BTVN7
PACKAGE: AER - DATASET: Fertility
MÔ TẢ DỮ LIỆU
Bảng dữ liệu gồm 254,654 quan sát và 8 biến:
morekids: Người mẹ có nhiều hơn 2 con (yes/no)
gender1: Giới tính của con đầu lòng (male/female)
age: Tuổi của người mẹ (numberic)
afam: Người mẹ có là người Mỹ gốc Phi (yes/no)
hispanic: Người mẹ có là người gốc Tây Ban Nha (yes/no)
other: Người mẹ không phải là người Mỹ gốc Phi, người gốc Tây Ban Nha hay người da trắng (yes/no)
work: số tuần mà người mẹ làm việc trong 1 năm
library("AER")## Loading required package: car## Loading required package: carData## Loading required package: lmtest## Loading required package: zoo##
## Attaching package: 'zoo'## The following objects are masked from 'package:base':
##
## as.Date, as.Date.numeric## Loading required package: sandwich## Loading required package: survivaldata("Fertility")
Fertility## morekids gender1 gender2 age afam hispanic other work
## 1 no male female 27 no no no 0
## 2 no female male 30 no no no 30
## 3 no male female 27 no no no 0
## 4 no male female 35 yes no no 0
## 5 no female female 30 no no no 22
## 6 no male female 26 no no no 40
## 7 no female male 29 no no no 0
## 8 no male male 33 no no no 52
## 9 no female male 29 no no no 0
## 10 no male female 27 no no no 0
## 11 yes male male 28 no no no 0
## 12 no female male 28 no no no 52
## 13 no male male 35 no no no 52
## 14 no female female 34 no no no 52
## 15 no female female 32 no no no 8
## 16 no female male 26 no no no 7
## 17 no female female 34 no no no 0
## 18 yes male female 35 no no no 40
## 19 yes female female 24 no no no 0
## 20 no female male 33 no no no 0
## 21 yes male male 29 no no no 0
## 22 no male male 29 no no no 52
## 23 yes male male 31 no no no 0
## 24 yes male female 30 no no no 0
## 25 no male male 35 no no no 0
## 26 no male female 28 no no no 52
## 27 no male male 21 no no no 0
## 28 no male male 28 no no no 0
## 29 no female male 26 no no no 20
## 30 yes female female 30 no no no 0
## 31 no female female 26 no no no 40
## 32 yes female male 29 no no no 12
## 33 no female male 33 no no no 0
## 34 yes male female 26 no no no 37
## 35 no female male 28 no no no 20
## 36 no female male 33 no no no 12
## 37 no male female 32 no no no 0
## 38 yes male female 26 no no no 52
## 39 yes female male 32 no no no 52
## 40 no female male 28 no no no 0
## 41 yes female male 32 yes no no 40
## 42 no male female 35 no no no 0
## 43 no female female 33 no no no 0
## 44 no female female 32 no no no 42
## 45 no male female 29 no no no 0
## 46 no female male 29 no no no 52
## 47 no female male 31 no no no 0
## 48 yes male male 30 no no no 51
## 49 no male female 28 no no no 0
## 50 no male female 29 no no no 0
## 51 no male female 33 no no no 0
## 52 no male male 28 no no no 0
## 53 no male male 32 no no no 52
## 54 no male female 30 no no no 17
## 55 yes male male 31 no no no 0
## 56 yes male female 33 no no no 21
## 57 no male female 28 no no no 8
## 58 yes female male 30 no no no 34
## 59 yes male female 30 no no no 0
## 60 no female male 34 no no no 52
## 61 no male female 34 no no no 50
## 62 yes female female 26 no no no 0
## 63 no female male 33 no no no 0
## 64 no female male 35 no no no 52
## 65 no female female 28 no no no 0
## 66 yes female male 31 no no no 48
## 67 no male male 29 no no no 0
## 68 no female male 32 no no no 52
## 69 no male female 32 no no no 42
## 70 yes female male 31 no no no 0
## 71 no female male 31 no no no 0
## 72 yes male male 27 no no no 0
## 73 no male male 25 no no no 36
## 74 no male female 31 no no no 40
## 75 yes female female 34 no no no 52
## 76 yes male male 33 no no no 52
## 77 no male female 31 no no no 0
## 78 no male female 30 no no no 0
## 79 no male female 25 no no no 0
## 80 no female female 31 no no no 52
## 81 yes female male 32 no no no 0
## 82 no female male 31 no no no 0
## 83 yes female male 32 no no no 0
## 84 no female male 28 no no no 49
## 85 no female male 25 no no no 26
## 86 no male male 33 no no no 52
## 87 yes male male 29 no no no 0
## 88 no female female 31 no no no 52
## 89 no female female 33 no no no 0
## 90 no male female 33 no no no 0
## 91 yes male male 27 no no no 0
## 92 yes male female 34 no no no 52
## 93 yes female female 35 no no no 40
## 94 no female female 30 no no no 52
## 95 yes male female 23 no no no 18
## 96 no female male 23 no no no 26
## 97 yes male female 29 no no no 0
## 98 no male male 29 no no no 4
## 99 no female female 24 no no no 0
## 100 no male male 32 no no no 32
## 101 no female female 33 no no no 0
## 102 no female male 29 no no no 20
## 103 yes male female 22 no no no 0
## 104 yes male male 31 no no no 50
## 105 yes male female 27 no no no 40
## 106 no female male 31 no no no 20
## 107 yes female female 35 no no no 0
## 108 yes male male 30 no no no 0
## 109 no male male 27 no no no 5
## 110 no male female 28 no no no 0
## 111 no female female 30 no no no 0
## 112 no male female 30 no no no 40
## 113 no male male 26 no no no 0
## 114 no female female 34 no no yes 0
## 115 yes female female 33 no no no 52
## 116 no female female 29 no no no 3
## 117 no male male 27 no no no 0
## 118 no male female 28 no no no 40
## 119 yes female female 34 no no no 6
## 120 no male female 32 no no no 0
## 121 yes male male 30 no no no 34
## 122 yes female female 28 no no no 46
## 123 no male female 24 no no no 52
## 124 no male male 32 no no no 8
## 125 no female male 31 no no no 0
## 126 no male male 24 no no no 0
## 127 yes female female 32 no no no 2
## 128 yes female male 35 no no no 0
## 129 no female female 29 no no no 0
## 130 no male male 33 no no no 0
## 131 yes male female 32 no no no 0
## 132 no male female 27 no no no 52
## 133 yes female male 34 no no no 38
## 134 no female male 33 no no no 0
## 135 no male male 30 yes no no 52
## 136 no female male 32 no no no 48
## 137 yes male female 35 no no no 0
## 138 no male female 31 no no no 0
## 139 yes female male 31 no no no 0
## 140 no female female 35 no no no 0
## 141 no male male 25 no no no 28
## 142 no male female 33 yes no no 50
## 143 yes male male 30 no no no 0
## 144 no female male 28 no no no 52
## 145 no male female 32 no no no 52
## 146 no female male 32 no no no 0
## 147 yes female male 27 no no no 0
## 148 yes male female 32 no no no 3
## 149 no male female 34 no no no 13
## 150 no male male 22 no no no 8
## 151 no female female 32 no no no 40
## 152 no female female 31 yes no no 26
## 153 no male female 35 yes no no 52
## 154 no male male 34 no no no 0
## 155 yes female female 35 no no no 0
## 156 yes male male 29 no no no 40
## 157 no female male 24 no no no 0
## 158 no male male 28 no no no 48
## 159 no female male 33 no no no 0
## 160 yes female female 32 no no no 0
## 161 no male male 27 no no no 42
## 162 no male male 32 no no no 36
## 163 yes female female 31 no no no 0
## 164 no female female 33 no no no 40
## 165 yes male male 33 no no no 26
## 166 no female female 32 no no no 52
## 167 no female male 33 no no no 52
## 168 yes male female 32 no no no 0
## 169 yes male female 28 yes no no 52
## 170 no female female 23 no no no 48
## 171 no female female 28 no no no 0
## 172 yes male male 33 no no no 52
## 173 no male female 29 no no no 38
## 174 no male male 34 no no no 52
## 175 no male female 32 no no no 0
## 176 yes male male 30 yes no no 52
## 177 yes female female 28 no no no 0
## 178 no female male 35 no no no 26
## 179 yes male female 28 no no no 52
## 180 no male female 29 no no no 52
## 181 no male female 33 no no no 0
## 182 no male female 34 no no no 0
## 183 no female male 30 no no no 4
## 184 yes female female 33 no no no 0
## 185 no female male 23 yes no no 52
## 186 no female female 30 no no no 52
## 187 no female male 26 no no no 0
## 188 no female female 31 no no no 0
## 189 no male female 32 yes no no 52
## 190 yes female female 25 no no no 0
## 191 no male female 33 no no no 40
## 192 yes male male 34 no no no 40
## 193 yes male male 30 no no no 52
## 194 no male female 31 yes no no 0
## 195 no male female 28 no no no 12
## 196 no female female 33 no no no 52
## 197 no male female 33 no no no 39
## 198 yes female male 35 no no no 10
## 199 no female male 29 no no no 52
## 200 no male female 26 no no no 32
## 201 no female male 30 no no no 0
## 202 no female male 30 no no no 0
## 203 no male male 31 no no no 0
## 204 no female female 32 no no no 51
## 205 no male female 26 no no no 0
## 206 no male female 29 no no no 0
## 207 yes female male 22 no no no 0
## 208 yes female female 35 no no no 0
## 209 yes female female 33 no no no 52
## 210 no male male 25 no no no 50
## 211 yes male female 34 no no no 0
## 212 yes female female 35 no no no 0
## 213 yes female female 30 no no no 0
## 214 yes male female 24 no no no 0
## 215 yes female female 30 no no no 0
## 216 no male female 23 no no no 52
## 217 yes female female 26 no no no 0
## 218 no male female 25 no no no 52
## 219 yes female male 32 no no no 42
## 220 yes female male 35 no no no 19
## 221 yes male male 33 no no no 40
## 222 yes female female 31 no no no 52
## 223 no male female 32 no no no 39
## 224 yes female female 29 no no no 0
## 225 no male female 30 no no no 20
## 226 no male male 31 no no no 0
## 227 no female male 32 no no no 52
## 228 no female male 29 no no no 0
## 229 no female male 35 no no no 39
## 230 no male female 32 no no no 20
## 231 no male female 32 no no no 8
## 232 yes male male 34 no no no 28
## 233 yes female male 30 no no no 0
## 234 no male male 31 no no no 44
## 235 yes female male 31 no no no 11
## 236 no male female 28 no no no 0
## 237 no male female 28 no yes no 10
## 238 yes female male 35 no no no 15
## 239 no male female 26 no no no 0
## 240 yes female female 33 yes no no 48
## 241 yes female female 34 no no no 22
## 242 no male male 25 no no no 32
## 243 yes female female 32 no no no 12
## 244 yes male male 32 no no no 52
## 245 yes female female 26 no no no 12
## 246 no female male 25 no no no 15
## 247 no female male 32 no no no 52
## 248 no male male 28 no no no 0
## 249 yes female male 26 no no no 0
## 250 no female female 35 no no no 0
## 251 no female female 26 no no no 0
## 252 yes male female 33 no no no 0
## 253 no male female 31 no no no 20
## 254 yes female male 24 no no no 0
## 255 yes female female 33 no no no 0
## 256 no male male 31 no no no 0
## 257 no male female 33 no no no 50
## 258 yes female female 35 no no no 0
## 259 yes female female 32 no no no 0
## 260 no male female 28 no no no 0
## 261 yes male female 32 no no no 0
## 262 no female male 32 no no no 0
## 263 no male female 30 no no no 0
## 264 no male female 32 no no no 0
## 265 no male male 33 no no no 52
## 266 yes male male 35 no no no 0
## 267 no male male 28 no no no 14
## 268 no male male 30 no no no 36
## 269 no female male 28 no no no 0
## 270 no male male 31 no no no 52
## 271 yes female female 35 no no no 52
## 272 no female female 27 no no no 52
## 273 no male female 25 no no no 0
## 274 no female female 32 no no no 0
## 275 no male female 29 no no no 0
## 276 no male male 32 no no no 0
## 277 yes female male 29 no no no 12
## 278 no male male 32 no no no 0
## 279 no male female 34 no no no 0
## 280 no female female 30 no no no 40
## 281 no female male 28 no no no 0
## 282 no female female 34 no no no 0
## 283 no male male 35 no no no 52
## 284 yes female female 33 no no no 0
## 285 yes female male 31 no no no 0
## 286 yes female female 35 no no no 3
## 287 no female female 29 yes no no 52
## 288 yes female female 35 no no no 0
## 289 no male male 21 yes no no 52
## 290 no female male 30 no no no 52
## 291 no female male 24 no no no 12
## 292 no female female 27 no no no 20
## 293 yes male male 31 no no no 0
## 294 no male female 29 no no yes 0
## 295 no female male 21 no no no 0
## 296 no female male 35 no no no 52
## 297 yes female male 25 no no no 0
## 298 no female female 30 no no no 51
## 299 yes female male 26 no no no 0
## 300 yes female female 28 no no no 0
## 301 yes female female 31 no no no 18
## 302 yes female female 33 no no no 28
## 303 no male male 26 no no no 20
## 304 no female male 34 no no no 32
## 305 no female female 33 no no no 26
## 306 yes male female 29 no no no 52
## 307 no male male 31 no no no 0
## 308 no male female 25 no no no 0
## 309 no male female 30 no no no 6
## 310 no female male 34 no no no 52
## 311 no female female 35 no no no 52
## 312 no male female 33 no no no 52
## 313 yes female male 34 no no no 0
## 314 no female male 35 no no no 15
## 315 yes male male 33 no no no 0
## 316 yes female female 34 no no no 50
## 317 no female female 26 no no no 32
## 318 yes male male 31 no no no 0
## 319 yes female female 33 no no no 40
## 320 no male female 27 no no no 52
## 321 no female female 29 no no no 0
## 322 no female female 34 no no no 44
## 323 no male male 25 no no no 36
## 324 no female male 26 no no no 0
## 325 no female female 34 no no no 0
## 326 no male male 32 no no no 46
## 327 yes female male 28 no no no 50
## 328 yes male female 31 no no no 0
## 329 no female male 29 no no no 0
## 330 no male male 22 no no no 8
## 331 no female female 29 no no no 0
## 332 no male female 24 no no no 0
## 333 yes male male 34 no no no 0
## 334 no female female 35 no no no 52
## 335 yes male male 28 no no no 0
## 336 no male male 23 no no no 32
## 337 yes female female 32 no no no 52
## 338 yes male male 34 no no no 52
## 339 yes male male 30 no no no 0
## 340 yes female male 31 no no no 0
## 341 yes male female 35 no no no 0
## 342 no male female 29 no no no 49
## 343 yes male female 28 yes no no 0
## 344 no male male 34 no no no 0
## 345 no female female 29 no no no 52
## 346 no male male 28 no no no 20
## 347 no female female 24 no no no 0
## 348 yes male female 30 no no no 0
## 349 no male female 34 no no no 36
## 350 yes male male 33 no no no 24
## 351 no male female 32 no no no 0
## 352 no male male 28 no no no 0
## 353 no female male 28 no no no 0
## 354 no male male 32 no no no 0
## 355 yes female female 31 no no no 52
## 356 no male female 30 no no no 17
## 357 no female male 31 no no no 10
## 358 yes female female 35 no no no 50
## 359 no female male 33 no no no 0
## 360 no female female 24 no no no 0
## 361 no male female 25 no no no 2
## 362 no male male 31 no no no 20
## 363 no female male 30 no no no 36
## 364 no female male 30 no no no 52
## 365 yes male female 31 no no no 25
## 366 yes female male 34 no no no 0
## 367 no male female 32 no no no 16
## 368 no male male 31 no no no 40
## 369 yes male male 28 no no no 1
## 370 no male female 28 no no no 0
## 371 no male female 21 no no no 0
## 372 yes male male 33 no no no 0
## 373 no female female 35 no no no 2
## 374 yes male female 28 no no no 0
## 375 no female female 25 no no no 0
## 376 no female male 30 no no no 49
## 377 yes female female 27 no no no 0
## 378 yes male male 32 no no no 24
## 379 no female male 27 no no no 0
## 380 yes male female 34 no no no 40
## 381 no female female 35 no no no 36
## 382 no female female 28 no no no 52
## 383 no male female 35 no no no 34
## 384 no male male 33 no no no 0
## 385 no female male 34 no no no 0
## 386 no female female 34 no no no 0
## 387 no female female 27 no no no 52
## 388 no female female 31 no no no 0
## 389 yes male female 30 no no no 40
## 390 yes male female 32 no no no 52
## 391 no female male 25 no no no 0
## 392 no male male 34 no no no 12
## 393 yes female male 27 no no no 9
## 394 yes male female 32 no no no 36
## 395 yes male female 34 no no no 13
## 396 no female male 31 no no no 0
## 397 yes female female 32 no no no 6
## 398 no male female 34 no no no 0
## 399 yes female female 30 no no no 0
## 400 no female male 23 no no no 0
## 401 yes female male 29 no no no 52
## 402 yes female female 35 no no no 52
## 403 no female male 28 no no no 13
## 404 no female female 32 no no no 45
## 405 yes female male 33 no no no 37
## 406 no male male 32 no no no 36
## 407 no male female 26 no no no 28
## 408 no female male 33 no no no 52
## 409 no female male 31 no no no 14
## 410 yes female male 28 no no no 36
## 411 no female female 28 no no no 0
## 412 yes female female 30 no no no 1
## 413 no male male 31 no no no 12
## 414 no male female 32 no no no 52
## 415 yes male female 33 no no no 0
## 416 yes male male 35 no no no 0
## 417 no male male 30 no no no 40
## 418 no male female 30 no no no 52
## 419 no male female 31 no no no 0
## 420 no female female 32 no no no 0
## 421 yes female male 35 no no no 52
## 422 no male male 31 no no no 12
## 423 yes male male 30 no no no 0
## 424 no male female 33 no no no 1
## 425 yes female female 33 no no no 48
## 426 no male male 29 no no no 52
## 427 no male female 29 no no no 0
## 428 no female male 32 no no no 0
## 429 no female male 27 no no no 0
## 430 yes female male 33 no no no 5
## 431 yes male male 27 no no no 0
## 432 no male male 26 no no no 40
## 433 no female female 27 no no no 0
## 434 yes male male 35 no no no 0
## 435 no male male 26 no no no 52
## 436 no female male 30 no no no 0
## 437 no female female 28 no no no 45
## 438 yes female female 31 no no no 0
## 439 no female female 27 no no no 0
## 440 no female female 32 no no no 0
## 441 yes female female 35 yes no no 47
## 442 yes female male 33 no no no 0
## 443 no female male 28 no no no 0
## 444 yes female female 33 no no no 15
## 445 yes female female 32 no no no 0
## 446 yes female female 30 no no no 51
## 447 no male female 35 no no no 52
## 448 no male male 32 no no no 0
## 449 no male male 33 no no no 52
## 450 yes female female 32 no no no 0
## 451 yes female male 34 no no no 0
## 452 no male male 27 no no no 52
## 453 yes male female 35 no no no 0
## 454 yes female female 30 no no no 6
## 455 no male male 22 no no no 52
## 456 no female male 34 no no no 0
## 457 no male female 29 no no no 13
## 458 yes female female 31 no no no 40
## 459 yes female male 33 no no no 0
## 460 yes male male 28 no no no 0
## 461 no female female 28 no no no 52
## 462 no male male 29 no no no 0
## 463 yes male male 32 no no no 0
## 464 no female male 34 no no no 52
## 465 yes male male 35 no no no 52
## 466 no female male 31 no no no 4
## 467 no male female 28 no no no 0
## 468 yes male male 25 no no no 0
## 469 no female male 34 no no no 0
## 470 no male male 27 no no no 16
## 471 no female male 23 no no no 16
## 472 yes male male 23 no no no 28
## 473 no male female 29 no no no 0
## 474 no male male 29 no no no 12
## 475 no female male 29 no no no 0
## 476 no male male 30 no no no 26
## 477 no male female 32 no no no 52
## 478 no male female 34 no no no 25
## 479 no male female 26 no no no 4
## 480 no female male 31 no no no 0
## 481 no male male 28 no no no 0
## 482 no female male 34 no no no 50
## 483 no female male 33 no no no 0
## 484 no female female 23 no no no 0
## 485 yes female female 34 no no no 0
## 486 no male male 26 no no no 40
## 487 yes female female 30 no no no 0
## 488 no female male 27 no no no 50
## 489 yes male male 33 no no no 0
## 490 no female female 35 no no no 40
## 491 no female male 30 no no no 50
## 492 no female female 28 no no no 0
## 493 no male female 30 no no no 12
## 494 no female male 31 no no no 20
## 495 no male male 31 no no no 52
## 496 no male female 24 no no no 52
## 497 no male male 24 no no no 0
## 498 yes male male 33 no no no 0
## 499 yes female female 29 no no no 0
## 500 no female male 31 no no no 0
## 501 yes female male 31 no no no 46
## 502 no female male 27 no no no 48
## 503 yes female female 30 no no no 0
## 504 yes female male 28 no no no 40
## 505 no female male 25 no no no 25
## 506 no male female 25 no no no 16
## 507 no male female 33 no no no 52
## 508 no male male 31 no no no 52
## 509 yes female male 33 no no no 52
## 510 no female female 25 no no no 0
## 511 no male female 35 no no no 14
## 512 yes female female 25 no no no 0
## 513 no female female 34 no no no 1
## 514 no male female 31 no no no 20
## 515 no female male 33 no no no 52
## 516 no male female 29 no no no 17
## 517 no female female 34 no no no 52
## 518 no male male 33 no no no 0
## 519 no male female 25 no no no 0
## 520 yes female male 29 no no no 0
## 521 no male male 34 no no no 52
## 522 yes male female 25 yes no no 50
## 523 yes female male 34 no no no 0
## 524 no female female 24 no no no 0
## 525 yes male male 34 no no no 36
## 526 no female female 25 no no no 40
## 527 no male male 27 no no no 0
## 528 no female male 34 no no no 0
## 529 no male male 32 no no no 24
## 530 no male male 30 no no no 26
## 531 yes male male 29 no no no 0
## 532 no male female 32 no no no 20
## 533 no female female 33 no no no 42
## 534 no female female 31 no no no 0
## 535 no male female 34 no no no 20
## 536 no male male 30 no no no 0
## 537 no female male 25 no no no 20
## 538 yes male male 30 no no no 0
## 539 no female male 26 no no no 36
## 540 no male male 30 no no no 35
## 541 no male male 25 no no no 0
## 542 yes female female 33 no no no 0
## 543 no male male 35 no no no 0
## 544 no female female 25 no no no 52
## 545 no male male 27 no no no 25
## 546 no female female 32 no no no 52
## 547 yes male male 28 no no no 0
## 548 no female male 34 no no no 52
## 549 no female male 25 no no no 0
## 550 no male female 25 no no no 0
## 551 yes male female 33 yes no no 17
## 552 yes male female 27 no no no 36
## 553 no male male 27 no no no 52
## 554 yes female male 32 no no no 16
## 555 yes female male 28 no no no 24
## 556 yes male male 29 no no no 0
## 557 yes female female 33 no no no 0
## 558 no female male 31 no no no 30
## 559 no male male 27 no no no 0
## 560 yes female male 25 no no no 52
## 561 no female male 34 no no no 0
## 562 yes male male 32 no no no 0
## 563 no female male 29 no no no 0
## 564 no male female 34 no no no 13
## 565 no male male 25 no no no 0
## 566 no female male 35 no no no 10
## 567 no male female 29 no no no 51
## 568 no male male 29 yes no no 52
## 569 no female female 32 no no no 52
## 570 no male female 34 no no no 52
## 571 yes female male 32 yes no no 52
## 572 yes female male 28 no yes no 0
## 573 no female male 29 no no no 0
## 574 no female female 34 no no no 0
## 575 no male male 28 no no no 25
## 576 no female female 28 no no no 20
## 577 no female male 32 no no no 52
## 578 yes female female 26 no no no 8
## 579 no female male 26 no no no 3
## 580 no female female 32 no no no 10
## 581 no male male 34 no no no 52
## 582 yes male male 33 no no no 0
## 583 yes male female 34 no no no 26
## 584 yes male male 28 no no no 0
## 585 no female male 32 no no no 0
## 586 yes male male 34 no no no 0
## 587 no male female 33 no no no 36
## 588 no male male 33 no no no 15
## 589 no male female 29 no no no 3
## 590 no female male 30 no no no 3
## 591 no female female 32 no no no 42
## 592 no male male 32 no no no 0
## 593 no female male 33 no no no 52
## 594 no female female 26 no no no 12
## 595 no male female 35 no no no 0
## 596 no female female 33 no no no 0
## 597 no female male 33 no no no 0
## 598 no male male 22 yes no no 24
## 599 no female female 35 no no no 38
## 600 no male male 28 no no no 52
## 601 no male female 34 no no no 52
## 602 yes female male 34 no no no 0
## 603 yes male male 33 no no no 52
## 604 no male male 33 no no no 0
## 605 no male female 31 no no no 0
## 606 no male male 27 no no no 52
## 607 no male female 31 no no no 0
## 608 no male male 33 no no no 8
## 609 no male female 33 no no no 48
## 610 no male male 34 no no no 36
## 611 no male male 32 no no no 0
## 612 no female male 35 no no no 12
## 613 no female male 35 no no no 0
## 614 no male female 33 no no no 0
## 615 no female female 34 no no no 40
## 616 no male female 25 yes no no 52
## 617 no male male 25 no no no 20
## 618 yes female male 32 no no no 36
## 619 no male male 28 no no no 0
## 620 yes male female 31 no no no 52
## 621 yes male female 34 no no no 52
## 622 yes male male 24 no no no 7
## 623 no female female 35 no no no 44
## 624 no male female 35 no no no 52
## 625 no male male 27 yes no no 0
## 626 no male female 33 no no no 0
## 627 yes male male 35 no no no 52
## 628 no male female 31 no no no 0
## 629 no male male 31 no no no 0
## 630 no male male 28 no no no 52
## 631 no male female 27 no no no 12
## 632 no male male 35 no no no 16
## 633 yes female female 33 yes no no 40
## 634 no female male 34 no no no 8
## 635 no male female 33 no no no 0
## 636 no female male 33 no no no 0
## 637 no male male 35 no no no 52
## 638 no female male 23 no no no 52
## 639 no female male 26 no no no 2
## 640 no male female 25 no no no 48
## 641 yes male male 32 no no no 48
## 642 no male male 34 no no no 0
## 643 no female female 35 no no no 36
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## 1908 yes female male 35 no no no 12
## 1909 no male female 23 no no no 32
## 1910 no male female 31 no no no 0
## 1911 no male female 21 no no no 4
## 1912 yes male male 35 yes no no 49
## 1913 no male male 34 no no no 0
## 1914 no male male 35 no no no 12
## 1915 yes male female 27 no no no 0
## 1916 no male male 33 no no no 0
## 1917 no female male 27 no no no 0
## 1918 no female female 26 no no no 0
## 1919 no male male 31 no no no 0
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## 1923 no female male 31 no no no 0
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## 1925 yes male male 27 yes no no 37
## 1926 no male male 27 no no no 0
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## 1928 yes female male 34 no no no 0
## 1929 yes male female 35 no no no 0
## 1930 yes male male 34 no no no 0
## 1931 yes female female 32 no no no 0
## 1932 no male male 33 no no no 0
## 1933 yes female female 33 no no no 0
## 1934 no female female 31 no no no 0
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## 1936 yes male male 30 no no no 0
## 1937 yes female male 33 no no no 50
## 1938 yes female male 33 no no no 10
## 1939 no male female 34 no no no 38
## 1940 no female male 34 no no no 52
## 1941 yes male female 26 no no no 0
## 1942 no female male 33 yes no no 47
## 1943 no male female 33 no no no 0
## 1944 yes male female 29 no no no 52
## 1945 no female male 28 no no no 0
## 1946 yes male male 33 no no no 0
## 1947 yes male male 32 no no no 0
## 1948 no male male 30 no no no 40
## 1949 no female male 31 no no no 0
## 1950 no male female 29 no no no 0
## 1951 no male female 32 no no no 0
## 1952 yes female female 31 no no no 0
## 1953 yes male female 32 no no no 0
## 1954 no female female 34 no no no 52
## 1955 no female male 22 no no no 0
## 1956 yes female male 33 no no no 0
## 1957 no male male 33 no no no 52
## 1958 no male male 25 no no no 0
## 1959 no female male 33 no no no 7
## 1960 no male female 31 no no no 0
## 1961 no male female 26 no no no 52
## 1962 no male female 34 no no no 52
## 1963 yes male female 33 no no no 11
## 1964 no female female 32 no no no 14
## 1965 yes female male 35 no no no 32
## 1966 no male female 30 no no no 0
## 1967 yes male female 32 no no no 0
## 1968 yes male male 29 no no no 0
## 1969 no female male 28 no no no 22
## 1970 no male female 33 no no no 0
## 1971 no male female 34 no no no 0
## 1972 no male male 32 no no no 0
## 1973 no female male 25 no no no 12
## 1974 no male female 35 no no no 52
## 1975 no male male 27 no no no 0
## 1976 yes male female 29 yes no no 2
## 1977 yes female female 34 yes no no 43
## 1978 no male male 31 no no no 52
## 1979 no male female 29 no no no 0
## 1980 no female male 29 no no no 34
## 1981 yes male male 27 yes no no 40
## 1982 no female female 35 no no no 24
## 1983 yes female female 31 no no no 0
## 1984 no female male 33 no no no 26
## 1985 no male female 24 yes no no 10
## 1986 yes female female 33 no no no 52
## 1987 no female male 29 no no no 52
## 1988 yes female female 31 no no no 24
## 1989 yes male female 30 yes no no 28
## 1990 no male female 32 no no no 0
## 1991 no male female 30 no no no 0
## 1992 no male female 33 no no no 0
## 1993 no male female 28 no no no 0
## 1994 no male male 32 no no no 8
## 1995 no male female 30 no no no 0
## 1996 no male male 29 no no no 52
## 1997 no female male 27 no no no 0
## 1998 yes female male 27 no no no 0
## 1999 no male female 28 no no no 52
## 2000 no male female 31 no no no 0
## 2001 no female female 34 no no no 0
## 2002 no male female 30 no no no 4
## 2003 no female female 29 no no no 0
## 2004 no male male 30 no no no 5
## 2005 yes male male 26 no no no 0
## 2006 no female female 29 no no no 2
## 2007 no male male 22 no no no 1
## 2008 yes female male 30 yes no no 30
## 2009 yes male female 32 no no no 0
## 2010 yes male female 29 no no no 0
## 2011 yes female female 31 no no no 0
## 2012 yes female male 27 no no no 0
## 2013 no male male 29 no no no 16
## 2014 no female female 34 no no no 7
## 2015 no male female 29 no no no 0
## 2016 no female male 33 no no no 30
## 2017 no male male 31 no no no 8
## 2018 no female male 33 no no no 52
## 2019 no male male 30 no no no 52
## 2020 no female male 31 no no no 14
## 2021 no male male 25 no no no 39
## 2022 no male male 23 no no no 0
## 2023 yes female female 33 no no no 0
## 2024 yes female female 33 no no no 0
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## 2028 no male male 31 no no no 0
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## 2030 yes male female 32 no no no 0
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## 2033 yes female female 29 no no no 0
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## 2044 yes male male 31 no no no 0
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## 11965 no male female 25 no no no 44
## 11966 yes female female 25 no no no 0
## 11967 no male male 32 no no no 52
## 11968 no male female 34 no no no 0
## 11969 no female male 31 no no no 0
## 11970 no male male 32 no no no 52
## 11971 yes male male 32 no yes no 50
## 11972 no male female 32 no no no 35
## 11973 no female female 24 no no no 0
## 11974 no male female 31 no no yes 40
## 11975 no male male 35 no no no 6
## 11976 no female male 28 no no no 52
## 11977 no male female 30 no no no 27
## 11978 yes female male 31 no no no 52
## 11979 no male female 27 no no no 52
## 11980 yes male male 33 no no no 40
## 11981 no male male 30 no no no 0
## 11982 no female female 29 no no no 52
## 11983 no male male 23 no yes no 0
## 11984 no female male 34 no no no 52
## 11985 yes male male 33 no no no 10
## 11986 no male female 32 no no no 46
## 11987 no female female 28 no no no 52
## 11988 no female male 24 no no no 0
## 11989 no female male 31 no no no 32
## 11990 yes male male 26 no no no 0
## 11991 no male female 28 no no no 0
## 11992 no male female 31 no no no 22
## 11993 no male female 33 no no no 52
## 11994 yes female female 35 no no no 52
## 11995 no male male 29 no no no 12
## 11996 no female male 30 no no yes 52
## 11997 yes male female 27 no yes no 0
## 11998 no male female 31 no no no 52
## 11999 yes female male 28 no yes no 24
## 12000 no male male 34 no no no 0
## 12001 yes female female 35 no no no 52
## 12002 yes female male 33 no no no 0
## 12003 no female female 35 no no no 14
## 12004 no male male 26 no no yes 21
## 12005 no female female 35 no no no 0
## 12006 yes female female 24 no no no 40
## 12007 no female female 28 no no no 0
## 12008 no female female 35 no no no 52
## 12009 no male female 32 no no no 48
## 12010 no female male 28 no no no 0
## 12011 yes male female 27 no no yes 52
## 12012 no female female 27 no no no 52
## 12013 no female male 28 no no no 0
## 12014 no female male 34 no no no 52
## 12015 no female male 30 no no no 25
## 12016 no female male 31 no no no 52
## 12017 no female female 35 no no no 52
## 12018 no male female 34 no no no 24
## 12019 no male female 32 no no no 0
## 12020 no male male 34 no no no 52
## 12021 no female male 32 no no no 52
## 12022 no female female 35 no no no 0
## 12023 yes male female 35 no no no 16
## 12024 no female female 29 no no yes 0
## 12025 no male male 30 no no no 0
## 12026 no female female 27 no no no 0
## 12027 no female male 28 no no no 34
## 12028 no male female 29 no no no 0
## 12029 no female female 34 no no no 52
## 12030 no male female 23 no no no 0
## 12031 no male female 28 no no no 0
## 12032 yes female male 31 no no no 0
## 12033 no female male 28 no no no 52
## 12034 no male male 35 no no no 52
## 12035 no male male 29 no no no 0
## 12036 yes male female 23 yes no no 0
## 12037 no female female 33 no no no 52
## 12038 no female female 31 no no no 0
## 12039 no female male 23 no no no 32
## 12040 no female male 29 no no no 52
## 12041 yes male male 26 no no no 46
## 12042 no female female 31 no yes yes 52
## 12043 no female female 28 no no no 0
## 12044 yes male male 33 no yes no 0
## 12045 no female male 26 no yes yes 16
## 12046 no female male 24 no no no 0
## 12047 yes female female 30 no no no 0
## 12048 no female male 30 no no no 6
## 12049 yes female female 35 yes no no 8
## 12050 no female male 27 no no no 50
## 12051 yes female female 27 no no no 0
## 12052 no female male 34 no no no 52
## 12053 no female female 34 no no no 16
## 12054 no male male 35 no no no 0
## 12055 no female female 31 no no no 26
## 12056 no male female 30 no no no 0
## 12057 no male male 35 no no no 52
## 12058 no female female 32 no no no 52
## 12059 no male female 32 no no no 52
## 12060 no male male 24 no no no 0
## 12061 no male female 32 no no no 52
## 12062 no male female 30 no no no 18
## 12063 no male female 32 no no no 0
## 12064 no male female 34 no no no 3
## 12065 yes female male 31 no no no 0
## 12066 no male female 30 no no no 42
## 12067 no male male 23 no yes yes 26
## 12068 no female female 30 no no no 0
## 12069 no male male 29 no yes no 9
## 12070 yes female female 34 no no no 0
## 12071 yes male male 33 no no no 0
## 12072 no male male 29 no no no 0
## 12073 yes male male 33 no yes no 24
## 12074 yes female male 35 yes no no 0
## 12075 yes female male 26 no no no 26
## 12076 no male female 30 no no yes 52
## 12077 no male male 29 no yes no 10
## 12078 no female male 32 no no no 52
## 12079 no male male 27 no no no 14
## 12080 no male female 28 no no no 0
## 12081 no male female 30 no no yes 26
## 12082 no male female 33 no no no 51
## 12083 no male female 32 no no no 33
## 12084 yes female female 35 no no no 52
## 12085 no male female 32 no no no 0
## 12086 no female male 28 no no no 0
## 12087 no male male 32 no no no 0
## 12088 yes female male 24 no no no 0
## 12089 yes male female 32 no no no 0
## 12090 no female male 24 no no no 0
## 12091 no female male 31 no no no 52
## 12092 no female female 30 no no no 52
## 12093 yes male female 34 no no no 0
## 12094 no female male 28 yes no no 20
## 12095 yes male male 34 no no no 0
## 12096 no male female 28 no yes no 0
## 12097 no female male 30 no no no 0
## 12098 no female female 22 no no no 0
## 12099 no male female 29 no no no 0
## 12100 yes female female 33 no no no 0
## 12101 yes female male 23 no no no 0
## 12102 no male male 32 no no no 0
## 12103 no female female 33 yes no no 52
## 12104 no male male 35 no no no 40
## 12105 no male female 32 no no no 0
## 12106 no female male 30 no no no 3
## 12107 yes male male 33 no no no 0
## 12108 no female female 26 no no no 0
## 12109 no male male 23 no no no 0
## 12110 yes male male 32 no yes no 30
## 12111 no female male 34 no no no 8
## 12112 no male female 27 no no no 0
## 12113 no male female 30 no no no 16
## 12114 no male female 28 no no no 48
## 12115 no male female 26 no no no 0
## 12116 no male female 28 no no no 0
## 12117 yes male male 28 no no no 0
## 12118 no male female 28 no no no 52
## 12119 no female female 32 no no no 0
## 12120 no male male 35 no no no 0
## 12121 yes female female 26 no no no 0
## 12122 no female female 28 no no no 0
## 12123 no male male 26 no no no 0
## 12124 no female female 35 no no no 0
## 12125 no female female 28 no no no 9
## 12126 yes male female 31 no no no 0
## 12127 no male male 32 no no no 41
## 12128 no male male 30 no no no 31
## 12129 no male female 32 no no no 0
## 12130 no male female 27 no no no 0
## 12131 yes male male 31 no yes no 36
## 12132 yes male female 34 no no no 18
## 12133 no male male 30 no no no 52
## 12134 no female male 30 no no no 0
## 12135 yes female female 22 no no no 52
## 12136 no female female 33 no no yes 0
## 12137 yes male male 30 no no no 52
## 12138 yes female female 32 no no no 0
## 12139 no male male 33 no no no 20
## 12140 no male female 29 no no no 0
## 12141 no male female 29 no no no 0
## 12142 no male male 31 no no no 0
## 12143 no female male 27 no no no 0
## 12144 yes male male 33 no no no 52
## 12145 no male male 32 no no no 0
## 12146 yes male female 24 no no no 6
## 12147 no male female 34 no no no 0
## 12148 no female female 31 no no no 52
## 12149 yes female female 32 no no no 0
## 12150 yes female female 34 no no no 40
## 12151 yes male male 34 no no no 12
## 12152 no male female 26 no no no 20
## 12153 no male female 30 no no no 52
## 12154 no female female 34 no no no 28
## 12155 yes male female 35 no no no 0
## 12156 yes female female 31 no no no 0
## 12157 no male female 30 no no no 52
## 12158 yes male female 31 no no no 12
## 12159 no male female 28 no no no 11
## 12160 yes female male 34 no no no 0
## 12161 no male male 35 no no no 0
## 12162 no male female 31 no no no 48
## 12163 no female male 29 no no no 40
## 12164 no male female 33 no no no 32
## 12165 no male female 34 no no no 0
## 12166 no male female 35 no no no 0
## 12167 yes male female 22 no no no 0
## 12168 yes female female 34 no no no 0
## 12169 yes female female 27 no no no 0
## 12170 no female female 34 no no no 45
## 12171 yes male male 35 no no no 30
## 12172 no female male 32 no no no 52
## 12173 no male male 31 no no no 40
## 12174 no female male 31 no no no 52
## 12175 no female male 31 no no no 0
## 12176 no male female 31 no no no 16
## 12177 no male male 35 no no no 52
## 12178 no male female 35 no no no 0
## 12179 no male male 34 no no no 52
## 12180 no male female 34 no no no 3
## 12181 no male male 32 no no no 39
## 12182 no male male 28 no no no 0
## 12183 no female male 27 no no no 0
## 12184 yes male male 34 no no no 0
## 12185 no female male 30 no no no 40
## 12186 no female female 33 no no no 26
## 12187 no male female 32 no no no 52
## 12188 no male female 30 no yes no 0
## 12189 yes male male 34 no no no 0
## 12190 no male female 33 no no no 0
## 12191 no female female 35 no no no 50
## 12192 yes male male 34 no no no 52
## 12193 no male female 25 no no yes 0
## 12194 yes male female 34 no no no 0
## 12195 no female female 23 no no no 0
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## 12198 no male male 25 no no no 0
## 12199 no male male 31 no no no 52
## 12200 yes male male 26 no no no 0
## 12201 yes male male 31 no no no 0
## 12202 no female female 35 no no no 26
## 12203 no female male 30 no no no 0
## 12204 yes male female 32 no no no 30
## 12205 no male male 33 no no no 51
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## 12207 no male male 30 no no no 0
## 12208 no male female 31 no no no 0
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## 12210 no male male 30 no no no 1
## 12211 yes female female 32 no no no 0
## 12212 yes male male 35 no no no 0
## 12213 no female female 33 no no no 0
## 12214 no female male 33 no no no 50
## 12215 no female female 32 no no no 0
## 12216 yes male female 33 no no no 0
## 12217 yes female female 27 no no no 20
## 12218 yes male female 29 no no no 40
## 12219 no female male 33 no no no 25
## 12220 yes male male 31 no no no 0
## 12221 no male male 33 no no no 8
## 12222 no female male 27 no yes yes 0
## 12223 no male female 33 no no no 52
## 12224 yes female female 24 no no no 0
## 12225 yes male female 35 no no no 52
## 12226 no female female 28 no no no 0
## 12227 yes female female 31 no no no 0
## 12228 yes female female 31 no no no 32
## 12229 no female male 33 no no no 51
## 12230 no female male 35 no no no 52
## 12231 no female female 31 no no no 52
## 12232 yes female male 34 no no no 0
## 12233 yes female male 30 no yes yes 0
## 12234 no female male 35 no no no 52
## 12235 yes female male 30 no no no 0
## 12236 yes male female 26 no no no 0
## 12237 no female female 24 no no no 0
## 12238 no female female 33 no no no 0
## 12239 yes female male 32 no no no 9
## 12240 no female male 32 no no no 0
## 12241 no male female 31 no no no 0
## 12242 yes male female 35 no no no 0
## 12243 no male male 28 no no no 52
## 12244 no female male 35 no yes yes 52
## 12245 no male female 28 no yes yes 0
## 12246 no female female 34 no no no 50
## 12247 no female male 30 no no no 0
## 12248 no female female 35 no no no 0
## 12249 no male male 30 no no no 0
## 12250 yes female female 34 no no no 16
## 12251 no male female 31 no no no 52
## 12252 no male male 34 no no no 0
## 12253 yes female male 35 no no no 0
## 12254 no female female 32 no yes yes 0
## 12255 no female male 30 no yes no 40
## 12256 no female male 26 no yes no 38
## 12257 no female male 32 no no yes 0
## 12258 yes male male 30 no no no 52
## 12259 no male female 26 no yes no 20
## 12260 no female male 35 no no no 0
## 12261 no male male 34 no no no 0
## 12262 no male male 34 no no no 0
## 12263 no male female 27 no no no 0
## 12264 yes male male 29 no no no 0
## 12265 no female female 29 no yes yes 52
## 12266 no female male 32 no yes no 0
## 12267 no male male 26 no no no 52
## 12268 no female female 26 no yes no 25
## 12269 no female male 28 no no yes 13
## 12270 yes female male 25 no yes yes 0
## 12271 no male female 35 no no no 13
## 12272 no male male 22 no no no 0
## 12273 yes male male 32 no no no 0
## 12274 no female female 24 no no no 0
## 12275 no male male 29 no no yes 28
## 12276 yes female female 28 no yes no 0
## 12277 yes male female 34 no yes yes 20
## 12278 no female male 35 no no no 0
## 12279 yes male male 25 no no no 0
## 12280 no male female 34 no yes no 0
## 12281 yes male female 23 no no no 0
## 12282 no male male 27 no yes yes 31
## 12283 no female female 33 no no no 52
## 12284 no female female 30 no no no 52
## 12285 no male male 33 no no no 0
## 12286 no female male 32 no no no 52
## 12287 yes male male 32 no no no 14
## 12288 no male female 35 no no no 52
## 12289 yes male male 33 no no yes 0
## 12290 yes female female 23 no no no 0
## 12291 yes female male 27 no yes yes 0
## 12292 no female male 33 no no yes 50
## 12293 yes male male 34 no no yes 52
## 12294 no female male 24 no no no 30
## 12295 yes female female 27 no yes no 8
## 12296 no male female 30 no yes no 44
## 12297 no male male 34 no no no 52
## 12298 no female female 33 no no no 0
## 12299 no female male 27 no no no 12
## 12300 no male female 34 no no no 0
## 12301 no female male 33 no no no 4
## 12302 no female male 30 no no no 0
## 12303 yes male female 31 no no no 48
## 12304 no female female 30 no no no 0
## 12305 no female female 28 no no no 3
## 12306 yes female female 35 no no no 0
## 12307 yes male male 27 no no no 0
## 12308 no male male 33 no no no 50
## 12309 no male male 32 yes no no 0
## 12310 no female female 34 no no yes 0
## 12311 no female male 30 no no no 16
## 12312 yes female male 33 no no no 52
## 12313 no male male 31 no no no 48
## 12314 no male female 21 no yes no 0
## 12315 no female male 23 no yes no 0
## 12316 no male male 28 no no no 52
## 12317 no female male 26 no no yes 0
## 12318 yes male female 35 no yes yes 52
## 12319 no male female 33 no no no 40
## 12320 no female male 33 no no no 50
## 12321 no female female 31 no no no 44
## 12322 no male female 34 no no no 28
## 12323 no male female 30 no no yes 52
## 12324 yes female female 30 no no no 0
## 12325 no male male 29 no no no 0
## 12326 no female male 32 no no no 52
## 12327 yes male male 28 no no no 0
## 12328 no male female 31 no no no 0
## 12329 yes female male 33 no no no 42
## 12330 yes female male 33 no no no 52
## 12331 no male female 26 no no no 0
## 12332 no male female 31 no no no 0
## 12333 yes female female 33 yes no no 52
## 12334 no male female 31 no no yes 36
## 12335 yes male female 35 no no no 20
## 12336 no male male 34 no no no 52
## 12337 no male female 32 no no no 0
## 12338 no female male 33 no no no 40
## 12339 yes male male 35 no no yes 0
## 12340 no female male 29 no no no 52
## 12341 no male male 27 no no no 52
## 12342 yes male male 34 no yes yes 17
## 12343 no male male 29 no no yes 0
## 12344 no male female 27 no no no 20
## 12345 no male male 29 no no no 0
## 12346 no male female 29 no no no 24
## 12347 yes female male 32 no no no 52
## 12348 no male male 24 no no no 0
## 12349 no female male 26 no no no 0
## 12350 yes female female 32 no no no 52
## 12351 yes female female 28 no yes no 0
## 12352 no female male 25 no no no 52
## 12353 no female male 29 no no no 0
## 12354 yes female male 25 no yes yes 0
## 12355 no male male 32 no no yes 0
## 12356 no female female 32 no no no 52
## 12357 no female male 31 no no no 0
## 12358 no female female 35 no yes yes 0
## 12359 no female female 28 no no no 45
## 12360 yes male male 28 no no no 0
## 12361 no male female 27 no no no 0
## 12362 no female female 31 no no yes 52
## 12363 no female female 23 yes no no 2
## 12364 no male male 34 no no no 0
## 12365 no female female 31 no yes no 0
## 12366 no female male 22 no yes yes 0
## 12367 no female male 24 no yes yes 0
## 12368 yes male female 35 no no no 0
## 12369 no female female 26 no yes yes 16
## 12370 no female female 25 no yes yes 8
## 12371 no female male 32 no no no 50
## 12372 yes female female 30 no no yes 0
## 12373 no male male 34 no no no 52
## 12374 no male male 34 no no no 0
## 12375 no male female 32 no no no 34
## 12376 no female male 33 no no no 50
## 12377 no male male 28 no no no 50
## 12378 no female male 34 no no no 36
## 12379 no male male 33 no no no 0
## 12380 no male female 31 yes no no 49
## 12381 no female male 31 no no no 32
## 12382 no female female 23 no no no 40
## 12383 no female female 25 no no no 52
## 12384 yes male female 31 no no no 48
## 12385 no female female 31 no no no 14
## 12386 no female male 34 no no no 0
## 12387 no female male 32 no no no 0
## 12388 no female male 22 no no no 30
## 12389 no female male 34 no no no 40
## 12390 no female female 33 no no no 52
## 12391 yes male male 29 no no yes 48
## 12392 no male male 29 no no no 52
## 12393 no female male 30 yes no no 0
## 12394 no male male 30 no no yes 3
## 12395 yes female male 31 yes no no 20
## 12396 no male male 25 no no no 28
## 12397 yes female female 35 no no yes 52
## 12398 yes male male 31 no no no 52
## 12399 no male male 28 no no yes 8
## 12400 yes female male 35 no no no 0
## 12401 no male female 29 no yes yes 52
## 12402 no female male 33 no no no 52
## 12403 no male female 31 no yes yes 0
## 12404 no male male 22 no no no 0
## 12405 yes female male 33 yes no no 12
## 12406 no male female 28 no no no 40
## 12407 no male male 27 no no no 42
## 12408 no male male 34 no no yes 0
## 12409 yes female male 29 no yes no 30
## 12410 no male female 30 no no no 51
## 12411 yes male female 26 no no no 0
## 12412 yes male female 26 no no no 0
## 12413 no female female 30 no no no 32
## 12414 no female male 27 yes no no 52
## 12415 no male male 31 no no yes 46
## 12416 yes male female 32 no yes no 0
## 12417 no female female 22 no no no 0
## 12418 no male female 33 no no yes 0
## 12419 yes female male 35 no no no 0
## 12420 no male male 30 no no no 0
## 12421 no female male 32 yes no no 40
## 12422 yes male female 25 no no no 0
## 12423 yes female female 24 no no no 14
## 12424 yes female female 30 no yes yes 4
## 12425 yes male female 32 no no no 0
## 12426 no female female 27 no no no 0
## 12427 no male female 34 no no no 7
## 12428 no female male 30 yes no no 8
## 12429 no male female 25 no yes no 52
## 12430 no male male 27 no no no 0
## 12431 no female male 33 no no no 0
## 12432 no male male 33 no no no 0
## 12433 no female female 34 no no no 0
## 12434 no female male 31 no no no 15
## 12435 no female female 27 no no no 52
## 12436 no female male 35 no no no 52
## 12437 no male female 28 no yes no 38
## 12438 no female male 35 no no no 12
## 12439 no female male 33 no no no 49
## 12440 no female male 27 no no no 7
## 12441 no male male 35 no no no 0
## 12442 no male male 34 no no no 52
## 12443 no male male 34 no no no 36
## 12444 yes female male 30 no no no 0
## 12445 no male male 32 no no no 12
## 12446 no male male 31 no no no 0
## 12447 no female male 33 no no yes 52
## 12448 yes male male 29 no no no 1
## 12449 no male female 29 no no no 0
## 12450 no female female 22 no no no 0
## 12451 no male female 32 no no yes 0
## 12452 no female female 27 no no no 0
## 12453 no female female 28 no no no 0
## 12454 no female female 27 no yes yes 52
## 12455 no male female 29 no no no 52
## 12456 no female male 27 no no no 0
## 12457 yes female female 31 no no no 4
## 12458 no male female 28 no no no 0
## 12459 no female male 31 no no no 50
## 12460 yes female female 34 no no no 52
## 12461 yes male female 27 no no no 0
## 12462 no male female 35 no no no 27
## 12463 yes male male 21 no yes yes 0
## 12464 yes male male 31 no yes yes 9
## 12465 yes male male 30 no no no 0
## 12466 yes female male 35 no no yes 38
## 12467 no male male 35 no no yes 52
## 12468 yes male male 30 no no yes 32
## 12469 no female male 29 no no yes 28
## 12470 yes female male 33 no no no 20
## 12471 no female male 30 no no no 0
## 12472 yes female female 29 no no no 12
## 12473 no female male 28 no no no 0
## 12474 yes male male 27 no no no 0
## 12475 yes female female 33 no no no 26
## 12476 no male female 26 no yes no 12
## 12477 no male male 35 no no no 0
## 12478 yes female female 26 no no no 0
## 12479 yes female male 30 no no yes 0
## 12480 yes male female 27 no no no 12
## 12481 yes male female 28 no no no 52
## 12482 yes female female 31 no no yes 52
## 12483 no female female 34 yes no no 52
## 12484 yes male male 35 no no no 0
## 12485 no male male 30 no no no 0
## 12486 yes female female 28 no no yes 0
## 12487 no male male 28 no no no 5
## 12488 no male female 33 no no no 52
## 12489 no female female 35 no no no 38
## 12490 yes female male 32 no no no 30
## 12491 no male male 31 no no no 0
## 12492 no female male 32 no no no 48
## 12493 no male female 32 no no no 52
## 12494 yes female female 31 no no no 0
## 12495 no female male 32 no no no 4
## 12496 no male male 29 no no no 0
## 12497 no female female 32 no no no 12
## 12498 no female male 33 no yes yes 0
## 12499 no female male 32 no yes yes 0
## [ reached 'max' / getOption("max.print") -- omitted 242155 rows ]XUẤT DỮ LIỆU THÀNH FILE EXCEL
Tôi có thể xuất dataset Fertility sang file .csv bằng hàm write.csv() như sau:
write.csv(Fertility, file="fertilitydata.csv")Sau đó, file .csv ấy được tôi đổi thành file Excel .xlsx như với thông tin như sau:
NHẬP DỮ LIỆU TỪ FILE EXCEL
Đầu tiên, dataset được lưu dưới dạng file excel được tôi xuất như bên trên đã được tôi lưu vào dữ liệu trực tuyến Google Drive.
Sau khi tải file excel Fertility_data_nkan.xlsx về máy, bạn có thể dùng package readxl và dùng hàm read_excel để nhập đường dẫn file excel được tải về vào R như sau:
library("readxl")
y <- read_excel("/Users/84896/Downloads/data_Fertility.xlsx", sheet="Fertility")
print(head(y,10))## # A tibble: 10 × 9
## ...1 morekids gender1 gender2 age afam hispanic other work
## <dbl> <chr> <chr> <chr> <dbl> <chr> <chr> <chr> <dbl>
## 1 1 no male female 27 no no no 0
## 2 2 no female male 30 no no no 30
## 3 3 no male female 27 no no no 0
## 4 4 no male female 35 yes no no 0
## 5 5 no female female 30 no no no 22
## 6 6 no male female 26 no no no 40
## 7 7 no female male 29 no no no 0
## 8 8 no male male 33 no no no 52
## 9 9 no female male 29 no no no 0
## 10 10 no male female 27 no no no 0XỬ LÝ DỮ LIỆU CƠ BẢN
NhieuHonHai <- y$morekids
GioiTinhCon1 <- y$gender1
TuoiMe <- y$age
SoTuanLd <- y$work
MyGocPhi <- y$afam
MyGocTBN <- y$hispanic
xyz <- data.frame(NhieuHonHai,GioiTinhCon1,TuoiMe,SoTuanLd,MyGocPhi,MyGocTBN)
head(xyz,5)## NhieuHonHai GioiTinhCon1 TuoiMe SoTuanLd MyGocPhi MyGocTBN
## 1 no male 27 0 no no
## 2 no female 30 30 no no
## 3 no male 27 0 no no
## 4 no male 35 0 yes no
## 5 no female 30 22 no noLẬP BẢNG TẦN SỐ
BẢNG TẦN SỐ 1 BIẾN
- Biến "Người mẹ có nhiều hơn 2 con"d1 <- table(NhieuHonHai)
d1## NhieuHonHai
## no yes
## 157742 96912- Biến “Giới tính của con đầu lòng”
d2 <- table(GioiTinhCon1)
d2## GioiTinhCon1
## female male
## 123670 130984- Biến “Tuổi của mẹ”
TuoiMex <- cut(TuoiMe, breaks = c(20, 25, 30, 35), labels = c("20-25", "25-30", "30-35"), right = TRUE)
d3=table(TuoiMex)
d3## TuoiMex
## 20-25 25-30 30-35
## 26118 89055 139481- Biến “Số tuần lao động của người mẹ”
SoTuanLdx <- cut(SoTuanLd, breaks = c(0, 20, 40, 55), labels = c("0-20", "20-40", "40-55"), right = TRUE)
d4=table(SoTuanLdx)
d4## SoTuanLdx
## 0-20 20-40 40-55
## 35239 32269 67005- Biến “Người mẹ có là người Mỹ gốc Phi”
d5=table(MyGocPhi)
d5## MyGocPhi
## no yes
## 241498 13156BẢNG TẦN SỐ 2 BIẾN
VẼ ĐỒ THỊ
ĐỒ THỊ 1 BIẾN
barplot(d1, main="Người mẹ có nhiều hơn 2 con")
barplot(d2, main="Giới Tính của con đầu lòng")
barplot(d3, main="Tuổi của người mẹ")
barplot(d4, main="Số tuần lao động trong năm của người mẹ")
barplot(d5, main="Người mẹ có phải là người Mỹ gốc phi")
ĐỒ THỊ 2 BIẾN
- Biến “Tuổi của mẹ” và biến “Người mẹ có nhiều hơn 2 con”
tab1 = table(TuoiMe, NhieuHonHai)
barplot(tab1, beside=TRUE, xlab="Nhiều hơn 2 con", ylab= "Tần số", main="Đồ thị tần số biến Tuổi của Mẹ theo nhóm biến Có nhiều hơn 2 con") 
- Biến “Tuổi của mẹ” và biến “Người mẹ có nhiều hơn 2 con”
tab2 = table(TuoiMe, SoTuanLd)
barplot(tab2, beside=TRUE, xlab="Nhiều Hơn 2 con", ylab= "Tần số",main="Đồ thị tần số biến Tuổi của mẹ theo biến Số tuần lao động của mẹ") 
SỰ TƯƠNG QUAN GIỮA 2 BIẾN
KIỂM ĐỊNH SỰ TƯƠNG QUAN GIỮA 2 BIẾN
- Biến Tuổi của mẹ theo biến Số tuần lao động của mẹ cor.test(TuoiMe, SoTuanLd) ##
## Pearson's product-moment correlation
##
## data: TuoiMe and SoTuanLd
## t = 56.434, df = 254652, p-value < 2.2e-16
## alternative hypothesis: true correlation is not equal to 0
## 95 percent confidence interval:
## 0.1073024 0.1149743
## sample estimates:
## cor
## 0.11114=> Kết luận: p-value < 0.05 nên bác bỏ H0, giữa 2 biến trên có quan hệ tương quan với nhau
- Biến Tuổi của mẹ theo biến Người mẹ có nhiều hơn 2 con
MÔ HÌNH HỒI QUY ĐƠN GIẢN
- Hàm lm (viết tắt từ linear model) trong R có thể tính toán các giá trị của α và β trong mô hình hồi quy đơn: α + β.X
lm(SoTuanLd ~ TuoiMe)##
## Call:
## lm(formula = SoTuanLd ~ TuoiMe)
##
## Coefficients:
## (Intercept) TuoiMe
## -2.7938 0.7177- Kết quả: như vậy mô hình hồi quy đơn có dạng là: SRF= -2.74 + 0.72X