For use with forcats::fct_relabel.

labels_to_level(.data, .labels)

Arguments

.data

Data frame or tibble.

.labels

Output from extract_variable_label.

Value

Data frame or tibble

Examples

library(dplyr)
vlabels = extract_variable_label(colon_s)
colon_s %>%
 select(sex.factor, obstruct.factor) %>% 
 tidyr::gather() %>% 
 mutate(
  key = forcats::fct_relabel(key, labels_to_level, vlabels)
 )
#> Warning: attributes are not identical across measure variables;
#> they will be dropped
#>              key  value
#> 1            Sex   Male
#> 2            Sex   Male
#> 3            Sex Female
#> 4            Sex Female
#> 5            Sex   Male
#> 6            Sex Female
#> 7            Sex   Male
#> 8            Sex   Male
#> 9            Sex   Male
#> 10           Sex Female
#> 11           Sex Female
#> 12           Sex   Male
#> 13           Sex   Male
#> 14           Sex   Male
#> 15           Sex   Male
#> 16           Sex   Male
#> 17           Sex   Male
#> 18           Sex   Male
#> 19           Sex Female
#> 20           Sex Female
#> 21           Sex   Male
#> 22           Sex   Male
#> 23           Sex Female
#> 24           Sex Female
#> 25           Sex Female
#> 26           Sex   Male
#> 27           Sex Female
#> 28           Sex Female
#> 29           Sex Female
#> 30           Sex   Male
#> 31           Sex Female
#> 32           Sex Female
#> 33           Sex Female
#> 34           Sex   Male
#> 35           Sex Female
#> 36           Sex Female
#> 37           Sex   Male
#> 38           Sex Female
#> 39           Sex   Male
#> 40           Sex   Male
#> 41           Sex   Male
#> 42           Sex Female
#> 43           Sex   Male
#> 44           Sex Female
#> 45           Sex   Male
#> 46           Sex Female
#> 47           Sex Female
#> 48           Sex Female
#> 49           Sex   Male
#> 50           Sex   Male
#> 51           Sex Female
#> 52           Sex Female
#> 53           Sex   Male
#> 54           Sex Female
#> 55           Sex   Male
#> 56           Sex   Male
#> 57           Sex   Male
#> 58           Sex Female
#> 59           Sex Female
#> 60           Sex Female
#> 61           Sex   Male
#> 62           Sex   Male
#> 63           Sex Female
#> 64           Sex Female
#> 65           Sex Female
#> 66           Sex Female
#> 67           Sex   Male
#> 68           Sex   Male
#> 69           Sex Female
#> 70           Sex Female
#> 71           Sex Female
#> 72           Sex Female
#> 73           Sex   Male
#> 74           Sex Female
#> 75           Sex Female
#> 76           Sex Female
#> 77           Sex Female
#> 78           Sex   Male
#> 79           Sex   Male
#> 80           Sex Female
#> 81           Sex   Male
#> 82           Sex Female
#> 83           Sex   Male
#> 84           Sex   Male
#> 85           Sex   Male
#> 86           Sex Female
#> 87           Sex Female
#> 88           Sex   Male
#> 89           Sex Female
#> 90           Sex   Male
#> 91           Sex   Male
#> 92           Sex   Male
#> 93           Sex   Male
#> 94           Sex Female
#> 95           Sex   Male
#> 96           Sex   Male
#> 97           Sex Female
#> 98           Sex   Male
#> 99           Sex   Male
#> 100          Sex Female
#> 101          Sex   Male
#> 102          Sex   Male
#> 103          Sex   Male
#> 104          Sex Female
#> 105          Sex Female
#> 106          Sex   Male
#> 107          Sex Female
#> 108          Sex Female
#> 109          Sex Female
#> 110          Sex Female
#> 111          Sex   Male
#> 112          Sex   Male
#> 113          Sex Female
#> 114          Sex   Male
#> 115          Sex   Male
#> 116          Sex   Male
#> 117          Sex Female
#> 118          Sex Female
#> 119          Sex Female
#> 120          Sex Female
#> 121          Sex Female
#> 122          Sex Female
#> 123          Sex Female
#> 124          Sex   Male
#> 125          Sex   Male
#> 126          Sex   Male
#> 127          Sex Female
#> 128          Sex   Male
#> 129          Sex   Male
#> 130          Sex   Male
#> 131          Sex Female
#> 132          Sex Female
#> 133          Sex Female
#> 134          Sex Female
#> 135          Sex   Male
#> 136          Sex   Male
#> 137          Sex   Male
#> 138          Sex Female
#> 139          Sex   Male
#> 140          Sex Female
#> 141          Sex   Male
#> 142          Sex   Male
#> 143          Sex Female
#> 144          Sex Female
#> 145          Sex Female
#> 146          Sex Female
#> 147          Sex   Male
#> 148          Sex   Male
#> 149          Sex Female
#> 150          Sex Female
#> 151          Sex   Male
#> 152          Sex Female
#> 153          Sex   Male
#> 154          Sex   Male
#> 155          Sex   Male
#> 156          Sex   Male
#> 157          Sex Female
#> 158          Sex Female
#> 159          Sex   Male
#> 160          Sex Female
#> 161          Sex   Male
#> 162          Sex Female
#> 163          Sex   Male
#> 164          Sex Female
#> 165          Sex Female
#> 166          Sex   Male
#> 167          Sex Female
#> 168          Sex   Male
#> 169          Sex   Male
#> 170          Sex Female
#> 171          Sex   Male
#> 172          Sex   Male
#> 173          Sex Female
#> 174          Sex Female
#> 175          Sex   Male
#> 176          Sex Female
#> 177          Sex   Male
#> 178          Sex   Male
#> 179          Sex Female
#> 180          Sex   Male
#> 181          Sex Female
#> 182          Sex Female
#> 183          Sex Female
#> 184          Sex Female
#> 185          Sex   Male
#> 186          Sex Female
#> 187          Sex Female
#> 188          Sex   Male
#> 189          Sex   Male
#> 190          Sex   Male
#> 191          Sex Female
#> 192          Sex   Male
#> 193          Sex Female
#> 194          Sex Female
#> 195          Sex   Male
#> 196          Sex Female
#> 197          Sex Female
#> 198          Sex   Male
#> 199          Sex Female
#> 200          Sex Female
#> 201          Sex   Male
#> 202          Sex   Male
#> 203          Sex   Male
#> 204          Sex Female
#> 205          Sex Female
#> 206          Sex Female
#> 207          Sex Female
#> 208          Sex   Male
#> 209          Sex Female
#> 210          Sex   Male
#> 211          Sex   Male
#> 212          Sex   Male
#> 213          Sex   Male
#> 214          Sex   Male
#> 215          Sex Female
#> 216          Sex Female
#> 217          Sex Female
#> 218          Sex   Male
#> 219          Sex   Male
#> 220          Sex   Male
#> 221          Sex   Male
#> 222          Sex Female
#> 223          Sex Female
#> 224          Sex   Male
#> 225          Sex   Male
#> 226          Sex Female
#> 227          Sex Female
#> 228          Sex   Male
#> 229          Sex   Male
#> 230          Sex Female
#> 231          Sex Female
#> 232          Sex   Male
#> 233          Sex   Male
#> 234          Sex   Male
#> 235          Sex   Male
#> 236          Sex Female
#> 237          Sex Female
#> 238          Sex Female
#> 239          Sex   Male
#> 240          Sex Female
#> 241          Sex   Male
#> 242          Sex   Male
#> 243          Sex Female
#> 244          Sex Female
#> 245          Sex Female
#> 246          Sex   Male
#> 247          Sex Female
#> 248          Sex Female
#> 249          Sex Female
#> 250          Sex   Male
#> 251          Sex   Male
#> 252          Sex Female
#> 253          Sex   Male
#> 254          Sex Female
#> 255          Sex   Male
#> 256          Sex Female
#> 257          Sex Female
#> 258          Sex   Male
#> 259          Sex Female
#> 260          Sex Female
#> 261          Sex Female
#> 262          Sex Female
#> 263          Sex   Male
#> 264          Sex   Male
#> 265          Sex   Male
#> 266          Sex   Male
#> 267          Sex   Male
#> 268          Sex   Male
#> 269          Sex Female
#> 270          Sex Female
#> 271          Sex Female
#> 272          Sex   Male
#> 273          Sex   Male
#> 274          Sex Female
#> 275          Sex   Male
#> 276          Sex Female
#> 277          Sex   Male
#> 278          Sex Female
#> 279          Sex Female
#> 280          Sex   Male
#> 281          Sex   Male
#> 282          Sex Female
#> 283          Sex Female
#> 284          Sex   Male
#> 285          Sex Female
#> 286          Sex Female
#> 287          Sex   Male
#> 288          Sex   Male
#> 289          Sex   Male
#> 290          Sex Female
#> 291          Sex   Male
#> 292          Sex Female
#> 293          Sex   Male
#> 294          Sex   Male
#> 295          Sex Female
#> 296          Sex Female
#> 297          Sex   Male
#> 298          Sex   Male
#> 299          Sex   Male
#> 300          Sex Female
#> 301          Sex   Male
#> 302          Sex Female
#> 303          Sex Female
#> 304          Sex   Male
#> 305          Sex Female
#> 306          Sex   Male
#> 307          Sex Female
#> 308          Sex   Male
#> 309          Sex Female
#> 310          Sex Female
#> 311          Sex   Male
#> 312          Sex   Male
#> 313          Sex Female
#> 314          Sex Female
#> 315          Sex   Male
#> 316          Sex Female
#> 317          Sex Female
#> 318          Sex   Male
#> 319          Sex   Male
#> 320          Sex Female
#> 321          Sex Female
#> 322          Sex Female
#> 323          Sex   Male
#> 324          Sex Female
#> 325          Sex Female
#> 326          Sex Female
#> 327          Sex Female
#> 328          Sex Female
#> 329          Sex   Male
#> 330          Sex   Male
#> 331          Sex Female
#> 332          Sex   Male
#> 333          Sex   Male
#> 334          Sex   Male
#> 335          Sex   Male
#> 336          Sex Female
#> 337          Sex Female
#> 338          Sex   Male
#> 339          Sex Female
#> 340          Sex Female
#> 341          Sex Female
#> 342          Sex   Male
#> 343          Sex   Male
#> 344          Sex   Male
#> 345          Sex   Male
#> 346          Sex   Male
#> 347          Sex   Male
#> 348          Sex   Male
#> 349          Sex   Male
#> 350          Sex Female
#> 351          Sex Female
#> 352          Sex   Male
#> 353          Sex Female
#> 354          Sex   Male
#> 355          Sex Female
#> 356          Sex   Male
#> 357          Sex   Male
#> 358          Sex Female
#> 359          Sex Female
#> 360          Sex Female
#> 361          Sex Female
#> 362          Sex   Male
#> 363          Sex Female
#> 364          Sex   Male
#> 365          Sex Female
#> 366          Sex Female
#> 367          Sex   Male
#> 368          Sex Female
#> 369          Sex Female
#> 370          Sex Female
#> 371          Sex   Male
#> 372          Sex   Male
#> 373          Sex Female
#> 374          Sex   Male
#> 375          Sex   Male
#> 376          Sex Female
#> 377          Sex Female
#> 378          Sex Female
#> 379          Sex   Male
#> 380          Sex   Male
#> 381          Sex   Male
#> 382          Sex   Male
#> 383          Sex   Male
#> 384          Sex Female
#> 385          Sex Female
#> 386          Sex Female
#> 387          Sex   Male
#> 388          Sex Female
#> 389          Sex   Male
#> 390          Sex Female
#> 391          Sex Female
#> 392          Sex Female
#> 393          Sex Female
#> 394          Sex   Male
#> 395          Sex   Male
#> 396          Sex Female
#> 397          Sex   Male
#> 398          Sex   Male
#> 399          Sex   Male
#> 400          Sex Female
#> 401          Sex   Male
#> 402          Sex   Male
#> 403          Sex   Male
#> 404          Sex   Male
#> 405          Sex   Male
#> 406          Sex Female
#> 407          Sex   Male
#> 408          Sex Female
#> 409          Sex   Male
#> 410          Sex   Male
#> 411          Sex   Male
#> 412          Sex   Male
#> 413          Sex Female
#> 414          Sex   Male
#> 415          Sex Female
#> 416          Sex   Male
#> 417          Sex   Male
#> 418          Sex Female
#> 419          Sex   Male
#> 420          Sex Female
#> 421          Sex Female
#> 422          Sex Female
#> 423          Sex   Male
#> 424          Sex   Male
#> 425          Sex   Male
#> 426          Sex   Male
#> 427          Sex Female
#> 428          Sex   Male
#> 429          Sex   Male
#> 430          Sex Female
#> 431          Sex   Male
#> 432          Sex Female
#> 433          Sex Female
#> 434          Sex Female
#> 435          Sex   Male
#> 436          Sex   Male
#> 437          Sex   Male
#> 438          Sex   Male
#> 439          Sex   Male
#> 440          Sex   Male
#> 441          Sex Female
#> 442          Sex Female
#> 443          Sex   Male
#> 444          Sex   Male
#> 445          Sex   Male
#> 446          Sex   Male
#> 447          Sex Female
#> 448          Sex   Male
#> 449          Sex Female
#> 450          Sex   Male
#> 451          Sex Female
#> 452          Sex   Male
#> 453          Sex Female
#> 454          Sex Female
#> 455          Sex   Male
#> 456          Sex Female
#> 457          Sex   Male
#> 458          Sex Female
#> 459          Sex Female
#> 460          Sex Female
#> 461          Sex   Male
#> 462          Sex   Male
#> 463          Sex   Male
#> 464          Sex   Male
#> 465          Sex Female
#> 466          Sex Female
#> 467          Sex   Male
#> 468          Sex   Male
#> 469          Sex Female
#> 470          Sex   Male
#> 471          Sex   Male
#> 472          Sex   Male
#> 473          Sex Female
#> 474          Sex   Male
#> 475          Sex   Male
#> 476          Sex Female
#> 477          Sex   Male
#> 478          Sex Female
#> 479          Sex Female
#> 480          Sex Female
#> 481          Sex   Male
#> 482          Sex Female
#> 483          Sex   Male
#> 484          Sex   Male
#> 485          Sex Female
#> 486          Sex   Male
#> 487          Sex Female
#> 488          Sex Female
#> 489          Sex Female
#> 490          Sex Female
#> 491          Sex Female
#> 492          Sex   Male
#> 493          Sex Female
#> 494          Sex Female
#> 495          Sex Female
#> 496          Sex Female
#> 497          Sex Female
#> 498          Sex   Male
#> 499          Sex   Male
#> 500          Sex   Male
#> 501          Sex   Male
#> 502          Sex Female
#> 503          Sex   Male
#> 504          Sex Female
#> 505          Sex Female
#> 506          Sex   Male
#> 507          Sex   Male
#> 508          Sex   Male
#> 509          Sex   Male
#> 510          Sex   Male
#> 511          Sex Female
#> 512          Sex Female
#> 513          Sex   Male
#> 514          Sex Female
#> 515          Sex   Male
#> 516          Sex Female
#> 517          Sex Female
#> 518          Sex Female
#> 519          Sex   Male
#> 520          Sex Female
#> 521          Sex   Male
#> 522          Sex Female
#> 523          Sex Female
#> 524          Sex Female
#> 525          Sex Female
#> 526          Sex Female
#> 527          Sex   Male
#> 528          Sex   Male
#> 529          Sex   Male
#> 530          Sex   Male
#> 531          Sex   Male
#> 532          Sex Female
#> 533          Sex   Male
#> 534          Sex   Male
#> 535          Sex   Male
#> 536          Sex Female
#> 537          Sex Female
#> 538          Sex Female
#> 539          Sex   Male
#> 540          Sex Female
#> 541          Sex   Male
#> 542          Sex   Male
#> 543          Sex   Male
#> 544          Sex Female
#> 545          Sex   Male
#> 546          Sex   Male
#> 547          Sex   Male
#> 548          Sex   Male
#> 549          Sex   Male
#> 550          Sex Female
#> 551          Sex Female
#> 552          Sex Female
#> 553          Sex   Male
#> 554          Sex Female
#> 555          Sex   Male
#> 556          Sex   Male
#> 557          Sex Female
#> 558          Sex   Male
#> 559          Sex Female
#> 560          Sex   Male
#> 561          Sex Female
#> 562          Sex   Male
#> 563          Sex   Male
#> 564          Sex   Male
#> 565          Sex Female
#> 566          Sex   Male
#> 567          Sex Female
#> 568          Sex Female
#> 569          Sex   Male
#> 570          Sex   Male
#> 571          Sex Female
#> 572          Sex   Male
#> 573          Sex   Male
#> 574          Sex   Male
#> 575          Sex   Male
#> 576          Sex Female
#> 577          Sex   Male
#> 578          Sex Female
#> 579          Sex   Male
#> 580          Sex Female
#> 581          Sex Female
#> 582          Sex Female
#> 583          Sex Female
#> 584          Sex   Male
#> 585          Sex   Male
#> 586          Sex Female
#> 587          Sex Female
#> 588          Sex Female
#> 589          Sex   Male
#> 590          Sex   Male
#> 591          Sex   Male
#> 592          Sex Female
#> 593          Sex Female
#> 594          Sex   Male
#> 595          Sex Female
#> 596          Sex Female
#> 597          Sex   Male
#> 598          Sex   Male
#> 599          Sex   Male
#> 600          Sex   Male
#> 601          Sex Female
#> 602          Sex Female
#> 603          Sex Female
#> 604          Sex Female
#> 605          Sex   Male
#> 606          Sex Female
#> 607          Sex Female
#> 608          Sex Female
#> 609          Sex   Male
#> 610          Sex   Male
#> 611          Sex Female
#> 612          Sex   Male
#> 613          Sex   Male
#> 614          Sex   Male
#> 615          Sex   Male
#> 616          Sex Female
#> 617          Sex Female
#> 618          Sex Female
#> 619          Sex   Male
#> 620          Sex Female
#> 621          Sex   Male
#> 622          Sex Female
#> 623          Sex   Male
#> 624          Sex   Male
#> 625          Sex   Male
#> 626          Sex   Male
#> 627          Sex   Male
#> 628          Sex   Male
#> 629          Sex Female
#> 630          Sex   Male
#> 631          Sex   Male
#> 632          Sex Female
#> 633          Sex   Male
#> 634          Sex Female
#> 635          Sex   Male
#> 636          Sex Female
#> 637          Sex Female
#> 638          Sex Female
#> 639          Sex   Male
#> 640          Sex   Male
#> 641          Sex Female
#> 642          Sex   Male
#> 643          Sex   Male
#> 644          Sex   Male
#> 645          Sex   Male
#> 646          Sex   Male
#> 647          Sex   Male
#> 648          Sex   Male
#> 649          Sex Female
#> 650          Sex Female
#> 651          Sex   Male
#> 652          Sex Female
#> 653          Sex   Male
#> 654          Sex Female
#> 655          Sex Female
#> 656          Sex   Male
#> 657          Sex Female
#> 658          Sex Female
#> 659          Sex   Male
#> 660          Sex   Male
#> 661          Sex   Male
#> 662          Sex   Male
#> 663          Sex   Male
#> 664          Sex   Male
#> 665          Sex   Male
#> 666          Sex   Male
#> 667          Sex Female
#> 668          Sex   Male
#> 669          Sex Female
#> 670          Sex Female
#> 671          Sex   Male
#> 672          Sex   Male
#> 673          Sex   Male
#> 674          Sex   Male
#> 675          Sex   Male
#> 676          Sex Female
#> 677          Sex   Male
#> 678          Sex Female
#> 679          Sex   Male
#> 680          Sex Female
#> 681          Sex   Male
#> 682          Sex   Male
#> 683          Sex   Male
#> 684          Sex Female
#> 685          Sex Female
#> 686          Sex   Male
#> 687          Sex   Male
#> 688          Sex   Male
#> 689          Sex   Male
#> 690          Sex Female
#> 691          Sex Female
#> 692          Sex Female
#> 693          Sex   Male
#> 694          Sex Female
#> 695          Sex Female
#> 696          Sex   Male
#> 697          Sex   Male
#> 698          Sex   Male
#> 699          Sex   Male
#> 700          Sex Female
#> 701          Sex Female
#> 702          Sex   Male
#> 703          Sex Female
#> 704          Sex   Male
#> 705          Sex   Male
#> 706          Sex   Male
#> 707          Sex   Male
#> 708          Sex Female
#> 709          Sex   Male
#> 710          Sex   Male
#> 711          Sex   Male
#> 712          Sex Female
#> 713          Sex   Male
#> 714          Sex Female
#> 715          Sex   Male
#> 716          Sex   Male
#> 717          Sex Female
#> 718          Sex   Male
#> 719          Sex Female
#> 720          Sex   Male
#> 721          Sex   Male
#> 722          Sex   Male
#> 723          Sex   Male
#> 724          Sex   Male
#> 725          Sex Female
#> 726          Sex Female
#> 727          Sex   Male
#> 728          Sex   Male
#> 729          Sex Female
#> 730          Sex   Male
#> 731          Sex Female
#> 732          Sex   Male
#> 733          Sex Female
#> 734          Sex   Male
#> 735          Sex   Male
#> 736          Sex   Male
#> 737          Sex Female
#> 738          Sex   Male
#> 739          Sex   Male
#> 740          Sex   Male
#> 741          Sex Female
#> 742          Sex Female
#> 743          Sex   Male
#> 744          Sex   Male
#> 745          Sex Female
#> 746          Sex   Male
#> 747          Sex   Male
#> 748          Sex   Male
#> 749          Sex Female
#> 750          Sex   Male
#> 751          Sex Female
#> 752          Sex   Male
#> 753          Sex   Male
#> 754          Sex   Male
#> 755          Sex   Male
#> 756          Sex Female
#> 757          Sex   Male
#> 758          Sex Female
#> 759          Sex   Male
#> 760          Sex Female
#> 761          Sex Female
#> 762          Sex   Male
#> 763          Sex Female
#> 764          Sex   Male
#> 765          Sex Female
#> 766          Sex Female
#> 767          Sex Female
#> 768          Sex   Male
#> 769          Sex Female
#> 770          Sex   Male
#> 771          Sex Female
#> 772          Sex Female
#> 773          Sex Female
#> 774          Sex   Male
#> 775          Sex   Male
#> 776          Sex Female
#> 777          Sex Female
#> 778          Sex Female
#> 779          Sex   Male
#> 780          Sex Female
#> 781          Sex   Male
#> 782          Sex Female
#> 783          Sex Female
#> 784          Sex   Male
#> 785          Sex   Male
#> 786          Sex Female
#> 787          Sex Female
#> 788          Sex Female
#> 789          Sex Female
#> 790          Sex   Male
#> 791          Sex Female
#> 792          Sex Female
#> 793          Sex   Male
#> 794          Sex   Male
#> 795          Sex   Male
#> 796          Sex   Male
#> 797          Sex   Male
#> 798          Sex Female
#> 799          Sex Female
#> 800          Sex Female
#> 801          Sex Female
#> 802          Sex   Male
#> 803          Sex Female
#> 804          Sex   Male
#> 805          Sex   Male
#> 806          Sex Female
#> 807          Sex   Male
#> 808          Sex   Male
#> 809          Sex   Male
#> 810          Sex   Male
#> 811          Sex   Male
#> 812          Sex   Male
#> 813          Sex Female
#> 814          Sex Female
#> 815          Sex Female
#> 816          Sex   Male
#> 817          Sex Female
#> 818          Sex   Male
#> 819          Sex   Male
#> 820          Sex   Male
#> 821          Sex   Male
#> 822          Sex   Male
#> 823          Sex Female
#> 824          Sex Female
#> 825          Sex Female
#> 826          Sex Female
#> 827          Sex   Male
#> 828          Sex   Male
#> 829          Sex Female
#> 830          Sex Female
#> 831          Sex   Male
#> 832          Sex Female
#> 833          Sex   Male
#> 834          Sex Female
#> 835          Sex Female
#> 836          Sex Female
#> 837          Sex Female
#> 838          Sex Female
#> 839          Sex Female
#> 840          Sex Female
#> 841          Sex Female
#> 842          Sex Female
#> 843          Sex   Male
#> 844          Sex   Male
#> 845          Sex Female
#> 846          Sex   Male
#> 847          Sex   Male
#> 848          Sex Female
#> 849          Sex Female
#> 850          Sex   Male
#> 851          Sex   Male
#> 852          Sex Female
#> 853          Sex   Male
#> 854          Sex Female
#> 855          Sex Female
#> 856          Sex   Male
#> 857          Sex Female
#> 858          Sex Female
#> 859          Sex Female
#> 860          Sex Female
#> 861          Sex Female
#> 862          Sex Female
#> 863          Sex Female
#> 864          Sex   Male
#> 865          Sex Female
#> 866          Sex   Male
#> 867          Sex   Male
#> 868          Sex   Male
#> 869          Sex Female
#> 870          Sex   Male
#> 871          Sex Female
#> 872          Sex Female
#> 873          Sex   Male
#> 874          Sex Female
#> 875          Sex   Male
#> 876          Sex Female
#> 877          Sex   Male
#> 878          Sex   Male
#> 879          Sex Female
#> 880          Sex Female
#> 881          Sex Female
#> 882          Sex   Male
#> 883          Sex   Male
#> 884          Sex   Male
#> 885          Sex Female
#> 886          Sex Female
#> 887          Sex   Male
#> 888          Sex   Male
#> 889          Sex   Male
#> 890          Sex   Male
#> 891          Sex Female
#> 892          Sex   Male
#> 893          Sex Female
#> 894          Sex   Male
#> 895          Sex Female
#> 896          Sex   Male
#> 897          Sex   Male
#> 898          Sex   Male
#> 899          Sex Female
#> 900          Sex Female
#> 901          Sex   Male
#> 902          Sex   Male
#> 903          Sex Female
#> 904          Sex   Male
#> 905          Sex Female
#> 906          Sex   Male
#> 907          Sex Female
#> 908          Sex Female
#> 909          Sex   Male
#> 910          Sex Female
#> 911          Sex   Male
#> 912          Sex   Male
#> 913          Sex   Male
#> 914          Sex Female
#> 915          Sex Female
#> 916          Sex Female
#> 917          Sex Female
#> 918          Sex   Male
#> 919          Sex Female
#> 920          Sex Female
#> 921          Sex   Male
#> 922          Sex Female
#> 923          Sex   Male
#> 924          Sex   Male
#> 925          Sex   Male
#> 926          Sex Female
#> 927          Sex   Male
#> 928          Sex Female
#> 929          Sex Female
#> 930  Obstruction   <NA>
#> 931  Obstruction     No
#> 932  Obstruction     No
#> 933  Obstruction    Yes
#> 934  Obstruction     No
#> 935  Obstruction     No
#> 936  Obstruction     No
#> 937  Obstruction     No
#> 938  Obstruction     No
#> 939  Obstruction     No
#> 940  Obstruction     No
#> 941  Obstruction     No
#> 942  Obstruction     No
#> 943  Obstruction    Yes
#> 944  Obstruction    Yes
#> 945  Obstruction     No
#> 946  Obstruction    Yes
#> 947  Obstruction    Yes
#> 948  Obstruction    Yes
#> 949  Obstruction     No
#> 950  Obstruction   <NA>
#> 951  Obstruction    Yes
#> 952  Obstruction     No
#> 953  Obstruction     No
#> 954  Obstruction     No
#> 955  Obstruction     No
#> 956  Obstruction     No
#> 957  Obstruction     No
#> 958  Obstruction    Yes
#> 959  Obstruction     No
#> 960  Obstruction     No
#> 961  Obstruction    Yes
#> 962  Obstruction     No
#> 963  Obstruction     No
#> 964  Obstruction     No
#> 965  Obstruction     No
#> 966  Obstruction     No
#> 967  Obstruction     No
#> 968  Obstruction     No
#> 969  Obstruction     No
#> 970  Obstruction     No
#> 971  Obstruction    Yes
#> 972  Obstruction    Yes
#> 973  Obstruction    Yes
#> 974  Obstruction     No
#> 975  Obstruction     No
#> 976  Obstruction     No
#> 977  Obstruction    Yes
#> 978  Obstruction     No
#> 979  Obstruction     No
#> 980  Obstruction     No
#> 981  Obstruction     No
#> 982  Obstruction     No
#> 983  Obstruction     No
#> 984  Obstruction     No
#> 985  Obstruction     No
#> 986  Obstruction     No
#> 987  Obstruction     No
#> 988  Obstruction     No
#> 989  Obstruction    Yes
#> 990  Obstruction     No
#> 991  Obstruction     No
#> 992  Obstruction     No
#> 993  Obstruction    Yes
#> 994  Obstruction     No
#> 995  Obstruction     No
#> 996  Obstruction     No
#> 997  Obstruction     No
#> 998  Obstruction     No
#> 999  Obstruction     No
#> 1000 Obstruction     No
#> 1001 Obstruction     No
#> 1002 Obstruction     No
#> 1003 Obstruction    Yes
#> 1004 Obstruction     No
#> 1005 Obstruction     No
#> 1006 Obstruction     No
#> 1007 Obstruction     No
#> 1008 Obstruction    Yes
#> 1009 Obstruction     No
#> 1010 Obstruction     No
#> 1011 Obstruction     No
#> 1012 Obstruction     No
#> 1013 Obstruction    Yes
#> 1014 Obstruction     No
#> 1015 Obstruction     No
#> 1016 Obstruction     No
#> 1017 Obstruction     No
#> 1018 Obstruction   <NA>
#> 1019 Obstruction    Yes
#> 1020 Obstruction     No
#> 1021 Obstruction     No
#> 1022 Obstruction     No
#> 1023 Obstruction     No
#> 1024 Obstruction   <NA>
#> 1025 Obstruction     No
#> 1026 Obstruction     No
#> 1027 Obstruction     No
#> 1028 Obstruction     No
#> 1029 Obstruction     No
#> 1030 Obstruction     No
#> 1031 Obstruction   <NA>
#> 1032 Obstruction     No
#> 1033 Obstruction     No
#> 1034 Obstruction     No
#> 1035 Obstruction     No
#> 1036 Obstruction     No
#> 1037 Obstruction     No
#> 1038 Obstruction     No
#> 1039 Obstruction     No
#> 1040 Obstruction     No
#> 1041 Obstruction     No
#> 1042 Obstruction     No
#> 1043 Obstruction    Yes
#> 1044 Obstruction     No
#> 1045 Obstruction    Yes
#> 1046 Obstruction     No
#> 1047 Obstruction     No
#> 1048 Obstruction     No
#> 1049 Obstruction     No
#> 1050 Obstruction     No
#> 1051 Obstruction     No
#> 1052 Obstruction     No
#> 1053 Obstruction     No
#> 1054 Obstruction     No
#> 1055 Obstruction     No
#> 1056 Obstruction     No
#> 1057 Obstruction    Yes
#> 1058 Obstruction     No
#> 1059 Obstruction     No
#> 1060 Obstruction     No
#> 1061 Obstruction    Yes
#> 1062 Obstruction     No
#> 1063 Obstruction     No
#> 1064 Obstruction    Yes
#> 1065 Obstruction    Yes
#> 1066 Obstruction     No
#> 1067 Obstruction     No
#> 1068 Obstruction    Yes
#> 1069 Obstruction    Yes
#> 1070 Obstruction     No
#> 1071 Obstruction     No
#> 1072 Obstruction     No
#> 1073 Obstruction     No
#> 1074 Obstruction     No
#> 1075 Obstruction    Yes
#> 1076 Obstruction     No
#> 1077 Obstruction     No
#> 1078 Obstruction    Yes
#> 1079 Obstruction    Yes
#> 1080 Obstruction     No
#> 1081 Obstruction     No
#> 1082 Obstruction    Yes
#> 1083 Obstruction    Yes
#> 1084 Obstruction    Yes
#> 1085 Obstruction     No
#> 1086 Obstruction     No
#> 1087 Obstruction    Yes
#> 1088 Obstruction    Yes
#> 1089 Obstruction     No
#> 1090 Obstruction    Yes
#> 1091 Obstruction     No
#> 1092 Obstruction    Yes
#> 1093 Obstruction     No
#> 1094 Obstruction     No
#> 1095 Obstruction    Yes
#> 1096 Obstruction     No
#> 1097 Obstruction     No
#> 1098 Obstruction    Yes
#> 1099 Obstruction     No
#> 1100 Obstruction     No
#> 1101 Obstruction     No
#> 1102 Obstruction     No
#> 1103 Obstruction     No
#> 1104 Obstruction    Yes
#> 1105 Obstruction     No
#> 1106 Obstruction     No
#> 1107 Obstruction     No
#> 1108 Obstruction     No
#> 1109 Obstruction     No
#> 1110 Obstruction     No
#> 1111 Obstruction     No
#> 1112 Obstruction     No
#> 1113 Obstruction     No
#> 1114 Obstruction     No
#> 1115 Obstruction     No
#> 1116 Obstruction     No
#> 1117 Obstruction     No
#> 1118 Obstruction     No
#> 1119 Obstruction     No
#> 1120 Obstruction     No
#> 1121 Obstruction    Yes
#> 1122 Obstruction    Yes
#> 1123 Obstruction     No
#> 1124 Obstruction     No
#> 1125 Obstruction     No
#> 1126 Obstruction     No
#> 1127 Obstruction     No
#> 1128 Obstruction     No
#> 1129 Obstruction     No
#> 1130 Obstruction     No
#> 1131 Obstruction     No
#> 1132 Obstruction     No
#> 1133 Obstruction     No
#> 1134 Obstruction     No
#> 1135 Obstruction     No
#> 1136 Obstruction     No
#> 1137 Obstruction     No
#> 1138 Obstruction     No
#> 1139 Obstruction     No
#> 1140 Obstruction    Yes
#> 1141 Obstruction     No
#> 1142 Obstruction    Yes
#> 1143 Obstruction     No
#> 1144 Obstruction     No
#> 1145 Obstruction    Yes
#> 1146 Obstruction     No
#> 1147 Obstruction    Yes
#> 1148 Obstruction    Yes
#> 1149 Obstruction     No
#> 1150 Obstruction    Yes
#> 1151 Obstruction     No
#> 1152 Obstruction     No
#> 1153 Obstruction    Yes
#> 1154 Obstruction     No
#> 1155 Obstruction     No
#> 1156 Obstruction    Yes
#> 1157 Obstruction     No
#> 1158 Obstruction    Yes
#> 1159 Obstruction     No
#> 1160 Obstruction     No
#> 1161 Obstruction     No
#> 1162 Obstruction     No
#> 1163 Obstruction   <NA>
#> 1164 Obstruction   <NA>
#> 1165 Obstruction     No
#> 1166 Obstruction     No
#> 1167 Obstruction     No
#> 1168 Obstruction     No
#> 1169 Obstruction     No
#> 1170 Obstruction     No
#> 1171 Obstruction   <NA>
#> 1172 Obstruction     No
#> 1173 Obstruction    Yes
#> 1174 Obstruction    Yes
#> 1175 Obstruction     No
#> 1176 Obstruction    Yes
#> 1177 Obstruction     No
#> 1178 Obstruction     No
#> 1179 Obstruction     No
#> 1180 Obstruction     No
#> 1181 Obstruction     No
#> 1182 Obstruction     No
#> 1183 Obstruction     No
#> 1184 Obstruction     No
#> 1185 Obstruction     No
#> 1186 Obstruction    Yes
#> 1187 Obstruction     No
#> 1188 Obstruction     No
#> 1189 Obstruction     No
#> 1190 Obstruction    Yes
#> 1191 Obstruction     No
#> 1192 Obstruction     No
#> 1193 Obstruction     No
#> 1194 Obstruction     No
#> 1195 Obstruction     No
#> 1196 Obstruction     No
#> 1197 Obstruction    Yes
#> 1198 Obstruction     No
#> 1199 Obstruction    Yes
#> 1200 Obstruction     No
#> 1201 Obstruction     No
#> 1202 Obstruction    Yes
#> 1203 Obstruction    Yes
#> 1204 Obstruction     No
#> 1205 Obstruction     No
#> 1206 Obstruction     No
#> 1207 Obstruction    Yes
#> 1208 Obstruction     No
#> 1209 Obstruction     No
#> 1210 Obstruction     No
#> 1211 Obstruction     No
#> 1212 Obstruction     No
#> 1213 Obstruction    Yes
#> 1214 Obstruction     No
#> 1215 Obstruction     No
#> 1216 Obstruction     No
#> 1217 Obstruction     No
#> 1218 Obstruction     No
#> 1219 Obstruction    Yes
#> 1220 Obstruction   <NA>
#> 1221 Obstruction     No
#> 1222 Obstruction     No
#> 1223 Obstruction     No
#> 1224 Obstruction     No
#> 1225 Obstruction     No
#> 1226 Obstruction     No
#> 1227 Obstruction     No
#> 1228 Obstruction     No
#> 1229 Obstruction     No
#> 1230 Obstruction     No
#> 1231 Obstruction    Yes
#> 1232 Obstruction     No
#> 1233 Obstruction    Yes
#> 1234 Obstruction     No
#> 1235 Obstruction     No
#> 1236 Obstruction     No
#> 1237 Obstruction     No
#> 1238 Obstruction    Yes
#> 1239 Obstruction     No
#> 1240 Obstruction     No
#> 1241 Obstruction     No
#> 1242 Obstruction     No
#> 1243 Obstruction     No
#> 1244 Obstruction     No
#> 1245 Obstruction     No
#> 1246 Obstruction    Yes
#> 1247 Obstruction     No
#> 1248 Obstruction    Yes
#> 1249 Obstruction     No
#> 1250 Obstruction     No
#> 1251 Obstruction   <NA>
#> 1252 Obstruction     No
#> 1253 Obstruction     No
#> 1254 Obstruction     No
#> 1255 Obstruction    Yes
#> 1256 Obstruction    Yes
#> 1257 Obstruction    Yes
#> 1258 Obstruction     No
#> 1259 Obstruction     No
#> 1260 Obstruction     No
#> 1261 Obstruction     No
#> 1262 Obstruction     No
#> 1263 Obstruction     No
#> 1264 Obstruction     No
#> 1265 Obstruction     No
#> 1266 Obstruction     No
#> 1267 Obstruction     No
#> 1268 Obstruction     No
#> 1269 Obstruction     No
#> 1270 Obstruction     No
#> 1271 Obstruction     No
#> 1272 Obstruction     No
#> 1273 Obstruction    Yes
#> 1274 Obstruction   <NA>
#> 1275 Obstruction     No
#> 1276 Obstruction     No
#> 1277 Obstruction     No
#> 1278 Obstruction     No
#> 1279 Obstruction     No
#> 1280 Obstruction     No
#> 1281 Obstruction     No
#> 1282 Obstruction     No
#> 1283 Obstruction     No
#> 1284 Obstruction    Yes
#> 1285 Obstruction     No
#> 1286 Obstruction     No
#> 1287 Obstruction    Yes
#> 1288 Obstruction     No
#> 1289 Obstruction     No
#> 1290 Obstruction     No
#> 1291 Obstruction     No
#> 1292 Obstruction     No
#> 1293 Obstruction     No
#> 1294 Obstruction     No
#> 1295 Obstruction     No
#> 1296 Obstruction     No
#> 1297 Obstruction     No
#> 1298 Obstruction     No
#> 1299 Obstruction     No
#> 1300 Obstruction     No
#> 1301 Obstruction     No
#> 1302 Obstruction   <NA>
#> 1303 Obstruction     No
#> 1304 Obstruction     No
#> 1305 Obstruction     No
#> 1306 Obstruction   <NA>
#> 1307 Obstruction     No
#> 1308 Obstruction     No
#> 1309 Obstruction     No
#> 1310 Obstruction     No
#> 1311 Obstruction     No
#> 1312 Obstruction     No
#> 1313 Obstruction     No
#> 1314 Obstruction     No
#> 1315 Obstruction     No
#> 1316 Obstruction     No
#> 1317 Obstruction     No
#> 1318 Obstruction    Yes
#> 1319 Obstruction     No
#> 1320 Obstruction    Yes
#> 1321 Obstruction     No
#> 1322 Obstruction     No
#> 1323 Obstruction     No
#> 1324 Obstruction     No
#> 1325 Obstruction    Yes
#> 1326 Obstruction     No
#> 1327 Obstruction     No
#> 1328 Obstruction     No
#> 1329 Obstruction     No
#> 1330 Obstruction     No
#> 1331 Obstruction     No
#> 1332 Obstruction    Yes
#> 1333 Obstruction     No
#> 1334 Obstruction     No
#> 1335 Obstruction     No
#> 1336 Obstruction   <NA>
#> 1337 Obstruction     No
#> 1338 Obstruction     No
#> 1339 Obstruction     No
#> 1340 Obstruction     No
#> 1341 Obstruction     No
#> 1342 Obstruction     No
#> 1343 Obstruction    Yes
#> 1344 Obstruction    Yes
#> 1345 Obstruction     No
#> 1346 Obstruction     No
#> 1347 Obstruction    Yes
#> 1348 Obstruction     No
#> 1349 Obstruction     No
#> 1350 Obstruction     No
#> 1351 Obstruction     No
#> 1352 Obstruction     No
#> 1353 Obstruction     No
#> 1354 Obstruction     No
#> 1355 Obstruction     No
#> 1356 Obstruction     No
#> 1357 Obstruction     No
#> 1358 Obstruction     No
#> 1359 Obstruction     No
#> 1360 Obstruction     No
#> 1361 Obstruction     No
#> 1362 Obstruction     No
#> 1363 Obstruction     No
#> 1364 Obstruction     No
#> 1365 Obstruction     No
#> 1366 Obstruction    Yes
#> 1367 Obstruction     No
#> 1368 Obstruction     No
#> 1369 Obstruction     No
#> 1370 Obstruction     No
#> 1371 Obstruction   <NA>
#> 1372 Obstruction     No
#> 1373 Obstruction     No
#> 1374 Obstruction     No
#> 1375 Obstruction     No
#> 1376 Obstruction    Yes
#> 1377 Obstruction     No
#> 1378 Obstruction     No
#> 1379 Obstruction     No
#> 1380 Obstruction    Yes
#> 1381 Obstruction    Yes
#> 1382 Obstruction    Yes
#> 1383 Obstruction     No
#> 1384 Obstruction     No
#> 1385 Obstruction     No
#> 1386 Obstruction     No
#> 1387 Obstruction     No
#> 1388 Obstruction    Yes
#> 1389 Obstruction     No
#> 1390 Obstruction     No
#> 1391 Obstruction     No
#> 1392 Obstruction     No
#> 1393 Obstruction     No
#> 1394 Obstruction     No
#> 1395 Obstruction     No
#> 1396 Obstruction     No
#> 1397 Obstruction     No
#> 1398 Obstruction    Yes
#> 1399 Obstruction     No
#> 1400 Obstruction     No
#> 1401 Obstruction     No
#> 1402 Obstruction     No
#> 1403 Obstruction     No
#> 1404 Obstruction     No
#> 1405 Obstruction     No
#> 1406 Obstruction     No
#> 1407 Obstruction    Yes
#> 1408 Obstruction     No
#> 1409 Obstruction     No
#> 1410 Obstruction    Yes
#> 1411 Obstruction    Yes
#> 1412 Obstruction     No
#> 1413 Obstruction     No
#> 1414 Obstruction     No
#> 1415 Obstruction     No
#> 1416 Obstruction     No
#> 1417 Obstruction     No
#> 1418 Obstruction     No
#> 1419 Obstruction     No
#> 1420 Obstruction     No
#> 1421 Obstruction     No
#> 1422 Obstruction     No
#> 1423 Obstruction    Yes
#> 1424 Obstruction     No
#> 1425 Obstruction     No
#> 1426 Obstruction     No
#> 1427 Obstruction    Yes
#> 1428 Obstruction    Yes
#> 1429 Obstruction     No
#> 1430 Obstruction     No
#> 1431 Obstruction     No
#> 1432 Obstruction     No
#> 1433 Obstruction     No
#> 1434 Obstruction     No
#> 1435 Obstruction     No
#> 1436 Obstruction     No
#> 1437 Obstruction     No
#> 1438 Obstruction    Yes
#> 1439 Obstruction     No
#> 1440 Obstruction     No
#> 1441 Obstruction     No
#> 1442 Obstruction     No
#> 1443 Obstruction     No
#> 1444 Obstruction     No
#> 1445 Obstruction     No
#> 1446 Obstruction     No
#> 1447 Obstruction    Yes
#> 1448 Obstruction     No
#> 1449 Obstruction     No
#> 1450 Obstruction     No
#> 1451 Obstruction     No
#> 1452 Obstruction   <NA>
#> 1453 Obstruction    Yes
#> 1454 Obstruction     No
#> 1455 Obstruction     No
#> 1456 Obstruction     No
#> 1457 Obstruction     No
#> 1458 Obstruction     No
#> 1459 Obstruction     No
#> 1460 Obstruction     No
#> 1461 Obstruction     No
#> 1462 Obstruction     No
#> 1463 Obstruction     No
#> 1464 Obstruction     No
#> 1465 Obstruction     No
#> 1466 Obstruction     No
#> 1467 Obstruction     No
#> 1468 Obstruction     No
#> 1469 Obstruction    Yes
#> 1470 Obstruction     No
#> 1471 Obstruction     No
#> 1472 Obstruction     No
#> 1473 Obstruction     No
#> 1474 Obstruction     No
#> 1475 Obstruction     No
#> 1476 Obstruction     No
#> 1477 Obstruction     No
#> 1478 Obstruction     No
#> 1479 Obstruction     No
#> 1480 Obstruction     No
#> 1481 Obstruction    Yes
#> 1482 Obstruction     No
#> 1483 Obstruction     No
#> 1484 Obstruction     No
#> 1485 Obstruction     No
#> 1486 Obstruction     No
#> 1487 Obstruction     No
#> 1488 Obstruction     No
#> 1489 Obstruction     No
#> 1490 Obstruction    Yes
#> 1491 Obstruction     No
#> 1492 Obstruction     No
#> 1493 Obstruction     No
#> 1494 Obstruction     No
#> 1495 Obstruction     No
#> 1496 Obstruction     No
#> 1497 Obstruction     No
#> 1498 Obstruction     No
#> 1499 Obstruction     No
#> 1500 Obstruction     No
#> 1501 Obstruction     No
#> 1502 Obstruction     No
#> 1503 Obstruction     No
#> 1504 Obstruction     No
#> 1505 Obstruction     No
#> 1506 Obstruction     No
#> 1507 Obstruction     No
#> 1508 Obstruction     No
#> 1509 Obstruction     No
#> 1510 Obstruction     No
#> 1511 Obstruction     No
#> 1512 Obstruction     No
#> 1513 Obstruction    Yes
#> 1514 Obstruction     No
#> 1515 Obstruction     No
#> 1516 Obstruction     No
#> 1517 Obstruction    Yes
#> 1518 Obstruction     No
#> 1519 Obstruction     No
#> 1520 Obstruction    Yes
#> 1521 Obstruction     No
#> 1522 Obstruction    Yes
#> 1523 Obstruction     No
#> 1524 Obstruction     No
#> 1525 Obstruction     No
#> 1526 Obstruction    Yes
#> 1527 Obstruction    Yes
#> 1528 Obstruction     No
#> 1529 Obstruction     No
#> 1530 Obstruction     No
#> 1531 Obstruction     No
#> 1532 Obstruction     No
#> 1533 Obstruction     No
#> 1534 Obstruction     No
#> 1535 Obstruction    Yes
#> 1536 Obstruction     No
#> 1537 Obstruction   <NA>
#> 1538 Obstruction    Yes
#> 1539 Obstruction     No
#> 1540 Obstruction     No
#> 1541 Obstruction     No
#> 1542 Obstruction     No
#> 1543 Obstruction     No
#> 1544 Obstruction     No
#> 1545 Obstruction    Yes
#> 1546 Obstruction     No
#> 1547 Obstruction     No
#> 1548 Obstruction     No
#> 1549 Obstruction     No
#> 1550 Obstruction     No
#> 1551 Obstruction     No
#> 1552 Obstruction     No
#> 1553 Obstruction     No
#> 1554 Obstruction     No
#> 1555 Obstruction     No
#> 1556 Obstruction     No
#> 1557 Obstruction     No
#> 1558 Obstruction     No
#> 1559 Obstruction     No
#> 1560 Obstruction     No
#> 1561 Obstruction    Yes
#> 1562 Obstruction    Yes
#> 1563 Obstruction     No
#> 1564 Obstruction     No
#> 1565 Obstruction     No
#> 1566 Obstruction    Yes
#> 1567 Obstruction     No
#> 1568 Obstruction     No
#> 1569 Obstruction     No
#> 1570 Obstruction     No
#> 1571 Obstruction     No
#> 1572 Obstruction    Yes
#> 1573 Obstruction     No
#> 1574 Obstruction     No
#> 1575 Obstruction    Yes
#> 1576 Obstruction     No
#> 1577 Obstruction     No
#> 1578 Obstruction     No
#> 1579 Obstruction     No
#> 1580 Obstruction     No
#> 1581 Obstruction     No
#> 1582 Obstruction     No
#> 1583 Obstruction     No
#> 1584 Obstruction    Yes
#> 1585 Obstruction     No
#> 1586 Obstruction     No
#> 1587 Obstruction     No
#> 1588 Obstruction     No
#> 1589 Obstruction     No
#> 1590 Obstruction     No
#> 1591 Obstruction     No
#> 1592 Obstruction     No
#> 1593 Obstruction    Yes
#> 1594 Obstruction     No
#> 1595 Obstruction    Yes
#> 1596 Obstruction    Yes
#> 1597 Obstruction    Yes
#> 1598 Obstruction     No
#> 1599 Obstruction     No
#> 1600 Obstruction    Yes
#> 1601 Obstruction     No
#> 1602 Obstruction     No
#> 1603 Obstruction     No
#> 1604 Obstruction     No
#> 1605 Obstruction    Yes
#> 1606 Obstruction     No
#> 1607 Obstruction     No
#> 1608 Obstruction     No
#> 1609 Obstruction     No
#> 1610 Obstruction     No
#> 1611 Obstruction     No
#> 1612 Obstruction     No
#> 1613 Obstruction    Yes
#> 1614 Obstruction    Yes
#> 1615 Obstruction     No
#> 1616 Obstruction     No
#> 1617 Obstruction     No
#> 1618 Obstruction    Yes
#> 1619 Obstruction     No
#> 1620 Obstruction     No
#> 1621 Obstruction     No
#> 1622 Obstruction   <NA>
#> 1623 Obstruction     No
#> 1624 Obstruction     No
#> 1625 Obstruction     No
#> 1626 Obstruction     No
#> 1627 Obstruction     No
#> 1628 Obstruction     No
#> 1629 Obstruction    Yes
#> 1630 Obstruction     No
#> 1631 Obstruction     No
#> 1632 Obstruction     No
#> 1633 Obstruction     No
#> 1634 Obstruction     No
#> 1635 Obstruction     No
#> 1636 Obstruction     No
#> 1637 Obstruction     No
#> 1638 Obstruction     No
#> 1639 Obstruction     No
#> 1640 Obstruction     No
#> 1641 Obstruction     No
#> 1642 Obstruction    Yes
#> 1643 Obstruction     No
#> 1644 Obstruction     No
#> 1645 Obstruction     No
#> 1646 Obstruction     No
#> 1647 Obstruction     No
#> 1648 Obstruction     No
#> 1649 Obstruction    Yes
#> 1650 Obstruction     No
#> 1651 Obstruction     No
#> 1652 Obstruction     No
#> 1653 Obstruction     No
#> 1654 Obstruction    Yes
#> 1655 Obstruction     No
#> 1656 Obstruction    Yes
#> 1657 Obstruction     No
#> 1658 Obstruction     No
#> 1659 Obstruction    Yes
#> 1660 Obstruction     No
#> 1661 Obstruction     No
#> 1662 Obstruction     No
#> 1663 Obstruction     No
#> 1664 Obstruction     No
#> 1665 Obstruction     No
#> 1666 Obstruction     No
#> 1667 Obstruction     No
#> 1668 Obstruction     No
#> 1669 Obstruction     No
#> 1670 Obstruction     No
#> 1671 Obstruction     No
#> 1672 Obstruction    Yes
#> 1673 Obstruction    Yes
#> 1674 Obstruction     No
#> 1675 Obstruction     No
#> 1676 Obstruction    Yes
#> 1677 Obstruction     No
#> 1678 Obstruction     No
#> 1679 Obstruction    Yes
#> 1680 Obstruction    Yes
#> 1681 Obstruction     No
#> 1682 Obstruction     No
#> 1683 Obstruction     No
#> 1684 Obstruction     No
#> 1685 Obstruction     No
#> 1686 Obstruction     No
#> 1687 Obstruction     No
#> 1688 Obstruction     No
#> 1689 Obstruction     No
#> 1690 Obstruction     No
#> 1691 Obstruction     No
#> 1692 Obstruction     No
#> 1693 Obstruction     No
#> 1694 Obstruction    Yes
#> 1695 Obstruction     No
#> 1696 Obstruction     No
#> 1697 Obstruction     No
#> 1698 Obstruction     No
#> 1699 Obstruction   <NA>
#> 1700 Obstruction    Yes
#> 1701 Obstruction     No
#> 1702 Obstruction    Yes
#> 1703 Obstruction     No
#> 1704 Obstruction     No
#> 1705 Obstruction     No
#> 1706 Obstruction    Yes
#> 1707 Obstruction     No
#> 1708 Obstruction     No
#> 1709 Obstruction     No
#> 1710 Obstruction     No
#> 1711 Obstruction     No
#> 1712 Obstruction    Yes
#> 1713 Obstruction    Yes
#> 1714 Obstruction     No
#> 1715 Obstruction     No
#> 1716 Obstruction     No
#> 1717 Obstruction     No
#> 1718 Obstruction     No
#> 1719 Obstruction     No
#> 1720 Obstruction     No
#> 1721 Obstruction     No
#> 1722 Obstruction     No
#> 1723 Obstruction     No
#> 1724 Obstruction     No
#> 1725 Obstruction    Yes
#> 1726 Obstruction     No
#> 1727 Obstruction    Yes
#> 1728 Obstruction     No
#> 1729 Obstruction     No
#> 1730 Obstruction     No
#> 1731 Obstruction     No
#> 1732 Obstruction   <NA>
#> 1733 Obstruction     No
#> 1734 Obstruction     No
#> 1735 Obstruction     No
#> 1736 Obstruction     No
#> 1737 Obstruction     No
#> 1738 Obstruction    Yes
#> 1739 Obstruction    Yes
#> 1740 Obstruction     No
#> 1741 Obstruction     No
#> 1742 Obstruction     No
#> 1743 Obstruction    Yes
#> 1744 Obstruction     No
#> 1745 Obstruction     No
#> 1746 Obstruction     No
#> 1747 Obstruction     No
#> 1748 Obstruction    Yes
#> 1749 Obstruction     No
#> 1750 Obstruction     No
#> 1751 Obstruction    Yes
#> 1752 Obstruction    Yes
#> 1753 Obstruction     No
#> 1754 Obstruction    Yes
#> 1755 Obstruction    Yes
#> 1756 Obstruction     No
#> 1757 Obstruction     No
#> 1758 Obstruction     No
#> 1759 Obstruction     No
#> 1760 Obstruction     No
#> 1761 Obstruction     No
#> 1762 Obstruction     No
#> 1763 Obstruction     No
#> 1764 Obstruction     No
#> 1765 Obstruction    Yes
#> 1766 Obstruction    Yes
#> 1767 Obstruction     No
#> 1768 Obstruction    Yes
#> 1769 Obstruction    Yes
#> 1770 Obstruction     No
#> 1771 Obstruction     No
#> 1772 Obstruction     No
#> 1773 Obstruction    Yes
#> 1774 Obstruction     No
#> 1775 Obstruction     No
#> 1776 Obstruction     No
#> 1777 Obstruction     No
#> 1778 Obstruction    Yes
#> 1779 Obstruction    Yes
#> 1780 Obstruction     No
#> 1781 Obstruction     No
#> 1782 Obstruction    Yes
#> 1783 Obstruction     No
#> 1784 Obstruction     No
#> 1785 Obstruction    Yes
#> 1786 Obstruction     No
#> 1787 Obstruction     No
#> 1788 Obstruction     No
#> 1789 Obstruction    Yes
#> 1790 Obstruction     No
#> 1791 Obstruction     No
#> 1792 Obstruction     No
#> 1793 Obstruction     No
#> 1794 Obstruction     No
#> 1795 Obstruction     No
#> 1796 Obstruction     No
#> 1797 Obstruction     No
#> 1798 Obstruction     No
#> 1799 Obstruction    Yes
#> 1800 Obstruction     No
#> 1801 Obstruction     No
#> 1802 Obstruction     No
#> 1803 Obstruction    Yes
#> 1804 Obstruction     No
#> 1805 Obstruction     No
#> 1806 Obstruction     No
#> 1807 Obstruction     No
#> 1808 Obstruction     No
#> 1809 Obstruction    Yes
#> 1810 Obstruction     No
#> 1811 Obstruction     No
#> 1812 Obstruction     No
#> 1813 Obstruction     No
#> 1814 Obstruction     No
#> 1815 Obstruction    Yes
#> 1816 Obstruction     No
#> 1817 Obstruction     No
#> 1818 Obstruction    Yes
#> 1819 Obstruction     No
#> 1820 Obstruction     No
#> 1821 Obstruction     No
#> 1822 Obstruction     No
#> 1823 Obstruction     No
#> 1824 Obstruction     No
#> 1825 Obstruction     No
#> 1826 Obstruction    Yes
#> 1827 Obstruction     No
#> 1828 Obstruction     No
#> 1829 Obstruction    Yes
#> 1830 Obstruction     No
#> 1831 Obstruction     No
#> 1832 Obstruction     No
#> 1833 Obstruction     No
#> 1834 Obstruction     No
#> 1835 Obstruction   <NA>
#> 1836 Obstruction     No
#> 1837 Obstruction     No
#> 1838 Obstruction     No
#> 1839 Obstruction     No
#> 1840 Obstruction     No
#> 1841 Obstruction     No
#> 1842 Obstruction    Yes
#> 1843 Obstruction    Yes
#> 1844 Obstruction     No
#> 1845 Obstruction     No
#> 1846 Obstruction     No
#> 1847 Obstruction     No
#> 1848 Obstruction    Yes
#> 1849 Obstruction     No
#> 1850 Obstruction    Yes
#> 1851 Obstruction     No
#> 1852 Obstruction    Yes
#> 1853 Obstruction    Yes
#> 1854 Obstruction     No
#> 1855 Obstruction     No
#> 1856 Obstruction     No
#> 1857 Obstruction    Yes
#> 1858 Obstruction    Yes