This notebook shows insights of training experiments.
Trained Model Report
- Data
The training dataset consists of 63582 fish masks for 289 different classes. The most images belong to the class “sphyraena barracuda” - 535 images, and the least number belongs to Opisthonema oglinum - 44 images
- Model parameters.
Feature Network (backbone): ResNet18
Classification Layer (embedding): 256 neurons
Loss: Quadruplet loss
Setup:
model:
backbone: "resnet18"
embeddings: 256
dataset:
batchsampler:
classes_per_batch: 18
samples_per_class: 8
train:
loss:
name: 'qudruplet'
adaptive_margin: False
learning_rate: 0.015
momentum: 0.9
epoch: 4000
warmup_steps: 500
opt_level: 'O2'
device: 'cuda'
- **Train results **
In order to better evaluate the mechanics of the trained network, we present the following graphs: A histogram of the distribution of distances for the whole data set and a change in the truth map depending on the distance threshold.
coefficient variance: 0.2135811472904158
68–95–99.7 rule: |0.7241200339718789|0.9371048409927338|0.9880469315214998|
Table of metrics for each class
| precision | recall | f1-score | support | |
|---|---|---|---|---|
| Opisthonema oglinum | 1.0000 | 0.9773 | 0.9885 | 44.0000 |
| Sphyrna mokarran | 0.9375 | 0.9375 | 0.9375 | 48.0000 |
| Hiodon alosoides | 1.0000 | 0.9388 | 0.9684 | 49.0000 |
| Neogobius melanostomus | 0.9800 | 0.9608 | 0.9703 | 51.0000 |
| Squalus acanthias | 0.9574 | 0.8824 | 0.9184 | 51.0000 |
| Leuciscus aspius | 0.9623 | 0.9623 | 0.9623 | 53.0000 |
| Xiphias gladius | 0.9630 | 0.9811 | 0.9720 | 53.0000 |
| Lutjanus cyanopterus | 0.9464 | 0.9636 | 0.9550 | 55.0000 |
| Acroteriobatus annulatus | 1.0000 | 0.9828 | 0.9913 | 58.0000 |
| Clupea harengus | 0.9123 | 0.8966 | 0.9043 | 58.0000 |
| Scaphirhynchus platorynchus | 0.9825 | 0.9492 | 0.9655 | 59.0000 |
| Arripis truttacea | 0.9180 | 0.9333 | 0.9256 | 60.0000 |
| Micropterus notius | 0.9259 | 0.8333 | 0.8772 | 60.0000 |
| Scomberomorus commerson | 1.0000 | 0.9677 | 0.9836 | 62.0000 |
| Carcharhinus obscurus | 0.8030 | 0.8281 | 0.8154 | 64.0000 |
| Pterois volitans | 1.0000 | 1.0000 | 1.0000 | 68.0000 |
| Epinephelus itajara | 0.8519 | 0.9857 | 0.9139 | 70.0000 |
| Mugil curema | 0.9851 | 0.9429 | 0.9635 | 70.0000 |
| Channa marulius | 0.9494 | 0.9615 | 0.9554 | 78.0000 |
| Nebrius ferrugineus | 0.9200 | 0.8846 | 0.9020 | 78.0000 |
| Rhincodon typus | 0.9884 | 1.0000 | 0.9942 | 85.0000 |
| Aetobatus narinari | 0.9884 | 0.9884 | 0.9884 | 86.0000 |
| Coregonus clupeaformis | 0.9432 | 0.9540 | 0.9486 | 87.0000 |
| Albula vulpes | 1.0000 | 0.9667 | 0.9831 | 90.0000 |
| Epinephelus malabaricus | 0.9670 | 0.9362 | 0.9514 | 94.0000 |
| Platycephalus indicus | 0.9072 | 0.9072 | 0.9072 | 97.0000 |
| Clarias gariepinus | 0.9528 | 0.9712 | 0.9619 | 104.0000 |
| Lepisosteus oculatus | 0.9505 | 0.9231 | 0.9366 | 104.0000 |
| Anguilla anguilla | 0.7909 | 0.8286 | 0.8093 | 105.0000 |
| Carcharhinus plumbeus | 0.8725 | 0.8476 | 0.8599 | 105.0000 |
| Enneacanthus gloriosus | 0.9905 | 0.9905 | 0.9905 | 105.0000 |
| Leiostomus xanthurus | 0.9904 | 0.9810 | 0.9856 | 105.0000 |
| Lepomis megalotis | 0.9623 | 0.9623 | 0.9623 | 106.0000 |
| Scorpaena guttata | 0.9901 | 0.9434 | 0.9662 | 106.0000 |
| Channa argus | 0.9905 | 0.9720 | 0.9811 | 107.0000 |
| Hephaestus fuliginosus | 0.8774 | 0.8692 | 0.8732 | 107.0000 |
| Micropterus coosae | 0.9806 | 0.9439 | 0.9619 | 107.0000 |
| Opsanus tau | 0.9550 | 0.9815 | 0.9680 | 108.0000 |
| Paralabrax maculatofasciatus | 0.9906 | 0.9722 | 0.9813 | 108.0000 |
| Paralichthys californicus | 0.9706 | 0.9167 | 0.9429 | 108.0000 |
| Semotilus corporalis | 0.9817 | 0.9907 | 0.9862 | 108.0000 |
| Carpiodes carpio | 0.9722 | 0.9633 | 0.9677 | 109.0000 |
| Macquaria ambigua | 1.0000 | 0.9908 | 0.9954 | 109.0000 |
| Oligoplites saurus | 1.0000 | 0.9725 | 0.9860 | 109.0000 |
| Thymallus thymallus | 0.9444 | 0.9358 | 0.9401 | 109.0000 |
| Platichthys flesus | 0.9107 | 0.9273 | 0.9189 | 110.0000 |
| Semotilus atromaculatus | 0.9815 | 0.9636 | 0.9725 | 110.0000 |
| Epinephelus tukula | 1.0000 | 0.9820 | 0.9909 | 111.0000 |
| Lutjanus fulviflamma | 1.0000 | 0.9911 | 0.9955 | 112.0000 |
| Barbus barbus | 0.9541 | 0.9123 | 0.9327 | 114.0000 |
| Hypophthalmichthys molitrix | 1.0000 | 0.9737 | 0.9867 | 114.0000 |
| Prosopium williamsoni | 0.9818 | 0.9474 | 0.9643 | 114.0000 |
| Epinephelus marginatus | 0.9737 | 0.9652 | 0.9694 | 115.0000 |
| Thymallus arcticus | 0.9727 | 0.9304 | 0.9511 | 115.0000 |
| Menticirrhus saxatilis | 0.9732 | 0.9397 | 0.9561 | 116.0000 |
| Moxostoma macrolepidotum | 0.9739 | 0.9655 | 0.9697 | 116.0000 |
| Blicca bjoerkna | 0.9569 | 0.9487 | 0.9528 | 117.0000 |
| Epinephelus lanceolatus | 0.9561 | 0.9316 | 0.9437 | 117.0000 |
| Moxostoma anisurum | 0.9739 | 0.9573 | 0.9655 | 117.0000 |
| Sebastes melanops | 0.9748 | 0.9915 | 0.9831 | 117.0000 |
| Tautoga onitis | 0.9741 | 0.9658 | 0.9700 | 117.0000 |
| Tylosurus crocodilus | 0.9565 | 0.9402 | 0.9483 | 117.0000 |
| Caranx sexfasciatus | 0.9412 | 0.9492 | 0.9451 | 118.0000 |
| Cynoscion regalis | 1.0000 | 0.9661 | 0.9828 | 118.0000 |
| Labrus bergylta | 0.9829 | 0.9746 | 0.9787 | 118.0000 |
| Lutjanus gibbus | 0.9916 | 1.0000 | 0.9958 | 118.0000 |
| Pachymetopon blochii | 0.9746 | 0.9746 | 0.9746 | 118.0000 |
| Scomber japonicus | 0.9237 | 0.9237 | 0.9237 | 118.0000 |
| Epinephelus striatus | 0.9915 | 0.9832 | 0.9873 | 119.0000 |
| Gadus morhua | 0.9829 | 0.9664 | 0.9746 | 119.0000 |
| Lutjanus argentiventris | 0.9739 | 0.9412 | 0.9573 | 119.0000 |
| Scarus guacamaia | 0.9832 | 0.9832 | 0.9832 | 119.0000 |
| Sphoeroides maculatus | 0.9916 | 0.9916 | 0.9916 | 119.0000 |
| Belone belone | 0.8468 | 0.8750 | 0.8607 | 120.0000 |
| Elagatis bipinnulata | 1.0000 | 1.0000 | 1.0000 | 120.0000 |
| Lutjanus decussatus | 1.0000 | 1.0000 | 1.0000 | 120.0000 |
| Micropterus treculii | 0.9153 | 0.9000 | 0.9076 | 120.0000 |
| Myliobatis aquila | 0.9720 | 0.8667 | 0.9163 | 120.0000 |
| Paralabrax nebulifer | 1.0000 | 0.9917 | 0.9958 | 120.0000 |
| Plectropomus laevis | 1.0000 | 0.9917 | 0.9958 | 120.0000 |
| Pollachius pollachius | 0.9914 | 0.9583 | 0.9746 | 120.0000 |
| Amphistichus argenteus | 1.0000 | 1.0000 | 1.0000 | 121.0000 |
| Epinephelus merra | 0.9917 | 0.9835 | 0.9876 | 121.0000 |
| Macquaria novemaculeata | 0.9914 | 0.9504 | 0.9705 | 121.0000 |
| Dasyatis pastinaca | 0.6729 | 0.5902 | 0.6288 | 122.0000 |
| Gymnosarda unicolor | 0.9917 | 0.9754 | 0.9835 | 122.0000 |
| Ptychocheilus oregonensis | 0.9916 | 0.9672 | 0.9793 | 122.0000 |
| Salvelinus confluentus | 0.9913 | 0.9344 | 0.9620 | 122.0000 |
| Sparisoma rubripinne | 1.0000 | 0.9918 | 0.9959 | 122.0000 |
| Cantherhines pullus | 1.0000 | 1.0000 | 1.0000 | 123.0000 |
| Sander lucioperca | 0.9741 | 0.9187 | 0.9456 | 123.0000 |
| Acipenser transmontanus | 0.9600 | 0.9677 | 0.9639 | 124.0000 |
| Carcharhinus melanopterus | 0.9837 | 0.9758 | 0.9798 | 124.0000 |
| Silurus glanis | 0.9655 | 0.9032 | 0.9333 | 124.0000 |
| Anisotremus surinamensis | 0.9920 | 0.9920 | 0.9920 | 125.0000 |
| Epinephelus coioides | 0.9758 | 0.9680 | 0.9719 | 125.0000 |
| Scyliorhinus canicula | 0.9919 | 0.9760 | 0.9839 | 125.0000 |
| Atractosteus spatula | 0.9590 | 0.9286 | 0.9435 | 126.0000 |
| Ophiodon elongatus | 0.9683 | 0.9683 | 0.9683 | 126.0000 |
| Prionotus evolans | 1.0000 | 1.0000 | 1.0000 | 126.0000 |
| Rhomboplites aurorubens | 0.9921 | 0.9843 | 0.9881 | 127.0000 |
| Carcharhinus leucas | 0.8657 | 0.9062 | 0.8855 | 128.0000 |
| Salmo salar | 0.9055 | 0.8984 | 0.9020 | 128.0000 |
| Esox americanus americanus | 0.9440 | 0.9147 | 0.9291 | 129.0000 |
| Stenotomus chrysops | 0.9839 | 0.9457 | 0.9644 | 129.0000 |
| Triakis semifasciata | 0.9923 | 1.0000 | 0.9961 | 129.0000 |
| Rhabdosargus sarba | 0.9846 | 0.9846 | 0.9846 | 130.0000 |
| Merlangius merlangus | 0.9690 | 0.9542 | 0.9615 | 131.0000 |
| Sebastes miniatus | 0.9923 | 0.9847 | 0.9885 | 131.0000 |
| Scorpaenichthys marmoratus | 0.9692 | 0.9545 | 0.9618 | 132.0000 |
| Lota lota | 0.9771 | 0.9624 | 0.9697 | 133.0000 |
| Lutjanus fulvus | 1.0000 | 1.0000 | 1.0000 | 133.0000 |
| Lutjanus jocu | 0.9697 | 0.9624 | 0.9660 | 133.0000 |
| Makaira nigricans | 0.9621 | 0.9549 | 0.9585 | 133.0000 |
| Pagrus auratus | 0.9852 | 1.0000 | 0.9925 | 133.0000 |
| Pseudopleuronectes americanus | 0.9270 | 0.9549 | 0.9407 | 133.0000 |
| Synodus foetens | 0.9851 | 0.9925 | 0.9888 | 133.0000 |
| Acanthopagrus butcheri | 0.9160 | 0.8955 | 0.9057 | 134.0000 |
| Acipenser fulvescens | 0.9690 | 0.9328 | 0.9506 | 134.0000 |
| Cephalopholis miniata | 0.9925 | 0.9925 | 0.9925 | 134.0000 |
| Mustelus canis | 0.9259 | 0.9328 | 0.9294 | 134.0000 |
| Nocomis micropogon | 0.9779 | 0.9925 | 0.9852 | 134.0000 |
| Oncorhynchus nerka | 0.9078 | 0.9552 | 0.9309 | 134.0000 |
| Raja clavata | 1.0000 | 0.9776 | 0.9887 | 134.0000 |
| Caranx melampygus | 0.9925 | 0.9852 | 0.9888 | 135.0000 |
| Arripis trutta | 0.9776 | 0.9632 | 0.9704 | 136.0000 |
| Carassius carassius | 0.9085 | 0.9485 | 0.9281 | 136.0000 |
| Centropristis striata | 1.0000 | 0.9926 | 0.9963 | 136.0000 |
| Lutjanus bohar | 0.9925 | 0.9779 | 0.9852 | 136.0000 |
| Seriola lalandi | 0.9774 | 0.9559 | 0.9665 | 136.0000 |
| Paralabrax clathratus | 0.9856 | 1.0000 | 0.9928 | 137.0000 |
| Istiophorus albicans | 0.9776 | 0.9493 | 0.9632 | 138.0000 |
| Menticirrhus americanus | 0.9771 | 0.9275 | 0.9517 | 138.0000 |
| Trachinotus goodei | 1.0000 | 0.9638 | 0.9815 | 138.0000 |
| Epinephelus fasciatus | 1.0000 | 0.9929 | 0.9964 | 141.0000 |
| Lates calcarifer | 1.0000 | 0.9929 | 0.9964 | 141.0000 |
| Triaenodon obesus | 0.9926 | 0.9574 | 0.9747 | 141.0000 |
| Hippoglossus stenolepis | 0.9930 | 1.0000 | 0.9965 | 142.0000 |
| Carcharias taurus | 0.9857 | 0.9650 | 0.9753 | 143.0000 |
| Oncorhynchus gorbuscha | 0.9493 | 0.9161 | 0.9324 | 143.0000 |
| Sander canadensis | 0.9851 | 0.9231 | 0.9531 | 143.0000 |
| Cyprinus rubrofuscus | 0.9640 | 0.9306 | 0.9470 | 144.0000 |
| Dorosoma cepedianum | 0.9931 | 0.9931 | 0.9931 | 144.0000 |
| Oncorhynchus tshawytscha | 0.9545 | 0.8750 | 0.9130 | 144.0000 |
| Scomberomorus regalis | 0.9930 | 0.9792 | 0.9860 | 144.0000 |
| Maccullochella peelii | 0.9932 | 1.0000 | 0.9966 | 146.0000 |
| Oncorhynchus keta | 0.9583 | 0.9452 | 0.9517 | 146.0000 |
| Gnathanodon speciosus | 0.9933 | 1.0000 | 0.9966 | 148.0000 |
| Sparisoma aurofrenatum | 0.9933 | 1.0000 | 0.9967 | 149.0000 |
| Tilapia sparrmanii | 0.9803 | 0.9933 | 0.9868 | 150.0000 |
| Alosa sapidissima | 0.9603 | 0.9603 | 0.9603 | 151.0000 |
| Canthigaster rostrata | 1.0000 | 0.9934 | 0.9967 | 152.0000 |
| Centrarchus macropterus | 0.9934 | 0.9868 | 0.9901 | 152.0000 |
| Mycteroperca bonaci | 0.9679 | 0.9934 | 0.9805 | 152.0000 |
| Carcharodon carcharias | 0.9730 | 0.9412 | 0.9568 | 153.0000 |
| Lutjanus mahogoni | 0.9308 | 0.9673 | 0.9487 | 153.0000 |
| Channa striata | 0.9673 | 0.9610 | 0.9642 | 154.0000 |
| Bodianus rufus | 0.9936 | 1.0000 | 0.9968 | 155.0000 |
| Micropterus floridanus | 0.8693 | 0.8526 | 0.8608 | 156.0000 |
| Lepomis punctatus | 0.9868 | 0.9554 | 0.9709 | 157.0000 |
| Cnidoglanis macrocephalus | 1.0000 | 0.9811 | 0.9905 | 159.0000 |
| Heterodontus portusjacksoni | 1.0000 | 1.0000 | 1.0000 | 169.0000 |
| Oncorhynchus clarkii | 0.8917 | 0.8284 | 0.8589 | 169.0000 |
| Sarda sarda | 0.9766 | 0.9882 | 0.9824 | 169.0000 |
| Sparisoma viride | 0.9942 | 0.9770 | 0.9855 | 174.0000 |
| Ictiobus bubalus | 0.9721 | 0.9943 | 0.9831 | 175.0000 |
| Variola louti | 0.9943 | 0.9886 | 0.9914 | 175.0000 |
| Euthynnus alletteratus | 0.9884 | 0.9659 | 0.9770 | 176.0000 |
| Abudefduf saxatilis | 0.9944 | 1.0000 | 0.9972 | 177.0000 |
| Menidia menidia | 0.9728 | 0.9944 | 0.9835 | 180.0000 |
| Anguilla rostrata | 0.9133 | 0.8729 | 0.8927 | 181.0000 |
| Alectis ciliaris | 1.0000 | 0.9892 | 0.9946 | 185.0000 |
| Caranx latus | 0.9454 | 0.9351 | 0.9402 | 185.0000 |
| Rhizoprionodon terraenovae | 0.9043 | 0.9043 | 0.9043 | 188.0000 |
| Epinephelus morio | 0.9841 | 0.9841 | 0.9841 | 189.0000 |
| Morone mississippiensis | 0.9799 | 0.9898 | 0.9848 | 197.0000 |
| Scardinius erythrophthalmus | 0.8990 | 0.9036 | 0.9013 | 197.0000 |
| Scomber scombrus | 0.9500 | 0.9548 | 0.9524 | 199.0000 |
| Ameiurus catus | 0.8798 | 0.8673 | 0.8735 | 211.0000 |
| Mycteroperca microlepis | 0.9858 | 0.9811 | 0.9835 | 212.0000 |
| Seriola rivoliana | 0.9423 | 0.9202 | 0.9311 | 213.0000 |
| Carcharhinus limbatus | 0.8318 | 0.8551 | 0.8433 | 214.0000 |
| Thunnus atlanticus | 0.9484 | 0.9395 | 0.9439 | 215.0000 |
| Cyprinus carpio carpio | 0.9771 | 0.9771 | 0.9771 | 218.0000 |
| Strongylura marina | 0.9134 | 0.9254 | 0.9194 | 228.0000 |
| Morone chrysops X Morone saxatilis | 0.8690 | 0.8652 | 0.8671 | 230.0000 |
| Lachnolaimus maximus | 1.0000 | 0.9827 | 0.9913 | 231.0000 |
| Sphyrna tiburo | 0.9571 | 0.9571 | 0.9571 | 233.0000 |
| Lepisosteus platyrhincus | 0.9661 | 0.9702 | 0.9682 | 235.0000 |
| Lobotes surinamensis | 1.0000 | 0.9916 | 0.9958 | 237.0000 |
| Lutjanus argentimaculatus | 0.9578 | 0.9578 | 0.9578 | 237.0000 |
| Cephalopholis cruentata | 0.9712 | 0.9916 | 0.9813 | 238.0000 |
| Rachycentron canadum | 0.9794 | 0.9917 | 0.9855 | 240.0000 |
| Carassius auratus | 0.9259 | 0.9336 | 0.9298 | 241.0000 |
| Ginglymostoma cirratum | 0.9476 | 0.9631 | 0.9553 | 244.0000 |
| Oncorhynchus kisutch | 0.8821 | 0.9469 | 0.9134 | 245.0000 |
| Salvelinus namaycush | 0.9759 | 0.9838 | 0.9798 | 247.0000 |
| Parachromis managuensis | 0.9665 | 0.9924 | 0.9793 | 262.0000 |
| Ctenopharyngodon idella | 0.9808 | 0.9734 | 0.9771 | 263.0000 |
| Paralichthys lethostigma | 0.8736 | 0.8636 | 0.8686 | 264.0000 |
| Platycephalus fuscus | 0.9590 | 0.9662 | 0.9625 | 266.0000 |
| Astronotus ocellatus | 0.9926 | 0.9889 | 0.9907 | 270.0000 |
| Esox masquinongy | 0.9849 | 0.9631 | 0.9739 | 271.0000 |
| Bagre marinus | 0.9779 | 0.9743 | 0.9761 | 272.0000 |
| Micropterus punctulatus | 0.9091 | 0.9191 | 0.9141 | 272.0000 |
| Pylodictis olivaris | 0.9636 | 0.9532 | 0.9584 | 278.0000 |
| Paralichthys dentatus | 0.8606 | 0.8667 | 0.8636 | 285.0000 |
| Caranx ignobilis | 0.9795 | 0.9862 | 0.9828 | 290.0000 |
| Morone chrysops | 0.8908 | 0.8908 | 0.8908 | 293.0000 |
| Selene vomer | 0.9967 | 1.0000 | 0.9984 | 304.0000 |
| Lutjanus campechanus | 0.9838 | 0.9934 | 0.9886 | 305.0000 |
| Dicentrarchus labrax | 0.9806 | 0.9902 | 0.9854 | 306.0000 |
| Abramis brama | 0.9681 | 0.9806 | 0.9743 | 309.0000 |
| Scomberomorus maculatus | 0.9654 | 0.9777 | 0.9715 | 314.0000 |
| Oreochromis aureus | 0.9748 | 0.9778 | 0.9763 | 316.0000 |
| Lutjanus synagris | 0.9808 | 0.9685 | 0.9746 | 317.0000 |
| Ictalurus furcatus | 0.9586 | 0.9262 | 0.9421 | 325.0000 |
| Thunnus albacares | 0.9520 | 0.9754 | 0.9635 | 325.0000 |
| Morone americana | 0.9585 | 0.9848 | 0.9714 | 328.0000 |
| Carangoides bartholomaei | 0.9704 | 0.9939 | 0.9820 | 330.0000 |
| Scomberomorus cavalla | 0.9669 | 0.9669 | 0.9669 | 332.0000 |
| Lepisosteus osseus | 0.9714 | 0.9827 | 0.9770 | 346.0000 |
| Caranx crysos | 0.9780 | 0.9944 | 0.9861 | 357.0000 |
| Haemulon plumierii | 0.9917 | 0.9944 | 0.9931 | 360.0000 |
| Megalops atlanticus | 0.9837 | 0.9864 | 0.9850 | 367.0000 |
| Elops saurus | 0.9947 | 0.9947 | 0.9947 | 374.0000 |
| Acanthocybium solandri | 0.9742 | 0.9947 | 0.9843 | 379.0000 |
| Lutjanus analis | 0.9947 | 0.9868 | 0.9907 | 379.0000 |
| Mugil cephalus | 0.9767 | 0.9869 | 0.9818 | 383.0000 |
| Tinca tinca | 0.9852 | 0.9901 | 0.9876 | 403.0000 |
| Anisotremus virginicus | 1.0000 | 1.0000 | 1.0000 | 423.0000 |
| Trachinotus falcatus | 0.9654 | 0.9905 | 0.9778 | 423.0000 |
| Acanthurus chirurgus | 0.9860 | 0.9883 | 0.9872 | 429.0000 |
| Ocyurus chrysurus | 1.0000 | 1.0000 | 1.0000 | 430.0000 |
| Salmo trutta | 0.9767 | 0.9699 | 0.9733 | 432.0000 |
| Cynoscion nebulosus | 0.9908 | 1.0000 | 0.9954 | 433.0000 |
| Seriola dumerili | 0.9521 | 0.9630 | 0.9575 | 433.0000 |
| Centropomus undecimalis | 1.0000 | 1.0000 | 1.0000 | 434.0000 |
| Ambloplites rupestris | 0.9955 | 1.0000 | 0.9977 | 439.0000 |
| Lepomis cyanellus | 0.9931 | 0.9886 | 0.9909 | 439.0000 |
| Pomoxis annularis | 0.9702 | 0.9636 | 0.9669 | 439.0000 |
| Sander vitreus | 0.9519 | 0.9864 | 0.9688 | 441.0000 |
| Cymatogaster aggregata | 0.9909 | 0.9887 | 0.9898 | 442.0000 |
| Aplodinotus grunniens | 0.9711 | 0.9865 | 0.9787 | 443.0000 |
| Caranx hippos | 0.9730 | 0.9752 | 0.9741 | 443.0000 |
| Esox niger | 0.9532 | 0.9661 | 0.9596 | 443.0000 |
| Ameiurus melas | 0.8348 | 0.8536 | 0.8441 | 444.0000 |
| Amia calva | 0.9772 | 0.9662 | 0.9717 | 444.0000 |
| Cyprinus carpio | 0.9550 | 0.9550 | 0.9550 | 444.0000 |
| Lagodon rhomboides | 0.9978 | 0.9978 | 0.9978 | 445.0000 |
| Perca flavescens | 0.9649 | 0.9888 | 0.9767 | 445.0000 |
| Pomoxis nigromaculatus | 0.9710 | 0.9775 | 0.9742 | 445.0000 |
| Micropogonias undulatus | 0.9800 | 0.9910 | 0.9855 | 446.0000 |
| Lepomis gulosus | 0.9709 | 0.9687 | 0.9698 | 447.0000 |
| Lutjanus apodus | 0.9889 | 0.9889 | 0.9889 | 449.0000 |
| Perca fluviatilis | 0.9932 | 0.9800 | 0.9865 | 449.0000 |
| Ariopsis felis | 0.9522 | 0.9733 | 0.9626 | 450.0000 |
| Ictalurus punctatus | 0.9145 | 0.9267 | 0.9205 | 450.0000 |
| Ameiurus natalis | 0.9074 | 0.8914 | 0.8993 | 451.0000 |
| Caranx ruber | 0.9865 | 0.9734 | 0.9799 | 451.0000 |
| Catostomus commersonii | 0.9615 | 0.9956 | 0.9782 | 451.0000 |
| Cichla ocellaris | 1.0000 | 0.9956 | 0.9978 | 451.0000 |
| Hypanus sabinus | 0.9145 | 0.9246 | 0.9195 | 451.0000 |
| Rutilus rutilus | 0.9532 | 0.9490 | 0.9511 | 451.0000 |
| Trachinotus carolinus | 0.9865 | 0.9756 | 0.9810 | 451.0000 |
| Ameiurus nebulosus | 0.8475 | 0.8850 | 0.8658 | 452.0000 |
| Balistes capriscus | 0.9978 | 1.0000 | 0.9989 | 452.0000 |
| Orthopristis chrysoptera | 0.9955 | 0.9845 | 0.9900 | 452.0000 |
| Acanthopagrus australis | 0.9565 | 0.9713 | 0.9639 | 453.0000 |
| Hypanus americanus | 0.7963 | 0.8543 | 0.8243 | 453.0000 |
| Lepomis microlophus | 0.9713 | 0.9713 | 0.9713 | 453.0000 |
| Morone saxatilis | 0.9912 | 0.9890 | 0.9901 | 454.0000 |
| Pomatomus saltatrix | 0.9846 | 0.9846 | 0.9846 | 454.0000 |
| Archosargus probatocephalus | 0.9956 | 0.9912 | 0.9934 | 455.0000 |
| Mayaheros urophthalmus | 0.9889 | 0.9824 | 0.9857 | 455.0000 |
| Lepomis gibbosus | 0.9548 | 0.9737 | 0.9642 | 456.0000 |
| Lepomis macrochirus | 0.9581 | 0.9518 | 0.9549 | 456.0000 |
| Lutjanus griseus | 0.9759 | 0.9781 | 0.9770 | 456.0000 |
| Esox lucius | 0.9631 | 0.9694 | 0.9663 | 458.0000 |
| Coryphaena hippurus | 0.9893 | 0.9914 | 0.9904 | 466.0000 |
| Lepomis auritus | 0.9831 | 0.9894 | 0.9862 | 470.0000 |
| Sphyraena barracuda | 0.9849 | 0.9682 | 0.9764 | 471.0000 |
| Herichthys cyanoguttatus | 0.9711 | 0.9812 | 0.9761 | 479.0000 |
| Pogonias cromis | 0.9778 | 0.9858 | 0.9818 | 492.0000 |
| Micropterus dolomieu | 0.9655 | 0.9749 | 0.9702 | 517.0000 |
| Micropterus salmoides | 0.9160 | 0.9249 | 0.9204 | 519.0000 |
| Salvelinus fontinalis | 0.9715 | 0.9771 | 0.9743 | 523.0000 |
| Oncorhynchus mykiss | 0.9164 | 0.9373 | 0.9267 | 526.0000 |
| Sciaenops ocellatus | 0.9925 | 0.9925 | 0.9925 | 535.0000 |
| avg / total | 0.9643 | 0.9641 | 0.9641 | 63582.0000 |
