 0 0 8.05 S
## 1194 3 0 male NA 0 0 7.73 Q
## 1195 3 0 male NA 0 0 7.90 S
## 1196 3 0 male NA 0 0 7.75 Q
## 1197 3 1 male 29 0 0 9.50 S
## 1198 3 0 male NA 0 0 15.10 S
## 1199 3 1 female NA 0 0 7.78 Q
## 1200 3 0 male NA 0 0 8.05 S
## 1201 3 0 male NA 0 0 8.05 S
## 1202 3 0 male 22 0 0 7.23 C
## 1203 3 0 male NA 0 0 8.05 S
## 1204 3 0 male 40 0 0 7.90 S
## 1205 3 0 male 21 0 0 7.93 S
## 1206 3 1 female 18 0 0 7.50 S
## 1207 3 0 male 4 3 2 27.90 S
## 1208 3 0 male 10 3 2 27.90 S
## 1209 3 0 female 9 3 2 27.90 S
## 1210 3 0 female 2 3 2 27.90 S
## 1211 3 0 male 40 1 4 27.90 S
## 1212 3 0 female 45 1 4 27.90 S
## 1213 3 0 male NA 0 0 7.90 S
## 1214 3 0 male NA 0 0 8.05 S
## 1215 3 0 male NA 0 0 8.66 S
## 1216 3 0 male NA 0 0 7.75 Q
## 1217 3 1 female NA 0 0 7.73 Q
## 1218 3 0 male 19 0 0 7.65 S
## 1219 3 0 male 30 0 0 8.05 S
## 1220 3 0 male NA 0 0 8.05 S
## 1221 3 0 male 32 0 0 8.05 S
## 1222 3 0 male NA 0 0 7.90 S
## 1223 3 0 male 33 0 0 8.66 C
## 1224 3 1 female 23 0 0 7.55 S
## 1225 3 0 male 21 0 0 8.05 S
## 1226 3 0 male 61 0 0 NA S
## 1227 3 0 male 19 0 0 7.90 S
## 1228 3 0 female 22 0 0 9.84 S
## 1229 3 1 male 31 0 0 7.93 S
## 1230 3 0 male 27 0 0 8.66 S
## 1231 3 0 female 2 0 1 10.46 S
## 1232 3 0 female 29 1 1 10.46 S
## 1233 3 1 male 16 0 0 8.05 S
## 1234 3 1 male 44 0 0 7.93 S
## 1235 3 0 male 25 0 0 7.05 S
## 1236 3 0 male 74 0 0 7.78 S
## 1237 3 1 male 14 0 0 9.23 S
## 1238 3 0 male 24 0 0 7.80 S
## 1239 3 1 male 25 0 0 7.80 S
## 1240 3 0 male 34 0 0 8.05 S
## 1241 3 1 male 0 0 1 8.52 C
## 1242 3 0 male NA 1 0 6.44 C
## 1243 3 0 male NA 0 0 6.44 C
## 1244 3 0 male NA 0 0 7.23 C
## 1245 3 1 female 16 1 1 8.52 C
## 1246 3 0 male NA 0 0 8.05 S
## 1247 3 0 male NA 1 0 16.10 S
## 1248 3 1 female NA 1 0 16.10 S
## 1249 3 0 male 32 0 0 7.93 S
## 1250 3 0 male NA 0 0 7.75 Q
## 1251 3 0 male NA 0 0 7.90 S
## 1252 3 0 male 31 0 0 8.05 S
## 1253 3 0 male 44 0 0 8.05 S
## 1254 3 0 male NA 0 0 7.23 C
## 1255 3 1 male 25 0 0 0.00 S
## 1256 3 0 male NA 0 0 7.23 C
## 1257 3 1 male 7 1 1 15.25 C
## 1258 3 1 female 9 1 1 15.25 C
## 1259 3 1 female 29 0 2 15.25 C
## 1260 3 0 male 36 0 0 7.90 S
## 1261 3 1 female 18 0 0 9.84 S
## 1262 3 1 female 63 0 0 9.59 S
## 1263 3 0 male NA 1 1 14.50 S
## 1264 3 0 male 12 1 1 14.50 S
## 1265 3 0 male 41 0 2 14.50 S
## 1266 3 0 female 10 0 2 24.15 S
## 1267 3 0 male 36 1 1 24.15 S
## 1268 3 0 female 30 1 1 24.15 S
## 1269 3 0 male NA 0 0 9.50 S
## 1270 3 0 male 33 0 0 9.50 S
## 1271 3 0 male 28 0 0 9.50 S
## 1272 3 0 male 28 0 0 9.50 S
## 1273 3 0 male 47 0 0 9.00 S
## 1274 3 0 female 18 2 0 18.00 S
## 1275 3 0 male 31 3 0 18.00 S
## 1276 3 0 male 16 2 0 18.00 S
## 1277 3 0 female 31 1 0 18.00 S
## 1278 3 1 male 22 0 0 7.23 C
## 1279 3 0 male 20 0 0 7.85 S
## 1280 3 0 female 14 0 0 7.85 S
## 1281 3 0 male 22 0 0 7.90 S
## 1282 3 0 male 22 0 0 9.00 S
## 1283 3 0 male NA 0 0 8.05 S
## 1284 3 0 male NA 0 0 7.55 S
## 1285 3 0 male NA 0 0 8.05 S
## 1286 3 0 male 33 0 0 9.50 S
## 1287 3 1 female 38 0 0 7.23 C
## 1288 3 0 male 51 0 0 7.75 S
## 1289 3 0 male 18 1 0 6.50 S
## 1290 3 0 male 21 1 0 6.50 S
## 1291 3 1 female 47 1 0 7.00 S
## 1292 3 0 male NA 0 0 8.71 S
## 1293 3 0 male NA 0 0 7.55 S
## 1294 3 0 male NA 0 0 8.05 S
## 1295 3 0 male 29 0 0 16.10 S
## 1296 3 0 male 21 0 0 7.25 S
## 1297 3 0 male 27 0 0 8.66 S
## 1298 3 0 male NA 0 0 7.25 S
## 1299 3 0 male 36 0 0 9.50 S
## 1300 3 0 male 27 1 0 14.45 C
## 1301 3 1 female 15 1 0 14.45 C
## 1302 3 0 male 46 0 0 7.23 C
## 1303 3 0 male NA 0 0 7.23 C
## 1304 3 0 male NA 0 0 14.46 C
## 1305 3 0 female 15 1 0 14.45 C
## 1306 3 0 female NA 1 0 14.45 C
## 1307 3 0 male 27 0 0 7.23 C
## 1308 3 0 male 27 0 0 7.23 C
## 1309 3 0 male 29 0 0 7.88 Stitanic_csv <-tbl_df(read.csv(file="http://www.personal.psu.edu/dlp/w540/titanic540.csv"))
titanic_csv## # A tibble: 1,309 x 8
## pclass survived sex age sibsp parch fare embarked
## <int> <int> <fctr> <int> <int> <int> <dbl> <fctr>
## 1 1 1 female 29 0 0 211.34 S
## 2 1 1 male 1 1 2 151.55 S
## 3 1 0 female 2 1 2 151.55 S
## 4 1 0 male 30 1 2 151.55 S
## 5 1 0 female 25 1 2 151.55 S
## 6 1 1 male 48 0 0 26.55 S
## 7 1 1 female 63 1 0 77.96 S
## 8 1 0 male 39 0 0 0.00 S
## 9 1 1 female 53 2 0 51.48 S
## 10 1 0 male 71 0 0 49.50 C
## # ... with 1,299 more rowssurvivors <- filter(titanic_csv, survived == 1)
glimpse(survivors)## Observations: 500
## Variables: 8
## $ pclass <int> 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,...
## $ survived <int> 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,...
## $ sex <fctr> female, male, male, female, female, female, female, ...
## $ age <int> 29, 1, 48, 63, 53, 18, 24, 26, 80, 50, 32, 37, 47, 26...
## $ sibsp <int> 0, 1, 0, 1, 2, 1, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 1, 1,...
## $ parch <int> 0, 2, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 1, 0, 0, 0, 0, 0,...
## $ fare <dbl> 211.34, 151.55, 26.55, 77.96, 51.48, 227.53, 69.30, 7...
## $ embarked <fctr> S, S, S, S, S, C, C, S, S, C, C, S, S, C, C, S, C, C...#Total number of survivors = 500
#Total passengers (as per tibble) 1309
survivor_prop <-500/1309
survivor_prop## [1] 0.381971titanic_csv %>%
group_by(sex) %>%
summarize(num=n(), na.rm=TRUE)## # A tibble: 2 x 3
## sex num na.rm
## <fctr> <int> <lgl>
## 1 female 466 TRUE
## 2 male 843 TRUEtitanic_csv%>%
group_by(sex)%>%
summarize(prop_survived=mean(survived, na.rm=TRUE))## # A tibble: 2 x 2
## sex prop_survived
## <fctr> <dbl>
## 1 female 0.7274678
## 2 male 0.1909846titanic_csv%>%
filter(survived==1, sex=="female", age)%>%
summarise(avgagexxsurvivors=mean(age))## # A tibble: 1 x 1
## avgagexxsurvivors
## <dbl>
## 1 29.92096under10 <-titanic_csv%>%
filter(survived==1, age < 10)
under10## # A tibble: 50 x 8
## pclass survived sex age sibsp parch fare embarked
## <int> <int> <fctr> <int> <int> <int> <dbl> <fctr>
## 1 1 1 male 1 1 2 151.55 S
## 2 1 1 male 4 0 2 81.86 S
## 3 1 1 male 6 0 2 134.50 C
## 4 2 1 male 1 2 1 39.00 S
## 5 2 1 female 4 2 1 39.00 S
## 6 2 1 male 1 0 2 29.00 S
## 7 2 1 female 8 0 2 26.25 S
## 8 2 1 male 8 1 1 36.75 S
## 9 2 1 male 8 0 2 32.50 S
## 10 2 1 male 1 1 1 14.50 S
## # ... with 40 more rowsnrow(under10)## [1] 50survivors_age10up <-titanic_csv%>%
filter(survived==1, age > 9)
survivors_age10up## # A tibble: 377 x 8
## pclass survived sex age sibsp parch fare embarked
## <int> <int> <fctr> <int> <int> <int> <dbl> <fctr>
## 1 1 1 female 29 0 0 211.34 S
## 2 1 1 male 48 0 0 26.55 S
## 3 1 1 female 63 1 0 77.96 S
## 4 1 1 female 53 2 0 51.48 S
## 5 1 1 female 18 1 0 227.53 C
## 6 1 1 female 24 0 0 69.30 C
## 7 1 1 female 26 0 0 78.85 S
## 8 1 1 male 80 0 0 30.00 S
## 9 1 1 female 50 0 1 247.52 C
## 10 1 1 female 32 0 0 76.29 C
## # ... with 367 more rowssummary(survivors_age10up)## pclass survived sex age sibsp
## Min. :1.000 Min. :1 female:267 Min. :11.00 Min. :0.0000
## 1st Qu.:1.000 1st Qu.:1 male :110 1st Qu.:22.00 1st Qu.:0.0000
## Median :2.000 Median :1 Median :30.00 Median :0.0000
## Mean :1.809 Mean :1 Mean :32.27 Mean :0.4403
## 3rd Qu.:3.000 3rd Qu.:1 3rd Qu.:40.00 3rd Qu.:1.0000
## Max. :3.000 Max. :1 Max. :80.00 Max. :4.0000
## parch fare embarked
## Min. :0.0000 Min. : 0.00 : 2
## 1st Qu.:0.0000 1st Qu.: 12.48 C:120
## Median :0.0000 Median : 26.55 Q: 13
## Mean :0.4271 Mean : 56.71 S:242
## 3rd Qu.:1.0000 3rd Qu.: 76.29
## Max. :5.0000 Max. :512.33head(titanic_csv)## # A tibble: 6 x 8
## pclass survived sex age sibsp parch fare embarked
## <int> <int> <fctr> <int> <int> <int> <dbl> <fctr>
## 1 1 1 female 29 0 0 211.34 S
## 2 1 1 male 1 1 2 151.55 S
## 3 1 0 female 2 1 2 151.55 S
## 4 1 0 male 30 1 2 151.55 S
## 5 1 0 female 25 1 2 151.55 S
## 6 1 1 male 48 0 0 26.55 Sembarksurvivors <-titanic_csv%>%
filter(survived==1) %>%
group_by(embarked)
embarksurvivors## # A tibble: 500 x 8
## # Groups: embarked [4]
## pclass survived sex age sibsp parch fare embarked
## <int> <int> <fctr> <int> <int> <int> <dbl> <fctr>
## 1 1 1 female 29 0 0 211.34 S
## 2 1 1 male 1 1 2 151.55 S
## 3 1 1 male 48 0 0 26.55 S
## 4 1 1 female 63 1 0 77.96 S
## 5 1 1 female 53 2 0 51.48 S
## 6 1 1 female 18 1 0 227.53 C
## 7 1 1 female 24 0 0 69.30 C
## 8 1 1 female 26 0 0 78.85 S
## 9 1 1 male 80 0 0 30.00 S
## 10 1 1 female 50 0 1 247.52 C
## # ... with 490 more rowssummarise (embarksurvivors)## # A tibble: 4 x 1
## embarked
## <fctr>
## 1
## 2 C
## 3 Q
## 4 S