About Wildlife Insights AI | Wildlife Insights

Wildlife Insights Artificial Intelligence Models

The Wildlife Insights platform uses AI technology to drastically reduce how long it takes to convert camera trap data into usable biodiversity insights. Anyone who collects camera trap data can use Wildlife Insights to upload data to Google Cloud and access AI models trained to automatically classify camera trap images. The Wildlife Insights AI model is trained using Google’s open source TensorFlow library.

Here's how AI can help:

Filter out blank images: Many wildlife researchers spend hours manually removing blanks (images without an animal) from their data. Our AI model is trained to identify blanks so you can quickly review them and focus more on the hard-to-identify images. The model classifies images as blank only when it's confident, reducing the possibility of removing valuable images of animals.
Classify animals: Our AI model is trained to recognize 1,295 species and 237 classes higher in the taxonomic tree from around the world. The models aim to provide a prediction at the lowest taxonomic level they are confident at. For example, if the models are confident that there is a deer in the image, but aren’t sure about the exact species of deer, they will surface “deer” as the prediction in the Wildlife Insights application. Like humans, AI models generally get better at recognizing and identifying animals if they can look at hundreds or thousands of diverse images of a species. As more images are uploaded into Wildlife Insights and catalogued, we can train the AI models to be more and more accurate.

Get an inside look at Wildlife Insights AI models predicting species and blank images in camera trap photos

The Wildlife Insights AI model is trained with the largest curated dataset of labeled camera trap images to date, with over 35 million images across 1,295 species. You can help -- adding your data to Wildlife Insights can help expand our AI capabilities to new species, existing rare species and improve our accuracy on the species already in the dataset.

Training Data

Check this table to see if a species is in our dataset and how well the model predicts it.

# of images: this is the number of images that went into the training data set for the latest version of the model.

Precision refers to how many of the model's predictions were correct. A high precision for a given species means that the model tends to be right when it predicts that species.

Recall refers to the number of images that the model correctly identifies for a species out of all the images of that species. Note, that if the model isn’t confident about the exact species, it may produce predictions at higher levels of the taxonomy (e.g. Mammalia, Animal).

Unknown rate: Sometimes we know that our AI models are less confident about their own predictions, and instead of making risky, potentially wrong predictions, we mark those as "unknowns" (or "No CV Result"), so you know they need to be manually reviewed. In the table above we report the unknown rate for each species, which is the proportion of unknowns you can expect to receive from our model.

You can find examples of precision, recall, and unknown rate applied to Blue duiker, In the FAQ Section below, under Accuracy/How is the confidence of the model evaluated?

If the number of images for a particular species is less than 1000, this means our AI model is not able to make a correct prediction with confidence above a fixed threshold (the threshold is tuned manually). If you do not see your species of interest listed it means that we currently have no examples of that species in our dataset. This is all the more reason to contribute, so we can continue to grow the number of supported species in Wildlife Insights.

Learn more about assessing classification accuracy for AI models in general.

Model Validation Performance
Family	Genus	Species	Common Name	# of images	Precision	Recall	Unknown rate
			blank	1071109	0.9927	0.9411	0.0401
macropodidae	wallabia	bicolor	swamp wallaby	68982	0.9822	0.9581	0.0045
cervidae	odocoileus	hemionus	mule deer	37920	0.9673	0.8903	0.0108
vombatidae	vombatus	ursinus	common wombat	30967	0.9932	0.9483	0.0051
hominidae	homo	sapiens	human	28784	0.973	0.9646	0.0135
bovidae	bos	taurus	domestic cattle	25302	0.8918	0.7537	0.0136
suidae	sus	scrofa	wild boar	22419	0.8933	0.8949	0.0088
macropodidae	macropus	giganteus	eastern grey kangaroo	19937	0.973	0.9316	0.0023
cervidae	cervus	elaphus	red deer	16660	0.9602	0.9176	0.0024
bovidae	philantomba	monticola	blue duiker	16482	0.9796	0.9338	0.0129
macropodidae	macropus	rufogriseus	red-necked wallaby	15147	0.9694	0.9096	0.0041
phalangeridae	trichosurus	vulpecula	common brushtail possum	14120	0.9672	0.943	0.0036
cercopithecidae	macaca	nemestrina	southern pig-tailed macaque	13595	0.9691	0.9246	0.0177
equidae	equus	quagga	plains zebra	12908	0.9781	0.972	0.0061
corvidae	corvus		corvus species	12647	0.7905	0.9477	0.0006
tayassuidae	pecari	tajacu	collared peccary	12163	0.9025	0.8873	0.0201
canidae	canis	latrans	coyote	12007	0.9059	0.8514	0.0143
tayassuidae	tayassu	pecari	white-lipped peccary	11377	0.9577	0.801	0.0103
			bird	10403	0.5726	0.7903	0.0489
bovidae	connochaetes	taurinus	common wildebeest	10092	0.9481	0.9433	0.0105
ursidae	ursus	americanus	american black bear	8894	0.8664	0.9396	0.0073
felidae	lynx	rufus	bobcat	8438	0.9435	0.8009	0.0162
elephantidae	loxodonta	africana	african elephant	7947	0.9786	0.9129	0.0113
muridae	rattus		rattus species	7904	0.8266	0.8421	0.0123
accipitridae	aquila	chrysaetos	golden eagle	7354	0.9375	0.9625	0
bovidae	cephalophus	callipygus	peters' duiker	6555	0.9588	0.9191	0.0052
bovidae	eudorcas	thomsonii	thomson's gazelle	6367	0.9599	0.9135	0.0214
procyonidae	procyon	lotor	northern raccoon	6009	0.9232	0.7	0.0238
cervidae			cervidae family	5901	0.7621	0.8797	0.0068
cuniculidae	cuniculus	paca	spotted paca	5627	0.9769	0.9095	0.0226
myocastoridae	myocastor	coypus	nutria	5540	0.9084	0.9632	0.0014
canidae	urocyon	cinereoargenteus	grey fox	5539	0.9474	0.7147	0.0197
nesomyidae	cricetomys	gambianus	gambian rat	5351	0.9152	0.8045	0.0155
sciuridae	tamiasciurus	douglasii	douglas's squirrel	5310	0.8264	0.5987	0.1281
bovidae	syncerus	caffer	african buffalo	5047	0.9473	0.8294	0.0139
bovidae	cephalophus	silvicultor	yellow-backed duiker	4912	0.952	0.8689	0.0088
cervidae	mazama	americana	red brocket	4841	0.8928	0.8827	0.0118
bovidae	cephalophus	nigrifrons	black-fronted duiker	4736	0.8933	0.8805	0.0103
dasyproctidae	dasyprocta	fuliginosa	black agouti	4692	0.9051	0.8353	0.0294
canidae	vulpes	vulpes	red fox	4671	0.9414	0.9144	0.006
bovidae	cephalophus	harveyi	harvey's duiker	4570	0.9571	0.8845	0.0098
			vehicle	4493	0.9426	0.6503	0.2842
			reptile	4476	0.9948	0.2583	0.1506
bovidae	gazella	dorcas	dorcas gazelle	4346	0.9816	0.4788	0.0037
dasyproctidae	myoprocta	pratti	green acouchi	4192	0.8712	0.6004	0.0601
sciuridae	sciurus	carolinensis	eastern gray squirrel	3998	0.992	0.9327	0.0065
equidae	equus	caballus	domestic horse	3786	0.9198	0.9118	0.0066
psophiidae	psophia	crepitans	gray-winged trumpeter	3538	0.9878	0.9418	0.0133
phalangeridae	trichosurus	caninus	short-eared brushtail possum	3515	0.9916	0.7684	0.0054
sciuridae	sciurus	griseus	western gray squirrel	3512	0.9236	0.8363	0.0222
cercopithecidae	cercocebus	sanjei	sanje river mangabey	3390	0.9792	0.9434	0.0097
sciuridae	callospermophilus	lateralis	golden mantled ground squirrel	3296	0.8746	0.2603	0.2121
tapiridae	tapirus	terrestris	lowland tapir	3290	0.9699	0.9407	0.0128
			rodent	3262	0.5535	0.706	0.061
equidae	equus	asinus	domestic donkey	3192	0.933	0.5937	0.0147
cercopithecidae	macaca	fascicularis	common long-tailed macaque	3188	0.918	0.8215	0.0216
cervidae	muntiacus	muntjak	southern red muntjac	3069	0.9363	0.9045	0.0081
			mammal	3029	0.073	0.484	0.0723
phasianidae	gallus	gallus domesticus	domestic chicken	3028	0.9859	0.9234	0.0116
bovidae	cephalophus	ogilbyi	ogilby's duiker	2996	0.9815	0.9039	0.0107
nesomyidae	cricetomys	emini	forest giant pouched rat	2813	0.9077	0.8493	0.0476
cervidae	cervus	canadensis	elk	2620	0.8839	0.9557	0.0019
canidae	canis	lupus	grey wolf	2409	0.9648	0.4898	0.0195
bovidae	nesotragus	moschatus	suni	2402	0.9831	0.7265	0.0062
bovidae	tragelaphus	scriptus	bushbuck	2396	0.9644	0.9386	0.0025
canidae	canis	familiaris	domestic dog	2347	0.7732	0.6741	0.0222
menuridae	menura	novaehollandiae	superb lyrebird	2345	0.9818	0.9412	0.0094
cercopithecidae	macaca	arctoides	stump-tailed macaque	2339	0.952	0.8487	0.0167
bovidae	madoqua	guentheri	guenther's dik-dik	2311	1	0.4829	0.0052
corvidae	corvus	corax	common raven	2280	0.0334	0.0044	0.0004
muridae			muridae family	2213	0.9459	0.8929	0.0357
bovidae	aepyceros	melampus	impala	2196	0.9613	0.8142	0.0114
didelphidae	didelphis	virginiana	virginia opossum	2172	0.9627	0.6773	0.0216
cracidae	mitu	tuberosum	razor-billed curassow	2125	0.9394	0.9407	0.008
herpestidae	bdeogale	crassicauda	bushy-tailed mongoose	2110	0.9818	0.8962	0.009
dasyproctidae	dasyprocta	punctata	central american agouti	2011	0.8371	0.7434	0.0214
felidae	puma	concolor	puma	2006	0.9408	0.8878	0.0105
dasypodidae	dasypus	novemcinctus	nine-banded armadillo	1987	0.783	0.5793	0.0332
muridae	mus	musculus	house mouse	1938	0.8574	0.6078	0.015
cracidae	crax	alector	black curassow	1933	0.9968	0.9617	0.0036
canidae	lycalopex	culpaeus	culpeo	1929	0.9394	0.8123	0.0083
mephitidae	mephitis	mephitis	striped skunk	1908	0.8813	0.946	0.0052
cercopithecidae	mandrillus	leucophaeus	drill	1878	0.931	0.9047	0.0154
sciuridae	sundasciurus	juvencus	northern palawan tree squirrel	1877	0.8903	0.7565	0.0852
accipitridae	haliaeetus	leucocephalus	bald eagle	1864	0.9686	0.4807	0
cervidae	alces	alces	moose	1834	0.8481	0.6881	0.0038
giraffidae	giraffa	camelopardalis	giraffe	1830	0.9805	0.9328	0.0115
bovidae	ovis	aries	domestic sheep	1811	0.9552	0.5654	0.0061
equidae	equus	hemionus	asiatic wild ass	1811	0.9145	0.8923	0.0011
numididae			guineafowl family	1672	0.9439	0.8762	0.0203
corcoracidae	corcorax	melanorhamphos	white-winged chough	1650	0.9834	0.9327	0.0048
sciuridae	marmota	flaviventris	yellow-bellied marmot	1612	0.9706	0.7376	0.0769
felidae	felis	catus	domestic cat	1572	0.9334	0.5528	0.0165
macropodidae	macropus	robustus	common wallaroo	1562	0.9515	0.7407	0.0038
canidae	canis	aureus	golden jackal	1450	0.8615	0.8021	0.0131
leporidae	lepus	americanus	snowshoe hare	1444	0.9385	0.9301	0.0042
psophiidae	psophia	leucoptera	white-winged trumpeter	1443	0.9762	0.9397	0.0076
dasyproctidae	dasyprocta	leporina	red-rumped agouti	1432	0.9207	0.8918	0.0133
leporidae			rabbit and hare family	1395	0.6297	0.7118	0.0394
felidae	leopardus	pardalis	ocelot	1388	0.9077	0.8293	0.0086
leporidae	lepus	californicus	black-tailed jackrabbit	1370	0.61	0.346	0.0109
leporidae	lepus	capensis	cape hare	1348	0.9874	0.4651	0.0237
bovidae	alcelaphus	buselaphus	hartebeest	1336	0.9241	0.8473	0.0105
hystricidae	hystrix	indica	indian crested porcupine	1281	0.9854	0.6846	0.0289
cervidae	mazama	nemorivaga	amazonian brown brocket	1238	0.8632	0.4128	0.0121
bovidae	cephalophus	dorsalis	bay duiker	1219	0.9049	0.7728	0.0041
felidae	panthera	onca	jaguar	1214	0.9851	0.9283	0.0165
suidae	phacochoerus	africanus	common warthog	1179	0.9444	0.894	0.0195
cracidae	mitu	salvini	salvin's curassow	1178	0.9645	0.8065	0.0042
bovidae	nanger	granti	grant's gazelle	1174	0.8401	0.6533	0.029
dasyproctidae	myoprocta	acouchy	red acouchi	1162	0.9831	0.6497	0.0207
phasianidae	argusianus	argus	argos real	1136	0.9941	0.8917	0.0211
camelidae	vicugna		vicugna species	1115	1	0.0009	0.0117
leporidae	sylvilagus	brasiliensis	common tapeti	1110	0.9908	0.9676	0.0045
echimyidae	proechimys	brevicauda	huallaga spiny rat	1096	0.8916	0.8558	0
leporidae	lepus	townsendii	white-tailed jackrabbit	1082	0.9733	0.9104	0.0129
suidae	potamochoerus	larvatus	bushpig	1059	0.9861	0.8678	0.0066
numididae	guttera	pucherani	pintade huppée	1046	0.9929	0.9321	0.0057
numididae	agelastes	niger	black guineafowl	1042	0.9544	0.9443	0.0134
turdidae	turdus	merula	common blackbird	1034	0.7539	0.7079	0.03
bovidae	capra	aegagrus hircus	domestic goat	1016	0.9073	0.7323	0.0256
tragulidae	tragulus	kanchil	lesser oriental chevrotain	956	0.8512	0.4906	0.022
peramelidae	perameles	nasuta	long-nosed bandicoot	941	0.9057	0.6536	0.0085
hystricidae	atherurus	africanus	african brush-tailed porcupine	928	0.9472	0.7543	0.0345
suidae	sus	scrofa scrofa	domestic pig	920	0.8963	0.8739	0.0087
cervidae	dama	dama	common fallow deer	916	0.9586	0.9858	0.0022
felidae	panthera	leo	lion	913	0.9647	0.8686	0.0208
cervidae	odocoileus	virginianus	white-tailed deer	901	0.2815	0.6626	0.0133
tapiridae	tapirus	bairdii	baird's tapir	879	0.9867	0.9261	0.0011
tinamidae	tinamus	major	great tinamou	878	0.842	0.7346	0.0216
hominidae	pan	troglodytes	chimpanzee	868	0.9687	0.8906	0.0127
corvidae			corvidae family	862	0.9096	0.7935	0.0058
corvidae	corvus	palmarum	hispaniolan palm crow	852	0	0	0.0246
macropodidae	macropus	fuliginosus	western gray kangaroo	851	0.8906	0.9083	0.0024
sciuridae	neotamias		neotamias species	836	0.6873	0.2261	0.1962
bovidae	cephalophus	spadix	abbott's duiker	829	0.9358	0.7382	0.0048
suidae	potamochoerus	porcus	red river hog	823	0.883	0.9721	0.0085
tapiridae	tapirus	indicus	malay tapir	815	0.9644	0.8638	0.0025
macropodidae	thylogale	stigmatica	red-legged pademelon	794	0.9721	0.4383	0.0076
turdidae	turdus		turdus species	782	0.8818	0.124	0.0102
mustelidae	pekania	pennanti	fisher	758	0.9662	0.7916	0.0251
sciuridae	otospermophilus	beecheyi	california ground squirrel	758	0.7977	0.7388	0.0462
macropodidae	thylogale	thetis	red-necked pademelon	754	0.6768	0.7082	0.0053
hystricidae	atherurus	macrourus	asiatic brush-tailed porcupine	737	0.9549	0.6038	0.0149
peramelidae	isoodon	macrourus	northern brown bandicoot	729	0.8469	0.6831	0.0055
megapodiidae	alectura	lathami	australian brush-turkey	718	0.9652	0.9652	0.0042
hyaenidae	crocuta	crocuta	spotted hyaena	716	0.9533	0.8561	0.0168
cricetidae			cricetidae family	711	0.5031	0.1153	0.2377
sciuridae	urocitellus	beldingi	belding's ground squirrel	706	0.4262	0.1473	0.228
didelphidae	didelphis	marsupialis	common opossum	698	0.9725	0.861	0.0158
felidae	caracal	aurata	african golden cat	697	0.9944	0.5079	0
phalangeridae	trichosurus	cunninghami	mountain brushtail possum	691	0.7366	0.7164	0.0029
tachyglossidae	tachyglossus	aculeatus	short-beaked echidna	682	0.988	0.9692	0.0073
tupaiidae	tupaia	palawanensis	palawan treeshrew	677	0.852	0.3486	0.1551
potoroidae	potorous	tridactylus	long-nosed potoroo	668	0.9708	0.6976	0.006
bovidae	capricornis	milneedwardsii	chinese serow	660	0.9643	0.9	0.0136
turdidae	turdus	cardis	japanese thrush	653	0.8433	0.173	0.0567
viverridae	genetta	servalina	servaline genet	649	0.8986	0.8197	0.0324
artamidae	gymnorhina	tibicen	australian magpie	641	0.9636	0.9095	0.0062
mustelidae	melogale	moschata	small-toothed ferret badger	641	0.9	0.688	0.0156
phasianidae	meleagris	gallopavo	wild turkey	640	0.9024	0.2312	0.0031
muridae	rattus	rattus	house rat	609	0.4758	0.2102	0.0164
antilocapridae	antilocapra	americana	pronghorn	606	0.9573	0.8135	0.0215
accipitridae	buteo	jamaicensis	red-tailed hawk	603	0.8603	0.8988	0
sciuridae	funisciurus	leucogenys	orange headed tree squirrel	598	0.5224	0.4883	0.1003
columbidae	geotrygon	montana	ruddy quail-dove	597	0.8868	0.6432	0.0771
numididae	guttera	plumifera	plumed guineafowl	588	1	0.9898	0
bovidae	redunca		reedbuck species	584	0.8967	0.5651	0.0086
cricetidae	neotoma	fuscipes	dusky-footed woodrat	560	0.7097	0.275	0.1036
dasypodidae	dasypus	kappleri	greater long-nosed armadillo	552	0.3848	0.2572	0.0254
leporidae	lepus		lepus species	549	0.1481	0.1603	0.0091
leporidae	oryctolagus	cuniculus	european rabbit	543	0.9095	0.814	0.0037
macroscelididae	rhynchocyon	udzungwensis	grey-faced sengi	530	0.9742	0.7132	0.0075
cercopithecidae	allochrocebus	lhoesti	l'hoest's monkey	519	0.9503	0.921	0.0058
turdidae	ixoreus	naevius	varied thrush	518	0.7035	0.3069	0.0811
cuniculidae	cuniculus	taczanowskii	mountain paca	516	0.9939	0.6279	0.0116
muridae	rattus	fuscipes	bush rat	508	0	0	0.0039
psophiidae	psophia	viridis	dark-winged trumpeter	490	0.9956	0.9245	0.0102
pachycephalidae	colluricincla	harmonica	grey shrike-thrush	483	0.9314	0.8157	0.0166
bovidae	gazella	gazella	mountain gazelle	447	0.1935	0.8121	0.0067
canidae			canine family	447	0.1655	0.66	0.0268
ursidae	ursus	arctos	brown bear	440	0.9596	0.7023	0.0159
sciuridae			sciuridae family	424	0.0542	0.3491	0.0991
cercopithecidae	cercocebus	torquatus	red-capped mangabey	417	0.9877	0.5779	0.0312
sciuridae	funisciurus	pyrropus	fire-footed rope squirrel	417	0.1538	0.0048	0.0336
canidae	canis	lupus dingo	dingo	413	0.9544	0.7094	0.0048
leporidae	sylvilagus	bachmani	brush rabbit	408	0.9971	0.8358	0.0245
hystricidae	hystrix	brachyura	malayan porcupine	402	0.8525	0.9055	0.005
cricetidae	neotoma	cinerea	bushy-tailed woodrat	398	0.9345	0.3945	0.0553
artamidae	strepera	graculina	pied currawong	381	0.8622	0.6404	0.0184
procyonidae	nasua	nasua	south american coati	378	0.8584	0.7857	0.0397
myrmecophagidae	myrmecophaga	tridactyla	giant anteater	363	0.929	0.7934	0.022
cervidae	dama	mesopotamica	persian fallow deer	357	0.9896	0.2661	0.0028
cervidae	rusa	unicolor	sambar	339	0.6724	0.3451	0
cercopithecidae	cercopithecus	mitis	blue monkey	337	0.9181	0.7982	0.0059
rallidae	himantornis	haematopus	nkulengu rail	328	0.9328	0.6768	0.1067
columbidae	zentrygon	frenata	white-throated quail-dove	326	0.963	0.8773	0.0215
didelphidae	metachirus	nudicaudatus	brown four-eyed opossum	321	0.9636	0.8255	0.028
phasianidae	gallus	gallus	red junglefowl	315	0.8299	0.6349	0.0127
bovidae	rupicapra	rupicapra	northern chamois	313	0.9636	0.6773	0.0096
phasianidae	falcipennis	canadensis	spruce grouse	313	1	0.0064	0.0895
macropodidae	macropus	parma	parma wallaby	312	0.9167	0.4936	0.0064
mustelidae	eira	barbara	tayra	308	0.9762	0.6656	0.0422
viverridae	paradoxurus	hermaphroditus	common palm civet	306	0.8212	0.8105	0.0294
sciuridae	dremomys	rufigenis	red-cheeked squirrel	303	0.8281	0.6997	0.0264
phasianidae	alectoris	chukar	chukar	302	0.9568	0.4404	0.0397
cervidae	mazama	temama	central american red brocket	301	0.9738	0.6179	0.0133
didelphidae	didelphis	pernigra	andean white-eared opossum	289	0.9714	0.8235	0.0277
ochotonidae	ochotona	princeps	american pika	279	0.5517	0.0573	0.6631
bovidae	damaliscus	lunatus	topi	277	0.9646	0.787	0.0108
cracidae	nothocrax	urumutum	nocturnal curassow	275	0.8592	0.6436	0.1745
herpestidae	crossarchus	obscurus	common cusimanse	275	0.8954	0.7782	0.0218
mephitidae	mydaus	marchei	palawan stink-badger	275	0.837	0.8218	0.0255
mustelidae	martes	caurina	pacific marten	275	0.8065	0.7273	0.0182
sciuridae	paraxerus	vexillarius	svynnerton's bush squirrel	272	0.8702	0.6654	0.0551
macroscelididae	petrodromus	tetradactylus	four-toed sengi	272	0.25	0.0074	0.0037
tapiridae	tapirus	pinchaque	mountain tapir	269	0.9686	0.803	0.0297
dasypodidae	dasypus		dasypus species	268	0.0797	0.2239	0.0933
felidae	acinonyx	jubatus	cheetah	266	0.898	0.8271	0.015
			passeriformes order	263	0.0143	0.0456	0.0646
eupleridae	cryptoprocta	ferox	fossa	261	0.949	0.3563	0.0345
canidae	lycalopex	griseus	argentine gray fox	256	1	0.0039	0.0156
camelidae	camelus	dromedarius	dromedary camel	252	0.378	0.246	0.0198
mephitidae	conepatus	chinga	molina's hog-nosed skunk	252	0	0	0.0238
elephantidae	elephas	maximus	asian elephant	251	0.9184	0.1793	0.0359
turdidae	turdus	migratorius	american robin	244	0.8933	0.2746	0.1066
turdidae	catharus	guttatus	hermit thrush	243	0.561	0.4733	0.0988
sciuridae	sciurus	igniventris	northern amazon red squirrel	243	0.9006	0.6708	0.0905
rallidae	aramides	cajaneus	grey-necked wood-rail	242	0.9878	0.6694	0.0083
mustelidae	mellivora	capensis	honey badger	241	0.9785	0.7552	0.0207
macropodidae			kangaroo family	239	0.022	0.1423	0.046
bovidae	tragelaphus	oryx	common eland	231	0.9469	0.8485	0
dasyuridae			dasyuridae family	230	0.7857	0.1435	0.0913
echimyidae	proechimys		proechimys species	228	0.3605	0.2325	0.0219
hystricidae	hystrix	pumila	phillipine porcupine	225	0.896	0.4978	0.0578
alcedinidae	dacelo	novaeguineae	laughing kookaburra	222	0.9862	0.964	0
columbidae	aplopelia	larvata	lemon dove	218	0.875	0.0963	0.0138
phasianidae	coturnix		quail species	215	0.4667	0.0326	0.0047
cercopithecidae	papio		baboon species	213	0.8989	0.7934	0.0282
procaviidae	dendrohyrax	validus	eastern tree hyrax	211	0.7794	0.5024	0
odontophoridae	callipepla	californica	california quail	209	0.8267	0.2967	0.0144
numididae	acryllium	vulturinum	vulturine guineafowl	205	1	0.8098	0.0049
canidae	atelocynus	microtis	short-eared dog	204	0.9352	0.4951	0.049
sciuridae	tamiasciurus	hudsonicus	red squirrel	202	0.7126	0.5891	0.0891
herpestidae	herpestes	naso	long-nosed mongoose	199	0.7886	0.6935	0.0101
mustelidae	martes	americana	american marten	197	0.9799	0.7411	0
columbidae	zenaida		zenaida species	196	0	0	0.0357
felidae	panthera	pardus	leopard	193	0.9496	0.6839	0.0052
cuculidae	coua	serriana	red-breasted coua	192	0.6	0.0312	0.099
procyonidae	bassariscus	astutus	ringtail	188	0.8539	0.4043	0.0798
leporidae	sylvilagus		sylvilagus species	186	0.8052	0.6667	0.0108
cracidae	penelope	jacquacu	spix's guan	185	0.8554	0.7676	0.027
phasianidae	lophura	diardi	siamese fireback	183	0.9935	0.8306	0.0109
anatidae			anatidae family	183	0	0	0
accipitridae	buteogallus	urubitinga	great black hawk	182	0.9793	0.7802	0
sciuridae	sciurus	ignitus	bolivian squirrel	180	0.7355	0.6333	0.0889
muridae	leopoldamys	sabanus	long-tailed giant rat	179	0.9123	0.2905	0.0894
hippopotamidae	hippopotamus	amphibius	hippopotamus	178	0.9379	0.8483	0.0169
chlamyphoridae	priodontes	maximus	giant armadillo	178	0.9704	0.736	0.0225
struthionidae	struthio	camelus	common ostrich	177	1	0.8362	0.0282
cinclosomatidae	cinclosoma	punctatum	spotted quail-thrush	174	0.958	0.7874	0.0632
felidae	leopardus	wiedii	margay	173	0.7746	0.3179	0.0116
phasianidae	meleagris	ocellata	ocellated turkey	171	1	0.4737	0.0292
corvidae	garrulus	glandarius	jay	164	0.993	0.8659	0.0305
columbidae	leucosarcia	melanoleuca	wonga pigeon	162	0.8579	0.9691	0
cricetidae	ondatra	zibethicus	muskrat	161	0.6612	0.4969	0
phasianidae	pternistis	nobilis	handsome francolin	159	0.9041	0.8302	0.0314
bovidae	madoqua		dik-dik species	157	0.0494	0.3312	0.0191
cercopithecidae	macaca	leonina	northern pig-tailed macaque	157	0.9808	0.3248	0
ptilonorhynchidae	ptilonorhynchus	violaceus	satin bowerbird	154	0.959	0.7597	0
mustelidae	taxidea	taxus	american badger	153	0.8605	0.2418	0.0392
threskiornithidae	lophotibis	cristata	madagascar crested ibis	153	0.9464	0.3464	0.1503
felidae	leptailurus	serval	serval	150	0.8188	0.8133	0.0067
dasyuridae	dasyurus	maculatus	spotted-tailed quoll	144	0.9843	0.8681	0.0139
picidae	colaptes	auratus	northern flicker	143	1	0.035	0.1469
muscicapidae	myophonus	caeruleus	blue whistling-thrush	143	0.7877	0.8042	0.014
corvidae	nucifraga	columbiana	clark's nutcracker	138	1	0.3406	0.3261
tragulidae	tragulus	napu	greater oriental chevrotain	138	0.6102	0.2609	0
columbidae	leptotila	rufaxilla	grey-fronted dove	130	0.9474	0.4154	0.0462
phasianidae	peliperdix	lathami	forest francolin	130	0.8971	0.4692	0.1231
cathartidae	cathartes	aura	turkey vulture	130	0.7971	0.4231	0.0308
macropodidae	macropus	dorsalis	black-striped wallaby	129	0.9667	0.2248	0.0078
manidae	phataginus	tricuspis	white-bellied pangolin	128	1	0.4609	0.0234
hominidae	gorilla	beringei	eastern gorilla	127	0.627	0.9134	0.0079
cacatuidae	cacatua	galerita	sulphur-crested cockatoo	127	1	0.2992	0.0079
herpestidae	bdeogale	nigripes	black-legged mongoose	125	0.9529	0.648	0.016
columbidae	turtur	brehmeri	blue-headed wood-dove	125	0.9293	0.736	0.056
cervidae	mazama	chunyi	peruvian dwarf brocket	124	0.8462	0.5323	0.0242
varanidae	varanus	varius	lace monitor	123	0.9423	0.7967	0.0976
passerellidae	zonotrichia	leucophrys	white-crowned sparrow	123	0.5	0.0407	0.4878
macropodidae	macropus	eugenii	tammar wallaby	120	0.9505	0.8	0
cracidae	crax	rubra	great curassow	120	0.908	0.6583	0.0083
eupleridae	fossa	fossana	spotted fanaloka	119	0.8868	0.7899	0.0672
bovidae	capricornis	sumatraensis	sumatran serow	118	1	0.0508	0.0424
sciuridae	protoxerus	stangeri	african giant squirrel	118	0.837	0.6525	0.0254
cricetidae	neotoma		neotoma species	117	0.0279	0.0684	0.0598
pittidae	hydrornis	soror	blue-rumped pitta	117	0.871	0.4615	0.0342
psittacidae	platycercus	elegans	crimson rosella	116	0.9897	0.8276	0.0345
laniidae	lanius	ludovicianus	loggerhead shrike	113	0	0	0.115
caviidae	hydrochoerus	hydrochaeris	capybara	112	0.8532	0.8304	0.0089
tragulidae	tragulus		chevrotain species	112	0.75	0.0268	0.0179
formicariidae	chamaeza	nobilis	striated antthrush	112	1	0.3214	0.0625
mustelidae	meles	meles	eurasian badger	111	0.96	0.6486	0.045
felidae	lynx	canadensis	canada lynx	111	0.9341	0.7658	0.009
columbidae	turtur	tympanistria	tambourine dove	110	0.3333	0.2909	0
equidae	equus	grevyi	grevy's zebra	109	0.7222	0.2385	0.0092
sciuridae	tamias		tamias species	109	0.0909	0.0092	0.1835
canidae	canis		canis species	109	0.0814	0.4954	0.0367
tinamidae	tinamus	tao	grey tinamou	108	0.9298	0.4907	0
icteridae	sturnella	neglecta	western meadowlark	108	0.9718	0.6389	0.0463
corvidae	cyanocitta	stelleri	steller's jay	108	0.9344	0.5278	0.0556
orycteropodidae	orycteropus	afer	aardvark	108	0.9767	0.7778	0.0093
cercopithecidae	macaca	mulatta	rhesus monkey	106	0.3542	0.1604	0.0283
megapodiidae	megapodius	cumingii	philippine scrubfowl	105	1	0.5905	0.0476
cercopithecidae	macaca	assamensis	assam macaque	103	0.4286	0.1748	0.0097
columbidae	leptotila	verreauxi	white-tipped dove	103	0.7067	0.5146	0.0388
procaviidae	dendrohyrax	dorsalis	western tree hyrax	102	0	0	0.0294
nesomyidae	nesomys		nesomys species	100	0.5205	0.38	0.06
cervidae	muntiacus	truongsonensis	annamite muntjac	98	1	0.0204	0
sciuridae	sciurus		sciurus species	97	0.3155	0.5464	0.0722
psophodidae	psophodes	olivaceus	eastern whipbird	97	0.8172	0.7835	0.0619
viverridae	civettictis	civetta	african civet	96	1	0.4271	0.0208
cricetidae	peromyscus		peromyscus species	95	0.4819	0.4211	0.1579
sciuridae	funisciurus	anerythrus	redness tree squirrel	94	0	0	0.1277
nandiniidae	nandinia	binotata	african palm civet	94	0.9014	0.6809	0.0745
felidae	prionailurus	bengalensis	leopard cat	93	0.8571	0.3871	0.0108
cervidae	capreolus	capreolus	european roe deer	92	0.9143	0.6957	0
tupaiidae	tupaia	glis	common treeshrew	92	0.7857	0.1196	0.0978
turdidae	zoothera	lunulata	bassian thrush	89	0.8913	0.4607	0.1124
ptilonorhynchidae	ailuroedus	crassirostris	green catbird	88	0.9577	0.7727	0.0341
hominidae	gorilla	gorilla	western gorilla	85	0.9437	0.7882	0
odontophoridae	odontophorus	gujanensis	marbled wood-quail	84	0.8889	0.4762	0.1071
cercopithecidae	papio	anubis	olive baboon	82	0.7403	0.6951	0.0122
cercopithecidae	cercocebus	agilis	agile mangabey	81	0.9512	0.4815	0.0123
tinamidae	crypturellus	variegatus	variegated tinamou	78	1	0.3846	0.0128
viverridae	paguma	larvata	masked palm civet	76	0.6667	0.2895	0.0263
petroicidae	eopsaltria	australis	eastern yellow robin	75	0.898	0.5867	0.0933
otididae	ardeotis	kori	kori bustard	74	0.7	0.6622	0.0405
acanthizidae	sericornis	frontalis	white-browed scrubwren	74	0.5	0.027	0.1486
procyonidae	procyon	cancrivorus	crab-eating raccoon	72	0.7812	0.6944	0
felidae	panthera	tigris	tiger	71	1	0.7324	0.0282
icteridae	euphagus	cyanocephalus	brewer's blackbird	70	0	0	0.0286
sciuridae	sciurus	niger	bryant's fox squirrel	69	0	0	0.1449
lemuridae	eulemur	rufifrons	red-fronted brown lemur	68	1	0.3529	0.0441
petauridae	petaurus		petaurus species	67	0	0	0
bovidae	cephalophus	weynsi	weyns's duiker	66	0	0	0.0303
tinamidae	tinamus	guttatus	white-throated tinamou	66	0	0	0.0303
falconidae	phalcoboenus	chimango	chimango caracara	65	0	0	0.0615
herpestidae	herpestes	urva	crab-eating mongoose	63	0.963	0.4127	0.0159
sciuridae	sciurus	spadiceus	southern amazon red squirrel	62	0.7	0.2258	0.0484
turdidae			turdidae family	62	0.1415	0.4839	0.129
maluridae	malurus	cyaneus	superb fairy-wren	62	0	0	0.2258
columbidae	chalcophaps	indica	common emerald dove	62	0.9744	0.6129	0.0161
nesomyidae	nesomys	rufus	eastern red forest rat	61	1	0.3934	0.0164
herpestidae	atilax	paludinosus	marsh mongoose	60	0.5926	0.2667	0.0833
			spider	59	0	0	0.4915
canidae	otocyon	megalotis	bat-eared fox	59	1	0.1695	0
erethizontidae	erethizon	dorsatum	north american porcupine	58	0.9	0.7759	0.0172
artamidae	strepera	versicolor	grey currawong	58	0.9143	0.5517	0
erinaceidae	echinosorex	gymnura	moonrat	58	1	0.3448	0.1552
ursidae	helarctos	malayanus	sun bear	58	1	0.4138	0.0172
corvidae	aphelocoma	californica	california scrub-jay	57	0.6364	0.1228	0.193
didelphidae	monodelphis	glirina	amazonian red-sided opossum	56	0	0	0.0536
leiotrichidae	garrulax	leucolophus	white-crested laughingthrush	55	1	0.3091	0.0727
dasyuridae	antechinus	agilis	agile antechinus	55	0.7	0.2545	0.1455
tinamidae	crypturellus	cinereus	cinereous tinamou	55	1	0.0364	0.0182
sciuridae	funisciurus	carruthersi	carruther's mountain squirrel	54	0.1818	0.0741	0.1296
canidae	canis	adustus	side-striped jackal	54	0.9189	0.6296	0.0185
mephitidae	spilogale	gracilis	western spotted skunk	52	0.9375	0.5769	0.0385
leporidae	sylvilagus	audubonii	desert cottontail	52	0	0	0.0769
muscicapidae	erithacus	rubecula	european robin	51	0.25	0.0392	0
odontophoridae	oreortyx	pictus	mountain quail	51	0.2941	0.1961	0.0784
sagittariidae	sagittarius	serpentarius	secretarybird	51	1	0.7059	0.0588
columbidae			columbidae family	51	0	0	0.0196
odontophoridae	odontophorus	stellatus	starred wood-quail	50	1	0.12	0.06
cracidae	pipile	pipile	trinidad piping-guan	50	0	0	0
tinamidae	crypturellus	soui	little tinamou	49	0	0	0
hyaenidae	hyaena	hyaena	striped hyaena	49	0.7292	0.7143	0.0612
sciuridae	lariscus	insignis	three-striped ground squirrel	47	1	0.0851	0.1702
tinamidae	crypturellus	bartletti	bartlett's tinamou	47	0.7333	0.234	0.0213
anatidae	aix	sponsa	wood duck	47	0.9535	0.8723	0.0213
pittidae	hydrornis	elliotii	bar-bellied pitta	46	1	0.0217	0.0217
felidae	herpailurus	yagouaroundi	jaguarundi	46	0.931	0.587	0
cervidae	mazama	gouazoubira	gray brocket	46	1	0.0217	0.0435
herpestidae	herpestes	ichneumon	egyptian mongoose	46	1	0.3478	0.0652
cebidae	cebus	albifrons	humboldt's white-fronted capuchin	45	0.9	0.4	0
icteridae	agelaius	phoeniceus	red-winged blackbird	45	0	0	0.1111
suidae	sus	ahoenobarbus	palawan bearded pig	45	1	0.1556	0.0444
mustelidae	lontra	canadensis	north american river otter	45	1	0.1111	0.0889
ardeidae	ardea	herodias	great blue heron	44	0.8148	0.5	0
erinaceidae	erinaceus	concolor	southern white-breasted hedgehog	44	1	0.4318	0.1364
alaudidae	eremophila	alpestris	horned lark	44	0.2857	0.0455	0.3182
sciuridae	callosciurus	prevostii	prevost's squirrel	44	0	0	0.1591
turdidae	turdus	hortulorum	grey-backed thrush	44	0	0	0.0227
muscicapidae	chamaetylas	poliocephala	brown-chested alethe	42	0.9	0.2143	0.1429
turdidae	geokichla	citrina	orange-headed thrush	42	0.7692	0.4762	0.0714
mimidae	toxostoma	redivivum	california thrasher	42	0	0	0.1429
mimidae	dumetella	carolinensis	grey catbird	42	0.8	0.0952	0.2381
viverridae	hemigalus	derbyanus	banded civet	41	0.6579	0.6098	0.0244
hyaenidae	proteles	cristata	aardwolf	41	0.9	0.2195	0.0488
passerellidae	junco	hyemalis	dark-eyed junco	41	0	0	0.1951
leporidae	nesolagus	timminsi	annamite striped rabbit	40	0.85	0.425	0.075
mustelidae	mustela	frenata	long-tailed weasel	40	0	0	0.1
turdidae	catharus		catharus species	39	0	0	0.0769
grallariidae	grallaria	andicolus	stripe-headed antpitta	39	0	0	0.2051
cathartidae	coragyps	atratus	american black vulture	39	0.9333	0.359	0.1282
nesomyidae	eliurus	tanala	tanala tuft-tailed rat	38	0.6364	0.1842	0.0526
cervidae	mazama		mazama species	37	0.0276	0.2973	0.0811
cercopithecidae	pygathrix	nemaeus	red-shanked douc langur	37	0	0	0
procaviidae	dendrohyrax	arboreus	southern tree hyrax	37	0.05	0.0541	0
falconidae	caracara	plancus	southern caracara	36	0	0	0.0833
phasianidae	lophura	nycthemera	silver pheasant	35	0.96	0.6857	0
cracidae	penelope	obscura	dusky-legged guan	35	0	0	0.0286
bovidae	kobus	ellipsiprymnus	waterbuck	34	0.9	0.7941	0
cercopithecidae	cercopithecus	cephus	moustached monkey	34	0	0	0
turdidae	turdus	pelios	african thrush	32	0	0	0.125
cricetidae	euryoryzomys	nitidus	elegant rice rat	32	0	0	0
prionodontidae	prionodon	pardicolor	spotted linsang	32	0.9615	0.7812	0
myrmecophagidae	tamandua	tetradactyla	southern tamandua	32	0.8421	0.5	0.0312
			insect	32	0	0	0.3125
bovidae	raphicerus	campestris	steenbok	32	1	0.1562	0
phasianidae	dendragapus	fuliginosus	sooty grouse	31	0.0995	0.6452	0.1935
camelidae			camelidae family	31	0	0	0
felidae	lynx	lynx	eurasian lynx	31	0.8889	0.5161	0.0323
corvidae	perisoreus	canadensis	grey jay	30	0	0	0.0667
tragulidae	tragulus	javanicus	javan chevrotain	30	0	0	0
phasianidae	polyplectron	bicalcaratum	grey peacock-pheasant	30	1	0.1667	0.0667
bovidae	cephalophus	leucogaster	white-bellied duiker	30	1	0.1667	0
columbidae	nesoenas	picturata	malagasy turtle dove	30	0.8182	0.6	0.1
cercopithecidae	piliocolobus	gordonorum	udzungwa red colobus	29	1	0.2414	0.0345
rallidae	hypotaenidia	philippensis	buff-banded rail	29	1	0.2759	0.0345
furnariidae	cinclodes	fuscus	bar-winged cinclodes	29	0	0	0.1379
passerellidae	arremon	brunneinucha	chestnut-capped brush-finch	29	0	0	0.2069
phascolarctidae	phascolarctos	cinereus	koala	29	1	0.3448	0
corvidae	corvus	ossifragus	fish crow	28	0	0	0
viverridae	arctictis	binturong	binturong	27	0.9091	0.3704	0
sciuridae	glaucomys	sabrinus	carolina flying squirrel	26	0	0	0.2308
rallidae	gallinula	galeata	common gallinule	26	1	0.6538	0.1154
cracidae	ortalis	guttata	speckled chachalaca	26	0	0	0
testudinidae			tortoise family	26	0	0	0.6154
phasianidae	polyplectron	napoleonis	palawan peacock-pheasant	25	0.7692	0.4	0.36
procyonidae	nasua	narica	white-nosed coati	25	1	0.36	0
mustelidae	arctonyx	collaris	greater hog badger	25	0	0	0.04
phasianidae	lophura	ignita	faisán noble	25	1	0.32	0
felidae	leopardus	tigrinus	northern tiger cat	25	0	0	0.12
felidae			cat family	25	0.0033	0.04	0.08
anatidae	alopochen	aegyptiaca	egyptian goose	24	0	0	0.125
leporidae	sylvilagus	palustris	marsh rabbit	24	0.8	1	0
columbidae	geopelia	humeralis	bar-shouldered dove	24	0.8462	0.4583	0
pseudocheiridae	pseudocheirus	peregrinus	common ringtail possum	24	1	0.8333	0
cercopithecidae	colobus	angolensis	angolan colobus	24	1	0.875	0.0417
mustelidae	martes	flavigula	yellow-throated marten	24	0.8235	0.5833	0.0417
cracidae	chamaepetes	goudotii	sickle-winged guan	24	0.9412	0.6667	0.0417
felidae	catopuma	temminckii	asiatic golden cat	24	0	0	0.0833
cuculidae	neomorphus	geoffroyi	rufous-vented ground-cuckoo	24	0	0	0
manidae	smutsia	gigantea	giant ground pangolin	24	0.95	0.7917	0
suidae	phacochoerus	aethiopicus	desert warthog	24	0	0	0.0833
timaliidae	erythrogenys	hypoleucos	large scimitar-babbler	23	0.8333	0.2174	0.087
ardeidae	ardea	albus	great egret	23	0.8333	0.4348	0.0435
tinamidae	crypturellus	undulatus	undulated tinamou	22	0	0	0
phasianidae	alectoris	rufa	red-legged partridge	22	0.2029	0.6364	0
eupleridae	galidia	elegans	ring-tailed vontsira	21	0.8235	0.6667	0.0476
fringillidae	leucosticte	tephrocotis	grey-crowned rosy-finch	21	1	0.0952	0.0952
didelphidae	philander	opossum	gray four-eyed opossum	21	0.5	0.1905	0
sciuridae	sundasciurus	philippinensis	philippine tree squirrel	21	0.56	0.6667	0.1429
leiotrichidae	argya	squamiceps	arabian babbler	21	0	0	0
anatidae	anas	platyrhynchos	mallard	21	0.9333	0.6667	0
nesomyidae	eliurus		eliurus species	21	0.5714	0.1905	0.1905
muscicapidae	kittacincla	nigra	white-vented shama	20	1	0.6	0.05
bovidae			bovidae family	20	0.0008	0.1	0
gruidae	antigone	canadensis	sandhill crane	20	0	0	0
cercopithecidae	papio	cynocephalus	yellow baboon	20	1	0.25	0
prionodontidae	prionodon	linsang	banded linsang	20	0	0	0.15
columbidae	phaps	chalcoptera	common bronzewing	20	1	0.1	0.05
mustelidae	martes	foina	beech marten	20	0	0	0.05
sciuridae	callosciurus	caniceps	grey-bellied squirrel	20	0	0	0.05
eupleridae	galidictis	fasciata	broad-striped vontsira	19	0.875	0.7368	0.0526
scincidae	egernia	cunninghami	cunningham's skink	19	0	0	0.4211
felidae	felis		felis species	19	0.3333	0.4211	0.1053
castoridae	castor	canadensis	american beaver	18	0.3235	0.6111	0.0556
heteromyidae	dipodomys		dipodomys species	18	0	0	0.3333
turdidae	catharus	ustulatus	russet-backed thrush	18	1	0.4444	0
manidae	manis	javanica	sunda pangolin	18	1	0.7778	0
sciuridae	callosciurus	erythraeus	pallas's squirrel	18	0	0	0.1111
bovidae	bos		bos species	18	0	0	0
herpestidae	herpestes	brachyurus	short-tailed mongoose	18	0	0	0.0556
herpestidae	mungos	mungo	banded mongoose	17	1	0.4118	0.1765
macropodidae	macropus	parryi	whiptail wallaby	17	0	0	0
sciuridae	rhinosciurus	laticaudatus	shrew-faced squirrel	17	0	0	0.0588
passerellidae	passerella	iliaca	red fox-sparrow	17	0	0	0.1176
felidae	leopardus	colocolo	pampas cat	16	1	0.0625	0
odontophoridae			odontophoridae family	16	0	0	0.0625
columbidae	zenaida	macroura	mourning dove	16	0	0	0.0625
herpestidae			herpestidae family	16	0.0571	0.5	0
sciuridae	paraxerus	boehmi	boehm's bush squirrel	16	0	0	0.3125
didelphidae	didelphis		didelphis species	16	0.087	0.375	0
turnicidae	turnix	varius	painted button-quail	16	0.5714	0.5	0
muscicapidae	copsychus	albospecularis	merle dyal malgache	15	1	0.1333	0.4667
echimyidae	proechimys	semispinosus	tome's spiny rat	15	0	0	0
cebidae	saimiri	sciureus	common squirrel monkey	15	0	0	0.1333
pittidae	pitta	versicolor	noisy pitta	15	1	0.6	0
momotidae	momotus	aequatorialis	highland motmot	15	0	0	0.0667
dasyuridae	sminthopsis	griseoventer	grey-bellied dunnart	15	0.5	0.1333	0
didelphidae			possum family	14	0.0625	0.2143	0.2143
teiidae	tupinambis		tupinambis species	14	0	0	0.5714
ardeidae	cochlearius	cochlearius	boat-billed heron	14	0	0	0
mustelidae	neovison	vison	american mink	14	1	0.2143	0.0714
formicariidae	formicarius	analis	black-faced antthrush	14	0.5217	0.8571	0
sciuridae	neotamias	sonomae	sonoma chipmunk	14	0	0	0.3571
dasyuridae	antechinus		antechinus species	13	0	0	0.1538
passerellidae	atlapetes	latinuchus	rufous-naped brush finch	13	0	0	0.3077
thraupidae	islerothraupis	cristata	flame-crested tanager	13	0	0	0
cuculidae	centropus	sinensis	greater coucal	13	0.6667	0.1538	0.6154
hystricidae			old world porcupine family	13	0.1846	0.9231	0
pseudocheiridae	petauroides	volans	greater glider	13	0	0	0
eupleridae	eupleres	goudotii	eastern falanouc	13	1	0.1538	0
furnariidae	cinclodes	atacamensis	white-winged cinclodes	13	0	0	0.0769
momotidae	momotus	momota	amazonian motmot	13	0	0	0.3077
columbidae	turtur	afer	blue-spotted wood-dove	12	0	0	0
viverridae	genetta	genetta	common genet	12	0	0	0.0833
columbidae	leptotila		leptotila species	12	0	0	0.0833
menuridae	menura	alberti	albert's lyrebird	12	0	0	0
phalacrocoracidae	phalacrocorax	auritus	double-crested cormorant	11	0	0	0
formicariidae	formicarius	colma	rufous-capped antthrush	11	0	0	0
varanidae	varanus	rosenbergi	heath monitor	11	0.0055	0.7273	0.0909
passerellidae	melospiza	melodia	song sparrow	11	0.25	0.0909	0.6364
felidae	felis	silvestris	wild cat	11	0	0	0
pittidae	hydrornis	cyaneus	blue pitta	11	1	0.2727	0
grallariidae	grallaria	ruficapilla	chestnut-crowned antpitta	11	0	0	0.3636
tinamidae	crypturellus	atrocapillus	black-capped tinamou	11	0	0	0
muridae	rattus	tiomanicus	malaysian field rat	11	0	0	0.0909
icteridae	quiscalus	major	boat-tailed grackle	10	0	0	0.2
falconidae	micrastur	gilvicollis	lined forest-falcon	10	0	0	0
accipitridae	nisaetus	cirrhatus	changeable hawk-eagle	10	0	0	0
nesomyidae	hypogeomys	antimena	malagasy giant jumping rat	10	0	0	0.2
pittidae	pitta	angolensis	brève à poitrine fauve	10	0	0	0
passerellidae			passerellidae family	10	0	0	0.1
mustelidae	mustela	erminea	stoat	10	0	0	0
canidae	cuon	alpinus	dhole	9	0	0	0
felidae	pardofelis	marmorata	marbled cat	9	0	0	0.1111
motacillidae	anthus	rubescens	buff-bellied pipit	9	0	0	0
cracidae	penelope	purpurascens	crested guan	9	0	0	0
			lizards and snakes	9	0.6	0.3333	0
cercopithecidae	cercopithecus	nictitans	putty-nosed monkey	9	0	0	0
manidae	manis	culionensis	philippine pangolin	9	0.5	0.2222	0
ardeidae	ardea	cinerea	grey heron	9	0	0	0
turdidae	geokichla	camaronensis	black-eared ground-thrush	9	0	0	0
phasianidae	scleroptila	afra	grey-winged francolin	9	0	0	0
tinamidae	crypturellus	obsoletus	brown tinamou	9	0	0	0
viverridae	genetta	maculata	large-spotted genet	9	0.8571	0.6667	0
acanthizidae	sericornis	citreogularis	yellow-throated scrubwren	9	0	0	0.2222
columbidae	geopelia	placida	peaceful dove	9	0	0	0
dasyuridae	phascogale	tapoatafa	brush-tailed phascogale	8	0	0	0
rallidae	mentocrex	kioloides	madagascar wood-rail	8	0	0	0
pellorneidae	trichastoma	cinereiceps	ashy-headed babbler	8	1	0.375	0.375
corvidae	corvus	mellori	little raven	8	0.0833	0.625	0
tinamidae	tinamus		tinamus species	8	0	0	0
tenrecidae	setifer		setifer species	8	1	0.25	0.25
furnariidae	cinclodes		cinclodes species	8	0	0	0
pittidae	pitta	sordida	western hooded pitta	8	0.5714	1	0
strigidae	asio	otus	long-eared owl	8	0	0	0
otididae	eupodotis	senegalensis	white-bellied bustard	8	0	0	0.125
columbidae	geotrygon	violacea	violaceous quail-dove	8	0	0	0.125
canidae	cerdocyon	thous	crab-eating fox	8	0	0	0
parulidae	setophaga	coronata	myrtle warbler	7	0	0	0
corvidae	cyanocorax	yncas	green jay	7	0	0	0.1429
turdidae	zoothera	dauma	scaly thrush	7	0	0	0
leiotrichidae	garrulax	maesi	grey laughingthrush	7	0	0	0
tinamidae	crypturellus	tataupa	tataupa tinamou	7	0	0	0
mustelidae	lontra	longicaudis	neotropical otter	6	0	0	0
sturnidae	sturnus	vulgaris	common starling	6	0	0	0
strigidae	athene	cunicularia	burrowing owl	6	0	0	0
ardeidae	butorides		butorides species	6	0	0	0
testudinidae	stigmochelys	pardalis	leopard tortoise	6	0	0	0.5
cricetidae	tylomys	watsoni	watson's climbing rat	6	1	1	0
galagidae	galago		galago species	6	0.75	0.5	0
phasianidae	bonasa	umbellus	ruffed grouse	6	0	0	0.6667
echimyidae	proechimys	guyannensis	cayenne spiny rat	6	1	1	0
rhinocerotidae			rhinoceros family	6	0	0	0
sciuridae	sciurus	granatensis	red-tailed squirrel	6	0	0	0
tinamidae	nothocercus	bonapartei	highland tinamou	6	1	0.5	0
turdidae	turdus	albicollis	white-necked thrush	6	0	0	0
eurypygidae	eurypyga	helias	sunbittern	6	0	0	0.3333
acanthizidae	pyrrholaemus	sagittatus	speckled warbler	6	0	0	0.6667
phasianidae			phasianidae family	6	0	0	0
passerellidae	pipilo	maculatus	spotted towhee	6	0	0	0.1667
phasianidae	lagopus	leucura	white-tailed ptarmigan	6	0	0	0
columbidae	phaps	elegans	brush bronzewing	6	0	0	0
cuculidae	coua	reynaudii	red-fronted coua	6	0	0	0
rallidae	lewinia	striata	slaty-breasted rail	6	0	0	0
ardeidae	egretta	caerulea	little blue heron	6	0	0	0
rhinocryptidae	scytalopus	latrans	blackish tapaculo	6	0	0	0.1667
rallidae	fulica	americana	american coot	6	1	0.5	0
hystricidae	hystrix	africaeaustralis	cape porcupine	6	1	0.8333	0
phasianidae	francolinus	pintadeanus	chinese francolin	6	0	0	0
pachycephalidae	pachycephala	olivacea	olive whistler	6	0	0	0.1667
rallidae	lewinia	pectoralis	lewin's rail	5	0	0	0
muridae	chiropodomys	calamianensis	palawan pencil-tailed tree mouse	5	0	0	0.8
sciuridae	funisciurus	congicus	congo rope squirrel	5	0	0	0
mustelidae	martes		martes species	5	0.1111	0.2	0
rhipiduridae	rhipidura	albiscapa	grey fantail	5	0	0	0
sciuridae	otospermophilus	variegatus	rock squirrel	5	0	0	0.4
ramphastidae	ramphastos	tucanus	red-billed toucan	5	0.8333	1	0
cacatuidae	zanda	funerea	yellow-tailed black-cockatoo	5	0	0	0
indriidae	propithecus	candidus	silky sifaka	5	0	0	0
meliphagidae	nesoptilotis	leucotis	white-eared honeyeater	5	0	0	0
viverridae			civet genet family	5	0	0	0
podargidae	podargus	strigoides	tawny frogmouth	5	0	0	0
ursidae	tremarctos	ornatus	spectacled bear	5	0.8	0.8	0
pycnonotidae	bleda	notatus	yellow-lored bristlebill	5	0	0	0
pellorneidae	turdinus	brevicaudatus	streaked wren-babbler	5	0	0	0
felidae	neofelis	diardi	sunda clouded leopard	5	0	0	0
passerellidae	spizella	passerina	chipping sparrow	5	0	0	0.4
chlamyphoridae	cabassous	unicinctus	southern naked-tailed armadillo	5	0	0	0
muridae	lophuromys	flavopunctatus	yellow-spotted brush-furred rat	5	0	0	0
bovidae	ovis	canadensis	bighorn sheep	5	0	0	0
cuculidae	coua	ruficeps	coua à tête rousse	4	0	0	0
chlamyphoridae			chlamyphoridae family	4	0	0	0
felidae	leopardus		leopardus species	4	0	0	0
heteromyidae	dipodomys	microps	chisel-toothed kangaroo rat	4	0	0	0
columbidae	patagioenas	fasciata	northern band-tailed pigeon	4	0	0	0
viverridae	genetta	tigrina	cape genet	4	0	0	0
accipitridae	buteo	lineatus	red-shouldered hawk	4	0	0	0
cebidae	saimiri	boliviensis	bolivian/peruvian squirrel monkey	4	0	0	0
falconidae	falco	sparverius	american kestrel	4	0	0	0.25
scincidae			scincidae family	4	0	0	0
tenrecidae	tenrec	ecaudatus	tailess tenrec	4	0	0	0
didelphidae	marmosa	regina	short-furred woolly mouse opossum	4	0	0	0
gliridae	graphiurus	murinus	woodland dormouse	4	0	0	0
dipodidae			dipodidae family	4	0	0	0
herpestidae	ichneumia	albicauda	white-tailed mongoose	4	0	0	0
dasyuridae	antechinus	stuartii	brown antechinus	4	0	0	0.25
pellorneidae	pellorneum	capistratum	rufous-browed babbler	4	0	0	0
herpestidae	herpestes	sanguineus	common slender mongoose	4	0	0	0.25
			cetartiodactyla order	4	0	0	0
			carnivorous mammal	4	0	0	0
burramyidae	cercartetus		cercartetus species	4	0	0	0
mustelidae	mustela		mustela species	4	0	0	0
turdidae	turdus	dissimilis	black-breasted thrush	4	0	0	0
meliphagidae	acanthorhynchus	tenuirostris	eastern spinebill	3	0	0	0.3333
phylloscopidae	phylloscopus	trivirgatus	mountain warbler	3	0	0	0.6667
accipitridae	pseudastur	albicollis	white hawk	3	0	0	0
			gastropods	3	0	0	0.6667
corvidae	corvus	brachyrhynchos	american crow	3	0	0	0
giraffidae			giraffidae family	3	0	0	0
nesomyidae	eliurus	webbi	webb's tuft-tailed rat	3	0	0	0.3333
mephitidae	conepatus	semistriatus	striped hog-nosed skunk	3	0	0	0
cercopithecidae	chlorocebus	pygerythrus	vervet monkey	3	0	0	0.3333
pittidae	hydrornis	irena	malay banded pitta	3	0	0	0.3333
phasianidae	rollulus	rouloul	crested partridge	3	0	0	0
phasianidae	arborophila	brunneopectus	bar-backed partridge	3	0	0	0
columbidae	stigmatopelia	chinensis	spotted turtle-dove	3	0	0	0
giraffidae	giraffa		giraffa species	3	0	0	0
pellorneidae	pellorneum	ruficeps	puff-throated babbler	3	0	0	0
ardeidae	tigrisoma	lineatum	rufescent tiger-heron	3	0	0	0
tupaiidae	tupaia	tana	large treeshrew	3	0	0	0
brachypteraciidae	geobiastes	squamiger	scaly ground-roller	3	1	1	0
scincidae	bellatorias	major	land mullet	3	0	0	0.6667
spalacidae	rhizomys	sumatrensis	indomalayan bamboo rat	3	0	0	0
cervidae	rusa	timorensis	javan deer	3	0	0	0
camelidae	camelus		camelus species	3	0	0	0
tyrannidae	contopus	sordidulus	western wood-pewee	3	0	0	0
ardeidae	nycticorax	nycticorax	black-crowned night-heron	3	0	0	0.3333
daubentoniidae	daubentonia	madagascariensis	aye-aye	3	0	0	0
sciuridae	xerus	erythropus	striped ground squirrel	3	0	0	0
acanthizidae	origma	solitaria	rock warbler	3	0	0	0.3333
artamidae	cracticus	torquatus	grey butcherbird	3	0	0	0
grallariidae	grallaria	hypoleuca	white-bellied antpitta	3	0	0	0
teiidae	salvator	merianae	argentine black and white tegu	3	0	0	0.6667
grallariidae	grallaria	squamigera	undulated antpitta	3	0	0	0.3333
cercopithecidae	trachypithecus	obscurus	dusky langur	3	0	0	0
acanthizidae	pycnoptilus	floccosus	pilotbird	3	0	0	0.3333
mephitidae	mephitis		mephitis species	3	0	0	0
sciuridae	microsciurus		microsciurus species	3	0	0	0
caprimulgidae	chordeiles	minor	common nighthawk	3	0	0	0.6667
canidae	canis	mesomelas	black-backed jackal	3	0	0	0.3333
			owl	3	0	0	0.3333
muscicapidae	chamaetylas	poliophrys	red-throated alethe	3	0	0	0
varanidae	varanus		monitor species	3	0	0	1
cracidae	penelope	superciliaris	rusty-margined guan	3	0	0	0
bovidae	gazella		gazella species	3	0.0015	0.3333	0
psittacidae	neophema	pulchella	turquoise parrot	3	0	0	0.3333
petauridae	petaurus	breviceps	sugar glider	3	0	0	0
leporidae	sylvilagus	nuttallii	mountain cottontail	3	0	0	0
sturnidae	lamprotornis	chalybaeus	greater blue-eared starling	3	0	0	0
picidae	leuconotopicus	villosus	hairy woodpecker	3	0	0	0.6667
mimidae			mimidae family	3	0	0	0
columbidae	leptotila	plumbeiceps	grey-headed dove	3	0	0	0
dasyuridae	antechinus	flavipes	yellow-footed antechinus	3	0	0	0.3333
podicipedidae	podilymbus	podiceps	pied-billed grebe	3	0	0	0
corvidae	aphelocoma	woodhouseii	woodhouse's scrub-jay	3	0	0	0
burramyidae	cercartetus	nanus	eastern pygmy possum	3	0	0	0
			galliformes order	3	0	0	0
muridae	deomys	ferrugineus	congo forest mouse	3	0	0	0
acanthizidae	calamanthus	pyrrhopygius	chestnut-rumped heathwren	3	0	0	0.3333
felidae	panthera		panthera species	3	0	0	0
mustelidae	gulo	gulo	wolverine	2	0	0	0
strigidae			strigidae family	2	0	0	0.5
agamidae	pogona	vitticeps	central bearded dragon	2	0	0	0.5
dasypodidae			armadillo family	2	0	0	0
cathartidae	cathartes	melambrotus	greater yellow-headed vulture	2	0	0	0.5
picidae	picoides	dorsalis	american three-toed woodpecker	2	0	0	0
camelidae	camelus	ferus	bactrian camel	2	0	0	0
peramelidae	isoodon	obesulus	southern brown bandicoot	2	0	0	0
nesomyidae	eliurus	penicillatus	white-tipped tuft-tailed rat	2	0	0	0
felidae	neofelis	nebulosa	clouded leopard	2	0	0	0
strigidae	megascops	asio	eastern screech-owl	2	0	0	0
tyrannidae	sayornis	nigricans	black phoebe	2	0	0	1
macroscelididae	rhynchocyon	cirnei	chequered sengi	2	0	0	0
			turtle order	2	0	0	1
cardinalidae	cardinalis	cardinalis	northern cardinal	2	0	0	1
maluridae	malurus		malurus species	2	0	0	0
sciuridae	sciurus	aestuans	guianan squirrel	2	1	1	0
estrildidae	nigrita	fusconotus	white-breasted nigrita	2	0	0	0
alligatoridae	paleosuchus		alligator species	2	0	0	0
trochilidae	calypte	anna	anna's hummingbird	2	0	0	0
erethizontidae	coendou	mexicanus	mexican hairy dwarf porcupine	2	0	0	0
passerellidae	zonotrichia	atricapilla	golden-crowned sparrow	2	0	0	0.5
accipitridae	buteogallus	schistaceus	slate-colored hawk	2	0	0	0
columbidae	patagioenas	picazuro	picazuro pigeon	2	0	0	0
macropodidae	macropus		macropus species	2	0	0	0
tenrecidae	hemicentetes	semispinosus	lowland streaked tenrec	2	0	0	0.5
paridae	poecile	gambeli	mountain chickadee	2	0	0	0
mustelidae	ictonyx	striatus	zorilla	2	0	0	0.5
ardeidae	botaurus	lentiginosus	american bittern	2	1	0.5	0
cricetidae	scapteromys	tumidus	swamp rat	2	1	0.5	0.5
mustelidae	galictis	vittata	greater grison	2	0	0	0
mimidae	oreoscoptes	montanus	sage thrasher	2	0	0	0.5
rallidae	aramides	calopterus	red-winged wood-rail	1	0	0	0
strigidae	strix		strix species	1	0	0	1
troglodytidae	salpinctes	obsoletus	rock wren	1	0	0	0
aegothelidae	aegotheles	cristatus	australian owlet-nightjar	1	0	0	0
columbidae	columba	palumbus	common woodpigeon	1	0	0	0
pteropodidae			pteropodidae family	1	0	0	0
rhipiduridae	rhipidura	leucophrys	willie wagtail	1	0	0	0
ardeidae	bubulcus	ibis	cattle egret	1	0	0	0
strigidae	strix	varia	barred owl	1	0	0	0
			butterflies and moths	1	0	0	0
ciconiidae	ciconia	maguari	maguari stork	1	0	0	0
leporidae	lepus	europaeus	european hare	1	0	0	0
felidae	caracal	caracal	caracal	1	1	1	0
bovidae	bos	gaurus	gaur	1	0	0	0
monarchidae	grallina	cyanoleuca	magpie-lark	1	0	0	0
falcunculidae	falcunculus	frontatus	crested shriketit	1	0	0	0
laridae	larus	pipixcan	franklin's gull	1	0	0	0
anatidae	spatula	cyanoptera	cinnamon teal	1	0	0	0
			bat	1	0	0	0
ursidae			bear family	1	0	0	1
anatidae	branta		branta species	1	1	1	0
corvidae	cyanocitta	cristata	blue jay	1	0	0	0
bovidae	oreamnos	americanus	mountain goat	1	0	0	0
cercopithecidae	trachypithecus	hatinhensis	hatinh langur	1	0	0	0
herpestidae	helogale	parvula	common dwarf mongoose	1	0	0	0
muscicapidae	larvivora	sibilans	rufous-tailed robin	1	0	0	0
soricidae	suncus	murinus	house shrew	1	0	0	0
tityridae	onychorhynchus	mexicanus	northern royal flycatcher	1	0	0	0
tyrannidae			tyrannidae family	1	0	0	1
picidae	colaptes	punctigula	spot-breasted woodpecker	1	0	0	0
rallidae	aramides		aramides species	1	0	0	0
accipitridae	circus	cyaneus	busard saint-martin	1	0	0	0

FAQs

How is Wildlife Insights applying artificial intelligence for species identification?

AI models, developed by Google, have been trained on 35 million images to automatically detect blank images, animals in images and other objects like cars and vehicles. The model is trained to predict across 1,295 animal species in a fraction of a second.

Aside from identifying species, how else can Wildlife Insights AI models help optimize human work reviewing camera trap images?

AI can help identify images without animals (blank images), where things like blowing grass can trigger a camera. Blank images can be up to 80% of a dataset and can take an expert several hours to sort through.

The AI models in Wildlife Insights catch 88% of blank images with an error rate of less than 2%. This allows biologists to spend time on the animals of their interest, instead of sifting through thousands of empty images looking for animals.

By leveraging AI model results and platform tools, Wildlife Insights users can dramatically reduce the amount of time processing and identifying camera trap data -- tens to hundreds of machines now do that work for them in a fraction of the time.

How does the AI model classify my images?

Wildlife Insights is hosted on the Google Cloud Platform and inferencing is done using Google AI Platform Predictions. Once images are uploaded to the cloud, the AI model makes predictions of what is contained in the image.

Can AI identify individuals from species with spots or stripes ('naturally marked' animals; e.g. zebras or tigers)?

Wildlife Insights and Google are focusing on developing a model that can accurately identify species but not individual animals. There are other groups that are successfully training computer vision algorithms to identify individual animals, and we hope to work together with those groups in the future to expand the scope of Wildlife Insights.

Will Wildlife Insights support videos taken by camera traps?

The infrastructure for Wildlife Insights currently provides support for camera trap images, but is designed to support video and other types of sensor data like acoustic recordings.

What taxonomy does Wildlife Insights use?

For mammals, Wildlife Insights uses the IUCN Red List of Endangered Species and the American Society of Mammalogists Mammal Diversity Database as the primary taxonomy. For birds, we use Birdlife International’s taxonomy.

We also have several classes for non-animals, such as car, equestrian, domestic dog, etc. Learn more about our taxonomy.

What data was used to train the Wildlife Insights AI models, and which species can the model identify?

The AI model is trained on 35 million images in the Wildlife Insights database. We continue to add to this training dataset as more images are uploaded into Wildlife Insights and verified by data providers.

The model is manually retrained by the Wildlife Insights team. Catalogued images are not automatically included in retraining, but will be evaluated by the team for inclusion in future training efforts.

Which species can the model identify?

Our current training dataset contains labeled images with 1,295 species and 237 higher taxonomic classes from around the world. You can reference our Training Data table to see which species are included.

Does Wildlife Insights analyze humans as a class in the AI models?

The AI model is trained to identify humans as a possible classification, but it is up to the data provider to verify that the image is indeed a human. In order to protect privacy, Wildlife Insights will not knowingly share images of humans with the public (learn more).

However, some wildlife researchers are interested in studying human-wildlife interactions. In order to facilitate this, metadata for images containing humans that does not contain any personally identifiable information will be available to the public for download. Please refer to our Terms of Use for more information.

How is the model evaluated?

We believe it is important to evaluate our models in a manner that is similar to how they will be used. We want to ensure that models will work well for new users uploading data from camera locations unseen during training. In order to evaluate how well the model does on unseen data, we hold out the images from some of the projects in our dataset (aka "the test set") and the images from some of the camera locations (based on 10x10 meter lat/long grids) from all the other projects (aka "the validation set"). This ensures that we do not train and validate on similar images (e.g. same background), which may lead to incorrectly high accuracy numbers.

What parts of the image are important when predicting a class?

During training, our AI models learn to recognize the unique characteristics of different species, such as patterns, textures, colors, etc. Using integrated gradients, we can visualize which parts of the image are most important to the model when making a species prediction. See examples of images and the associated integrated gradients visualizations below.

How does the model decide on a particular class?

Convolutional neural networks are a widely successful AI paradigm for computer vision models. At a high level, the model takes an image as a 2D input (array of pixels in single channel or RGB channels) and runs mathematical operations in a set of steps. Each step is referred to as a layer. There are some peculiar layer types used in CNNs for images, like convolution and pooling. Multiple such layers are collated together to form a deep convolutional neural network.

Some models have been trained using large amounts of generic image data that can be re-purposed by tuning them to specific problems (like species identification in camera trap images). We started with one such model called EfficientNetV2 and fine-tuned the model for species classification in camera trap images using labeled data from Wildlife Insights.

How accurate are the Wildlife Insights AI models at identifying animals in images?

The Wildlife Insights AI models are able to assist with two main tasks:

Filtering out blank images - the models are able to identify 94% of blank images with an error rate of less than 2%. Trusting the model’s blank predictions and using Wildlife Insights to filter and quickly review these images can significantly reduce time spent processing images.
Classify animals (and humans) - Across the 1,532 classes and 1,295 species that the models have been trained on, well represented classes like jaguars, mule deer, or African elephants have generally between 80% and 99% probability of being correctly predicted by the AI models. If the models aren’t confident about the exact species, they could surface predictions at a higher taxonomic level. Overall, if there is an animal in the image, there is a 97% chance that the model will indeed predict some animal, and a 91% chance that the prediction will be correct in one of the taxonomic levels (including the “Animal” kingdom). If there is a Human in the image, there is a 97% chance that the model will identify it, with an error rate of 3%.

Important: Please be aware that the model's ability to correctly identify a species is strongly influenced by the number of images used in its training and the diversity of those images. As a general guideline, if the model was trained using at least 1000 images of a specific species, the likelihood of successful identification aligns with the precision and recall values reported in the AI table above. However, for species trained with fewer than 1000 images, these values may not accurately represent the model's identification accuracy. In these cases, the model's performance may be less reliable.

Categorizing species in camera trap data can be very challenging, even for humans. Data quality plays a key role in our ability to correctly classify an image, and even human experts struggle with images that are poorly illuminated, blurry, or where the animal is very small, hidden behind vegetation, or far away. There are also many sets of species that are easily misidentified, like bobcats and lynx. Images that have low data quality or contain easily-confused species are harder for both humans and AI. That said, AI's accuracy improves when given many, diverse examples of a given species.
This is where you can help! You can correct any mislabeled species using the tools in Wildlife Insights. By verifying your data in Wildlife Insights, you can help provide enough examples to make our AI systems accurate in identifying more species. When you upload and review data from your unique camera traps, you're not only improving species accuracy, but also helping the AI model learn how to adjust to the biases of individual camera traps, such as the background, perspective on the animals, and lighting conditions. Your data also increases the camera diversity of our dataset, improving the robustness of our AI models for varied camera conditions.

Note: The AI model is retrained by our team several times a year. The identifications from your project may or may not be used in our model updates.

What species were used for training the models?

Look up individual species in our Training Data table to see what classes were part of the data used to train the models.If you don't see your species of interest listed, it means that we currently have no examples of that species in our dataset. This is more reason to contribute, as you'll help grow the number of supported species in Wildlife Insights.

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
columbidae	leptotila	verreauxi	white-tipped dove	1147	0.00003
sciuridae	neotamias	sonomae	sonoma chipmunk	1142	0.00003
cricetidae	peromyscus		peromyscus species	1130	0.00003
dasypodidae	dasypus		dasypus species	1124	0.00003
herpestidae	bdeogale	nigripes	black-legged mongoose	1119	0.00003
numididae	acryllium	vulturinum	vulturine guineafowl	1115	0.00003
columbidae	nesoenas	picturata	malagasy turtle dove	1109	0.00003
nandiniidae	nandinia	binotata	african palm civet	1104	0.00003
columbidae	turtur	brehmeri	blue-headed wood-dove	1065	0.00003
corvidae	aphelocoma	californica	california scrub-jay	1065	0.00003
turdidae	turdus	cardis	japanese thrush	1047	0.00003
psophodidae	psophodes	olivaceus	eastern whipbird	1046	0.00003
brachypteraciidae	geobiastes	squamiger	scaly ground-roller	1031	0.00003
bovidae	kobus	ellipsiprymnus	waterbuck	1027	0.00003
corvidae	nucifraga	columbiana	clark's nutcracker	1017	0.00003
accipitridae	buteo	lineatus	red-shouldered hawk	1014	0.00003
columbidae	turtur	tympanistria	tambourine dove	1013	0.00003
cercopithecidae	chlorocebus	pygerythrus	vervet monkey	1011	0.00003
accipitridae	buteogallus	urubitinga	great black hawk	986	0.00003
pellorneidae	trichastoma	cinereiceps	ashy-headed babbler	984	0.00003
procyonidae			coati family	979	0.00003
viverridae	civettictis	civetta	african civet	974	0.00003
procyonidae	procyon	cancrivorus	crab-eating raccoon	972	0.00003
elephantidae	elephas	maximus	asian elephant	968	0.00003
artamidae	strepera	versicolor	grey currawong	963	0.00003
ursidae	tremarctos	ornatus	spectacled bear	954	0.00003
pittidae	hydrornis	soror	blue-rumped pitta	944	0.00003
orycteropodidae	orycteropus	afer	aardvark	928	0.00003
corvidae	garrulus	glandarius	jay	926	0.00003
odontophoridae	oreortyx	pictus	mountain quail	925	0.00003
sciuridae	funisciurus	anerythrus	redness tree squirrel	923	0.00003
bovidae	cephalophus	leucogaster	white-bellied duiker	923	0.00003
tragulidae	tragulus	napu	greater oriental chevrotain	921	0.00003
mustelidae	martes		martes species	920	0.00003
herpestidae	atilax	paludinosus	marsh mongoose	919	0.00003
passerellidae	zonotrichia	leucophrys	white-crowned sparrow	905	0.00003
			falcon	893	0.00003
muscicapidae	myophonus	caeruleus	blue whistling-thrush	892	0.00003
cracidae	ortalis	guttata	speckled chachalaca	874	0.00003
cercopithecidae	macaca	leonina	northern pig-tailed macaque	870	0.00003
accipitridae	buteogallus	schistaceus	slate-colored hawk	864	0.00003
grallariidae	grallaria	squamigera	undulated antpitta	859	0.00003
anatidae			anatidae family	855	0.00003
corvidae	corvus	palmarum	hispaniolan palm crow	852	0.00003
muridae	leopoldamys	sabanus	long-tailed giant rat	841	0.00002
varanidae	varanus	salvator	common water monitor	826	0.00002
myrmecophagidae	tamandua	tetradactyla	southern tamandua	815	0.00002
columbidae	aplopelia	larvata	lemon dove	815	0.00002
turdidae	zoothera	lunulata	bassian thrush	804	0.00002
icteridae	sturnella	neglecta	western meadowlark	783	0.00002
tinamidae	crypturellus	soui	little tinamou	782	0.00002
hyaenidae	hyaena	hyaena	striped hyaena	769	0.00002
odontophoridae	odontophorus	gujanensis	marbled wood-quail	765	0.00002
mustelidae	lontra	canadensis	north american river otter	760	0.00002
columbidae			columbidae family	754	0.00002
macropodidae	setonix	brachyurus	quokka	754	0.00002
lemuridae	eulemur	fulvus	brown lemur	754	0.00002
sciuridae	tamias		tamias species	749	0.00002
phasianidae			phasianidae family	739	0.00002
nesomyidae	nesomys		nesomys species	738	0.00002
ptilonorhynchidae	ailuroedus	crassirostris	green catbird	734	0.00002
sciuridae	sundasciurus	philippinensis	philippine tree squirrel	707	0.00002
echimyidae	proechimys	guyannensis	cayenne spiny rat	698	0.00002
sciuridae	sciurus		sciurus species	695	0.00002
cervidae	mazama	chunyi	peruvian dwarf brocket	689	0.00002
canidae	otocyon	megalotis	bat-eared fox	682	0.00002
cracidae	mitu	tomentosum	crestless curassow	673	0.00002
psittacidae	platycercus	elegans	crimson rosella	672	0.00002
tinamidae	crypturellus	bartletti	bartlett's tinamou	666	0.00002
scolopacidae			scolopacidae family	656	0.00002
macroscelididae	petrodromus	tetradactylus	four-toed sengi	652	0.00002
anomaluridae	anomalurus	derbianus	lord derby's scaly-tailed squirrel	649	0.00002
sciuridae	paraxerus	boehmi	boehm's bush squirrel	642	0.00002
cervidae	mazama		mazama species	630	0.00002
phasianidae	falcipennis	canadensis	spruce grouse	625	0.00002
cercopithecidae	macaca	mulatta	rhesus monkey	622	0.00002
cervidae	mazama	gouazoubira	gray brocket	616	0.00002
ardeidae	ardea	herodias	great blue heron	609	0.00002
herpestidae			herpestidae family	599	0.00002
turdidae	catharus	guttatus	hermit thrush	592	0.00002
cercopithecidae	macaca	assamensis	assam macaque	589	0.00002
procaviidae	dendrohyrax	arboreus	southern tree hyrax	582	0.00002
didelphidae			possum family	577	0.00002
phasianidae	lophura	nycthemera	silver pheasant	574	0.00002
formicariidae	chamaeza	nobilis	striated antthrush	564	0.00002
procyonidae	nasua	narica	white-nosed coati	562	0.00002
motacillidae	anthus	rubescens	buff-bellied pipit	559	0.00002
galagidae	galago		galago species	559	0.00002
manidae	phataginus	tricuspis	white-bellied pangolin	552	0.00002
varanidae	varanus	rosenbergi	heath monitor	545	0.00002
mustelidae	mustela	frenata	long-tailed weasel	539	0.00002
odontophoridae	odontophorus	stellatus	starred wood-quail	535	0.00002
anatidae	anas	superciliosa	pacific black duck	528	0.00002
eupleridae	galidia	elegans	ring-tailed vontsira	527	0.00002
strigidae	strix	varia	barred owl	527	0.00002
phasianidae	gallus		gallus species	522	0.00002
sciuridae	lariscus	insignis	three-striped ground squirrel	517	0.00002
tinamidae	crypturellus	cinereus	cinereous tinamou	517	0.00002
laridae			laridae family	512	0.00002
muscicapidae	copsychus	albospecularis	merle dyal malgache	507	0.00002
mephitidae	spilogale	gracilis	western spotted skunk	504	0.00001
prionodontidae	prionodon	pardicolor	spotted linsang	503	0.00001
nesomyidae	eliurus	tanala	tanala tuft-tailed rat	498	0.00001
lorisidae	perodicticus	ibeanus	east african potto	484	0.00001
sciuridae	urocitellus	richardsonii	richardson's ground squirrel	482	0.00001
viverridae	paguma	larvata	masked palm civet	482	0.00001
eupleridae	galidictis	fasciata	broad-striped vontsira	476	0.00001
camelidae	camelus	dromedarius	dromedary camel	471	0.00001
acanthizidae	sericornis	frontalis	white-browed scrubwren	466	0.00001
tragulidae	tragulus		chevrotain species	465	0.00001
cebidae	sapajus	apella	margarita island capuchin	463	0.00001
bovidae	capricornis	sumatraensis	sumatran serow	456	0.00001
cuculidae	centropus	phasianinus	pheasant coucal	454	0.00001
dasyuridae	antechinus	agilis	agile antechinus	448	0.00001
cercopithecidae	cercocebus	agilis	agile mangabey	448	0.00001
caviidae	hydrochoerus	hydrochaeris	capybara	447	0.00001
viverridae	arctictis	binturong	binturong	444	0.00001
gliridae	graphiurus	murinus	woodland dormouse	442	0.00001
muscicapidae	erithacus	rubecula	european robin	438	0.00001
mustelidae	gulo	gulo	wolverine	434	0.00001
phasianidae	dendragapus	fuliginosus	sooty grouse	427	0.00001
hystricidae			old world porcupine family	426	0.00001
passerellidae	junco	hyemalis	dark-eyed junco	424	0.00001
formicariidae	formicarius	analis	black-faced antthrush	422	0.00001
strigidae	bubo	virginianus	great horned owl	419	0.00001
felidae	leopardus	tigrinus	northern tiger cat	415	0.00001
turdidae	catharus	ustulatus	russet-backed thrush	406	0.00001
equidae	equus	grevyi	grevy's zebra	403	0.00001
leporidae	sylvilagus	palustris	marsh rabbit	402	0.00001
ardeidae	ardea	albus	great egret	401	0.00001
corvidae	cyanocitta	cristata	blue jay	397	0.00001
cracidae	chamaepetes	goudotii	sickle-winged guan	395	0.00001
laridae	larus	californicus	california gull	391	0.00001
peramelidae	isoodon	obesulus	southern brown bandicoot	389	0.00001
columbidae	leptotila		leptotila species	386	0.00001
herpestidae	herpestes	urva	crab-eating mongoose	384	0.00001
turdidae	geokichla	citrina	orange-headed thrush	381	0.00001
bovidae	cephalophus	weynsi	weyns's duiker	380	0.00001
turnicidae	turnix	varius	painted button-quail	378	0.00001
cercopithecidae	trachypithecus	hatinhensis	hatinh langur	374	0.00001
picidae	colaptes	auratus	northern flicker	373	0.00001
theraphosidae	aphonopelma	paloma	paloma dwarf	373	0.00001
ursidae	helarctos	malayanus	sun bear	371	0.00001
equidae	equus		equus species	369	0.00001
rallidae	mentocrex	kioloides	madagascar wood-rail	369	0.00001
lemuridae	eulemur	rufifrons	red-fronted brown lemur	362	0.00001
canidae	cerdocyon	thous	crab-eating fox	360	0.00001
			lizards and snakes	358	0.00001
accipitridae	aquila	audax	wedge-tailed eagle	356	0.00001
passerellidae	arremon	brunneinucha	chestnut-capped brush-finch	356	0.00001
columbidae	zenaida	macroura	mourning dove	356	0.00001
			owl	355	0.00001
hyaenidae	proteles	cristata	aardwolf	352	0.00001
didelphidae	didelphis		didelphis species	351	0.00001
varanidae	varanus		monitor species	347	0.00001
casuariidae	dromaius	novaehollandiae	emu	346	0.00001
chinchillidae	lagidium	viscacia	southern mountain viscacha	345	0.00001
sciuridae	heliosciurus	ruwenzorii	ruwenzori sun squirrel	343	0.00001
anatidae	branta		branta species	342	0.00001
felidae	felis		felis species	342	0.00001
diatomyidae	laonastes	aenigmamus	kha-nyou	341	0.00001
cuculidae	coua	reynaudii	red-fronted coua	341	0.00001
acanthizidae	sericornis	citreogularis	yellow-throated scrubwren	341	0.00001
tupaiidae	tupaia	belangeri	northern treeshrew	338	0.00001
bovidae	tragelaphus	strepsiceros	greater kudu	334	0.00001
mephitidae	conepatus	chinga	molina's hog-nosed skunk	334	0.00001
tupaiidae	tupaia	glis	common treeshrew	330	0.00001
leporidae	nesolagus	timminsi	annamite striped rabbit	328	0.00001
cuculidae	centropus	sinensis	greater coucal	326	0.00001
felidae	felis	silvestris	wild cat	326	0.00001
felidae	lynx	lynx	eurasian lynx	325	0.00001
passerellidae	melospiza	melodia	song sparrow	325	0.00001
heteromyidae	dipodomys		dipodomys species	322	0.00001
canidae	vulpes	macrotis	kit fox	322	0.00001
felidae	panthera	tigris	tiger	322	0.00001
cercopithecidae	cercopithecus	cephus	moustached monkey	320	0.00001
sciuridae	spermophilus	erythrogenys	red-cheeked ground squirrel	318	0.00001
formicariidae	formicarius	colma	rufous-capped antthrush	314	0.00001
eupleridae	eupleres	goudotii	eastern falanouc	310	0.00001
passerellidae	pipilo	maculatus	spotted towhee	305	0.00001
emydidae	emys	marmorata	western pond turtle	304	0.00001
tragulidae	tragulus	javanicus	javan chevrotain	297	0.00001
cervidae	mazama	rufina	dwarf red brocket	294	0.00001
columbidae	streptopelia	decaocto	collared dove	292	0.00001
phasianidae	pternistis	squamatus	scaly francolin	290	0.00001
mustelidae	neovison	vison	american mink	289	0.00001
mephitidae	spilogale	putorius	eastern spotted skunk	288	0.00001
sciuridae	sciurus	aestuans	guianan squirrel	284	0.00001
passeridae	passer	domesticus	house sparrow	281	0.00001
sciuridae	callosciurus	erythraeus	pallas's squirrel	278	0.00001
columbidae	geopelia	humeralis	bar-shouldered dove	275	0.00001
pittidae	hydrornis	cyaneus	blue pitta	275	0.00001
sciuridae	marmota	caligata	hoary marmot	274	0.00001
accipitridae	morphnus	guianensis	crested eagle	272	0.00001
sciuridae	urocitellus	columbianus	columbian ground squirrel	271	0.00001
viverridae	hemigalus	derbyanus	banded civet	270	0.00001
viverridae	viverricula	indica	small indian civet	268	0.00001
bovidae	tragelaphus	spekii	sitatunga	267	0.00001
ardeidae	bubulcus	ibis	cattle egret	263	0.00001
megapodiidae	megapodius	laperouse	micronesian scrubfowl	260	0.00001
nesomyidae	hypogeomys	antimena	malagasy giant jumping rat	255	0.00001
tenrecidae	tenrec	ecaudatus	tailess tenrec	252	0.00001
petroicidae	eopsaltria	australis	eastern yellow robin	250	0.00001
mustelidae	mustela	erminea	stoat	247	0.00001
pittidae	pitta	versicolor	noisy pitta	247	0.00001
cricetidae	scapteromys	tumidus	swamp rat	245	0.00001
dasyuridae	sminthopsis	griseoventer	grey-bellied dunnart	244	0.00001
nesomyidae	eliurus		eliurus species	241	0.00001
didelphidae	marmosa		marmosa species	239	0.00001
aegothelidae	aegotheles	cristatus	australian owlet-nightjar	235	0.00001
cracidae	pipile	pipile	trinidad piping-guan	234	0.00001
sciuridae	sciurus	vulgaris	eurasian red squirrel	233	0.00001
canidae	speothos	venaticus	bush dog	231	0.00001
cebidae	saimiri	sciureus	common squirrel monkey	230	0.00001
columbidae	zenaida		zenaida species	229	0.00001
tinamidae	tinamus	guttatus	white-throated tinamou	228	0.00001
macropodidae	macropus		macropus species	228	0.00001
maluridae	malurus	cyaneus	superb fairy-wren	227	0.00001
mustelidae	martes	flavigula	yellow-throated marten	227	0.00001
cercopithecidae	lophocebus	albigena	grey-cheeked mangabey	225	0.00001
suidae	sus		sus species	222	0.00001
erinaceidae	erinaceus	concolor	southern white-breasted hedgehog	222	0.00001
laniidae	lanius	ludovicianus	loggerhead shrike	220	0.00001
accipitridae	buteo	rufinus	long-legged buzzard	220	0.00001
columbidae	phaps	chalcoptera	common bronzewing	220	0.00001
columbidae	patagioenas	picazuro	picazuro pigeon	219	0.00001
suidae	hylochoerus	meinertzhageni	forest hog	218	0.00001
anatidae	chenonetta	jubata	maned duck	217	0.00001
ramphastidae	ramphastos	tucanus	red-billed toucan	217	0.00001
erinaceidae	echinosorex	gymnura	moonrat	217	0.00001
columbidae	phaps	elegans	brush bronzewing	215	0.00001
			charadriiformes order	214	0.00001
ardeidae	egretta	thula	snowy egret	212	0.00001
herpestidae	mungos	mungo	banded mongoose	211	0.00001
phrynosomatidae	sceloporus		spiny lizard	211	0.00001
picidae	sphyrapicus	thyroideus	williamson's sapsucker	211	0.00001
accipitridae	pseudastur	albicollis	white hawk	211	0.00001
accipitridae			accipitridae family	210	0.00001
			turtle order	209	0.00001
momotidae	momotus	momota	amazonian motmot	207	0.00001
phascolarctidae	phascolarctos	cinereus	koala	206	0.00001
cercopithecidae	cercopithecus	nictitans	putty-nosed monkey	205	0.00001
didelphidae	marmosops		marmosops species	204	0.00001
accipitridae	accipiter	trivirgatus	crested goshawk	204	0.00001
macroscelididae	rhynchocyon	cirnei	chequered sengi	203	0.00001
bovidae	oryx	leucoryx	arabian oryx	201	0.00001
accipitridae	harpia	harpyja	harpy eagle	201	0.00001
corvidae	corvus	mellori	little raven	201	0.00001
icteridae	euphagus	cyanocephalus	brewer's blackbird	200	0.00001
cercopithecidae	piliocolobus	gordonorum	udzungwa red colobus	198	0.00001
manidae	smutsia	gigantea	giant ground pangolin	198	0.00001
bovidae			bovidae family	198	0.00001
tinamidae	nothocercus	bonapartei	highland tinamou	197	0.00001
anatidae	mareca	americana	american wigeon	197	0.00001
picidae	dryocopus	javensis	white-bellied woodpecker	196	0.00001
herpestidae	herpestes	ichneumon	egyptian mongoose	195	0.00001
threskiornithidae	mesembrinibis	cayennensis	green ibis	194	0.00001
mimidae	dumetella	carolinensis	grey catbird	194	0.00001
strigidae	asio	flammeus	short-eared owl	192	0.00001
bovidae	raphicerus	campestris	steenbok	190	0.00001
pittidae	hydrornis	elliotii	bar-bellied pitta	190	0.00001
cacatuidae	cacatua	galerita	sulphur-crested cockatoo	187	0.00001
phasianidae	arborophila	brunneopectus	bar-backed partridge	185	0.00001
procaviidae	dendrohyrax	dorsalis	western tree hyrax	183	0.00001
canidae	cuon	alpinus	dhole	181	0.00001
sturnidae	sturnus	vulgaris	common starling	181	0.00001
viverridae	genetta	genetta	common genet	180	0.00001
			even-toed ungulate	179	0.00001
tinamidae	crypturellus	undulatus	undulated tinamou	179	0.00001
phasianidae	ammoperdix	heyi	sand partridge	178	0.00001
columbidae	turtur	afer	blue-spotted wood-dove	177	0.00001
corvidae	perisoreus	canadensis	grey jay	172	0.00001
cercopithecidae	papio	cynocephalus	yellow baboon	171	0.00001
herpestidae	herpestes	semitorquatus	collared mongoose	171	0.00001
scincidae	bellatorias	major	land mullet	170	0.00001
rallidae	rallina	fasciata	red-legged crake	169	0.00001
picidae	colaptes	cafer	red-shafted flicker	169	0.00001
picathartidae	picathartes	oreas	grey-necked rockfowl	168	0.00000
felidae	caracal	caracal	caracal	167	0.00000
falconidae	caracara	plancus	southern caracara	164	0.00000
procyonidae	nasuella	olivacea	western mountain coati	161	0.00000
sciuridae	funisciurus	congicus	congo rope squirrel	161	0.00000
muridae	rattus	tiomanicus	malaysian field rat	160	0.00000
felidae			cat family	159	0.00000
cervidae	muntiacus	truongsonensis	annamite muntjac	158	0.00000
macropodidae	macropus	parryi	whiptail wallaby	156	0.00000
fringillidae	haemorhous	mexicanus	house finch	156	0.00000
mustelidae	martes	foina	beech marten	155	0.00000
hystricidae	hystrix	africaeaustralis	cape porcupine	155	0.00000
cricetidae	hylaeamys	megacephalus	azara's broad-headed oryzomys	152	0.00000
muscicapidae	chamaetylas	poliocephala	brown-chested alethe	149	0.00000
monarchidae	grallina	cyanoleuca	magpie-lark	148	0.00000
numididae	numida	meleagris	helmeted guineafowl	147	0.00000
			lagomorpha order	146	0.00000
cercopithecidae	presbytis	femoralis	banded surili	145	0.00000
tinamidae			tinamidae family	143	0.00000
accipitridae	spilornis	cheela	crested serpent-eagle	142	0.00000
cacatuidae	eolophus	roseicapilla	galah	141	0.00000
didelphidae	marmosa	regina	short-furred woolly mouse opossum	139	0.00000
pycnonotidae	alophoixus	frater	palawan bulbul	138	0.00000
sciuridae	callosciurus	prevostii	prevost's squirrel	137	0.00000
cervidae	rusa	timorensis	javan deer	135	0.00000
rallidae	canirallus	oculeus	grey-throated rail	134	0.00000
herpestidae	herpestes	brachyurus	short-tailed mongoose	133	0.00000
sciuridae	petaurista	philippensis	indian giant flying squirrel	131	0.00000
daubentoniidae	daubentonia	madagascariensis	aye-aye	130	0.00000
sciuridae	otospermophilus	variegatus	rock squirrel	129	0.00000
bovidae	bubalus	arnee	domestic water buffalo	129	0.00000
cervidae	muntiacus	montanus	sumatran mountain muntjac	128	0.00000
ciconiidae	ciconia	ciconia	white stork	126	0.00000
lorisidae	perodicticus	potto	west african potto	126	0.00000
viverridae	genetta	maculata	large-spotted genet	126	0.00000
passerellidae	atlapetes	latinuchus	rufous-naped brush finch	125	0.00000
leiotrichidae	garrulax	leucolophus	white-crested laughingthrush	123	0.00000
phasianidae	bonasa	umbellus	ruffed grouse	123	0.00000
cracidae	penelope	purpurascens	crested guan	123	0.00000
tinamidae	nothocercus	julius	tawny-breasted tinamou	123	0.00000
turdidae	turdus	philomelos	song thrush	122	0.00000
menuridae	menura	alberti	albert's lyrebird	118	0.00000
odontophoridae	callipepla	gambelii	gambel's quail	118	0.00000
cricetidae	neacomys	spinosus	bristly mouse	117	0.00000
gliridae			gliridae family	117	0.00000
turdidae	turdus	olivaceus	olive thrush	116	0.00000
cracidae	penelope	superciliaris	rusty-margined guan	116	0.00000
cricetidae	tylomys	watsoni	watson's climbing rat	116	0.00000
felidae	leopardus	colocolo	pampas cat	114	0.00000
muridae	praomys	degraaffi	de graaff's praomys	113	0.00000
columbidae	patagioenas	fasciata	northern band-tailed pigeon	112	0.00000
viverridae			civet genet family	112	0.00000
cervidae	muntiacus	vaginalis	northern red muntjac	112	0.00000
galagidae	galago	matschiei	spectacled lesser galago	112	0.00000
troglodytidae	salpinctes	obsoletus	rock wren	111	0.00000
cuculidae	neomorphus	geoffroyi	rufous-vented ground-cuckoo	111	0.00000
ardeidae	nyctanassa	violacea	yellow-crowned night-heron	110	0.00000
manidae	manis	javanica	sunda pangolin	109	0.00000
rallidae	porzana	carolina	sora	109	0.00000
			carnivorous mammal	108	0.00000
leporidae	sylvilagus	nuttallii	mountain cottontail	108	0.00000
timaliidae	erythrogenys	hypoleucos	large scimitar-babbler	108	0.00000
phasianidae	lagopus	leucura	white-tailed ptarmigan	107	0.00000
grallariidae	grallaria	andicolus	stripe-headed antpitta	107	0.00000
turdidae	catharus		catharus species	106	0.00000
rallidae	hypotaenidia	philippensis	buff-banded rail	105	0.00000
cathartidae	cathartes		cathartes species	105	0.00000
turdidae	turdus	hortulorum	grey-backed thrush	105	0.00000
laridae	anous	stolidus	brown noddy	105	0.00000
scincidae	egernia	cunninghami	cunningham's skink	104	0.00000
mustelidae	lutra	lutra	eurasian otter	104	0.00000
cervidae	hippocamelus	antisensis	taruca	103	0.00000
sciuridae	eutamias		eutamias species	102	0.00000
brachypteraciidae	atelornis	pittoides	pitta-like ground-roller	102	0.00000
phasianidae	polyplectron	bicalcaratum	grey peacock-pheasant	101	0.00000
phasianidae	lophura	ignita	faisán noble	99	0.00000
turdidae	turdus	albicollis	white-necked thrush	99	0.00000
bucerotidae	lophoceros	alboterminatus	crowned hornbill	99	0.00000
heteromyidae	dipodomys	microps	chisel-toothed kangaroo rat	98	0.00000
felidae	catopuma	temminckii	asiatic golden cat	96	0.00000
cracidae	penelope	marail	marail guan	96	0.00000
ardeidae	butorides	virescens	green heron	95	0.00000
cracidae	penelope	barbata	bearded guan	95	0.00000
herpestidae	ichneumia	albicauda	white-tailed mongoose	95	0.00000
phasianidae	phasianus	colchicus	ring-necked pheasant	94	0.00000
mustelidae	mustela		mustela species	94	0.00000
picidae	leuconotopicus	villosus	hairy woodpecker	93	0.00000
leiotrichidae	garrulax	cinereiceps	eastern moustached laughingthrush	93	0.00000
tenrecidae	setifer		setifer species	93	0.00000
scolopacidae	gallinago	delicata	wilson's snipe	92	0.00000
cercopithecidae	trachypithecus	obscurus	dusky langur	92	0.00000
climacteridae	cormobates	leucophaea	white-throated treecreeper	92	0.00000
didelphidae	monodelphis	glirina	amazonian red-sided opossum	91	0.00000
artamidae	cracticus	torquatus	grey butcherbird	91	0.00000
			bat	91	0.00000
eupleridae	salanoia	concolor	brown-tailed vontsira	90	0.00000
bovidae	cephalophus		cephalophus species	89	0.00000
mimidae	toxostoma	redivivum	california thrasher	89	0.00000
pomatostomidae	pomatostomus	temporalis	grey-crowned babbler	87	0.00000
muridae	hydromys	chrysogaster	common water rat	87	0.00000
musophagidae	musophaga	rossae	ross's turaco	86	0.00000
cebidae	saimiri	boliviensis	bolivian/peruvian squirrel monkey	85	0.00000
sciuridae	glaucomys		glaucomys species	85	0.00000
thryonomyidae	thryonomys	swinderianus	greater cane rat	85	0.00000
pachycephalidae	pachycephala	olivacea	olive whistler	84	0.00000
odontophoridae	odontophorus	speciosus	rufous-breasted wood-quail	83	0.00000
			cetartiodactyla order	83	0.00000
didelphidae	philander	andersoni	anderson's four-eyed opossum	82	0.00000
ardeidae	nycticorax	nycticorax	black-crowned night-heron	82	0.00000
muscicapidae	melaenornis	fischeri	white-eyed slaty-flycatcher	80	0.00000
mustelidae	arctonyx	collaris	greater hog badger	80	0.00000
picidae			picidae family	78	0.00000
cercopithecidae	colobus	guereza	guereza	78	0.00000
alligatoridae	paleosuchus		alligator species	77	0.00000
cracidae	penelope	obscura	dusky-legged guan	77	0.00000
anatidae	cygnus	atratus	black swan	77	0.00000
anatidae	bucephala	albeola	bufflehead	76	0.00000
phasianidae	synoicus	ypsilophorus	brown quail	76	0.00000
meliphagidae	manorina	melanocephala	noisy miner	76	0.00000
herpestidae	herpestes	sanguineus	common slender mongoose	76	0.00000
dasypodidae			armadillo family	75	0.00000
caprimulgidae			caprimulgidae family	74	0.00000
cricetidae	euryoryzomys	nitidus	elegant rice rat	74	0.00000
corvidae	corvus	ossifragus	fish crow	74	0.00000
mimidae	oreoscoptes	montanus	sage thrasher	73	0.00000
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
accipitridae	spizaetus	ornatus	ornate hawk-eagle	72	0.00000
prionodontidae	prionodon	linsang	banded linsang	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
accipitridae	buteogallus	anthracinus	common black-hawk	66	0.00000
cercopithecidae	cercopithecus	ascanius	red-tailed monkey	66	0.00000
lemuridae	hapalemur	griseus	eastern lesser bamboo lemur	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
maluridae	malurus	lamberti	variegated fairy-wren	63	0.00000
cardinalidae	cardinalis	cardinalis	northern cardinal	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
galagidae	galagoides	thomasi	thomas's dwarf galago	61	0.00000
scincidae			scincidae family	61	0.00000
indriidae	propithecus	edwardsi	milne-edward's sifaka	61	0.00000
phoeniculidae	phoeniculus	bollei	white-headed woodhoopoe	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
icteridae	quiscalus	major	boat-tailed grackle	58	0.00000
cathartidae	cathartes	burrovianus	lesser yellow-headed vulture	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
podicipedidae	tachybaptus	novaehollandiae	australasian grebe	56	0.00000
			galliformes order	56	0.00000
tyrannidae	sayornis	nigricans	black phoebe	56	0.00000
tenrecidae	setifer	setosus	greater hedgehog tenrec	56	0.00000
nesomyidae	eliurus	webbi	webb's tuft-tailed rat	55	0.00000
viverridae	genetta	victoriae	giant genet	55	0.00000
heteromyidae	dipodomys	californicus	california kangaroo rat	54	0.00000
tinamidae	crypturellus	tataupa	tataupa tinamou	54	0.00000
rallidae	rallus	madagascariensis	madagascar rail	54	0.00000
mustelidae	aonyx	cinereus	asian small-clawed otter	53	0.00000
pycnonotidae	bleda	notatus	yellow-lored bristlebill	52	0.00000
turdidae	turdus	serranus	glossy-black thrush	51	0.00000
phasianidae	rollulus	rouloul	crested partridge	51	0.00000
icteridae	agelaius	phoeniceus	red-winged blackbird	51	0.00000
falconidae	daptrius	ater	black caracara	50	0.00000
burramyidae	cercartetus	nanus	eastern pygmy possum	50	0.00000
cuculidae	coua	caerulea	blue coua	50	0.00000
eurypygidae	eurypyga	helias	sunbittern	50	0.00000
atelidae	ateles	chamek	black-faced black spider monkey	50	0.00000
rallidae	rallina	eurizonoides	slaty-legged crake	49	0.00000
thraupidae	islerothraupis	cristata	flame-crested tanager	49	0.00000
teiidae	tupinambis		tupinambis species	48	0.00000
bucerotidae	bycanistes	brevis	silvery-cheeked hornbill	48	0.00000
acanthizidae	pycnoptilus	floccosus	pilotbird	48	0.00000
mustelidae	pteronura	brasiliensis	giant otter	47	0.00000
			pelecaniformes order	46	0.00000
corvidae	corvus	cornix	hooded crow	46	0.00000
turdidae	sialia	currucoides	mountain bluebird	46	0.00000
tytonidae	tyto	alba	common barn owl	45	0.00000
strigidae	strix	aluco	tawny owl	45	0.00000
turdidae	turdus	fulviventris	chestnut-bellied thrush	45	0.00000
columbidae	geotrygon	violacea	violaceous quail-dove	44	0.00000
echimyidae	proechimys	cuvieri	cuvier's spiny rat	44	0.00000
cuculidae	coua	ruficeps	coua à tête rousse	44	0.00000
echimyidae	proechimys	semispinosus	tome's spiny rat	44	0.00000
gruidae	antigone	canadensis	sandhill crane	44	0.00000
passerellidae	zonotrichia	capensis	rufous-collared sparrow	44	0.00000
picidae	melanerpes	carolinus	red-bellied woodpecker	43	0.00000
meliphagidae	anthochaera	carunculata	red wattlebird	43	0.00000
			butterflies and moths	43	0.00000
phasianidae	arborophila	chloropus	green-legged partridge	42	0.00000
alaudidae	galerida	cristata	crested lark	42	0.00000
turdidae	turdus	pelios	african thrush	42	0.00000
tinamidae	tinamus		tinamus species	42	0.00000
rallidae	aramides	calopterus	red-winged wood-rail	41	0.00000
podargidae	podargus	strigoides	tawny frogmouth	41	0.00000
cracidae	pipile	cumanensis	blue-throated piping-guan	41	0.00000
muscicapidae	pogonocichla	stellata	white-starred robin	41	0.00000
cercopithecidae	pygathrix	nemaeus	red-shanked douc langur	41	0.00000
cervidae	pudu	mephistophiles	northern pudu	41	0.00000
phasianidae	dendragapus	obscurus	blue grouse	41	0.00000
viverridae	viverra	zibetha	large indian civet	41	0.00000
chlamyphoridae	cabassous	unicinctus	southern naked-tailed armadillo	40	0.00000
acanthizidae	origma	solitaria	rock warbler	40	0.00000
muscicapidae	oenanthe		oenanthe species	40	0.00000
anatidae	lophodytes	cucullatus	hooded merganser	40	0.00000
nesomyidae	eliurus	penicillatus	white-tipped tuft-tailed rat	39	0.00000
felidae	puma		puma species	39	0.00000
columbidae	geopelia	placida	peaceful dove	39	0.00000
anatidae	cairina	moschata	muscovy duck	39	0.00000
sciuridae	neotamias	minimus	least chipmunk	39	0.00000
corvidae	urocissa	xanthomelana	white-winged magpie	39	0.00000
viverridae	genetta	tigrina	cape genet	38	0.00000
furnariidae	dendrocincla	fuliginosa	plain-brown woodcreeper	38	0.00000
felidae	leopardus	guigna	guiña	38	0.00000
cacatuidae	zanda	funerea	yellow-tailed black-cockatoo	38	0.00000
indicatoridae	indicator	minor	lesser honeyguide	38	0.00000
grallariidae	grallaria	nuchalis	chestnut-naped antpitta	37	0.00000
elapidae	pseudechis	porphyriacus	red-bellied black snake	37	0.00000
			frogs	37	0.00000
sciuridae	marmota	monax	woodchuck	36	0.00000
ardeidae	cochlearius	cochlearius	boat-billed heron	36	0.00000
leiotrichidae	garrulax	castanotis	rufous-cheeked laughingthrush	36	0.00000
anatidae	neochen	jubata	orinoco goose	36	0.00000
picidae	dryobates	pubescens	downy woodpecker	36	0.00000
passerellidae	ammodramus	savannarum	grasshopper sparrow	35	0.00000
dasyuridae	antechinus	flavipes	yellow-footed antechinus	35	0.00000
ursidae			bear family	35	0.00000
cracidae	penelope	pileata	white-crested guan	35	0.00000
timaliidae	stachyris	herberti	sooty babbler	35	0.00000
turdidae	zoothera	dauma	scaly thrush	34	0.00000
mustelidae	galictis	vittata	greater grison	34	0.00000
columbidae	macropygia	phasianella	brown cuckoo-dove	34	0.00000
bucerotidae	ceratogymna	atrata	black-casqued hornbill	33	0.00000
rhipiduridae	rhipidura	albiscapa	grey fantail	33	0.00000
mustelidae	lontra	longicaudis	neotropical otter	33	0.00000
muscicapidae	cyornis	lemprieri	palawan blue-flycatcher	32	0.00000
picidae	hylatomus	pileatus	pileated woodpecker	32	0.00000
bucconidae	monasa	atra	black nunbird	32	0.00000
phasianidae	pavo	cristatus	indian peafowl	32	0.00000
accipitridae	accipiter	fasciatus	brown goshawk	32	0.00000
ardeidae	gorsachius	melanolophus	malay night-heron	31	0.00000
strigidae			strigidae family	31	0.00000
camelidae			camelidae family	31	0.00000
accipitridae	rupornis	magnirostris	roadside hawk	31	0.00000
cracidae			cracidae family	31	0.00000
erethizontidae	coendou	prehensilis	brazilian porcupine	31	0.00000
odontophoridae			odontophoridae family	31	0.00000
columbidae	spilopelia	senegalensis	laughing dove	30	0.00000
tinamidae	crypturellus	duidae	grey-legged tinamou	30	0.00000
icteridae	xanthocephalus	xanthocephalus	yellow-headed blackbird	30	0.00000
grallariidae	grallaria	hypoleuca	white-bellied antpitta	30	0.00000
dasyuridae	antechinus		antechinus species	30	0.00000
furnariidae	cinclodes	fuscus	bar-winged cinclodes	29	0.00000
myrmecophagidae	tamandua	mexicana	northern tamandua	29	0.00000
mustelidae			weasel family	29	0.00000
accipitridae	accipiter	cooperii	cooper's hawk	29	0.00000
pellorneidae	pellorneum	capistratum	rufous-browed babbler	29	0.00000
psittacidae	platycercus	eximius	eastern rosella	29	0.00000
phrynosomatidae	sceloporus	occidentalis	western fence lizard	29	0.00000
nesomyidae	eliurus	petteri	petter's tuft-tailed rat	28	0.00000
burramyidae	cercartetus		cercartetus species	28	0.00000
cercopithecidae	cercopithecus	denti	dent's monkey	28	0.00000
corvidae	corvus	corone	carrion crow	28	0.00000
mustelidae	ictonyx	striatus	zorilla	28	0.00000
petauridae	petaurus	norfolcensis	squirrel glider	28	0.00000
sciuridae	funisciurus	lemniscatus	ribboned rope squirrel	28	0.00000
rallidae	aramides		aramides species	27	0.00000
picidae	celeus	elegans	chestnut woodpecker	27	0.00000
accipitridae	polyboroides	typus	african harrier-hawk	27	0.00000
leiotrichidae	argya	squamiceps	arabian babbler	27	0.00000
passerellidae	melozone	crissalis	california towhee	27	0.00000
columbidae	streptopelia	decipiens	mourning collared-dove	27	0.00000
corvidae	cissa	chinensis	common green magpie	26	0.00000
leporidae	lepus	insularis	black jackrabbit	26	0.00000
maluridae	malurus		malurus species	26	0.00000
icteridae			icteridae family	26	0.00000
momotidae	baryphthengus	martii	rufous motmot	26	0.00000
picidae	picus	rabieri	red-collared woodpecker	25	0.00000
icteridae	agelaius		agelaius species	25	0.00000
didelphidae	philander		philander species	25	0.00000
sciuridae	sciurus	variegatoides	variegated squirrel	25	0.00000
passerellidae	arremon	taciturnus	pectoral sparrow	25	0.00000
cracidae	ortalis		ortalis species	24	0.00000
felidae	neofelis	diardi	sunda clouded leopard	24	0.00000
pellorneidae	turdinus	brevicaudatus	streaked wren-babbler	24	0.00000
muscicapidae	stiphrornis	erythrothorax	orange-breasted forest-robin	24	0.00000
suidae	phacochoerus	aethiopicus	desert warthog	24	0.00000
anatidae	alopochen	aegyptiaca	egyptian goose	24	0.00000
columbidae	geotrygon	saphirina	sapphire quail-dove	24	0.00000
muscicapidae	larvivora	sibilans	rufous-tailed robin	23	0.00000
passerellidae	passerella	iliaca	red fox-sparrow	23	0.00000
turdidae	turdus	falcklandii	austral thrush	23	0.00000
anatidae	anser	anser domesticus	domestic goose	23	0.00000
accipitridae	accipiter	tachiro	african goshawk	23	0.00000
erethizontidae	coendou	bicolor	bicolor-spined porcupine	23	0.00000
sciuridae	xerus	erythropus	striped ground squirrel	23	0.00000
rhipiduridae	rhipidura	leucophrys	willie wagtail	23	0.00000
pseudocheiridae	petauroides	volans	greater glider	22	0.00000
odontophoridae	odontophorus	balliviani	stripe-faced wood-quail	22	0.00000
burhinidae	burhinus	oedicnemus	eurasian stone-curlew	22	0.00000
caprimulgidae	chordeiles	minor	common nighthawk	22	0.00000
bovidae	bos	gaurus	gaur	21	0.00000
falconidae	micrastur	mirandollei	slaty-backed forest-falcon	21	0.00000
pteropodidae	cynopterus	brachyotis	lesser dog-faced fruit bat	21	0.00000
sciuridae	eutamias	sibiricus	siberian chipmunk	21	0.00000
dicaeidae	prionochilus	plateni	palawan flowerpecker	21	0.00000
ursidae	ursus		ursus species	21	0.00000
spalacidae	rhizomys		rhizomys species	21	0.00000
acanthizidae	acanthiza	reguloides	buff-rumped thornbill	20	0.00000
sciuridae	callosciurus	caniceps	grey-bellied squirrel	20	0.00000
anatidae	tadorna	tadornoides	australian shelduck	20	0.00000
psittacidae	amazona	oratrix	yellow-headed amazon	20	0.00000
canidae	vulpes	velox	swift fox	20	0.00000
meliphagidae	nesoptilotis	leucotis	white-eared honeyeater	20	0.00000
felidae	neofelis	nebulosa	clouded leopard	20	0.00000
corvidae	corvus	coronoides	australian raven	20	0.00000
phasianidae	lagopus		lagopus species	20	0.00000
grallariidae	grallaria	guatimalensis	scaled antpitta	20	0.00000
tyrannidae	tyrannus	verticalis	western kingbird	20	0.00000
columbidae	ducula	badia	mountain imperial-pigeon	20	0.00000
corcoracidae	struthidea	cinerea	apostlebird	19	0.00000
strigidae	otus	fuliginosus	palawan scops-owl	19	0.00000
canidae	canis	mesomelas	black-backed jackal	19	0.00000
testudinidae	chelonoidis		giant land tortoise species	19	0.00000
muridae	lophuromys	woosnami	woosnam's brush-furred rat	19	0.00000
icteridae	psarocolius	decumanus	crested oropendola	19	0.00000
anatidae	spatula	cyanoptera	cinnamon teal	19	0.00000
rallidae	gallinula	tenebrosa	dusky moorhen	19	0.00000
ardeidae	tigrisoma	lineatum	rufescent tiger-heron	19	0.00000
muridae	apodemus	sylvaticus	long-tailed field mouse	19	0.00000
scolopacidae	gallinago		gallinago species	19	0.00000
corvidae	pica	nutalli	yellow-billed magpie	19	0.00000
cracidae	penelope		penelope species	19	0.00000
columbidae	claravis	pretiosa	blue ground-dove	19	0.00000
phalacrocoracidae	phalacrocorax	auritus	double-crested cormorant	19	0.00000
cracidae	aburria	aburri	wattled guan	19	0.00000
passerellidae			passerellidae family	19	0.00000
columbidae	columba	palumbus	common woodpigeon	19	0.00000
cuculidae	coua		coua species	19	0.00000
herpestidae	urva	javanica	javan mongoose	19	0.00000
tyrannidae	corythopis	torquatus	ringed antpipit	19	0.00000
rallidae	lewinia	pectoralis	lewin's rail	19	0.00000
mephitidae			skunk family	18	0.00000
turdidae	turdus	fuscater	great thrush	18	0.00000
iguania	intellagama	lesueurii	eastern water dragon	18	0.00000
dasyornithidae	dasyornis	brachypterus	eastern bristlebird	18	0.00000
zosteropidae	zosterops	lateralis	silvereye	18	0.00000
accipitridae	nisaetus	alboniger	blyth's hawk-eagle	18	0.00000
petroicidae	petroica	phoenicea	flame robin	18	0.00000
megalonychidae	choloepus	didactylus	linné's two-toed sloth	17	0.00000
meliphagidae	phylidonyris	novaehollandiae	new holland honeyeater	17	0.00000
recurvirostridae	himantopus	mexicanus	black-necked stilt	17	0.00000
petauridae	petaurus	breviceps	sugar glider	17	0.00000
felidae	prionailurus	planiceps	flat-headed cat	17	0.00000
strigidae	megascops	asio	eastern screech-owl	17	0.00000
threskiornithidae	eudocimus	albus	white ibis	16	0.00000
furnariidae	furnarius	leucopus	pale-legged hornero	16	0.00000
falconidae	falco	mexicanus	prairie falcon	16	0.00000
muscicapidae	tarsiger	cyanurus	orange-flanked bush-robin	16	0.00000
turdidae	catharus	dryas	spotted nightingale-thrush	16	0.00000
paridae	poecile	gambeli	mountain chickadee	16	0.00000
accipitridae	buteo	brachypterus	madagascar buzzard	16	0.00000
timaliidae	mixornis	gularis	pin-striped tit-babbler	16	0.00000
accipitridae	buteo	lagopus	rough-legged buzzard	16	0.00000
corvidae	cyanocorax	violaceus	violaceous jay	16	0.00000
strigidae	megascops	kennicottii	western screech-owl	16	0.00000
cathartidae	sarcoramphus	papa	king vulture	16	0.00000
hystricidae	trichys	fasciculata	long-tailed porcupine	16	0.00000
cervidae	mazama	pandora	yucatan brown brocket	16	0.00000
bovidae	gazella		gazella species	16	0.00000
musophagidae	tauraco	schuettii	black-billed turaco	15	0.00000
threskiornithidae	bostrychia	hagedash	hadada ibis	15	0.00000
dinomyidae	dinomys	branickii	pacarana	15	0.00000
turdidae	sialia	mexicana	western bluebird	15	0.00000
lemuridae	lemur		lemur species	15	0.00000
mustelidae	mustela	kathiah	yellow-bellied weasel	15	0.00000
columbidae	leptotila	plumbeiceps	grey-headed dove	15	0.00000
muscicapidae	chamaetylas	fuelleborni	white-chested alethe	15	0.00000
rhipiduridae	rhipidura	rufifrons	rufous fantail	15	0.00000
meliphagidae	anthochaera	chrysoptera	little wattlebird	15	0.00000
falconidae	micrastur	buckleyi	buckley's forest-falcon	15	0.00000
sciuridae	microsciurus	flaviventer	amazon dwarf squirrel	15	0.00000
viverridae	viverra	megaspila	large-spotted civet	15	0.00000
lemuridae	prolemur	simus	greater bamboo lemur	15	0.00000
bovidae	oryx	beisa	beisa oryx	15	0.00000
leporidae	lepus	peguensis	burmese hare	15	0.00000
sciuridae	sciurus	granatensis	red-tailed squirrel	15	0.00000
momotidae	momotus	aequatorialis	highland motmot	15	0.00000
pellorneidae	pellorneum	ruficeps	puff-throated babbler	15	0.00000
muscicapidae	cossypha	niveicapilla	snowy-crowned robin-chat	15	0.00000
picidae	sphyrapicus	nuchalis	red-naped sapsucker	14	0.00000
tinamidae	crypturellus	atrocapillus	black-capped tinamou	14	0.00000
charadriidae	charadrius	vociferus	killdeer	14	0.00000
ardeidae	botaurus	poiciloptilus	australasian bittern	14	0.00000
scolopacidae	gallinago	andina	puna snipe	14	0.00000
teiidae	salvator	merianae	argentine black and white tegu	14	0.00000
passerellidae	spizella	passerina	chipping sparrow	14	0.00000
bovidae	tragelaphus	eurycerus	bongo	14	0.00000
mustelidae	galictis	cuja	lesser grison	14	0.00000
parulidae	seiurus	aurocapilla	ovenbird	14	0.00000
threskiornithidae	phimosus	infuscatus	bare-faced ibis	14	0.00000
erethizontidae	coendou	rufescens	stump-tailed porcupine	13	0.00000
viverridae	poiana	richardsonii	central african oyan	13	0.00000
columbidae	zenaida	asiatica	white-winged dove	13	0.00000
accipitridae	nisaetus	cirrhatus	changeable hawk-eagle	13	0.00000
agamidae	pogona	vitticeps	central bearded dragon	13	0.00000
timaliidae	pomatorhinus	ruficollis	streak-breasted scimitar babbler	13	0.00000
iguanidae	sauromalus	ater	common chuckwalla	13	0.00000
furnariidae	cinclodes	atacamensis	white-winged cinclodes	13	0.00000
cricetidae	peromyscus	californicus	california mouse	13	0.00000
phasianidae	francolinus		francolinus species	12	0.00000
trochilidae	calypte	anna	anna's hummingbird	12	0.00000
erethizontidae	coendou		coendou species	12	0.00000
atelidae	alouatta	sara	bolivian red howler monkey	12	0.00000
icteridae	icterus	bullockiorum	bullock's oriole	12	0.00000
corvidae	cyanocorax	yncas	green jay	12	0.00000
lybiidae	gymnobucco	bonapartei	barbican à gorge grise	12	0.00000
oceanitidae	fregetta	grallaria	white-bellied storm-petrel	12	0.00000
corvidae	corvus	albicollis	white-necked raven	12	0.00000
cercopithecidae	cercopithecus	mona	mona monkey	12	0.00000
caviidae	cavia	tschudii	montane guinea pig	12	0.00000
parulidae	setophaga	coronata	myrtle warbler	12	0.00000
turdidae	turdus	boulboul	grey-winged blackbird	12	0.00000
strigidae	athene	cunicularia	burrowing owl	12	0.00000
phocidae			phocidae family	11	0.00000
cracidae	ortalis	vetula	plain chachalaca	11	0.00000
furnariidae	pseudocolaptes	boissonneauii	streaked tuftedcheek	11	0.00000
atelidae	lagothrix	cana	peruvian woolly monkey	11	0.00000
ardeidae	ardea	alba	great white egret	11	0.00000
muridae	mastacomys	fuscus	broad-toothed rat	11	0.00000
cotingidae	porphyrolaema	porphyrolaema	purple-throated cotinga	11	0.00000
spalacidae	rhizomys	pruinosus	hoary bamboo rat	11	0.00000
picidae	colaptes	punctigula	spot-breasted woodpecker	11	0.00000
climacteridae	climacteris	erythrops	red-browed treecreeper	11	0.00000
mimidae	mimus	polyglottos	northern mockingbird	11	0.00000
didelphidae	didelphis	imperfecta	guianan white-eared opossum	11	0.00000
			perissodactyla order	11	0.00000
acanthizidae	pyrrholaemus	sagittatus	speckled warbler	10	0.00000
tyrannidae	myiarchus	cinerascens	ash-throated flycatcher	10	0.00000
phylloscopidae	phylloscopus	trivirgatus	mountain warbler	10	0.00000
leiotrichidae	garrulax	maesi	grey laughingthrush	10	0.00000
bovidae	capra	nubiana	nubian ibex	10	0.00000
bucerotidae	bycanistes	fistulator	white-tailed hornbill	10	0.00000
sciuridae	notocitellus	adocetus	lesser tropical ground squirel	10	0.00000
falconidae	micrastur	gilvicollis	lined forest-falcon	10	0.00000
tyrannidae	tyrannus	vociferans	cassin's kingbird	10	0.00000
meliphagidae	caligavis	chrysops	yellow-faced honeyeater	10	0.00000
ardeidae	ardea	cinerea	grey heron	10	0.00000
muscicapidae	ficedula	zanthopygia	yellow-rumped flycatcher	10	0.00000
ardeidae			ardeidae family	10	0.00000
soricidae	suncus	murinus	house shrew	10	0.00000
cisticolidae	cisticola	cherina	madagascar cisticola	10	0.00000
muscicapidae	kittacincla	malabarica	white-rumped shama	10	0.00000
muscicapidae	sheppardia	cyornithopsis	lowland akalat	10	0.00000
cebidae	cebus	yuracus	andean white-fronted capuchin	10	0.00000
tragulidae			mouse-deer family	10	0.00000
bucerotidae	lophoceros	camurus	dwarf hornbill	10	0.00000
galagidae	euoticus	pallidus	northern needle-clawed galago	10	0.00000
pittidae	pitta	angolensis	brève à poitrine fauve	10	0.00000
turdidae	catharus	minimus	gray-cheeked thrush	10	0.00000
accipitridae	accipiter	nisus	eurasian sparrowhawk	10	0.00000
tinamidae	crypturellus	strigulosus	brazilian tinamou	9	0.00000
malaconotidae	laniarius	luehderi	gonolek de lühder	9	0.00000
paridae	poecile		poecile species	9	0.00000
phasianidae	xenoperdix	udzungwensis	udzungwa forest-partridge	9	0.00000
phasianidae	scleroptila	afra	grey-winged francolin	9	0.00000
ardeidae	pilherodius	pileatus	capped heron	9	0.00000
anatidae	aythya	collaris	ring-necked duck	9	0.00000
turdidae	geokichla	camaronensis	black-eared ground-thrush	9	0.00000
turdidae	turdus	hauxwelli	hauxwell's thrush	9	0.00000
dasyuridae	antechinus	swainsonii	dusky antechinus	9	0.00000
didelphidae	marmosa	demerarae	woolly mouse opossum	9	0.00000
accipitridae	accipiter	madagascariensis	madagascar sparrowhawk	9	0.00000
cathartidae	vultur	gryphus	andean condor	9	0.00000
didelphidae	caluromys		caluromys species	9	0.00000
ramphastidae	pteroglossus	beauharnaisii	curl-crested araçari	9	0.00000
canidae	chrysocyon	brachyurus	maned wolf	9	0.00000
laridae	larus		larus species	9	0.00000
cebidae	sapajus		sapajus species	9	0.00000
apodidae			apodidae family	9	0.00000
parulidae	geothlypis	trichas	common yellowthroat	9	0.00000
tenrecidae	hemicentetes	semispinosus	lowland streaked tenrec	9	0.00000
nectariniidae	arachnothera	dilutior	palawan spiderhunter	9	0.00000
picidae	melanerpes	formicivorus	acorn woodpecker	9	0.00000
estrildidae	neochmia	temporalis	red-browed finch	9	0.00000
passerellidae	zonotrichia	atricapilla	golden-crowned sparrow	9	0.00000
passerellidae	chondestes	grammacus	lark sparrow	9	0.00000
mephitidae	mephitis		mephitis species	9	0.00000
galagidae	galagoides	demidoff	demidoff's dwarf galago	9	0.00000
accipitridae	buteo	swainsoni	swainson's hawk	9	0.00000
rallidae	porphyrio	porphyrio	purple swamphen	9	0.00000
picidae	dendropicos	griseocephalus	olive woodpecker	9	0.00000
cuculidae	piaya	cayana	common squirrel-cuckoo	9	0.00000
pycnonotidae	eurillas	latirostris	yellow-whiskered greenbul	9	0.00000
thamnophilidae	hafferia	fortis	sooty antbird	9	0.00000
furnariidae	sclerurus	mexicanus	tawny-throated leaftosser	9	0.00000
columbidae	treron	calvus	african green pigeon	9	0.00000
bucconidae	monasa	morphoeus	white-fronted nunbird	9	0.00000
charadriidae	hoploxypterus	cayanus	pied lapwing	9	0.00000
accipitridae	aquila	africana	cassin's hawk-eagle	9	0.00000
herpestidae	bdeogale	jacksoni	jackson's mongoose	9	0.00000
sciuridae	tamiops	maritimus	maritime striped squirrel	8	0.00000
pycnonotidae	pycnonotus		pycnonotus species	8	0.00000
accipitridae	buteo	ridgwayi	ridgway's hawk	8	0.00000
sciuridae	tamiasciurus		tamiasciurus species	8	0.00000
anatidae	anas	carolinensis	green-winged teal	8	0.00000
strigidae	asio	otus	long-eared owl	8	0.00000
accipitridae	leucopternis	melanops	black-faced hawk	8	0.00000
viverridae	viverra	tangalunga	malay civet	8	0.00000
			accipitriformes order	8	0.00000
erinaceidae	hemiechinus	auritus	long-eared hedgehog	8	0.00000
threskiornithidae	threskiornis	moluccus	australian ibis	8	0.00000
didelphidae	didelphis	aurita	brazilian common opossum	8	0.00000
turdidae	turdus	rufiventris	rufous-bellied thrush	8	0.00000
cardinalidae	pheucticus	melanocephalus	black-headed grosbeak	8	0.00000
parulidae	myiothlypis	coronata	russet-crowned warbler	8	0.00000
motacillidae	anthus	gustavi	pechora pipit	8	0.00000
tinamidae	crypturellus		crypturellus species	8	0.00000
scolopacidae	gallinago	imperialis	imperial snipe	8	0.00000
cisticolidae	orthotomus	sericeus	rufous-tailed tailorbird	8	0.00000
sciuridae	microsciurus		microsciurus species	8	0.00000
columbidae	caloenas	nicobarica	nicobar pigeon	8	0.00000
didelphidae	caluromys	derbianus	central american woolly opossum	8	0.00000
mustelidae	mustela	nivalis	least weasel	8	0.00000
sciuridae	sundasciurus	hippurus	horse-tailed squirrel	8	0.00000
furnariidae	cinclodes		cinclodes species	8	0.00000
didelphidae	philander	mondolfii	mondolfi's four-eyed opossum	7	0.00000
tyrannidae	lessonia	rufa	austral negrito	7	0.00000
cebidae	cebus		cebus species	7	0.00000
lepilemuridae	lepilemur	microdon	small-toothed sportive lemur	7	0.00000
scolopacidae	gallinago	nemoricola	wood snipe	7	0.00000
cercopithecidae	presbytis	melalophos	sumatran surili	7	0.00000
rallidae	lewinia	striata	slaty-breasted rail	7	0.00000
thraupidae	saltator	cinctus	masked saltator	7	0.00000
erinaceidae	erinaceus	europaeus	western european hedgehog	7	0.00000
accipitridae	chondrohierax	uncinatus	hook-billed kite	7	0.00000
petroicidae	petroica	boodang	scarlet robin	7	0.00000
falconidae			falconidae family	7	0.00000
tyrannidae	empidonax	oberholseri	american dusky flycatcher	7	0.00000
procyonidae	procyon		procyon species	7	0.00000
rallidae	rallus	limicola	virginia rail	7	0.00000
turdidae	geokichla	gurneyi	orange ground-thrush	7	0.00000
muscicapidae	ficedula	platenae	palawan flycatcher	7	0.00000
rallidae			rallidae family	7	0.00000
musophagidae	gallirex	johnstoni	ruwenzori turaco	7	0.00000
picidae	campephilus	pollens	powerful woodpecker	6	0.00000
sciuridae	menetes	berdmorei	berdmore's squirrel	6	0.00000
meliphagidae	lichenostomus	melanops	yellow-tufted honeyeater	6	0.00000
rhinocryptidae	scytalopus	latrans	blackish tapaculo	6	0.00000
pardalotidae	pardalotus	punctatus	spotted pardalote	6	0.00000
grallariidae	grallaria		grallaria species	6	0.00000
columbidae	turtur	chalcospilos	emerald-spotted wood-dove	6	0.00000
columbidae	patagioenas	plumbea	plumbeous pigeon	6	0.00000
threskiornithidae	theristicus	caudatus	buff-necked ibis	6	0.00000
threskiornithidae	plegadis	chihi	white-faced ibis	6	0.00000
accipitridae	accipiter	henstii	henst's goshawk	6	0.00000
phoeniculidae	phoeniculus	purpureus	green woodhoopoe	6	0.00000
erethizontidae			new world porcupine family	6	0.00000
anatidae	anas	castanea	chestnut teal	6	0.00000
ardeidae	egretta	caerulea	little blue heron	6	0.00000
gliridae	dryomys	nitedula	forest dormouse	6	0.00000
pomatostomidae	pomatostomus	superciliosus	white-browed babbler	6	0.00000
formicariidae	formicarius	rufifrons	rufous-fronted antthrush	6	0.00000
accipitridae	eutriorchis	astur	madagascar serpent-eagle	6	0.00000
accipitridae	accipiter	cirrocephalus	collared sparrowhawk	6	0.00000
accipitridae	buteogallus		buteogallus species	6	0.00000
phasianidae	francolinus	pintadeanus	chinese francolin	6	0.00000
bucerotidae	bycanistes	subcylindricus	grey-cheeked hornbill	6	0.00000
sturnidae	acridotheres	tristis	common myna	6	0.00000
laridae	larus	smithsonianus	american herring gull	6	0.00000
ardeidae	butorides		butorides species	6	0.00000
troglodytidae	troglodytes	aedon	house wren	6	0.00000
sciuridae	ratufa	bicolor	black giant squirrel	6	0.00000
pardalotidae	pardalotus	striatus	striated pardalote	6	0.00000
furnariidae	furnarius	rufus	rufous hornero	6	0.00000
pellorneidae	trichastoma	malaccense	short-tailed babbler	6	0.00000
accipitridae	accipiter	minullus	little sparrowhawk	6	0.00000
lemuridae	hapalemur	aureus	golden bamboo lemur	6	0.00000
tenrecidae	hemicentetes	nigriceps	highland streaked tenrec	6	0.00000
malaconotidae	laniarius	aethiopicus	gonolek à ventre blanc	6	0.00000
artamidae	strepera		strepera species	6	0.00000
psittacidae	neophema	pulchella	turquoise parrot	6	0.00000
accipitridae	spizaetus	isidori	black-and-chestnut eagle	6	0.00000
testudinidae	stigmochelys	pardalis	leopard tortoise	6	0.00000
muscicapidae	dessonornis	caffer	cape robin-chat	6	0.00000
grallariidae	myrmothera	campanisona	thrush-like antpitta	6	0.00000
rallidae	zapornia	tabuensis	spotless crake	6	0.00000
columbidae	columba	livia	rock dove	6	0.00000
columbidae	stigmatopelia	chinensis	spotted turtle-dove	6	0.00000
thamnophilidae	myrmelastes	hyperythrus	plumbeous antbird	6	0.00000
brachypteraciidae	atelornis	crossleyi	rufous-headed ground-roller	6	0.00000
bernieridae	oxylabes	madagascariensis	white-throated oxylabes	6	0.00000
vangidae	mystacornis	crossleyi	crossley's vanga	5	0.00000
procyonidae	nasua		nasua species	5	0.00000
muscicapidae	saxicola	rubicola	european stonechat	5	0.00000
sciuridae	sciurus	deppei	deppe's squirrel	5	0.00000
chlamyphoridae	cabassous	centralis	northern naked-tailed armadillo	5	0.00000
mustelidae	melogale	personata	large-toothed ferret badger	5	0.00000
muscicapidae	alethe	castanea	fire-crested alethe	5	0.00000
canidae	vulpes		vulpes species	5	0.00000
corvidae	corvus	enca	slender-billed crow	5	0.00000
picidae	dryocopus	martius	black woodpecker	5	0.00000
icteridae	molothrus	ater	brown-headed cowbird	5	0.00000
monarchidae	terpsiphone	cyanescens	blue paradise-flycatcher	5	0.00000
mustelidae	aonyx		aonyx species	5	0.00000
formicariidae	formicarius	rufipectus	rufous-breasted antthrush	5	0.00000
megapodiidae			megapodiidae family	5	0.00000
alcedinidae	halcyon	coromanda	ruddy kingfisher	5	0.00000
ptiliogonatidae	phainopepla	nitens	phainopepla	5	0.00000
tyrannidae	muscisaxicola	maclovianus	dark-faced ground-tyrant	5	0.00000
nectariniidae	cinnyris	regius	regal sunbird	5	0.00000
strigidae	psiloscops	flammeolus	flammulated owl	5	0.00000
aramidae	aramus	guarauna	limpkin	5	0.00000
hystricidae	hystrix	cristata	crested porcupine	5	0.00000
phasianidae	meleagris		meleagris species	5	0.00000
muridae	chiropodomys	calamianensis	palawan pencil-tailed tree mouse	5	0.00000
muridae	lophuromys	flavopunctatus	yellow-spotted brush-furred rat	5	0.00000
chlamyphoridae	cabassous		cabassous species	5	0.00000
accipitridae	accipiter	melanoleucus	black sparrowhawk	5	0.00000
pycnonotidae	pycnonotus	erythropthalmos	spectacled bulbul	5	0.00000
turdidae	turdus	obscurus	eyebrowed thrush	5	0.00000
sylviidae	sylvia	melanocephala	sardinian warbler	5	0.00000
indriidae	propithecus	candidus	silky sifaka	5	0.00000
turdidae	geokichla	sibirica	siberian thrush	5	0.00000
sylviidae	sylvia		sylvia species	5	0.00000
paridae	poecile	rufescens	chestnut-backed chickadee	4	0.00000
dasyuridae	antechinus	stuartii	brown antechinus	4	0.00000
icteridae	molothrus	oryzivorus	giant cowbird	4	0.00000
chlamyphoridae			chlamyphoridae family	4	0.00000
rallidae	sarothrura	watersi	slender-billed flufftail	4	0.00000
hylobatidae	symphalangus	syndactylus	siamang	4	0.00000
cricetidae	peromyscus	maniculatus	north american deermouse	4	0.00000
cercopithecidae	presbytis	siamensis	white-thighed surili	4	0.00000
thamnophilidae	dichrozona	cincta	banded antbird	4	0.00000
corvidae	gymnorhinus	cyanocephalus	pinyon jay	4	0.00000
nectariniidae	cinnyris	osea	palestine sunbird	4	0.00000
tapiridae	tapirus		tapirus species	4	0.00000
artamidae	artamus	cyanopterus	dusky woodswallow	4	0.00000
procyonidae	nasuella		nasuella species	4	0.00000
muridae	mus		mus species	4	0.00000
formicariidae	chamaeza	campanisona	short-tailed antthrush	4	0.00000
picidae	chrysocolaptes	erythrocephalus	red-headed flameback	4	0.00000
ploceidae	ploceus	insignis	brown-capped weaver	4	0.00000
rallidae	sarothrura	pulchra	white-spotted flufftail	4	0.00000
dasyproctidae	dasyprocta		dasyprocta species	4	0.00000
anatidae	mareca	strepera	gadwall	4	0.00000
dipodidae			dipodidae family	4	0.00000
tenrecidae	microgale		microgale species	4	0.00000
bovidae	capricornis		capricornis species	4	0.00000
			arachnids	4	0.00000
turnicidae	turnix	suscitator	barred buttonquail	4	0.00000
rhinocryptidae	liosceles	thoracicus	rusty-belted tapaculo	3	0.00000
pittidae	hydrornis	irena	malay banded pitta	3	0.00000
tachyglossidae			echidna family	3	0.00000
dasyuridae	sminthopsis	fuliginosus	sooty dunnart	3	0.00000
sciuridae	heliosciurus	rufobrachium	red-legged sun squirrel	3	0.00000
phasianidae	bonasa	bonasia	hazel grouse	3	0.00000
herpestidae	urva	auropunctata	small indian mongoose	3	0.00000
mephitidae	spilogale	angustifrons	southern spotted skunk	3	0.00000
grallariidae	grallaricula	nana	slaty-crowned antpitta	3	0.00000
thamnophilidae	myrmoderus	ferrugineus	ferruginous-backed antbird	3	0.00000
cricetidae	neotoma	lepida	desert woodrat	3	0.00000
thamnophilidae	cercomacroides	tyrannina	dusky antbird	3	0.00000
troglodytidae	thryomanes	bewickii	bewick's wren	3	0.00000
pitheciidae	pithecia	pithecia	white-faced saki	3	0.00000
caprimulgidae	nyctidromus	albicollis	pauraque	3	0.00000
accipitridae	spizaetus	tyrannus	black hawk-eagle	3	0.00000
viverridae	arctogalidia	trivirgata	small-toothed palm civet	3	0.00000
antilocapridae			antilocapridae family	3	0.00000
myrmecophagidae	tamandua		tamandua species	3	0.00000
spalacidae	rhizomys	sumatrensis	indomalayan bamboo rat	3	0.00000
scolopacidae	actitis	macularius	spotted sandpiper	3	0.00000
columbidae	phaps		phaps species	3	0.00000
tyrannidae	pseudotriccus	ruficeps	rufous-headed pygmy-tyrant	3	0.00000
pittidae	pitta	guajana	banded pitta	3	0.00000
thamnophilidae	schistocichla	leucostigma	spot-winged antbird	3	0.00000
leiotrichidae	turdoides		turdoides species	3	0.00000
menuridae			menuridae family	3	0.00000
campephagidae	coracina	novaehollandiae	black-faced cuckooshrike	3	0.00000
thamnophilidae	myrmoborus	myotherinus	black-faced antbird	3	0.00000
sciuridae	neotamias	merriami	merriam's chipmunk	3	0.00000
tyrannidae	empidonax		empidonax species	3	0.00000
nesomyidae	cricetomys		cricetomys species	3	0.00000
strigidae	bubo		bubo species	3	0.00000
accipitridae	accipiter	gentilis	northern goshawk	3	0.00000
didelphidae	marmosa	murina	linnaeus's mouse opossum	3	0.00000
upupidae	upupa	epops	eurasian hoopoe	3	0.00000
varanidae	varanus	gouldii	sand monitor	3	0.00000
			gastropods	3	0.00000
giraffidae			giraffidae family	3	0.00000
didelphidae	caluromys	lanatus	brown-eared woolly opossum	3	0.00000
monarchidae	terpsiphone	mutata	madagascar paradise-flycatcher	3	0.00000
icteridae	cacicus	cela	yellow-rumped cacique	3	0.00000
scolopacidae	tringa	semipalmata	willet	3	0.00000
myocastoridae			myocastoridae family	3	0.00000
pycnonotidae	phyllastrephus		phyllastrephus species	3	0.00000
callitrichidae	leontocebus	fuscicollis	saddleback tamarin	3	0.00000
rheidae	rhea	americana	greater rhea	3	0.00000
pittidae	pitta	moluccensis	blue-winged pitta	3	0.00000
acanthizidae	calamanthus	pyrrhopygius	chestnut-rumped heathwren	3	0.00000
charadriidae			charadriidae family	3	0.00000
picidae	campephilus	melanoleucos	crimson-crested woodpecker	3	0.00000
tyrannidae	sublegatus	obscurior	amazonian scrub-flycatcher	3	0.00000
didelphidae	marmosa	mexicana	mexican mouse opossum	3	0.00000
sittidae	sitta	carolinensis	white-breasted nuthatch	3	0.00000
thamnophilidae	rhegmatorhina	melanosticta	hairy-crested antbird	3	0.00000
procyonidae	bassariscus	sumichrasti	cacomistle	3	0.00000
corvidae	aphelocoma	woodhouseii	woodhouse's scrub-jay	3	0.00000
meliphagidae	philemon	corniculatus	noisy friarbird	3	0.00000
columbidae	columba		columba species	3	0.00000
vespertilionidae	eptesicus	nilssonii	northern bat	3	0.00000
meliphagidae	acanthorhynchus	tenuirostris	eastern spinebill	3	0.00000
sturnidae	lamprotornis	chalybaeus	greater blue-eared starling	3	0.00000
maluridae	malurus	melanocephalus	red-backed fairy-wren	3	0.00000
tenrecidae			tenrecidae family	3	0.00000
strigidae	asio	madagascariensis	madagascar long-eared owl	3	0.00000
			primate	3	0.00000
sciuridae	ictidomys	mexicanus	mexican ground squirrel	3	0.00000
accipitridae	busarellus	nigricollis	black-collared hawk	3	0.00000
felidae	panthera		panthera species	3	0.00000
sciuridae	neotamias	amoenus	yellow-pine chipmunk	3	0.00000
thamnophilidae	taraba	major	great antshrike	3	0.00000
cuculidae	crotophaga	major	greater ani	3	0.00000
paradisaeidae	lophorina	paradisea	paradise riflebird	3	0.00000
tyrannidae	contopus	sordidulus	western wood-pewee	3	0.00000
lemuridae	eulemur	albifrons	white-fronted lemur	3	0.00000
pycnonotidae	bleda	syndactylus	red-tailed bristlebill	3	0.00000
thryonomyidae	thryonomys	gregorianus	lesser cane rat	3	0.00000
tyrannidae	pitangus	sulphuratus	great kiskadee	3	0.00000
camelidae	camelus		camelus species	3	0.00000
strigidae	athene	noctua	little owl	3	0.00000
sciuridae	neotamias	umbrinus	uinta chipmunk	3	0.00000
icteridae	amblycercus	holosericeus	yellow-billed cacique	3	0.00000
didelphidae	monodelphis	brevicaudata	northern red-sided opossum	3	0.00000
mimidae			mimidae family	3	0.00000
cheirogaleidae	cheirogaleus	major	geoffroy's dwarf lemur	3	0.00000
odontophoridae	odontophorus	leucolaemus	black-breasted wood-quail	3	0.00000
bucconidae	malacoptila	fulvogularis	black-streaked puffbird	3	0.00000
giraffidae	giraffa		giraffa species	3	0.00000
tyrannidae	ochthoeca		ochthoeca species	3	0.00000
cebidae	cebus	imitator	panamanian white-faced capuchin	3	0.00000
thraupidae	pseudospingus	verticalis	black-headed hemispingus	3	0.00000
pelecanidae	pelecanus	erythrorhynchos	american white pelican	3	0.00000
meliphagidae	gliciphila	melanops	tawny-crowned honeyeater	3	0.00000
acrocephalidae	nesillas	typica	fauvette malgache	3	0.00000
strigidae	strix	woodfordii	african wood-owl	3	0.00000
picidae	dryobates	nuttallii	nuttall's woodpecker	3	0.00000
erinaceidae	paraechinus	aethiopicus	desert hedgehog	3	0.00000
phasianidae	coturnix	delegorguei	harlequin quail	3	0.00000
equidae	equus	ferus	przewalski's horse	3	0.00000
cuculidae	cuculus	rochii	madagascar cuckoo	3	0.00000
sciuridae	aeromys	tephromelas	black flying squirrel	3	0.00000
musophagidae	corythaeola	cristata	great blue turaco	3	0.00000
chelidae	chelodina	longicollis	eastern snake-necked turtle	3	0.00000
climacteridae	climacteris	picumnus	brown treecreeper	3	0.00000
muscicapidae	monticola	sharpei	forest rock thrush	3	0.00000
falconidae	falco	tinnunculus	common kestrel	3	0.00000
columbidae	macropygia	ruficeps	little cuckoo-dove	3	0.00000
passerellidae	aimophila	ruficeps	rufous-crowned sparrow	3	0.00000
meliphagidae	acanthorhynchus	superciliosus	western spinebill	3	0.00000
viverridae	genetta		genetta species	3	0.00000
campephagidae	coracina	cinerea	ashy cuckooshrike	3	0.00000
vangidae	euryceros	prevostii	helmet vanga	3	0.00000
turdidae	myadestes	ralloides	andean solitaire	3	0.00000
corvidae	aphelocoma		aphelocoma species	3	0.00000
muscicapidae	chamaetylas	poliophrys	red-throated alethe	3	0.00000
bernieridae	xanthomixis	apperti	appert's tetraka	3	0.00000
muridae	deomys	ferrugineus	congo forest mouse	3	0.00000
tayassuidae			peccary family	2	0.00000
turnicidae	turnix	maculosus	red-backed buttonquail	2	0.00000
columbidae	columbina	talpacoti	ruddy ground-dove	2	0.00000
cheirogaleidae	microcebus	murinus	grey mouse lemur	2	0.00000
regulidae	regulus	satrapa	golden-crowned kinglet	2	0.00000
icteridae	curaeus	curaeus	austral blackbird	2	0.00000
grallariidae	grallaria	varia	variegated antpitta	2	0.00000
picidae	picoides	dorsalis	american three-toed woodpecker	2	0.00000
acanthizidae	acanthiza		acanthiza species	2	0.00000
turdidae	myadestes	townsendi	townsend's solitaire	2	0.00000
sciuridae	urocitellus		urocitellus species	2	0.00000
muscicapidae	saxicola	tectes	reunion stonechat	2	0.00000
camelidae	camelus	ferus	bactrian camel	2	0.00000
rallidae	sarothrura	insularis	madagascar flufftail	2	0.00000
furnariidae	cranioleuca		cranioleuca species	2	0.00000
muscicapidae	cyornis	hainanus	hainan blue-flycatcher	2	0.00000
mustelidae	meles		meles species	2	0.00000
alcedinidae	megaceryle	alcyon	belted kingfisher	2	0.00000
trochilidae	glaucis	hirsutus	rufous-breasted hermit	2	0.00000
colubridae	coluber	constrictor	eastern racer	2	0.00000
estrildidae	nigrita	fusconotus	white-breasted nigrita	2	0.00000
eupetidae	eupetes	macrocerus	rail-babbler	2	0.00000
strigidae	ciccaba	virgata	mottled owl	2	0.00000
psittacidae	alisterus	scapularis	australian king-parrot	2	0.00000
picidae	campephilus		campephilus species	2	0.00000
aplodontiidae	aplodontia	rufa	mountain beaver	2	0.00000
cinclosomatidae	cinclosoma	ajax	painted quail-thrush	2	0.00000
tyrannidae	phyllomyias	uropygialis	tawny-rumped tyrannulet	2	0.00000
cuculidae	cuculus	clamosus	black cuckoo	2	0.00000
tenrecidae	microgale	cowani	cowan's shrew tenrec	2	0.00000
strigidae	otus	kennicottii	western screech-owl	2	0.00000
pachycephalidae	pachycephala	pectoralis	australian golden whistler	2	0.00000
picidae	colaptes		colaptes species	2	0.00000
petroicidae	petroica	rodinogaster	pink robin	2	0.00000
troglodytidae			troglodytidae family	2	0.00000
tyrannidae	sayornis	saya	say's phoebe	2	0.00000
erethizontidae	coendou	mexicanus	mexican hairy dwarf porcupine	2	0.00000
trochilidae			trochilidae family	2	0.00000
parulidae	setophaga	ruticilla	american redstart	2	0.00000
turdidae	catharus	swainsoni	swainson's thrush	2	0.00000
accipitridae	haliaeetus	leucogaster	white-bellied sea-eagle	2	0.00000
pteropodidae	acerodon		acerodon species	2	0.00000
strigidae	megascops	guatemalae	middle american screech-owl	2	0.00000
accipitridae	hieraaetus	pennatus	booted eagle	2	0.00000
cathartidae	cathartes	melambrotus	greater yellow-headed vulture	2	0.00000
sittidae	sitta	europaea	nuthatch	2	0.00000
sciuridae	sundasciurus	lowii	low's squirrel	2	0.00000
trochilidae	phaethornis	malaris	great-billed hermit	2	0.00000
ardeidae	egretta	tricolor	tricolored heron	2	0.00000
thamnophilidae	myrmornis	torquata	southern wing-banded antbird	2	0.00000
sciuridae	sundasciurus	tenuis	slender squirrel	2	0.00000
trochilidae	phaethornis	hispidus	white-bearded hermit	1	0.00000
trochilidae	phaethornis	longirostris	long-billed hermit	1	0.00000
ptiliogonatidae	phainopepla		phainopepla species	1	0.00000
laridae	larus	pipixcan	franklin's gull	1	0.00000
scincidae	liopholis	whitii	white's skink	1	0.00000
icteridae	quiscalus	mexicanus	great-tailed grackle	1	0.00000
geomyidae	geomys		geomys species	1	0.00000
strigidae	otus	spilocephalus	mountain scops-owl	1	0.00000
hystricidae	atherurus		atherurus species	1	0.00000
charadriidae	vanellus	miles	masked lapwing	1	0.00000
parulidae			parulidae family	1	0.00000
oriolidae	oriolus	sagittatus	olive-backed oriole	1	0.00000
podicipedidae	aechmophorus	occidentalis	western grebe	1	0.00000
falcunculidae	falcunculus	frontatus	crested shriketit	1	0.00000
psittacidae	brotogeris		brotogeris species	1	0.00000
sciuridae	marmota		marmota species	1	0.00000
scolopacidae	limnodromus	scolopaceus	long-billed dowitcher	1	0.00000
parulidae	dendroica	aestiva	yellow warbler	1	0.00000
trochilidae	phaethornis		phaethornis species	1	0.00000
icteridae	psarocolius	angustifrons	russet-backed oropendola	1	0.00000
tityridae	onychorhynchus	mexicanus	northern royal flycatcher	1	0.00000
psittacidae	platycercus	icterotis	western rosella	1	0.00000
meliphagidae	phylidonyris	niger	white-cheeked honeyeater	1	0.00000
nectariniidae	nectarinia	purpureiventris	purple-breasted sunbird	1	0.00000
columbidae	patagioenas	speciosa	scaled pigeon	1	0.00000
meliphagidae	meliphaga	lewinii	lewin's honeyeater	1	0.00000
falconidae	falco		falco species	1	0.00000
caviidae	cavia	aperea	brazilian guinea pig	1	0.00000
furnariidae	synallaxis	azarae	azara's spinetail	1	0.00000
accipitridae	accipiter	novaehollandiae	grey goshawk	1	0.00000
caprimulgidae	phalaenoptilus	nuttallii	common poorwill	1	0.00000
cracidae	ortalis	motmot	little chachalaca	1	0.00000
sciuridae	xerospermophilus	tereticaudus	round-tailed ground squirrel	1	0.00000
sciuridae	callosciurus	finlaysonii	variable squirrel	1	0.00000
dasyproctidae			dasyproctidae family	1	0.00000
fringillidae	spinus	psaltria	lesser goldfinch	1	0.00000
ciconiidae	ciconia	maguari	maguari stork	1	0.00000
anatidae	spatula	discors	blue-winged teal	1	0.00000
dicruridae	dicrurus	ludwigii	square-tailed drongo	1	0.00000
monarchidae	myiagra	rubecula	leaden flycatcher	1	0.00000
dasyuridae	sminthopsis	murina	common dunnart	1	0.00000
suidae			suidae family	1	0.00000
tyrannidae			tyrannidae family	1	0.00000
falconidae	falco	peregrinus	faucon pèlerin	1	0.00000
pycnonotidae	pycnonotus	xanthopygos	white-spectacled bulbul	1	0.00000
turdidae	turdus	ignobilis	black-billed thrush	1	0.00000
paridae	melaniparus	fasciiventer	stripe-breasted tit	1	0.00000
momotidae	electron	platyrhynchum	broad-billed motmot	1	0.00000
viverridae	cynogale	bennettii	otter civet	1	0.00000
rhipiduridae	rhipidura	phoenicura	rufous-tailed fantail	1	0.00000
vespertilionidae			vespertilionidae family	1	0.00000
pteropodidae			pteropodidae family	1	0.00000
gliridae	eliomys	quercinus	garden dormouse	1	0.00000
cercopithecidae	cercopithecus	hamlyni	owl-faced monkey	1	0.00000
regulidae	regulus	calendula	ruby-crowned kinglet	1	0.00000
sciuridae	neotamias	obscurus	california chipmunk	1	0.00000
anhimidae	anhima	cornuta	horned screamer	1	0.00000
trochilidae	adelomyia	melanogenys	speckled hummingbird	1	0.00000
scolopacidae	tringa	melanoleuca	greater yellowlegs	1	0.00000
pycnonotidae	phyllastrephus	flavostriatus	yellow-streaked greenbul	1	0.00000
sciuridae	neotamias	siskiyou	siskiyou chipmunk	1	0.00000
ranidae	rana		rana species	1	0.00000
herpestidae	helogale	parvula	common dwarf mongoose	1	0.00000
odontophoridae	odontophorus		odontophorus species	1	0.00000
muscicapidae	sheppardia	lowei	iringa akalat	1	0.00000
sciuridae	callosciurus	notatus	plantain squirrel	1	0.00000
			caprimulgiformes order	1	0.00000
accipitridae	circus	cyaneus	busard saint-martin	1	0.00000
meliphagidae	entomyzon	cyanotis	blue-faced honeyeater	1	0.00000
furnariidae			furnariidae family	1	0.00000
pellorneidae	turdinus	crispifrons	limestone wren-babbler	1	0.00000
meropidae	merops		merops species	1	0.00000
strigidae	strix		strix species	1	0.00000
			millipede	1	0.00000

What does “confidence” mean next to an image’s classification?

After images are uploaded to Wildlife Insights, you can review AI predictions in the “Identify” tab of your project. We display the AI prediction next to every image as well as a confidence score. This confidence is based on the score that the model returns for the top-most predicted class, which is on a scale of 0-100%.

Our AI models are still learning. If you see an error in classification, you can click “Edit Identification” and correct the species label. This helps our model get better and better at improving for that species class.

How is the confidence of the model evaluated?

The performance of a given class in Wildlife Insights is composed of two measures: precision (or user’s accuracy) and recall (or producer’s accuracy).

Let’s take Blue duiker as an example. If the model has a recall of 0.934 for blue duiker and you uploaded a total of 100 images of blue duiker, this means that the model would identify 93 of those correctly as blue duiker. In addition, the model might identify some of the remaining 7 images at higher levels of the taxonomy (e.g. Bovidae).

Precision refers to how many of the model's predictions were correct. A high precision for a given species means that the model tends to be right when it predicts that species.

Let’s revisit the Blue duiker example. If the model has a precision of 0.98, this means that if the model predicts 100 images as blue duiker, about 98 of them are likely to be blue duiker and the AI may misclassify 2 of them.

These two metrics are always a tradeoff – your precision can be set at a high threshold if you are willing to miss some animals but have fewer false positives. This can help you accept predictions quicker, like in the case of blanks. In contrast, you would set up a high recall threshold if you are willing to review more images but never lose a key animal from an image (e.g. rare species). Learn more about assessing classification accuracy for AI models in general.

Going back to the Blue duiker example, if the unknown rate for this species is 0.01, this means that out of 100 images of Blue duiker uploaded, only 1 would be expected to be classified as an "unknown" (or "No CV Result") by the model.

Important: Note that the precision and recall of the model greatly depend on the number of images it was trained on and the diversity of those images. As a general guideline, if the model was trained using at least 1000 images of a specific species, the precision and recall values indicated in the AI table should reliably predict the likelihood of correctly identifying that species. However, for species trained with fewer than 1000 images, these values may not accurately represent the model's identification accuracy. In these instances, the model may be prone to more frequent errors. By reviewing these images and providing correct species identifications, however, you can contribute to improving the model's accuracy.

How do bounding boxes work?

Bounding boxes highlight areas where the Wildlife Insights AI model detected objects of interest. The Wildlife Insights object detector may return one, many, or zero bounding boxes on an image.

Note that bounding boxes are not associated with the image identification. For example, you may see three bounding boxes in an image but the AI model returns an identification with Count = 1.

The purpose of the bounding boxes are to help identify objects in an image and to build a more robust training dataset. Each time you confirm the accuracy of the bounding boxes, your response will be recorded in a growing training dataset that combines bounding boxes with species identifications.

Does the model predict which species are seen within a bounding box?

No. The object detector differs from the species classification model. This means that the current Wildlife Insights AI model does not predict species identifications within bounding boxes. It is possible that you will encounter situations like:

There is a bounding box but the model returns “No CV Result”.
There is no bounding box but the model returns some identification.
There are multiple bounding boxes and the model returns only one identification.

What qualifies a bounding box as correct?

Anytime you upload an image to Wildlife Insights, the AI model will scan the image to detect objects. Bounding boxes will be displayed around any object found. We need your input to determine whether or not the bounding boxes were correct or not.

Answer YES if:

Every animal has a box around it:

Every animal has a box around it but there are boxes with no animal in it

Every animal has a box but there are boxes with no animal

An animal is mostly within a box

There are multiple boxes around one animal

Answer NO if:

Some animals have a box around it but other animals do not

An animal is mostly outside of the box

What happens when new images are uploaded to Wildlife Insights?

When a new image is uploaded, it’s passed through the AI model and Wildlife Insights shows the class with the highest probability. In some cases, the model does not predict any of the species classes with a high probability. In those cases, if the model is confident that the image contains an animal and is confident enough about one of the higher levels of the taxonomy (up to Kingdom), we will display our predictions at that level instead of species, since we believe that that information will likely still be useful.

If the model isn’t confident at any taxonomic level, we return “No CV Result”, short for “No Computer Vision Result”, instead of returning a low-confidence prediction. As the training dataset grows, our model will become more confident and return fewer “No CV Result” predictions.

How can I get Wildlife Insights to train the AI model using my camera trap data?

Sign up for an account to upload your images, or contact us if you have a large batch of images. We want to hear from you if you have camera trap data, whether you’ve already labelled species in images or not .

Can I help improve the AI models with my camera trap data?

Yes! Depending on what group you most align with.

If you are a wildlife expert, you can contribute by helping us refine our species metadata to understand the behavioral patterns of certain species. You can also help to improve our models, but giving feedback on our identifications if you find some mistakes.
If you are a computer scientist, please contact us regarding collaborations on various research angles in computer vision and AI that are relevant in this domain. Email [email protected] and request to be invited to the AI for Conservation slack channel (https://aiforconservation.slack.com). We have listed a few interesting research directions we've been exploring in the Future Updates section.
If you are a nature enthusiast, check out the Explore page to see camera trap data from all around the world and learn about the amazing world of wildlife and biodiversity.

Will Wildlife Insights AI models be updated?

Frequency of model updates largely depends upon the availability of new labelled camera trap data that is trusted to use to train the models. We rely on training data from our Wildlife Insights user community as well as sources like lila.science. Join the Wildlife Insights Community Forum for the latest updates on AI and other Wildlife Insights features.

What other plans do you have to improve the AI models?

The field of species classification on sensor-based data is really just beginning. There are a number of approaches we will explore to continue to improve the models….and, if we haven’t mentioned it yet, more data always helps!

Here are some techniques and experiments we may run to improve our results:

Leveraging the hierarchical structure of the taxonomy
Including spatio-temporal information (like latitude, longitude, and date) in training and/or when predicting
Combining different types of AI models (e.g. bounding box detectors) to enable the classifier to focus on areas of interest within the image
Leveraging sequential information inherent in camera trap images that appear in bursts