STEP 1: Load Packages
pacman::p_load(dplyr, tidyr, tidyverse)This is an R Markdown document. Markdown is a simple formatting syntax for authoring HTML, PDF, and MS Word documents. For more details on using R Markdown see http://rmarkdown.rstudio.com.
When you click the Knit button a document will be generated that includes both content as well as the output of any embedded R code chunks within the document. You can embed an R code chunk like this:
1: Load Data
FacultyIncome <- read.csv("C:/Users/tayn1t/OneDrive - cchmc/UC PhD Program/Stats Fall Semester 2024/FacultyIncome.txt")2: Use the dplyr::filter() function to separate the data frame in two; one frame for tall professors and the other for short professors.
TallProfs = filter(FacultyIncome, Height == "Tall")
TallProfs## Gender Height Income
## 1 Woman Tall 56332
## 2 Woman Tall 53137
## 3 Woman Tall 46219
## 4 Woman Tall 46336
## 5 Woman Tall 48655
## 6 Woman Tall 54685
## 7 Woman Tall 42126
## 8 Woman Tall 49905
## 9 Woman Tall 46553
## 10 Woman Tall 56180
## 11 Woman Tall 54662
## 12 Woman Tall 48693
## 13 Woman Tall 55152
## 14 Woman Tall 59717
## 15 Woman Tall 53956
## 16 Woman Tall 38151
## 17 Woman Tall 47825
## 18 Woman Tall 53973
## 19 Woman Tall 52454
## 20 Woman Tall 60696
## 21 Woman Tall 43668
## 22 Woman Tall 47339
## 23 Woman Tall 40667
## 24 Woman Tall 50891
## 25 Woman Tall 43176
## 26 Woman Tall 48920
## 27 Woman Tall 35770
## 28 Woman Tall 51220
## 29 Woman Tall 44389
## 30 Woman Tall 50749
## 31 Woman Tall 59382
## 32 Woman Tall 47636
## 33 Woman Tall 46020
## 34 Woman Tall 54770
## 35 Woman Tall 40552
## 36 Woman Tall 36499
## 37 Woman Tall 51650
## 38 Woman Tall 42137
## 39 Woman Tall 53312
## 40 Woman Tall 49552
## 41 Woman Tall 50806
## 42 Woman Tall 34935
## 43 Woman Tall 48859
## 44 Woman Tall 47410
## 45 Woman Tall 60962
## 46 Woman Tall 51676
## 47 Woman Tall 49737
## 48 Woman Tall 58958
## 49 Woman Tall 71699
## 50 Woman Tall 50957
## 51 Woman Tall 45725
## 52 Woman Tall 52456
## 53 Woman Tall 60220
## 54 Woman Tall 51098
## 55 Woman Tall 52126
## 56 Woman Tall 63380
## 57 Woman Tall 58639
## 58 Woman Tall 54615
## 59 Woman Tall 47268
## 60 Woman Tall 45830
## 61 Woman Tall 54272
## 62 Woman Tall 53514
## 63 Woman Tall 52614
## 64 Woman Tall 52258
## 65 Woman Tall 38556
## 66 Woman Tall 72560
## 67 Woman Tall 58130
## 68 Woman Tall 36709
## 69 Woman Tall 51598
## 70 Woman Tall 43915
## 71 Woman Tall 38791
## 72 Woman Tall 44512
## 73 Woman Tall 54671
## 74 Woman Tall 56579
## 75 Woman Tall 43985
## 76 Woman Tall 53586
## 77 Woman Tall 51081
## 78 Woman Tall 49204
## 79 Woman Tall 52457
## 80 Woman Tall 41268
## 81 Woman Tall 51639
## 82 Woman Tall 41131
## 83 Woman Tall 50291
## 84 Woman Tall 39448
## 85 Woman Tall 35048
## 86 Woman Tall 58924
## 87 Woman Tall 44289
## 88 Woman Tall 58061
## 89 Woman Tall 59995
## 90 Woman Tall 60115
## 91 Woman Tall 46796
## 92 Woman Tall 46694
## 93 Woman Tall 49218
## 94 Woman Tall 49357
## 95 Woman Tall 43764
## 96 Woman Tall 49002
## 97 Woman Tall 46991
## 98 Woman Tall 37651
## 99 Woman Tall 46744
## 100 Woman Tall 60539
## 101 Woman Tall 68104
## 102 Woman Tall 55655
## 103 Woman Tall 66080
## 104 Woman Tall 41497
## 105 Woman Tall 50622
## 106 Woman Tall 50563
## 107 Woman Tall 53306
## 108 Woman Tall 38990
## 109 Woman Tall 50492
## 110 Woman Tall 39416
## 111 Woman Tall 41927
## 112 Woman Tall 50567
## 113 Woman Tall 48002
## 114 Woman Tall 60367
## 115 Woman Tall 55843
## 116 Woman Tall 53370
## 117 Woman Tall 54199
## 118 Woman Tall 37051
## 119 Woman Tall 51784
## 120 Woman Tall 45573
## 121 Woman Tall 62996
## 122 Woman Tall 44594
## 123 Woman Tall 58247
## 124 Woman Tall 56235
## 125 Woman Tall 48301
## 126 Woman Tall 51918
## 127 Woman Tall 45909
## 128 Woman Tall 37938
## 129 Woman Tall 59011
## 130 Woman Tall 49520
## 131 Woman Tall 44013
## 132 Woman Tall 56644
## 133 Woman Tall 48860
## 134 Woman Tall 48065
## 135 Woman Tall 46407
## 136 Woman Tall 58878
## 137 Woman Tall 40177
## 138 Woman Tall 49526
## 139 Woman Tall 53510
## 140 Woman Tall 40677
## 141 Woman Tall 43323
## 142 Woman Tall 44811
## 143 Woman Tall 63909
## 144 Woman Tall 51644
## 145 Woman Tall 48904
## 146 Woman Tall 56973
## 147 Woman Tall 71648
## 148 Woman Tall 52373
## 149 Woman Tall 55575
## 150 Woman Tall 57273
## 151 Woman Tall 58212
## 152 Woman Tall 35989
## 153 Woman Tall 41791
## 154 Woman Tall 43578
## 155 Woman Tall 47344
## 156 Woman Tall 49613
## 157 Woman Tall 65973
## 158 Woman Tall 44260
## 159 Woman Tall 44214
## 160 Woman Tall 49631
## 161 Woman Tall 38938
## 162 Woman Tall 62855
## 163 Woman Tall 65692
## 164 Woman Tall 74027
## 165 Woman Tall 38435
## 166 Woman Tall 49997
## 167 Woman Tall 50348
## 168 Woman Tall 39265
## 169 Woman Tall 43827
## 170 Woman Tall 48161
## 171 Woman Tall 45457
## 172 Woman Tall 51309
## 173 Woman Tall 44587
## 174 Woman Tall 52730
## 175 Woman Tall 50674
## 176 Woman Tall 43521
## 177 Woman Tall 56020
## 178 Woman Tall 56457
## 179 Woman Tall 52124
## 180 Woman Tall 59513
## 181 Woman Tall 58201
## 182 Woman Tall 42552
## 183 Woman Tall 36855
## 184 Woman Tall 39013
## 185 Woman Tall 57854
## 186 Woman Tall 42865
## 187 Woman Tall 50980
## 188 Woman Tall 48578
## 189 Woman Tall 48284
## 190 Woman Tall 54042
## 191 Woman Tall 47941
## 192 Woman Tall 41572
## 193 Woman Tall 40735
## 194 Woman Tall 52975
## 195 Woman Tall 56727
## 196 Woman Tall 53314
## 197 Woman Tall 38529
## 198 Woman Tall 52156
## 199 Woman Tall 50351
## 200 Woman Tall 43286
## 201 Woman Tall 48270
## 202 Woman Tall 47205
## 203 Woman Tall 50150
## 204 Woman Tall 49129
## 205 Woman Tall 51285
## 206 Woman Tall 60967
## 207 Woman Tall 60874
## 208 Woman Tall 53650
## 209 Woman Tall 56073
## 210 Woman Tall 51442
## 211 Woman Tall 32439
## 212 Woman Tall 47547
## 213 Woman Tall 64396
## 214 Woman Tall 61189
## 215 Woman Tall 45926
## 216 Woman Tall 44297
## 217 Woman Tall 52511
## 218 Woman Tall 52876
## 219 Woman Tall 57888
## 220 Woman Tall 51964
## 221 Woman Tall 41270
## 222 Woman Tall 52542
## 223 Woman Tall 55170
## 224 Woman Tall 67746
## 225 Woman Tall 49722
## 226 Woman Tall 54329
## 227 Woman Tall 52715
## 228 Woman Tall 42584
## 229 Woman Tall 52116
## 230 Woman Tall 51416
## 231 Woman Tall 50490
## 232 Woman Tall 41302
## 233 Woman Tall 57055
## 234 Woman Tall 59403
## 235 Woman Tall 58563
## 236 Woman Tall 47205
## 237 Woman Tall 45949
## 238 Woman Tall 51440
## 239 Woman Tall 48103
## 240 Woman Tall 60327
## 241 Woman Tall 47098
## 242 Woman Tall 53750
## 243 Woman Tall 42758
## 244 Woman Tall 49572
## 245 Woman Tall 43265
## 246 Woman Tall 55151
## 247 Woman Tall 41809
## 248 Woman Tall 59793
## 249 Woman Tall 49344
## 250 Woman Tall 54818
## 251 Woman Tall 52184
## 252 Woman Tall 49162
## 253 Woman Tall 34926
## 254 Woman Tall 49273
## 255 Woman Tall 46157
## 256 Woman Tall 57196
## 257 Woman Tall 44164
## 258 Woman Tall 58028
## 259 Woman Tall 49850
## 260 Woman Tall 56339
## 261 Woman Tall 51352
## 262 Woman Tall 56534
## 263 Woman Tall 52258
## 264 Woman Tall 60425
## 265 Woman Tall 45915
## 266 Woman Tall 45725
## 267 Woman Tall 44376
## 268 Woman Tall 50417
## 269 Woman Tall 45103
## 270 Woman Tall 55948
## 271 Woman Tall 49006
## 272 Woman Tall 51907
## 273 Woman Tall 51768
## 274 Woman Tall 47193
## 275 Woman Tall 46154
## 276 Woman Tall 62061
## 277 Woman Tall 64572
## 278 Woman Tall 47564
## 279 Woman Tall 57857
## 280 Woman Tall 47508
## 281 Woman Tall 68824
## 282 Woman Tall 47764
## 283 Woman Tall 71727
## 284 Woman Tall 64737
## 285 Woman Tall 31621
## 286 Woman Tall 54301
## 287 Woman Tall 64469
## 288 Woman Tall 51192
## 289 Woman Tall 46564
## 290 Woman Tall 53232
## 291 Woman Tall 43056
## 292 Woman Tall 47513
## 293 Woman Tall 54801
## 294 Woman Tall 53329
## 295 Woman Tall 43384
## 296 Woman Tall 49569
## 297 Woman Tall 61889
## 298 Woman Tall 45835
## 299 Woman Tall 50161
## 300 Woman Tall 48005
## 301 Woman Tall 68532
## 302 Woman Tall 53439
## 303 Woman Tall 55388
## 304 Woman Tall 59107
## 305 Woman Tall 52559
## 306 Woman Tall 56112
## 307 Woman Tall 51079
## 308 Woman Tall 54580
## 309 Woman Tall 60375
## 310 Woman Tall 40312
## 311 Woman Tall 48365
## 312 Woman Tall 56074
## 313 Woman Tall 51967
## 314 Woman Tall 52448
## 315 Woman Tall 59049
## 316 Woman Tall 44772
## 317 Woman Tall 30767
## 318 Woman Tall 48281
## 319 Woman Tall 49524
## 320 Woman Tall 51006
## 321 Woman Tall 47503
## 322 Woman Tall 56786
## 323 Woman Tall 50742
## 324 Woman Tall 46509
## 325 Woman Tall 57484
## 326 Woman Tall 50412
## 327 Woman Tall 42781
## 328 Woman Tall 42078
## 329 Woman Tall 53119
## 330 Woman Tall 62928
## 331 Woman Tall 58276
## 332 Woman Tall 60272
## 333 Woman Tall 45144
## 334 Woman Tall 45979
## 335 Woman Tall 62002
## 336 Woman Tall 41029
## 337 Woman Tall 50773
## 338 Woman Tall 62421
## 339 Woman Tall 49269
## 340 Woman Tall 52445
## 341 Woman Tall 43605
## 342 Woman Tall 52254
## 343 Woman Tall 58009
## 344 Woman Tall 47414
## 345 Woman Tall 42117
## 346 Woman Tall 54838
## 347 Woman Tall 40055
## 348 Woman Tall 48252
## 349 Woman Tall 48486
## 350 Woman Tall 48306
## 351 Woman Tall 29725
## 352 Woman Tall 56395
## 353 Woman Tall 50687
## 354 Woman Tall 39721
## 355 Woman Tall 49634
## 356 Woman Tall 49642
## 357 Woman Tall 69027
## 358 Woman Tall 60117
## 359 Woman Tall 48671
## 360 Woman Tall 45296
## 361 Woman Tall 55145
## 362 Woman Tall 43974
## 363 Woman Tall 59282
## 364 Woman Tall 36200
## 365 Woman Tall 60792
## 366 Woman Tall 54113
## 367 Woman Tall 41607
## 368 Woman Tall 42920
## 369 Woman Tall 49972
## 370 Woman Tall 47100
## 371 Woman Tall 44291
## 372 Woman Tall 44954
## 373 Woman Tall 52864
## 374 Woman Tall 50469
## 375 Woman Tall 50978
## 376 Woman Tall 53401
## 377 Woman Tall 48704
## 378 Woman Tall 56193
## 379 Woman Tall 48940
## 380 Woman Tall 39686
## 381 Woman Tall 59360
## 382 Woman Tall 41399
## 383 Woman Tall 29052
## 384 Woman Tall 45643
## 385 Woman Tall 44759
## 386 Woman Tall 49077
## 387 Woman Tall 32512
## 388 Woman Tall 48052
## 389 Woman Tall 46727
## 390 Woman Tall 48323
## 391 Woman Tall 43596
## 392 Woman Tall 50190
## 393 Woman Tall 56759
## 394 Woman Tall 54806
## 395 Woman Tall 35184
## 396 Woman Tall 56041
## 397 Woman Tall 51281
## 398 Woman Tall 54620
## 399 Woman Tall 54368
## 400 Woman Tall 41015
## 401 Woman Tall 46546
## 402 Woman Tall 51263
## 403 Woman Tall 39376
## 404 Woman Tall 49012
## 405 Woman Tall 42521
## 406 Woman Tall 50715
## 407 Woman Tall 54970
## 408 Woman Tall 57361
## 409 Woman Tall 52281
## 410 Woman Tall 52632
## 411 Woman Tall 47454
## 412 Woman Tall 53206
## 413 Woman Tall 47367
## 414 Woman Tall 51401
## 415 Woman Tall 45013
## 416 Woman Tall 26816
## 417 Woman Tall 56173
## 418 Woman Tall 39143
## 419 Woman Tall 52934
## 420 Woman Tall 42814
## 421 Woman Tall 48575
## 422 Woman Tall 55031
## 423 Woman Tall 52040
## 424 Woman Tall 45115
## 425 Woman Tall 40282
## 426 Woman Tall 55909
## 427 Woman Tall 60057
## 428 Woman Tall 47618
## 429 Woman Tall 44783
## 430 Woman Tall 67821
## 431 Woman Tall 48850
## 432 Woman Tall 40296
## 433 Woman Tall 41368
## 434 Woman Tall 63217
## 435 Woman Tall 48497
## 436 Woman Tall 40814
## 437 Woman Tall 47266
## 438 Woman Tall 57898
## 439 Woman Tall 48785
## 440 Woman Tall 52336
## 441 Woman Tall 63053
## 442 Woman Tall 35207
## 443 Woman Tall 44300
## 444 Woman Tall 49957
## 445 Woman Tall 45610
## 446 Woman Tall 53187
## 447 Woman Tall 55936
## 448 Woman Tall 42706
## 449 Woman Tall 43445
## 450 Woman Tall 57585
## 451 Woman Tall 40111
## 452 Woman Tall 44554
## 453 Woman Tall 36223
## 454 Woman Tall 56693
## 455 Woman Tall 48992
## 456 Woman Tall 57893
## 457 Woman Tall 60932
## 458 Woman Tall 63896
## 459 Woman Tall 53644
## 460 Woman Tall 61907
## 461 Woman Tall 55576
## 462 Woman Tall 64213
## 463 Woman Tall 56028
## 464 Woman Tall 42336
## 465 Woman Tall 43859
## 466 Woman Tall 54947
## 467 Woman Tall 44694
## 468 Woman Tall 42157
## 469 Woman Tall 42209
## 470 Woman Tall 47030
## 471 Woman Tall 50502
## 472 Woman Tall 46498
## 473 Woman Tall 42856
## 474 Woman Tall 57726
## 475 Woman Tall 52041
## 476 Woman Tall 40925
## 477 Woman Tall 66439
## 478 Woman Tall 45648
## 479 Woman Tall 67250
## 480 Woman Tall 50643
## 481 Woman Tall 55462
## 482 Woman Tall 43676
## 483 Woman Tall 40075
## 484 Woman Tall 35640
## 485 Woman Tall 58003
## 486 Woman Tall 53309
## 487 Woman Tall 48362
## 488 Woman Tall 52946
## 489 Woman Tall 35535
## 490 Woman Tall 41084
## 491 Woman Tall 46468
## 492 Woman Tall 42039
## 493 Woman Tall 46149
## 494 Woman Tall 44728
## 495 Woman Tall 47738
## 496 Woman Tall 33656
## 497 Woman Tall 46799
## 498 Woman Tall 49767
## 499 Woman Tall 41232
## 500 Woman Tall 41748
## 501 Woman Tall 57381
## 502 Woman Tall 35714
## 503 Woman Tall 55305
## 504 Woman Tall 64377
## 505 Woman Tall 48408
## 506 Woman Tall 52106
## 507 Woman Tall 57220
## 508 Woman Tall 53660
## 509 Woman Tall 47627
## 510 Woman Tall 51503
## 511 Woman Tall 57421
## 512 Woman Tall 39209
## 513 Woman Tall 44983
## 514 Woman Tall 56366
## 515 Woman Tall 54937
## 516 Woman Tall 43485
## 517 Woman Tall 50925
## 518 Woman Tall 42991
## 519 Woman Tall 52511
## 520 Woman Tall 47287
## 521 Woman Tall 38829
## 522 Woman Tall 50177
## 523 Woman Tall 59101
## 524 Woman Tall 39755
## 525 Woman Tall 52785
## 526 Woman Tall 63228
## 527 Woman Tall 53164
## 528 Woman Tall 52743
## 529 Woman Tall 51124
## 530 Woman Tall 48291
## 531 Woman Tall 47763
## 532 Woman Tall 47942
## 533 Woman Tall 38944
## 534 Woman Tall 56203
## 535 Woman Tall 41935
## 536 Woman Tall 43564
## 537 Woman Tall 44966
## 538 Woman Tall 38835
## 539 Woman Tall 40863
## 540 Woman Tall 57343
## 541 Woman Tall 60711
## 542 Woman Tall 48782
## 543 Woman Tall 53672
## 544 Woman Tall 52910
## 545 Woman Tall 57232
## 546 Woman Tall 52428
## 547 Woman Tall 77491
## 548 Woman Tall 43546
## 549 Woman Tall 43929
## 550 Woman Tall 40456
## 551 Woman Tall 58033
## 552 Woman Tall 51049
## 553 Woman Tall 46402
## 554 Woman Tall 60037
## 555 Woman Tall 39256
## 556 Woman Tall 59177
## 557 Woman Tall 54335
## 558 Woman Tall 43311
## 559 Woman Tall 49114
## 560 Woman Tall 72970
## 561 Woman Tall 47928
## 562 Woman Tall 65522
## 563 Woman Tall 52375
## 564 Woman Tall 53606
## 565 Woman Tall 37724
## 566 Woman Tall 57021
## 567 Woman Tall 52020
## 568 Woman Tall 58979
## 569 Woman Tall 56084
## 570 Woman Tall 60167
## 571 Woman Tall 49841
## 572 Woman Tall 38873
## 573 Woman Tall 30469
## 574 Woman Tall 43191
## 575 Woman Tall 45051
## 576 Woman Tall 36534
## 577 Woman Tall 70815
## 578 Woman Tall 58958
## 579 Woman Tall 37977
## 580 Woman Tall 43797
## 581 Woman Tall 56536
## 582 Woman Tall 53559
## 583 Woman Tall 44618
## 584 Woman Tall 61794
## 585 Woman Tall 50864
## 586 Woman Tall 41796
## 587 Woman Tall 38156
## 588 Woman Tall 41065
## 589 Woman Tall 41392
## 590 Woman Tall 44408
## 591 Woman Tall 52637
## 592 Woman Tall 49155
## 593 Woman Tall 40415
## 594 Woman Tall 40034
## 595 Woman Tall 36707
## 596 Woman Tall 50429
## 597 Woman Tall 56223
## 598 Woman Tall 56181
## 599 Woman Tall 42926
## 600 Woman Tall 54211
## 601 Woman Tall 54625
## 602 Woman Tall 40805
## 603 Woman Tall 51679
## 604 Woman Tall 39498
## 605 Woman Tall 41900
## 606 Woman Tall 52680
## 607 Woman Tall 49305
## 608 Woman Tall 51488
## 609 Woman Tall 44830
## 610 Woman Tall 55398
## 611 Woman Tall 48577
## 612 Woman Tall 30605
## 613 Woman Tall 50381
## 614 Woman Tall 54654
## 615 Woman Tall 57084
## 616 Woman Tall 51975
## 617 Woman Tall 58751
## 618 Woman Tall 49787
## 619 Woman Tall 56328
## 620 Woman Tall 63678
## 621 Woman Tall 45047
## 622 Woman Tall 53842
## 623 Woman Tall 54357
## 624 Woman Tall 57938
## 625 Woman Tall 47933
## 626 Woman Tall 61119
## 627 Woman Tall 45176
## 628 Woman Tall 48139
## 629 Woman Tall 42704
## 630 Woman Tall 47034
## 631 Woman Tall 45851
## 632 Woman Tall 59234
## 633 Woman Tall 51862
## 634 Woman Tall 50584
## 635 Woman Tall 46886
## 636 Woman Tall 59017
## 637 Woman Tall 46109
## 638 Woman Tall 58413
## 639 Woman Tall 41051
## 640 Woman Tall 52659
## 641 Woman Tall 55872
## 642 Woman Tall 64173
## 643 Woman Tall 42588
## 644 Woman Tall 44131
## 645 Woman Tall 35674
## 646 Woman Tall 41227
## 647 Woman Tall 60459
## 648 Woman Tall 44970
## 649 Woman Tall 64407
## 650 Woman Tall 58499
## 651 Woman Tall 64756
## 652 Woman Tall 37093
## 653 Woman Tall 46046
## 654 Woman Tall 46586
## 655 Woman Tall 46264
## 656 Woman Tall 56914
## 657 Woman Tall 46345
## 658 Woman Tall 54433
## 659 Woman Tall 46702
## 660 Woman Tall 51260
## 661 Woman Tall 47697
## 662 Woman Tall 40280
## 663 Woman Tall 49791
## 664 Woman Tall 47161
## 665 Woman Tall 48286
## 666 Woman Tall 50858
## 667 Woman Tall 55214
## 668 Woman Tall 49168
## 669 Woman Tall 43593
## 670 Woman Tall 55516
## 671 Woman Tall 35843
## 672 Woman Tall 48571
## 673 Woman Tall 32025
## 674 Woman Tall 63814
## 675 Woman Tall 35181
## 676 Woman Tall 54870
## 677 Woman Tall 59468
## 678 Woman Tall 48025
## 679 Woman Tall 52710
## 680 Woman Tall 51055
## 681 Woman Tall 57152
## 682 Woman Tall 58258
## 683 Woman Tall 57784
## 684 Woman Tall 44060
## 685 Woman Tall 61210
## 686 Woman Tall 56803
## 687 Woman Tall 37756
## 688 Woman Tall 38119
## 689 Woman Tall 56152
## 690 Woman Tall 47814
## 691 Woman Tall 54855
## 692 Woman Tall 53193
## 693 Woman Tall 48247
## 694 Woman Tall 69434
## 695 Woman Tall 60177
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## 697 Woman Tall 48989
## 698 Woman Tall 47248
## 699 Woman Tall 47015
## 700 Woman Tall 57220
## 701 Woman Tall 47982
## 702 Woman Tall 51993
## 703 Woman Tall 35941
## 704 Woman Tall 57508
## 705 Woman Tall 44247
## 706 Woman Tall 53244
## 707 Woman Tall 41763
## 708 Woman Tall 42782
## 709 Woman Tall 27840
## 710 Woman Tall 52509
## 711 Woman Tall 48028
## 712 Woman Tall 41602
## 713 Woman Tall 47777
## 714 Woman Tall 52465
## 715 Woman Tall 43178
## 716 Woman Tall 62308
## 717 Woman Tall 48217
## 718 Woman Tall 48970
## 719 Woman Tall 46753
## 720 Woman Tall 41592
## 721 Woman Tall 48210
## 722 Woman Tall 64762
## 723 Woman Tall 46780
## 724 Woman Tall 53392
## 725 Woman Tall 37268
## 726 Woman Tall 46033
## 727 Woman Tall 54279
## 728 Woman Tall 48302
## 729 Woman Tall 49459
## 730 Woman Tall 58677
## 731 Woman Tall 61373
## 732 Woman Tall 51186
## 733 Woman Tall 66844
## 734 Woman Tall 50727
## 735 Woman Tall 52993
## 736 Woman Tall 60837
## 737 Woman Tall 50591
## 738 Woman Tall 44918
## 739 Woman Tall 42901
## 740 Woman Tall 51594
## 741 Woman Tall 53082
## 742 Woman Tall 34698
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## 744 Woman Tall 59424
## 745 Woman Tall 46326
## 746 Woman Tall 49024
## 747 Woman Tall 57645
## 748 Woman Tall 50785
## 749 Woman Tall 44851
## 750 Woman Tall 61262
## 751 Man Tall 33750
## 752 Man Tall 54036
## 753 Man Tall 57248
## 754 Man Tall 40524
## 755 Man Tall 51121
## 756 Man Tall 44510
## 757 Man Tall 47974
## 758 Man Tall 63696
## 759 Man Tall 49869
## 760 Man Tall 54582
## 761 Man Tall 56929
## 762 Man Tall 55811
## 763 Man Tall 75070
## 764 Man Tall 54172
## 765 Man Tall 55948
## 766 Man Tall 39726
## 767 Man Tall 47157
## 768 Man Tall 47040
## 769 Man Tall 57630
## 770 Man Tall 39499
## 771 Man Tall 47964
## 772 Man Tall 56625
## 773 Man Tall 55617
## 774 Man Tall 63600
## 775 Man Tall 33497
## 776 Man Tall 56172
## 777 Man Tall 48203
## 778 Man Tall 65870
## 779 Man Tall 56434
## 780 Man Tall 52805
## 781 Man Tall 47444
## 782 Man Tall 54340
## 783 Man Tall 39952
## 784 Man Tall 63739
## 785 Man Tall 43371
## 786 Man Tall 43650
## 787 Man Tall 61045
## 788 Man Tall 49999
## 789 Man Tall 57344
## 790 Man Tall 65314
## 791 Man Tall 55290
## 792 Man Tall 48379
## 793 Man Tall 55997
## 794 Man Tall 61081
## 795 Man Tall 37058
## 796 Man Tall 47384
## 797 Man Tall 51412
## 798 Man Tall 49826
## 799 Man Tall 57244
## 800 Man Tall 61601
## 801 Man Tall 44249
## 802 Man Tall 56802
## 803 Man Tall 45922
## 804 Man Tall 63616
## 805 Man Tall 55657
## 806 Man Tall 38051
## 807 Man Tall 56368
## 808 Man Tall 43087
## 809 Man Tall 52202
## 810 Man Tall 60193
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## 815 Man Tall 43680
## 816 Man Tall 47274
## 817 Man Tall 56618
## 818 Man Tall 52514
## 819 Man Tall 53136
## 820 Man Tall 65110
## 821 Man Tall 54006
## 822 Man Tall 41405
## 823 Man Tall 69909
## 824 Man Tall 44841
## 825 Man Tall 49245
## 826 Man Tall 50021
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## 829 Man Tall 67277
## 830 Man Tall 51930
## 831 Man Tall 40507
## 832 Man Tall 48583
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## 835 Man Tall 59423
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## 837 Man Tall 55826
## 838 Man Tall 60215
## 839 Man Tall 63508
## 840 Man Tall 46219
## 841 Man Tall 66208
## 842 Man Tall 57042
## 843 Man Tall 40262
## 844 Man Tall 51927
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## 848 Man Tall 65168
## 849 Man Tall 75336
## 850 Man Tall 36927
## 851 Man Tall 42925
## 852 Man Tall 52326
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## 854 Man Tall 53191
## 855 Man Tall 59200
## 856 Man Tall 55339
## 857 Man Tall 46455
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## 860 Man Tall 38357
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## 864 Man Tall 57670
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## 867 Man Tall 64506
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## 871 Man Tall 55341
## 872 Man Tall 54675
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## 876 Man Tall 67550
## 877 Man Tall 57767
## 878 Man Tall 54795
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## 880 Man Tall 48846
## 881 Man Tall 55956
## 882 Man Tall 48368
## 883 Man Tall 56244
## 884 Man Tall 46724
## 885 Man Tall 47618
## 886 Man Tall 62509
## 887 Man Tall 43864
## 888 Man Tall 50028
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## 890 Man Tall 54750
## 891 Man Tall 50620
## 892 Man Tall 71531
## 893 Man Tall 60156
## 894 Man Tall 34105
## 895 Man Tall 61818
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## 898 Man Tall 57290
## 899 Man Tall 60644
## 900 Man Tall 61490
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## 904 Man Tall 63009
## 905 Man Tall 58854
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## 947 Man Tall 44449
## 948 Man Tall 50622
## 949 Man Tall 39243
## 950 Man Tall 35994
## 951 Man Tall 36408
## 952 Man Tall 43661
## 953 Man Tall 54072
## 954 Man Tall 50001
## 955 Man Tall 57685
## 956 Man Tall 55146
## 957 Man Tall 48260
## 958 Man Tall 52843
## 959 Man Tall 43662
## 960 Man Tall 56628
## 961 Man Tall 52448
## 962 Man Tall 65409
## 963 Man Tall 50489
## 964 Man Tall 60581
## 965 Man Tall 54456
## 966 Man Tall 57893
## 967 Man Tall 72297
## 968 Man Tall 60025
## 969 Man Tall 51419
## 970 Man Tall 59318
## 971 Man Tall 52157
## 972 Man Tall 47267
## 973 Man Tall 55460
## 974 Man Tall 62940
## 975 Man Tall 47126
## 976 Man Tall 50270
## 977 Man Tall 33494
## 978 Man Tall 56646
## 979 Man Tall 55951
## 980 Man Tall 53590
## 981 Man Tall 65218
## 982 Man Tall 52289
## 983 Man Tall 57733
## 984 Man Tall 47368
## 985 Man Tall 39777
## 986 Man Tall 56735
## 987 Man Tall 42769
## 988 Man Tall 46202
## 989 Man Tall 66271
## 990 Man Tall 52938
## 991 Man Tall 59193
## 992 Man Tall 47766
## 993 Man Tall 39425
## 994 Man Tall 42339
## 995 Man Tall 61176
## 996 Man Tall 51414
## 997 Man Tall 66541
## 998 Man Tall 51378
## 999 Man Tall 59709
## 1000 Man Tall 47157
## 1001 Man Tall 64046
## 1002 Man Tall 43372
## 1003 Man Tall 47578
## 1004 Man Tall 53056
## 1005 Man Tall 50368
## 1006 Man Tall 60451
## 1007 Man Tall 53082
## 1008 Man Tall 58849
## 1009 Man Tall 75509
## 1010 Man Tall 51992
## 1011 Man Tall 44379
## 1012 Man Tall 62960
## 1013 Man Tall 43342
## 1014 Man Tall 70691
## 1015 Man Tall 49253
## 1016 Man Tall 53232
## 1017 Man Tall 58822
## 1018 Man Tall 39854
## 1019 Man Tall 50442
## 1020 Man Tall 45743
## 1021 Man Tall 51358
## 1022 Man Tall 51681
## 1023 Man Tall 59103
## 1024 Man Tall 66630
## 1025 Man Tall 64950
## 1026 Man Tall 42268
## 1027 Man Tall 58359
## 1028 Man Tall 38524
## 1029 Man Tall 46729
## 1030 Man Tall 41604
## 1031 Man Tall 51033
## 1032 Man Tall 36900
## 1033 Man Tall 59726
## 1034 Man Tall 50135
## 1035 Man Tall 65215
## 1036 Man Tall 52755
## 1037 Man Tall 49472
## 1038 Man Tall 38701
## 1039 Man Tall 57853
## 1040 Man Tall 59293
## 1041 Man Tall 53781
## 1042 Man Tall 39343
## 1043 Man Tall 67189
## 1044 Man Tall 52269
## 1045 Man Tall 44907
## 1046 Man Tall 59397
## 1047 Man Tall 51530
## 1048 Man Tall 67116
## 1049 Man Tall 54914
## 1050 Man Tall 57746
## 1051 Man Tall 51349
## 1052 Man Tall 42727
## 1053 Man Tall 40007
## 1054 Man Tall 53396
## 1055 Man Tall 49238
## 1056 Man Tall 47557
## 1057 Man Tall 55938
## 1058 Man Tall 62979
## 1059 Man Tall 61867
## 1060 Man Tall 41226
## 1061 Man Tall 49485
## 1062 Man Tall 55709
## 1063 Man Tall 66716
## 1064 Man Tall 39648
## 1065 Man Tall 31281
## 1066 Man Tall 48738
## 1067 Man Tall 63171
## 1068 Man Tall 40577
## 1069 Man Tall 58910
## 1070 Man Tall 53654
## 1071 Man Tall 66888
## 1072 Man Tall 61432
## 1073 Man Tall 48669
## 1074 Man Tall 47021
## 1075 Man Tall 67271
## 1076 Man Tall 48831
## 1077 Man Tall 63128
## 1078 Man Tall 57941
## 1079 Man Tall 35343
## 1080 Man Tall 53515
## 1081 Man Tall 55571
## 1082 Man Tall 45202
## 1083 Man Tall 52414
## 1084 Man Tall 48847
## 1085 Man Tall 48868
## 1086 Man Tall 37706
## 1087 Man Tall 44463
## 1088 Man Tall 61062
## 1089 Man Tall 47546
## 1090 Man Tall 41026
## 1091 Man Tall 66289
## 1092 Man Tall 52862
## 1093 Man Tall 41603
## 1094 Man Tall 63456
## 1095 Man Tall 46381
## 1096 Man Tall 46592
## 1097 Man Tall 54743
## 1098 Man Tall 48704
## 1099 Man Tall 53881
## 1100 Man Tall 57171
## 1101 Man Tall 47530
## 1102 Man Tall 54409
## 1103 Man Tall 59958
## 1104 Man Tall 43610
## 1105 Man Tall 51241
## 1106 Man Tall 58372
## 1107 Man Tall 57276
## 1108 Man Tall 61422
## 1109 Man Tall 60000
## 1110 Man Tall 46235
## 1111 Man Tall 66041
## 1112 Man Tall 48686
## 1113 Man Tall 60244
## 1114 Man Tall 59916
## 1115 Man Tall 58435
## 1116 Man Tall 62577
## 1117 Man Tall 60777
## 1118 Man Tall 51513
## 1119 Man Tall 56812
## 1120 Man Tall 51463
## 1121 Man Tall 66081
## 1122 Man Tall 51305
## 1123 Man Tall 51640
## 1124 Man Tall 61629
## 1125 Man Tall 58893
## 1126 Man Tall 54164
## 1127 Man Tall 57931
## 1128 Man Tall 50484
## 1129 Man Tall 55519
## 1130 Man Tall 58712
## 1131 Man Tall 45648
## 1132 Man Tall 58495
## 1133 Man Tall 51930
## 1134 Man Tall 39855
## 1135 Man Tall 55471
## 1136 Man Tall 57702
## 1137 Man Tall 47991
## 1138 Man Tall 58648
## 1139 Man Tall 51489
## 1140 Man Tall 59561
## 1141 Man Tall 51428
## 1142 Man Tall 62557
## 1143 Man Tall 43173
## 1144 Man Tall 53407
## 1145 Man Tall 62170
## 1146 Man Tall 59906
## 1147 Man Tall 41608
## 1148 Man Tall 63067
## 1149 Man Tall 64817
## 1150 Man Tall 37001
## 1151 Man Tall 54323
## 1152 Man Tall 44228
## 1153 Man Tall 56254
## 1154 Man Tall 55007
## 1155 Man Tall 53045
## 1156 Man Tall 64274
## 1157 Man Tall 63529
## 1158 Man Tall 62419
## 1159 Man Tall 56539
## 1160 Man Tall 45343
## 1161 Man Tall 50477
## 1162 Man Tall 47648
## 1163 Man Tall 54964
## 1164 Man Tall 62450
## 1165 Man Tall 50079
## 1166 Man Tall 55061
## 1167 Man Tall 61054
## 1168 Man Tall 44885
## 1169 Man Tall 41341
## 1170 Man Tall 54614
## 1171 Man Tall 43870
## 1172 Man Tall 55184
## 1173 Man Tall 47635
## 1174 Man Tall 61054
## 1175 Man Tall 57576
## 1176 Man Tall 57591
## 1177 Man Tall 43468
## 1178 Man Tall 49882
## 1179 Man Tall 48255
## 1180 Man Tall 46530
## 1181 Man Tall 54895
## 1182 Man Tall 62100
## 1183 Man Tall 38489
## 1184 Man Tall 60549
## 1185 Man Tall 50146
## 1186 Man Tall 56810
## 1187 Man Tall 51435
## 1188 Man Tall 59406
## 1189 Man Tall 54714
## 1190 Man Tall 42548
## 1191 Man Tall 53281
## 1192 Man Tall 49307
## 1193 Man Tall 61550
## 1194 Man Tall 64047
## 1195 Man Tall 41054
## 1196 Man Tall 51879
## 1197 Man Tall 37076
## 1198 Man Tall 50030
## 1199 Man Tall 58956
## 1200 Man Tall 53485
## 1201 Man Tall 58319
## 1202 Man Tall 52204
## 1203 Man Tall 55833
## 1204 Man Tall 65877
## 1205 Man Tall 56560
## 1206 Man Tall 52165
## 1207 Man Tall 42569
## 1208 Man Tall 51098
## 1209 Man Tall 56208
## 1210 Man Tall 58414
## 1211 Man Tall 67274
## 1212 Man Tall 47959
## 1213 Man Tall 53920
## 1214 Man Tall 60897
## 1215 Man Tall 56564
## 1216 Man Tall 52017
## 1217 Man Tall 61391
## 1218 Man Tall 58250
## 1219 Man Tall 56764
## 1220 Man Tall 57079
## 1221 Man Tall 58125
## 1222 Man Tall 52014
## 1223 Man Tall 63886
## 1224 Man Tall 66102
## 1225 Man Tall 65066
## 1226 Man Tall 50408
## 1227 Man Tall 48018
## 1228 Man Tall 49496
## 1229 Man Tall 53128
## 1230 Man Tall 68066
## 1231 Man Tall 57681
## 1232 Man Tall 61901
## 1233 Man Tall 63680
## 1234 Man Tall 64822
## 1235 Man Tall 46909
## 1236 Man Tall 51737
## 1237 Man Tall 52260
## 1238 Man Tall 60869
## 1239 Man Tall 46699
## 1240 Man Tall 50807
## 1241 Man Tall 50078
## 1242 Man Tall 50735
## 1243 Man Tall 54478
## 1244 Man Tall 61179
## 1245 Man Tall 66249
## 1246 Man Tall 58035
## 1247 Man Tall 57300
## 1248 Man Tall 45681
## 1249 Man Tall 46435
## 1250 Man Tall 50959
## 1251 Man Tall 46846
## 1252 Man Tall 54713
## 1253 Man Tall 47947
## 1254 Man Tall 51063
## 1255 Man Tall 67146
## 1256 Man Tall 44706
## 1257 Man Tall 52840
## 1258 Man Tall 35236
## 1259 Man Tall 50542
## 1260 Man Tall 47558
## 1261 Man Tall 45201
## 1262 Man Tall 44914
## 1263 Man Tall 48781
## 1264 Man Tall 44257
## 1265 Man Tall 61742
## 1266 Man Tall 60758
## 1267 Man Tall 38466
## 1268 Man Tall 43365
## 1269 Man Tall 46061
## 1270 Man Tall 50430
## 1271 Man Tall 53982
## 1272 Man Tall 54793
## 1273 Man Tall 26962
## 1274 Man Tall 41448
## 1275 Man Tall 45804
## 1276 Man Tall 53688
## 1277 Man Tall 67914
## 1278 Man Tall 45043
## 1279 Man Tall 55076
## 1280 Man Tall 61423
## 1281 Man Tall 33633
## 1282 Man Tall 50913
## 1283 Man Tall 50607
## 1284 Man Tall 51468
## 1285 Man Tall 44623
## 1286 Man Tall 42782
## 1287 Man Tall 52170
## 1288 Man Tall 55925
## 1289 Man Tall 56836
## 1290 Man Tall 51155
## 1291 Man Tall 40196
## 1292 Man Tall 69120
## 1293 Man Tall 69253
## 1294 Man Tall 52793
## 1295 Man Tall 48440
## 1296 Man Tall 51524
## 1297 Man Tall 69173
## 1298 Man Tall 47738
## 1299 Man Tall 46351
## 1300 Man Tall 51434
## 1301 Man Tall 38322
## 1302 Man Tall 63945
## 1303 Man Tall 37391
## 1304 Man Tall 40728
## 1305 Man Tall 58485
## 1306 Man Tall 33693
## 1307 Man Tall 49746
## 1308 Man Tall 60699
## 1309 Man Tall 50577
## 1310 Man Tall 47591
## 1311 Man Tall 61693
## 1312 Man Tall 51549
## 1313 Man Tall 55310
## 1314 Man Tall 49666
## 1315 Man Tall 37748
## 1316 Man Tall 45062
## 1317 Man Tall 46814
## 1318 Man Tall 50968
## 1319 Man Tall 62627
## 1320 Man Tall 62047
## 1321 Man Tall 33190
## 1322 Man Tall 52522
## 1323 Man Tall 62713
## 1324 Man Tall 57709
## 1325 Man Tall 53156
## 1326 Man Tall 47924
## 1327 Man Tall 53182
## 1328 Man Tall 44148
## 1329 Man Tall 46782
## 1330 Man Tall 49966
## 1331 Man Tall 56616
## 1332 Man Tall 62131
## 1333 Man Tall 45645
## 1334 Man Tall 72256
## 1335 Man Tall 69363
## 1336 Man Tall 51511
## 1337 Man Tall 68429
## 1338 Man Tall 58079
## 1339 Man Tall 54620
## 1340 Man Tall 45076
## 1341 Man Tall 44287
## 1342 Man Tall 28662
## 1343 Man Tall 56645
## 1344 Man Tall 42768
## 1345 Man Tall 45720
## 1346 Man Tall 74016
## 1347 Man Tall 42102
## 1348 Man Tall 39984
## 1349 Man Tall 61222
## 1350 Man Tall 60699
## 1351 Man Tall 39269
## 1352 Man Tall 44338
## 1353 Man Tall 50161
## 1354 Man Tall 58426
## 1355 Man Tall 62078
## 1356 Man Tall 51773
## 1357 Man Tall 47016
## 1358 Man Tall 44348
## 1359 Man Tall 51592
## 1360 Man Tall 48838
## 1361 Man Tall 51133
## 1362 Man Tall 20310
## 1363 Man Tall 41377
## 1364 Man Tall 54645
## 1365 Man Tall 50602
## 1366 Man Tall 61568
## 1367 Man Tall 49795
## 1368 Man Tall 56530
## 1369 Man Tall 54762
## 1370 Man Tall 61884
## 1371 Man Tall 57335
## 1372 Man Tall 62700
## 1373 Man Tall 38139
## 1374 Man Tall 57272
## 1375 Man Tall 41890
## 1376 Man Tall 43077
## 1377 Man Tall 54743
## 1378 Man Tall 53705
## 1379 Man Tall 64738
## 1380 Man Tall 54814
## 1381 Man Tall 38085
## 1382 Man Tall 35452
## 1383 Man Tall 40568
## 1384 Man Tall 54785
## 1385 Man Tall 65184
## 1386 Man Tall 55929
## 1387 Man Tall 59981
## 1388 Man Tall 46345
## 1389 Man Tall 46600
## 1390 Man Tall 54896
## 1391 Man Tall 51731
## 1392 Man Tall 28398
## 1393 Man Tall 60569
## 1394 Man Tall 42992
## 1395 Man Tall 42682
## 1396 Man Tall 49648
## 1397 Man Tall 45062
## 1398 Man Tall 56014
## 1399 Man Tall 38562
## 1400 Man Tall 55678
## 1401 Man Tall 58374
## 1402 Man Tall 59090
## 1403 Man Tall 67834
## 1404 Man Tall 44311
## 1405 Man Tall 47382
## 1406 Man Tall 58126
## 1407 Man Tall 47480
## 1408 Man Tall 46436
## 1409 Man Tall 59006
## 1410 Man Tall 47556
## 1411 Man Tall 57485
## 1412 Man Tall 53323
## 1413 Man Tall 63375
## 1414 Man Tall 49984
## 1415 Man Tall 45838
## 1416 Man Tall 58904
## 1417 Man Tall 52948
## 1418 Man Tall 72973
## 1419 Man Tall 47252
## 1420 Man Tall 53163
## 1421 Man Tall 51871
## 1422 Man Tall 51249
## 1423 Man Tall 50623
## 1424 Man Tall 51026
## 1425 Man Tall 60459
## 1426 Man Tall 51769
## 1427 Man Tall 51445
## 1428 Man Tall 44719
## 1429 Man Tall 45006
## 1430 Man Tall 58433
## 1431 Man Tall 54767
## 1432 Man Tall 60419
## 1433 Man Tall 47337
## 1434 Man Tall 51847
## 1435 Man Tall 41424
## 1436 Man Tall 51069
## 1437 Man Tall 66205
## 1438 Man Tall 46365
## 1439 Man Tall 47795
## 1440 Man Tall 57172
## 1441 Man Tall 43948
## 1442 Man Tall 45523
## 1443 Man Tall 61023
## 1444 Man Tall 59488
## 1445 Man Tall 55458
## 1446 Man Tall 63020
## 1447 Man Tall 37208
## 1448 Man Tall 49990
## 1449 Man Tall 66632
## 1450 Man Tall 48916
## 1451 Man Tall 61966
## 1452 Man Tall 37772
## 1453 Man Tall 63472
## 1454 Man Tall 51219
## 1455 Man Tall 45650
## 1456 Man Tall 51100
## 1457 Man Tall 60311
## 1458 Man Tall 49199
## 1459 Man Tall 53106
## 1460 Man Tall 62811
## 1461 Man Tall 36322
## 1462 Man Tall 50515
## 1463 Man Tall 48696
## 1464 Man Tall 50375
## 1465 Man Tall 50912
## 1466 Man Tall 46007
## 1467 Man Tall 47127
## 1468 Man Tall 59278
## 1469 Man Tall 47072
## 1470 Man Tall 46521
## 1471 Man Tall 54157
## 1472 Man Tall 45948
## 1473 Man Tall 45004
## 1474 Man Tall 52541
## 1475 Man Tall 65564
## 1476 Man Tall 43159
## 1477 Man Tall 44234
## 1478 Man Tall 63857
## 1479 Man Tall 59038
## 1480 Man Tall 54594
## 1481 Man Tall 50424
## 1482 Man Tall 53705
## 1483 Man Tall 51047
## 1484 Man Tall 57893
## 1485 Man Tall 61672
## 1486 Man Tall 57909
## 1487 Man Tall 51148
## 1488 Man Tall 61740
## 1489 Man Tall 47472
## 1490 Man Tall 60062
## 1491 Man Tall 48830
## 1492 Man Tall 37492
## 1493 Man Tall 52105
## 1494 Man Tall 55405
## 1495 Man Tall 54348
## 1496 Man Tall 54006
## 1497 Man Tall 50875
## 1498 Man Tall 50450
## 1499 Man Tall 49115
## 1500 Man Tall 46351ShortProfs = filter(FacultyIncome, Height == "Short")
ShortProfs## Gender Height Income
## 1 Woman Short 46048
## 2 Woman Short 39644
## 3 Woman Short 52020
## 4 Woman Short 45400
## 5 Woman Short 33354
## 6 Woman Short 58250
## 7 Woman Short 45477
## 8 Woman Short 44847
## 9 Woman Short 55435
## 10 Woman Short 52672
## 11 Woman Short 56705
## 12 Woman Short 52725
## 13 Woman Short 51584
## 14 Woman Short 42109
## 15 Woman Short 47882
## 16 Woman Short 54360
## 17 Woman Short 55324
## 18 Woman Short 42581
## 19 Woman Short 40352
## 20 Woman Short 52246
## 21 Woman Short 51805
## 22 Woman Short 45551
## 23 Woman Short 50893
## 24 Woman Short 51835
## 25 Woman Short 48755
## 26 Woman Short 58374
## 27 Woman Short 57342
## 28 Woman Short 48971
## 29 Woman Short 43462
## 30 Woman Short 48110
## 31 Woman Short 56421
## 32 Woman Short 51014
## 33 Woman Short 42451
## 34 Woman Short 65267
## 35 Woman Short 55596
## 36 Woman Short 31768
## 37 Woman Short 42370
## 38 Woman Short 50561
## 39 Woman Short 38417
## 40 Woman Short 56957
## 41 Woman Short 62910
## 42 Woman Short 49617
## 43 Woman Short 35196
## 44 Woman Short 46007
## 45 Woman Short 39990
## 46 Woman Short 37126
## 47 Woman Short 49376
## 48 Woman Short 48056
## 49 Woman Short 65671
## 50 Woman Short 65263
## 51 Woman Short 34674
## 52 Woman Short 48209
## 53 Woman Short 44388
## 54 Woman Short 52952
## 55 Woman Short 41861
## 56 Woman Short 54855
## 57 Woman Short 54702
## 58 Woman Short 56290
## 59 Woman Short 47430
## 60 Woman Short 54617
## 61 Woman Short 48494
## 62 Woman Short 55948
## 63 Woman Short 51307
## 64 Woman Short 52902
## 65 Woman Short 53134
## 66 Woman Short 51375
## 67 Woman Short 49472
## 68 Woman Short 49970
## 69 Woman Short 34253
## 70 Woman Short 47700
## 71 Woman Short 45592
## 72 Woman Short 53418
## 73 Woman Short 53636
## 74 Woman Short 52138
## 75 Woman Short 46205
## 76 Woman Short 43495
## 77 Woman Short 54441
## 78 Woman Short 58284
## 79 Woman Short 54025
## 80 Woman Short 45486
## 81 Woman Short 45741
## 82 Woman Short 47458
## 83 Woman Short 44633
## 84 Woman Short 51711
## 85 Woman Short 51159
## 86 Woman Short 50018
## 87 Woman Short 47192
## 88 Woman Short 61346
## 89 Woman Short 46660
## 90 Woman Short 50972
## 91 Woman Short 58961
## 92 Woman Short 51463
## 93 Woman Short 47896
## 94 Woman Short 42672
## 95 Woman Short 52924
## 96 Woman Short 43499
## 97 Woman Short 50527
## 98 Woman Short 43870
## 99 Woman Short 40766
## 100 Woman Short 60504
## 101 Woman Short 39861
## 102 Woman Short 47015
## 103 Woman Short 40249
## 104 Woman Short 35151
## 105 Woman Short 43147
## 106 Woman Short 51836
## 107 Woman Short 52649
## 108 Woman Short 46675
## 109 Woman Short 41092
## 110 Woman Short 53474
## 111 Woman Short 40982
## 112 Woman Short 52553
## 113 Woman Short 42590
## 114 Woman Short 46591
## 115 Woman Short 59125
## 116 Woman Short 42682
## 117 Woman Short 51644
## 118 Woman Short 51478
## 119 Woman Short 48493
## 120 Woman Short 36550
## 121 Woman Short 48204
## 122 Woman Short 49954
## 123 Woman Short 40614
## 124 Woman Short 62841
## 125 Woman Short 58137
## 126 Woman Short 63861
## 127 Woman Short 64705
## 128 Woman Short 61435
## 129 Woman Short 67529
## 130 Woman Short 57481
## 131 Woman Short 46772
## 132 Woman Short 46315
## 133 Woman Short 46004
## 134 Woman Short 53045
## 135 Woman Short 51334
## 136 Woman Short 41530
## 137 Woman Short 47028
## 138 Woman Short 51085
## 139 Woman Short 37557
## 140 Woman Short 50971
## 141 Woman Short 56039
## 142 Woman Short 47702
## 143 Woman Short 42963
## 144 Woman Short 54191
## 145 Woman Short 36853
## 146 Woman Short 41305
## 147 Woman Short 52300
## 148 Woman Short 43691
## 149 Woman Short 50722
## 150 Woman Short 59328
## 151 Woman Short 51014
## 152 Woman Short 40639
## 153 Woman Short 32502
## 154 Woman Short 59698
## 155 Woman Short 35961
## 156 Woman Short 57634
## 157 Woman Short 45875
## 158 Woman Short 41961
## 159 Woman Short 50097
## 160 Woman Short 53309
## 161 Woman Short 38542
## 162 Woman Short 44542
## 163 Woman Short 47295
## 164 Woman Short 58609
## 165 Woman Short 48742
## 166 Woman Short 43735
## 167 Woman Short 56625
## 168 Woman Short 46472
## 169 Woman Short 51213
## 170 Woman Short 42991
## 171 Woman Short 49633
## 172 Woman Short 59296
## 173 Woman Short 53709
## 174 Woman Short 60401
## 175 Woman Short 52175
## 176 Woman Short 41386
## 177 Woman Short 48712
## 178 Woman Short 47077
## 179 Woman Short 47027
## 180 Woman Short 53251
## 181 Woman Short 43598
## 182 Woman Short 52644
## 183 Woman Short 42062
## 184 Woman Short 60801
## 185 Woman Short 35265
## 186 Woman Short 46478
## 187 Woman Short 39358
## 188 Woman Short 53902
## 189 Woman Short 48478
## 190 Woman Short 41963
## 191 Woman Short 45811
## 192 Woman Short 49125
## 193 Woman Short 46226
## 194 Woman Short 63337
## 195 Woman Short 51823
## 196 Woman Short 48650
## 197 Woman Short 66068
## 198 Woman Short 43732
## 199 Woman Short 46493
## 200 Woman Short 47005
## 201 Woman Short 46121
## 202 Woman Short 57792
## 203 Woman Short 52626
## 204 Woman Short 53792
## 205 Woman Short 54347
## 206 Woman Short 19868
## 207 Woman Short 55985
## 208 Woman Short 50441
## 209 Woman Short 62567
## 210 Woman Short 60049
## 211 Woman Short 50584
## 212 Woman Short 56651
## 213 Woman Short 46360
## 214 Woman Short 41189
## 215 Woman Short 45012
## 216 Woman Short 46041
## 217 Woman Short 48132
## 218 Woman Short 61667
## 219 Woman Short 34079
## 220 Woman Short 38375
## 221 Woman Short 57248
## 222 Woman Short 43491
## 223 Woman Short 54653
## 224 Woman Short 55192
## 225 Woman Short 62101
## 226 Woman Short 40221
## 227 Woman Short 37145
## 228 Woman Short 39633
## 229 Woman Short 53762
## 230 Woman Short 45918
## 231 Woman Short 38858
## 232 Woman Short 55006
## 233 Woman Short 60415
## 234 Woman Short 47904
## 235 Woman Short 53523
## 236 Woman Short 50173
## 237 Woman Short 54476
## 238 Woman Short 35686
## 239 Woman Short 48016
## 240 Woman Short 54614
## 241 Woman Short 48810
## 242 Woman Short 35810
## 243 Woman Short 49876
## 244 Woman Short 57450
## 245 Woman Short 44472
## 246 Woman Short 54374
## 247 Woman Short 61546
## 248 Woman Short 47892
## 249 Woman Short 40308
## 250 Woman Short 49833
## 251 Woman Short 57419
## 252 Woman Short 51500
## 253 Woman Short 50817
## 254 Woman Short 54481
## 255 Woman Short 44044
## 256 Woman Short 56026
## 257 Woman Short 37153
## 258 Woman Short 69721
## 259 Woman Short 41011
## 260 Woman Short 34742
## 261 Woman Short 41364
## 262 Woman Short 53382
## 263 Woman Short 53343
## 264 Woman Short 42027
## 265 Woman Short 61276
## 266 Woman Short 51979
## 267 Woman Short 46968
## 268 Woman Short 56974
## 269 Woman Short 36899
## 270 Woman Short 56153
## 271 Woman Short 33046
## 272 Woman Short 36524
## 273 Woman Short 46901
## 274 Woman Short 51757
## 275 Woman Short 41100
## 276 Woman Short 65998
## 277 Woman Short 39728
## 278 Woman Short 46401
## 279 Woman Short 48387
## 280 Woman Short 44072
## 281 Woman Short 44504
## 282 Woman Short 41943
## 283 Woman Short 45365
## 284 Woman Short 53063
## 285 Woman Short 60948
## 286 Woman Short 51561
## 287 Woman Short 50611
## 288 Woman Short 41066
## 289 Woman Short 52243
## 290 Woman Short 57594
## 291 Woman Short 59389
## 292 Woman Short 61250
## 293 Woman Short 53986
## 294 Woman Short 53641
## 295 Woman Short 40584
## 296 Woman Short 56415
## 297 Woman Short 42005
## 298 Woman Short 48592
## 299 Woman Short 48602
## 300 Woman Short 39955
## 301 Woman Short 57247
## 302 Woman Short 43963
## 303 Woman Short 43167
## 304 Woman Short 37215
## 305 Woman Short 46902
## 306 Woman Short 49386
## 307 Woman Short 49606
## 308 Woman Short 58352
## 309 Woman Short 58269
## 310 Woman Short 52513
## 311 Woman Short 60381
## 312 Woman Short 54536
## 313 Woman Short 42565
## 314 Woman Short 50659
## 315 Woman Short 61985
## 316 Woman Short 48245
## 317 Woman Short 57514
## 318 Woman Short 58236
## 319 Woman Short 41748
## 320 Woman Short 51251
## 321 Woman Short 48107
## 322 Woman Short 60013
## 323 Woman Short 49007
## 324 Woman Short 30588
## 325 Woman Short 54465
## 326 Woman Short 53994
## 327 Woman Short 47370
## 328 Woman Short 56787
## 329 Woman Short 57550
## 330 Woman Short 49926
## 331 Woman Short 54494
## 332 Woman Short 47437
## 333 Woman Short 36524
## 334 Woman Short 43472
## 335 Woman Short 61055
## 336 Woman Short 43933
## 337 Woman Short 50336
## 338 Woman Short 40416
## 339 Woman Short 47991
## 340 Woman Short 40430
## 341 Woman Short 51774
## 342 Woman Short 57730
## 343 Woman Short 52354
## 344 Woman Short 41033
## 345 Woman Short 44827
## 346 Woman Short 45913
## 347 Woman Short 54102
## 348 Woman Short 48446
## 349 Woman Short 53136
## 350 Woman Short 58350
## 351 Woman Short 58041
## 352 Woman Short 49203
## 353 Woman Short 49394
## 354 Woman Short 52782
## 355 Woman Short 52542
## 356 Woman Short 38587
## 357 Woman Short 56341
## 358 Woman Short 52382
## 359 Woman Short 44568
## 360 Woman Short 63570
## 361 Woman Short 48626
## 362 Woman Short 48290
## 363 Woman Short 55413
## 364 Woman Short 43630
## 365 Woman Short 55023
## 366 Woman Short 40755
## 367 Woman Short 59794
## 368 Woman Short 34889
## 369 Woman Short 56909
## 370 Woman Short 48112
## 371 Woman Short 62073
## 372 Woman Short 61448
## 373 Woman Short 49127
## 374 Woman Short 50465
## 375 Woman Short 53640
## 376 Woman Short 45521
## 377 Woman Short 46510
## 378 Woman Short 47306
## 379 Woman Short 48248
## 380 Woman Short 41574
## 381 Woman Short 54818
## 382 Woman Short 40726
## 383 Woman Short 49955
## 384 Woman Short 48729
## 385 Woman Short 41363
## 386 Woman Short 31437
## 387 Woman Short 46697
## 388 Woman Short 37547
## 389 Woman Short 29609
## 390 Woman Short 58757
## 391 Woman Short 34130
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## 1323 Man Short 45485
## 1324 Man Short 45281
## 1325 Man Short 40969
## 1326 Man Short 44320
## 1327 Man Short 45398
## 1328 Man Short 34335
## 1329 Man Short 47481
## 1330 Man Short 46078
## 1331 Man Short 55489
## 1332 Man Short 51381
## 1333 Man Short 44263
## 1334 Man Short 42230
## 1335 Man Short 30469
## 1336 Man Short 44617
## 1337 Man Short 37969
## 1338 Man Short 31190
## 1339 Man Short 48359
## 1340 Man Short 52173
## 1341 Man Short 46075
## 1342 Man Short 40324
## 1343 Man Short 49702
## 1344 Man Short 45541
## 1345 Man Short 42391
## 1346 Man Short 40658
## 1347 Man Short 46293
## 1348 Man Short 44114
## 1349 Man Short 51093
## 1350 Man Short 34615
## 1351 Man Short 36749
## 1352 Man Short 52929
## 1353 Man Short 38810
## 1354 Man Short 58827
## 1355 Man Short 40724
## 1356 Man Short 29992
## 1357 Man Short 38518
## 1358 Man Short 46324
## 1359 Man Short 53952
## 1360 Man Short 48876
## 1361 Man Short 39460
## 1362 Man Short 43540
## 1363 Man Short 46963
## 1364 Man Short 46249
## 1365 Man Short 42546
## 1366 Man Short 37109
## 1367 Man Short 42505
## 1368 Man Short 45560
## 1369 Man Short 43568
## 1370 Man Short 44884
## 1371 Man Short 54311
## 1372 Man Short 47119
## 1373 Man Short 59216
## 1374 Man Short 49089
## 1375 Man Short 45565
## 1376 Man Short 48308
## 1377 Man Short 41577
## 1378 Man Short 38415
## 1379 Man Short 46801
## 1380 Man Short 46718
## 1381 Man Short 53264
## 1382 Man Short 54142
## 1383 Man Short 44038
## 1384 Man Short 48526
## 1385 Man Short 55034
## 1386 Man Short 30449
## 1387 Man Short 41601
## 1388 Man Short 37787
## 1389 Man Short 50556
## 1390 Man Short 47222
## 1391 Man Short 40033
## 1392 Man Short 35650
## 1393 Man Short 52300
## 1394 Man Short 41825
## 1395 Man Short 49018
## 1396 Man Short 45686
## 1397 Man Short 47271
## 1398 Man Short 57604
## 1399 Man Short 64620
## 1400 Man Short 31277
## 1401 Man Short 48946
## 1402 Man Short 50345
## 1403 Man Short 49819
## 1404 Man Short 52439
## 1405 Man Short 52295
## 1406 Man Short 52494
## 1407 Man Short 39998
## 1408 Man Short 41517
## 1409 Man Short 52985
## 1410 Man Short 41922
## 1411 Man Short 54978
## 1412 Man Short 39685
## 1413 Man Short 41532
## 1414 Man Short 49511
## 1415 Man Short 63329
## 1416 Man Short 52445
## 1417 Man Short 47250
## 1418 Man Short 36771
## 1419 Man Short 40439
## 1420 Man Short 42126
## 1421 Man Short 39084
## 1422 Man Short 52943
## 1423 Man Short 56537
## 1424 Man Short 53697
## 1425 Man Short 50571
## 1426 Man Short 34417
## 1427 Man Short 48403
## 1428 Man Short 48109
## 1429 Man Short 39034
## 1430 Man Short 46847
## 1431 Man Short 56569
## 1432 Man Short 51961
## 1433 Man Short 67616
## 1434 Man Short 61693
## 1435 Man Short 45909
## 1436 Man Short 33356
## 1437 Man Short 49164
## 1438 Man Short 52529
## 1439 Man Short 52760
## 1440 Man Short 41159
## 1441 Man Short 36819
## 1442 Man Short 47478
## 1443 Man Short 38670
## 1444 Man Short 45557
## 1445 Man Short 46679
## 1446 Man Short 46960
## 1447 Man Short 55993
## 1448 Man Short 42513
## 1449 Man Short 47139
## 1450 Man Short 49403
## 1451 Man Short 37801
## 1452 Man Short 45384
## 1453 Man Short 55543
## 1454 Man Short 56690
## 1455 Man Short 45404
## 1456 Man Short 47128
## 1457 Man Short 37679
## 1458 Man Short 42457
## 1459 Man Short 57518
## 1460 Man Short 50116
## 1461 Man Short 48971
## 1462 Man Short 39342
## 1463 Man Short 30721
## 1464 Man Short 51429
## 1465 Man Short 49818
## 1466 Man Short 43989
## 1467 Man Short 45455
## 1468 Man Short 52594
## 1469 Man Short 52849
## 1470 Man Short 59914
## 1471 Man Short 52501
## 1472 Man Short 58549
## 1473 Man Short 50575
## 1474 Man Short 39073
## 1475 Man Short 56749
## 1476 Man Short 36385
## 1477 Man Short 39648
## 1478 Man Short 49842
## 1479 Man Short 51751
## 1480 Man Short 60181
## 1481 Man Short 49398
## 1482 Man Short 41861
## 1483 Man Short 33426
## 1484 Man Short 45794
## 1485 Man Short 45457
## 1486 Man Short 56270
## 1487 Man Short 52919
## 1488 Man Short 53654
## 1489 Man Short 45736
## 1490 Man Short 55265
## 1491 Man Short 47391
## 1492 Man Short 53593
## 1493 Man Short 37537
## 1494 Man Short 44791
## 1495 Man Short 40967
## 1496 Man Short 31507
## 1497 Man Short 55198
## 1498 Man Short 49778
## 1499 Man Short 52738
## 1500 Man Short 48906FacultyIncome %>%
group_by(Height) %>%
summarize(mean_income = mean(Income, na.rm=TRUE))## # A tibble: 2 × 2
## Height mean_income
## <chr> <dbl>
## 1 Short 47593.
## 2 Tall 51449.3: Use the dplyr::arrange() function to arrange the data (full dataset) by gender and income.
arrange(FacultyIncome, Gender, Income)## Gender Height Income
## 1 Man Tall 20310
## 2 Man Short 26477
## 3 Man Tall 26962
## 4 Man Short 27706
## 5 Man Short 28205
## 6 Man Short 28206
## 7 Man Tall 28398
## 8 Man Tall 28662
## 9 Man Short 28732
## 10 Man Short 28966
## 11 Man Short 29402
## 12 Man Short 29992
## 13 Man Short 30111
## 14 Man Short 30449
## 15 Man Short 30469
## 16 Man Short 30524
## 17 Man Short 30721
## 18 Man Short 31152
## 19 Man Short 31190
## 20 Man Short 31277
## 21 Man Tall 31281
## 22 Man Short 31424
## 23 Man Short 31507
## 24 Man Short 31974
## 25 Man Short 32443
## 26 Man Short 32580
## 27 Man Short 32589
## 28 Man Short 32601
## 29 Man Short 32753
## 30 Man Short 32782
## 31 Man Tall 32790
## 32 Man Short 32834
## 33 Man Short 32916
## 34 Man Tall 33190
## 35 Man Short 33356
## 36 Man Short 33409
## 37 Man Short 33426
## 38 Man Short 33454
## 39 Man Tall 33494
## 40 Man Tall 33497
## 41 Man Short 33603
## 42 Man Tall 33633
## 43 Man Short 33661
## 44 Man Short 33661
## 45 Man Tall 33693
## 46 Man Short 33741
## 47 Man Tall 33750
## 48 Man Short 33805
## 49 Man Short 33910
## 50 Man Tall 34105
## 51 Man Short 34203
## 52 Man Tall 34299
## 53 Man Short 34335
## 54 Man Short 34351
## 55 Man Short 34385
## 56 Man Short 34395
## 57 Man Short 34417
## 58 Man Short 34430
## 59 Man Short 34490
## 60 Man Short 34615
## 61 Man Short 34731
## 62 Man Short 34787
## 63 Man Short 34788
## 64 Man Short 34932
## 65 Man Short 34945
## 66 Man Short 35035
## 67 Man Tall 35236
## 68 Man Short 35246
## 69 Man Short 35300
## 70 Man Short 35310
## 71 Man Short 35332
## 72 Man Tall 35343
## 73 Man Tall 35452
## 74 Man Short 35628
## 75 Man Short 35650
## 76 Man Short 35667
## 77 Man Short 35779
## 78 Man Short 35784
## 79 Man Short 35789
## 80 Man Short 35848
## 81 Man Short 35865
## 82 Man Short 35975
## 83 Man Tall 35994
## 84 Man Short 36013
## 85 Man Tall 36322
## 86 Man Short 36355
## 87 Man Short 36363
## 88 Man Short 36368
## 89 Man Short 36385
## 90 Man Short 36406
## 91 Man Tall 36408
## 92 Man Short 36749
## 93 Man Short 36771
## 94 Man Short 36819
## 95 Man Short 36877
## 96 Man Tall 36900
## 97 Man Tall 36927
## 98 Man Tall 37001
## 99 Man Short 37055
## 100 Man Tall 37058
## 101 Man Short 37066
## 102 Man Tall 37076
## 103 Man Short 37109
## 104 Man Short 37114
## 105 Man Short 37161
## 106 Man Short 37181
## 107 Man Tall 37208
## 108 Man Short 37289
## 109 Man Short 37342
## 110 Man Short 37356
## 111 Man Short 37371
## 112 Man Tall 37391
## 113 Man Short 37415
## 114 Man Short 37466
## 115 Man Tall 37492
## 116 Man Short 37537
## 117 Man Short 37591
## 118 Man Short 37636
## 119 Man Short 37679
## 120 Man Tall 37706
## 121 Man Short 37707
## 122 Man Tall 37748
## 123 Man Tall 37772
## 124 Man Short 37787
## 125 Man Short 37801
## 126 Man Short 37901
## 127 Man Short 37906
## 128 Man Short 37924
## 129 Man Short 37969
## 130 Man Short 38031
## 131 Man Short 38037
## 132 Man Tall 38051
## 133 Man Tall 38085
## 134 Man Tall 38139
## 135 Man Tall 38322
## 136 Man Short 38333
## 137 Man Tall 38357
## 138 Man Short 38358
## 139 Man Tall 38376
## 140 Man Short 38378
## 141 Man Short 38415
## 142 Man Short 38424
## 143 Man Tall 38466
## 144 Man Short 38488
## 145 Man Tall 38489
## 146 Man Short 38510
## 147 Man Short 38518
## 148 Man Tall 38524
## 149 Man Tall 38562
## 150 Man Short 38584
## 151 Man Short 38607
## 152 Man Short 38609
## 153 Man Short 38669
## 154 Man Short 38670
## 155 Man Tall 38701
## 156 Man Short 38747
## 157 Man Short 38798
## 158 Man Short 38810
## 159 Man Short 38824
## 160 Man Short 38864
## 161 Man Short 38985
## 162 Man Short 39022
## 163 Man Short 39034
## 164 Man Short 39062
## 165 Man Short 39073
## 166 Man Short 39084
## 167 Man Short 39099
## 168 Man Short 39101
## 169 Man Short 39179
## 170 Man Short 39225
## 171 Man Tall 39243
## 172 Man Tall 39269
## 173 Man Short 39304
## 174 Man Short 39329
## 175 Man Short 39342
## 176 Man Tall 39343
## 177 Man Short 39386
## 178 Man Tall 39425
## 179 Man Short 39448
## 180 Man Short 39460
## 181 Man Short 39462
## 182 Man Short 39467
## 183 Man Short 39478
## 184 Man Short 39479
## 185 Man Short 39484
## 186 Man Tall 39499
## 187 Man Short 39507
## 188 Man Short 39508
## 189 Man Short 39523
## 190 Man Tall 39648
## 191 Man Short 39648
## 192 Man Short 39679
## 193 Man Short 39685
## 194 Man Tall 39726
## 195 Man Tall 39777
## 196 Man Short 39793
## 197 Man Short 39811
## 198 Man Short 39825
## 199 Man Tall 39854
## 200 Man Tall 39855
## 201 Man Short 39860
## 202 Man Short 39885
## 203 Man Short 39907
## 204 Man Short 39939
## 205 Man Tall 39952
## 206 Man Tall 39984
## 207 Man Short 39998
## 208 Man Tall 40007
## 209 Man Short 40024
## 210 Man Short 40033
## 211 Man Short 40058
## 212 Man Short 40116
## 213 Man Short 40138
## 214 Man Short 40194
## 215 Man Tall 40196
## 216 Man Short 40203
## 217 Man Short 40205
## 218 Man Tall 40262
## 219 Man Short 40309
## 220 Man Short 40318
## 221 Man Short 40324
## 222 Man Short 40367
## 223 Man Tall 40384
## 224 Man Short 40391
## 225 Man Short 40417
## 226 Man Short 40439
## 227 Man Short 40462
## 228 Man Tall 40507
## 229 Man Short 40512
## 230 Man Tall 40524
## 231 Man Short 40529
## 232 Man Short 40551
## 233 Man Short 40562
## 234 Man Short 40566
## 235 Man Tall 40568
## 236 Man Tall 40577
## 237 Man Short 40584
## 238 Man Short 40658
## 239 Man Short 40659
## 240 Man Short 40724
## 241 Man Tall 40728
## 242 Man Short 40780
## 243 Man Short 40900
## 244 Man Short 40904
## 245 Man Short 40923
## 246 Man Short 40927
## 247 Man Short 40952
## 248 Man Short 40967
## 249 Man Short 40969
## 250 Man Short 40972
## 251 Man Short 41017
## 252 Man Tall 41026
## 253 Man Tall 41054
## 254 Man Short 41098
## 255 Man Short 41124
## 256 Man Short 41159
## 257 Man Short 41176
## 258 Man Short 41191
## 259 Man Short 41202
## 260 Man Tall 41226
## 261 Man Short 41303
## 262 Man Short 41307
## 263 Man Short 41312
## 264 Man Short 41334
## 265 Man Tall 41341
## 266 Man Tall 41377
## 267 Man Short 41384
## 268 Man Tall 41405
## 269 Man Short 41405
## 270 Man Tall 41424
## 271 Man Short 41427
## 272 Man Tall 41448
## 273 Man Short 41487
## 274 Man Short 41497
## 275 Man Short 41517
## 276 Man Short 41523
## 277 Man Short 41532
## 278 Man Short 41543
## 279 Man Short 41577
## 280 Man Short 41577
## 281 Man Short 41601
## 282 Man Tall 41603
## 283 Man Tall 41604
## 284 Man Short 41605
## 285 Man Tall 41608
## 286 Man Short 41612
## 287 Man Tall 41637
## 288 Man Tall 41639
## 289 Man Short 41681
## 290 Man Short 41687
## 291 Man Short 41714
## 292 Man Short 41726
## 293 Man Short 41798
## 294 Man Short 41806
## 295 Man Short 41811
## 296 Man Short 41825
## 297 Man Short 41852
## 298 Man Short 41859
## 299 Man Short 41861
## 300 Man Tall 41890
## 301 Man Short 41908
## 302 Man Short 41922
## 303 Man Short 41929
## 304 Man Short 41987
## 305 Man Short 41993
## 306 Man Short 42016
## 307 Man Short 42050
## 308 Man Short 42060
## 309 Man Short 42083
## 310 Man Tall 42102
## 311 Man Short 42126
## 312 Man Short 42153
## 313 Man Short 42192
## 314 Man Short 42205
## 315 Man Short 42230
## 316 Man Tall 42262
## 317 Man Tall 42268
## 318 Man Short 42317
## 319 Man Tall 42339
## 320 Man Short 42383
## 321 Man Short 42391
## 322 Man Short 42457
## 323 Man Short 42473
## 324 Man Short 42505
## 325 Man Short 42513
## 326 Man Short 42525
## 327 Man Short 42529
## 328 Man Short 42546
## 329 Man Tall 42548
## 330 Man Short 42551
## 331 Man Short 42562
## 332 Man Short 42565
## 333 Man Tall 42569
## 334 Man Short 42572
## 335 Man Short 42577
## 336 Man Short 42579
## 337 Man Short 42633
## 338 Man Short 42639
## 339 Man Short 42643
## 340 Man Short 42645
## 341 Man Short 42665
## 342 Man Tall 42667
## 343 Man Tall 42682
## 344 Man Short 42693
## 345 Man Tall 42727
## 346 Man Short 42753
## 347 Man Tall 42768
## 348 Man Tall 42769
## 349 Man Short 42775
## 350 Man Tall 42782
## 351 Man Short 42790
## 352 Man Short 42830
## 353 Man Short 42895
## 354 Man Tall 42925
## 355 Man Short 42981
## 356 Man Short 42983
## 357 Man Tall 42992
## 358 Man Short 43004
## 359 Man Tall 43008
## 360 Man Short 43051
## 361 Man Short 43059
## 362 Man Tall 43077
## 363 Man Tall 43087
## 364 Man Short 43087
## 365 Man Short 43094
## 366 Man Short 43119
## 367 Man Short 43127
## 368 Man Tall 43140
## 369 Man Short 43142
## 370 Man Short 43143
## 371 Man Tall 43159
## 372 Man Tall 43173
## 373 Man Short 43319
## 374 Man Tall 43342
## 375 Man Tall 43365
## 376 Man Tall 43371
## 377 Man Tall 43372
## 378 Man Short 43373
## 379 Man Short 43377
## 380 Man Short 43432
## 381 Man Short 43442
## 382 Man Short 43448
## 383 Man Tall 43468
## 384 Man Short 43540
## 385 Man Short 43544
## 386 Man Short 43568
## 387 Man Short 43581
## 388 Man Short 43594
## 389 Man Tall 43610
## 390 Man Short 43610
## 391 Man Short 43610
## 392 Man Short 43638
## 393 Man Tall 43650
## 394 Man Short 43659
## 395 Man Tall 43661
## 396 Man Tall 43662
## 397 Man Tall 43680
## 398 Man Short 43730
## 399 Man Short 43737
## 400 Man Short 43785
## 401 Man Tall 43864
## 402 Man Tall 43870
## 403 Man Short 43918
## 404 Man Short 43923
## 405 Man Tall 43948
## 406 Man Short 43961
## 407 Man Short 43984
## 408 Man Short 43989
## 409 Man Short 43992
## 410 Man Short 44037
## 411 Man Short 44038
## 412 Man Short 44112
## 413 Man Short 44114
## 414 Man Short 44141
## 415 Man Tall 44148
## 416 Man Short 44181
## 417 Man Tall 44228
## 418 Man Tall 44234
## 419 Man Short 44238
## 420 Man Short 44244
## 421 Man Short 44248
## 422 Man Tall 44249
## 423 Man Tall 44257
## 424 Man Short 44263
## 425 Man Short 44282
## 426 Man Tall 44287
## 427 Man Tall 44311
## 428 Man Short 44319
## 429 Man Short 44320
## 430 Man Short 44324
## 431 Man Tall 44338
## 432 Man Short 44340
## 433 Man Tall 44348
## 434 Man Short 44376
## 435 Man Tall 44379
## 436 Man Short 44387
## 437 Man Short 44407
## 438 Man Short 44417
## 439 Man Short 44429
## 440 Man Tall 44449
## 441 Man Short 44449
## 442 Man Tall 44463
## 443 Man Short 44474
## 444 Man Short 44485
## 445 Man Short 44498
## 446 Man Tall 44510
## 447 Man Short 44585
## 448 Man Short 44595
## 449 Man Short 44598
## 450 Man Short 44617
## 451 Man Short 44621
## 452 Man Tall 44623
## 453 Man Short 44645
## 454 Man Short 44646
## 455 Man Short 44654
## 456 Man Short 44668
## 457 Man Short 44671
## 458 Man Short 44690
## 459 Man Tall 44700
## 460 Man Tall 44706
## 461 Man Tall 44719
## 462 Man Short 44741
## 463 Man Short 44745
## 464 Man Short 44773
## 465 Man Short 44781
## 466 Man Short 44791
## 467 Man Short 44814
## 468 Man Tall 44841
## 469 Man Short 44864
## 470 Man Short 44865
## 471 Man Short 44884
## 472 Man Tall 44885
## 473 Man Short 44900
## 474 Man Tall 44907
## 475 Man Tall 44914
## 476 Man Short 44915
## 477 Man Short 44929
## 478 Man Tall 45004
## 479 Man Tall 45006
## 480 Man Short 45009
## 481 Man Short 45015
## 482 Man Short 45033
## 483 Man Short 45040
## 484 Man Tall 45043
## 485 Man Tall 45062
## 486 Man Tall 45062
## 487 Man Short 45074
## 488 Man Tall 45076
## 489 Man Short 45094
## 490 Man Short 45118
## 491 Man Short 45123
## 492 Man Short 45147
## 493 Man Short 45156
## 494 Man Short 45174
## 495 Man Tall 45201
## 496 Man Tall 45202
## 497 Man Short 45263
## 498 Man Short 45281
## 499 Man Short 45281
## 500 Man Short 45281
## 501 Man Short 45311
## 502 Man Tall 45343
## 503 Man Short 45360
## 504 Man Short 45384
## 505 Man Short 45396
## 506 Man Short 45398
## 507 Man Short 45404
## 508 Man Short 45406
## 509 Man Short 45455
## 510 Man Short 45457
## 511 Man Short 45464
## 512 Man Short 45485
## 513 Man Short 45507
## 514 Man Short 45510
## 515 Man Tall 45523
## 516 Man Short 45524
## 517 Man Short 45541
## 518 Man Short 45553
## 519 Man Short 45557
## 520 Man Short 45560
## 521 Man Short 45565
## 522 Man Short 45565
## 523 Man Tall 45645
## 524 Man Tall 45648
## 525 Man Tall 45650
## 526 Man Short 45653
## 527 Man Short 45659
## 528 Man Short 45662
## 529 Man Tall 45681
## 530 Man Short 45686
## 531 Man Short 45690
## 532 Man Short 45692
## 533 Man Short 45707
## 534 Man Tall 45720
## 535 Man Short 45734
## 536 Man Short 45736
## 537 Man Tall 45743
## 538 Man Short 45754
## 539 Man Short 45755
## 540 Man Short 45775
## 541 Man Short 45794
## 542 Man Tall 45804
## 543 Man Tall 45838
## 544 Man Short 45853
## 545 Man Short 45909
## 546 Man Tall 45922
## 547 Man Tall 45948
## 548 Man Tall 46007
## 549 Man Short 46037
## 550 Man Tall 46061
## 551 Man Short 46075
## 552 Man Short 46078
## 553 Man Short 46080
## 554 Man Short 46105
## 555 Man Short 46124
## 556 Man Tall 46202
## 557 Man Tall 46219
## 558 Man Tall 46235
## 559 Man Short 46249
## 560 Man Short 46252
## 561 Man Short 46269
## 562 Man Short 46293
## 563 Man Short 46324
## 564 Man Short 46330
## 565 Man Short 46338
## 566 Man Tall 46345
## 567 Man Short 46346
## 568 Man Tall 46351
## 569 Man Tall 46351
## 570 Man Tall 46365
## 571 Man Tall 46381
## 572 Man Tall 46435
## 573 Man Short 46435
## 574 Man Tall 46436
## 575 Man Short 46437
## 576 Man Short 46445
## 577 Man Tall 46455
## 578 Man Short 46469
## 579 Man Short 46504
## 580 Man Short 46506
## 581 Man Tall 46521
## 582 Man Tall 46530
## 583 Man Tall 46592
## 584 Man Tall 46600
## 585 Man Short 46656
## 586 Man Short 46668
## 587 Man Short 46679
## 588 Man Short 46689
## 589 Man Tall 46699
## 590 Man Short 46705
## 591 Man Short 46718
## 592 Man Short 46718
## 593 Man Tall 46724
## 594 Man Tall 46729
## 595 Man Short 46766
## 596 Man Short 46769
## 597 Man Short 46774
## 598 Man Tall 46782
## 599 Man Short 46798
## 600 Man Short 46801
## 601 Man Short 46812
## 602 Man Tall 46814
## 603 Man Tall 46846
## 604 Man Short 46846
## 605 Man Tall 46847
## 606 Man Short 46847
## 607 Man Short 46848
## 608 Man Tall 46850
## 609 Man Short 46861
## 610 Man Tall 46909
## 611 Man Short 46960
## 612 Man Short 46963
## 613 Man Short 46977
## 614 Man Tall 47016
## 615 Man Short 47020
## 616 Man Tall 47021
## 617 Man Tall 47040
## 618 Man Tall 47044
## 619 Man Tall 47072
## 620 Man Short 47110
## 621 Man Short 47118
## 622 Man Short 47119
## 623 Man Short 47120
## 624 Man Tall 47126
## 625 Man Tall 47127
## 626 Man Short 47128
## 627 Man Short 47139
## 628 Man Short 47148
## 629 Man Tall 47157
## 630 Man Tall 47157
## 631 Man Short 47176
## 632 Man Short 47222
## 633 Man Short 47250
## 634 Man Tall 47252
## 635 Man Tall 47267
## 636 Man Short 47271
## 637 Man Tall 47274
## 638 Man Short 47293
## 639 Man Short 47308
## 640 Man Short 47308
## 641 Man Short 47328
## 642 Man Short 47330
## 643 Man Tall 47337
## 644 Man Tall 47368
## 645 Man Short 47376
## 646 Man Tall 47382
## 647 Man Tall 47384
## 648 Man Short 47391
## 649 Man Short 47392
## 650 Man Short 47435
## 651 Man Short 47440
## 652 Man Short 47442
## 653 Man Tall 47444
## 654 Man Short 47452
## 655 Man Short 47465
## 656 Man Short 47467
## 657 Man Tall 47472
## 658 Man Short 47478
## 659 Man Tall 47480
## 660 Man Short 47481
## 661 Man Short 47517
## 662 Man Tall 47530
## 663 Man Short 47535
## 664 Man Tall 47546
## 665 Man Tall 47556
## 666 Man Tall 47557
## 667 Man Tall 47558
## 668 Man Tall 47578
## 669 Man Tall 47591
## 670 Man Tall 47598
## 671 Man Short 47600
## 672 Man Short 47614
## 673 Man Tall 47618
## 674 Man Short 47631
## 675 Man Tall 47635
## 676 Man Tall 47648
## 677 Man Short 47657
## 678 Man Tall 47673
## 679 Man Tall 47681
## 680 Man Tall 47687
## 681 Man Short 47700
## 682 Man Tall 47709
## 683 Man Short 47721
## 684 Man Tall 47738
## 685 Man Short 47745
## 686 Man Tall 47766
## 687 Man Tall 47795
## 688 Man Short 47861
## 689 Man Short 47914
## 690 Man Short 47921
## 691 Man Tall 47924
## 692 Man Tall 47947
## 693 Man Tall 47959
## 694 Man Tall 47964
## 695 Man Tall 47974
## 696 Man Short 47974
## 697 Man Tall 47991
## 698 Man Short 48000
## 699 Man Tall 48018
## 700 Man Tall 48057
## 701 Man Short 48109
## 702 Man Short 48128
## 703 Man Tall 48203
## 704 Man Tall 48255
## 705 Man Short 48259
## 706 Man Tall 48260
## 707 Man Short 48275
## 708 Man Short 48308
## 709 Man Short 48327
## 710 Man Short 48355
## 711 Man Short 48359
## 712 Man Tall 48368
## 713 Man Tall 48379
## 714 Man Short 48389
## 715 Man Short 48391
## 716 Man Short 48403
## 717 Man Tall 48405
## 718 Man Short 48420
## 719 Man Tall 48440
## 720 Man Short 48459
## 721 Man Short 48501
## 722 Man Short 48524
## 723 Man Short 48526
## 724 Man Tall 48583
## 725 Man Short 48588
## 726 Man Tall 48669
## 727 Man Short 48680
## 728 Man Tall 48686
## 729 Man Tall 48696
## 730 Man Tall 48704
## 731 Man Short 48729
## 732 Man Tall 48738
## 733 Man Short 48780
## 734 Man Tall 48781
## 735 Man Short 48809
## 736 Man Tall 48830
## 737 Man Tall 48831
## 738 Man Tall 48838
## 739 Man Short 48838
## 740 Man Tall 48846
## 741 Man Tall 48847
## 742 Man Short 48852
## 743 Man Short 48852
## 744 Man Tall 48868
## 745 Man Short 48871
## 746 Man Short 48876
## 747 Man Short 48906
## 748 Man Short 48914
## 749 Man Tall 48916
## 750 Man Short 48944
## 751 Man Short 48946
## 752 Man Short 48971
## 753 Man Short 49018
## 754 Man Short 49064
## 755 Man Short 49069
## 756 Man Short 49078
## 757 Man Short 49089
## 758 Man Short 49091
## 759 Man Short 49100
## 760 Man Tall 49115
## 761 Man Short 49133
## 762 Man Short 49164
## 763 Man Tall 49199
## 764 Man Tall 49238
## 765 Man Tall 49245
## 766 Man Tall 49253
## 767 Man Tall 49256
## 768 Man Short 49290
## 769 Man Tall 49307
## 770 Man Short 49387
## 771 Man Short 49390
## 772 Man Short 49398
## 773 Man Short 49403
## 774 Man Short 49449
## 775 Man Tall 49472
## 776 Man Short 49472
## 777 Man Short 49484
## 778 Man Tall 49485
## 779 Man Tall 49496
## 780 Man Short 49511
## 781 Man Short 49613
## 782 Man Short 49646
## 783 Man Tall 49648
## 784 Man Tall 49666
## 785 Man Short 49702
## 786 Man Short 49706
## 787 Man Short 49737
## 788 Man Tall 49746
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## 2615 Woman Tall 54625
## 2616 Woman Short 54653
## 2617 Woman Tall 54654
## 2618 Woman Tall 54662
## 2619 Woman Tall 54671
## 2620 Woman Tall 54685
## 2621 Woman Short 54702
## 2622 Woman Tall 54733
## 2623 Woman Tall 54770
## 2624 Woman Short 54785
## 2625 Woman Tall 54801
## 2626 Woman Tall 54806
## 2627 Woman Tall 54818
## 2628 Woman Short 54818
## 2629 Woman Tall 54838
## 2630 Woman Tall 54855
## 2631 Woman Short 54855
## 2632 Woman Tall 54870
## 2633 Woman Short 54925
## 2634 Woman Tall 54937
## 2635 Woman Tall 54947
## 2636 Woman Tall 54970
## 2637 Woman Short 55006
## 2638 Woman Short 55023
## 2639 Woman Short 55026
## 2640 Woman Tall 55031
## 2641 Woman Short 55135
## 2642 Woman Tall 55145
## 2643 Woman Tall 55151
## 2644 Woman Tall 55152
## 2645 Woman Tall 55170
## 2646 Woman Short 55192
## 2647 Woman Short 55196
## 2648 Woman Tall 55214
## 2649 Woman Short 55275
## 2650 Woman Short 55298
## 2651 Woman Tall 55305
## 2652 Woman Short 55312
## 2653 Woman Short 55324
## 2654 Woman Short 55365
## 2655 Woman Tall 55388
## 2656 Woman Tall 55398
## 2657 Woman Short 55413
## 2658 Woman Short 55424
## 2659 Woman Short 55435
## 2660 Woman Tall 55462
## 2661 Woman Short 55493
## 2662 Woman Tall 55516
## 2663 Woman Tall 55575
## 2664 Woman Tall 55576
## 2665 Woman Short 55589
## 2666 Woman Short 55596
## 2667 Woman Short 55604
## 2668 Woman Tall 55655
## 2669 Woman Short 55671
## 2670 Woman Short 55678
## 2671 Woman Short 55767
## 2672 Woman Short 55788
## 2673 Woman Short 55816
## 2674 Woman Short 55841
## 2675 Woman Tall 55843
## 2676 Woman Short 55845
## 2677 Woman Tall 55872
## 2678 Woman Tall 55909
## 2679 Woman Tall 55936
## 2680 Woman Tall 55948
## 2681 Woman Short 55948
## 2682 Woman Short 55973
## 2683 Woman Short 55985
## 2684 Woman Tall 56020
## 2685 Woman Short 56026
## 2686 Woman Tall 56028
## 2687 Woman Short 56039
## 2688 Woman Tall 56041
## 2689 Woman Tall 56073
## 2690 Woman Tall 56074
## 2691 Woman Tall 56084
## 2692 Woman Tall 56112
## 2693 Woman Short 56118
## 2694 Woman Tall 56152
## 2695 Woman Short 56153
## 2696 Woman Short 56167
## 2697 Woman Tall 56173
## 2698 Woman Tall 56180
## 2699 Woman Tall 56181
## 2700 Woman Tall 56193
## 2701 Woman Tall 56203
## 2702 Woman Tall 56223
## 2703 Woman Short 56233
## 2704 Woman Tall 56235
## 2705 Woman Short 56290
## 2706 Woman Tall 56328
## 2707 Woman Tall 56332
## 2708 Woman Tall 56339
## 2709 Woman Short 56341
## 2710 Woman Tall 56366
## 2711 Woman Tall 56395
## 2712 Woman Short 56415
## 2713 Woman Short 56421
## 2714 Woman Tall 56457
## 2715 Woman Short 56513
## 2716 Woman Tall 56534
## 2717 Woman Tall 56536
## 2718 Woman Tall 56579
## 2719 Woman Short 56605
## 2720 Woman Short 56625
## 2721 Woman Short 56626
## 2722 Woman Tall 56644
## 2723 Woman Short 56651
## 2724 Woman Tall 56693
## 2725 Woman Short 56705
## 2726 Woman Short 56707
## 2727 Woman Tall 56727
## 2728 Woman Tall 56759
## 2729 Woman Short 56764
## 2730 Woman Tall 56786
## 2731 Woman Short 56787
## 2732 Woman Tall 56803
## 2733 Woman Short 56847
## 2734 Woman Short 56868
## 2735 Woman Short 56909
## 2736 Woman Tall 56914
## 2737 Woman Short 56957
## 2738 Woman Tall 56973
## 2739 Woman Short 56974
## 2740 Woman Short 57001
## 2741 Woman Tall 57021
## 2742 Woman Tall 57055
## 2743 Woman Short 57063
## 2744 Woman Tall 57084
## 2745 Woman Short 57090
## 2746 Woman Short 57096
## 2747 Woman Tall 57152
## 2748 Woman Tall 57196
## 2749 Woman Tall 57220
## 2750 Woman Tall 57220
## 2751 Woman Tall 57232
## 2752 Woman Short 57247
## 2753 Woman Short 57248
## 2754 Woman Short 57259
## 2755 Woman Tall 57273
## 2756 Woman Short 57279
## 2757 Woman Short 57293
## 2758 Woman Short 57342
## 2759 Woman Tall 57343
## 2760 Woman Tall 57361
## 2761 Woman Tall 57381
## 2762 Woman Short 57419
## 2763 Woman Tall 57421
## 2764 Woman Short 57450
## 2765 Woman Short 57471
## 2766 Woman Short 57481
## 2767 Woman Tall 57484
## 2768 Woman Tall 57508
## 2769 Woman Short 57514
## 2770 Woman Short 57550
## 2771 Woman Tall 57585
## 2772 Woman Short 57594
## 2773 Woman Short 57603
## 2774 Woman Short 57634
## 2775 Woman Tall 57645
## 2776 Woman Short 57700
## 2777 Woman Tall 57726
## 2778 Woman Short 57730
## 2779 Woman Tall 57784
## 2780 Woman Short 57792
## 2781 Woman Short 57817
## 2782 Woman Short 57822
## 2783 Woman Tall 57854
## 2784 Woman Tall 57857
## 2785 Woman Tall 57888
## 2786 Woman Tall 57893
## 2787 Woman Tall 57898
## 2788 Woman Short 57902
## 2789 Woman Tall 57938
## 2790 Woman Tall 58003
## 2791 Woman Tall 58009
## 2792 Woman Tall 58028
## 2793 Woman Tall 58033
## 2794 Woman Short 58041
## 2795 Woman Tall 58061
## 2796 Woman Tall 58130
## 2797 Woman Short 58137
## 2798 Woman Short 58177
## 2799 Woman Tall 58201
## 2800 Woman Tall 58212
## 2801 Woman Short 58236
## 2802 Woman Short 58241
## 2803 Woman Tall 58247
## 2804 Woman Short 58250
## 2805 Woman Tall 58258
## 2806 Woman Short 58269
## 2807 Woman Tall 58276
## 2808 Woman Short 58284
## 2809 Woman Short 58304
## 2810 Woman Short 58326
## 2811 Woman Short 58338
## 2812 Woman Short 58350
## 2813 Woman Short 58352
## 2814 Woman Short 58374
## 2815 Woman Short 58374
## 2816 Woman Tall 58413
## 2817 Woman Short 58430
## 2818 Woman Tall 58499
## 2819 Woman Tall 58563
## 2820 Woman Short 58609
## 2821 Woman Tall 58639
## 2822 Woman Tall 58677
## 2823 Woman Tall 58751
## 2824 Woman Short 58757
## 2825 Woman Tall 58878
## 2826 Woman Short 58884
## 2827 Woman Tall 58924
## 2828 Woman Short 58936
## 2829 Woman Tall 58958
## 2830 Woman Tall 58958
## 2831 Woman Short 58961
## 2832 Woman Tall 58979
## 2833 Woman Short 58998
## 2834 Woman Tall 59011
## 2835 Woman Tall 59017
## 2836 Woman Tall 59049
## 2837 Woman Short 59083
## 2838 Woman Tall 59101
## 2839 Woman Tall 59107
## 2840 Woman Short 59125
## 2841 Woman Tall 59177
## 2842 Woman Tall 59234
## 2843 Woman Tall 59282
## 2844 Woman Short 59296
## 2845 Woman Short 59328
## 2846 Woman Tall 59360
## 2847 Woman Tall 59382
## 2848 Woman Short 59389
## 2849 Woman Tall 59403
## 2850 Woman Tall 59424
## 2851 Woman Tall 59468
## 2852 Woman Short 59499
## 2853 Woman Tall 59513
## 2854 Woman Short 59545
## 2855 Woman Short 59698
## 2856 Woman Tall 59717
## 2857 Woman Short 59726
## 2858 Woman Short 59771
## 2859 Woman Tall 59793
## 2860 Woman Short 59794
## 2861 Woman Short 59930
## 2862 Woman Tall 59995
## 2863 Woman Short 60013
## 2864 Woman Tall 60037
## 2865 Woman Short 60049
## 2866 Woman Tall 60057
## 2867 Woman Tall 60115
## 2868 Woman Tall 60117
## 2869 Woman Tall 60167
## 2870 Woman Tall 60177
## 2871 Woman Tall 60220
## 2872 Woman Short 60258
## 2873 Woman Tall 60272
## 2874 Woman Tall 60327
## 2875 Woman Tall 60367
## 2876 Woman Tall 60375
## 2877 Woman Short 60381
## 2878 Woman Short 60401
## 2879 Woman Short 60415
## 2880 Woman Tall 60425
## 2881 Woman Tall 60459
## 2882 Woman Short 60504
## 2883 Woman Tall 60539
## 2884 Woman Short 60578
## 2885 Woman Short 60694
## 2886 Woman Tall 60696
## 2887 Woman Tall 60711
## 2888 Woman Short 60782
## 2889 Woman Tall 60792
## 2890 Woman Short 60801
## 2891 Woman Short 60834
## 2892 Woman Tall 60837
## 2893 Woman Short 60848
## 2894 Woman Tall 60874
## 2895 Woman Tall 60932
## 2896 Woman Short 60948
## 2897 Woman Short 60959
## 2898 Woman Tall 60962
## 2899 Woman Tall 60967
## 2900 Woman Short 60979
## 2901 Woman Short 61055
## 2902 Woman Short 61096
## 2903 Woman Tall 61119
## 2904 Woman Short 61184
## 2905 Woman Tall 61189
## 2906 Woman Tall 61210
## 2907 Woman Short 61250
## 2908 Woman Tall 61262
## 2909 Woman Short 61276
## 2910 Woman Short 61346
## 2911 Woman Tall 61373
## 2912 Woman Short 61435
## 2913 Woman Short 61448
## 2914 Woman Short 61546
## 2915 Woman Short 61643
## 2916 Woman Short 61667
## 2917 Woman Short 61770
## 2918 Woman Tall 61794
## 2919 Woman Tall 61889
## 2920 Woman Tall 61907
## 2921 Woman Short 61967
## 2922 Woman Short 61985
## 2923 Woman Tall 62002
## 2924 Woman Tall 62061
## 2925 Woman Short 62073
## 2926 Woman Short 62101
## 2927 Woman Tall 62308
## 2928 Woman Tall 62421
## 2929 Woman Short 62541
## 2930 Woman Short 62567
## 2931 Woman Short 62841
## 2932 Woman Tall 62855
## 2933 Woman Short 62910
## 2934 Woman Tall 62928
## 2935 Woman Tall 62996
## 2936 Woman Tall 63053
## 2937 Woman Tall 63217
## 2938 Woman Tall 63228
## 2939 Woman Short 63258
## 2940 Woman Short 63337
## 2941 Woman Tall 63380
## 2942 Woman Short 63400
## 2943 Woman Short 63570
## 2944 Woman Tall 63678
## 2945 Woman Short 63693
## 2946 Woman Tall 63814
## 2947 Woman Short 63848
## 2948 Woman Short 63861
## 2949 Woman Tall 63896
## 2950 Woman Tall 63909
## 2951 Woman Short 63954
## 2952 Woman Short 64085
## 2953 Woman Short 64156
## 2954 Woman Tall 64173
## 2955 Woman Tall 64213
## 2956 Woman Short 64249
## 2957 Woman Tall 64377
## 2958 Woman Tall 64396
## 2959 Woman Tall 64407
## 2960 Woman Tall 64469
## 2961 Woman Tall 64572
## 2962 Woman Short 64705
## 2963 Woman Tall 64737
## 2964 Woman Tall 64756
## 2965 Woman Tall 64762
## 2966 Woman Short 65263
## 2967 Woman Short 65267
## 2968 Woman Short 65488
## 2969 Woman Tall 65522
## 2970 Woman Short 65619
## 2971 Woman Short 65671
## 2972 Woman Tall 65692
## 2973 Woman Short 65872
## 2974 Woman Tall 65973
## 2975 Woman Short 65991
## 2976 Woman Short 65998
## 2977 Woman Short 66068
## 2978 Woman Tall 66080
## 2979 Woman Short 66192
## 2980 Woman Tall 66439
## 2981 Woman Short 66584
## 2982 Woman Tall 66844
## 2983 Woman Tall 67250
## 2984 Woman Short 67529
## 2985 Woman Tall 67746
## 2986 Woman Tall 67821
## 2987 Woman Tall 68104
## 2988 Woman Tall 68532
## 2989 Woman Tall 68824
## 2990 Woman Tall 69027
## 2991 Woman Tall 69434
## 2992 Woman Short 69721
## 2993 Woman Tall 70815
## 2994 Woman Tall 71648
## 2995 Woman Tall 71699
## 2996 Woman Tall 71727
## 2997 Woman Tall 72560
## 2998 Woman Tall 72970
## 2999 Woman Tall 74027
## 3000 Woman Tall 774914: Use filter() and select() in same command using a piping (%>%) function so that you can see all faculty with incomes > $100,000 and their gender (use full dataset).
FacultyIncome %>%
filter(Income >100000) %>%
select(Gender)## [1] Gender
## <0 rows> (or 0-length row.names)FacultyIncome %>%
mutate(PercentMeanIncome = Income/mean(Income, na.rm = TRUE))%>%
mutate(PercentMeanIncome = PercentMeanIncome * 100) ## Gender Height Income PercentMeanIncome
## 1 Woman Tall 56332 113.75420
## 2 Woman Tall 53137 107.30237
## 3 Woman Tall 46219 93.33248
## 4 Woman Tall 46336 93.56875
## 5 Woman Tall 48655 98.25163
## 6 Woman Tall 54685 110.42833
## 7 Woman Tall 42126 85.06727
## 8 Woman Tall 49905 100.77582
## 9 Woman Tall 46553 94.00695
## 10 Woman Tall 56180 113.44726
## 11 Woman Tall 54662 110.38188
## 12 Woman Tall 48693 98.32836
## 13 Woman Tall 55152 111.37136
## 14 Woman Tall 59717 120.58971
## 15 Woman Tall 53956 108.95622
## 16 Woman Tall 38151 77.04034
## 17 Woman Tall 47825 96.57556
## 18 Woman Tall 53973 108.99055
## 19 Woman Tall 52454 105.92315
## 20 Woman Tall 60696 122.56666
## 21 Woman Tall 43668 88.18111
## 22 Woman Tall 47339 95.59416
## 23 Woman Tall 40667 82.12103
## 24 Woman Tall 50891 102.76690
## 25 Woman Tall 43176 87.18759
## 26 Woman Tall 48920 98.78675
## 27 Woman Tall 35770 72.23226
## 28 Woman Tall 51220 103.43127
## 29 Woman Tall 44389 89.63707
## 30 Woman Tall 50749 102.48015
## 31 Woman Tall 59382 119.91323
## 32 Woman Tall 47636 96.19391
## 33 Woman Tall 46020 92.93063
## 34 Woman Tall 54770 110.59997
## 35 Woman Tall 40552 81.88881
## 36 Woman Tall 36499 73.70437
## 37 Woman Tall 51650 104.29959
## 38 Woman Tall 42137 85.08948
## 39 Woman Tall 53312 107.65575
## 40 Woman Tall 49552 100.06299
## 41 Woman Tall 50806 102.59525
## 42 Woman Tall 34935 70.54610
## 43 Woman Tall 48859 98.66357
## 44 Woman Tall 47410 95.73753
## 45 Woman Tall 60962 123.10380
## 46 Woman Tall 51676 104.35209
## 47 Woman Tall 49737 100.43657
## 48 Woman Tall 58958 119.05702
## 49 Woman Tall 71699 144.78560
## 50 Woman Tall 50957 102.90018
## 51 Woman Tall 45725 92.33492
## 52 Woman Tall 52456 105.92719
## 53 Woman Tall 60220 121.60544
## 54 Woman Tall 51098 103.18491
## 55 Woman Tall 52126 105.26080
## 56 Woman Tall 63380 127.98660
## 57 Woman Tall 58639 118.41285
## 58 Woman Tall 54615 110.28697
## 59 Woman Tall 47268 95.45078
## 60 Woman Tall 45830 92.54695
## 61 Woman Tall 54272 109.59433
## 62 Woman Tall 53514 108.06366
## 63 Woman Tall 52614 106.24624
## 64 Woman Tall 52258 105.52736
## 65 Woman Tall 38556 77.85818
## 66 Woman Tall 72560 146.52426
## 67 Woman Tall 58130 117.38500
## 68 Woman Tall 36709 74.12843
## 69 Woman Tall 51598 104.19458
## 70 Woman Tall 43915 88.67989
## 71 Woman Tall 38791 78.33273
## 72 Woman Tall 44512 89.88545
## 73 Woman Tall 54671 110.40005
## 74 Woman Tall 56579 114.25298
## 75 Woman Tall 43985 88.82125
## 76 Woman Tall 53586 108.20906
## 77 Woman Tall 51081 103.15058
## 78 Woman Tall 49204 99.36025
## 79 Woman Tall 52457 105.92921
## 80 Woman Tall 41268 83.33466
## 81 Woman Tall 51639 104.27738
## 82 Woman Tall 41131 83.05801
## 83 Woman Tall 50291 101.55529
## 84 Woman Tall 39448 79.65944
## 85 Woman Tall 35048 70.77429
## 86 Woman Tall 58924 118.98836
## 87 Woman Tall 44289 89.43513
## 88 Woman Tall 58061 117.24566
## 89 Woman Tall 59995 121.15109
## 90 Woman Tall 60115 121.39341
## 91 Woman Tall 46796 94.49765
## 92 Woman Tall 46694 94.29167
## 93 Woman Tall 49218 99.38852
## 94 Woman Tall 49357 99.66921
## 95 Woman Tall 43764 88.37497
## 96 Woman Tall 49002 98.95234
## 97 Woman Tall 46991 94.89142
## 98 Woman Tall 37651 76.03066
## 99 Woman Tall 46744 94.39264
## 100 Woman Tall 60539 122.24962
## 101 Woman Tall 68104 137.52602
## 102 Woman Tall 55655 112.38710
## 103 Woman Tall 66080 133.43885
## 104 Woman Tall 41497 83.79710
## 105 Woman Tall 50622 102.22369
## 106 Woman Tall 50563 102.10455
## 107 Woman Tall 53306 107.64364
## 108 Woman Tall 38990 78.73458
## 109 Woman Tall 50492 101.96118
## 110 Woman Tall 39416 79.59482
## 111 Woman Tall 41927 84.66542
## 112 Woman Tall 50567 102.11263
## 113 Woman Tall 48002 96.93299
## 114 Woman Tall 60367 121.90229
## 115 Woman Tall 55843 112.76674
## 116 Woman Tall 53370 107.77288
## 117 Woman Tall 54199 109.44692
## 118 Woman Tall 37051 74.81905
## 119 Woman Tall 51784 104.57018
## 120 Woman Tall 45573 92.02798
## 121 Woman Tall 62996 127.21117
## 122 Woman Tall 44594 90.05103
## 123 Woman Tall 58247 117.62126
## 124 Woman Tall 56235 113.55832
## 125 Woman Tall 48301 97.53677
## 126 Woman Tall 51918 104.84078
## 127 Woman Tall 45909 92.70648
## 128 Woman Tall 37938 76.61022
## 129 Woman Tall 59011 119.16405
## 130 Woman Tall 49520 99.99837
## 131 Woman Tall 44013 88.87779
## 132 Woman Tall 56644 114.38424
## 133 Woman Tall 48860 98.66559
## 134 Woman Tall 48065 97.06021
## 135 Woman Tall 46407 93.71212
## 136 Woman Tall 58878 118.89547
## 137 Woman Tall 40177 81.13155
## 138 Woman Tall 49526 100.01048
## 139 Woman Tall 53510 108.05559
## 140 Woman Tall 40677 82.14123
## 141 Woman Tall 43323 87.48444
## 142 Woman Tall 44811 90.48923
## 143 Woman Tall 63909 129.05484
## 144 Woman Tall 51644 104.28747
## 145 Woman Tall 48904 98.75444
## 146 Woman Tall 56973 115.04861
## 147 Woman Tall 71648 144.68261
## 148 Woman Tall 52373 105.75958
## 149 Woman Tall 55575 112.22555
## 150 Woman Tall 57273 115.65441
## 151 Woman Tall 58212 117.55058
## 152 Woman Tall 35989 72.67450
## 153 Woman Tall 41791 84.39079
## 154 Woman Tall 43578 87.99937
## 155 Woman Tall 47344 95.60425
## 156 Woman Tall 49613 100.18617
## 157 Woman Tall 65973 133.22278
## 158 Woman Tall 44260 89.37657
## 159 Woman Tall 44214 89.28368
## 160 Woman Tall 49631 100.22251
## 161 Woman Tall 38938 78.62957
## 162 Woman Tall 62855 126.92644
## 163 Woman Tall 65692 132.65534
## 164 Woman Tall 74027 149.48665
## 165 Woman Tall 38435 77.61384
## 166 Woman Tall 49997 100.96160
## 167 Woman Tall 50348 101.67039
## 168 Woman Tall 39265 79.28990
## 169 Woman Tall 43827 88.50219
## 170 Woman Tall 48161 97.25407
## 171 Woman Tall 45457 91.79373
## 172 Woman Tall 51309 103.61099
## 173 Woman Tall 44587 90.03690
## 174 Woman Tall 52730 106.48049
## 175 Woman Tall 50674 102.32870
## 176 Woman Tall 43521 87.88427
## 177 Woman Tall 56020 113.12416
## 178 Woman Tall 56457 114.00662
## 179 Woman Tall 52124 105.25676
## 180 Woman Tall 59513 120.17776
## 181 Woman Tall 58201 117.52837
## 182 Woman Tall 42552 85.92751
## 183 Woman Tall 36855 74.42326
## 184 Woman Tall 39013 78.78102
## 185 Woman Tall 57854 116.82766
## 186 Woman Tall 42865 86.55957
## 187 Woman Tall 50980 102.94662
## 188 Woman Tall 48578 98.09614
## 189 Woman Tall 48284 97.50245
## 190 Woman Tall 54042 109.12988
## 191 Woman Tall 47941 96.80981
## 192 Woman Tall 41572 83.94855
## 193 Woman Tall 40735 82.25835
## 194 Woman Tall 52975 106.97523
## 195 Woman Tall 56727 114.55184
## 196 Woman Tall 53314 107.65979
## 197 Woman Tall 38529 77.80366
## 198 Woman Tall 52156 105.32138
## 199 Woman Tall 50351 101.67645
## 200 Woman Tall 43286 87.40972
## 201 Woman Tall 48270 97.47417
## 202 Woman Tall 47205 95.32356
## 203 Woman Tall 50150 101.27056
## 204 Woman Tall 49129 99.20880
## 205 Woman Tall 51285 103.56252
## 206 Woman Tall 60967 123.11390
## 207 Woman Tall 60874 122.92610
## 208 Woman Tall 53650 108.33829
## 209 Woman Tall 56073 113.23119
## 210 Woman Tall 51442 103.87956
## 211 Woman Tall 32439 65.50580
## 212 Woman Tall 47547 96.01418
## 213 Woman Tall 64396 130.03826
## 214 Woman Tall 61189 123.56220
## 215 Woman Tall 45926 92.74081
## 216 Woman Tall 44297 89.45129
## 217 Woman Tall 52511 106.03825
## 218 Woman Tall 52876 106.77532
## 219 Woman Tall 57888 116.89631
## 220 Woman Tall 51964 104.93367
## 221 Woman Tall 41270 83.33870
## 222 Woman Tall 52542 106.10085
## 223 Woman Tall 55170 111.40771
## 224 Woman Tall 67746 136.80310
## 225 Woman Tall 49722 100.40628
## 226 Woman Tall 54329 109.70944
## 227 Woman Tall 52715 106.45020
## 228 Woman Tall 42584 85.99213
## 229 Woman Tall 52116 105.24061
## 230 Woman Tall 51416 103.82706
## 231 Woman Tall 50490 101.95714
## 232 Woman Tall 41302 83.40332
## 233 Woman Tall 57055 115.21419
## 234 Woman Tall 59403 119.95563
## 235 Woman Tall 58563 118.25938
## 236 Woman Tall 47205 95.32356
## 237 Woman Tall 45949 92.78726
## 238 Woman Tall 51440 103.87552
## 239 Woman Tall 48103 97.13694
## 240 Woman Tall 60327 121.82152
## 241 Woman Tall 47098 95.10749
## 242 Woman Tall 53750 108.54023
## 243 Woman Tall 42758 86.34350
## 244 Woman Tall 49572 100.10337
## 245 Woman Tall 43265 87.36731
## 246 Woman Tall 55151 111.36934
## 247 Woman Tall 41809 84.42713
## 248 Woman Tall 59793 120.74318
## 249 Woman Tall 49344 99.64296
## 250 Woman Tall 54818 110.69690
## 251 Woman Tall 52184 105.37792
## 252 Woman Tall 49162 99.27544
## 253 Woman Tall 34926 70.52793
## 254 Woman Tall 49273 99.49959
## 255 Woman Tall 46157 93.20728
## 256 Woman Tall 57196 115.49892
## 257 Woman Tall 44164 89.18271
## 258 Woman Tall 58028 117.17902
## 259 Woman Tall 49850 100.66475
## 260 Woman Tall 56339 113.76834
## 261 Woman Tall 51352 103.69782
## 262 Woman Tall 56534 114.16211
## 263 Woman Tall 52258 105.52736
## 264 Woman Tall 60425 122.01941
## 265 Woman Tall 45915 92.71860
## 266 Woman Tall 45725 92.33492
## 267 Woman Tall 44376 89.61081
## 268 Woman Tall 50417 101.80973
## 269 Woman Tall 45103 91.07888
## 270 Woman Tall 55948 112.97877
## 271 Woman Tall 49006 98.96042
## 272 Woman Tall 51907 104.81856
## 273 Woman Tall 51768 104.53787
## 274 Woman Tall 47193 95.29933
## 275 Woman Tall 46154 93.20122
## 276 Woman Tall 62061 125.32307
## 277 Woman Tall 64572 130.39367
## 278 Woman Tall 47564 96.04851
## 279 Woman Tall 57857 116.83371
## 280 Woman Tall 47508 95.93543
## 281 Woman Tall 68824 138.97996
## 282 Woman Tall 47764 96.45238
## 283 Woman Tall 71727 144.84214
## 284 Woman Tall 64737 130.72686
## 285 Woman Tall 31621 63.85396
## 286 Woman Tall 54301 109.65289
## 287 Woman Tall 64469 130.18568
## 288 Woman Tall 51192 103.37472
## 289 Woman Tall 46564 94.02916
## 290 Woman Tall 53232 107.49421
## 291 Woman Tall 43056 86.94527
## 292 Woman Tall 47513 95.94552
## 293 Woman Tall 54801 110.66257
## 294 Woman Tall 53329 107.69008
## 295 Woman Tall 43384 87.60762
## 296 Woman Tall 49569 100.09731
## 297 Woman Tall 61889 124.97575
## 298 Woman Tall 45835 92.55705
## 299 Woman Tall 50161 101.29277
## 300 Woman Tall 48005 96.93905
## 301 Woman Tall 68532 138.39031
## 302 Woman Tall 53439 107.91221
## 303 Woman Tall 55388 111.84793
## 304 Woman Tall 59107 119.35790
## 305 Woman Tall 52559 106.13518
## 306 Woman Tall 56112 113.30994
## 307 Woman Tall 51079 103.14654
## 308 Woman Tall 54580 110.21629
## 309 Woman Tall 60375 121.91844
## 310 Woman Tall 40312 81.40416
## 311 Woman Tall 48365 97.66601
## 312 Woman Tall 56074 113.23321
## 313 Woman Tall 51967 104.93972
## 314 Woman Tall 52448 105.91103
## 315 Woman Tall 59049 119.24078
## 316 Woman Tall 44772 90.41048
## 317 Woman Tall 30767 62.12944
## 318 Woman Tall 48281 97.49639
## 319 Woman Tall 49524 100.00644
## 320 Woman Tall 51006 102.99913
## 321 Woman Tall 47503 95.92533
## 322 Woman Tall 56786 114.67099
## 323 Woman Tall 50742 102.46602
## 324 Woman Tall 46509 93.91809
## 325 Woman Tall 57484 116.08049
## 326 Woman Tall 50412 101.79963
## 327 Woman Tall 42781 86.38995
## 328 Woman Tall 42078 84.97034
## 329 Woman Tall 53119 107.26602
## 330 Woman Tall 62928 127.07385
## 331 Woman Tall 58276 117.67982
## 332 Woman Tall 60272 121.71045
## 333 Woman Tall 45144 91.16168
## 334 Woman Tall 45979 92.84784
## 335 Woman Tall 62002 125.20393
## 336 Woman Tall 41029 82.85204
## 337 Woman Tall 50773 102.52862
## 338 Woman Tall 62421 126.05004
## 339 Woman Tall 49269 99.49151
## 340 Woman Tall 52445 105.90497
## 341 Woman Tall 43605 88.05389
## 342 Woman Tall 52254 105.51928
## 343 Woman Tall 58009 117.14065
## 344 Woman Tall 47414 95.74561
## 345 Woman Tall 42117 85.04910
## 346 Woman Tall 54838 110.73729
## 347 Woman Tall 40055 80.88519
## 348 Woman Tall 48252 97.43783
## 349 Woman Tall 48486 97.91036
## 350 Woman Tall 48306 97.54687
## 351 Woman Tall 29725 60.02527
## 352 Woman Tall 56395 113.88142
## 353 Woman Tall 50687 102.35495
## 354 Woman Tall 39721 80.21073
## 355 Woman Tall 49634 100.22857
## 356 Woman Tall 49642 100.24473
## 357 Woman Tall 69027 139.38989
## 358 Woman Tall 60117 121.39745
## 359 Woman Tall 48671 98.28394
## 360 Woman Tall 45296 91.46862
## 361 Woman Tall 55145 111.35723
## 362 Woman Tall 43974 88.79903
## 363 Woman Tall 59282 119.71129
## 364 Woman Tall 36200 73.10058
## 365 Woman Tall 60792 122.76051
## 366 Woman Tall 54113 109.27326
## 367 Woman Tall 41607 84.01923
## 368 Woman Tall 42920 86.67064
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## 1632 Woman Short 46315 93.52634
## 1633 Woman Short 46004 92.89832
## 1634 Woman Short 53045 107.11659
## 1635 Woman Short 51334 103.66147
## 1636 Woman Short 41530 83.86373
## 1637 Woman Short 47028 94.96614
## 1638 Woman Short 51085 103.15865
## 1639 Woman Short 37557 75.84085
## 1640 Woman Short 50971 102.92845
## 1641 Woman Short 56039 113.16253
## 1642 Woman Short 47702 96.32718
## 1643 Woman Short 42963 86.75747
## 1644 Woman Short 54191 109.43076
## 1645 Woman Short 36853 74.41922
## 1646 Woman Short 41305 83.40938
## 1647 Woman Short 52300 105.61217
## 1648 Woman Short 43691 88.22756
## 1649 Woman Short 50722 102.42563
## 1650 Woman Short 59328 119.80418
## 1651 Woman Short 51014 103.01528
## 1652 Woman Short 40639 82.06449
## 1653 Woman Short 32502 65.63302
## 1654 Woman Short 59698 120.55134
## 1655 Woman Short 35961 72.61796
## 1656 Woman Short 57634 116.38340
## 1657 Woman Short 45875 92.63782
## 1658 Woman Short 41961 84.73408
## 1659 Woman Short 50097 101.16353
## 1660 Woman Short 53309 107.64970
## 1661 Woman Short 38542 77.82991
## 1662 Woman Short 44542 89.94603
## 1663 Woman Short 47295 95.50531
## 1664 Woman Short 58609 118.35227
## 1665 Woman Short 48742 98.42731
## 1666 Woman Short 43735 88.31641
## 1667 Woman Short 56625 114.34587
## 1668 Woman Short 46472 93.84338
## 1669 Woman Short 51213 103.41713
## 1670 Woman Short 42991 86.81401
## 1671 Woman Short 49633 100.22655
## 1672 Woman Short 59296 119.73956
## 1673 Woman Short 53709 108.45744
## 1674 Woman Short 60401 121.97095
## 1675 Woman Short 52175 105.35975
## 1676 Woman Short 41386 83.57295
## 1677 Woman Short 48712 98.36673
## 1678 Woman Short 47077 95.06509
## 1679 Woman Short 47027 94.96412
## 1680 Woman Short 53251 107.53257
## 1681 Woman Short 43598 88.03976
## 1682 Woman Short 52644 106.30683
## 1683 Woman Short 42062 84.93803
## 1684 Woman Short 60801 122.77869
## 1685 Woman Short 35265 71.21249
## 1686 Woman Short 46478 93.85549
## 1687 Woman Short 39358 79.47770
## 1688 Woman Short 53902 108.84717
## 1689 Woman Short 48478 97.89420
## 1690 Woman Short 41963 84.73811
## 1691 Woman Short 45811 92.50859
## 1692 Woman Short 49125 99.20072
## 1693 Woman Short 46226 93.34662
## 1694 Woman Short 63337 127.89977
## 1695 Woman Short 51823 104.64894
## 1696 Woman Short 48650 98.24153
## 1697 Woman Short 66068 133.41462
## 1698 Woman Short 43732 88.31035
## 1699 Woman Short 46493 93.88578
## 1700 Woman Short 47005 94.91969
## 1701 Woman Short 46121 93.13459
## 1702 Woman Short 57792 116.70246
## 1703 Woman Short 52626 106.27048
## 1704 Woman Short 53792 108.62504
## 1705 Woman Short 54347 109.74578
## 1706 Woman Short 19868 40.12051
## 1707 Woman Short 55985 113.05348
## 1708 Woman Short 50441 101.85819
## 1709 Woman Short 62567 126.34487
## 1710 Woman Short 60049 121.26014
## 1711 Woman Short 50584 102.14696
## 1712 Woman Short 56651 114.39837
## 1713 Woman Short 46360 93.61721
## 1714 Woman Short 41189 83.17514
## 1715 Woman Short 45012 90.89512
## 1716 Woman Short 46041 92.97304
## 1717 Woman Short 48132 97.19550
## 1718 Woman Short 61667 124.52745
## 1719 Woman Short 34079 68.81753
## 1720 Woman Short 38375 77.49268
## 1721 Woman Short 57248 115.60393
## 1722 Woman Short 43491 87.82369
## 1723 Woman Short 54653 110.36371
## 1724 Woman Short 55192 111.45214
## 1725 Woman Short 62101 125.40385
## 1726 Woman Short 40221 81.22040
## 1727 Woman Short 37145 75.00887
## 1728 Woman Short 39633 80.03302
## 1729 Woman Short 53762 108.56446
## 1730 Woman Short 45918 92.72466
## 1731 Woman Short 38858 78.46802
## 1732 Woman Short 55006 111.07654
## 1733 Woman Short 60415 121.99922
## 1734 Woman Short 47904 96.73509
## 1735 Woman Short 53523 108.08184
## 1736 Woman Short 50173 101.31700
## 1737 Woman Short 54476 110.00628
## 1738 Woman Short 35686 72.06264
## 1739 Woman Short 48016 96.96126
## 1740 Woman Short 54614 110.28495
## 1741 Woman Short 48810 98.56463
## 1742 Woman Short 35810 72.31304
## 1743 Woman Short 49876 100.71726
## 1744 Woman Short 57450 116.01184
## 1745 Woman Short 44472 89.80467
## 1746 Woman Short 54374 109.80031
## 1747 Woman Short 61546 124.28311
## 1748 Woman Short 47892 96.71086
## 1749 Woman Short 40308 81.39609
## 1750 Woman Short 49833 100.63042
## 1751 Woman Short 57419 115.94924
## 1752 Woman Short 51500 103.99669
## 1753 Woman Short 50817 102.61747
## 1754 Woman Short 54481 110.01638
## 1755 Woman Short 44044 88.94039
## 1756 Woman Short 56026 113.13628
## 1757 Woman Short 37153 75.02503
## 1758 Woman Short 69721 140.79132
## 1759 Woman Short 41011 82.81569
## 1760 Woman Short 34742 70.15637
## 1761 Woman Short 41364 83.52852
## 1762 Woman Short 53382 107.79711
## 1763 Woman Short 53343 107.71835
## 1764 Woman Short 42027 84.86735
## 1765 Woman Short 61276 123.73788
## 1766 Woman Short 51979 104.96396
## 1767 Woman Short 46968 94.84498
## 1768 Woman Short 56974 115.05062
## 1769 Woman Short 36899 74.51211
## 1770 Woman Short 56153 113.39274
## 1771 Woman Short 33046 66.73154
## 1772 Woman Short 36524 73.75485
## 1773 Woman Short 46901 94.70968
## 1774 Woman Short 51757 104.51566
## 1775 Woman Short 41100 82.99541
## 1776 Woman Short 65998 133.27327
## 1777 Woman Short 39728 80.22486
## 1778 Woman Short 46401 93.70000
## 1779 Woman Short 48387 97.71044
## 1780 Woman Short 44072 88.99693
## 1781 Woman Short 44504 89.86929
## 1782 Woman Short 41943 84.69773
## 1783 Woman Short 45365 91.60795
## 1784 Woman Short 53063 107.15293
## 1785 Woman Short 60948 123.07553
## 1786 Woman Short 51561 104.11987
## 1787 Woman Short 50611 102.20148
## 1788 Woman Short 41066 82.92676
## 1789 Woman Short 52243 105.49706
## 1790 Woman Short 57594 116.30262
## 1791 Woman Short 59389 119.92736
## 1792 Woman Short 61250 123.68538
## 1793 Woman Short 53986 109.01680
## 1794 Woman Short 53641 108.32012
## 1795 Woman Short 40584 81.95343
## 1796 Woman Short 56415 113.92181
## 1797 Woman Short 42005 84.82293
## 1798 Woman Short 48592 98.12441
## 1799 Woman Short 48602 98.14460
## 1800 Woman Short 39955 80.68325
## 1801 Woman Short 57247 115.60191
## 1802 Woman Short 43963 88.77682
## 1803 Woman Short 43167 87.16942
## 1804 Woman Short 37215 75.15023
## 1805 Woman Short 46902 94.71170
## 1806 Woman Short 49386 99.72777
## 1807 Woman Short 49606 100.17203
## 1808 Woman Short 58352 117.83329
## 1809 Woman Short 58269 117.66569
## 1810 Woman Short 52513 106.04229
## 1811 Woman Short 60381 121.93056
## 1812 Woman Short 54536 110.12744
## 1813 Woman Short 42565 85.95377
## 1814 Woman Short 50659 102.29841
## 1815 Woman Short 61985 125.16960
## 1816 Woman Short 48245 97.42369
## 1817 Woman Short 57514 116.14108
## 1818 Woman Short 58236 117.59905
## 1819 Woman Short 41748 84.30395
## 1820 Woman Short 51251 103.49387
## 1821 Woman Short 48107 97.14502
## 1822 Woman Short 60013 121.18744
## 1823 Woman Short 49007 98.96244
## 1824 Woman Short 30588 61.76797
## 1825 Woman Short 54465 109.98407
## 1826 Woman Short 53994 109.03295
## 1827 Woman Short 47370 95.65676
## 1828 Woman Short 56787 114.67301
## 1829 Woman Short 57550 116.21377
## 1830 Woman Short 49926 100.81822
## 1831 Woman Short 54494 110.04263
## 1832 Woman Short 47437 95.79205
## 1833 Woman Short 36524 73.75485
## 1834 Woman Short 43472 87.78532
## 1835 Woman Short 61055 123.29160
## 1836 Woman Short 43933 88.71624
## 1837 Woman Short 50336 101.64616
## 1838 Woman Short 40416 81.61418
## 1839 Woman Short 47991 96.91078
## 1840 Woman Short 40430 81.64245
## 1841 Woman Short 51774 104.54999
## 1842 Woman Short 57730 116.57726
## 1843 Woman Short 52354 105.72121
## 1844 Woman Short 41033 82.86012
## 1845 Woman Short 44827 90.52154
## 1846 Woman Short 45913 92.71456
## 1847 Woman Short 54102 109.25104
## 1848 Woman Short 48446 97.82958
## 1849 Woman Short 53136 107.30035
## 1850 Woman Short 58350 117.82925
## 1851 Woman Short 58041 117.20527
## 1852 Woman Short 49203 99.35823
## 1853 Woman Short 49394 99.74393
## 1854 Woman Short 52782 106.58550
## 1855 Woman Short 52542 106.10085
## 1856 Woman Short 38587 77.92078
## 1857 Woman Short 56341 113.77237
## 1858 Woman Short 52382 105.77775
## 1859 Woman Short 44568 89.99853
## 1860 Woman Short 63570 128.37028
## 1861 Woman Short 48626 98.19306
## 1862 Woman Short 48290 97.51456
## 1863 Woman Short 55413 111.89841
## 1864 Woman Short 43630 88.10438
## 1865 Woman Short 55023 111.11087
## 1866 Woman Short 40755 82.29874
## 1867 Woman Short 59794 120.74520
## 1868 Woman Short 34889 70.45321
## 1869 Woman Short 56909 114.91937
## 1870 Woman Short 48112 97.15512
## 1871 Woman Short 62073 125.34731
## 1872 Woman Short 61448 124.08521
## 1873 Woman Short 49127 99.20476
## 1874 Woman Short 50465 101.90666
## 1875 Woman Short 53640 108.31810
## 1876 Woman Short 45521 91.92297
## 1877 Woman Short 46510 93.92011
## 1878 Woman Short 47306 95.52752
## 1879 Woman Short 48248 97.42975
## 1880 Woman Short 41574 83.95259
## 1881 Woman Short 54818 110.69690
## 1882 Woman Short 40726 82.24018
## 1883 Woman Short 49955 100.87678
## 1884 Woman Short 48729 98.40106
## 1885 Woman Short 41363 83.52650
## 1886 Woman Short 31437 63.48240
## 1887 Woman Short 46697 94.29773
## 1888 Woman Short 37547 75.82065
## 1889 Woman Short 29609 59.79103
## 1890 Woman Short 58757 118.65113
## 1891 Woman Short 34130 68.92052
## 1892 Woman Short 52053 105.11339
## 1893 Woman Short 50023 101.01410
## 1894 Woman Short 49494 99.94586
## 1895 Woman Short 45122 91.11725
## 1896 Woman Short 36609 73.92650
## 1897 Woman Short 48704 98.35057
## 1898 Woman Short 37608 75.94383
## 1899 Woman Short 38777 78.30446
## 1900 Woman Short 50949 102.88402
## 1901 Woman Short 39654 80.07543
## 1902 Woman Short 63693 128.61866
## 1903 Woman Short 51417 103.82908
## 1904 Woman Short 35395 71.47500
## 1905 Woman Short 44184 89.22310
## 1906 Woman Short 55298 111.66619
## 1907 Woman Short 52374 105.76160
## 1908 Woman Short 48754 98.45154
## 1909 Woman Short 39660 80.08754
## 1910 Woman Short 54785 110.63026
## 1911 Woman Short 59771 120.69876
## 1912 Woman Short 57001 115.10515
## 1913 Woman Short 42719 86.26475
## 1914 Woman Short 60694 122.56262
## 1915 Woman Short 49407 99.77018
## 1916 Woman Short 48566 98.07190
## 1917 Woman Short 49151 99.25323
## 1918 Woman Short 39623 80.01283
## 1919 Woman Short 34585 69.83933
## 1920 Woman Short 46185 93.26382
## 1921 Woman Short 65488 132.24340
## 1922 Woman Short 51592 104.18247
## 1923 Woman Short 64156 129.55362
## 1924 Woman Short 57090 115.28487
## 1925 Woman Short 62541 126.29236
## 1926 Woman Short 59726 120.60788
## 1927 Woman Short 49998 100.96362
## 1928 Woman Short 44251 89.35839
## 1929 Woman Short 46483 93.86559
## 1930 Woman Short 44184 89.22310
## 1931 Woman Short 43303 87.44405
## 1932 Woman Short 60848 122.87360
## 1933 Woman Short 55788 112.65567
## 1934 Woman Short 45614 92.11077
## 1935 Woman Short 54441 109.93560
## 1936 Woman Short 54528 110.11129
## 1937 Woman Short 44213 89.28166
## 1938 Woman Short 46147 93.18709
## 1939 Woman Short 49724 100.41031
## 1940 Woman Short 58998 119.13780
## 1941 Woman Short 34907 70.48956
## 1942 Woman Short 43014 86.86045
## 1943 Woman Short 60834 122.84533
## 1944 Woman Short 51433 103.86139
## 1945 Woman Short 55841 112.76270
## 1946 Woman Short 54337 109.72559
## 1947 Woman Short 50682 102.34485
## 1948 Woman Short 43350 87.53896
## 1949 Woman Short 48016 96.96126
## 1950 Woman Short 56167 113.42101
## 1951 Woman Short 51688 104.37632
## 1952 Woman Short 57700 116.51667
## 1953 Woman Short 46595 94.09176
## 1954 Woman Short 57293 115.69480
## 1955 Woman Short 53698 108.43522
## 1956 Woman Short 48510 97.95882
## 1957 Woman Short 23633 47.72337
## 1958 Woman Short 56764 114.62656
## 1959 Woman Short 38556 77.85818
## 1960 Woman Short 53098 107.22361
## 1961 Woman Short 47778 96.48065
## 1962 Woman Short 59499 120.14949
## 1963 Woman Short 45613 92.10875
## 1964 Woman Short 57902 116.92458
## 1965 Woman Short 59930 121.01983
## 1966 Woman Short 50212 101.39576
## 1967 Woman Short 48608 98.15672
## 1968 Woman Short 56626 114.34789
## 1969 Woman Short 37025 74.76655
## 1970 Woman Short 55312 111.69446
## 1971 Woman Short 47714 96.35141
## 1972 Woman Short 44524 89.90968
## 1973 Woman Short 36064 72.82595
## 1974 Woman Short 53587 108.21108
## 1975 Woman Short 51781 104.56412
## 1976 Woman Short 53391 107.81528
## 1977 Woman Short 40520 81.82419
## 1978 Woman Short 59083 119.30944
## 1979 Woman Short 66584 134.45661
## 1980 Woman Short 41039 82.87223
## 1981 Woman Short 51631 104.26122
## 1982 Woman Short 40575 81.93525
## 1983 Woman Short 39838 80.44699
## 1984 Woman Short 55604 112.28411
## 1985 Woman Short 46093 93.07804
## 1986 Woman Short 37130 74.97858
## 1987 Woman Short 53383 107.79913
## 1988 Woman Short 40364 81.50917
## 1989 Woman Short 55671 112.41941
## 1990 Woman Short 58936 119.01260
## 1991 Woman Short 55816 112.71221
## 1992 Woman Short 47750 96.42411
## 1993 Woman Short 30054 60.68964
## 1994 Woman Short 45419 91.71700
## 1995 Woman Short 65619 132.50793
## 1996 Woman Short 47594 96.10909
## 1997 Woman Short 57822 116.76304
## 1998 Woman Short 45160 91.19399
## 1999 Woman Short 50165 101.30085
## 2000 Woman Short 39448 79.65944
## 2001 Woman Short 56118 113.32206
## 2002 Woman Short 43121 87.07653
## 2003 Woman Short 54004 109.05315
## 2004 Woman Short 42892 86.61409
## 2005 Woman Short 58430 117.99080
## 2006 Woman Short 55275 111.61974
## 2007 Woman Short 51360 103.71398
## 2008 Woman Short 54569 110.19408
## 2009 Woman Short 41011 82.81569
## 2010 Woman Short 43135 87.10480
## 2011 Woman Short 32719 66.07121
## 2012 Woman Short 40175 81.12751
## 2013 Woman Short 48108 97.14704
## 2014 Woman Short 57817 116.75294
## 2015 Woman Short 47211 95.33568
## 2016 Woman Short 51314 103.62109
## 2017 Woman Short 60578 122.32837
## 2018 Woman Short 36176 73.05212
## 2019 Woman Short 48317 97.56908
## 2020 Woman Short 48179 97.29041
## 2021 Woman Short 54599 110.25466
## 2022 Woman Short 35098 70.87526
## 2023 Woman Short 42080 84.97438
## 2024 Woman Short 46395 93.68789
## 2025 Woman Short 48074 97.07838
## 2026 Woman Short 57063 115.23035
## 2027 Woman Short 45942 92.77312
## 2028 Woman Short 58304 117.73636
## 2029 Woman Short 39933 80.63883
## 2030 Woman Short 45219 91.31313
## 2031 Woman Short 50782 102.54679
## 2032 Woman Short 54544 110.14360
## 2033 Woman Short 45247 91.36967
## 2034 Woman Short 41373 83.54670
## 2035 Woman Short 61184 123.55210
## 2036 Woman Short 54116 109.27931
## 2037 Woman Short 55026 111.11692
## 2038 Woman Short 42336 85.49133
## 2039 Woman Short 45367 91.61199
## 2040 Woman Short 50374 101.72289
## 2041 Woman Short 42679 86.18397
## 2042 Woman Short 45493 91.86643
## 2043 Woman Short 36826 74.36470
## 2044 Woman Short 41735 84.27770
## 2045 Woman Short 63954 129.14571
## 2046 Woman Short 48860 98.66559
## 2047 Woman Short 50411 101.79761
## 2048 Woman Short 50343 101.66029
## 2049 Woman Short 39089 78.93449
## 2050 Woman Short 42827 86.48284
## 2051 Woman Short 51600 104.19862
## 2052 Woman Short 64249 129.74142
## 2053 Woman Short 50514 102.00560
## 2054 Woman Short 58326 117.78079
## 2055 Woman Short 46451 93.80097
## 2056 Woman Short 50928 102.84162
## 2057 Woman Short 49458 99.87317
## 2058 Woman Short 61643 124.47898
## 2059 Woman Short 45157 91.18793
## 2060 Woman Short 47474 95.86677
## 2061 Woman Short 48318 97.57110
## 2062 Woman Short 38143 77.02419
## 2063 Woman Short 55135 111.33703
## 2064 Woman Short 39058 78.87189
## 2065 Woman Short 54925 110.91297
## 2066 Woman Short 53103 107.23371
## 2067 Woman Short 61096 123.37440
## 2068 Woman Short 48858 98.66155
## 2069 Woman Short 55424 111.92063
## 2070 Woman Short 48821 98.58684
## 2071 Woman Short 33841 68.33693
## 2072 Woman Short 44125 89.10396
## 2073 Woman Short 47711 96.34536
## 2074 Woman Short 51196 103.38280
## 2075 Woman Short 60782 122.74032
## 2076 Woman Short 46342 93.58086
## 2077 Woman Short 47277 95.46896
## 2078 Woman Short 60959 123.09775
## 2079 Woman Short 53446 107.92635
## 2080 Woman Short 54076 109.19854
## 2081 Woman Short 51511 104.01890
## 2082 Woman Short 45799 92.48435
## 2083 Woman Short 39380 79.52213
## 2084 Woman Short 56847 114.79417
## 2085 Woman Short 40055 80.88519
## 2086 Woman Short 39828 80.42680
## 2087 Woman Short 53580 108.19694
## 2088 Woman Short 63400 128.02699
## 2089 Woman Short 56707 114.51146
## 2090 Woman Short 42992 86.81603
## 2091 Woman Short 46716 94.33610
## 2092 Woman Short 33446 67.53928
## 2093 Woman Short 54368 109.78819
## 2094 Woman Short 57259 115.62614
## 2095 Woman Short 35083 70.84497
## 2096 Woman Short 39422 79.60694
## 2097 Woman Short 57096 115.29699
## 2098 Woman Short 55678 112.43354
## 2099 Woman Short 41653 84.11212
## 2100 Woman Short 38787 78.32465
## 2101 Woman Short 38670 78.08839
## 2102 Woman Short 47172 95.25693
## 2103 Woman Short 50676 102.33274
## 2104 Woman Short 52455 105.92517
## 2105 Woman Short 38576 77.89857
## 2106 Woman Short 47382 95.68099
## 2107 Woman Short 57603 116.32080
## 2108 Woman Short 49443 99.84288
## 2109 Woman Short 55845 112.77077
## 2110 Woman Short 53077 107.18121
## 2111 Woman Short 41194 83.18523
## 2112 Woman Short 65991 133.25913
## 2113 Woman Short 43817 88.48200
## 2114 Woman Short 47536 95.99197
## 2115 Woman Short 45433 91.74527
## 2116 Woman Short 53702 108.44330
## 2117 Woman Short 59545 120.24238
## 2118 Woman Short 44599 90.06113
## 2119 Woman Short 37126 74.97050
## 2120 Woman Short 48200 97.33282
## 2121 Woman Short 58374 117.87772
## 2122 Woman Short 43481 87.80349
## 2123 Woman Short 49136 99.22293
## 2124 Woman Short 55973 113.02925
## 2125 Woman Short 40459 81.70101
## 2126 Woman Short 52207 105.42437
## 2127 Woman Short 44752 90.37009
## 2128 Woman Short 61967 125.13325
## 2129 Woman Short 48734 98.41115
## 2130 Woman Short 57471 116.05424
## 2131 Woman Short 46155 93.20324
## 2132 Woman Short 42222 85.26113
## 2133 Woman Short 51537 104.07140
## 2134 Woman Short 51537 104.07140
## 2135 Woman Short 37426 75.57631
## 2136 Woman Short 47007 94.92373
## 2137 Woman Short 53837 108.71591
## 2138 Woman Short 56233 113.55428
## 2139 Woman Short 37348 75.41880
## 2140 Woman Short 47270 95.45482
## 2141 Woman Short 49529 100.01654
## 2142 Woman Short 46139 93.17093
## 2143 Woman Short 43239 87.31481
## 2144 Woman Short 60258 121.68218
## 2145 Woman Short 50941 102.86787
## 2146 Woman Short 54138 109.32374
## 2147 Woman Short 46048 92.98717
## 2148 Woman Short 45133 91.13946
## 2149 Woman Short 51491 103.97851
## 2150 Woman Short 38013 76.76167
## 2151 Woman Short 46243 93.38095
## 2152 Woman Short 51563 104.12390
## 2153 Woman Short 47881 96.68865
## 2154 Woman Short 43291 87.41982
## 2155 Woman Short 51004 102.99509
## 2156 Woman Short 39068 78.89209
## 2157 Woman Short 55365 111.80149
## 2158 Woman Short 58241 117.60914
## 2159 Woman Short 43859 88.56681
## 2160 Woman Short 48165 97.26214
## 2161 Woman Short 52103 105.21436
## 2162 Woman Short 41800 84.40896
## 2163 Woman Short 41943 84.69773
## 2164 Woman Short 36717 74.14459
## 2165 Woman Short 44285 89.42705
## 2166 Woman Short 48722 98.38692
## 2167 Woman Short 52657 106.33308
## 2168 Woman Short 46313 93.52230
## 2169 Woman Short 50222 101.41595
## 2170 Woman Short 41729 84.26559
## 2171 Woman Short 40918 82.62789
## 2172 Woman Short 50414 101.80367
## 2173 Woman Short 38892 78.53668
## 2174 Woman Short 54243 109.53577
## 2175 Woman Short 48518 97.97497
## 2176 Woman Short 45198 91.27072
## 2177 Woman Short 36703 74.11632
## 2178 Woman Short 41953 84.71792
## 2179 Woman Short 42134 85.08342
## 2180 Woman Short 54384 109.82050
## 2181 Woman Short 53302 107.63556
## 2182 Woman Short 46893 94.69353
## 2183 Woman Short 53164 107.35689
## 2184 Woman Short 45370 91.61805
## 2185 Woman Short 45129 91.13139
## 2186 Woman Short 45986 92.86197
## 2187 Woman Short 52966 106.95706
## 2188 Woman Short 49768 100.49917
## 2189 Woman Short 52156 105.32138
## 2190 Woman Short 51088 103.16471
## 2191 Woman Short 52092 105.19214
## 2192 Woman Short 35440 71.56587
## 2193 Woman Short 63258 127.74024
## 2194 Woman Short 52976 106.97725
## 2195 Woman Short 50330 101.63404
## 2196 Woman Short 54050 109.14604
## 2197 Woman Short 61770 124.73544
## 2198 Woman Short 66192 133.66502
## 2199 Woman Short 45438 91.75537
## 2200 Woman Short 52654 106.32702
## 2201 Woman Short 51545 104.08756
## 2202 Woman Short 51384 103.76244
## 2203 Woman Short 38282 77.30488
## 2204 Woman Short 41689 84.18481
## 2205 Woman Short 51086 103.16067
## 2206 Woman Short 36868 74.44951
## 2207 Woman Short 55196 111.46021
## 2208 Woman Short 55493 112.05996
## 2209 Woman Short 46618 94.13820
## 2210 Woman Short 54544 110.14360
## 2211 Woman Short 60979 123.13813
## 2212 Woman Short 43611 88.06601
## 2213 Woman Short 53631 108.29993
## 2214 Woman Short 49566 100.09126
## 2215 Woman Short 49589 100.13770
## 2216 Woman Short 35958 72.61190
## 2217 Woman Short 49122 99.19466
## 2218 Woman Short 55767 112.61327
## 2219 Woman Short 57279 115.66653
## 2220 Woman Short 49831 100.62639
## 2221 Woman Short 32926 66.48922
## 2222 Woman Short 41252 83.30235
## 2223 Woman Short 56513 114.11970
## 2224 Woman Short 41418 83.63757
## 2225 Woman Short 56868 114.83657
## 2226 Woman Short 63848 128.93166
## 2227 Woman Short 39265 79.28990
## 2228 Woman Short 58338 117.80502
## 2229 Woman Short 45259 91.39390
## 2230 Woman Short 46227 93.34864
## 2231 Woman Short 41989 84.79062
## 2232 Woman Short 41858 84.52608
## 2233 Woman Short 58884 118.90759
## 2234 Woman Short 48560 98.05979
## 2235 Woman Short 50799 102.58112
## 2236 Woman Short 51062 103.11221
## 2237 Woman Short 32728 66.08939
## 2238 Woman Short 64085 129.41024
## 2239 Woman Short 65872 133.01883
## 2240 Woman Short 58177 117.47991
## 2241 Woman Short 36283 73.26819
## 2242 Woman Short 48924 98.79483
## 2243 Woman Short 51787 104.57624
## 2244 Woman Short 48729 98.40106
## 2245 Woman Short 42676 86.17791
## 2246 Woman Short 37877 76.48704
## 2247 Woman Short 50129 101.22815
## 2248 Woman Short 56605 114.30548
## 2249 Woman Short 52378 105.76968
## 2250 Woman Short 55589 112.25382
## 2251 Man Short 42551 85.92549
## 2252 Man Short 52764 106.54915
## 2253 Man Short 45690 92.26424
## 2254 Man Short 42665 86.15570
## 2255 Man Short 44668 90.20047
## 2256 Man Short 45734 92.35310
## 2257 Man Short 46124 93.14064
## 2258 Man Short 44864 90.59626
## 2259 Man Short 32753 66.13987
## 2260 Man Short 60255 121.67612
## 2261 Man Short 59801 120.75934
## 2262 Man Short 42895 86.62015
## 2263 Man Short 37066 74.84934
## 2264 Man Short 60098 121.35908
## 2265 Man Short 34351 69.36680
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## 2887 Man Short 41601 84.00711
## 2888 Man Short 37787 76.30530
## 2889 Man Short 50556 102.09042
## 2890 Man Short 47222 95.35789
## 2891 Man Short 40033 80.84076
## 2892 Man Short 35650 71.98994
## 2893 Man Short 52300 105.61217
## 2894 Man Short 41825 84.45944
## 2895 Man Short 49018 98.98465
## 2896 Man Short 45686 92.25617
## 2897 Man Short 47271 95.45684
## 2898 Man Short 57604 116.32282
## 2899 Man Short 64620 130.49060
## 2900 Man Short 31277 63.15931
## 2901 Man Short 48946 98.83926
## 2902 Man Short 50345 101.66433
## 2903 Man Short 49819 100.60215
## 2904 Man Short 52439 105.89286
## 2905 Man Short 52295 105.60207
## 2906 Man Short 52494 106.00392
## 2907 Man Short 39998 80.77009
## 2908 Man Short 41517 83.83748
## 2909 Man Short 52985 106.99542
## 2910 Man Short 41922 84.65532
## 2911 Man Short 54978 111.02000
## 2912 Man Short 39685 80.13803
## 2913 Man Short 41532 83.86777
## 2914 Man Short 49511 99.98019
## 2915 Man Short 63329 127.88361
## 2916 Man Short 52445 105.90497
## 2917 Man Short 47250 95.41443
## 2918 Man Short 36771 74.25363
## 2919 Man Short 40439 81.66062
## 2920 Man Short 42126 85.06727
## 2921 Man Short 39084 78.92440
## 2922 Man Short 52943 106.91061
## 2923 Man Short 56537 114.16817
## 2924 Man Short 53697 108.43320
## 2925 Man Short 50571 102.12071
## 2926 Man Short 34417 69.50008
## 2927 Man Short 48403 97.74275
## 2928 Man Short 48109 97.14906
## 2929 Man Short 39034 78.82343
## 2930 Man Short 46847 94.60064
## 2931 Man Short 56569 114.23279
## 2932 Man Short 51961 104.92761
## 2933 Man Short 67616 136.54058
## 2934 Man Short 61693 124.57995
## 2935 Man Short 45909 92.70648
## 2936 Man Short 33356 67.35754
## 2937 Man Short 49164 99.27948
## 2938 Man Short 52529 106.07460
## 2939 Man Short 52760 106.54107
## 2940 Man Short 41159 83.11455
## 2941 Man Short 36819 74.35056
## 2942 Man Short 47478 95.87485
## 2943 Man Short 38670 78.08839
## 2944 Man Short 45557 91.99567
## 2945 Man Short 46679 94.26138
## 2946 Man Short 46960 94.82882
## 2947 Man Short 55993 113.06964
## 2948 Man Short 42513 85.84876
## 2949 Man Short 47139 95.19029
## 2950 Man Short 49403 99.76210
## 2951 Man Short 37801 76.33357
## 2952 Man Short 45384 91.64632
## 2953 Man Short 55543 112.16093
## 2954 Man Short 56690 114.47713
## 2955 Man Short 45404 91.68671
## 2956 Man Short 47128 95.16807
## 2957 Man Short 37679 76.08721
## 2958 Man Short 42457 85.73568
## 2959 Man Short 57518 116.14915
## 2960 Man Short 50116 101.20190
## 2961 Man Short 48971 98.88974
## 2962 Man Short 39342 79.44539
## 2963 Man Short 30721 62.03655
## 2964 Man Short 51429 103.85331
## 2965 Man Short 49818 100.60013
## 2966 Man Short 43989 88.82932
## 2967 Man Short 45455 91.78970
## 2968 Man Short 52594 106.20586
## 2969 Man Short 52849 106.72079
## 2970 Man Short 59914 120.98752
## 2971 Man Short 52501 106.01806
## 2972 Man Short 58549 118.23111
## 2973 Man Short 50575 102.12878
## 2974 Man Short 39073 78.90218
## 2975 Man Short 56749 114.59627
## 2976 Man Short 36385 73.47416
## 2977 Man Short 39648 80.06331
## 2978 Man Short 49842 100.64860
## 2979 Man Short 51751 104.50354
## 2980 Man Short 60181 121.52669
## 2981 Man Short 49398 99.75201
## 2982 Man Short 41861 84.53214
## 2983 Man Short 33426 67.49890
## 2984 Man Short 45794 92.47426
## 2985 Man Short 45457 91.79373
## 2986 Man Short 56270 113.62900
## 2987 Man Short 52919 106.86215
## 2988 Man Short 53654 108.34637
## 2989 Man Short 45736 92.35713
## 2990 Man Short 55265 111.59955
## 2991 Man Short 47391 95.69916
## 2992 Man Short 53593 108.22319
## 2993 Man Short 37537 75.80046
## 2994 Man Short 44791 90.44885
## 2995 Man Short 40967 82.72684
## 2996 Man Short 31507 63.62376
## 2997 Man Short 55198 111.46425
## 2998 Man Short 49778 100.51936
## 2999 Man Short 52738 106.49664
## 3000 Man Short 48906 98.75848FacultyIncome %>%
group_by(Gender, Height) %>%
summarize(mean_income = mean(Income, na.rm=TRUE))## `summarise()` has grouped output by 'Gender'. You can override using the
## `.groups` argument.## # A tibble: 4 × 3
## # Groups: Gender [2]
## Gender Height mean_income
## <chr> <chr> <dbl>
## 1 Man Short 46031.
## 2 Man Tall 52766.
## 3 Woman Short 49154.
## 4 Woman Tall 50131.Counts_Height <- FacultyIncome %>%
group_by(Height)%>%
group_by(Gender)%>%
count(Gender, Height)
Counts_Height## # A tibble: 4 × 3
## # Groups: Gender [2]
## Gender Height n
## <chr> <chr> <int>
## 1 Man Short 750
## 2 Man Tall 750
## 3 Woman Short 750
## 4 Woman Tall 750Counts_Height_Wide <- Counts_Height %>%
pivot_wider(names_from = Height,
values_from = n)
Counts_Height_Wide## # A tibble: 2 × 3
## # Groups: Gender [2]
## Gender Short Tall
## <chr> <int> <int>
## 1 Man 750 750
## 2 Woman 750 750Counts_Height_Long <- Counts_Height_Wide %>%
pivot_longer(cols = -Gender,
names_to = "Height",
values_to = "n")
Counts_Height_Long## # A tibble: 4 × 3
## # Groups: Gender [2]
## Gender Height n
## <chr> <chr> <int>
## 1 Man Short 750
## 2 Man Tall 750
## 3 Woman Short 750
## 4 Woman Tall 750write.csv(Counts_Height_Long, 'Counts_Height_Long.csv')