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adipose_fin
float64
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92
INHS_FISH_107832.jpg
INHS_FISH_107832.jpg
jpg
79497k9r
Ictaluridae
GLIN
INHS
noturus nocturnus
https://fishair.org/hdr-…NHS/79497k9r.jpg
CC BY-NC
null
null
null
null
Images/chunk_1/INHS_FISH_107832.jpg
INHS_FISH_25132.jpg
INHS_FISH_25132.jpg
jpg
jw38b330
Cyprinidae
GLIN
INHS
notropis atherinoides
https://fishair.org/hdr-…NHS/jw38b330.jpg
CC BY-NC
null
null
null
null
Images/chunk_1/INHS_FISH_25132.jpg
INHS_FISH_40481.jpg
INHS_FISH_40481.jpg
jpg
zj534d84
Cyprinidae
GLIN
INHS
notropis texanus
https://fishair.org/hdr-…NHS/zj534d84.jpg
CC BY-NC
null
null
null
null
Images/chunk_1/INHS_FISH_40481.jpg
ark-_65665_m38f1c86b3282243d9b4b96d24f1983f3d.jpg
ark-_65665_m38f1c86b3282243d9b4b96d24f1983f3d.jpg
jpg
g898t46h
mullidae
iDigBio
usnm
parupeneus multifasciatus
https://fishair.org/hdr-…snm/g898t46h.jpg
Usage Conditions Apply
null
null
null
null
Images/chunk_1/ark-_65665_m38f1c86b3282243d9b4b96d24f1983f3d.jpg
INHS_FISH_15401.jpg
INHS_FISH_15401.jpg
jpg
8c45003f
Poeciliidae
GLIN
INHS
gambusia affinis
https://fishair.org/hdr-…NHS/8c45003f.jpg
CC BY-NC
null
null
null
null
Images/chunk_1/INHS_FISH_15401.jpg
JFBM-FISH-0017464.jpg
JFBM-FISH-0017464.jpg
jpg
sj218b3p
Cyprinidae
GLIN
JFBM
notropis percobromus
https://fishair.org/hdr-…FBM/sj218b3p.jpg
CC0 1.0
null
null
null
null
Images/chunk_1/JFBM-FISH-0017464.jpg
JFBM-FISH-0044551.jpg
JFBM-FISH-0044551.jpg
jpg
hh75dg90
Centrarchidae
GLIN
JFBM
lepomis macrochirus
https://fishair.org/hdr-…FBM/hh75dg90.jpg
CC0 1.0
null
null
null
null
Images/chunk_1/JFBM-FISH-0044551.jpg
1490626066491rxMus0KuSaUKm5Pu.jpg
1490626066491rxMus0KuSaUKm5Pu.jpg
jpg
df021p61
clupeidae
iDigBio
mnhn
harengula clupeola
https://fishair.org/hdr-…nhn/df021p61.jpg
CC BY
null
null
null
null
Images/chunk_1/1490626066491rxMus0KuSaUKm5Pu.jpg
88493_lat_FMNH_FZ#2.jpg
88493_lat_FMNH_FZ.jpg
jpg
p0989864
Cyprinidae
GLIN
FMNH
cyprinella lutrensis
https://fishair.org/hdr-…MNH/p0989864.jpg
CC BY-NC
null
null
null
null
Images/chunk_1/88493_lat_FMNH_FZ#2.jpg
INHS_FISH_51474.jpg
INHS_FISH_51474.jpg
jpg
bt58j67m
Centrarchidae
GLIN
INHS
chaenobryttus gulosus
https://fishair.org/hdr-…NHS/bt58j67m.jpg
CC BY-NC
null
null
null
null
Images/chunk_1/INHS_FISH_51474.jpg
INHS_FISH_106534.jpg
INHS_FISH_106534.jpg
jpg
w1765355
Centrarchidae
GLIN
INHS
lepomis macrochirus
https://fishair.org/hdr-…NHS/w1765355.jpg
CC BY-NC
null
null
null
null
Images/chunk_1/INHS_FISH_106534.jpg
1533909216283NFqKgyIkkgLJ7CSA#22.jpg
1533909216283NFqKgyIkkgLJ7CSA.jpg
jpg
gs98xc28
cyprinidae
iDigBio
mnhn
pseudophoxinus drusensis
https://fishair.org/hdr-…nhn/gs98xc28.jpg
CC BY
null
null
null
null
Images/chunk_1/1533909216283NFqKgyIkkgLJ7CSA#22.jpg
JFBM-FISH-0021227.jpg
JFBM-FISH-0021227.jpg
jpg
f598pc2c
Cyprinidae
GLIN
JFBM
cyprinella lutrensis
https://fishair.org/hdr-…FBM/f598pc2c.jpg
CC0 1.0
null
null
null
null
Images/chunk_1/JFBM-FISH-0021227.jpg
UWZM-F-0003797.JPG
UWZM-F-0003797.JPG
jpg
xq942w8t
Percidae
GLIN
UWZM
perca flavescens
https://fishair.org/hdr-…WZM/xq942w8t.jpg
CC0 1.0
null
null
null
null
Images/chunk_1/UWZM-F-0003797.JPG
JFBM-FISH-0041169.jpg
JFBM-FISH-0041169.jpg
jpg
td29pj5w
Ictaluridae
GLIN
JFBM
noturus flavus
https://fishair.org/hdr-…FBM/td29pj5w.jpg
CC0 1.0
null
null
null
null
Images/chunk_1/JFBM-FISH-0041169.jpg
126269_lat_FMNH_FZ#0.jpg
126269_lat_FMNH_FZ.jpg
jpg
g429zb7v
Salmonidae
GLIN
FMNH
oncorhynchus mykiss
https://fishair.org/hdr-…MNH/g429zb7v.jpg
CC BY-NC
null
null
null
null
Images/chunk_1/126269_lat_FMNH_FZ#0.jpg
87517_lat_FMNH_FZ#1.jpg
87517_lat_FMNH_FZ.jpg
jpg
tf251b0x
Osmeridae
GLIN
FMNH
osmerus mordax
https://fishair.org/hdr-…MNH/tf251b0x.jpg
CC BY-NC
null
null
null
null
Images/chunk_1/87517_lat_FMNH_FZ#1.jpg
1860.6.16.182-5b_Pimelodus elongatus_l-S.jpg
1860.6.16.182-5b_Pimelodus elongatus_l-S.jpg
jpg
jc16hb0k
pimelodidae
iDigBio
nhmuk
pimelodella elongata
https://fishair.org/hdr-…muk/jc16hb0k.jpg
CC BY 4.0
null
null
null
null
Images/chunk_1/1860.6.16.182-5b_Pimelodus elongatus_l-S.jpg
72149_lat_FMNH_FZ_o.jpg
72149_lat_FMNH_FZ_o.jpg
jpg
79526x3k
Cyprinidae
GLIN
FMNH
notropis atherinoides
https://fishair.org/hdr-…MNH/79526x3k.jpg
CC BY-NC
null
null
null
null
Images/chunk_1/72149_lat_FMNH_FZ_o.jpg
ark-_65665_m37a0162311c184801862843e1188acf6c.jpg
ark-_65665_m37a0162311c184801862843e1188acf6c.jpg
jpg
sx99jj1x
acanthuridae
iDigBio
usnm
zebrasoma scopas
https://fishair.org/hdr-…snm/sx99jj1x.jpg
Usage Conditions Apply
null
null
null
null
Images/chunk_1/ark-_65665_m37a0162311c184801862843e1188acf6c.jpg
INHS_FISH_74251.jpg
INHS_FISH_74251.jpg
jpg
wh10jm39
Ictaluridae
GLIN
INHS
noturus albater
https://fishair.org/hdr-…NHS/wh10jm39.jpg
CC BY-NC
null
null
null
null
Images/chunk_1/INHS_FISH_74251.jpg
80165_lat_FMNH_FZ_d.jpg
80165_lat_FMNH_FZ_d.jpg
jpg
9348819f
Cyprinidae
GLIN
FMNH
luxilus chrysocephalus
https://fishair.org/hdr-…MNH/9348819f.jpg
CC BY-NC
null
null
null
null
Images/chunk_1/80165_lat_FMNH_FZ_d.jpg
INHS_FISH_52573.jpg
INHS_FISH_52573.jpg
jpg
r399dt5j
Centrarchidae
GLIN
INHS
lepomis megalotis
https://fishair.org/hdr-…NHS/r399dt5j.jpg
CC BY-NC
null
null
null
null
Images/chunk_1/INHS_FISH_52573.jpg
UWZM-F-0001887.JPG
UWZM-F-0001887.JPG
jpg
93037247
Cyprinidae
GLIN
UWZM
notropis atherinoides
https://fishair.org/hdr-…WZM/93037247.jpg
CC0 1.0
null
null
null
null
Images/chunk_1/UWZM-F-0001887.JPG
OSUM0006162.JPG.jpg
OSUM0006162.JPG
jpg
0v83dz89
Cyprinidae
GLIN
OSUM
chrosomus erythrogaster
https://fishair.org/hdr-…SUM/0v83dz89.jpg
CC0 1.0
null
null
null
null
Images/chunk_1/OSUM0006162.JPG.jpg
99906_lat_FMNH_FZ.jpg
99906_lat_FMNH_FZ.jpg
jpg
m634km1z
Cottidae
GLIN
FMNH
cottus bairdii
https://fishair.org/hdr-…MNH/m634km1z.jpg
CC BY-NC
null
null
null
null
Images/chunk_1/99906_lat_FMNH_FZ.jpg
INHS_FISH_11953.jpg
INHS_FISH_11953.jpg
jpg
np397r8n
Centrarchidae
GLIN
INHS
lepomis megalotis
https://fishair.org/hdr-…NHS/np397r8n.jpg
CC BY-NC
null
null
null
null
Images/chunk_1/INHS_FISH_11953.jpg
INHS_FISH_25914.JPG
INHS_FISH_25914.JPG
jpg
2m41km64
Moronidae
GLIN
INHS
morone chrysops
https://fishair.org/hdr-…NHS/2m41km64.jpg
CC BY-NC
null
null
null
null
Images/chunk_1/INHS_FISH_25914.JPG
140602632464299oZbkNBdZpMPdIR.jpg
140602632464299oZbkNBdZpMPdIR.jpg
jpg
0g99056j
salmonidae
iDigBio
mnhn
salmo trutta
https://fishair.org/hdr-…nhn/0g99056j.jpg
CC BY-NC-ND
null
null
null
null
null
INHS_FISH_97479.jpg
INHS_FISH_97479.jpg
jpg
9w612b5f
Cyprinidae
GLIN
INHS
phenacobius mirabilis
https://fishair.org/hdr-…NHS/9w612b5f.jpg
CC BY-NC
null
null
null
null
Images/chunk_1/INHS_FISH_97479.jpg
JFBM-FISH-0039885.jpg
JFBM-FISH-0039885.jpg
jpg
gk232s3n
Cyprinidae
GLIN
JFBM
notropis stramineus
https://fishair.org/hdr-…FBM/gk232s3n.jpg
CC0 1.0
null
null
null
null
Images/chunk_1/JFBM-FISH-0039885.jpg
INHS_FISH_80687.jpg
INHS_FISH_80687.jpg
jpg
q0546t41
Cyprinidae
GLIN
INHS
notropis boops
https://fishair.org/hdr-…NHS/q0546t41.jpg
CC BY-NC
null
null
null
null
Images/chunk_1/INHS_FISH_80687.jpg
INHS_FISH_50785.jpg
INHS_FISH_50785.jpg
jpg
7r27s360
Centrarchidae
GLIN
INHS
lepomis cyanellus
https://fishair.org/hdr-…NHS/7r27s360.jpg
CC BY-NC
null
null
null
null
Images/chunk_1/INHS_FISH_50785.jpg
63969_lat_FMNH_FZ#2.jpg
63969_lat_FMNH_FZ.jpg
jpg
nh72nq64
Cyprinidae
GLIN
FMNH
hybopsis dorsalis
https://fishair.org/hdr-…MNH/nh72nq64.jpg
CC BY-NC
null
null
null
null
Images/chunk_1/63969_lat_FMNH_FZ#2.jpg
JFBM-FISH-0029686.jpg
JFBM-FISH-0029686.jpg
jpg
5p52nj42
Centrarchidae
GLIN
JFBM
lepomis macrochirus
https://fishair.org/hdr-…FBM/5p52nj42.jpg
CC0 1.0
null
null
null
null
Images/chunk_1/JFBM-FISH-0029686.jpg
JFBM-FISH-0016283.jpg
JFBM-FISH-0016283.jpg
jpg
3s38n73d
Cyprinidae
GLIN
JFBM
phenacobius mirabilis
https://fishair.org/hdr-…FBM/3s38n73d.jpg
CC0 1.0
null
null
null
null
Images/chunk_1/JFBM-FISH-0016283.jpg
INHS_FISH_24204.jpg
INHS_FISH_24204.jpg
jpg
cw69h28g
Poeciliidae
GLIN
INHS
gambusia affinis
https://fishair.org/hdr-…NHS/cw69h28g.jpg
CC BY-NC
null
null
null
null
Images/chunk_1/INHS_FISH_24204.jpg
SU53806-p_lg#1.jpg
SU53806-p_lg.jpg
jpg
xt321w7p
rivulidae
iDigBio
cas
rivulus
https://fishair.org/hdr-…cas/xt321w7p.jpg
CC0
null
null
null
null
Images/chunk_1/SU53806-p_lg#1.jpg
86456_lat_FMNH_FZ_b.jpg
86456_lat_FMNH_FZ_b.jpg
jpg
ff15tq01
Cyprinidae
GLIN
FMNH
lythrurus ardens
https://fishair.org/hdr-…MNH/ff15tq01.jpg
CC BY-NC
null
null
null
null
Images/chunk_1/86456_lat_FMNH_FZ_b.jpg
mb128616.jpeg
128616.jpeg
jpeg
jv96jw73
Blenniidae
Morphbank
null
entomacrodus thalassinus
https://fishair.org/hdr-…nk/jv96jw73.jpeg
CC BY-NC-SA 3.0
null
null
null
null
Images/chunk_1/mb128616.jpeg
JFBM-FISH-0008764.jpg
JFBM-FISH-0008764.jpg
jpg
g6302n74
Esocidae
GLIN
JFBM
esox lucius
https://fishair.org/hdr-…FBM/g6302n74.jpg
CC0 1.0
null
null
null
null
Images/chunk_1/JFBM-FISH-0008764.jpg
ark-_65665_m334017adc596e44abb93f738eba18f306.jpg
ark-_65665_m334017adc596e44abb93f738eba18f306.jpg
jpg
h544m126
synodontidae
iDigBio
usnm
synodus variegatus
https://fishair.org/hdr-…snm/h544m126.jpg
Usage Conditions Apply
null
null
null
null
Images/chunk_1/ark-_65665_m334017adc596e44abb93f738eba18f306.jpg
6617_lat_FMNH_FZ_c.jpg
6617_lat_FMNH_FZ_c.jpg
jpg
6q640773
Cyprinidae
GLIN
FMNH
notropis chihuahua
https://fishair.org/hdr-…MNH/6q640773.jpg
CC BY-NC
null
null
null
null
Images/chunk_1/6617_lat_FMNH_FZ_c.jpg
1406028110106FRmPEaBxlIieBl3d#7.jpg
1406028110106FRmPEaBxlIieBl3d.jpg
jpg
q164md3q
kuhliidae
iDigBio
mnhn
kuhlia mugil
https://fishair.org/hdr-…nhn/q164md3q.jpg
CC BY-NC-ND
null
null
null
null
null
ark-_65665_m36ed8813d5dd44eec9e4cf77e9b0aec32.jpg
ark-_65665_m36ed8813d5dd44eec9e4cf77e9b0aec32.jpg
jpg
f9775v53
pomacanthidae
iDigBio
usnm
centropyge flavissima
https://fishair.org/hdr-…snm/f9775v53.jpg
Usage Conditions Apply
null
null
null
null
Images/chunk_1/ark-_65665_m36ed8813d5dd44eec9e4cf77e9b0aec32.jpg
ark-_65665_m3524fddcb480a44d5a89d5c3ffb6786d0.jpg
ark-_65665_m3524fddcb480a44d5a89d5c3ffb6786d0.jpg
jpg
3d09g43r
labridae
iDigBio
usnm
pseudocheilinus octotaenia
https://fishair.org/hdr-…snm/3d09g43r.jpg
Usage Conditions Apply
null
null
null
null
Images/chunk_1/ark-_65665_m3524fddcb480a44d5a89d5c3ffb6786d0.jpg
BMNH_1905-3-17-30-1_02_01-S.jpg
BMNH_1905-3-17-30-1_02_01-S.jpg
jpg
70868j5g
kyphosidae
iDigBio
nhmuk
kyphosus bigibbus
https://fishair.org/hdr-…muk/70868j5g.jpg
CC BY 4.0
null
null
null
null
Images/chunk_1/BMNH_1905-3-17-30-1_02_01-S.jpg
1487931212231PLx2IjveW4ALlgnY#0.jpg
1487931212231PLx2IjveW4ALlgnY.jpg
jpg
wd686d0z
mormyridae
iDigBio
mnhn
pollimyrus isidori
https://fishair.org/hdr-…nhn/wd686d0z.jpg
CC BY
null
null
null
null
Images/chunk_1/1487931212231PLx2IjveW4ALlgnY#0.jpg
62136_lat_FMNH_FZ_q.jpg
62136_lat_FMNH_FZ_q.jpg
jpg
0s68kg6v
Cyprinidae
GLIN
FMNH
notropis atherinoides
https://fishair.org/hdr-…MNH/0s68kg6v.jpg
CC BY-NC
null
null
null
null
Images/chunk_1/62136_lat_FMNH_FZ_q.jpg
INHS_FISH_19566.jpg
INHS_FISH_19566.jpg
jpg
fc73wn6w
Cyprinidae
GLIN
INHS
notropis stramineus
https://fishair.org/hdr-…NHS/fc73wn6w.jpg
CC BY-NC
null
null
null
null
Images/chunk_1/INHS_FISH_19566.jpg
mb132814.jpeg
132814.jpeg
jpeg
3785th06
Scorpaenidae
Morphbank
null
sebastapistes mauritiana
https://fishair.org/hdr-…nk/3785th06.jpeg
CC BY-NC-SA 3.0
null
null
null
null
Images/chunk_1/mb132814.jpeg
62136_lat_FMNH_FZ_l.jpg
62136_lat_FMNH_FZ_l.jpg
jpg
n725sc7w
Cyprinidae
GLIN
FMNH
notropis atherinoides
https://fishair.org/hdr-…MNH/n725sc7w.jpg
CC BY-NC
null
null
null
null
Images/chunk_1/62136_lat_FMNH_FZ_l.jpg
1406039446245I53Uld7V5bYUhdFm.jpg
1406039446245I53Uld7V5bYUhdFm.jpg
jpg
rr51kr44
cyprinidae
iDigBio
mnhn
dawkinsia filamentosa
https://fishair.org/hdr-…nhn/rr51kr44.jpg
CC BY-NC-ND
null
null
null
null
null
UWZM-F-0000322.JPG
UWZM-F-0000322.JPG
jpg
tf38c108
Cyprinidae
GLIN
UWZM
cyprinella spiloptera
https://fishair.org/hdr-…WZM/tf38c108.jpg
CC0 1.0
null
null
null
null
Images/chunk_1/UWZM-F-0000322.JPG
16128_dor_FMNH_FZ.jpg
16128_dor_FMNH_FZ.jpg
jpg
4k56b86q
Cottidae
GLIN
FMNH
cottus carolinae
https://fishair.org/hdr-…MNH/4k56b86q.jpg
CC BY-NC
null
null
null
null
Images/chunk_1/16128_dor_FMNH_FZ.jpg
mb121312.jpeg
121312.jpeg
jpeg
hh46x700
Balistidae
Morphbank
null
balistapus undulatus
https://fishair.org/hdr-…nk/hh46x700.jpeg
CC BY-NC-SA 3.0
null
null
null
null
Images/chunk_1/mb121312.jpeg
INHS_FISH_89028.jpg
INHS_FISH_89028.jpg
jpg
2q26762j
Cyprinidae
GLIN
INHS
notropis telescopus
https://fishair.org/hdr-…NHS/2q26762j.jpg
CC BY-NC
null
null
null
null
Images/chunk_1/INHS_FISH_89028.jpg
UWZM-F-0000728.JPG
UWZM-F-0000728.JPG
jpg
x168j60t
Esocidae
GLIN
UWZM
esox lucius
https://fishair.org/hdr-…WZM/x168j60t.jpg
CC0 1.0
null
null
null
null
Images/chunk_1/UWZM-F-0000728.JPG
JFBM-FISH-0002453.jpg
JFBM-FISH-0002453.jpg
jpg
b485f02s
Cyprinidae
GLIN
JFBM
notropis atherinoides
https://fishair.org/hdr-…FBM/b485f02s.jpg
CC0 1.0
null
null
null
null
Images/chunk_1/JFBM-FISH-0002453.jpg
OSUM0001329_2.jpg
OSUM0001329.JPG
jpg
7x74cv3p
Cyprinidae
GLIN
OSUM
notropis chalybaeus
https://fishair.org/hdr-…SUM/7x74cv3p.jpg
CC0 1.0
null
null
null
null
Images/chunk_1/OSUM0001329_2.jpg
INHS_FISH_41283.jpg
INHS_FISH_41283.jpg
jpg
t255p97q
Salmonidae
GLIN
INHS
oncorhynchus mykiss
https://fishair.org/hdr-…NHS/t255p97q.jpg
CC BY-NC
null
null
null
null
Images/chunk_1/INHS_FISH_41283.jpg
UWZM-F-0000498.JPG
UWZM-F-0000498.JPG
jpg
mp85b32t
Cyprinidae
GLIN
UWZM
cyprinus carpio
https://fishair.org/hdr-…WZM/mp85b32t.jpg
CC0 1.0
null
null
null
null
Images/chunk_1/UWZM-F-0000498.JPG
784_lat_FMNH_FZ_s.jpg
784_lat_FMNH_FZ_s.jpg
jpg
1n94s23s
Cyprinidae
GLIN
FMNH
notropis blennius
https://fishair.org/hdr-…MNH/1n94s23s.jpg
CC BY-NC
null
null
null
null
Images/chunk_1/784_lat_FMNH_FZ_s.jpg
78623_lat_FMNH_FZ#3.jpg
78623_lat_FMNH_FZ.jpg
jpg
pt51n54r
Cyprinidae
GLIN
FMNH
notropis stramineus
https://fishair.org/hdr-…MNH/pt51n54r.jpg
CC BY-NC
null
null
null
null
Images/chunk_1/78623_lat_FMNH_FZ#3.jpg
mb128597.jpeg
128597.jpeg
jpeg
wz03xj6h
Cirrhitidae
Morphbank
null
amblycirrhitus bimacula
https://fishair.org/hdr-…nk/wz03xj6h.jpeg
CC BY-NC-SA 3.0
null
null
null
null
Images/chunk_1/mb128597.jpeg
ark-_65665_m36788461f44174cbe8b4a0efbf5d2b407.jpg
ark-_65665_m36788461f44174cbe8b4a0efbf5d2b407.jpg
jpg
2840df1n
cyprinidae
iDigBio
usnm
gila atraria
https://fishair.org/hdr-…snm/2840df1n.jpg
CC0
null
null
null
null
Images/chunk_1/ark-_65665_m36788461f44174cbe8b4a0efbf5d2b407.jpg
INHS_FISH_81725.jpg
INHS_FISH_81725.jpg
jpg
6n117t0s
Centrarchidae
GLIN
INHS
lepomis miniatus
https://fishair.org/hdr-…NHS/6n117t0s.jpg
CC BY-NC
null
null
null
null
Images/chunk_1/INHS_FISH_81725.jpg
60517_lat_FMNH_FZ_dd.jpg
60517_lat_FMNH_FZ_dd.jpg
jpg
3j946t5b
Cyprinidae
GLIN
FMNH
cyprinella galactura
https://fishair.org/hdr-…MNH/3j946t5b.jpg
CC BY-NC
null
null
null
null
Images/chunk_1/60517_lat_FMNH_FZ_dd.jpg
INHS_FISH_41190.jpg
INHS_FISH_41190.jpg
jpg
ng846s18
Poeciliidae
GLIN
INHS
gambusia affinis
https://fishair.org/hdr-…NHS/ng846s18.jpg
CC BY-NC
null
null
null
null
Images/chunk_1/INHS_FISH_41190.jpg
INHS_FISH_107525.jpg
INHS_FISH_107525.jpg
jpg
vp30292g
Poeciliidae
GLIN
INHS
gambusia affinis
https://fishair.org/hdr-…NHS/vp30292g.jpg
CC BY-NC
null
null
null
null
Images/chunk_1/INHS_FISH_107525.jpg
INHS_FISH_106652.jpg
INHS_FISH_106652.jpg
jpg
5s336765
Centrarchidae
GLIN
INHS
lepomis cyanellus
https://fishair.org/hdr-…NHS/5s336765.jpg
CC BY-NC
null
null
null
null
Images/chunk_1/INHS_FISH_106652.jpg
INHS_FISH_83673.jpg
INHS_FISH_83673.jpg
jpg
cv16x18k
Cyprinidae
GLIN
INHS
notropis blennius
https://fishair.org/hdr-…NHS/cv16x18k.jpg
CC BY-NC
null
null
null
null
Images/chunk_1/INHS_FISH_83673.jpg
JFBM-FISH-0040494.jpg
JFBM-FISH-0040494.jpg
jpg
w019qf2q
Cyprinidae
GLIN
JFBM
notropis telescopus
https://fishair.org/hdr-…FBM/w019qf2q.jpg
CC0 1.0
null
null
null
null
Images/chunk_1/JFBM-FISH-0040494.jpg
78669_lat_FMNH_FZ.jpg
78669_lat_FMNH_FZ.jpg
jpg
xm64cv62
Centrarchidae
GLIN
FMNH
chaenobryttus gulosus
https://fishair.org/hdr-…MNH/xm64cv62.jpg
CC BY-NC
null
null
null
null
Images/chunk_1/78669_lat_FMNH_FZ.jpg
INHS_FISH_103525.jpg
INHS_FISH_103525.jpg
jpg
3f13qm7f
Centrarchidae
GLIN
INHS
lepomis macrochirus
https://fishair.org/hdr-…NHS/3f13qm7f.jpg
CC BY-NC
null
null
null
null
Images/chunk_1/INHS_FISH_103525.jpg
mb799864#0.jpg
799864.jpeg
jpeg
st571n34
Cyprinidae
Morphbank
null
notropis lutipinnis
https://fishair.org/hdr-…nk/st571n34.jpeg
CC BY-NC-SA 3.0
null
null
null
null
Images/chunk_1/mb799864#0.jpg
INHS_FISH_267.jpg
INHS_FISH_267.jpg
jpg
qf74kh3w
Cyprinidae
GLIN
INHS
hybopsis dorsalis
https://fishair.org/hdr-…NHS/qf74kh3w.jpg
CC BY-NC
null
null
null
null
Images/chunk_1/INHS_FISH_267.jpg
1924_lat_FMNH_FZ.jpg
1924_lat_FMNH_FZ.jpg
jpg
kx17ph6t
Percidae
GLIN
FMNH
perca flavescens
https://fishair.org/hdr-…MNH/kx17ph6t.jpg
CC BY-NC
null
null
null
null
Images/chunk_1/1924_lat_FMNH_FZ.jpg
JFBM-FISH-0045263.jpg
JFBM-FISH-0045263.jpg
jpg
9k170k9b
Fundulidae
GLIN
JFBM
fundulus catenatus
https://fishair.org/hdr-…FBM/9k170k9b.jpg
CC0 1.0
null
null
null
null
Images/chunk_1/JFBM-FISH-0045263.jpg
73197_lat_FMNH_FZ#1.jpg
73197_lat_FMNH_FZ.jpg
jpg
cr82hb1d
Cyprinidae
GLIN
FMNH
cyprinella spiloptera
https://fishair.org/hdr-…MNH/cr82hb1d.jpg
CC BY-NC
null
null
null
null
Images/chunk_1/73197_lat_FMNH_FZ#1.jpg
88956_lat_FMNH_FZ_c.jpg
88956_lat_FMNH_FZ_c.jpg
jpg
c715z15j
Cyprinidae
GLIN
FMNH
luxilus cornutus
https://fishair.org/hdr-…MNH/c715z15j.jpg
CC BY-NC
null
null
null
null
Images/chunk_1/88956_lat_FMNH_FZ_c.jpg
INHS_FISH_15235.jpg
INHS_FISH_15235.jpg
jpg
fx32j204
Cyprinidae
GLIN
INHS
cyprinus carpio
https://fishair.org/hdr-…NHS/fx32j204.jpg
CC BY-NC
null
null
null
null
Images/chunk_1/INHS_FISH_15235.jpg
1499177180961JS7b5tCwT12zfWhX#2.jpg
1499177180961JS7b5tCwT12zfWhX.jpg
jpg
9z08jj11
serrasalmidae
iDigBio
mnhn
serrasalmus compressus
https://fishair.org/hdr-…nhn/9z08jj11.jpg
CC BY
null
null
null
null
Images/chunk_1/1499177180961JS7b5tCwT12zfWhX#2.jpg
11967_lat_FMNH_FZ_b.jpg
11967_lat_FMNH_FZ_b.jpg
jpg
vn74nh7z
Centrarchidae
GLIN
FMNH
chaenobryttus gulosus
https://fishair.org/hdr-…MNH/vn74nh7z.jpg
CC BY-NC
null
null
null
null
Images/chunk_1/11967_lat_FMNH_FZ_b.jpg
INHS_FISH_17363.jpg
INHS_FISH_17363.jpg
jpg
fm16vc83
Centrarchidae
GLIN
INHS
lepomis macrochirus
https://fishair.org/hdr-…NHS/fm16vc83.jpg
CC BY-NC
null
null
null
null
Images/chunk_1/INHS_FISH_17363.jpg
INHS_FISH_90395.jpg
INHS_FISH_90395.jpg
jpg
h2394h0n
Cyprinidae
GLIN
INHS
phenacobius mirabilis
https://fishair.org/hdr-…NHS/h2394h0n.jpg
CC BY-NC
null
null
null
null
Images/chunk_1/INHS_FISH_90395.jpg
UWZM-F-0001734.JPG
UWZM-F-0001734.JPG
jpg
wk99rq3n
Moronidae
GLIN
UWZM
morone chrysops
https://fishair.org/hdr-…WZM/wk99rq3n.jpg
CC0 1.0
null
null
null
null
Images/chunk_1/UWZM-F-0001734.JPG
INHS_FISH_29357.jpg
INHS_FISH_29357.jpg
jpg
6793578
Poeciliidae
GLIN
INHS
gambusia affinis
https://fishair.org/hdr-…INHS/6793578.jpg
CC BY-NC
null
null
null
null
Images/chunk_1/INHS_FISH_29357.jpg
INHS_FISH_47351.jpg
INHS_FISH_47351.jpg
jpg
xq90pw1r
Centrarchidae
GLIN
INHS
lepomis cyanellus
https://fishair.org/hdr-…NHS/xq90pw1r.jpg
CC BY-NC
null
null
null
null
Images/chunk_1/INHS_FISH_47351.jpg
102528-p#1.jpg
102528-p.jpg
jpg
tq44fz6f
cyprinidae
iDigBio
cas
notropis stilbius
https://fishair.org/hdr-…cas/tq44fz6f.jpg
CC0
null
null
null
null
Images/chunk_1/102528-p#1.jpg
42171_lat_FMNH_FZ_e.jpg
42171_lat_FMNH_FZ_e.jpg
jpg
1h738s6n
Cyprinidae
GLIN
FMNH
luxilus chrysocephalus
https://fishair.org/hdr-…MNH/1h738s6n.jpg
CC BY-NC
null
null
null
null
Images/chunk_1/42171_lat_FMNH_FZ_e.jpg
UWZM-F-0000669.JPG
UWZM-F-0000669.JPG
jpg
r301pq2q
Esocidae
GLIN
UWZM
esox lucius
https://fishair.org/hdr-…WZM/r301pq2q.jpg
CC0 1.0
null
null
null
null
Images/chunk_1/UWZM-F-0000669.JPG
INHS_FISH_93285.jpg
INHS_FISH_93285.jpg
jpg
g1415t2s
Cyprinidae
GLIN
INHS
hybopsis dorsalis
https://fishair.org/hdr-…NHS/g1415t2s.jpg
CC BY-NC
null
null
null
null
Images/chunk_1/INHS_FISH_93285.jpg
INHS_FISH_47078.jpg
INHS_FISH_47078.jpg
jpg
qz270v1q
Esocidae
GLIN
INHS
esox americanus
https://fishair.org/hdr-…NHS/qz270v1q.jpg
CC BY-NC
null
null
null
null
Images/chunk_1/INHS_FISH_47078.jpg
JFBM-FISH-0038484.jpg
JFBM-FISH-0038484.jpg
jpg
1257k72q
Cyprinidae
GLIN
JFBM
notropis photogenis
https://fishair.org/hdr-…FBM/1257k72q.jpg
CC0 1.0
null
null
null
null
Images/chunk_1/JFBM-FISH-0038484.jpg
100987_lat_FMNH_FZ_n.jpg
100987_lat_FMNH_FZ_n.jpg
jpg
5v496m28
Cyprinidae
GLIN
FMNH
luxilus cornutus
https://fishair.org/hdr-…MNH/5v496m28.jpg
CC BY-NC
null
null
null
null
Images/chunk_1/100987_lat_FMNH_FZ_n.jpg
mb119429.jpeg
119429.jpeg
jpeg
xd123708
Scaridae
Morphbank
null
scarus ghobban
https://fishair.org/hdr-…nk/xd123708.jpeg
CC BY-NC-SA 3.0
null
null
null
null
Images/chunk_1/mb119429.jpeg
792_lat_FMNH_FZ_e.jpg
792_lat_FMNH_FZ_e.jpg
jpg
fr046f9v
Cyprinidae
GLIN
FMNH
notropis bifrenatus
https://fishair.org/hdr-…MNH/fr046f9v.jpg
CC BY-NC
null
null
null
null
Images/chunk_1/792_lat_FMNH_FZ_e.jpg
INHS_FISH_47367.JPG
INHS_FISH_47367.JPG
jpg
z474xm74
Moronidae
GLIN
INHS
morone chrysops
https://fishair.org/hdr-…NHS/z474xm74.jpg
CC BY-NC
null
null
null
null
Images/chunk_1/INHS_FISH_47367.JPG
88784_lat_FMNH_FZ_az.jpg
88784_lat_FMNH_FZ_az.jpg
jpg
s866h085
Cyprinidae
GLIN
FMNH
luxilus cornutus
https://fishair.org/hdr-…MNH/s866h085.jpg
CC BY-NC
null
null
null
null
Images/chunk_1/88784_lat_FMNH_FZ_az.jpg

Dataset Card for Fish-Visual Trait Analysis (Fish-Vista)

Instructions for downloading dataset and images

  • Install Git LFS
  • Git clone the fish-vista repository
    • Run the following commands in a terminal:
git clone https://huggingface.co/datasets/imageomics/fish-vista
cd fish-vista
  • Run the following commands to move all chunked images to a single directory:
mkdir AllImages
find Images -type f -exec mv -v {} AllImages \;
rm -rf Images
mv AllImages Images
  • You should now have all the images in the Images directory

  • Install requirements.txt

pip install -r requirements.txt
  • Run the following commands to download and process copyrighted images
python download_and_process_nd_images.py --save_dir Images
  • This will download and process the CC-BY-ND images that we do not provide in the Images folder

Dataset Structure

/dataset/
    segmentation_masks/
        annotations/
        images/
    Images/
        chunk_1
          filename 1
          filename 2
          ...
          filename 10k
        chunk_2
          filename 1
          filename 2
          ...
          filename 10k
        .
        .
        .
        chunk_6
          filename 1
          filename 2
          ...
          filename 10k
    ND_Processing_Files
    download_and_process_nd_images.py
    classification_train.csv
    classification_test.csv
    classification_val.csv
    identification_train.csv
    identification_test.csv
    identification_val.csv
    segmentation_data.csv
    segmentation_train.csv
    segmentation_test.csv
    segmentation_val.csv
    metadata/
        figures/
            # figures included in README
        data-bib.bib

Data Instances

  • Species Classification (FV-419): classification_<split>.csv

    • Approximately 48K images of 419 species for species classification tasks.
    • There are about 35K training, 7.6K test, and 5K validation images.
  • Trait Identification (FV-682): identification_<split>.csv

    • Approximately 53K images of 682 species for trait identification based on species-level trait labels (i.e., presence/absence of traits based on trait labels for the species from information provided by Phenoscape and FishBase).
    • About 38K training, 8K test_insp (species in training set), 1.9K test_lvsp (species not in training), and 5.2K validation images.
    • Train, test, and validation splits are generated based on traits, so there are 628 species in train, 450 species in test_insp, 51 species in test_lvsp, and 451 in the validation set (3 species only in val).
  • Trait Segmentation (FV-1200): segmentation_<split>.csv

    • Pixel-level annotations of 9 different traits for 2,427 fish images.
    • About 1.7k training, 600 test and 120 validation images for the segmentation task
    • These are also used as manually annotated test set for Trait Identification.
  • All Segmentation Data: segmentation_data.csv

    • Essentially a collation of the trait segmentation splits
    • Used for evaluating trait identification on the entire FV-1200
  • Image Information

    • Type: JPG
    • Size (x pixels by y pixels): Variable
    • Background (color or none): Uniform (White)

Data Fields

CSV Columns are as follows:

  • filename: Unique filename for our processed images.
  • source_filename: Filename of the source image. Non-unique, since one source filename can result in multiple crops in our processed dataset.
  • original_format: Original format, all jpg/jpeg.
  • arkid: ARKID from FishAIR for the original images. Non-unique, since one source file can result in multiple crops in our processed dataset.
  • family: Taxonomic family
  • source: Source museum collection. GLIN, Idigbio or Morphbank
  • owner: Owner institution within the source collection.
  • standardized_species: Open-tree-taxonomy-resolved species name. This is the species name that we provide for Fish-Vista
  • original_url: URL to download the original, unprocessed image
  • file_name: Links to the image inside the repository. Necessary for HF data viewer. Not to be confused with filename
  • license: License information for the original image
  • adipose_fin: Presence/absence of the adipose fin trait. NA for the classification (FV-419) dataset, since it is only used for identification. 1 indicates presence and 0 indicates absence. This is used for trait identification.
  • pelvic_fin: Presence/absence of the pelvic trait. NA for the classification (FV-419) dataset, since it is only used for identification. 1 indicates presence and 0 indicates absence. This is only used for trait identification.
  • barbel: Presence/absence of the barbel trait. NA for the classification (FV-419) dataset, since it is only used for identification. 1 indicates presence and 0 indicates absence. This is used for trait identification.
  • multiple_dorsal_fin: Presence/absence of the dorsal fin trait. NA for the classification (FV-419) dataset, since it is only used for identification. 1 indicates presence, 0 indicates absence and -1 indicates unknown. This is used for trait identification.

Data Splits

For each task (or subset), the split is indicated by the CSV name (e.g., classification_<split>.csv). More information is provided in Data Instances, above.

Example Code to Use the Segmentation Dataset

We provide an example code to use the FV-1200 segmentation dataset for convenience of users. Please install pillow, numpy, pandas and matplotlib before trying the code:

from PIL import Image
import os 
import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
import json

# Set the the fish_vista_repo_dir to the path of your cloned fish-vista HF repository. This code assumes you are running from within the fish-vista directory
fish_vista_repo_dir = '.'

# segmentation_masks/images contains the annotated segmentation maps for the traits. 
# If image filename is <image_filename>.jpg, the corresponding annotation is contained in segmentation_masks/images/<image_filename>.png 
seg_mask_path = os.path.join(fish_vista_repo_dir, 'segmentation_masks/images')

# seg_id_trait_map.json maps the annotation id to the corresponding trait name.
# For example, pixels annotated with 1 correspond to the trait: 'Head'
id_trait_map_file = os.path.join(fish_vista_repo_dir, 'segmentation_masks/seg_id_trait_map.json')
with open(id_trait_map_file, 'r') as f:
    id_trait_map = json.load(f)

# Read a segmentation csv file
train_path = os.path.join(fish_vista_repo_dir, 'segmentation_train.csv')
train_df = pd.read_csv(train_path)

# Get image and segmentation mask of image at index 'idx'
idx = 0
img_filename = train_df.iloc[idx].filename
img_mask_filename = os.path.splitext(img_filename)[0]+'.png'
# Load and view the mask 
img_mask = Image.open(os.path.join(seg_mask_path, img_mask_filename))
plt.imshow(img_mask)

# List the traits that are present in this image
img_mask_arr = np.asarray(img_mask)
print([id_trait_map[str(trait_id)] for trait_id in np.unique(img_mask_arr)])

Dataset Details

Dataset Description

The Fish-Visual Trait Analysis (Fish-Vista) dataset is a large, annotated collection of 60K fish images spanning 1900 different species; it supports several challenging and biologically relevant tasks including species classification, trait identification, and trait segmentation. These images have been curated through a sophisticated data processing pipeline applied to a cumulative set of images obtained from various museum collections. Fish-Vista provides fine-grained labels of various visual traits present in each image. It also offers pixel-level annotations of 9 different traits for 2427 fish images, facilitating additional trait segmentation and localization tasks.

The Fish Vista dataset consists of museum fish images from Great Lakes Invasives Network (GLIN), iDigBio, and Morphbank databases. We acquired these images, along with associated metadata including the scientific species names, the taxonomical family the species belong to, and licensing information, from the Fish-AIR repository.

Supported Tasks and Leaderboards

Figure 2
Figure 2. Comparison of the fine-grained classification performance of different imbalanced classification methods.
Figure 3
Figure 3. Trait identification performance of different multi-label classification methods.

Languages

English

Dataset Creation

Curation Rationale

Fishes are integral to both ecological systems and economic sectors, and studying fish traits is crucial for understanding biodiversity patterns and macro-evolution trends. Currently available fish datasets tend to focus on species classification. They lack finer-grained labels for traits. When segmentation annotations are available in existing datasets, they tend to be for the entire specimen, allowing for segmenation of background, but not trait segmentation. The ultimate goal of Fish-Vista is to provide a clean, carefully curated, high-resolution dataset that can serve as a foundation for accelerating biological discoveries using advances in AI.

Source Data

Images and taxonomic labels were aggregated by Fish-AIR from

Phenoscape and FishBase were used to provide the information on traits at the species level.

Open Tree Taxonomy was used to standardize the species names provided by Fish-AIR.

Data Collection and Processing

Figure 4
Figure 4. An overview of the data processing and filtering pipeline used to obtain Fish-Vista.

We carefully curated a set of 60K images sourced from various museum collections through Fish-AIR, including Great Lakes Invasives Network (GLIN), iDigBio, and Morphbank. Our pipeline incorporates rigorous stages such as duplicate removal, metadata-driven filtering, cropping, background removal using the Segment Anything Model (SAM), and a final manual filtering phase. Fish-Vista supports several biologically meaningful tasks such as species classification, trait identification, and trait segmentation.

Annotations

Annotation process

Phenoscape and FishBase were used to provide the information on species-level traits (the species-trait matrix).

Open Tree Taxonomy was used to standardize the species names provided by Fish-AIR.

Image-level trait segmentations were manually annotated as described below.

The annotation process for the segmentation subset was led by Wasila Dahdul. She provided guidance and oversight to a team of three people from NEON, who used CVAT to label nine external traits in the images. These traits correspond to the following terms for anatomical structures in the UBERON anatomy ontology:

  1. Eye, UBERON_0000019
  2. Head, UBERON_0000033
  3. Barbel, UBERON_2000622
  4. Dorsal fin, UBERON_0003097
  5. Adipose fin, UBERON_2000251
  6. Pectoral fin, UBERON_0000151
  7. Pelvic fin, UBERON_0000152
  8. Anal fin, UBERON_4000163
  9. Caudal fin, UBERON_4000164

Personal and Sensitive Information

None

Considerations for Using the Data

Discussion of Biases and Other Known Limitations

  • This dataset is imbalanced and long tailed
  • It inherits biases inherent to museum images
  • Train sets may contain noisy images (in very small numbers)

Recommendations

Licensing Information

The source images in our dataset come with various licenses, mostly within the Creative Commons family. We provide license and citation information, including the source institution for each image, in our metadata CSV files available in the HuggingFace repository. Additionally, we attribute each image to the original FishAIR URL from which it was downloaded.

A small subset of our images (approximately 1k) from IDigBio are licensed under CC-BY-ND, which prohibits us from distributing processed versions of these images. Therefore, we do not publish these 1,000 images in the repository. Instead, we provide the URLs for downloading the original images and a processing script that can be applied to obtain the processed versions we use.

Our dataset is licensed under CC-BY-NC 4.0. However, individual images within our dataset may have different licenses, which are specified in our CSV files.

Citation

If you use Fish-Vista in your research, please cite both our paper and the dataset. Please be sure to also cite the original data sources using the citations provided in metadata/data-bib.bib.

BibTeX:

Paper

@misc{mehrab2024fishvista,
      title={Fish-Vista: A Multi-Purpose Dataset for Understanding & Identification of Traits from Images}, 
      author={Kazi Sajeed Mehrab and M. Maruf and Arka Daw and Harish Babu Manogaran and Abhilash Neog and Mridul Khurana and Bahadir Altintas and Yasin Bakis and Elizabeth G Campolongo and Matthew J Thompson and Xiaojun Wang and Hilmar Lapp and Wei-Lun Chao and Paula M. Mabee and Henry L. Bart Jr. au2 and Wasila Dahdul and Anuj Karpatne},
      year={2024},
      eprint={2407.08027},
      archivePrefix={arXiv},
      primaryClass={cs.CV},
      url={https://arxiv.org/abs/2407.08027}, 
}

Data

@dataset{fishvistaData,
  title    = {Fish-Vista: A Multi-Purpose Dataset for Understanding & Identification of Traits from Images},
  author   = {Kazi Sajeed Mehrab and M. Maruf and Arka Daw and Harish Babu Manogaran and Abhilash Neog and Mridul Khurana and Bahadir Altintas and Yasin Bakış and Elizabeth G Campolongo and Matthew J Thompson and Xiaojun Wang and Hilmar Lapp and Wei-Lun Chao and Paula M. Mabee and Henry L. Bart Jr. and Wasila Dahdul and Anuj Karpatne},
  year     = {2024},
  url      = {https://huggingface.co/datasets/imageomics/fish-vista},
  doi      = {10.57967/hf/3471},
  publisher = {Hugging Face}
}

Acknowledgements

This work was supported by the Imageomics Institute, which is funded by the US National Science Foundation's Harnessing the Data Revolution (HDR) program under Award #2118240 (Imageomics: A New Frontier of Biological Information Powered by Knowledge-Guided Machine Learning). Any opinions, findings and conclusions or recommendations expressed in this material are those of the author(s) and do not necessarily reflect the views of the National Science Foundation. We would like to thank Shelley Riders, Jerry Tatum, and Cesar Ortiz and for segmentation data annotation.

Glossary

More Information

Dataset Card Authors

Kazi Sajeed Mehrab and Elizabeth G. Campolongo

Dataset Card Contact

[email protected]

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