Example GAPsurvey Go-to script
April 15 2025
GAPsurvey-script.RmdInstall R package ———————————————————–
Rerun this only when there is a new version of the package to
install. The user may install from GitHub:
devtools::install_github("afsc-gap-products/GAPsurvey")or install from local file .tar.gz:
# example, the user may have a different path
install.packages('C:/R/GAPsurvey_2025.04.09.tar.gz',
repos=NULL, type='source')Load libraries ————————————————————–
Now we have access to all of the functions in the
GAPSurvey R package!
Open this example GAPsurvey script (for reference)
————————
This should already be located on desktop, otherwise find it using the link below.
system.file("r/GAPsurvey_script.R", package = "GAPsurvey")What have we historically caught at this station? —————————
Learn more:
?get_catch_haul_historyExamples:
## for one year and only 1 station for all species
get_catch_haul_history(
years = 2021:2023, # optional; if you only want to see a specific year, not the last 10
species_codes = c(21720, 21740), # optional; pacific cod and walleye pollock ONLY
survey = "EBS", # for example
station = "I-13") # for example
#> $catch
#> $catch$`2021`
#> station scientific_name common_name count weight_kg cpue_kgkm2
#> 5 I-13 Gadus chalcogrammus walleye pollock 793 550.359 11529.7821
#> 6 I-13 Gadus macrocephalus Pacific cod 91 31.140 652.3695
#> cpue_nokm2
#> 5 16613.01
#> 6 1906.41
#>
#> $catch$`2022`
#> station scientific_name common_name count weight_kg cpue_kgkm2
#> 3 I-13 Gadus chalcogrammus walleye pollock 135 140.138 3252.886
#> 4 I-13 Gadus macrocephalus Pacific cod 173 104.016 2414.421
#> cpue_nokm2
#> 3 3133.623
#> 4 4015.679
#>
#> $catch$`2023`
#> station scientific_name common_name count weight_kg cpue_kgkm2
#> 1 I-13 Gadus chalcogrammus walleye pollock 70 41.744 898.023
#> 2 I-13 Gadus macrocephalus Pacific cod 31 9.190 197.701
#> cpue_nokm2
#> 1 1505.8837
#> 2 666.8913
#>
#>
#> $catch_means
#> scientific_name common_name station count weight_kg cpue_kgkm2
#> 1 Gadus chalcogrammus walleye pollock I-13 332.7 244.08 5226.90
#> 2 Gadus macrocephalus Pacific cod I-13 98.3 48.12 1088.16
#> cpue_nokm2 Freq
#> 1 7084.17 3
#> 2 2196.33 3
#>
#> $haul
#> year station haul stratum vessel_name date_time
#> 1 2021 I-13 7 31 ALASKA KNIGHT 2021-06-02 12:05:29
#> 2 2022 I-13 12 31 VESTERAALEN 2022-06-01 16:20:20
#> 3 2023 I-13 16 31 NORTHWEST EXPLORER 2023-05-30 13:43:02
#> latitude_dd_start longitude_dd_start bottom_temperature_c
#> 1 57.65493 -160.2535 4.4
#> 2 57.65502 -160.2754 3.6
#> 3 57.66505 -160.2725 3.4
#> surface_temperature_c depth_m distance_fished_km net_width_m net_height_m
#> 1 4.7 55 2.954 16.159 1.794
#> 2 7.6 54 2.854 15.095 2.566
#> 3 3.4 55 2.879 16.146 2.175
#> area_swept_km2 duration_hr total_weight_kg
#> 1 0.04773369 0.522 1220
#> 2 0.04308113 0.531 1190
#> 3 0.04648433 0.516 812
## for default 10 years and nearby stations for all species (a typical use-case)
get_catch_haul_history(
survey = "AI",
station = "324-73",
grid_buffer = 3)
#> $catch
#> $catch$`2002`
#> haul scientific_name common_name station count
#> 681 23 Gadus chalcogrammus walleye pollock 321-74 4153
#> 682 23 Lepidopsetta bilineata southern rock sole 321-74 176
#> 683 28 Hippoglossus stenolepis Pacific halibut 320-74 49
#> 684 28 Gadus macrocephalus Pacific cod 320-74 41
#> 685 23 Atheresthes stomias arrowtooth flounder 321-74 85
#> 686 16 Gadus chalcogrammus walleye pollock 324-73 50
#> 687 28 Lepidopsetta bilineata southern rock sole 320-74 63
#> 688 27 Lepidopsetta bilineata southern rock sole 320-73 25
#> 689 16 Atheresthes stomias arrowtooth flounder 324-73 154
#> 690 23 Hippoglossus stenolepis Pacific halibut 321-74 13
#> 691 23 Gadus macrocephalus Pacific cod 321-74 15
#> 692 16 Somniosus pacificus Pacific sleeper shark 324-73 1
#> 693 28 Lepidopsetta polyxystra northern rock sole 320-74 50
#> 694 16 Gadus macrocephalus Pacific cod 324-73 15
#> 695 16 Glyptocephalus zachirus rex sole 324-73 47
#> 696 28 Atheresthes stomias arrowtooth flounder 320-74 47
#> 697 27 Hippoglossus stenolepis Pacific halibut 320-73 16
#> 698 16 Hippoglossoides elassodon flathead sole 324-73 85
#> 699 16 Hippoglossus stenolepis Pacific halibut 324-73 3
#> 700 27 Atheresthes stomias arrowtooth flounder 320-73 38
#> 701 23 Lepidopsetta polyxystra northern rock sole 321-74 10
#> 702 28 Hemilepidotus jordani yellow Irish lord 320-74 8
#> 703 16 Chionoecetes bairdi Tanner crab 324-73 9
#> 704 27 Myoxocephalus polyacanthocephalus great sculpin 320-73 1
#> 705 28 Myoxocephalus polyacanthocephalus great sculpin 320-74 1
#> 706 27 Lepidopsetta polyxystra northern rock sole 320-73 7
#> 707 27 Gadus macrocephalus Pacific cod 320-73 2
#> 708 28 Actiniaria sea anemone unid. 320-74 13
#> 709 16 Lepidopsetta bilineata southern rock sole 324-73 2
#> 710 28 Scyphozoa jellyfish unid. 320-74 3
#> 711 27 Hemilepidotus jordani yellow Irish lord 320-73 3
#> 712 28 Sebastes variabilis dusky rockfish 320-74 2
#> 713 27 Gadus chalcogrammus walleye pollock 320-73 3
#> 714 16 Myoxocephalus polyacanthocephalus great sculpin 324-73 1
#> 715 28 Hexagrammos decagrammus kelp greenling 320-74 2
#> 716 23 Sebastes ciliatus dark rockfish 321-74 1
#> 717 27 Pleurogrammus monopterygius Atka mackerel 320-73 3
#> 718 27 Scyphozoa jellyfish unid. 320-73 3
#> 719 28 Porifera sponge unid. 320-74 NA
#> 720 23 Limanda aspera yellowfin sole 321-74 1
#> 721 23 Hippoglossoides elassodon flathead sole 321-74 2
#> 722 23 Pleurogrammus monopterygius Atka mackerel 321-74 2
#> 723 16 Podothecus accipenserinus sturgeon poacher 324-73 14
#> 724 27 Lethasterias nanimensis blackspined sea star 320-73 3
#> 725 16 Porifera sponge unid. 324-73 1
#> 726 16 Lepidopsetta polyxystra northern rock sole 324-73 1
#> 727 16 Scyphozoa jellyfish unid. 324-73 1
#> 728 16 Hemilepidotus jordani yellow Irish lord 324-73 1
#> 729 16 Sebastes variabilis dusky rockfish 324-73 1
#> 730 23 Gymnocanthus galeatus armorhead sculpin 321-74 1
#> 731 16 Sebastes polyspinis northern rockfish 324-73 1
#> 732 23 Echinarachnius parma parma sand dollar 321-74 4
#> 733 28 Thaliacea salp unid. 320-74 NA
#> 734 16 Polyplacophora chiton unid. 324-73 1
#> 735 16 Ascidiacea tunicate unid. 324-73 NA
#> 736 27 Podothecus accipenserinus sturgeon poacher 320-73 1
#> 737 23 Podothecus accipenserinus sturgeon poacher 321-74 1
#> 738 28 Ammodytes sp. sand lance unid. 320-74 1
#> 739 28 Holothuroidea sea cucumber unid. 320-74 1
#> 740 27 Ophiuroidea brittlestar unid. 320-73 1
#> 741 27 Porifera sponge unid. 320-73 NA
#> weight_kg cpue_kgkm2 cpue_nokm2
#> 681 3769.262 1.706609e+05 188035.45734
#> 682 171.600 7.769536e+03 7968.75523
#> 683 64.400 3.002039e+03 2284.16036
#> 684 56.900 2.652423e+03 1911.23622
#> 685 49.000 2.218574e+03 3848.54656
#> 686 45.400 1.950869e+03 2148.53465
#> 687 35.900 1.673497e+03 2936.77761
#> 688 30.300 1.584891e+03 1307.66570
#> 689 29.800 1.280527e+03 6617.48671
#> 690 27.204 1.231716e+03 588.60124
#> 691 27.100 1.227007e+03 679.15528
#> 692 25.800 1.108644e+03 42.97069
#> 693 25.200 1.174711e+03 2330.77588
#> 694 19.100 8.207402e+02 644.56039
#> 695 17.500 7.519871e+02 2019.62257
#> 696 17.200 8.017869e+02 2190.92933
#> 697 16.832 8.804252e+02 836.90605
#> 698 16.800 7.219076e+02 3652.50890
#> 699 16.774 7.207904e+02 128.91208
#> 700 13.900 7.270621e+02 1987.65187
#> 701 6.300 2.852452e+02 452.77018
#> 702 5.796 2.701835e+02 372.92414
#> 703 5.086 2.185489e+02 386.73624
#> 704 4.456 2.330783e+02 52.30663
#> 705 2.780 1.295911e+02 46.61552
#> 706 2.682 1.402864e+02 366.14640
#> 707 2.574 1.346373e+02 104.61326
#> 708 2.102 9.798582e+01 606.00173
#> 709 2.102 9.032440e+01 85.94139
#> 710 1.902 8.866272e+01 139.84655
#> 711 1.846 9.655804e+01 156.91988
#> 712 1.836 8.558609e+01 93.23104
#> 713 1.638 8.567826e+01 156.91988
#> 714 1.458 6.265127e+01 42.97069
#> 715 1.442 6.721958e+01 93.23104
#> 716 1.326 6.003733e+01 45.27702
#> 717 1.308 6.841707e+01 156.91988
#> 718 1.308 6.841707e+01 156.91988
#> 719 1.132 5.276877e+01 0.00000
#> 720 0.996 4.509591e+01 45.27702
#> 721 0.962 4.355649e+01 90.55404
#> 722 0.920 4.165486e+01 90.55404
#> 723 0.904 3.884551e+01 601.58970
#> 724 0.786 4.111301e+01 156.91988
#> 725 0.543 2.333309e+01 42.97069
#> 726 0.406 1.744610e+01 42.97069
#> 727 0.332 1.426627e+01 42.97069
#> 728 0.312 1.340686e+01 42.97069
#> 729 0.294 1.263338e+01 42.97069
#> 730 0.150 6.791553e+00 45.27702
#> 731 0.140 6.015897e+00 42.97069
#> 732 0.126 5.704904e+00 181.10807
#> 733 0.116 5.407400e+00 0.00000
#> 734 0.090 3.867362e+00 42.97069
#> 735 0.080 3.437655e+00 0.00000
#> 736 0.056 2.929171e+00 52.30663
#> 737 0.054 2.444959e+00 45.27702
#> 738 0.020 9.323100e-01 46.61552
#> 739 0.016 7.458480e-01 46.61552
#> 740 0.010 5.230660e-01 52.30663
#> 741 0.004 2.092270e-01 0.00000
#>
#> $catch$`2004`
#> haul scientific_name common_name station count
#> 605 4 Pleurogrammus monopterygius Atka mackerel 326-76 10363
#> 606 5 Gadus chalcogrammus walleye pollock 324-73 777
#> 607 7 Gadus macrocephalus Pacific cod 320-74 96
#> 608 1 Atheresthes stomias arrowtooth flounder 321-74 346
#> 609 7 Hippoglossus stenolepis Pacific halibut 320-74 107
#> 610 6 Lepidopsetta bilineata southern rock sole 320-73 127
#> 611 6 Lepidopsetta polyxystra northern rock sole 320-73 217
#> 612 4 Gadus macrocephalus Pacific cod 326-76 12
#> 613 7 Lepidopsetta bilineata southern rock sole 320-74 93
#> 614 5 Atheresthes stomias arrowtooth flounder 324-73 240
#> 615 1 Lepidopsetta bilineata southern rock sole 321-74 91
#> 616 4 Porifera sponge unid. 326-76 1
#> 617 4 Hippoglossus stenolepis Pacific halibut 326-76 9
#> 618 5 Hippoglossoides elassodon flathead sole 324-73 237
#> 619 7 Lepidopsetta polyxystra northern rock sole 320-74 74
#> 620 1 Gadus macrocephalus Pacific cod 321-74 25
#> 621 6 Hippoglossus stenolepis Pacific halibut 320-73 22
#> 622 1 Lepidopsetta polyxystra northern rock sole 321-74 50
#> 623 7 Pleurogrammus monopterygius Atka mackerel 320-74 17
#> 624 1 Hippoglossus stenolepis Pacific halibut 321-74 7
#> 625 5 Glyptocephalus zachirus rex sole 324-73 49
#> 626 5 Beringraja binoculata big skate 324-73 1
#> 627 5 Hippoglossus stenolepis Pacific halibut 324-73 8
#> 628 6 Gadus macrocephalus Pacific cod 320-73 9
#> 629 6 Atheresthes stomias arrowtooth flounder 320-73 24
#> 630 1 Hippoglossoides elassodon flathead sole 321-74 14
#> 631 5 Gadus macrocephalus Pacific cod 324-73 5
#> 632 5 Arctoraja parmifera Alaska skate 324-73 1
#> 633 6 Pleurogrammus monopterygius Atka mackerel 320-73 9
#> 634 5 Myoxocephalus polyacanthocephalus great sculpin 324-73 3
#> 635 5 Hemilepidotus jordani yellow Irish lord 324-73 6
#> 636 1 Hemilepidotus jordani yellow Irish lord 321-74 3
#> 637 5 Pleurogrammus monopterygius Atka mackerel 324-73 3
#> 638 7 Hemilepidotus jordani yellow Irish lord 320-74 3
#> 639 4 Hemitripterus bolini bigmouth sculpin 326-76 1
#> 640 5 Pleuronectes quadrituberculatus Alaska plaice 324-73 1
#> 641 1 Pleurogrammus monopterygius Atka mackerel 321-74 2
#> 642 7 Hexagrammos decagrammus kelp greenling 320-74 4
#> 643 7 Gadus chalcogrammus walleye pollock 320-74 2
#> 644 6 Aptocyclus ventricosus smooth lumpsucker 320-73 1
#> 645 1 Sebastes variabilis dusky rockfish 321-74 1
#> 646 5 Podothecus accipenserinus sturgeon poacher 324-73 14
#> 647 5 Lepidopsetta bilineata southern rock sole 324-73 2
#> 648 6 Gadus chalcogrammus walleye pollock 320-73 1
#> 649 4 Sebastes alutus Pacific ocean perch 326-76 4
#> 650 1 Thaliacea salp unid. 321-74 NA
#> 651 5 Chionoecetes bairdi Tanner crab 324-73 4
#> 652 5 Scyphozoa jellyfish unid. 324-73 2
#> 653 5 Gymnocanthus galeatus armorhead sculpin 324-73 2
#> 654 4 Sebastes polyspinis northern rockfish 326-76 1
#> 655 5 Clupea pallasii Pacific herring 324-73 1
#> 656 4 Sebastes variegatus harlequin rockfish 326-76 1
#> 657 6 Thaliacea salp unid. 320-73 NA
#> 658 5 Anoplopoma fimbria sablefish 324-73 1
#> 659 5 Porifera sponge unid. 324-73 NA
#> 660 1 Elassochirus cavimanus purple hermit 321-74 4
#> 661 5 Microstomus pacificus Dover sole 324-73 1
#> 662 1 Podothecus accipenserinus sturgeon poacher 321-74 2
#> 663 6 Scyphozoa jellyfish unid. 320-73 NA
#> 664 1 Pagurus ochotensis Alaskan hermit 321-74 2
#> 665 1 Ascidiacea tunicate unid. 321-74 NA
#> 666 1 Scyphozoa jellyfish unid. 321-74 1
#> 667 7 Modiolus modiolus northern horsemussel 320-74 1
#> 668 5 Pagurus aleuticus Aleutian hermit 324-73 2
#> 669 1 Elassochirus tenuimanus widehand hermit crab 321-74 2
#> 670 5 Crossaster papposus rose sea star 324-73 1
#> 671 7 Elassochirus tenuimanus widehand hermit crab 320-74 3
#> 672 7 Ammodytes sp. sand lance unid. 320-74 1
#> 673 1 Hyas lyratus Pacific lyre crab 321-74 1
#> 674 1 Porifera sponge unid. 321-74 NA
#> 675 7 Ophiuroidea brittlestar unid. 320-74 1
#> 676 1 Ophiuroidea brittlestar unid. 321-74 2
#> 677 4 Pagurus dalli whiteknee hermit 326-76 1
#> 678 1 Actiniaria sea anemone unid. 321-74 1
#> 679 1 Pagurus brandti sponge hermit 321-74 1
#> 680 5 Polychaeta polychaete worm unid. 324-73 1
#> weight_kg cpue_kgkm2 cpue_nokm2
#> 605 11614.408 6.412954e+05 572198.24397
#> 606 804.260 3.108126e+04 30027.77395
#> 607 243.080 1.084801e+04 4284.22246
#> 608 184.880 6.666225e+03 12475.73542
#> 609 167.294 7.465882e+03 4775.12295
#> 610 120.050 5.364186e+03 5674.73238
#> 611 97.040 4.336032e+03 9696.19628
#> 612 69.470 3.835821e+03 662.58602
#> 613 65.860 2.939155e+03 4150.34051
#> 614 61.490 2.376329e+03 9274.98809
#> 615 57.400 2.069674e+03 3281.19053
#> 616 52.944 2.923330e+03 55.21550
#> 617 52.182 2.881255e+03 496.93951
#> 618 45.630 1.763407e+03 9159.05074
#> 619 36.060 1.609261e+03 3302.42148
#> 620 35.300 1.272813e+03 901.42597
#> 621 22.307 9.967422e+02 983.02451
#> 622 21.050 7.590007e+02 1802.85194
#> 623 21.030 9.385125e+02 758.66439
#> 624 19.555 7.050954e+02 252.39927
#> 625 16.580 6.407471e+02 1893.64340
#> 626 15.260 5.897347e+02 38.64578
#> 627 12.636 4.883281e+02 309.16627
#> 628 12.610 5.634518e+02 402.14639
#> 629 10.670 4.767669e+02 1072.39037
#> 630 9.380 3.382150e+02 504.79854
#> 631 7.010 2.709069e+02 193.22892
#> 632 6.560 2.535163e+02 38.64578
#> 633 4.782 2.136738e+02 402.14639
#> 634 4.528 1.749881e+02 115.93735
#> 635 4.020 1.553561e+02 231.87470
#> 636 3.562 1.284352e+02 108.17112
#> 637 2.530 9.777383e+01 115.93735
#> 638 2.159 9.635038e+01 133.88195
#> 639 2.100 1.159526e+02 55.21550
#> 640 2.034 7.860552e+01 38.64578
#> 641 1.666 6.007103e+01 72.11408
#> 642 1.526 6.810129e+01 178.50927
#> 643 1.472 6.569141e+01 89.25463
#> 644 1.414 6.318167e+01 44.68293
#> 645 1.282 4.622512e+01 36.05704
#> 646 1.092 4.220120e+01 541.04097
#> 647 1.052 4.065536e+01 77.29157
#> 648 0.928 4.146576e+01 44.68293
#> 649 0.886 4.892093e+01 220.86201
#> 650 0.846 3.050426e+01 0.00000
#> 651 0.800 3.091663e+01 154.58313
#> 652 0.640 2.473330e+01 77.29157
#> 653 0.490 1.893643e+01 77.29157
#> 654 0.442 2.440525e+01 55.21550
#> 655 0.366 1.414436e+01 38.64578
#> 656 0.324 1.788982e+01 55.21550
#> 657 0.286 1.277932e+01 0.00000
#> 658 0.240 9.274988e+00 38.64578
#> 659 0.230 8.888530e+00 0.00000
#> 660 0.228 8.221005e+00 144.22815
#> 661 0.194 7.497282e+00 38.64578
#> 662 0.164 5.913354e+00 72.11408
#> 663 0.132 5.898147e+00 0.00000
#> 664 0.120 4.326845e+00 72.11408
#> 665 0.116 4.182616e+00 0.00000
#> 666 0.108 3.894160e+00 36.05704
#> 667 0.080 3.570185e+00 44.62732
#> 668 0.076 2.937080e+00 77.29157
#> 669 0.072 2.596107e+00 72.11408
#> 670 0.050 1.932289e+00 38.64578
#> 671 0.044 1.963602e+00 133.88195
#> 672 0.030 1.338820e+00 44.62732
#> 673 0.018 6.490270e-01 36.05704
#> 674 0.010 3.605700e-01 0.00000
#> 675 0.006 2.677640e-01 44.62732
#> 676 0.006 2.163420e-01 72.11408
#> 677 0.006 3.312930e-01 55.21550
#> 678 0.002 7.211400e-02 36.05704
#> 679 0.002 7.211400e-02 36.05704
#> 680 0.001 3.864600e-02 38.64578
#>
#> $catch$`2006`
#> haul scientific_name common_name station
#> 493 7 Atheresthes stomias arrowtooth flounder 320-74
#> 494 5 Porifera sponge unid. 325-76
#> 495 6 Gadus chalcogrammus walleye pollock 324-73
#> 496 7 Atheresthes stomias arrowtooth flounder 321-74
#> 497 6 Atheresthes stomias arrowtooth flounder 324-73
#> 498 5 Hemilepidotus jordani yellow Irish lord 325-76
#> 499 7 Gadus chalcogrammus walleye pollock 321-74
#> 500 5 Lepidopsetta polyxystra northern rock sole 325-76
#> 501 7 Hippoglossus stenolepis Pacific halibut 320-74
#> 502 7 Lepidopsetta polyxystra northern rock sole 320-74
#> 503 5 Hippoglossus stenolepis Pacific halibut 325-76
#> 504 7 Gadus macrocephalus Pacific cod 321-74
#> 505 7 Lepidopsetta bilineata southern rock sole 321-74
#> 506 7 Hippoglossus stenolepis Pacific halibut 321-74
#> 507 6 Hippoglossus stenolepis Pacific halibut 324-73
#> 508 5 Gadus macrocephalus Pacific cod 325-76
#> 509 6 Enteroctopus dofleini giant octopus 324-73
#> 510 6 Hippoglossoides elassodon flathead sole 324-73
#> 511 7 Hemilepidotus jordani yellow Irish lord 320-74
#> 512 7 Glyptocephalus zachirus rex sole 320-74
#> 513 5 Pleurogrammus monopterygius Atka mackerel 325-76
#> 514 6 Gadus macrocephalus Pacific cod 324-73
#> 515 5 Atheresthes stomias arrowtooth flounder 325-76
#> 516 5 Lepidopsetta bilineata southern rock sole 325-76
#> 517 7 Lepidopsetta polyxystra northern rock sole 321-74
#> 518 5 Gadus chalcogrammus walleye pollock 325-76
#> 519 7 Hippoglossoides elassodon flathead sole 321-74
#> 520 5 Arctoraja parmifera Alaska skate 325-76
#> 521 6 Myoxocephalus polyacanthocephalus great sculpin 324-73
#> 522 7 Myoxocephalus polyacanthocephalus great sculpin 320-74
#> 523 6 Glyptocephalus zachirus rex sole 324-73
#> 524 5 Bathymaster signatus searcher 325-76
#> 525 7 Gadus macrocephalus Pacific cod 320-74
#> 526 7 Gadus chalcogrammus walleye pollock 320-74
#> 527 5 Hippoglossoides elassodon flathead sole 325-76
#> 528 5 Hexagrammos decagrammus kelp greenling 325-76
#> 529 7 Pleurogrammus monopterygius Atka mackerel 321-74
#> 530 7 Actiniaria sea anemone unid. 321-74
#> 531 5 Oncorhynchus keta chum salmon 325-76
#> 532 7 Hemilepidotus jordani yellow Irish lord 321-74
#> 533 7 Lepidopsetta bilineata southern rock sole 320-74
#> 534 5 Lethasterias nanimensis blackspined sea star 325-76
#> 535 5 Zoanthidae sp. A hot dog zoanthid 325-76
#> 536 5 Holothuroidea sea cucumber unid. 325-76
#> 537 5 Pagurus brandti sponge hermit 325-76
#> 538 6 Lepidopsetta bilineata southern rock sole 324-73
#> 539 7 Glyptocephalus zachirus rex sole 321-74
#> 540 6 Lepidopsetta polyxystra northern rock sole 324-73
#> 541 5 Sebastes alutus Pacific ocean perch 325-76
#> 542 6 Chionoecetes bairdi Tanner crab 324-73
#> 543 7 Gorgonocephalus eucnemis basketstar 321-74
#> 544 5 Gymnocanthus galeatus armorhead sculpin 325-76
#> 545 7 Atheresthes evermanni Kamchatka flounder 320-74
#> 546 5 Actiniaria sea anemone unid. 325-76
#> 547 6 Gorgonocephalus eucnemis basketstar 324-73
#> 548 6 Pagurus trigonocheirus fuzzy hermit crab 324-73
#> 549 6 Hemilepidotus jordani yellow Irish lord 324-73
#> 550 6 Thaliacea salp unid. 324-73
#> 551 6 Lethasterias nanimensis blackspined sea star 324-73
#> 552 5 Crossaster papposus rose sea star 325-76
#> 553 7 Chionoecetes bairdi Tanner crab 321-74
#> 554 5 Modiolus modiolus northern horsemussel 325-76
#> 555 7 Gymnocanthus galeatus armorhead sculpin 321-74
#> 556 5 Mediaster aequalis vermilion sea star 325-76
#> 557 5 Sebastes ciliatus dark rockfish 325-76
#> 558 6 Podothecus accipenserinus sturgeon poacher 324-73
#> 559 6 Gymnocanthus galeatus armorhead sculpin 324-73
#> 560 5 Elassochirus cavimanus purple hermit 325-76
#> 561 7 Pagurus ochotensis Alaskan hermit 321-74
#> 562 5 Cheiraster dawsoni fragile sea star 325-76
#> 563 5 Ceramaster japonicus red bat star 325-76
#> 564 5 Triglops forficatus scissortail sculpin 325-76
#> 565 6 Erimacrus isenbeckii horsehair crab 324-73
#> 566 5 Acantholithodes hispidus fuzzy crab 325-76
#> 567 7 Holothuroidea sea cucumber unid. 320-74
#> 568 5 Scyphozoa jellyfish unid. 325-76
#> 569 7 Podothecus accipenserinus sturgeon poacher 321-74
#> 570 7 Triglops macellus roughspine sculpin 321-74
#> 571 6 Pagurus aleuticus Aleutian hermit 324-73
#> 572 6 Crossaster papposus rose sea star 324-73
#> 573 7 Lethasterias nanimensis blackspined sea star 321-74
#> 574 5 Pseudarchaster parelii scarlet sea star 325-76
#> 575 5 Ascidiacea tunicate unid. 325-76
#> 576 6 Scyphozoa jellyfish unid. 324-73
#> 577 7 Elassochirus tenuimanus widehand hermit crab 321-74
#> 578 7 Hyas lyratus Pacific lyre crab 321-74
#> 579 5 Polychaeta polychaete worm unid. 325-76
#> 580 5 Pagurus aleuticus Aleutian hermit 325-76
#> 581 7 Crossaster papposus rose sea star 321-74
#> 582 6 Pseudarchaster parelii scarlet sea star 324-73
#> 583 5 Rhinolithodes wosnessenskii rhinoceros crab 325-76
#> 584 7 Hyas lyratus Pacific lyre crab 320-74
#> 585 7 Pagurus aleuticus Aleutian hermit 320-74
#> 586 7 Elassochirus cavimanus purple hermit 320-74
#> 587 5 Elassochirus tenuimanus widehand hermit crab 325-76
#> 588 7 Modiolus modiolus northern horsemussel 321-74
#> 589 7 Pseudarchaster parelii scarlet sea star 321-74
#> 590 7 Ascidiacea tunicate unid. 321-74
#> 591 7 Actiniaria sea anemone unid. 320-74
#> 592 5 Leptychaster arcticus North Pacific sea star 325-76
#> 593 5 Bryozoa bryozoan unid. 325-76
#> 594 7 Porifera sponge unid. 320-74
#> 595 5 Ophiuroidea brittlestar unid. 325-76
#> 596 7 Ctenodiscus crispatus common mud star 321-74
#> 597 6 Cheiraster dawsoni fragile sea star 324-73
#> 598 5 Pedicellaster magister majestic sea star 325-76
#> 599 7 Ophiuroidea brittlestar unid. 321-74
#> 600 6 Pagurus rathbuni longfinger hermit 324-73
#> 601 5 Leptasterias hylodes Aleutian sea star 325-76
#> 602 7 Pagurus brandti sponge hermit 320-74
#> 603 5 Oregonia gracilis graceful decorator crab 325-76
#> 604 5 Nudibranchia nudibranch unid. 325-76
#> count weight_kg cpue_kgkm2 cpue_nokm2
#> 493 438 417.490 18447.288758 19353.54733
#> 494 NA 346.596 15928.687189 0.00000
#> 495 300 251.768 10546.830065 12567.31999
#> 496 220 114.970 5388.772492 10311.64607
#> 497 242 52.480 2198.443177 10137.63813
#> 498 51 42.162 1937.660300 2343.83272
#> 499 48 41.520 1946.088840 2249.81369
#> 500 112 38.202 1755.668582 5147.24049
#> 501 19 37.129 1640.588719 839.53744
#> 502 64 35.440 1565.958259 2827.91559
#> 503 10 34.638 1591.876037 459.57504
#> 504 9 28.700 1345.201101 421.84007
#> 505 52 28.260 1324.577808 2437.29816
#> 506 10 26.350 1235.053972 468.71119
#> 507 11 23.507 984.733303 460.80173
#> 508 12 21.200 974.299093 551.49005
#> 509 1 21.130 885.158238 41.89107
#> 510 97 20.770 870.077454 4063.43346
#> 511 26 17.460 771.490722 1148.84071
#> 512 25 17.320 765.304657 1104.65453
#> 513 15 14.700 675.575314 689.36257
#> 514 10 13.102 548.856755 418.91067
#> 515 35 10.780 495.421897 1608.51265
#> 516 13 8.326 382.642181 597.44756
#> 517 25 8.210 384.811883 1171.77796
#> 518 6 7.160 329.055731 275.74503
#> 519 16 6.068 284.413947 749.93790
#> 520 1 5.980 274.825876 45.95750
#> 521 1 5.930 248.414025 41.89107
#> 522 2 5.630 248.768200 88.37236
#> 523 22 5.500 230.400867 921.60347
#> 524 18 4.740 217.838571 827.23508
#> 525 3 4.310 190.442441 132.55854
#> 526 4 4.240 187.349408 176.74472
#> 527 7 4.112 188.977258 321.70253
#> 528 9 3.600 165.447016 413.61754
#> 529 3 3.530 165.455048 140.61336
#> 530 24 3.490 163.580204 1124.90684
#> 531 1 3.120 143.387414 45.95750
#> 532 2 2.410 112.959396 93.74224
#> 533 2 1.820 80.418850 88.37236
#> 534 10 1.348 61.950716 459.57504
#> 535 NA 1.230 56.527730 0.00000
#> 536 2 1.170 53.770280 91.91501
#> 537 29 1.146 52.667300 1332.76763
#> 538 1 1.118 46.834213 41.89107
#> 539 1 0.930 43.590140 46.87112
#> 540 2 0.902 37.785742 83.78213
#> 541 7 0.814 37.409409 321.70253
#> 542 12 0.594 24.883294 502.69280
#> 543 6 0.566 26.529053 281.22671
#> 544 2 0.552 25.368542 91.91501
#> 545 1 0.550 24.302400 44.18618
#> 546 19 0.454 20.864707 873.19258
#> 547 3 0.364 15.248348 125.67320
#> 548 1 0.360 15.080784 41.89107
#> 549 1 0.348 14.578091 41.89107
#> 550 NA 0.338 14.159181 0.00000
#> 551 3 0.336 14.075398 125.67320
#> 552 8 0.314 14.430656 367.66003
#> 553 2 0.296 13.873851 93.74224
#> 554 9 0.270 12.408526 413.61754
#> 555 2 0.264 12.373975 93.74224
#> 556 4 0.232 10.662141 183.83002
#> 557 1 0.226 10.386396 45.95750
#> 558 3 0.222 9.299817 125.67320
#> 559 1 0.184 7.707956 41.89107
#> 560 5 0.178 8.180436 229.78752
#> 561 3 0.170 7.968090 140.61336
#> 562 11 0.168 7.720861 505.53255
#> 563 3 0.168 7.720861 137.87251
#> 564 5 0.156 7.169371 229.78752
#> 565 1 0.146 6.116096 41.89107
#> 566 4 0.136 6.250221 183.83002
#> 567 3 0.096 4.241873 132.55854
#> 568 NA 0.086 3.952345 0.00000
#> 569 1 0.072 3.374721 46.87112
#> 570 1 0.066 3.093494 46.87112
#> 571 4 0.064 2.681028 167.56427
#> 572 1 0.062 2.597246 41.89107
#> 573 1 0.058 2.718525 46.87112
#> 574 2 0.058 2.665535 91.91501
#> 575 1 0.058 2.665535 45.95750
#> 576 1 0.054 2.262118 41.89107
#> 577 1 0.048 2.249814 46.87112
#> 578 1 0.044 2.062329 46.87112
#> 579 NA 0.042 1.930215 0.00000
#> 580 2 0.038 1.746385 91.91501
#> 581 1 0.036 1.687360 46.87112
#> 582 1 0.036 1.508078 41.89107
#> 583 1 0.034 1.562555 45.95750
#> 584 1 0.030 1.325585 44.18618
#> 585 1 0.028 1.237213 44.18618
#> 586 1 0.028 1.237213 44.18618
#> 587 1 0.024 1.102980 45.95750
#> 588 1 0.022 1.031165 46.87112
#> 589 1 0.020 0.937422 46.87112
#> 590 1 0.020 0.937422 46.87112
#> 591 1 0.018 0.795351 44.18618
#> 592 1 0.016 0.735320 45.95750
#> 593 NA 0.014 0.643405 0.00000
#> 594 1 0.012 0.530234 44.18618
#> 595 4 0.012 0.551490 183.83002
#> 596 1 0.010 0.468711 46.87112
#> 597 1 0.010 0.418911 41.89107
#> 598 2 0.010 0.459575 91.91501
#> 599 2 0.008 0.374969 93.74224
#> 600 1 0.008 0.335129 41.89107
#> 601 2 0.006 0.275745 91.91501
#> 602 1 0.002 0.088372 44.18618
#> 603 1 0.002 0.091915 45.95750
#> 604 1 0.002 0.091915 45.95750
#>
#> $catch$`2010`
#> haul scientific_name common_name station
#> 417 7 Gadus chalcogrammus walleye pollock 325-76
#> 418 4 Pleurogrammus monopterygius Atka mackerel 326-76
#> 419 3 Pleurogrammus monopterygius Atka mackerel 326-76
#> 420 3 Gadus chalcogrammus walleye pollock 326-76
#> 421 3 Gadus chalcogrammus walleye pollock 324-73
#> 422 5 Lepidopsetta polyxystra northern rock sole 320-73
#> 423 7 Gadus macrocephalus Pacific cod 325-76
#> 424 5 Lepidopsetta bilineata southern rock sole 320-73
#> 425 7 Lepidopsetta polyxystra northern rock sole 325-76
#> 426 7 Hippoglossus stenolepis Pacific halibut 325-76
#> 427 3 Gadus macrocephalus Pacific cod 326-76
#> 428 3 Atheresthes stomias arrowtooth flounder 326-76
#> 429 7 Hippoglossoides elassodon flathead sole 325-76
#> 430 7 Pleurogrammus monopterygius Atka mackerel 325-76
#> 431 5 Hippoglossus stenolepis Pacific halibut 320-73
#> 432 3 Atheresthes stomias arrowtooth flounder 324-73
#> 433 4 Gadus macrocephalus Pacific cod 326-76
#> 434 3 Hippoglossus stenolepis Pacific halibut 324-73
#> 435 4 Lepidopsetta polyxystra northern rock sole 326-76
#> 436 5 Gadus macrocephalus Pacific cod 320-73
#> 437 7 Porifera sponge unid. 325-76
#> 438 3 Lepidopsetta polyxystra northern rock sole 326-76
#> 439 3 Hippoglossoides elassodon flathead sole 324-73
#> 440 3 Chionoecetes bairdi Tanner crab 324-73
#> 441 3 Hemilepidotus jordani yellow Irish lord 326-76
#> 442 4 Hippoglossus stenolepis Pacific halibut 326-76
#> 443 7 Hemilepidotus jordani yellow Irish lord 325-76
#> 444 7 Lepidopsetta bilineata southern rock sole 325-76
#> 445 3 Hippoglossoides elassodon flathead sole 326-76
#> 446 3 Gadus macrocephalus Pacific cod 324-73
#> 447 4 Gadus chalcogrammus walleye pollock 326-76
#> 448 7 Atheresthes stomias arrowtooth flounder 325-76
#> 449 3 Glyptocephalus zachirus rex sole 324-73
#> 450 5 Atheresthes stomias arrowtooth flounder 320-73
#> 451 3 Hippoglossus stenolepis Pacific halibut 326-76
#> 452 4 Atheresthes stomias arrowtooth flounder 326-76
#> 453 4 Lepidopsetta bilineata southern rock sole 326-76
#> 454 4 Hippoglossoides elassodon flathead sole 326-76
#> 455 3 Enteroctopus dofleini giant octopus 324-73
#> 456 3 Hemilepidotus jordani yellow Irish lord 324-73
#> 457 3 Myoxocephalus polyacanthocephalus great sculpin 324-73
#> 458 4 Hemilepidotus jordani yellow Irish lord 326-76
#> 459 3 Arctoraja parmifera Alaska skate 324-73
#> 460 7 Hexagrammos decagrammus kelp greenling 325-76
#> 461 3 Gymnocanthus galeatus armorhead sculpin 324-73
#> 462 3 Lepidopsetta polyxystra northern rock sole 324-73
#> 463 3 Sebastes variabilis dusky rockfish 324-73
#> 464 3 Porifera sponge unid. 324-73
#> 465 7 Sebastes alutus Pacific ocean perch 325-76
#> 466 3 Atheresthes evermanni Kamchatka flounder 326-76
#> 467 4 Gymnocanthus galeatus armorhead sculpin 326-76
#> 468 3 Sebastes alutus Pacific ocean perch 324-73
#> 469 3 Atheresthes evermanni Kamchatka flounder 324-73
#> 470 3 Podothecus accipenserinus sturgeon poacher 324-73
#> 471 7 Gymnocanthus galeatus armorhead sculpin 325-76
#> 472 3 Polychaeta polychaete worm unid. 324-73
#> 473 3 Triglops forficatus scissortail sculpin 326-76
#> 474 4 Porifera sponge unid. 326-76
#> 475 3 Ascidiacea tunicate unid. 326-76
#> 476 3 Pagurus brandti sponge hermit 324-73
#> 477 3 Hemitripterus bolini bigmouth sculpin 326-76
#> 478 3 Lepidopsetta bilineata southern rock sole 326-76
#> 479 3 Pagurus aleuticus Aleutian hermit 324-73
#> 480 3 Sebastes polyspinis northern rockfish 324-73
#> 481 5 Pennatuloidea sea whip or sea pen unid. 320-73
#> 482 4 Actiniaria sea anemone unid. 326-76
#> 483 3 Porifera sponge unid. 326-76
#> 484 4 Elassochirus tenuimanus widehand hermit crab 326-76
#> 485 3 Diplopteraster multipes pincushion sea star 326-76
#> 486 4 Holothuroidea sea cucumber unid. 326-76
#> 487 3 Ceramaster patagonicus orange bat sea star 326-76
#> 488 3 Actiniaria sea anemone unid. 326-76
#> 489 4 Pagurus ochotensis Alaskan hermit 326-76
#> 490 3 Hyas lyratus Pacific lyre crab 324-73
#> 491 5 Pagurus brandti sponge hermit 320-73
#> 492 5 Hirudinea leech unid. 320-73
#> count weight_kg cpue_kgkm2 cpue_nokm2
#> 417 2081 2536.790 1.088185e+05 89266.85531
#> 418 1164 2038.610 8.903763e+04 50838.46562
#> 419 442 651.820 2.843245e+04 19280.08511
#> 420 355 390.730 1.704368e+04 15485.13623
#> 421 142 223.770 9.541060e+03 6054.56700
#> 422 342 206.376 9.082907e+03 15051.91591
#> 423 45 148.840 6.384661e+03 1930.32604
#> 424 175 102.930 4.530099e+03 7702.00375
#> 425 160 76.840 3.296139e+03 6863.38148
#> 426 71 70.647 3.030483e+03 3045.62553
#> 427 44 69.570 3.034651e+03 1919.28449
#> 428 97 56.720 2.474132e+03 4231.14990
#> 429 70 48.200 2.067594e+03 3002.72939
#> 430 29 45.360 1.945769e+03 1243.98789
#> 431 56 45.138 1.986589e+03 2464.64120
#> 432 195 44.886 1.913840e+03 8314.37017
#> 433 14 44.050 1.923913e+03 611.45921
#> 434 26 43.582 1.858240e+03 1108.58269
#> 435 76 42.580 1.859710e+03 3319.34999
#> 436 22 40.480 1.781583e+03 968.25190
#> 437 NA 40.012 1.716360e+03 0.00000
#> 438 71 32.540 1.419398e+03 3097.02725
#> 439 173 31.884 1.359463e+03 7376.33867
#> 440 54 31.000 1.321772e+03 2302.44097
#> 441 45 30.980 1.351351e+03 1962.90459
#> 442 42 28.413 1.240956e+03 1834.37763
#> 443 31 27.840 1.194228e+03 1329.78016
#> 444 33 26.020 1.116157e+03 1415.57243
#> 445 45 25.640 1.118419e+03 1962.90459
#> 446 11 21.150 9.017894e+02 469.01575
#> 447 17 20.290 8.861791e+02 742.48618
#> 448 21 12.960 5.559339e+02 900.81882
#> 449 39 12.690 5.410736e+02 1662.87404
#> 450 7 12.440 5.475024e+02 308.08015
#> 451 9 11.320 4.937796e+02 392.58092
#> 452 19 10.420 4.551004e+02 829.83750
#> 453 10 8.040 3.511523e+02 436.75658
#> 454 8 6.260 2.734096e+02 349.40526
#> 455 1 4.060 1.731095e+02 42.63780
#> 456 6 3.952 1.685046e+02 255.82677
#> 457 2 3.930 1.675665e+02 85.27559
#> 458 5 3.920 1.712086e+02 218.37829
#> 459 1 3.560 1.517906e+02 42.63780
#> 460 5 3.400 1.458469e+02 214.48067
#> 461 13 3.324 1.417280e+02 554.29134
#> 462 2 1.250 5.329724e+01 85.27559
#> 463 3 0.974 4.152921e+01 127.91339
#> 464 NA 0.942 4.016480e+01 0.00000
#> 465 9 0.936 4.015078e+01 386.06521
#> 466 1 0.722 3.149371e+01 43.62010
#> 467 3 0.700 3.057296e+01 131.02697
#> 468 8 0.678 2.890843e+01 341.10237
#> 469 6 0.642 2.737346e+01 255.82677
#> 470 7 0.550 2.345079e+01 298.46457
#> 471 2 0.484 2.076173e+01 85.79227
#> 472 NA 0.272 1.159748e+01 0.00000
#> 473 3 0.260 1.134123e+01 130.86031
#> 474 NA 0.258 1.126832e+01 0.00000
#> 475 1 0.216 9.421942e+00 43.62010
#> 476 8 0.168 7.163150e+00 341.10237
#> 477 1 0.168 7.328177e+00 43.62010
#> 478 1 0.150 6.543015e+00 43.62010
#> 479 2 0.134 5.713465e+00 85.27559
#> 480 1 0.106 4.519606e+00 42.63780
#> 481 NA 0.090 3.961031e+00 0.00000
#> 482 2 0.088 3.843458e+00 87.35132
#> 483 NA 0.070 3.053407e+00 0.00000
#> 484 2 0.066 2.882593e+00 87.35132
#> 485 1 0.062 2.704446e+00 43.62010
#> 486 1 0.052 2.271134e+00 43.67566
#> 487 1 0.026 1.134123e+00 43.62010
#> 488 1 0.022 9.596420e-01 43.62010
#> 489 1 0.016 6.988110e-01 43.67566
#> 490 1 0.010 4.263780e-01 42.63780
#> 491 1 0.008 3.520920e-01 44.01145
#> 492 1 0.004 1.760460e-01 44.01145
#>
#> $catch$`2012`
#> haul scientific_name common_name station count
#> 318 6 Lepidopsetta bilineata southern rock sole 321-74 310
#> 319 6 Gadus chalcogrammus walleye pollock 321-74 60
#> 320 4 Gadus chalcogrammus walleye pollock 326-76 76
#> 321 6 Hippoglossus stenolepis Pacific halibut 321-74 80
#> 322 7 Lepidopsetta polyxystra northern rock sole 320-73 82
#> 323 6 Lepidopsetta polyxystra northern rock sole 321-74 51
#> 324 1 Gadus macrocephalus Pacific cod 326-76 17
#> 325 7 Lepidopsetta bilineata southern rock sole 320-73 49
#> 326 6 Gadus macrocephalus Pacific cod 321-74 16
#> 327 1 Hippoglossus stenolepis Pacific halibut 320-74 25
#> 328 7 Hippoglossus stenolepis Pacific halibut 320-74 15
#> 329 4 Lepidopsetta polyxystra northern rock sole 326-76 29
#> 330 6 Atheresthes stomias arrowtooth flounder 321-74 15
#> 331 7 Hippoglossus stenolepis Pacific halibut 320-73 18
#> 332 1 Lepidopsetta polyxystra northern rock sole 326-76 26
#> 333 1 Lepidopsetta polyxystra northern rock sole 320-74 17
#> 334 1 Hemilepidotus jordani yellow Irish lord 326-76 18
#> 335 1 Atheresthes stomias arrowtooth flounder 326-76 15
#> 336 4 Hippoglossus stenolepis Pacific halibut 326-76 11
#> 337 1 Gadus macrocephalus Pacific cod 320-74 6
#> 338 4 Atheresthes stomias arrowtooth flounder 326-76 15
#> 339 7 Atheresthes stomias arrowtooth flounder 320-74 8
#> 340 1 Atheresthes stomias arrowtooth flounder 320-74 20
#> 341 7 Atheresthes stomias arrowtooth flounder 320-73 7
#> 342 4 Gadus macrocephalus Pacific cod 326-76 4
#> 343 6 Hippoglossoides elassodon flathead sole 321-74 7
#> 344 7 Glyptocephalus zachirus rex sole 320-74 6
#> 345 4 Hippoglossoides elassodon flathead sole 326-76 8
#> 346 1 Gadus chalcogrammus walleye pollock 320-74 2
#> 347 7 Gadus macrocephalus Pacific cod 320-73 4
#> 348 1 Lepidopsetta bilineata southern rock sole 320-74 4
#> 349 7 Pleurogrammus monopterygius Atka mackerel 320-73 2
#> 350 7 Hemilepidotus jordani yellow Irish lord 320-74 3
#> 351 4 Pleurogrammus monopterygius Atka mackerel 326-76 2
#> 352 7 Gadus chalcogrammus walleye pollock 320-74 2
#> 353 1 Glyptocephalus zachirus rex sole 320-74 4
#> 354 1 Pleurogrammus monopterygius Atka mackerel 326-76 2
#> 355 7 Lepidopsetta polyxystra northern rock sole 320-74 2
#> 356 1 Gadus chalcogrammus walleye pollock 326-76 1
#> 357 1 Porifera sponge unid. 326-76 NA
#> 358 7 Gadus macrocephalus Pacific cod 320-74 1
#> 359 4 Hemilepidotus jordani yellow Irish lord 326-76 2
#> 360 6 Berryteuthis magister magistrate armhook squid 321-74 5
#> 361 1 Hippoglossus stenolepis Pacific halibut 326-76 2
#> 362 7 Hemilepidotus jordani yellow Irish lord 320-73 1
#> 363 1 Hemilepidotus jordani yellow Irish lord 320-74 2
#> 364 1 Ascidiacea tunicate unid. 326-76 21
#> 365 6 Hemilepidotus jordani yellow Irish lord 321-74 1
#> 366 7 Hippoglossoides elassodon flathead sole 320-74 2
#> 367 1 Hippoglossoides elassodon flathead sole 326-76 2
#> 368 7 Berryteuthis magister magistrate armhook squid 320-74 3
#> 369 4 Lepidopsetta bilineata southern rock sole 326-76 1
#> 370 7 Atheresthes evermanni Kamchatka flounder 320-73 2
#> 371 1 Berryteuthis magister magistrate armhook squid 326-76 2
#> 372 7 Hemilepidotus hemilepidotus red Irish lord 320-73 1
#> 373 1 Hippoglossoides elassodon flathead sole 320-74 1
#> 374 4 Gymnocanthus galeatus armorhead sculpin 326-76 1
#> 375 1 Berryteuthis magister magistrate armhook squid 320-74 1
#> 376 4 Berryteuthis magister magistrate armhook squid 326-76 1
#> 377 1 Atheresthes evermanni Kamchatka flounder 326-76 1
#> 378 7 Ascidiacea tunicate unid. 320-73 1
#> 379 4 Gorgonocephalus eucnemis basketstar 326-76 1
#> 380 4 Triglops forficatus scissortail sculpin 326-76 3
#> 381 4 Atheresthes evermanni Kamchatka flounder 326-76 2
#> 382 1 Modiolus modiolus northern horsemussel 326-76 4
#> 383 1 Bathymaster signatus searcher 326-76 1
#> 384 1 Actiniaria sea anemone unid. 326-76 2
#> 385 6 Gorgonocephalus eucnemis basketstar 321-74 1
#> 386 1 Elassochirus cavimanus purple hermit 326-76 3
#> 387 1 Actiniaria sea anemone unid. 320-74 2
#> 388 7 Gorgonocephalus eucnemis basketstar 320-74 1
#> 389 1 Sebastes alutus Pacific ocean perch 326-76 2
#> 390 1 Bryozoa bryozoan unid. 326-76 NA
#> 391 4 Thaliacea salp unid. 326-76 1
#> 392 7 Triglops scepticus spectacled sculpin 320-74 2
#> 393 1 Pagurus ochotensis Alaskan hermit 326-76 3
#> 394 1 Pagurus confragosus knobbyhand hermit 326-76 1
#> 395 1 Triglops forficatus scissortail sculpin 326-76 1
#> 396 1 Pennatuloidea sea whip or sea pen unid. 326-76 1
#> 397 1 Scyphozoa jellyfish unid. 320-74 1
#> 398 1 Sarritor frenatus sawback poacher 326-76 1
#> 399 1 Triglops scepticus spectacled sculpin 326-76 1
#> 400 1 Lethasterias nanimensis blackspined sea star 326-76 1
#> 401 6 Cheiraster dawsoni fragile sea star 321-74 1
#> 402 1 Hyas lyratus Pacific lyre crab 326-76 3
#> 403 7 Gadus chalcogrammus walleye pollock 320-73 1
#> 404 7 Porifera sponge unid. 320-73 NA
#> 405 1 Pagurus aleuticus Aleutian hermit 326-76 1
#> 406 1 Nudibranchia nudibranch unid. 326-76 1
#> 407 7 Ascidiacea tunicate unid. 320-74 3
#> 408 6 Pagurus aleuticus Aleutian hermit 321-74 1
#> 409 1 Ophiuroidea brittlestar unid. 326-76 3
#> 410 1 Cheiraster dawsoni fragile sea star 326-76 1
#> 411 1 Brachiopoda lampshell unid. 326-76 1
#> 412 1 Eumicrotremus sp. spiny lumpsuckers 326-76 2
#> 413 1 Ophiuroidea brittlestar unid. 320-74 1
#> 414 1 Porifera sponge unid. 320-74 NA
#> 415 7 Bulbus fragilis fragile moonsnail 320-73 1
#> 416 1 Isopoda isopod unid. 326-76 1
#> weight_kg cpue_kgkm2 cpue_nokm2
#> 318 266.120 11732.310055 13666.82744
#> 319 99.810 4400.277569 2645.19241
#> 320 68.020 3199.438570 3574.79170
#> 321 57.449 2532.727643 3526.92321
#> 322 47.540 2076.651323 3581.93960
#> 323 34.780 1533.329865 2248.41355
#> 324 29.110 1295.747314 756.70575
#> 325 28.570 1248.000175 2140.42732
#> 326 20.500 903.774072 705.38464
#> 327 20.490 947.837132 1156.46307
#> 328 17.956 795.845365 664.82961
#> 329 12.690 596.896140 1364.06525
#> 330 11.450 504.790884 661.29810
#> 331 11.422 498.937977 786.27942
#> 332 10.610 472.273411 1157.31467
#> 333 9.930 459.347131 786.39489
#> 334 9.560 425.535703 801.21785
#> 335 9.300 413.962556 667.68154
#> 336 8.163 383.960850 517.40406
#> 337 7.590 351.102188 277.55114
#> 338 6.380 300.094356 705.55099
#> 339 6.040 267.704723 354.57579
#> 340 4.780 221.115739 925.17046
#> 341 4.700 205.306294 305.77533
#> 342 4.620 217.309706 188.14693
#> 343 4.430 195.303373 308.60578
#> 344 3.900 172.855698 265.93184
#> 345 3.670 172.624810 376.29386
#> 346 3.460 160.054489 92.51705
#> 347 3.450 150.703556 174.72876
#> 348 3.250 150.340199 185.03409
#> 349 2.930 127.988817 87.36438
#> 350 2.496 110.627647 132.96592
#> 351 2.210 103.951180 94.07347
#> 352 1.946 86.250561 88.64395
#> 353 1.772 81.970102 185.03409
#> 354 1.710 76.115696 89.02421
#> 355 1.608 71.269734 88.64395
#> 356 1.540 68.548638 44.51210
#> 357 1.505 66.990715 0.00000
#> 358 1.450 64.266862 44.32197
#> 359 1.400 65.851426 94.07347
#> 360 1.372 60.486733 220.43270
#> 361 1.107 49.274898 89.02421
#> 362 0.962 42.022267 43.68219
#> 363 0.926 42.835392 92.51705
#> 364 0.916 40.773086 934.75416
#> 365 0.774 34.122982 44.08654
#> 366 0.745 33.019871 88.64395
#> 367 0.640 28.487746 89.02421
#> 368 0.604 26.770472 132.96592
#> 369 0.604 28.410187 47.03673
#> 370 0.515 22.496328 87.36438
#> 371 0.495 22.033491 89.02421
#> 372 0.390 17.036054 43.68219
#> 373 0.328 15.172795 46.25852
#> 374 0.312 14.675461 47.03673
#> 375 0.274 12.674835 46.25852
#> 376 0.262 12.323624 47.03673
#> 377 0.234 10.415832 44.51210
#> 378 0.222 9.697446 43.68219
#> 379 0.210 9.877714 47.03673
#> 380 0.196 9.219200 141.11020
#> 381 0.180 8.466612 94.07347
#> 382 0.180 8.012179 178.04841
#> 383 0.132 5.875598 44.51210
#> 384 0.120 5.341452 89.02421
#> 385 0.110 4.849519 44.08654
#> 386 0.100 4.451210 133.53631
#> 387 0.084 3.885716 92.51705
#> 388 0.078 3.457114 44.32197
#> 389 0.074 3.293896 89.02421
#> 390 0.070 3.115847 0.00000
#> 391 0.070 3.292571 47.03673
#> 392 0.056 2.482031 88.64395
#> 393 0.055 2.448166 133.53631
#> 394 0.055 2.448166 44.51210
#> 395 0.052 2.314629 44.51210
#> 396 0.050 2.225605 44.51210
#> 397 0.048 2.220409 46.25852
#> 398 0.048 2.136581 44.51210
#> 399 0.032 1.424387 44.51210
#> 400 0.030 1.335363 44.51210
#> 401 0.028 1.234423 44.08654
#> 402 0.025 1.112803 133.53631
#> 403 0.024 1.048373 43.68219
#> 404 0.020 0.873644 0.00000
#> 405 0.015 0.667682 44.51210
#> 406 0.015 0.667682 44.51210
#> 407 0.014 0.620508 132.96592
#> 408 0.012 0.529038 44.08654
#> 409 0.010 0.445121 133.53631
#> 410 0.010 0.445121 44.51210
#> 411 0.010 0.445121 44.51210
#> 412 0.010 0.445121 89.02421
#> 413 0.008 0.370068 46.25852
#> 414 0.008 0.370068 0.00000
#> 415 0.005 0.218411 43.68219
#> 416 0.005 0.222561 44.51210
#>
#> $catch$`2014`
#> haul scientific_name common_name station count
#> 210 3 Pleurogrammus monopterygius Atka mackerel 320-74 142
#> 211 3 Atheresthes stomias arrowtooth flounder 320-74 129
#> 212 6 Lepidopsetta polyxystra northern rock sole 320-74 298
#> 213 3 Lepidopsetta polyxystra northern rock sole 320-74 172
#> 214 1 Hippoglossoides elassodon flathead sole 321-74 129
#> 215 5 Gadus macrocephalus Pacific cod 326-76 74
#> 216 1 Lepidopsetta bilineata southern rock sole 321-74 66
#> 217 1 Gadus macrocephalus Pacific cod 321-74 16
#> 218 6 Gadus macrocephalus Pacific cod 320-74 11
#> 219 6 Lepidopsetta bilineata southern rock sole 320-74 34
#> 220 3 Gadus macrocephalus Pacific cod 320-74 39
#> 221 3 Hippoglossus stenolepis Pacific halibut 320-74 11
#> 222 3 Enteroctopus dofleini giant octopus 320-74 3
#> 223 3 Gadus chalcogrammus walleye pollock 320-74 15
#> 224 3 Sebastes variabilis dusky rockfish 320-74 22
#> 225 1 Atheresthes stomias arrowtooth flounder 321-74 99
#> 226 3 Hemilepidotus jordani yellow Irish lord 320-74 18
#> 227 5 Atheresthes stomias arrowtooth flounder 326-76 35
#> 228 5 Lepidopsetta polyxystra northern rock sole 326-76 37
#> 229 6 Hippoglossus stenolepis Pacific halibut 320-74 11
#> 230 5 Hemilepidotus jordani yellow Irish lord 326-76 20
#> 231 3 Sebastes polyspinis northern rockfish 320-74 17
#> 232 5 Hippoglossus stenolepis Pacific halibut 326-76 7
#> 233 1 Enteroctopus dofleini giant octopus 321-74 1
#> 234 1 Actiniaria sea anemone unid. 321-74 39
#> 235 3 Atheresthes evermanni Kamchatka flounder 320-74 10
#> 236 3 Hippoglossoides elassodon flathead sole 320-74 10
#> 237 3 Glyptocephalus zachirus rex sole 320-74 7
#> 238 1 Hippoglossus stenolepis Pacific halibut 321-74 4
#> 239 6 Anarrhichthys ocellatus wolf-eel 320-74 1
#> 240 1 Gadus chalcogrammus walleye pollock 321-74 2
#> 241 3 Sebastes alutus Pacific ocean perch 320-74 8
#> 242 1 Porifera sponge unid. 321-74 NA
#> 243 3 Lepidopsetta bilineata southern rock sole 320-74 3
#> 244 5 Hippoglossoides elassodon flathead sole 326-76 3
#> 245 1 Lepidopsetta polyxystra northern rock sole 321-74 4
#> 246 3 Bathyraja taranetzi mud skate 320-74 1
#> 247 5 Pleurogrammus monopterygius Atka mackerel 326-76 2
#> 248 5 Hemitripterus bolini bigmouth sculpin 326-76 2
#> 249 5 Triglops forficatus scissortail sculpin 326-76 12
#> 250 6 Atheresthes stomias arrowtooth flounder 320-74 9
#> 251 6 Aptocyclus ventricosus smooth lumpsucker 320-74 1
#> 252 6 Hemilepidotus jordani yellow Irish lord 320-74 1
#> 253 5 Lepidopsetta bilineata southern rock sole 326-76 1
#> 254 5 Atheresthes evermanni Kamchatka flounder 326-76 2
#> 255 3 Sebastes melanostictus blackspotted rockfish 320-74 1
#> 256 3 Malacocottus zonurus darkfin sculpin 320-74 1
#> 257 5 Porifera sponge unid. 326-76 NA
#> 258 6 Hippoglossoides elassodon flathead sole 320-74 1
#> 259 1 Pleurogrammus monopterygius Atka mackerel 321-74 1
#> 260 1 Thaliacea salp unid. 321-74 NA
#> 261 3 Holothuroidea sea cucumber unid. 320-74 11
#> 262 3 Pagurus brandti sponge hermit 320-74 17
#> 263 3 Porifera sponge unid. 320-74 1
#> 264 5 Gadus chalcogrammus walleye pollock 326-76 2
#> 265 1 Polychaeta polychaete worm unid. 321-74 NA
#> 266 5 Modiolus modiolus northern horsemussel 326-76 1
#> 267 3 Lethasterias nanimensis blackspined sea star 320-74 1
#> 268 3 Actiniaria sea anemone unid. 320-74 3
#> 269 3 Elassochirus cavimanus purple hermit 320-74 10
#> 270 5 Sebastes alutus Pacific ocean perch 326-76 2
#> 271 3 Scyphozoa jellyfish unid. 320-74 NA
#> 272 3 Sebastes ciliatus dark rockfish 320-74 1
#> 273 6 Crystallichthys cyclospilus blotched snailfish 320-74 1
#> 274 5 Scyphozoa jellyfish unid. 326-76 1
#> 275 3 Pagurus cornutus hornyhand hermit 320-74 5
#> 276 3 Solaster dawsoni morning sun sea star 320-74 1
#> 277 6 Ophiuroidea brittlestar unid. 320-74 16
#> 278 1 Atheresthes evermanni Kamchatka flounder 321-74 4
#> 279 3 Ophiuroidea brittlestar unid. 320-74 17
#> 280 3 Pagurus confragosus knobbyhand hermit 320-74 7
#> 281 6 Porifera sponge unid. 320-74 NA
#> 282 6 Gymnocanthus galeatus armorhead sculpin 320-74 2
#> 283 3 Hyas lyratus Pacific lyre crab 320-74 7
#> 284 3 Triglops scepticus spectacled sculpin 320-74 4
#> 285 1 Ophiuroidea brittlestar unid. 321-74 25
#> 286 3 Ascidiacea tunicate unid. 320-74 1
#> 287 5 Crystallichthys cyclospilus blotched snailfish 326-76 1
#> 288 1 Podothecus accipenserinus sturgeon poacher 321-74 1
#> 289 6 Holothuroidea sea cucumber unid. 320-74 2
#> 290 5 Ceramaster japonicus red bat star 326-76 1
#> 291 5 Hyas lyratus Pacific lyre crab 326-76 1
#> 292 3 Diplopteraster multipes pincushion sea star 320-74 1
#> 293 1 Elassochirus cavimanus purple hermit 321-74 1
#> 294 6 Actiniaria sea anemone unid. 320-74 3
#> 295 5 Elassochirus cavimanus purple hermit 326-76 1
#> 296 1 Hyas lyratus Pacific lyre crab 321-74 1
#> 297 5 Nudibranchia nudibranch unid. 326-76 1
#> 298 5 Pseudarchaster parelii scarlet sea star 326-76 1
#> 299 6 Elassochirus tenuimanus widehand hermit crab 320-74 2
#> 300 1 Pagurus brandti sponge hermit 321-74 2
#> 301 3 Cheiraster dawsoni fragile sea star 320-74 2
#> 302 3 Castaneobuccinum castaneum chestnut whelk 320-74 1
#> 303 6 Polychaeta polychaete worm unid. 320-74 1
#> 304 5 Aptocyclus ventricosus smooth lumpsucker 326-76 3
#> 305 1 Modiolus modiolus northern horsemussel 321-74 1
#> 306 6 Ceramaster arcticus Arctic bat sea star 320-74 1
#> 307 6 Hyas lyratus Pacific lyre crab 320-74 1
#> 308 5 Pedicellaster magister majestic sea star 326-76 1
#> 309 3 Keenocardium blandum low-rib cockle 320-74 1
#> 310 3 Polychaeta polychaete worm unid. 320-74 2
#> 311 3 Labidochirus splendescens splendid hermit 320-74 1
#> 312 1 Scyphozoa jellyfish unid. 321-74 1
#> 313 1 Rhamphocottus richardsonii grunt sculpin 321-74 1
#> 314 6 Bryozoa bryozoan unid. 320-74 NA
#> 315 3 Paguridae hermit crab unid. 320-74 3
#> 316 1 Bryozoa bryozoan unid. 321-74 NA
#> 317 5 Hydroidolina hydroid unid. 326-76 NA
#> weight_kg cpue_kgkm2 cpue_nokm2
#> 210 214.240 8637.949677 5725.30272
#> 211 129.014 5201.719752 5201.15528
#> 212 126.552 5725.758380 13482.80546
#> 213 110.220 4443.963842 6934.87371
#> 214 97.520 4081.346355 5398.82773
#> 215 67.910 3286.122879 3580.81421
#> 216 62.090 2598.552043 2762.19093
#> 217 38.570 1614.207639 669.62204
#> 218 36.530 1652.774777 497.68745
#> 219 32.038 1449.537320 1538.30666
#> 220 28.920 1166.026441 1572.44230
#> 221 28.484 1148.447342 443.50937
#> 222 26.480 1067.648000 120.95710
#> 223 19.220 774.931818 604.78550
#> 224 17.860 720.097933 887.01873
#> 225 15.930 666.692447 4143.28640
#> 226 13.590 547.935661 725.74260
#> 227 13.480 652.288859 1693.62834
#> 228 11.940 577.769212 1790.40711
#> 229 11.383 515.016022 497.68745
#> 230 11.180 540.993282 967.78762
#> 231 11.150 449.557220 685.42357
#> 232 10.763 520.814910 338.72567
#> 233 10.250 428.976622 41.85138
#> 234 9.998 418.430074 1632.20373
#> 235 6.080 245.139722 403.19033
#> 236 5.780 233.044012 403.19033
#> 237 5.670 228.608918 282.23323
#> 238 5.228 218.799003 167.40551
#> 239 4.480 202.694525 45.24431
#> 240 4.020 168.242538 83.70275
#> 241 3.680 148.374042 322.55227
#> 242 3.276 137.105113 0.00000
#> 243 2.790 112.490103 120.95710
#> 244 2.260 109.360002 145.16814
#> 245 2.008 84.037566 167.40551
#> 246 1.722 69.429375 40.31903
#> 247 1.680 81.294160 96.77876
#> 248 1.620 78.390798 96.77876
#> 249 1.288 62.325523 580.67258
#> 250 1.216 55.017085 407.19882
#> 251 1.110 50.221188 45.24431
#> 252 0.992 44.882359 45.24431
#> 253 0.920 44.518231 48.38938
#> 254 0.840 40.647080 96.77876
#> 255 0.770 31.045656 40.31903
#> 256 0.732 29.513532 40.31903
#> 257 0.632 30.582089 0.00000
#> 258 0.618 27.960986 45.24431
#> 259 0.580 24.273799 41.85138
#> 260 0.564 23.604177 0.00000
#> 261 0.440 17.740375 443.50937
#> 262 0.364 14.676128 685.42357
#> 263 0.348 14.031024 40.31903
#> 264 0.304 14.710372 96.77876
#> 265 0.296 12.388008 0.00000
#> 266 0.284 13.742584 48.38938
#> 267 0.274 11.047415 40.31903
#> 268 0.270 10.886139 120.95710
#> 269 0.240 9.676568 403.19033
#> 270 0.236 11.419894 96.77876
#> 271 0.200 8.063807 0.00000
#> 272 0.198 7.983169 40.31903
#> 273 0.178 8.053488 45.24431
#> 274 0.168 8.129416 48.38938
#> 275 0.156 6.289769 201.59517
#> 276 0.136 5.483389 40.31903
#> 277 0.132 5.972249 723.90902
#> 278 0.126 5.273274 167.40551
#> 279 0.116 4.677008 685.42357
#> 280 0.110 4.435094 282.23323
#> 281 0.106 4.795897 0.00000
#> 282 0.104 4.705409 90.48863
#> 283 0.100 4.031903 282.23323
#> 284 0.098 3.951265 161.27613
#> 285 0.098 4.101435 1046.28444
#> 286 0.088 3.548075 40.31903
#> 287 0.084 4.064708 48.38938
#> 288 0.076 3.180705 41.85138
#> 289 0.060 2.714659 90.48863
#> 290 0.060 2.903363 48.38938
#> 291 0.058 2.806584 48.38938
#> 292 0.054 2.177228 40.31903
#> 293 0.050 2.092569 41.85138
#> 294 0.048 2.171727 135.73294
#> 295 0.042 2.032354 48.38938
#> 296 0.036 1.506650 41.85138
#> 297 0.036 1.742018 48.38938
#> 298 0.034 1.645239 48.38938
#> 299 0.032 1.447818 90.48863
#> 300 0.030 1.255541 83.70275
#> 301 0.022 0.887019 80.63807
#> 302 0.018 0.725743 40.31903
#> 303 0.018 0.814398 45.24431
#> 304 0.018 0.871009 145.16814
#> 305 0.016 0.669622 41.85138
#> 306 0.014 0.633420 45.24431
#> 307 0.010 0.452443 45.24431
#> 308 0.010 0.483894 48.38938
#> 309 0.008 0.322552 40.31903
#> 310 0.008 0.322552 80.63807
#> 311 0.006 0.241914 40.31903
#> 312 0.006 0.251108 41.85138
#> 313 0.004 0.167406 41.85138
#> 314 0.002 0.090489 0.00000
#> 315 0.002 0.080638 120.95710
#> 316 0.002 0.083703 0.00000
#> 317 0.002 0.096779 0.00000
#>
#> $catch$`2016`
#> haul scientific_name common_name station
#> 135 3 Gadus macrocephalus Pacific cod 320-73
#> 136 7 Atheresthes stomias arrowtooth flounder 320-74
#> 137 3 Hippoglossus stenolepis Pacific halibut 320-73
#> 138 5 Hippoglossoides elassodon flathead sole 320-74
#> 139 5 Lepidopsetta bilineata southern rock sole 320-74
#> 140 3 Lepidopsetta bilineata southern rock sole 320-73
#> 141 3 Lepidopsetta polyxystra northern rock sole 320-73
#> 142 5 Hippoglossus stenolepis Pacific halibut 320-74
#> 143 4 Hippoglossoides elassodon flathead sole 324-73
#> 144 7 Gadus macrocephalus Pacific cod 320-74
#> 145 4 Atheresthes stomias arrowtooth flounder 324-73
#> 146 7 Lepidopsetta polyxystra northern rock sole 320-74
#> 147 3 Atheresthes stomias arrowtooth flounder 320-73
#> 148 7 Hippoglossus stenolepis Pacific halibut 320-74
#> 149 4 Hippoglossus stenolepis Pacific halibut 324-73
#> 150 7 Enteroctopus dofleini giant octopus 320-74
#> 151 5 Lepidopsetta polyxystra northern rock sole 320-74
#> 152 4 Anoplopoma fimbria sablefish 324-73
#> 153 4 Gadus chalcogrammus walleye pollock 324-73
#> 154 4 Lepidopsetta bilineata southern rock sole 324-73
#> 155 5 Atheresthes stomias arrowtooth flounder 320-74
#> 156 4 Parophrys vetulus English sole 324-73
#> 157 4 Glyptocephalus zachirus rex sole 324-73
#> 158 5 Gadus macrocephalus Pacific cod 320-74
#> 159 3 Anarrhichthys ocellatus wolf-eel 320-73
#> 160 4 Enteroctopus dofleini giant octopus 324-73
#> 161 4 Myoxocephalus polyacanthocephalus great sculpin 324-73
#> 162 3 Clupea pallasii Pacific herring 320-73
#> 163 7 Hemilepidotus jordani yellow Irish lord 320-74
#> 164 3 Pleurogrammus monopterygius Atka mackerel 320-73
#> 165 7 Glyptocephalus zachirus rex sole 320-74
#> 166 5 Hemilepidotus jordani yellow Irish lord 320-74
#> 167 7 Lepidopsetta bilineata southern rock sole 320-74
#> 168 4 Gadus macrocephalus Pacific cod 324-73
#> 169 7 Atheresthes evermanni Kamchatka flounder 320-74
#> 170 3 Hemilepidotus jordani yellow Irish lord 320-73
#> 171 5 Pycnopodia helianthoides sunflower sea star 320-74
#> 172 4 Gorgonocephalus eucnemis basketstar 324-73
#> 173 4 Thaliacea salp unid. 324-73
#> 174 3 Hippoglossoides elassodon flathead sole 320-73
#> 175 5 Pleurogrammus monopterygius Atka mackerel 320-74
#> 176 7 Sebastes polyspinis northern rockfish 320-74
#> 177 5 Gadus chalcogrammus walleye pollock 320-74
#> 178 7 Hippoglossoides elassodon flathead sole 320-74
#> 179 4 Atheresthes evermanni Kamchatka flounder 324-73
#> 180 4 Podothecus accipenserinus sturgeon poacher 324-73
#> 181 3 Pennatuloidea sea whip or sea pen unid. 320-73
#> 182 5 Gorgonocephalus eucnemis basketstar 320-74
#> 183 4 Sebastes polyspinis northern rockfish 324-73
#> 184 7 Pagurus trigonocheirus fuzzy hermit crab 320-74
#> 185 7 Thaliacea salp unid. 320-74
#> 186 4 Bathymaster signatus searcher 324-73
#> 187 7 Elassochirus cavimanus purple hermit 320-74
#> 188 4 Pagurus confragosus knobbyhand hermit 324-73
#> 189 7 Modiolus modiolus northern horsemussel 320-74
#> 190 5 Thaliacea salp unid. 320-74
#> 191 3 Ammodytes sp. sand lance unid. 320-73
#> 192 4 Pagurus aleuticus Aleutian hermit 324-73
#> 193 7 Pagurus confragosus knobbyhand hermit 320-74
#> 194 4 Porifera sponge unid. 324-73
#> 195 7 Ceramaster patagonicus orange bat sea star 320-74
#> 196 3 Gorgonocephalus eucnemis basketstar 320-73
#> 197 4 Polychaeta polychaete worm unid. 324-73
#> 198 5 Rajiformes egg case skate egg case unid. 320-74
#> 199 7 Bryozoa bryozoan unid. 320-74
#> 200 4 Nudibranchia nudibranch unid. 324-73
#> 201 5 Ophiuroidea brittlestar unid. 320-74
#> 202 3 Ophiuroidea brittlestar unid. 320-73
#> 203 7 Actiniaria sea anemone unid. 320-74
#> 204 4 Rajiformes egg case skate egg case unid. 324-73
#> 205 7 Hyas lyratus Pacific lyre crab 320-74
#> 206 4 Actiniaria sea anemone unid. 324-73
#> 207 4 Labidochirus splendescens splendid hermit 324-73
#> 208 7 Rajiformes egg case skate egg case unid. 320-74
#> 209 7 Ascidiacea tunicate unid. 320-74
#> count weight_kg cpue_kgkm2 cpue_nokm2
#> 135 243 343.340 14793.441181 10470.10604
#> 136 291 136.844 6214.554539 13215.30627
#> 137 133 118.374 5100.363507 5730.55186
#> 138 78 67.768 3050.003623 3510.51060
#> 139 69 62.926 2832.081926 3105.45169
#> 140 90 59.940 2582.626156 3877.81705
#> 141 103 33.600 1447.718366 4437.94618
#> 142 31 28.166 1267.654380 1395.20293
#> 143 133 23.320 950.181635 5419.13196
#> 144 10 20.740 941.874405 454.13424
#> 145 54 20.212 823.545077 2200.24907
#> 146 41 20.080 911.901546 1861.95037
#> 147 27 17.950 773.409067 1163.34512
#> 148 12 15.040 683.017891 544.96108
#> 149 11 10.780 439.234907 448.19888
#> 150 2 10.220 464.125189 90.82685
#> 151 26 9.904 445.744834 1170.17020
#> 152 11 8.980 365.893271 448.19888
#> 153 10 8.680 353.669665 407.45353
#> 154 6 8.620 351.224944 244.47212
#> 155 8 8.320 374.454464 360.05237
#> 156 6 7.000 285.217472 244.47212
#> 157 29 6.612 269.408275 1181.61524
#> 158 4 6.080 273.639801 180.02618
#> 159 1 5.900 254.212451 43.08686
#> 160 1 5.562 226.625654 40.74535
#> 161 1 4.960 202.096951 40.74535
#> 162 10 4.320 186.135218 430.86856
#> 163 6 3.920 178.020621 272.48054
#> 164 5 3.870 166.746133 215.43428
#> 165 7 3.340 151.680835 317.89396
#> 166 2 2.540 114.316627 90.01309
#> 167 2 2.468 112.080329 90.82685
#> 168 2 2.240 91.269591 81.49071
#> 169 8 1.672 75.931244 363.30739
#> 170 1 1.332 57.391692 43.08686
#> 171 1 1.320 59.408641 45.00655
#> 172 4 1.182 48.161007 162.98141
#> 173 NA 1.072 43.679019 0.00000
#> 174 1 0.946 40.760166 43.08686
#> 175 1 0.910 40.955957 45.00655
#> 176 2 0.863 39.191785 90.82685
#> 177 1 0.754 33.934936 45.00655
#> 178 1 0.648 29.427898 45.41342
#> 179 5 0.416 16.950067 203.72677
#> 180 4 0.360 14.668327 162.98141
#> 181 NA 0.258 11.116409 0.00000
#> 182 1 0.236 10.621545 45.00655
#> 183 1 0.198 8.067580 40.74535
#> 184 5 0.186 8.446897 227.06712
#> 185 NA 0.172 7.811109 0.00000
#> 186 1 0.152 6.193294 40.74535
#> 187 5 0.148 6.721187 227.06712
#> 188 5 0.142 5.785840 203.72677
#> 189 1 0.090 4.087208 45.41342
#> 190 NA 0.088 3.960576 0.00000
#> 191 2 0.080 3.446948 86.17371
#> 192 3 0.066 2.689193 122.23606
#> 193 2 0.060 2.724805 90.82685
#> 194 NA 0.060 2.444721 0.00000
#> 195 1 0.058 2.633979 45.41342
#> 196 1 0.056 2.412864 43.08686
#> 197 NA 0.054 2.200249 0.00000
#> 198 4 0.048 2.160314 180.02618
#> 199 NA 0.044 1.998191 0.00000
#> 200 1 0.036 1.466833 40.74535
#> 201 6 0.032 1.440209 270.03928
#> 202 5 0.020 0.861737 215.43428
#> 203 1 0.020 0.908268 45.41342
#> 204 NA 0.020 0.814907 0.00000
#> 205 2 0.018 0.817442 90.82685
#> 206 1 0.016 0.651926 40.74535
#> 207 1 0.008 0.325963 40.74535
#> 208 NA 0.004 0.181654 0.00000
#> 209 NA 0.002 0.090827 0.00000
#>
#> $catch$`2018`
#> haul scientific_name common_name station
#> 54 2 Gadus chalcogrammus walleye pollock 325-76
#> 55 9 Atheresthes stomias arrowtooth flounder 320-74
#> 56 1 Gadus chalcogrammus walleye pollock 324-73
#> 57 2 Porifera sponge unid. 325-76
#> 58 1 Atheresthes stomias arrowtooth flounder 324-73
#> 59 9 Lepidopsetta polyxystra northern rock sole 320-74
#> 60 2 Sebastes polyspinis northern rockfish 325-76
#> 61 2 Gadus macrocephalus Pacific cod 325-76
#> 62 9 Gadus chalcogrammus walleye pollock 320-74
#> 63 9 Gadus macrocephalus Pacific cod 320-74
#> 64 2 Atheresthes stomias arrowtooth flounder 325-76
#> 65 9 Hemilepidotus jordani yellow Irish lord 320-74
#> 66 9 Hippoglossus stenolepis Pacific halibut 320-74
#> 67 9 Bathyraja aleutica Aleutian skate 320-74
#> 68 1 Hippoglossus stenolepis Pacific halibut 324-73
#> 69 9 Sebastes alutus Pacific ocean perch 320-74
#> 70 1 Gadus macrocephalus Pacific cod 324-73
#> 71 2 Lepidopsetta polyxystra northern rock sole 325-76
#> 72 10 Gadus macrocephalus Pacific cod 320-73
#> 73 2 Enteroctopus dofleini giant octopus 325-76
#> 74 10 Hippoglossus stenolepis Pacific halibut 320-73
#> 75 2 Hemilepidotus jordani yellow Irish lord 325-76
#> 76 2 Hexagrammos decagrammus kelp greenling 325-76
#> 77 1 Hippoglossoides elassodon flathead sole 324-73
#> 78 2 Hippoglossus stenolepis Pacific halibut 325-76
#> 79 9 Sebastes polyspinis northern rockfish 320-74
#> 80 9 Glyptocephalus zachirus rex sole 320-74
#> 81 9 Lepidopsetta bilineata southern rock sole 320-74
#> 82 1 Chionoecetes bairdi Tanner crab 324-73
#> 83 1 Glyptocephalus zachirus rex sole 324-73
#> 84 2 Pleurogrammus monopterygius Atka mackerel 325-76
#> 85 9 Enteroctopus dofleini giant octopus 320-74
#> 86 9 Hippoglossoides elassodon flathead sole 320-74
#> 87 10 Anarrhichthys ocellatus wolf-eel 320-73
#> 88 9 Pleurogrammus monopterygius Atka mackerel 320-74
#> 89 10 Lepidopsetta bilineata southern rock sole 320-73
#> 90 1 Arctoraja parmifera Alaska skate 324-73
#> 91 9 Atheresthes evermanni Kamchatka flounder 320-74
#> 92 2 Hippoglossoides elassodon flathead sole 325-76
#> 93 2 Myoxocephalus polyacanthocephalus great sculpin 325-76
#> 94 1 Pycnopodia helianthoides sunflower sea star 324-73
#> 95 2 Lepidopsetta bilineata southern rock sole 325-76
#> 96 2 Sebastes alutus Pacific ocean perch 325-76
#> 97 1 Myoxocephalus polyacanthocephalus great sculpin 324-73
#> 98 1 Bathyraja interrupta Bering skate 324-73
#> 99 2 Sebastes variabilis dusky rockfish 325-76
#> 100 2 Zaprora silenus prowfish 325-76
#> 101 10 Pleurogrammus monopterygius Atka mackerel 320-73
#> 102 2 Holothuroidea sea cucumber unid. 325-76
#> 103 1 Sebastes polyspinis northern rockfish 324-73
#> 104 1 Anoplopoma fimbria sablefish 324-73
#> 105 1 Hemilepidotus jordani yellow Irish lord 324-73
#> 106 2 Bathymaster signatus searcher 325-76
#> 107 10 Atheresthes stomias arrowtooth flounder 320-73
#> 108 1 Scyphozoa jellyfish unid. 324-73
#> 109 1 Thaliacea salp unid. 324-73
#> 110 1 Pagurus ochotensis Alaskan hermit 324-73
#> 111 1 Gorgonocephalus eucnemis basketstar 324-73
#> 112 1 Actiniaria sea anemone unid. 324-73
#> 113 2 Modiolus modiolus northern horsemussel 325-76
#> 114 9 Scyphozoa jellyfish unid. 320-74
#> 115 1 Triglops macellus roughspine sculpin 324-73
#> 116 2 Crystallichthys cyclospilus blotched snailfish 325-76
#> 117 2 Ceramaster patagonicus orange bat sea star 325-76
#> 118 1 Lepidopsetta polyxystra northern rock sole 324-73
#> 119 2 Gorgonocephalus eucnemis basketstar 325-76
#> 120 1 Sarritor frenatus sawback poacher 324-73
#> 121 2 Scyphozoa jellyfish unid. 325-76
#> 122 2 Elassochirus gilli Pacific red hermit 325-76
#> 123 2 Podothecus accipenserinus sturgeon poacher 325-76
#> 124 2 Nudibranchia nudibranch unid. 325-76
#> 125 1 Oregonia gracilis graceful decorator crab 324-73
#> 126 1 Atheresthes evermanni Kamchatka flounder 324-73
#> 127 1 Porifera sponge unid. 324-73
#> 128 2 Pagurus brandti sponge hermit 325-76
#> 129 2 Sarritor frenatus sawback poacher 325-76
#> 130 1 Crossaster papposus rose sea star 324-73
#> 131 1 Pagurus capillatus hairy hermit crab 324-73
#> 132 2 Ophiuroidea brittlestar unid. 325-76
#> 133 2 Elassochirus tenuimanus widehand hermit crab 325-76
#> 134 1 Ciliatocardium ciliatum hairy cockle 324-73
#> count weight_kg cpue_kgkm2 cpue_nokm2
#> 54 1616 1211.290 56195.947836 74971.84960
#> 55 1041 643.495 25096.701051 40599.64070
#> 56 489 399.642 15729.789050 19246.89308
#> 57 NA 322.619 14967.415313 0.00000
#> 58 357 98.418 3873.702911 14051.41274
#> 59 99 50.810 1981.621272 3861.06093
#> 60 88 45.950 2131.780006 4082.62547
#> 61 12 42.680 1980.073355 556.72166
#> 62 35 28.595 1115.222599 1365.02154
#> 63 9 26.500 1033.516310 351.00554
#> 64 33 23.050 1069.369513 1530.98455
#> 65 29 20.740 808.872765 1131.01785
#> 66 9 18.849 735.122601 351.00554
#> 67 1 18.780 732.431559 39.00062
#> 68 11 18.470 726.973651 432.95670
#> 69 40 17.560 684.850808 1560.02462
#> 70 6 15.540 611.649731 236.15820
#> 71 54 13.025 604.274964 2505.24745
#> 72 4 11.950 534.815361 179.01769
#> 73 1 11.130 516.359335 46.39347
#> 74 6 9.534 426.688674 268.52654
#> 75 17 9.350 433.778957 788.68901
#> 76 30 9.346 433.593383 1391.80414
#> 77 37 9.250 364.077221 1456.30888
#> 78 5 9.080 421.252719 231.96736
#> 79 14 8.980 350.225527 546.00862
#> 80 13 7.520 293.284628 507.00800
#> 81 9 7.370 287.434536 351.00554
#> 82 25 6.900 271.581927 983.99249
#> 83 24 6.170 242.849346 944.63279
#> 84 10 5.740 266.298525 463.93471
#> 85 1 5.380 209.823311 39.00062
#> 86 8 4.875 190.128000 312.00492
#> 87 1 4.670 209.003158 44.75442
#> 88 3 4.300 167.702647 117.00185
#> 89 7 4.100 183.493136 313.28096
#> 90 1 3.580 140.907724 39.35970
#> 91 3 2.940 114.661809 117.00185
#> 92 4 2.914 135.190575 185.57388
#> 93 1 2.720 126.190242 46.39347
#> 94 1 2.504 98.556688 39.35970
#> 95 8 2.259 104.802852 371.14777
#> 96 30 2.159 100.163505 1391.80414
#> 97 1 1.890 74.389832 39.35970
#> 98 1 1.850 72.815444 39.35970
#> 99 4 1.632 75.714145 185.57388
#> 100 1 1.592 73.858406 46.39347
#> 101 1 1.140 51.020043 44.75442
#> 102 3 0.994 46.115110 139.18041
#> 103 2 0.990 38.966103 78.71940
#> 104 2 0.974 38.336347 78.71940
#> 105 1 0.880 34.636536 39.35970
#> 106 2 0.756 35.073464 92.78694
#> 107 2 0.730 32.670729 89.50885
#> 108 4 0.576 22.671187 157.43880
#> 109 5 0.452 17.790584 196.79850
#> 110 15 0.442 17.396987 590.39549
#> 111 1 0.430 16.924671 39.35970
#> 112 4 0.394 15.507722 157.43880
#> 113 12 0.375 17.397552 556.72166
#> 114 1 0.295 11.505182 39.00062
#> 115 5 0.292 11.493032 196.79850
#> 116 1 0.222 10.299351 46.39347
#> 117 4 0.200 9.278694 185.57388
#> 118 1 0.174 6.848588 39.35970
#> 119 2 0.145 6.727053 92.78694
#> 120 3 0.140 5.510358 118.07910
#> 121 2 0.095 4.407380 92.78694
#> 122 2 0.085 3.943445 92.78694
#> 123 1 0.072 3.340330 46.39347
#> 124 2 0.055 2.551641 92.78694
#> 125 1 0.042 1.653107 39.35970
#> 126 1 0.042 1.653107 39.35970
#> 127 NA 0.033 1.298870 0.00000
#> 128 2 0.030 1.391804 92.78694
#> 129 1 0.024 1.113443 46.39347
#> 130 1 0.014 0.551036 39.35970
#> 131 1 0.012 0.472316 39.35970
#> 132 2 0.005 0.231967 92.78694
#> 133 1 0.005 0.231967 46.39347
#> 134 1 0.002 0.078719 39.35970
#>
#> $catch$`2022`
#> haul scientific_name common_name station
#> 13 6 Gadus chalcogrammus walleye pollock 324-73
#> 14 5 Gadus chalcogrammus walleye pollock 326-76
#> 15 5 Atheresthes stomias arrowtooth flounder 326-76
#> 16 6 Atheresthes stomias arrowtooth flounder 324-73
#> 17 5 Gadus macrocephalus Pacific cod 326-76
#> 18 5 Hippoglossoides elassodon flathead sole 326-76
#> 19 6 Hippoglossus stenolepis Pacific halibut 324-73
#> 20 6 Enteroctopus dofleini giant octopus 324-73
#> 21 6 Hippoglossoides elassodon flathead sole 324-73
#> 22 5 Hemilepidotus jordani yellow Irish lord 326-76
#> 23 5 Lepidopsetta polyxystra northern rock sole 326-76
#> 24 6 Beringraja binoculata big skate 324-73
#> 25 6 Parophrys vetulus English sole 324-73
#> 26 5 Hippoglossus stenolepis Pacific halibut 326-76
#> 27 6 Glyptocephalus zachirus rex sole 324-73
#> 28 6 Chionoecetes bairdi Tanner crab 324-73
#> 29 6 Pycnopodia helianthoides sunflower sea star 324-73
#> 30 6 Myoxocephalus polyacanthocephalus great sculpin 324-73
#> 31 6 Gadus macrocephalus Pacific cod 324-73
#> 32 5 Myoxocephalus polyacanthocephalus great sculpin 326-76
#> 33 6 Lepidopsetta bilineata southern rock sole 324-73
#> 34 6 Hemilepidotus jordani yellow Irish lord 324-73
#> 35 5 Pleurogrammus monopterygius Atka mackerel 326-76
#> 36 6 Lepidopsetta polyxystra northern rock sole 324-73
#> 37 5 Atheresthes evermanni Kamchatka flounder 326-76
#> 38 6 Microstomus pacificus Dover sole 324-73
#> 39 5 Sebastes alutus Pacific ocean perch 326-76
#> 40 5 Malacocottus zonurus darkfin sculpin 326-76
#> 41 5 Microstomus pacificus Dover sole 326-76
#> 42 5 Sebastes polyspinis northern rockfish 326-76
#> 43 6 Gorgonocephalus eucnemis basketstar 324-73
#> 44 6 Pennatuloidea sea whip or sea pen unid. 324-73
#> 45 6 Porifera sponge unid. 324-73
#> 46 5 Actiniaria sea anemone unid. 326-76
#> 47 5 Triglops forficatus scissortail sculpin 326-76
#> 48 5 Triglops scepticus spectacled sculpin 326-76
#> 49 6 Pagurus trigonocheirus fuzzy hermit crab 324-73
#> 50 5 Modiolus modiolus northern horsemussel 326-76
#> 51 6 Pagurus confragosus knobbyhand hermit 324-73
#> 52 6 Ascidiacea tunicate unid. 324-73
#> 53 6 Triglops macellus roughspine sculpin 324-73
#> count weight_kg cpue_kgkm2 cpue_nokm2
#> 13 1066 715.400 25276.726092 37664.22982
#> 14 620 569.090 22754.334435 24789.90555
#> 15 295 157.540 6299.035033 11795.19700
#> 16 201 134.890 4765.973697 7101.79193
#> 17 47 103.320 4131.117809 1879.23478
#> 18 104 55.660 2225.493779 4158.30674
#> 19 33 50.280 1776.507951 1165.96584
#> 20 2 24.500 865.641305 70.66460
#> 21 96 21.030 743.038230 3391.90062
#> 22 24 18.960 758.091305 959.60925
#> 23 37 16.840 673.325822 1479.39759
#> 24 1 15.560 549.770559 35.33230
#> 25 18 13.171 465.361699 635.98137
#> 26 6 8.480 339.061934 239.90231
#> 27 26 7.860 277.711863 918.63975
#> 28 25 6.400 226.126708 883.30745
#> 29 2 6.300 222.593478 70.66460
#> 30 2 4.865 171.891630 70.66460
#> 31 4 3.870 136.735994 141.32919
#> 32 1 3.085 123.349772 39.98372
#> 33 4 2.975 105.113587 141.32919
#> 34 5 2.940 103.876957 176.66149
#> 35 2 1.980 79.167763 79.96744
#> 36 2 1.455 51.408494 70.66460
#> 37 4 1.380 55.177532 159.93488
#> 38 5 1.280 45.225342 176.66149
#> 39 4 1.105 44.182009 159.93488
#> 40 2 0.975 38.984126 79.96744
#> 41 3 0.915 36.585103 119.95116
#> 42 1 0.860 34.385998 39.98372
#> 43 2 0.835 29.502469 70.66460
#> 44 2 0.480 16.959503 70.66460
#> 45 NA 0.170 6.006491 0.00000
#> 46 1 0.165 6.597314 39.98372
#> 47 1 0.100 3.998372 39.98372
#> 48 2 0.085 3.398616 79.96744
#> 49 1 0.065 2.296599 35.33230
#> 50 1 0.060 2.399023 39.98372
#> 51 1 0.055 1.943276 35.33230
#> 52 NA 0.040 1.413292 0.00000
#> 53 1 0.020 0.706646 35.33230
#>
#> $catch$`2024`
#> haul scientific_name common_name station count
#> 1 6 Atheresthes stomias arrowtooth flounder 321-74 295
#> 2 6 Lepidopsetta bilineata southern rock sole 321-74 156
#> 3 6 Gadus macrocephalus Pacific cod 321-74 11
#> 4 6 Hippoglossus stenolepis Pacific halibut 321-74 18
#> 5 6 Beringraja rhina longnose skate 321-74 1
#> 6 6 Hippoglossoides elassodon flathead sole 321-74 27
#> 7 6 Gadus chalcogrammus walleye pollock 321-74 6
#> 8 6 Scyphozoa jellyfish unid. 321-74 10
#> 9 6 Lepidopsetta polyxystra northern rock sole 321-74 5
#> 10 6 Atheresthes evermanni Kamchatka flounder 321-74 1
#> 11 6 Hydroidolina hydroid unid. 321-74 NA
#> 12 6 Leptocottus armatus Pacific staghorn sculpin 321-74 1
#> weight_kg cpue_kgkm2 cpue_nokm2
#> 1 123.970 3849.731834 9160.85255
#> 2 95.986 2980.724045 4844.38304
#> 3 20.960 650.886337 341.59111
#> 4 19.194 596.045437 558.96727
#> 5 18.650 579.152204 31.05374
#> 6 15.764 489.531117 838.45091
#> 7 7.780 241.598078 186.32243
#> 8 3.396 105.458492 310.53737
#> 9 2.170 67.386610 155.26869
#> 10 0.410 12.732032 31.05374
#> 11 0.360 11.179345 0.00000
#> 12 0.152 4.720168 31.05374
#>
#>
#> $catch_means
#> scientific_name common_name station count
#> 1 Pleurogrammus monopterygius Atka mackerel 326-76 1711.0
#> 2 Gadus chalcogrammus walleye pollock 325-76 1234.3
#> 3 Gadus chalcogrammus walleye pollock 321-74 853.8
#> 4 Gadus chalcogrammus walleye pollock 324-73 404.9
#> 5 Porifera sponge unid. 325-76 NaN
#> 6 Gadus chalcogrammus walleye pollock 326-76 178.5
#> 7 Atheresthes stomias arrowtooth flounder 320-74 221.2
#> 8 Lepidopsetta bilineata southern rock sole 321-74 141.8
#> 9 Lepidopsetta polyxystra northern rock sole 320-73 150.2
#> 10 Atheresthes stomias arrowtooth flounder 321-74 176.7
#> 11 Gadus macrocephalus Pacific cod 325-76 23.0
#> 12 Gadus macrocephalus Pacific cod 320-73 47.3
#> 13 Lepidopsetta bilineata southern rock sole 320-73 78.8
#> 14 Gadus macrocephalus Pacific cod 326-76 30.3
#> 15 Atheresthes stomias arrowtooth flounder 324-73 206.1
#> 16 Pleurogrammus monopterygius Atka mackerel 320-74 40.8
#> 17 Sebastes polyspinis northern rockfish 325-76 88.0
#> 18 Gadus macrocephalus Pacific cod 320-74 22.0
#> 19 Lepidopsetta polyxystra northern rock sole 325-76 108.7
#> 20 Lepidopsetta polyxystra northern rock sole 320-74 84.3
#> 21 Hippoglossus stenolepis Pacific halibut 320-74 28.9
#> 22 Atheresthes stomias arrowtooth flounder 326-76 79.3
#> 23 Hippoglossus stenolepis Pacific halibut 325-76 28.7
#> 24 Hippoglossus stenolepis Pacific halibut 320-73 41.8
#> 25 Hemilepidotus jordani yellow Irish lord 325-76 33.0
#> 26 Gadus macrocephalus Pacific cod 321-74 15.3
#> 27 Somniosus pacificus Pacific sleeper shark 324-73 1.0
#> 28 Hippoglossus stenolepis Pacific halibut 321-74 22.0
#> 29 Lepidopsetta bilineata southern rock sole 320-74 31.0
#> 30 Hippoglossus stenolepis Pacific halibut 324-73 14.7
#> 31 Hippoglossoides elassodon flathead sole 324-73 122.6
#> 32 Pleurogrammus monopterygius Atka mackerel 325-76 18.0
#> 33 Lepidopsetta polyxystra northern rock sole 326-76 46.0
#> 34 Hippoglossoides elassodon flathead sole 321-74 32.5
#> 35 Hippoglossus stenolepis Pacific halibut 326-76 12.3
#> 36 Hippoglossoides elassodon flathead sole 325-76 27.0
#> 37 Bathyraja aleutica Aleutian skate 320-74 1.0
#> 38 Atheresthes stomias arrowtooth flounder 325-76 29.7
#> 39 Hippoglossoides elassodon flathead sole 326-76 28.3
#> 40 Porifera sponge unid. 326-76 1.0
#> 41 Enteroctopus dofleini giant octopus 320-74 2.0
#> 42 Beringraja rhina longnose skate 321-74 1.0
#> 43 Beringraja binoculata big skate 324-73 1.0
#> 44 Hemilepidotus jordani yellow Irish lord 326-76 19.0
#> 45 Enteroctopus dofleini giant octopus 324-73 1.2
#> 46 Lepidopsetta bilineata southern rock sole 325-76 18.0
#> 47 Lepidopsetta polyxystra northern rock sole 321-74 24.2
#> 48 Enteroctopus dofleini giant octopus 325-76 1.0
#> 49 Hippoglossoides elassodon flathead sole 320-74 14.4
#> 50 Gadus macrocephalus Pacific cod 324-73 7.6
#> 51 Atheresthes stomias arrowtooth flounder 320-73 17.5
#> 52 Enteroctopus dofleini giant octopus 321-74 1.0
#> 53 Glyptocephalus zachirus rex sole 324-73 33.7
#> 54 Sebastes alutus Pacific ocean perch 320-74 24.0
#> 55 Sebastes variabilis dusky rockfish 320-74 12.0
#> 56 Parophrys vetulus English sole 324-73 12.0
#> 57 Chionoecetes bairdi Tanner crab 324-73 21.5
#> 58 Gadus chalcogrammus walleye pollock 320-74 8.7
#> 59 Hemilepidotus jordani yellow Irish lord 320-74 9.8
#> 60 Glyptocephalus zachirus rex sole 320-74 10.3
#> 61 Sebastes polyspinis northern rockfish 320-74 11.0
#> 62 Arctoraja parmifera Alaska skate 325-76 1.0
#> 63 Hexagrammos decagrammus kelp greenling 325-76 14.7
#> 64 Myoxocephalus polyacanthocephalus great sculpin 320-73 1.0
#> 65 Anarrhichthys ocellatus wolf-eel 320-73 1.0
#> 66 Anarrhichthys ocellatus wolf-eel 320-74 1.0
#> 67 Actiniaria sea anemone unid. 321-74 21.3
#> 68 Myoxocephalus polyacanthocephalus great sculpin 320-74 1.5
#> 69 Clupea pallasii Pacific herring 320-73 10.0
#> 70 Arctoraja parmifera Alaska skate 324-73 1.0
#> 71 Pycnopodia helianthoides sunflower sea star 324-73 1.5
#> 72 Myoxocephalus polyacanthocephalus great sculpin 324-73 1.6
#> 73 Oncorhynchus keta chum salmon 325-76 1.0
#> 74 Anoplopoma fimbria sablefish 324-73 4.7
#> 75 Lepidopsetta bilineata southern rock sole 324-73 3.0
#> 76 Bathymaster signatus searcher 325-76 10.0
#> 77 Myoxocephalus polyacanthocephalus great sculpin 325-76 1.0
#> 78 Pleurogrammus monopterygius Atka mackerel 320-73 4.0
#> 79 Myoxocephalus polyacanthocephalus great sculpin 326-76 1.0
#> 80 Atheresthes evermanni Kamchatka flounder 320-74 5.5
#> 81 Lepidopsetta bilineata southern rock sole 326-76 3.2
#> 82 Pleurogrammus monopterygius Atka mackerel 324-73 3.0
#> 83 Hemilepidotus jordani yellow Irish lord 321-74 2.0
#> 84 Hemilepidotus jordani yellow Irish lord 324-73 3.3
#> 85 Pleuronectes quadrituberculatus Alaska plaice 324-73 1.0
#> 86 Sebastes variabilis dusky rockfish 325-76 4.0
#> 87 Zaprora silenus prowfish 325-76 1.0
#> 88 Pleurogrammus monopterygius Atka mackerel 321-74 2.0
#> 89 Bathyraja interrupta Bering skate 324-73 1.0
#> 90 Bathyraja taranetzi mud skate 320-74 1.0
#> 91 Porifera sponge unid. 321-74 NaN
#> 92 Hexagrammos decagrammus kelp greenling 320-74 3.0
#> 93 Hemitripterus bolini bigmouth sculpin 326-76 1.3
#> 94 Hemilepidotus jordani yellow Irish lord 320-73 1.7
#> 95 Aptocyclus ventricosus smooth lumpsucker 320-73 1.0
#> 96 Lethasterias nanimensis blackspined sea star 325-76 10.0
#> 97 Berryteuthis magister magistrate armhook squid 321-74 5.0
#> 98 Sebastes ciliatus dark rockfish 321-74 1.0
#> 99 Pycnopodia helianthoides sunflower sea star 320-74 1.0
#> 100 Sebastes alutus Pacific ocean perch 325-76 15.3
#> 101 Zoanthidae sp. A hot dog zoanthid 325-76 NaN
#> 102 Gymnocanthus galeatus armorhead sculpin 324-73 5.3
#> 103 Aptocyclus ventricosus smooth lumpsucker 320-74 1.0
#> 104 Holothuroidea sea cucumber unid. 325-76 2.5
#> 105 Sebastes variabilis dusky rockfish 321-74 1.0
#> 106 Limanda aspera yellowfin sole 321-74 1.0
#> 107 Glyptocephalus zachirus rex sole 321-74 1.0
#> 108 Gadus chalcogrammus walleye pollock 320-73 1.7
#> 109 Lethasterias nanimensis blackspined sea star 320-73 3.0
#> 110 Hippoglossoides elassodon flathead sole 320-73 1.0
#> 111 Malacocottus zonurus darkfin sculpin 326-76 2.0
#> 112 Scyphozoa jellyfish unid. 320-73 3.0
#> 113 Microstomus pacificus Dover sole 326-76 3.0
#> 114 Scyphozoa jellyfish unid. 321-74 4.0
#> 115 Lepidopsetta polyxystra northern rock sole 324-73 1.6
#> 116 Sebastes melanostictus blackspotted rockfish 320-74 1.0
#> 117 Malacocottus zonurus darkfin sculpin 320-74 1.0
#> 118 Sebastes polyspinis northern rockfish 326-76 1.0
#> 119 Atheresthes evermanni Kamchatka flounder 326-76 2.0
#> 120 Sebastes alutus Pacific ocean perch 324-73 8.0
#> 121 Scyphozoa jellyfish unid. 320-74 1.7
#> 122 Gorgonocephalus eucnemis basketstar 324-73 2.5
#> 123 Sebastes variabilis dusky rockfish 324-73 2.0
#> 124 Thaliacea salp unid. 321-74 NaN
#> 125 Pagurus brandti sponge hermit 325-76 15.5
#> 126 Sebastes alutus Pacific ocean perch 326-76 3.0
#> 127 Microstomus pacificus Dover sole 324-73 3.0
#> 128 Podothecus accipenserinus sturgeon poacher 324-73 8.4
#> 129 Thaliacea salp unid. 324-73 5.0
#> 130 Ascidiacea tunicate unid. 326-76 11.0
#> 131 Gymnocanthus galeatus armorhead sculpin 325-76 2.0
#> 132 Gymnocanthus galeatus armorhead sculpin 326-76 2.0
#> 133 Atheresthes evermanni Kamchatka flounder 320-73 2.0
#> 134 Actiniaria sea anemone unid. 325-76 19.0
#> 135 Berryteuthis magister magistrate armhook squid 320-74 2.0
#> 136 Actiniaria sea anemone unid. 320-74 3.8
#> 137 Sebastes variegatus harlequin rockfish 326-76 1.0
#> 138 Triglops forficatus scissortail sculpin 326-76 4.0
#> 139 Pagurus ochotensis Alaskan hermit 324-73 15.0
#> 140 Berryteuthis magister magistrate armhook squid 326-76 1.5
#> 141 Hemilepidotus hemilepidotus red Irish lord 320-73 1.0
#> 142 Pennatuloidea sea whip or sea pen unid. 324-73 2.0
#> 143 Scyphozoa jellyfish unid. 324-73 2.0
#> 144 Gorgonocephalus eucnemis basketstar 321-74 3.5
#> 145 Atheresthes evermanni Kamchatka flounder 324-73 4.0
#> 146 Modiolus modiolus northern horsemussel 325-76 10.5
#> 147 Porifera sponge unid. 320-74 1.0
#> 148 Crossaster papposus rose sea star 325-76 8.0
#> 149 Sebastes polyspinis northern rockfish 324-73 1.2
#> 150 Clupea pallasii Pacific herring 324-73 1.0
#> 151 Lethasterias nanimensis blackspined sea star 324-73 3.0
#> 152 Chionoecetes bairdi Tanner crab 321-74 2.0
#> 153 Porifera sponge unid. 324-73 1.0
#> 154 Thaliacea salp unid. 320-73 NaN
#> 155 Polychaeta polychaete worm unid. 321-74 NaN
#> 156 Hydroidolina hydroid unid. 321-74 NaN
#> 157 Lethasterias nanimensis blackspined sea star 320-74 1.0
#> 158 Mediaster aequalis vermilion sea star 325-76 4.0
#> 159 Sebastes ciliatus dark rockfish 325-76 1.0
#> 160 Crystallichthys cyclospilus blotched snailfish 325-76 1.0
#> 161 Gorgonocephalus eucnemis basketstar 326-76 1.0
#> 162 Ascidiacea tunicate unid. 320-73 1.0
#> 163 Gymnocanthus galeatus armorhead sculpin 321-74 1.5
#> 164 Ceramaster patagonicus orange bat sea star 325-76 4.0
#> 165 Atheresthes evermanni Kamchatka flounder 321-74 2.5
#> 166 Pagurus trigonocheirus fuzzy hermit crab 324-73 1.0
#> 167 Pagurus trigonocheirus fuzzy hermit crab 320-74 5.0
#> 168 Elassochirus cavimanus purple hermit 325-76 5.0
#> 169 Scyphozoa jellyfish unid. 326-76 1.0
#> 170 Actiniaria sea anemone unid. 324-73 2.5
#> 171 Crystallichthys cyclospilus blotched snailfish 320-74 1.0
#> 172 Modiolus modiolus northern horsemussel 326-76 2.0
#> 173 Sebastes ciliatus dark rockfish 320-74 1.0
#> 174 Ceramaster japonicus red bat star 325-76 3.0
#> 175 Cheiraster dawsoni fragile sea star 325-76 11.0
#> 176 Pennatuloidea sea whip or sea pen unid. 320-73 NaN
#> 177 Pagurus brandti sponge hermit 320-74 9.0
#> 178 Triglops forficatus scissortail sculpin 325-76 5.0
#> 179 Pagurus brandti sponge hermit 324-73 8.0
#> 180 Gorgonocephalus eucnemis basketstar 320-74 1.0
#> 181 Gorgonocephalus eucnemis basketstar 325-76 2.0
#> 182 Holothuroidea sea cucumber unid. 320-74 4.2
#> 183 Pagurus cornutus hornyhand hermit 320-74 5.0
#> 184 Acantholithodes hispidus fuzzy crab 325-76 4.0
#> 185 Bathymaster signatus searcher 324-73 1.0
#> 186 Pagurus ochotensis Alaskan hermit 321-74 2.5
#> 187 Erimacrus isenbeckii horsehair crab 324-73 1.0
#> 188 Triglops macellus roughspine sculpin 324-73 3.0
#> 189 Elassochirus cavimanus purple hermit 320-74 5.3
#> 190 Bathymaster signatus searcher 326-76 1.0
#> 191 Thaliacea salp unid. 320-74 NaN
#> 192 Echinarachnius parma parma sand dollar 321-74 4.0
#> 193 Sarritor frenatus sawback poacher 324-73 3.0
#> 194 Solaster dawsoni morning sun sea star 320-74 1.0
#> 195 Elassochirus cavimanus purple hermit 321-74 2.5
#> 196 Leptocottus armatus Pacific staghorn sculpin 321-74 1.0
#> 197 Gymnocanthus galeatus armorhead sculpin 320-74 2.0
#> 198 Polychaeta polychaete worm unid. 324-73 1.0
#> 199 Actiniaria sea anemone unid. 326-76 1.5
#> 200 Scyphozoa jellyfish unid. 325-76 2.0
#> 201 Crystallichthys cyclospilus blotched snailfish 326-76 1.0
#> 202 Elassochirus gilli Pacific red hermit 325-76 2.0
#> 203 Polyplacophora chiton unid. 324-73 1.0
#> 204 Pagurus confragosus knobbyhand hermit 324-73 3.0
#> 205 Modiolus modiolus northern horsemussel 320-74 1.0
#> 206 Podothecus accipenserinus sturgeon poacher 321-74 1.2
#> 207 Pagurus confragosus knobbyhand hermit 320-74 4.5
#> 208 Pagurus aleuticus Aleutian hermit 324-73 2.8
#> 209 Ammodytes sp. sand lance unid. 320-73 2.0
#> 210 Podothecus accipenserinus sturgeon poacher 325-76 1.0
#> 211 Thaliacea salp unid. 326-76 1.0
#> 212 Elassochirus cavimanus purple hermit 326-76 2.0
#> 213 Triglops scepticus spectacled sculpin 320-74 3.0
#> 214 Bryozoa bryozoan unid. 326-76 NaN
#> 215 Triglops macellus roughspine sculpin 321-74 1.0
#> 216 Podothecus accipenserinus sturgeon poacher 320-73 1.0
#> 217 Ceramaster japonicus red bat star 326-76 1.0
#> 218 Elassochirus tenuimanus widehand hermit crab 326-76 2.0
#> 219 Lethasterias nanimensis blackspined sea star 321-74 1.0
#> 220 Diplopteraster multipes pincushion sea star 326-76 1.0
#> 221 Ascidiacea tunicate unid. 325-76 1.0
#> 222 Pseudarchaster parelii scarlet sea star 325-76 2.0
#> 223 Ceramaster patagonicus orange bat sea star 320-74 1.0
#> 224 Ascidiacea tunicate unid. 321-74 1.0
#> 225 Ophiuroidea brittlestar unid. 320-74 8.2
#> 226 Pagurus confragosus knobbyhand hermit 326-76 1.0
#> 227 Ascidiacea tunicate unid. 324-73 NaN
#> 228 Elassochirus tenuimanus widehand hermit crab 321-74 1.5
#> 229 Gorgonocephalus eucnemis basketstar 320-73 1.0
#> 230 Triglops scepticus spectacled sculpin 326-76 1.5
#> 231 Holothuroidea sea cucumber unid. 326-76 1.0
#> 232 Pennatuloidea sea whip or sea pen unid. 326-76 1.0
#> 233 Diplopteraster multipes pincushion sea star 320-74 1.0
#> 234 Sarritor frenatus sawback poacher 326-76 1.0
#> 235 Hyas lyratus Pacific lyre crab 326-76 2.0
#> 236 Polychaeta polychaete worm unid. 325-76 NaN
#> 237 Pagurus aleuticus Aleutian hermit 325-76 2.0
#> 238 Elassochirus tenuimanus widehand hermit crab 320-74 2.5
#> 239 Crossaster papposus rose sea star 324-73 1.0
#> 240 Crossaster papposus rose sea star 321-74 1.0
#> 241 Hyas lyratus Pacific lyre crab 320-74 2.8
#> 242 Oregonia gracilis graceful decorator crab 324-73 1.0
#> 243 Pseudarchaster parelii scarlet sea star 326-76 1.0
#> 244 Pagurus ochotensis Alaskan hermit 326-76 2.0
#> 245 Ophiuroidea brittlestar unid. 321-74 9.7
#> 246 Rhinolithodes wosnessenskii rhinoceros crab 325-76 1.0
#> 247 Pseudarchaster parelii scarlet sea star 324-73 1.0
#> 248 Nudibranchia nudibranch unid. 324-73 1.0
#> 249 Ascidiacea tunicate unid. 320-74 2.0
#> 250 Hyas lyratus Pacific lyre crab 321-74 1.0
#> 251 Lethasterias nanimensis blackspined sea star 326-76 1.0
#> 252 Nudibranchia nudibranch unid. 325-76 1.5
#> 253 Pagurus aleuticus Aleutian hermit 320-74 1.0
#> 254 Cheiraster dawsoni fragile sea star 321-74 1.0
#> 255 Nudibranchia nudibranch unid. 326-76 1.0
#> 256 Rajiformes egg case skate egg case unid. 320-74 4.0
#> 257 Ammodytes sp. sand lance unid. 320-74 1.0
#> 258 Ceramaster patagonicus orange bat sea star 326-76 1.0
#> 259 Sarritor frenatus sawback poacher 325-76 1.0
#> 260 Bryozoa bryozoan unid. 320-74 NaN
#> 261 Pseudarchaster parelii scarlet sea star 321-74 1.0
#> 262 Cheiraster dawsoni fragile sea star 320-74 2.0
#> 263 Aptocyclus ventricosus smooth lumpsucker 326-76 3.0
#> 264 Modiolus modiolus northern horsemussel 321-74 1.0
#> 265 Rajiformes egg case skate egg case unid. 324-73 NaN
#> 266 Leptychaster arcticus North Pacific sea star 325-76 1.0
#> 267 Castaneobuccinum castaneum chestnut whelk 320-74 1.0
#> 268 Ophiuroidea brittlestar unid. 320-73 3.0
#> 269 Pagurus aleuticus Aleutian hermit 326-76 1.0
#> 270 Elassochirus tenuimanus widehand hermit crab 325-76 1.0
#> 271 Pagurus brandti sponge hermit 321-74 1.5
#> 272 Bryozoa bryozoan unid. 325-76 NaN
#> 273 Ceramaster arcticus Arctic bat sea star 320-74 1.0
#> 274 Polychaeta polychaete worm unid. 320-74 1.5
#> 275 Porifera sponge unid. 320-73 NaN
#> 276 Pagurus aleuticus Aleutian hermit 321-74 1.0
#> 277 Pedicellaster magister majestic sea star 326-76 1.0
#> 278 Pagurus capillatus hairy hermit crab 324-73 1.0
#> 279 Ctenodiscus crispatus common mud star 321-74 1.0
#> 280 Pedicellaster magister majestic sea star 325-76 2.0
#> 281 Brachiopoda lampshell unid. 326-76 1.0
#> 282 Cheiraster dawsoni fragile sea star 326-76 1.0
#> 283 Eumicrotremus sp. spiny lumpsuckers 326-76 2.0
#> 284 Ophiuroidea brittlestar unid. 326-76 3.0
#> 285 Hyas lyratus Pacific lyre crab 324-73 1.0
#> 286 Cheiraster dawsoni fragile sea star 324-73 1.0
#> 287 Ophiuroidea brittlestar unid. 325-76 3.0
#> 288 Pagurus brandti sponge hermit 320-73 1.0
#> 289 Pagurus rathbuni longfinger hermit 324-73 1.0
#> 290 Pagurus dalli whiteknee hermit 326-76 1.0
#> 291 Labidochirus splendescens splendid hermit 324-73 1.0
#> 292 Keenocardium blandum low-rib cockle 320-74 1.0
#> 293 Leptasterias hylodes Aleutian sea star 325-76 2.0
#> 294 Labidochirus splendescens splendid hermit 320-74 1.0
#> 295 Isopoda isopod unid. 326-76 1.0
#> 296 Bulbus fragilis fragile moonsnail 320-73 1.0
#> 297 Hirudinea leech unid. 320-73 1.0
#> 298 Rhamphocottus richardsonii grunt sculpin 321-74 1.0
#> 299 Hydroidolina hydroid unid. 326-76 NaN
#> 300 Oregonia gracilis graceful decorator crab 325-76 1.0
#> 301 Bryozoa bryozoan unid. 321-74 NaN
#> 302 Paguridae hermit crab unid. 320-74 3.0
#> 303 Ciliatocardium ciliatum hairy cockle 324-73 1.0
#> weight_kg cpue_kgkm2 cpue_nokm2 Freq
#> 1 2044.63 108443.71 91810.95 24
#> 2 1251.75 55114.50 54838.15 31
#> 3 784.48 35483.43 38640.10 31
#> 4 349.85 13497.17 15445.25 31
#> 5 236.41 10870.82 0.00 23
#> 6 175.00 7327.82 7455.60 31
#> 7 151.60 6297.82 9178.62 37
#> 8 113.58 4745.90 5826.77 33
#> 9 77.45 3416.72 6626.83 35
#> 10 83.37 3215.80 6766.89 37
#> 11 70.91 3113.01 1012.85 39
#> 12 69.07 2993.11 2049.81 39
#> 13 57.65 2582.22 3502.65 33
#> 14 55.44 2532.10 1371.18 39
#> 15 63.17 2461.77 8242.56 37
#> 16 60.12 2446.28 1661.49 24
#> 17 45.95 2131.78 4082.63 10
#> 18 43.21 1917.41 970.52 39
#> 19 42.69 1885.36 4838.62 35
#> 20 42.58 1838.95 3664.70 35
#> 21 40.92 1820.15 1295.25 39
#> 22 42.31 1765.77 3320.51 37
#> 23 38.12 1681.20 1245.72 39
#> 24 37.27 1648.29 1844.99 39
#> 25 26.45 1188.56 1487.43 31
#> 26 28.52 1168.98 619.84 39
#> 27 25.80 1108.64 42.97 1
#> 28 25.83 1086.57 927.17 39
#> 29 23.82 1070.78 1396.34 33
#> 30 25.15 999.26 579.23 39
#> 31 24.10 967.45 4931.24 30
#> 32 21.93 962.55 799.10 24
#> 33 21.20 933.23 2034.59 35
#> 34 22.35 905.39 1315.20 30
#> 35 17.20 844.16 558.42 39
#> 36 18.41 797.25 1170.00 30
#> 37 18.78 732.43 39.00 1
#> 38 15.60 706.91 1346.77 37
#> 39 15.69 654.63 1180.18 30
#> 40 11.08 607.04 11.04 23
#> 41 14.03 580.53 83.59 9
#> 42 18.65 579.15 31.05 1
#> 43 15.41 569.75 36.99 2
#> 44 12.67 552.17 834.00 31
#> 45 13.81 537.63 48.98 9
#> 46 12.20 534.53 794.72 33
#> 47 12.42 518.97 999.75 35
#> 48 11.13 516.36 46.39 9
#> 49 11.54 511.25 635.90 30
#> 50 11.72 483.14 312.10 39
#> 51 10.06 460.45 821.13 37
#> 52 10.25 428.98 41.85 9
#> 53 10.42 422.03 1363.23 14
#> 54 10.62 416.61 941.29 10
#> 55 9.85 402.84 490.12 6
#> 56 10.09 375.29 440.23 2
#> 57 8.46 348.97 868.96 7
#> 58 8.53 346.21 351.71 31
#> 59 7.06 298.55 414.56 31
#> 60 6.59 282.28 443.79 14
#> 61 7.00 279.66 440.75 10
#> 62 5.98 274.83 45.96 4
#> 63 5.45 248.30 673.30 5
#> 64 4.46 233.08 52.31 12
#> 65 5.28 231.61 43.92 3
#> 66 4.48 202.69 45.24 3
#> 67 4.50 194.03 931.06 16
#> 68 4.20 189.18 67.49 12
#> 69 4.32 186.14 430.87 2
#> 70 4.57 182.07 40.21 4
#> 71 4.40 160.58 55.01 3
#> 72 3.94 157.43 62.41 12
#> 73 3.12 143.39 45.96 1
#> 74 3.40 137.83 188.52 3
#> 75 3.17 126.83 118.19 33
#> 76 2.75 126.46 460.01 4
#> 77 2.72 126.19 46.39 12
#> 78 2.81 125.57 181.32 24
#> 79 3.08 123.35 39.98 12
#> 80 2.81 115.01 231.92 15
#> 81 2.43 107.66 143.95 33
#> 82 2.53 97.77 115.94 24
#> 83 2.25 91.84 82.00 31
#> 84 2.08 81.73 131.43 31
#> 85 2.03 78.61 38.65 1
#> 86 1.63 75.71 185.57 6
#> 87 1.59 73.86 46.39 1
#> 88 1.67 72.86 86.28 24
#> 89 1.85 72.82 39.36 1
#> 90 1.72 69.43 40.32 1
#> 91 1.64 68.73 0.00 23
#> 92 1.48 67.66 135.87 5
#> 93 1.30 67.22 65.20 3
#> 94 1.38 65.32 81.23 31
#> 95 1.41 63.18 44.68 3
#> 96 1.35 61.95 459.58 6
#> 97 1.37 60.49 220.43 5
#> 98 1.33 60.04 45.28 3
#> 99 1.32 59.41 45.01 3
#> 100 1.30 59.24 699.86 10
#> 101 1.23 56.53 0.00 1
#> 102 1.33 56.12 224.49 10
#> 103 1.11 50.22 45.24 3
#> 104 1.08 49.94 115.55 7
#> 105 1.28 46.23 36.06 6
#> 106 1.00 45.10 45.28 1
#> 107 0.93 43.59 46.87 14
#> 108 0.86 42.73 81.76 31
#> 109 0.79 41.11 156.92 6
#> 110 0.95 40.76 43.09 30
#> 111 0.98 38.98 79.97 2
#> 112 0.72 37.16 78.46 16
#> 113 0.92 36.59 119.95 3
#> 114 1.17 36.53 129.48 16
#> 115 0.84 33.36 64.41 35
#> 116 0.77 31.05 40.32 1
#> 117 0.73 29.51 40.32 2
#> 118 0.65 29.40 47.60 10
#> 119 0.67 29.24 87.78 15
#> 120 0.68 28.91 341.10 10
#> 121 0.61 27.61 56.28 16
#> 122 0.70 27.46 99.67 11
#> 123 0.63 27.08 85.44 6
#> 124 0.70 27.05 0.00 10
#> 125 0.59 27.03 712.78 8
#> 126 0.58 26.95 141.65 10
#> 127 0.74 26.36 107.65 3
#> 128 0.63 25.69 345.95 11
#> 129 0.62 25.21 65.60 10
#> 130 0.57 25.10 489.19 11
#> 131 0.52 23.07 88.85 10
#> 132 0.51 22.62 89.03 10
#> 133 0.52 22.50 87.36 15
#> 134 0.45 20.86 873.19 16
#> 135 0.44 19.72 89.61 5
#> 136 0.42 19.44 174.13 16
#> 137 0.32 17.89 55.22 1
#> 138 0.38 17.84 187.43 6
#> 139 0.44 17.40 590.40 5
#> 140 0.38 17.18 68.03 5
#> 141 0.39 17.04 43.68 1
#> 142 0.48 16.96 70.66 4
#> 143 0.40 15.98 79.90 16
#> 144 0.34 15.69 162.66 11
#> 145 0.37 15.33 166.30 15
#> 146 0.32 14.90 485.17 9
#> 147 0.32 14.50 16.90 23
#> 148 0.31 14.43 367.66 5
#> 149 0.36 14.39 51.27 10
#> 150 0.37 14.14 38.65 2
#> 151 0.34 14.08 125.67 6
#> 152 0.30 13.87 93.74 7
#> 153 0.33 13.69 7.16 23
#> 154 0.29 12.78 0.00 10
#> 155 0.30 12.39 0.00 7
#> 156 0.36 11.18 0.00 2
#> 157 0.27 11.05 40.32 6
#> 158 0.23 10.66 183.83 1
#> 159 0.23 10.39 45.96 3
#> 160 0.22 10.30 46.39 3
#> 161 0.21 9.88 47.04 11
#> 162 0.22 9.70 43.68 11
#> 163 0.21 9.58 69.51 10
#> 164 0.20 9.28 185.57 3
#> 165 0.27 9.00 99.23 15
#> 166 0.21 8.69 38.61 3
#> 167 0.19 8.45 227.07 3
#> 168 0.18 8.18 229.79 8
#> 169 0.17 8.13 48.39 16
#> 170 0.21 8.08 99.09 16
#> 171 0.18 8.05 45.24 3
#> 172 0.17 8.05 88.81 9
#> 173 0.20 7.98 40.32 3
#> 174 0.17 7.72 137.87 2
#> 175 0.17 7.72 505.53 5
#> 176 0.17 7.54 0.00 4
#> 177 0.18 7.38 364.80 8
#> 178 0.16 7.17 229.79 6
#> 179 0.17 7.16 341.10 8
#> 180 0.16 7.04 44.66 11
#> 181 0.14 6.73 92.79 11
#> 182 0.15 6.36 178.29 7
#> 183 0.16 6.29 201.60 1
#> 184 0.14 6.25 183.83 1
#> 185 0.15 6.19 40.75 4
#> 186 0.15 6.15 106.36 5
#> 187 0.15 6.12 41.89 1
#> 188 0.16 6.10 116.07 3
#> 189 0.14 5.88 224.81 8
#> 190 0.13 5.88 44.51 4
#> 191 0.13 5.73 0.00 10
#> 192 0.13 5.70 181.11 1
#> 193 0.14 5.51 118.08 3
#> 194 0.14 5.48 40.32 1
#> 195 0.14 5.16 93.04 8
#> 196 0.15 4.72 31.05 1
#> 197 0.10 4.71 90.49 10
#> 198 0.11 4.61 12.88 7
#> 199 0.10 4.19 64.99 16
#> 200 0.09 4.18 46.39 16
#> 201 0.08 4.06 48.39 3
#> 202 0.09 3.94 92.79 1
#> 203 0.09 3.87 42.97 1
#> 204 0.10 3.86 119.53 5
#> 205 0.08 3.83 45.02 9
#> 206 0.09 3.73 51.53 11
#> 207 0.08 3.58 186.53 5
#> 208 0.09 3.51 113.09 8
#> 209 0.08 3.45 86.17 3
#> 210 0.07 3.34 46.39 11
#> 211 0.07 3.29 47.04 10
#> 212 0.07 3.24 90.96 8
#> 213 0.08 3.22 124.96 4
#> 214 0.07 3.12 0.00 5
#> 215 0.07 3.09 46.87 3
#> 216 0.06 2.93 52.31 11
#> 217 0.06 2.90 48.39 2
#> 218 0.07 2.88 87.35 7
#> 219 0.06 2.72 46.87 6
#> 220 0.06 2.70 43.62 2
#> 221 0.06 2.67 45.96 11
#> 222 0.06 2.67 91.92 4
#> 223 0.06 2.63 45.41 3
#> 224 0.07 2.56 23.44 11
#> 225 0.06 2.55 354.05 13
#> 226 0.06 2.45 44.51 5
#> 227 0.06 2.43 0.00 11
#> 228 0.06 2.42 59.49 7
#> 229 0.06 2.41 43.09 11
#> 230 0.06 2.41 62.24 4
#> 231 0.05 2.27 43.68 7
#> 232 0.05 2.23 44.51 4
#> 233 0.05 2.18 40.32 2
#> 234 0.05 2.14 44.51 3
#> 235 0.04 1.96 90.96 10
#> 236 0.04 1.93 0.00 7
#> 237 0.04 1.75 91.92 8
#> 238 0.04 1.71 112.19 7
#> 239 0.04 1.69 39.97 5
#> 240 0.04 1.69 46.87 5
#> 241 0.04 1.66 115.62 10
#> 242 0.04 1.65 39.36 2
#> 243 0.03 1.65 48.39 4
#> 244 0.04 1.57 88.61 5
#> 245 0.04 1.56 404.05 13
#> 246 0.03 1.56 45.96 1
#> 247 0.04 1.51 41.89 4
#> 248 0.04 1.47 40.75 5
#> 249 0.03 1.42 57.76 11
#> 250 0.03 1.41 41.59 10
#> 251 0.03 1.34 44.51 6
#> 252 0.03 1.32 69.37 5
#> 253 0.03 1.24 44.19 8
#> 254 0.03 1.23 44.09 5
#> 255 0.03 1.20 46.45 5
#> 256 0.03 1.17 90.01 3
#> 257 0.03 1.14 45.62 3
#> 258 0.03 1.13 43.62 3
#> 259 0.02 1.11 46.39 3
#> 260 0.02 1.04 0.00 5
#> 261 0.02 0.94 46.87 4
#> 262 0.02 0.89 80.64 5
#> 263 0.02 0.87 145.17 3
#> 264 0.02 0.85 44.36 9
#> 265 0.02 0.81 0.00 3
#> 266 0.02 0.74 45.96 1
#> 267 0.02 0.73 40.32 1
#> 268 0.01 0.69 133.87 13
#> 269 0.01 0.67 44.51 8
#> 270 0.01 0.67 46.18 7
#> 271 0.02 0.66 59.88 8
#> 272 0.01 0.64 0.00 5
#> 273 0.01 0.63 45.24 1
#> 274 0.01 0.57 62.94 7
#> 275 0.01 0.54 0.00 23
#> 276 0.01 0.53 44.09 8
#> 277 0.01 0.48 48.39 2
#> 278 0.01 0.47 39.36 1
#> 279 0.01 0.47 46.87 1
#> 280 0.01 0.46 91.92 2
#> 281 0.01 0.45 44.51 1
#> 282 0.01 0.45 44.51 5
#> 283 0.01 0.45 89.02 1
#> 284 0.01 0.45 133.54 13
#> 285 0.01 0.43 42.64 10
#> 286 0.01 0.42 41.89 5
#> 287 0.01 0.39 138.31 13
#> 288 0.01 0.35 44.01 8
#> 289 0.01 0.34 41.89 1
#> 290 0.01 0.33 55.22 1
#> 291 0.01 0.33 40.75 2
#> 292 0.01 0.32 40.32 1
#> 293 0.01 0.28 91.92 1
#> 294 0.01 0.24 40.32 2
#> 295 0.00 0.22 44.51 1
#> 296 0.00 0.22 43.68 1
#> 297 0.00 0.18 44.01 1
#> 298 0.00 0.17 41.85 1
#> 299 0.00 0.10 0.00 2
#> 300 0.00 0.09 45.96 2
#> 301 0.00 0.08 0.00 5
#> 302 0.00 0.08 120.96 1
#> 303 0.00 0.08 39.36 1
#>
#> $haul
#> year station haul stratum vessel_name date_time
#> 1 2002 320-73 27 721 VESTERAALEN 2002-05-23 14:57:45
#> 2 2002 320-74 28 721 VESTERAALEN 2002-05-23 15:53:07
#> 3 2002 321-74 23 721 VESTERAALEN 2002-05-22 12:37:05
#> 4 2002 324-73 16 721 VESTERAALEN 2002-05-20 08:47:20
#> 5 2004 320-73 6 721 GLADIATOR 2004-06-08 07:16:35
#> 6 2004 320-74 7 721 SEA STORM 2004-06-08 12:14:10
#> 7 2004 321-74 1 721 GLADIATOR 2004-06-06 14:06:11
#> 8 2004 324-73 5 721 GLADIATOR 2004-06-07 17:09:12
#> 9 2004 326-76 4 721 SEA STORM 2004-06-07 17:51:19
#> 10 2006 320-74 7 722 GLADIATOR 2006-06-07 14:18:43
#> 11 2006 321-74 7 721 SEA STORM 2006-06-08 09:39:09
#> 12 2006 324-73 6 721 SEA STORM 2006-06-08 07:12:11
#> 13 2006 325-76 5 721 SEA STORM 2006-06-07 16:25:03
#> 14 2010 320-73 5 721 OCEAN EXPLORER 2010-06-10 13:05:42
#> 15 2010 324-73 3 721 OCEAN EXPLORER 2010-06-10 07:12:59
#> 16 2010 325-76 7 721 SEA STORM 2010-06-11 10:47:39
#> 17 2010 326-76 3 722 SEA STORM 2010-06-10 11:11:17
#> 18 2010 326-76 4 721 SEA STORM 2010-06-10 14:47:59
#> 19 2012 320-73 7 721 OCEAN EXPLORER 2012-06-10 07:03:03
#> 20 2012 320-74 1 721 SEA STORM 2012-06-08 07:27:27
#> 21 2012 320-74 7 722 SEA STORM 2012-06-09 08:11:36
#> 22 2012 321-74 6 721 OCEAN EXPLORER 2012-06-09 16:34:38
#> 23 2012 326-76 4 721 SEA STORM 2012-06-08 14:16:40
#> 24 2012 326-76 1 722 OCEAN EXPLORER 2012-06-09 07:10:55
#> 25 2014 320-74 3 722 SEA STORM 2014-06-11 16:00:45
#> 26 2014 320-74 6 721 SEA STORM 2014-06-12 13:26:56
#> 27 2014 321-74 1 721 ALASKA PROVIDER 2014-06-11 17:40:03
#> 28 2014 326-76 5 722 ALASKA PROVIDER 2014-06-12 14:34:14
#> 29 2016 320-73 3 721 ALASKA PROVIDER 2016-06-07 15:15:11
#> 30 2016 320-74 5 721 SEA STORM 2016-06-07 18:04:38
#> 31 2016 320-74 7 722 SEA STORM 2016-06-08 09:23:26
#> 32 2016 324-73 4 721 SEA STORM 2016-06-07 16:05:45
#> 33 2018 320-73 10 721 SEA STORM 2018-06-11 17:28:48
#> 34 2018 320-74 9 722 SEA STORM 2018-06-11 15:08:22
#> 35 2018 324-73 1 721 OCEAN EXPLORER 2018-06-09 07:27:06
#> 36 2018 325-76 2 721 OCEAN EXPLORER 2018-06-09 11:58:02
#> 37 2022 324-73 6 721 OCEAN EXPLORER 2022-06-11 08:10:18
#> 38 2022 326-76 5 722 OCEAN EXPLORER 2022-06-10 15:59:58
#> 39 2024 321-74 6 721 OCEAN EXPLORER 2024-06-08 15:29:17
#> latitude_dd_start longitude_dd_start bottom_temperature_c
#> 1 54.21785 -166.0437 4.3
#> 2 54.23024 -166.0035 4.5
#> 3 54.24220 -165.9348 4.7
#> 4 54.20549 -165.7466 4.5
#> 5 54.20921 -166.0613 5.2
#> 6 54.23151 -165.9993 5.2
#> 7 54.25199 -165.9398 5.0
#> 8 54.20250 -165.7467 5.2
#> 9 54.34954 -165.6114 4.4
#> 10 54.25761 -165.9996 4.1
#> 11 54.25770 -165.9099 5.1
#> 12 54.21174 -165.7529 4.9
#> 13 54.34783 -165.6215 4.6
#> 14 54.21217 -166.0394 4.7
#> 15 54.19405 -165.7223 4.7
#> 16 54.34708 -165.6544 4.1
#> 17 54.34305 -165.5495 4.2
#> 18 54.33688 -165.5711 4.2
#> 19 54.21403 -166.0355 4.1
#> 20 54.24227 -165.9876 4.0
#> 21 54.24643 -166.0219 3.7
#> 22 54.24130 -165.9455 4.1
#> 23 54.33457 -165.5654 3.7
#> 24 54.34417 -165.5489 3.7
#> 25 54.24728 -166.0211 4.5
#> 26 54.21945 -166.0375 5.0
#> 27 54.23909 -165.9084 5.7
#> 28 54.34741 -165.5540 4.4
#> 29 54.20566 -166.0491 6.3
#> 30 54.22642 -166.0167 6.4
#> 31 54.25784 -166.0004 6.2
#> 32 54.21666 -165.7556 6.4
#> 33 54.21682 -166.0323 5.6
#> 34 54.24662 -166.0222 4.5
#> 35 54.21011 -165.7440 5.3
#> 36 54.35293 -165.5989 5.0
#> 37 54.21109 -165.7537 5.3
#> 38 54.34763 -165.5462 4.7
#> 39 54.23554 -165.8981 4.7
#> surface_temperature_c depth_m distance_fished_km net_width_m net_height_m
#> 1 4.8 82 1.442 13.258 8.361
#> 2 5.0 71 1.438 14.918 7.530
#> 3 4.8 62 1.454 15.190 7.503
#> 4 5.2 93 1.425 16.331 7.773
#> 5 5.8 82 1.491 15.010 7.998
#> 6 5.6 71 1.448 15.475 7.723
#> 7 5.4 89 1.807 15.348 NA
#> 8 6.6 91 1.578 16.398 7.396
#> 9 6.1 83 1.257 14.408 8.502
#> 10 5.5 109 1.454 15.565 6.925
#> 11 5.4 90 1.425 14.972 7.218
#> 12 6.4 92 1.473 16.206 5.371
#> 13 6.1 85 1.408 15.454 6.992
#> 14 4.9 61 1.487 15.280 7.434
#> 15 5.2 92 1.530 15.329 7.384
#> 16 4.9 86 1.364 17.091 6.945
#> 17 5.2 108 1.463 15.670 6.639
#> 18 5.2 89 1.441 15.889 6.640
#> 19 4.2 60 1.615 14.175 7.906
#> 20 4.6 95 1.498 14.431 7.739
#> 21 4.3 109 1.426 15.822 6.996
#> 22 4.3 62 1.573 14.420 7.494
#> 23 4.2 96 1.436 14.805 7.375
#> 24 4.0 112 1.575 14.264 7.755
#> 25 6.4 110 1.543 16.074 6.041
#> 26 6.4 73 1.501 14.725 6.267
#> 27 6.3 69 1.578 15.142 7.007
#> 28 6.3 122 1.277 16.183 6.198
#> 29 7.1 61 1.526 15.209 5.907
#> 30 7.4 74 1.515 14.666 7.647
#> 31 6.9 110 1.441 15.281 7.178
#> 32 7.6 93 1.436 17.091 6.704
#> 33 5.8 63 1.436 15.560 6.568
#> 34 7.0 109 1.451 17.671 6.146
#> 35 NA 96 1.549 16.402 4.755
#> 36 6.2 83 1.321 16.317 5.575
#> 37 6.2 91 1.438 19.682 5.069
#> 38 6.0 129 1.508 16.585 5.643
#> 39 4.8 58 1.737 18.539 7.608
#> area_swept_km2 duration_hr total_weight_kg
#> 1 0.01911804 0.260 77.91
#> 2 0.02145208 0.260 217.12
#> 3 0.02208626 0.260 4055.00
#> 4 0.02327167 0.290 183.04
#> 5 0.02237991 0.270 270.23
#> 6 0.02240780 0.270 538.84
#> 7 0.02773384 0.350 339.77
#> 8 0.02587604 0.280 988.46
#> 9 0.01811086 0.230 11793.00
#> 10 0.02263151 0.277 541.80
#> 11 0.02133510 0.264 268.14
#> 12 0.02387144 0.270 401.73
#> 13 0.02175923 0.262 577.60
#> 14 0.02272136 0.269 407.52
#> 15 0.02345337 0.286 434.93
#> 16 0.02331212 0.248 3038.58
#> 17 0.02292521 0.262 3475.82
#> 18 0.02289605 0.261 3475.82
#> 19 0.02289262 0.289 101.15
#> 20 0.02161764 0.274 89.89
#> 21 0.02256217 0.267 89.89
#> 22 0.02268266 0.286 496.86
#> 23 0.02125998 0.269 189.13
#> 24 0.02246580 0.282 189.13
#> 25 0.02480218 0.279 872.01
#> 26 0.02210222 0.278 872.01
#> 27 0.02389408 0.289 252.24
#> 28 0.02066569 0.250 131.01
#> 29 0.02320893 0.272 590.05
#> 30 0.02221899 0.274 410.23
#> 31 0.02201992 0.265 410.23
#> 32 0.02454268 0.269 111.26
#> 33 0.02234416 0.294 32.12
#> 34 0.02564062 0.269 867.17
#> 35 0.02540670 0.274 571.17
#> 36 0.02155476 0.239 1735.27
#> 37 0.02830272 0.258 1017.75
#> 38 0.02501018 0.274 941.97
#> 39 0.03220224 0.304 308.79All catch data —————————————————————
You can also look through all catch data from the survey
?GAPsurvey::public_data
# GAPsurvey::public_data
head(GAPsurvey::public_data) # using `head()` function to see first few (6) rows of dataset
#> year srvy survey survey_definition_id cruise cruisejoin haul hauljoin
#> 1 2005 GOA Gulf of Alaska 47 200501 -608 1 -12880
#> 2 2005 GOA Gulf of Alaska 47 200501 -608 1 -12880
#> 3 2005 GOA Gulf of Alaska 47 200501 -608 1 -12880
#> 4 2005 GOA Gulf of Alaska 47 200501 -608 1 -12880
#> 5 2005 GOA Gulf of Alaska 47 200501 -608 1 -12880
#> 6 2005 GOA Gulf of Alaska 47 200501 -608 1 -12880
#> stratum station vessel_id vessel_name date_time latitude_dd_start
#> 1 210 3-6 143 SEA STORM 2005-05-21 15:34:16 52.55793
#> 2 210 3-6 143 SEA STORM 2005-05-21 15:34:16 52.55793
#> 3 210 3-6 143 SEA STORM 2005-05-21 15:34:16 52.55793
#> 4 210 3-6 143 SEA STORM 2005-05-21 15:34:16 52.55793
#> 5 210 3-6 143 SEA STORM 2005-05-21 15:34:16 52.55793
#> 6 210 3-6 143 SEA STORM 2005-05-21 15:34:16 52.55793
#> longitude_dd_start latitude_dd_end longitude_dd_end bottom_temperature_c
#> 1 -169.7829 52.571 -169.791 NA
#> 2 -169.7829 52.571 -169.791 NA
#> 3 -169.7829 52.571 -169.791 NA
#> 4 -169.7829 52.571 -169.791 NA
#> 5 -169.7829 52.571 -169.791 NA
#> 6 -169.7829 52.571 -169.791 NA
#> surface_temperature_c depth_m species_code itis worms common_name
#> 1 6.1 219 10110 172862 279792 arrowtooth flounder
#> 2 6.1 219 10120 172932 274290 Pacific halibut
#> 3 6.1 219 20720 170949 254513 searcher
#> 4 6.1 219 21341 167305 254406 darkfin sculpin
#> 5 6.1 219 21354 167374 254531 spectacled sculpin
#> 6 6.1 219 21720 164711 254538 Pacific cod
#> scientific_name id_rank cpue_kgkm2 cpue_nokm2 count weight_kg
#> 1 Atheresthes stomias species 578.777295 866.54118 24 16.030
#> 2 Hippoglossus stenolepis species 593.580706 36.10588 1 16.440
#> 3 Bathymaster signatus species 8.015506 72.21176 2 0.222
#> 4 Malacocottus zonurus species 59.791341 397.16471 11 1.656
#> 5 Triglops scepticus species 202.048518 1769.18824 49 5.596
#> 6 Gadus macrocephalus species 6863.367181 2238.56471 62 190.090
#> taxon_confidence area_swept_km2 distance_fished_km duration_hr net_width_m
#> 1 High 0.02769632 1.586 0.281 17.463
#> 2 High 0.02769632 1.586 0.281 17.463
#> 3 High 0.02769632 1.586 0.281 17.463
#> 4 High 0.02769632 1.586 0.281 17.463
#> 5 High 0.02769632 1.586 0.281 17.463
#> 6 High 0.02769632 1.586 0.281 17.463
#> net_height_m performance
#> 1 7.301 0
#> 2 7.301 0
#> 3 7.301 0
#> 4 7.301 0
#> 5 7.301 0
#> 6 7.301 0Species Data —————————————————————–
You can also use this to find all species and species codes for quick searching
?GAPsurvey::species_data
# GAPsurvey::species_data
head(GAPsurvey::species_data) # using `head()` function to see first few (6) rows of dataset
#> species_code common_name scientific_name
#> 1 10141 Bering flounder (juvenile) Hippoglossoides robustus (juvenile)
#> 2 10145 diamond turbot Pleuronichthys guttulatus
#> 3 10150 slender sole Lyopsetta exilis
#> 4 10155 Arctic flounder Liopsetta glacialis
#> 5 10160 petrale sole Eopsetta jordani
#> 6 10170 English sole Parophrys vetulusSpecies Polycorder reference ————————————————-
You can also use this to find all species and species codes for quick searching
?GAPsurvey::PolySpecies
# GAPsurvey::PolySpecies
head(GAPsurvey::PolySpecies) # using `head()` function to see first few (6) rows of dataset
#> SPECIES_CODE POLY_SPECIES_CODE SPECIES_NAME COMMON_NAME
#> 1 232 147 Lamna ditropis salmon shark
#> 2 310 1 Squalus suckleyi spiny dogfish
#> 3 320 121 Somniosus pacificus Pacific sleeper shark
#> 4 410 120 Bathyraja abyssicola deepsea skate
#> 5 420 2 Beringraja binoculata big skate
#> 6 435 3 Bathyraja interrupta Bering skateWhat time is sunrise and sunset? ——————————————–
Learn more:
?get_sunrise_sunsetExamples:
# Find times based on lat/lon for today's date, where date is a date object
get_sunrise_sunset(chosen_date = Sys.Date(),
latitude = 63.3,
longitude = -170.5)
#> Using latitude and longitude to calcualte sunrise and sunset.
#> Sunrise is at 2025-04-15 07:52:00 AKDT
#> Sunset is at 2025-04-14 22:51:00 AKDT
# Find times based on lat/lon for today's date, where date is a character
# and lat/lon in degree decimal-minutes
get_sunrise_sunset(chosen_date = "2023-06-05",
latitude = "63 18.0",
longitude = "-170 30.0")
#> Using latitude and longitude to calcualte sunrise and sunset.
#> Sunrise is at 2023-06-05 05:19:00 AKDT
#> Sunset is at 2023-06-05 01:13:00 AKDT
# Find times based on a survey (AI) station's recorded lat/lon for today's date
get_sunrise_sunset(chosen_date = "2025-06-10",
survey = "AI",
station = "8-55")
#> Using survey station (AI 8-55) centroid location information (lat = 53.371, lon = 170.561) to calculate sunrise and sunset.
#> Sunrise is at 2025-06-10 08:10:00 AKDT
#> Sunset is at 2025-06-10 01:04:00 AKDT
# Find times based on a survey (GOA) station's recorded lat/lon for today's date
get_sunrise_sunset(chosen_date = Sys.Date(),
survey = "GOA",
station = "264-18-511")
#> Using survey station (GOA 264-18-511) centroid location information (lat = 52.352, lon = -169.971) to calculate sunrise and sunset.
#> Sunrise is at 2025-04-15 08:21:00 AKDT
#> Sunset is at 2025-04-14 22:17:00 AKDT
# Find times based on a survey (EBS) station's recorded lat/lon for today's date
get_sunrise_sunset(chosen_date = "2025-08-04",
survey = "EBS",
station = "P-31")
#> Using survey station (EBS P-31) centroid location information (lat = 60, lon = -177.356) to calculate sunrise and sunset.
#> Sunrise is at 2025-08-04 07:38:00 AKDT
#> Sunset is at 2025-08-04 00:12:00 AKDT
# Find times based on a survey (NBS) station's recorded lat/lon for today's date
get_sunrise_sunset(chosen_date = "2025-06-04",
survey = "NBS",
station = "ZZ-01")
#> Using survey station (NBS ZZ-01) centroid location information (lat = 63.334, lon = -168.244) to calculate sunrise and sunset.
#> Sunrise is at 2025-06-04 05:14:00 AKDT
#> Sunset is at 2025-06-04 01:08:00 AKDTConvert CTD data to BTD as a backup for SBE39 (aka ‘the BT’) —————-
This function converts a CTD hexadecimal (.hex) file to bathythermic data (.btd) and bathythermic header files (.bth). If you are unable to convert your file, please contact sean.rohan@@noaa.gov.
?convert_ctd_btdExamples:
convert_ctd_btd(
filepath_hex = system.file(paste0("exdata/convert_ctd_btd/",
"2021_06_13_0003.hex"), package = "GAPsurvey"),
filepath_xmlcon = system.file(paste0("exdata/convert_ctd_btd/",
"19-8102_Deploy2021.xmlcon"), package = "GAPsurvey"),
latitude = 55,
VESSEL = 94,
CRUISE = 202101,
HAUL = 107,
MODEL_NUMBER = 1,
VERSION_NUMBER = 1,
SERIAL_NUMBER = 8105)BVDR Conversion to Create BTD data ——————————————-
Converts Marport BVDR data (.ted and .tet files from Marport headrope sensor) to .BTD format. You must first run the BVDR converter program (convert_bvdr.exe) to convert the Marport .bvdr files into .ted and .tet files that can be pulled into R. The BVDR program and instructions can be found in the RACE Survey App. You will have to create your own .SGT file using the example in the BVDR instruction file with start and end time (be sure to include a carriage return after your (second and) final row of data!), because this is not a file that our current systems creates. Once you have used the BVDR converter to output the .ted and .tet files you are ready to use the convert_ted_btd() function here!
This will return .BTH and .BTD files to the path_out directory.
Learn more:
?convert_ted_btdExample:
# example input files
readLines(system.file("exdata/convert_bvdr_btd/201901_94_0003.ted",
package = "GAPsurvey"))[1:5]
readLines(system.file("exdata/convert_bvdr_btd/201901_94_0003.tet",
package = "GAPsurvey"))[1:5]
readLines(system.file("exdata/convert_bvdr_btd/201901_94_0003.teh",
package = "GAPsurvey"))[1:5]
# run function
convert_ted_btd(
VESSEL = 94,
CRUISE = 201901,
HAUL = 3,
MODEL_NUMBER = 123,
VERSION_NUMBER = 456,
SERIAL_NUMBER = 789,
path_in = system.file("exdata/convert_bvdr_btd/", package = "GAPsurvey"),
path_out = getwd(),
filename_add = "newted")
# example output files
readLines(system.file("exdata/convert_bvdr_btd/HAUL0003_newted.BTD",
package = "GAPsurvey"))[1:5]
readLines(system.file("exdata/convert_bvdr_btd/HAUL0003_newted.BTH",
package = "GAPsurvey"))[1:5]Recover position data from Globe .log file ———————————–
In the event that the MARPORT server GPS fails or is incomplete, “convert_log_gps()” converts GLOBE LOG files into a format that can be uploaded into WHEELHOUSE. To get a .log file that is usable in this function, 1) Go the C: globe logs 2018 directory and choose GLG file with proper date 2) Use GLOBE Files>Logs> to convert .GLG (binary) to a .LOG (.csv) file 3) convert_log_gps()will prompt you for Vessel code, Cruise no., Haul no. and Date 4) The final prompt will ask for the location of the GLOBE LOG file 5) convert_log_gps()will create csv file in the R directory with filename “new.gps” 6) Rename “new.gps” to HAULXXXX.GPS where XXXX is the haul number 7) Upload HAULXXXX.GPS into WHEELHOUSE 8) NOTE: The raw GLOBE log data are in GMT time (-8 hrs or 4PM AKDT prior day to 4PM current day. Hence if haul with missing GPS spans the 4PM hour (e.g.,3:45-4:30 PM),YOU WILL HAVE TO CONVERT TWO GLG files (current day and next day)and run convert_log_gps()twice & manually combine the two GPS files 9) ALSO NOTE: You may have to shut down GLOBE or wait until after 4pm on following day before all the incoming NMEA data are written to the GLG file.
Now that you have a .log file, you can RUN the function by putting your cursor on the “convert_log_gps()” line below & press CTRL+R.
Returns a .GPS file to the path_out directory with DATE/TIME in AKDT.
Learn more:
?convert_log_gpsExample:
# example input file
readLines(system.file("exdata/convert_log_gps/06062017.log",
package = "GAPsurvey"))[1:5] # input file
# use function
convert_log_gps(
VESSEL = 94,
CRUISE = 201901,
HAUL = 3,
DATE = "06/06/2017",
path_in = system.file("exdata/convert_log_gps/06062017.log",
package = "GAPsurvey"),
path_out = getwd(),
filename_add = "newlog")
# example output file
readLines(system.file("exdata/convert_log_gps/HAUL0003_newlog.gps",
package = "GAPsurvey"))[1:5] # output fileConvert .bvdr files to .marp files ——————————————-
If you mistakenly delete the marport data for a haul, you can retrieve that data through this converter.
Before using this script, 1. Open the .bvdr file in Notepad ++ or a similar text editor. 2. Find the uninterpretable character symbol. Often, depending on the editor, this will look like a box or the highlighted letters “SUB”. Find and delete (via replace) these characters for the whole document. An error will appear and only part of the file will be read (stopping at the line before where this unsupported symbol is) if you do not edit the data ahead of time. 3. Save the .bvdr file with these changes and use the link to that file below for path_bvdr For an example of what a proper .marp file looks like, refer to system.file(“exdata/convert_bvdr_marp/HAUL0001.marp”, package = “GAPsurvey”)
Learn more:
?convert_log_gpsExample:
# example input file
readLines(system.file("exdata/convert_bvdr_marp/20220811-00Za.bvdr",
package = "GAPsurvey"))[1:5] # input file
# see what example input file looks like
head(convert_bvdr_marp(
path_bvdr = system.file("exdata/convert_bvdr_marp/20220811-00Za.bvdr",
package = "GAPsurvey"),
verbose = TRUE), 20)
# use function
convert_bvdr_marp(
path_bvdr = system.file("exdata/convert_bvdr_marp/20220811-00Za.bvdr",
package = "GAPsurvey"))
# example output file
readLines(system.file("exdata/convert_bvdr_marp/20220811-00Za.marp",
package = "GAPsurvey")) # output file