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Modelos de inteligencia artificial de Wildlife Insights

La plataforma Wildlife Insights agiliza el monitoreo de la conservación al acelerar el análisis de los datos de las cámaras trampa. Los investigadores que tienen datos de cámaras trampa ahora pueden subirlos a la plataforma basada en Google Cloud, donde pueden administrar, identificar y analizar sus datos de biodiversidad. Los investigadores también pueden ejecutar modelos de IA sobre sus datos para la identificación de especies. Utilizando el marco de trabajo TensorFlow de código abierto de Google, Google ha entrenado modelos de IA para realizar dos tareas.

  1. Filtrado de imágenes en blanco: los investigadores de la vida silvestre nos dijeron que se dedican muchas horas a la ardua tarea manual de eliminar los espacios en blanco de un conjunto de datos; es decir, filtrar imágenes sin animales. Nuestros modelos están ajustados para clasificar con precisión los espacios en blanco, al tiempo que reducen la posibilidad de eliminar imágenes valiosas de animales. Establecemos un umbral muy alto en la confianza requerida del modelo al predecir la clase en blanco, por lo que si lo clasificamos como un blanco, la probabilidad de que en realidad sea un blanco es muy alta.
     
  2. Clasificación de especies: entrenamos nuestros modelos de IA para que aprendan a reconocer cientos de especies de todo el mundo. Wildlife Insights es una asociación sin precedentes entre organizaciones que han pasado décadas recolectando y catalogando o etiquetando animales en imágenes de cámaras trampa. Se trata de un conjunto de datos de entrenamiento de alta calidad para modelos de IA, que consta de más de 11,6 millones de imágenes, más grande que todos los especímenes de vertebrados del mundo en museos combinados.

Eche un vistazo a los modelos de IA de Wildlife Insights que predicen especies e imágenes en blanco en las fotos de las cámaras trampa

¡Necesitamos tu ayuda! Nuestro conjunto de datos actual es el mayor conjunto de datos curados de imágenes de cámaras trampa etiquetadas hasta la fecha, con ejemplos de 732 especies. Hay muchas más especies de vertebrados terrestres en el mundo. Puede ayudarnos a expandir nuestras capacidades de IA a nuevas especies o especies raras existentes, y mejorar nuestra precisión en las especies que ya están en el conjunto de datos, agregando sus datos a Wildlife Insights. Puede beneficiarse de que otros compartan datos a medida que los modelos mejoran cada vez más para su especie de interés.

Nos impulsa la misión de apoyar a las personas que se preocupan por preservar la vida silvestre para las generaciones actuales y futuras. Nuestro objetivo es proporcionar conocimientos para la toma de decisiones de gestión de conservación eficaz.

Rendimiento del modelo

Puede usar esta tabla para ver si una especie está en nuestro conjunto de datos de entrenamiento actual y cómo funciona el modelo para esa especie.

Si ve "Necesita más datos" en las métricas, esto significa que nuestro modelo de IA no puede hacer una predicción con confianza por encima de un umbral fijo (el umbral se ajusta manualmente). Si ve "No en espera" en las métricas, significa que esta clase no formaba parte de nuestro conjunto estable de espera y, por lo tanto, no pudimos medir el rendimiento del modelo con la suficiente precisión. Si no ve su especie de interés en la lista, significa que actualmente no tenemos ejemplos de esa especie en nuestro conjunto de datos. Esta es una razón de más para contribuir, para que podamos seguir aumentando el número de especies admitidas en Wildlife Insights.

Obtenga más información sobre cómo evaluar la precisión de la clasificación para los modelos de IA en general.

Per-Class Performance
Family Genus Species Common Name # of images % of Dataset
blank 18753601 0.55698
bovidae bos taurus domestic cattle 5647823 0.16774
macropodidae wallabia bicolor swamp wallaby 785208 0.02332
cervidae odocoileus hemionus mule deer 568628 0.01689
hominidae homo sapiens human 311337 0.00925
bovidae connochaetes taurinus common wildebeest 231789 0.00688
canidae canis latrans coyote 226369 0.00672
cervidae odocoileus virginianus white-tailed deer 219139 0.00651
suidae sus scrofa wild boar 215506 0.00640
bird 209554 0.00622
cervidae cervus elaphus red deer 204061 0.00606
corvidae corvus corax common raven 178030 0.00529
corvidae corvus corvus species 176834 0.00525
vombatidae vombatus ursinus common wombat 166534 0.00495
phalangeridae trichosurus vulpecula common brushtail possum 158670 0.00471
macropodidae macropus giganteus eastern grey kangaroo 152887 0.00454
macropodidae macropus rufogriseus red-necked wallaby 151858 0.00451
bovidae philantomba monticola blue duiker 150486 0.00447
equidae equus quagga plains zebra 141112 0.00419
bovidae cephalophus nigrifrons black-fronted duiker 131334 0.00390
ursidae ursus americanus american black bear 127188 0.00378
equidae equus caballus domestic horse 126454 0.00376
tayassuidae pecari tajacu collared peccary 122920 0.00365
vehicle 112111 0.00333
bovidae eudorcas thomsonii thomson's gazelle 104127 0.00309
bovidae cephalophus callipygus peters' duiker 103603 0.00308
tayassuidae tayassu pecari white-lipped peccary 100134 0.00297
cervidae cervidae family 94864 0.00282
cervidae alces alces moose 92878 0.00276
cercopithecidae macaca nemestrina southern pig-tailed macaque 90355 0.00268
bovidae tragelaphus scriptus bushbuck 86717 0.00258
cercopithecidae macaca fascicularis common long-tailed macaque 78059 0.00232
cervidae mazama americana red brocket 74576 0.00221
cervidae cervus canadensis elk 73607 0.00219
muridae rattus rattus species 73130 0.00217
felidae lynx rufus bobcat 72994 0.00217
bovidae cephalophus silvicultor yellow-backed duiker 66972 0.00199
procyonidae procyon lotor northern raccoon 64696 0.00192
elephantidae loxodonta africana african elephant 63704 0.00189
sciuridae sundasciurus juvencus northern palawan tree squirrel 61769 0.00183
cuniculidae cuniculus paca spotted paca 61235 0.00182
canidae vulpes vulpes red fox 58670 0.00174
dasyproctidae dasyprocta fuliginosa black agouti 56388 0.00167
accipitridae aquila chrysaetos golden eagle 55543 0.00165
bovidae syncerus caffer african buffalo 54084 0.00161
psophiidae psophia crepitans gray-winged trumpeter 53284 0.00158
passeriformes order 52190 0.00155
bovidae cephalophus harveyi harvey's duiker 50591 0.00150
canidae urocyon cinereoargenteus grey fox 46182 0.00137
tapiridae tapirus terrestris lowland tapir 43533 0.00129
sciuridae tamiasciurus douglasii douglas's squirrel 43124 0.00128
sciuridae sciurus griseus western gray squirrel 43004 0.00128
sciuridae marmota flaviventris yellow-bellied marmot 42060 0.00125
muridae muridae family 41161 0.00122
myocastoridae myocastor coypus nutria 38926 0.00116
canidae canis familiaris domestic dog 38393 0.00114
menuridae menura novaehollandiae superb lyrebird 37373 0.00111
bovidae capra aegagrus hircus domestic goat 36829 0.00109
dasyproctidae dasyprocta leporina red-rumped agouti 36750 0.00109
cracidae mitu tuberosum razor-billed curassow 35702 0.00106
bovidae alcelaphus buselaphus hartebeest 32632 0.00097
sciuridae otospermophilus beecheyi california ground squirrel 31913 0.00095
leporidae lepus americanus snowshoe hare 31704 0.00094
sciuridae sciurus carolinensis eastern gray squirrel 28627 0.00085
nesomyidae cricetomys gambianus gambian rat 28522 0.00085
dasypodidae dasypus novemcinctus nine-banded armadillo 27974 0.00083
dasyproctidae myoprocta pratti green acouchi 27143 0.00081
mammal 26937 0.00080
rodent 26817 0.00080
suidae potamochoerus porcus red river hog 26757 0.00079
didelphidae didelphis virginiana virginia opossum 26195 0.00078
leporidae rabbit and hare family 24900 0.00074
felidae puma concolor puma 24292 0.00072
phasianidae gallus gallus domesticus domestic chicken 22925 0.00068
antilocapridae antilocapra americana pronghorn 22867 0.00068
bovidae cephalophus dorsalis bay duiker 22645 0.00067
mephitidae mephitis mephitis striped skunk 22196 0.00066
nesomyidae cricetomys emini forest giant pouched rat 21819 0.00065
bovidae madoqua guentheri guenther's dik-dik 21033 0.00062
megapodiidae alectura lathami australian brush-turkey 21019 0.00062
tupaiidae tupaia palawanensis palawan treeshrew 20921 0.00062
giraffidae giraffa camelopardalis giraffe 20879 0.00062
bovidae aepyceros melampus impala 20873 0.00062
felidae felis catus domestic cat 20371 0.00061
cervidae muntiacus muntjak southern red muntjac 20115 0.00060
bovidae cephalophus ogilbyi ogilby's duiker 19903 0.00059
numididae guineafowl family 19865 0.00059
anseriformes order 19740 0.00059
phasianidae meleagris gallopavo wild turkey 19686 0.00058
bovidae ovis aries domestic sheep 19492 0.00058
dasyproctidae dasyprocta punctata central american agouti 19341 0.00057
cercopithecidae cercocebus sanjei sanje river mangabey 19205 0.00057
bovidae nanger granti grant's gazelle 19150 0.00057
suidae phacochoerus africanus common warthog 19101 0.00057
cervidae mazama nemorivaga amazonian brown brocket 18964 0.00056
cricetidae neotoma fuscipes dusky-footed woodrat 18566 0.00055
cervidae dama dama common fallow deer 18428 0.00055
equidae equus asinus domestic donkey 17885 0.00053
leporidae oryctolagus cuniculus european rabbit 17461 0.00052
phalangeridae trichosurus caninus short-eared brushtail possum 17109 0.00051
dasyproctidae myoprocta acouchy red acouchi 16827 0.00050
herpestidae bdeogale crassicauda bushy-tailed mongoose 16387 0.00049
psophiidae psophia leucoptera white-winged trumpeter 15375 0.00046
hominidae pan troglodytes chimpanzee 15355 0.00046
cracidae crax alector black curassow 15265 0.00045
muridae mus musculus house mouse 14740 0.00044
macropodidae macropus robustus common wallaroo 14696 0.00044
cercopithecidae allochrocebus lhoesti l'hoest's monkey 14540 0.00043
felidae leopardus pardalis ocelot 14431 0.00043
sciuridae callospermophilus lateralis golden mantled ground squirrel 14260 0.00042
macropodidae macropus fuliginosus western gray kangaroo 14249 0.00042
suidae potamochoerus larvatus bushpig 13720 0.00041
cracidae mitu salvini salvin's curassow 13586 0.00040
canidae lycalopex culpaeus culpeo 13452 0.00040
corcoracidae corcorax melanorhamphos white-winged chough 13353 0.00040
bovidae nesotragus moschatus suni 13341 0.00040
accipitridae buteo jamaicensis red-tailed hawk 12747 0.00038
leporidae lepus californicus black-tailed jackrabbit 12549 0.00037
macropodidae thylogale thetis red-necked pademelon 12404 0.00037
mephitidae mydaus marchei palawan stink-badger 12388 0.00037
didelphidae didelphis marsupialis common opossum 12302 0.00037
canidae canis aureus golden jackal 12244 0.00036
peramelidae perameles nasuta long-nosed bandicoot 11840 0.00035
canidae canis lupus grey wolf 11567 0.00034
accipitridae haliaeetus leucocephalus bald eagle 11537 0.00034
leporidae lepus townsendii white-tailed jackrabbit 11534 0.00034
suidae sus scrofa scrofa domestic pig 11339 0.00034
numididae agelastes niger black guineafowl 11111 0.00033
felidae panthera leo lion 10458 0.00031
hystricidae atherurus africanus african brush-tailed porcupine 10162 0.00030
hyaenidae crocuta crocuta spotted hyaena 9782 0.00029
hystricidae hystrix indica indian crested porcupine 9282 0.00028
numididae guttera pucherani pintade huppée 9101 0.00027
didelphidae didelphis pernigra andean white-eared opossum 8992 0.00027
tinamidae tinamus major great tinamou 8862 0.00026
dasypodidae dasypus kappleri greater long-nosed armadillo 8269 0.00025
peramelidae isoodon macrourus northern brown bandicoot 8228 0.00024
tapiridae tapirus bairdii baird's tapir 8139 0.00024
sciuridae sciuridae family 8053 0.00024
leporidae sylvilagus bachmani brush rabbit 8041 0.00024
muridae rattus rattus house rat 8030 0.00024
procyonidae nasua nasua south american coati 8024 0.00024
echimyidae proechimys brevicauda huallaga spiny rat 8019 0.00024
cercopithecidae papio anubis olive baboon 8015 0.00024
tachyglossidae tachyglossus aculeatus short-beaked echidna 7830 0.00023
phalangeridae trichosurus cunninghami mountain brushtail possum 7720 0.00023
leporidae sylvilagus brasiliensis common tapeti 7688 0.00023
reptile 7439 0.00022
cercopithecidae macaca arctoides stump-tailed macaque 7414 0.00022
viverridae paradoxurus hermaphroditus common palm civet 7153 0.00021
macropodidae thylogale stigmatica red-legged pademelon 7059 0.00021
potoroidae potorous tridactylus long-nosed potoroo 7012 0.00021
tragulidae tragulus kanchil lesser oriental chevrotain 6864 0.00020
cathartidae cathartes aura turkey vulture 6838 0.00020
bovidae tragelaphus oryx common eland 6326 0.00019
felidae panthera onca jaguar 6266 0.00019
hominidae gorilla beringei eastern gorilla 6180 0.00018
procellariidae pterodroma defilippiana masatierra petrel 6099 0.00018
bovidae capricornis milneedwardsii chinese serow 5983 0.00018
cercopithecidae mandrillus leucophaeus drill 5928 0.00018
tapiridae tapirus indicus malay tapir 5917 0.00018
sciuridae neotamias neotamias species 5721 0.00017
artamidae gymnorhina tibicen australian magpie 5684 0.00017
bovidae cephalophus spadix abbott's duiker 5571 0.00017
cercopithecidae cercopithecus mitis blue monkey 5466 0.00016
viverridae genetta servalina servaline genet 5374 0.00016
bovidae gazella dorcas dorcas gazelle 5284 0.00016
mustelidae martes caurina pacific marten 5223 0.00016
bovidae damaliscus lunatus topi 5181 0.00015
numididae guttera plumifera plumed guineafowl 5137 0.00015
threskiornithidae lophotibis cristata madagascar crested ibis 5001 0.00015
turdidae turdus merula common blackbird 4917 0.00015
macropodidae macropus eugenii tammar wallaby 4912 0.00015
bovidae gazella gazella mountain gazelle 4901 0.00015
ursidae ursus arctos brown bear 4894 0.00015
cracidae nothocrax urumutum nocturnal curassow 4845 0.00014
columbidae zentrygon frenata white-throated quail-dove 4802 0.00014
felidae lynx canadensis canada lynx 4772 0.00014
bovidae ovis orientalis mouflon 4764 0.00014
sciuridae urocitellus beldingi belding's ground squirrel 4660 0.00014
corvidae pica hudsonia black-billed magpie 4621 0.00014
pachycephalidae colluricincla harmonica grey shrike-thrush 4592 0.00014
cricetidae neotoma cinerea bushy-tailed woodrat 4568 0.00014
leporidae lepus capensis cape hare 4519 0.00013
pittidae pitta sordida western hooded pitta 4473 0.00013
anatidae anas platyrhynchos mallard 4414 0.00013
hystricidae hystrix pumila phillipine porcupine 4365 0.00013
phasianidae argusianus argus argos real 4365 0.00013
macropodidae kangaroo family 4361 0.00013
mustelidae melogale moschata small-toothed ferret badger 4360 0.00013
mustelidae pekania pennanti fisher 4249 0.00013
myrmecophagidae myrmecophaga tridactyla giant anteater 4225 0.00013
cervidae odocoileus odocoileus species 4113 0.00012
sciuridae tamiasciurus hudsonicus red squirrel 4111 0.00012
mustelidae eira barbara tayra 4084 0.00012
cervidae capreolus capreolus european roe deer 4057 0.00012
columbidae leucosarcia melanoleuca wonga pigeon 3981 0.00012
leporidae sylvilagus sylvilagus species 3943 0.00012
bovidae redunca reedbuck species 3930 0.00012
eupleridae fossa fossana spotted fanaloka 3914 0.00012
phasianidae polyplectron napoleonis palawan peacock-pheasant 3904 0.00012
cricetidae cricetidae family 3853 0.00011
phasianidae gallus gallus red junglefowl 3819 0.00011
cercopithecidae papio baboon species 3802 0.00011
muridae rattus tanezumi oriental house rat 3719 0.00011
leporidae lepus europaeus european hare 3700 0.00011
artamidae strepera graculina pied currawong 3682 0.00011
phasianidae meleagris ocellata ocellated turkey 3677 0.00011
leporidae lepus lepus species 3675 0.00011
sciuridae funisciurus leucogenys orange headed tree squirrel 3670 0.00011
cervidae rusa unicolor sambar 3654 0.00011
odontophoridae callipepla californica california quail 3644 0.00011
dasyuridae dasyuridae family 3615 0.00011
eupleridae cryptoprocta ferox fossa 3571 0.00011
didelphidae metachirus nudicaudatus brown four-eyed opossum 3484 0.00010
cracidae penelope jacquacu spix's guan 3475 0.00010
bovidae rupicapra rupicapra northern chamois 3430 0.00010
canidae canis lupus dingo dingo 3417 0.00010
macropodidae petrogale penicillata brush-tailed rock wallaby 3409 0.00010
macropodidae macropus parma parma wallaby 3391 0.00010
hystricidae hystrix brachyura malayan porcupine 3220 0.00010
felidae panthera pardus leopard 3202 0.00010
hominidae gorilla gorilla western gorilla 3200 0.00010
cervidae rangifer tarandus reindeer 3191 0.00009
felidae caracal aurata african golden cat 3186 0.00009
hippopotamidae hippopotamus amphibius hippopotamus 3145 0.00009
felidae acinonyx jubatus cheetah 3105 0.00009
canidae canine family 3101 0.00009
bovidae madoqua dik-dik species 3049 0.00009
psophiidae psophia viridis dark-winged trumpeter 3041 0.00009
anatidae aix sponsa wood duck 3015 0.00009
macroscelididae rhynchocyon udzungwensis grey-faced sengi 2963 0.00009
bovidae capra capra species 2936 0.00009
cervidae mazama temama central american red brocket 2913 0.00009
columbidae leptotila rufaxilla grey-fronted dove 2884 0.00009
sciuridae ammospermophilus leucurus white-tailed antelope squirrel 2855 0.00008
hystricidae atherurus macrourus asiatic brush-tailed porcupine 2748 0.00008
gruiformes order 2717 0.00008
sciuridae protoxerus stangeri african giant squirrel 2684 0.00008
cuniculidae cuniculus taczanowskii mountain paca 2676 0.00008
dasyuridae dasyurus maculatus spotted-tailed quoll 2648 0.00008
bovidae ovis canadensis bighorn sheep 2571 0.00008
macropodidae macropus dorsalis black-striped wallaby 2520 0.00007
sciuridae paraxerus vexillarius svynnerton's bush squirrel 2518 0.00007
columbidae geotrygon montana ruddy quail-dove 2506 0.00007
mustelidae martes americana american marten 2501 0.00007
rallidae himantornis haematopus nkulengu rail 2480 0.00007
felidae prionailurus bengalensis leopard cat 2472 0.00007
sciuridae funisciurus carruthersi carruther's mountain squirrel 2452 0.00007
muridae rattus exulans polynesian rat 2331 0.00007
camelidae lama guanicoe guanaco 2289 0.00007
sciuridae sciurus igniventris northern amazon red squirrel 2279 0.00007
cracidae crax rubra great curassow 2172 0.00006
canidae lycalopex griseus argentine gray fox 2132 0.00006
muridae rattus fuscipes bush rat 2131 0.00006
felidae leopardus wiedii margay 2123 0.00006
herpestidae crossarchus obscurus common cusimanse 2112 0.00006
columbidae chalcophaps indica common emerald dove 2096 0.00006
canidae atelocynus microtis short-eared dog 2083 0.00006
cuculidae coua serriana red-breasted coua 2078 0.00006
suidae sus ahoenobarbus palawan bearded pig 2072 0.00006
equidae equus hemionus asiatic wild ass 2067 0.00006
tapiridae tapirus pinchaque mountain tapir 2048 0.00006
ptilonorhynchidae ptilonorhynchus violaceus satin bowerbird 2013 0.00006
rallidae fulica americana american coot 1994 0.00006
rallidae aramides cajaneus grey-necked wood-rail 1982 0.00006
erethizontidae erethizon dorsatum north american porcupine 1979 0.00006
ochotonidae ochotona princeps american pika 1967 0.00006
sciuridae funisciurus pyrropus fire-footed rope squirrel 1962 0.00006
echimyidae proechimys proechimys species 1922 0.00006
turdidae ixoreus naevius varied thrush 1913 0.00006
corvidae corvus brachyrhynchos american crow 1880 0.00006
muscicapidae kittacincla nigra white-vented shama 1855 0.00006
mustelidae meles meles eurasian badger 1836 0.00005
struthionidae struthio camelus common ostrich 1806 0.00005
alaudidae eremophila alpestris horned lark 1805 0.00005
bovidae bison bison american bison 1794 0.00005
otididae ardeotis kori kori bustard 1770 0.00005
canidae canis canis species 1750 0.00005
phasianidae pternistis nobilis handsome francolin 1746 0.00005
cercopithecidae colobus angolensis angolan colobus 1745 0.00005
procaviidae dendrohyrax validus eastern tree hyrax 1734 0.00005
phasianidae alectoris chukar chukar 1720 0.00005
leporidae sylvilagus audubonii desert cottontail 1695 0.00005
cervidae dama mesopotamica persian fallow deer 1687 0.00005
procellariidae ardenna creatopus pink-footed shearwater 1681 0.00005
didelphidae philander opossum gray four-eyed opossum 1644 0.00005
corvidae corvidae family 1621 0.00005
sciuridae sciurus niger bryant's fox squirrel 1608 0.00005
felidae leptailurus serval serval 1605 0.00005
cricetidae ondatra zibethicus muskrat 1586 0.00005
canidae canis adustus side-striped jackal 1585 0.00005
herpestidae herpestes naso long-nosed mongoose 1585 0.00005
castoridae castor canadensis american beaver 1573 0.00005
fringillidae leucosticte tephrocotis grey-crowned rosy-finch 1573 0.00005
sciuridae dremomys rufigenis red-cheeked squirrel 1561 0.00005
insect 1556 0.00005
mustelidae taxidea taxus american badger 1550 0.00005
chlamyphoridae priodontes maximus giant armadillo 1539 0.00005
cricetidae neotoma neotoma species 1533 0.00005
turdidae turdidae family 1512 0.00004
turdidae turdus turdus species 1507 0.00004
mustelidae mellivora capensis honey badger 1503 0.00004
nesomyidae nesomys rufus eastern red forest rat 1495 0.00004
cinclosomatidae cinclosoma punctatum spotted quail-thrush 1474 0.00004
tinamidae crypturellus variegatus variegated tinamou 1441 0.00004
turdidae turdus migratorius american robin 1429 0.00004
phasianidae peliperdix lathami forest francolin 1429 0.00004
cercopithecidae cercocebus torquatus red-capped mangabey 1404 0.00004
bovidae bos bos species 1400 0.00004
megapodiidae megapodius cumingii philippine scrubfowl 1396 0.00004
cuculidae geococcyx californianus greater roadrunner 1391 0.00004
sciuridae sciurus spadiceus southern amazon red squirrel 1374 0.00004
alcedinidae dacelo novaeguineae laughing kookaburra 1317 0.00004
phasianidae alectoris rufa red-legged partridge 1306 0.00004
tinamidae tinamus tao grey tinamou 1291 0.00004
phasianidae lophura diardi siamese fireback 1277 0.00004
pseudocheiridae pseudocheirus peregrinus common ringtail possum 1270 0.00004
sciuridae sciurus ignitus bolivian squirrel 1232 0.00004
felidae herpailurus yagouaroundi jaguarundi 1227 0.00004
sciuridae glaucomys sabrinus carolina flying squirrel 1223 0.00004
procellariidae pterodroma phaeopygia galapagos petrel 1216 0.00004
cathartidae coragyps atratus american black vulture 1205 0.00004
cebidae cebus albifrons humboldt's white-fronted capuchin 1200 0.00004
manidae manis culionensis philippine pangolin 1190 0.00004
potoroidae aepyprymnus rufescens rufous bettong 1189 0.00004
procyonidae bassariscus astutus ringtail 1186 0.00004
corvidae cyanocitta stelleri steller's jay 1179 0.00004
varanidae varanus varius lace monitor 1159 0.00003
tragulidae hyemoschus aquaticus water chevrotain 1157 0.00003
phasianidae coturnix quail species 1154 0.00003
camelidae vicugna vicugna species 1150 0.00003
rallidae gallinula galeata common gallinule 1150 0.00003
sagittariidae sagittarius serpentarius secretarybird 1147 0.00003
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felidae lynx lynx species 73 0.00000
petauridae petaurus petaurus species 73 0.00000
rallidae dryolimnas cuvieri white-throated rail 73 0.00000
dasyuridae phascogale tapoatafa brush-tailed phascogale 73 0.00000
prionodontidae prionodon linsang banded linsang 72 0.00000
accipitridae spizaetus ornatus ornate hawk-eagle 72 0.00000
sciuridae urocitellus armatus uinta ground squirrel 72 0.00000
lemuridae eulemur rubriventer red-bellied lemur 72 0.00000
turdidae turdus dissimilis black-breasted thrush 71 0.00000
orthonychidae orthonyx temminckii logrunner 70 0.00000
procyonidae potos flavus kinkajou 70 0.00000
phalangeridae trichosurus trichosurus species 70 0.00000
muridae psammomys obesus fat sand rat 69 0.00000
tupaiidae tupaia tana large treeshrew 69 0.00000
podicipedidae podilymbus podiceps pied-billed grebe 67 0.00000
tinamidae crypturellus obsoletus brown tinamou 67 0.00000
falconidae micrastur semitorquatus collared forest-falcon 66 0.00000
cercopithecidae cercopithecus ascanius red-tailed monkey 66 0.00000
lemuridae hapalemur griseus eastern lesser bamboo lemur 66 0.00000
accipitridae buteogallus anthracinus common black-hawk 66 0.00000
bovidae oreamnos americanus mountain goat 65 0.00000
falconidae phalcoboenus chimango chimango caracara 65 0.00000
troglodytidae cistothorus palustris marsh wren 65 0.00000
otididae eupodotis senegalensis white-bellied bustard 64 0.00000
sciuridae rhinosciurus laticaudatus shrew-faced squirrel 64 0.00000
accipitridae circus hudsonius northern harrier 64 0.00000
mustelidae martes martes pine marten 64 0.00000
tinamidae crypturellus erythropus red-legged tinamou 63 0.00000
cardinalidae cardinalis cardinalis northern cardinal 63 0.00000
maluridae malurus lamberti variegated fairy-wren 63 0.00000
burhinidae burhinus grallarius bush thick-knee 63 0.00000
dipodidae jaculus jaculus species 62 0.00000
scincidae tiliqua scincoides eastern blue-tongued lizard 62 0.00000
mephitidae conepatus semistriatus striped hog-nosed skunk 62 0.00000
felidae leopardus leopardus species 62 0.00000
scincidae scincidae family 61 0.00000
galagidae galagoides thomasi thomas's dwarf galago 61 0.00000
phoeniculidae phoeniculus bollei white-headed woodhoopoe 61 0.00000
indriidae propithecus edwardsi milne-edward's sifaka 61 0.00000
spider 60 0.00000
grallariidae grallaria ruficapilla chestnut-crowned antpitta 59 0.00000
ardeidae ardea cocoi cocoi heron 59 0.00000
rhinocerotidae rhinoceros family 59 0.00000
cathartidae cathartes burrovianus lesser yellow-headed vulture 58 0.00000
icteridae quiscalus major boat-tailed grackle 58 0.00000
testudinidae tortoise family 58 0.00000
falconidae falco sparverius american kestrel 58 0.00000
atelidae alouatta seniculus colombian red howler monkey 58 0.00000
felidae pardofelis marmorata marbled cat 58 0.00000
phasianidae tetrao urogallus western capercaillie 57 0.00000
ardeidae botaurus lentiginosus american bittern 57 0.00000
laridae larus delawarensis ring-billed gull 57 0.00000
galliformes order 56 0.00000
podicipedidae tachybaptus novaehollandiae australasian grebe 56 0.00000
tenrecidae setifer setosus greater hedgehog tenrec 56 0.00000
tyrannidae sayornis nigricans black phoebe