photo_id
int64 16
387M
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stringlengths 7
42
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stringclasses 2
values | phylum
stringclasses 11
values | class
stringclasses 35
values | order
stringclasses 263
values | family
stringlengths 6
22
β | genus
stringlengths 2
21
β | species
stringlengths 1
26
| common_name
stringlengths 2
68
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stringclasses 3
values | photo_url
stringlengths 66
74
|
---|---|---|---|---|---|---|---|---|---|---|---|
22,295 | Steatoda grossa | Animalia | Arthropoda | Arachnida | Araneae | Theridiidae | Steatoda | grossa | False Black Widow | species | http://inaturalist-open-data.s3.amazonaws.com/photos/22295/medium.JPG |
22,296 | Steatoda grossa | Animalia | Arthropoda | Arachnida | Araneae | Theridiidae | Steatoda | grossa | False Black Widow | species | http://inaturalist-open-data.s3.amazonaws.com/photos/22296/medium.jpg |
22,617 | Uroctonus mordax | Animalia | Arthropoda | Arachnida | Scorpiones | Vaejovidae | Uroctonus | mordax | Western Forest Scorpion | species | http://inaturalist-open-data.s3.amazonaws.com/photos/22617/medium.jpg |
22,618 | Alopecosa kochi | Animalia | Arthropoda | Arachnida | Araneae | Lycosidae | Alopecosa | kochi | Koch's Wolf Spider | species | http://inaturalist-open-data.s3.amazonaws.com/photos/22618/medium.jpg |
22,704 | Uroctonus mordax | Animalia | Arthropoda | Arachnida | Scorpiones | Vaejovidae | Uroctonus | mordax | Western Forest Scorpion | species | http://inaturalist-open-data.s3.amazonaws.com/photos/22704/medium.jpg |
22,839 | Calisoga longitarsis | Animalia | Arthropoda | Arachnida | Araneae | Nemesiidae | Calisoga | longitarsis | False Tarantula | species | http://inaturalist-open-data.s3.amazonaws.com/photos/22839/medium.jpg |
22,840 | Arctosa littoralis | Animalia | Arthropoda | Arachnida | Araneae | Lycosidae | Arctosa | littoralis | Beach Wolf Spider | species | http://inaturalist-open-data.s3.amazonaws.com/photos/22840/medium.jpg |
22,841 | Arctosa littoralis | Animalia | Arthropoda | Arachnida | Araneae | Lycosidae | Arctosa | littoralis | Beach Wolf Spider | species | http://inaturalist-open-data.s3.amazonaws.com/photos/22841/medium.jpg |
23,047 | Pholcus phalangioides | Animalia | Arthropoda | Arachnida | Araneae | Pholcidae | Pholcus | phalangioides | Skull Spider | species | http://inaturalist-open-data.s3.amazonaws.com/photos/23047/medium.jpg |
23,048 | Pholcus phalangioides | Animalia | Arthropoda | Arachnida | Araneae | Pholcidae | Pholcus | phalangioides | Skull Spider | species | http://inaturalist-open-data.s3.amazonaws.com/photos/23048/medium.jpg |
23,926 | Hadrurus arizonensis | Animalia | Arthropoda | Arachnida | Scorpiones | Hadruridae | Hadrurus | arizonensis | Desert Hairy Scorpion | species | http://inaturalist-open-data.s3.amazonaws.com/photos/23926/medium.JPG |
24,360 | Menemerus bivittatus | Animalia | Arthropoda | Arachnida | Araneae | Salticidae | Menemerus | bivittatus | Gray Wall Jumper | species | http://inaturalist-open-data.s3.amazonaws.com/photos/24360/medium.jpg |
24,583 | Steatoda triangulosa | Animalia | Arthropoda | Arachnida | Araneae | Theridiidae | Steatoda | triangulosa | Triangulate Comb-foot | species | http://inaturalist-open-data.s3.amazonaws.com/photos/24583/medium.JPG |
24,584 | Steatoda triangulosa | Animalia | Arthropoda | Arachnida | Araneae | Theridiidae | Steatoda | triangulosa | Triangulate Comb-foot | species | http://inaturalist-open-data.s3.amazonaws.com/photos/24584/medium.JPG |
25,153 | Argiope argentata | Animalia | Arthropoda | Arachnida | Araneae | Araneidae | Argiope | argentata | Silver Garden Spider | species | http://inaturalist-open-data.s3.amazonaws.com/photos/25153/medium.jpg |
25,154 | Argiope argentata | Animalia | Arthropoda | Arachnida | Araneae | Araneidae | Argiope | argentata | Silver Garden Spider | species | http://inaturalist-open-data.s3.amazonaws.com/photos/25154/medium.jpg |
25,227 | Lyssomanes viridis | Animalia | Arthropoda | Arachnida | Araneae | Salticidae | Lyssomanes | viridis | Magnolia Green Jumper | species | http://inaturalist-open-data.s3.amazonaws.com/photos/25227/medium.jpg |
25,705 | Misumena vatia | Animalia | Arthropoda | Arachnida | Araneae | Thomisidae | Misumena | vatia | Goldenrod Crab Spider | species | http://inaturalist-open-data.s3.amazonaws.com/photos/25705/medium.JPG |
25,759 | Trichonephila senegalensis | Animalia | Arthropoda | Arachnida | Araneae | Nephilidae | Trichonephila | senegalensis | banded-legged golden orb-web spider | species | http://inaturalist-open-data.s3.amazonaws.com/photos/25759/medium.jpg |
26,527 | Ixodes pacificus | Animalia | Arthropoda | Arachnida | Ixodida | Ixodidae | Ixodes | pacificus | Western Blacklegged Tick | species | http://inaturalist-open-data.s3.amazonaws.com/photos/26527/medium.JPG |
27,250 | Calisoga longitarsis | Animalia | Arthropoda | Arachnida | Araneae | Nemesiidae | Calisoga | longitarsis | False Tarantula | species | http://inaturalist-open-data.s3.amazonaws.com/photos/27250/medium.jpg |
27,251 | Calisoga longitarsis | Animalia | Arthropoda | Arachnida | Araneae | Nemesiidae | Calisoga | longitarsis | False Tarantula | species | http://inaturalist-open-data.s3.amazonaws.com/photos/27251/medium.jpg |
29,449 | Phidippus johnsoni | Animalia | Arthropoda | Arachnida | Araneae | Salticidae | Phidippus | johnsoni | Johnson's Jumping Spider | species | http://inaturalist-open-data.s3.amazonaws.com/photos/29449/medium.jpg |
29,450 | Phidippus johnsoni | Animalia | Arthropoda | Arachnida | Araneae | Salticidae | Phidippus | johnsoni | Johnson's Jumping Spider | species | http://inaturalist-open-data.s3.amazonaws.com/photos/29450/medium.jpg |
29,451 | Phidippus johnsoni | Animalia | Arthropoda | Arachnida | Araneae | Salticidae | Phidippus | johnsoni | Johnson's Jumping Spider | species | http://inaturalist-open-data.s3.amazonaws.com/photos/29451/medium.jpg |
30,121 | Argiope australis | Animalia | Arthropoda | Arachnida | Araneae | Araneidae | Argiope | australis | Common Garden Orbweb Spider | species | http://inaturalist-open-data.s3.amazonaws.com/photos/30121/medium.jpg |
30,124 | Argiope australis | Animalia | Arthropoda | Arachnida | Araneae | Araneidae | Argiope | australis | Common Garden Orbweb Spider | species | http://inaturalist-open-data.s3.amazonaws.com/photos/30124/medium.jpg |
30,515 | Hyllus diardi | Animalia | Arthropoda | Arachnida | Araneae | Salticidae | Hyllus | diardi | Heavy Jumper | species | http://inaturalist-open-data.s3.amazonaws.com/photos/30515/medium.jpg |
30,520 | Crossopriza lyoni | Animalia | Arthropoda | Arachnida | Araneae | Pholcidae | Crossopriza | lyoni | Tailed Daddy Longlegs Spider | species | http://inaturalist-open-data.s3.amazonaws.com/photos/30520/medium.jpg |
30,614 | Castianeira thalia | Animalia | Arthropoda | Arachnida | Araneae | Corinnidae | Castianeira | thalia | Castianeira thalia | null | http://inaturalist-open-data.s3.amazonaws.com/photos/30614/medium.jpg |
30,615 | Castianeira thalia | Animalia | Arthropoda | Arachnida | Araneae | Corinnidae | Castianeira | thalia | Castianeira thalia | null | http://inaturalist-open-data.s3.amazonaws.com/photos/30615/medium.jpg |
30,616 | Castianeira thalia | Animalia | Arthropoda | Arachnida | Araneae | Corinnidae | Castianeira | thalia | Castianeira thalia | null | http://inaturalist-open-data.s3.amazonaws.com/photos/30616/medium.jpg |
30,652 | Dermacentor occidentalis | Animalia | Arthropoda | Arachnida | Ixodida | Ixodidae | Dermacentor | occidentalis | Pacific Coast Tick | species | http://inaturalist-open-data.s3.amazonaws.com/photos/30652/medium.jpg |
31,149 | Pelegrina aeneola | Animalia | Arthropoda | Arachnida | Araneae | Salticidae | Pelegrina | aeneola | Coppered White-cheeked Jumping Spider | species | http://inaturalist-open-data.s3.amazonaws.com/photos/31149/medium.JPG |
33,183 | Platycryptus undatus | Animalia | Arthropoda | Arachnida | Araneae | Salticidae | Platycryptus | undatus | Tan Jumping Spider | species | http://inaturalist-open-data.s3.amazonaws.com/photos/33183/medium.jpg |
34,568 | Araneus diadematus | Animalia | Arthropoda | Arachnida | Araneae | Araneidae | Araneus | diadematus | Cross Orbweaver | species | http://inaturalist-open-data.s3.amazonaws.com/photos/34568/medium.jpg |
34,585 | Misumena vatia | Animalia | Arthropoda | Arachnida | Araneae | Thomisidae | Misumena | vatia | Goldenrod Crab Spider | species | http://inaturalist-open-data.s3.amazonaws.com/photos/34585/medium.jpg |
34,590 | Araniella displicata | Animalia | Arthropoda | Arachnida | Araneae | Araneidae | Araniella | displicata | Six-spotted Orbweaver | species | http://inaturalist-open-data.s3.amazonaws.com/photos/34590/medium.jpg |
34,636 | Argiope aemula | Animalia | Arthropoda | Arachnida | Araneae | Araneidae | Argiope | aemula | Oval St. Andrew's Cross Spider | species | http://inaturalist-open-data.s3.amazonaws.com/photos/34636/medium.jpg |
34,676 | Diplocentrus spitzeri | Animalia | Arthropoda | Arachnida | Scorpiones | Diplocentridae | Diplocentrus | spitzeri | Spitzer's Scorpion | species | http://inaturalist-open-data.s3.amazonaws.com/photos/34676/medium.jpg |
34,711 | Phidippus johnsoni | Animalia | Arthropoda | Arachnida | Araneae | Salticidae | Phidippus | johnsoni | Johnson's Jumping Spider | species | http://inaturalist-open-data.s3.amazonaws.com/photos/34711/medium.jpg |
34,798 | Opisthacanthus elatus | Animalia | Arthropoda | Arachnida | Scorpiones | Hormuridae | Opisthacanthus | elatus | Opisthacanthus elatus | null | http://inaturalist-open-data.s3.amazonaws.com/photos/34798/medium.jpg |
34,834 | Paraphrynus laevifrons | Animalia | Arthropoda | Arachnida | Amblypygi | Phrynidae | Paraphrynus | laevifrons | Paraphrynus laevifrons | null | http://inaturalist-open-data.s3.amazonaws.com/photos/34834/medium.jpg |
35,035 | Pisaurina mira | Animalia | Arthropoda | Arachnida | Araneae | Pisauridae | Pisaurina | mira | American Nursery Web Spider | species | http://inaturalist-open-data.s3.amazonaws.com/photos/35035/medium.jpg |
35,036 | Pisaurina mira | Animalia | Arthropoda | Arachnida | Araneae | Pisauridae | Pisaurina | mira | American Nursery Web Spider | species | http://inaturalist-open-data.s3.amazonaws.com/photos/35036/medium.jpg |
35,043 | Dolomedes tenebrosus | Animalia | Arthropoda | Arachnida | Araneae | Pisauridae | Dolomedes | tenebrosus | Dark Fishing Spider | species | http://inaturalist-open-data.s3.amazonaws.com/photos/35043/medium.jpg |
38,926 | Dermacentor variabilis | Animalia | Arthropoda | Arachnida | Ixodida | Ixodidae | Dermacentor | variabilis | American Dog Tick | species | http://inaturalist-open-data.s3.amazonaws.com/photos/38926/medium.jpg |
36,014 | Ixodes pacificus | Animalia | Arthropoda | Arachnida | Ixodida | Ixodidae | Ixodes | pacificus | Western Blacklegged Tick | species | http://inaturalist-open-data.s3.amazonaws.com/photos/36014/medium.JPG |
90,585,250 | Phalangium opilio | Animalia | Arthropoda | Arachnida | Opiliones | Phalangiidae | Phalangium | opilio | European Harvestman | species | http://inaturalist-open-data.s3.amazonaws.com/photos/90585250/medium.jpeg |
90,585,265 | Phalangium opilio | Animalia | Arthropoda | Arachnida | Opiliones | Phalangiidae | Phalangium | opilio | European Harvestman | species | http://inaturalist-open-data.s3.amazonaws.com/photos/90585265/medium.jpeg |
36,587 | Dermacentor variabilis | Animalia | Arthropoda | Arachnida | Ixodida | Ixodidae | Dermacentor | variabilis | American Dog Tick | species | http://inaturalist-open-data.s3.amazonaws.com/photos/36587/medium.jpg |
37,726 | Dermacentor variabilis | Animalia | Arthropoda | Arachnida | Ixodida | Ixodidae | Dermacentor | variabilis | American Dog Tick | species | http://inaturalist-open-data.s3.amazonaws.com/photos/37726/medium.jpg |
37,727 | Dermacentor variabilis | Animalia | Arthropoda | Arachnida | Ixodida | Ixodidae | Dermacentor | variabilis | American Dog Tick | species | http://inaturalist-open-data.s3.amazonaws.com/photos/37727/medium.jpg |
38,219 | Argiope argentata | Animalia | Arthropoda | Arachnida | Araneae | Araneidae | Argiope | argentata | Silver Garden Spider | species | http://inaturalist-open-data.s3.amazonaws.com/photos/38219/medium.jpg |
38,241 | Lycosa erythrognatha | Animalia | Arthropoda | Arachnida | Araneae | Lycosidae | Lycosa | erythrognatha | Lycosa erythrognatha | null | http://inaturalist-open-data.s3.amazonaws.com/photos/38241/medium.jpg |
38,242 | Trechona venosa | Animalia | Arthropoda | Arachnida | Araneae | Dipluridae | Trechona | venosa | Trechona venosa | null | http://inaturalist-open-data.s3.amazonaws.com/photos/38242/medium.jpg |
42,054 | Peucetia rubrolineata | Animalia | Arthropoda | Arachnida | Araneae | Oxyopidae | Peucetia | rubrolineata | Peucetia rubrolineata | null | http://inaturalist-open-data.s3.amazonaws.com/photos/42054/medium.jpg |
42,874 | Tetragnatha quasimodo | Animalia | Arthropoda | Arachnida | Araneae | Tetragnathidae | Tetragnatha | quasimodo | Tetragnatha quasimodo | null | http://inaturalist-open-data.s3.amazonaws.com/photos/42874/medium.jpg |
43,161 | Misumena vatia | Animalia | Arthropoda | Arachnida | Araneae | Thomisidae | Misumena | vatia | Goldenrod Crab Spider | species | http://inaturalist-open-data.s3.amazonaws.com/photos/43161/medium.jpg |
43,162 | Misumena vatia | Animalia | Arthropoda | Arachnida | Araneae | Thomisidae | Misumena | vatia | Goldenrod Crab Spider | species | http://inaturalist-open-data.s3.amazonaws.com/photos/43162/medium.jpg |
43,564 | Trachelopachys gracilis | Animalia | Arthropoda | Arachnida | Araneae | Trachelidae | Trachelopachys | gracilis | Trachelopachys gracilis | null | http://inaturalist-open-data.s3.amazonaws.com/photos/43564/medium.jpg |
43,565 | Trachelopachys gracilis | Animalia | Arthropoda | Arachnida | Araneae | Trachelidae | Trachelopachys | gracilis | Trachelopachys gracilis | null | http://inaturalist-open-data.s3.amazonaws.com/photos/43565/medium.jpg |
43,566 | Trachelopachys gracilis | Animalia | Arthropoda | Arachnida | Araneae | Trachelidae | Trachelopachys | gracilis | Trachelopachys gracilis | null | http://inaturalist-open-data.s3.amazonaws.com/photos/43566/medium.jpg |
43,567 | Trachelopachys gracilis | Animalia | Arthropoda | Arachnida | Araneae | Trachelidae | Trachelopachys | gracilis | Trachelopachys gracilis | null | http://inaturalist-open-data.s3.amazonaws.com/photos/43567/medium.jpg |
43,568 | Trachelopachys gracilis | Animalia | Arthropoda | Arachnida | Araneae | Trachelidae | Trachelopachys | gracilis | Trachelopachys gracilis | null | http://inaturalist-open-data.s3.amazonaws.com/photos/43568/medium.jpg |
43,569 | Trachelopachys gracilis | Animalia | Arthropoda | Arachnida | Araneae | Trachelidae | Trachelopachys | gracilis | Trachelopachys gracilis | null | http://inaturalist-open-data.s3.amazonaws.com/photos/43569/medium.jpg |
43,570 | Trachelopachys gracilis | Animalia | Arthropoda | Arachnida | Araneae | Trachelidae | Trachelopachys | gracilis | Trachelopachys gracilis | null | http://inaturalist-open-data.s3.amazonaws.com/photos/43570/medium.jpg |
43,571 | Trachelopachys gracilis | Animalia | Arthropoda | Arachnida | Araneae | Trachelidae | Trachelopachys | gracilis | Trachelopachys gracilis | null | http://inaturalist-open-data.s3.amazonaws.com/photos/43571/medium.jpg |
43,572 | Trachelopachys gracilis | Animalia | Arthropoda | Arachnida | Araneae | Trachelidae | Trachelopachys | gracilis | Trachelopachys gracilis | null | http://inaturalist-open-data.s3.amazonaws.com/photos/43572/medium.jpg |
43,573 | Trachelopachys gracilis | Animalia | Arthropoda | Arachnida | Araneae | Trachelidae | Trachelopachys | gracilis | Trachelopachys gracilis | null | http://inaturalist-open-data.s3.amazonaws.com/photos/43573/medium.jpg |
43,574 | Trachelopachys gracilis | Animalia | Arthropoda | Arachnida | Araneae | Trachelidae | Trachelopachys | gracilis | Trachelopachys gracilis | null | http://inaturalist-open-data.s3.amazonaws.com/photos/43574/medium.jpg |
43,575 | Trachelopachys gracilis | Animalia | Arthropoda | Arachnida | Araneae | Trachelidae | Trachelopachys | gracilis | Trachelopachys gracilis | null | http://inaturalist-open-data.s3.amazonaws.com/photos/43575/medium.jpg |
43,576 | Trachelopachys gracilis | Animalia | Arthropoda | Arachnida | Araneae | Trachelidae | Trachelopachys | gracilis | Trachelopachys gracilis | null | http://inaturalist-open-data.s3.amazonaws.com/photos/43576/medium.jpg |
43,577 | Trachelopachys gracilis | Animalia | Arthropoda | Arachnida | Araneae | Trachelidae | Trachelopachys | gracilis | Trachelopachys gracilis | null | http://inaturalist-open-data.s3.amazonaws.com/photos/43577/medium.jpg |
43,578 | Trachelopachys gracilis | Animalia | Arthropoda | Arachnida | Araneae | Trachelidae | Trachelopachys | gracilis | Trachelopachys gracilis | null | http://inaturalist-open-data.s3.amazonaws.com/photos/43578/medium.jpg |
43,579 | Trachelopachys gracilis | Animalia | Arthropoda | Arachnida | Araneae | Trachelidae | Trachelopachys | gracilis | Trachelopachys gracilis | null | http://inaturalist-open-data.s3.amazonaws.com/photos/43579/medium.jpg |
43,580 | Trachelopachys gracilis | Animalia | Arthropoda | Arachnida | Araneae | Trachelidae | Trachelopachys | gracilis | Trachelopachys gracilis | null | http://inaturalist-open-data.s3.amazonaws.com/photos/43580/medium.jpg |
43,581 | Trachelopachys gracilis | Animalia | Arthropoda | Arachnida | Araneae | Trachelidae | Trachelopachys | gracilis | Trachelopachys gracilis | null | http://inaturalist-open-data.s3.amazonaws.com/photos/43581/medium.jpg |
44,015 | Leiobunum vittatum | Animalia | Arthropoda | Arachnida | Opiliones | Sclerosomatidae | Leiobunum | vittatum | Eastern Harvestman | species | http://inaturalist-open-data.s3.amazonaws.com/photos/44015/medium.jpg |
44,016 | Leiobunum vittatum | Animalia | Arthropoda | Arachnida | Opiliones | Sclerosomatidae | Leiobunum | vittatum | Eastern Harvestman | species | http://inaturalist-open-data.s3.amazonaws.com/photos/44016/medium.jpg |
47,899 | Philodromus rufus | Animalia | Arthropoda | Arachnida | Araneae | Philodromidae | Philodromus | rufus | Red Running Crab Spider | species | http://inaturalist-open-data.s3.amazonaws.com/photos/47899/medium.jpg |
47,900 | Philodromus rufus | Animalia | Arthropoda | Arachnida | Araneae | Philodromidae | Philodromus | rufus | Red Running Crab Spider | species | http://inaturalist-open-data.s3.amazonaws.com/photos/47900/medium.jpg |
45,125 | Paraphidippus aurantius | Animalia | Arthropoda | Arachnida | Araneae | Salticidae | Paraphidippus | aurantius | Golden Jumping Spider | species | http://inaturalist-open-data.s3.amazonaws.com/photos/45125/medium.jpg |
45,118 | Paraphidippus aurantius | Animalia | Arthropoda | Arachnida | Araneae | Salticidae | Paraphidippus | aurantius | Golden Jumping Spider | species | http://inaturalist-open-data.s3.amazonaws.com/photos/45118/medium.jpg |
45,126 | Paraphidippus aurantius | Animalia | Arthropoda | Arachnida | Araneae | Salticidae | Paraphidippus | aurantius | Golden Jumping Spider | species | http://inaturalist-open-data.s3.amazonaws.com/photos/45126/medium.jpg |
46,232 | Misumena vatia | Animalia | Arthropoda | Arachnida | Araneae | Thomisidae | Misumena | vatia | Goldenrod Crab Spider | species | http://inaturalist-open-data.s3.amazonaws.com/photos/46232/medium.JPG |
46,233 | Misumena vatia | Animalia | Arthropoda | Arachnida | Araneae | Thomisidae | Misumena | vatia | Goldenrod Crab Spider | species | http://inaturalist-open-data.s3.amazonaws.com/photos/46233/medium.JPG |
46,265 | Argiope aurantia | Animalia | Arthropoda | Arachnida | Araneae | Araneidae | Argiope | aurantia | Yellow Garden Spider | species | http://inaturalist-open-data.s3.amazonaws.com/photos/46265/medium.jpg |
46,276 | Argiope aurantia | Animalia | Arthropoda | Arachnida | Araneae | Araneidae | Argiope | aurantia | Yellow Garden Spider | species | http://inaturalist-open-data.s3.amazonaws.com/photos/46276/medium.jpg |
46,664 | Parabuthus raudus | Animalia | Arthropoda | Arachnida | Scorpiones | Buthidae | Parabuthus | raudus | Rough Thick-tailed Scorpion | species | http://inaturalist-open-data.s3.amazonaws.com/photos/46664/medium.jpg |
46,665 | Zeria monteiri | Animalia | Arthropoda | Arachnida | Solifugae | Solpugidae | Zeria | monteiri | Pale Moon Spider | species | http://inaturalist-open-data.s3.amazonaws.com/photos/46665/medium.jpg |
46,666 | Zeria monteiri | Animalia | Arthropoda | Arachnida | Solifugae | Solpugidae | Zeria | monteiri | Pale Moon Spider | species | http://inaturalist-open-data.s3.amazonaws.com/photos/46666/medium.jpg |
46,965 | Aceria brachytarsa | Animalia | Arthropoda | Arachnida | Sarcoptiformes | Eriophyidae | Aceria | brachytarsa | California Black Walnut Pouch Gall Mite | species | http://inaturalist-open-data.s3.amazonaws.com/photos/46965/medium.JPG |
46,966 | Aceria brachytarsa | Animalia | Arthropoda | Arachnida | Sarcoptiformes | Eriophyidae | Aceria | brachytarsa | California Black Walnut Pouch Gall Mite | species | http://inaturalist-open-data.s3.amazonaws.com/photos/46966/medium.JPG |
46,967 | Aceria brachytarsa | Animalia | Arthropoda | Arachnida | Sarcoptiformes | Eriophyidae | Aceria | brachytarsa | California Black Walnut Pouch Gall Mite | species | http://inaturalist-open-data.s3.amazonaws.com/photos/46967/medium.JPG |
46,968 | Aceria brachytarsa | Animalia | Arthropoda | Arachnida | Sarcoptiformes | Eriophyidae | Aceria | brachytarsa | California Black Walnut Pouch Gall Mite | species | http://inaturalist-open-data.s3.amazonaws.com/photos/46968/medium.JPG |
47,681 | Avicularia rufa | Animalia | Arthropoda | Arachnida | Araneae | Theraphosidae | Avicularia | rufa | Yellow-banded Pinktoe Tarantula | species | http://inaturalist-open-data.s3.amazonaws.com/photos/47681/medium.jpg |
47,682 | Avicularia rufa | Animalia | Arthropoda | Arachnida | Araneae | Theraphosidae | Avicularia | rufa | Yellow-banded Pinktoe Tarantula | species | http://inaturalist-open-data.s3.amazonaws.com/photos/47682/medium.jpg |
48,151 | Neoscona crucifera | Animalia | Arthropoda | Arachnida | Araneae | Araneidae | Neoscona | crucifera | Hentz's Orbweaver | species | http://inaturalist-open-data.s3.amazonaws.com/photos/48151/medium.jpg |
48,156 | Neoscona crucifera | Animalia | Arthropoda | Arachnida | Araneae | Araneidae | Neoscona | crucifera | Hentz's Orbweaver | species | http://inaturalist-open-data.s3.amazonaws.com/photos/48156/medium.jpg |
BioTrove: A Large Curated Image Dataset Enabling AI for Biodiversity
Description
See the BioTrove dataset card on HuggingFace to access the main BioTrove
dataset (161.9M)
BioTrove comprises well-processed metadata with full taxa information and URLs pointing to image files. The metadata can be used to filter specific categories, visualize data distribution, and manage imbalance effectively. We provide a collection of software tools that enable users to easily download, access, and manipulate the dataset.
BioTrove-Train Dataset (40M)
BioTrove-Train
comprises over 40M
image samples and 33K
species across 7
taxonomic groups- seven taxonomic categories: Aves, Arachnida, Insecta, Plantae, Fungi, Mollusca, and Reptilia.
These taxonomic categories were chosen due to their significant impact on biodiversity and agricultural ecosystems, as well as their relative underrepresentation in standard image recognition models/foundation models.
Overall, this dataset nearly matches the state-of-the-art curated dataset (TREEOFLIFE-10M) in terms of species diversity, while comfortably exceeding it in terms of scale by a factor of nearly 4 times.
New Benchmark Datasets
We created three new benchmark datasets for fine-grained image classification. In addition, we provide a new benchmark dataset for species recognition across various developmental Life-stages.
BioTrove-Balanced
For balanced species distribution across the 7 categories, we curated BioTrove-Balanced
. Each category includes up to 500 species, with 50 images per species, totaling of ~112K
image samples.
BioTrove-Unseen
To provide a robust benchmark for evaluating the generalization capability of models on unseen species, we curated BioTrove-Unseen
. The test dataset was constructed by identifying species with fewer than 30 instances in BioTrove, ensuring that the dataset contains species that were unseen by BioTrove-CLIP. Each species contained 10 images, totaling of ~11.9K
image samples.
BioTrove-LifeStages
To assess the modelβs ability to recognize species across various developmental stages, we curated BioTrove-LifeStages
. This dataset has 20 labels in total and focuses on insects, since these species often exhibit significant visual differences across their lifespan. BioTrove-LifeStages contains five insect species and utilized the observation export feature on the iNaturalist platform to collect data from Feb 1, 2024 to May 20, 2024 to ensure no overlap with the training dataset. For each species, life stage filters (egg, larva, pupa, or adult) were applied.
Dataset Information
- Full Taxa Information: Detailed metadata, including taxonomic hierarchy and image URLs.
- Comprehensive Metadata: Enables filtering, visualization, and effective management of data imbalance.
- Software Tools: Collection of tools for easy dataset access, download, and manipulation.
- Balanced Species Distribution: Up to 500 species per category with 50 images per species.
- Unseen Species Benchmark: Includes species with fewer than 30 instances to evaluate generalization capability.
- Life Stages Dataset: Focuses on insects across various developmental stages.
BioTrove-CLIP Models
See the BioTrove-CLIP model card on HuggingFace to download the trained model checkpoints
We released three trained model checkpoints in the BioTrove-CLIP model card on HuggingFace. These CLIP-style models were trained on BioTrove-Train for the following configurations:
- BioTrove-CLIP-O: Trained a ViT-B/16 backbone initialized from the OpenCLIP's checkpoint. The training was conducted for 40 epochs.
- BioTrove-CLIP-B: Trained a ViT-B/16 backbone initialized from the BioCLIP's checkpoint. The training was conducted for 8 epochs.
- BioTrove-CLIP-M: Trained a ViT-L/14 backbone initialized from the MetaCLIP's checkpoint. The training was conducted for 12 epochs.
Usage
To start using the BioTrove dataset, follow the instructions provided in the GitHub. Model checkpoints are shared in the BioTrove-CLIP HuggingFace Model card. Metadata files are included in the Directory. Please download the metadata from the Directory and pre-process the data using the biotrove_process PyPI library. The instructions to use the library can be found in here. The Readme file contains the detailed description of data preparation steps.
Directory
main/
βββ BioTrove/
β βββ chunk_0.csv
β βββ chunk_0.parquet
β βββ chunk_1.parquet
β βββ .
β βββ .
β βββ .
β βββ chunk_2692.parquet
βββ BioTrove-benchmark/
β βββ BioTrove-Balanced.csv
β βββ BioTrove-Balanced.parquet
β βββ BioTrove-Lifestages.csv
β βββ BioTrove-Lifestages.parquet
β βββ BioTrove-Unseen.csv
β βββBioTrove-Unseen.parquet
βββREADME.md
βββ.gitignore
Acknowledgements
This work was supported by the AI Research Institutes program supported by the NSF and USDA-NIFA under AI Institute: for Resilient Agriculture, Award No. 2021-67021-35329. This was also partly supported by the NSF under CPS Frontier grant CNS-1954556. Also, we gratefully acknowledge the support of NYU IT High Performance Computing resources, services, and staff expertise.
Citation
If you find this dataset useful in your research, please consider citing our paper:@misc{yang2024BioTrovelargemultimodaldataset,
title={BioTrove: A Large Multimodal Dataset Enabling AI for Biodiversity},
author={Chih-Hsuan Yang, Benjamin Feuer, Zaki Jubery, Zi K. Deng, Andre Nakkab,
Md Zahid Hasan, Shivani Chiranjeevi, Kelly Marshall, Nirmal Baishnab, Asheesh K Singh,
Arti Singh, Soumik Sarkar, Nirav Merchant, Chinmay Hegde, Baskar Ganapathysubramanian},
year={2024},
eprint={2406.17720},
archivePrefix={arXiv},
primaryClass={cs.CV},
url={https://arxiv.org/abs/2406.17720},
}
For more details and access to the dataset, please visit the Project Page.
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