new biggan_all json

5 files changed, 2634 insertions, 646 deletions

diff --git a/inversion/categories/biggan_all.json b/inversion/categories/biggan_all.json
new file mode 100644
index 0000000..5832024
--- /dev/null
+++ b/inversion/categories/biggan_all.json
@@ -0,0 +1,1095 @@
+{
+  "animate": {
+    "bears": {
+      "american black bear, black bear, ursus americanus, euarctos americanus": 295, 
+      "brown bear, bruin, ursus arctos": 294, 
+      "giant panda, panda, panda bear, coon bear, ailuropoda melanoleuca": 388, 
+      "ice bear, polar bear, ursus maritimus, thalarctos maritimus": 296, 
+      "koala, koala bear, kangaroo bear, native bear, phascolarctos cinereus": 105, 
+      "lesser panda, red panda, panda, bear cat, cat bear, ailurus fulgens": 387, 
+      "sloth bear, melursus ursinus, ursus ursinus": 297
+    }, 
+    "beetles": {
+      "dung beetle": 305, 
+      "ground beetle, carabid beetle": 302, 
+      "ladybug, ladybeetle, lady beetle, ladybird, ladybird beetle": 301, 
+      "leaf beetle, chrysomelid": 304, 
+      "long-horned beetle, longicorn, longicorn beetle": 303, 
+      "rhinoceros beetle": 306, 
+      "tiger beetle": 300, 
+      "weevil": 307
+    }, 
+    "birds": {
+      "african grey, african gray, psittacus erithacus": 87, 
+      "albatross, mollymawk": 146, 
+      "american coot, marsh hen, mud hen, water hen, fulica americana": 137, 
+      "american egret, great white heron, egretta albus": 132, 
+      "bald eagle, american eagle, haliaeetus leucocephalus": 22, 
+      "bee eater": 92, 
+      "bittern": 133, 
+      "black grouse": 80, 
+      "black stork, ciconia nigra": 128, 
+      "black swan, cygnus atratus": 100, 
+      "brambling, fringilla montifringilla": 10, 
+      "bulbul": 16, 
+      "bustard": 138, 
+      "chickadee": 19, 
+      "cock": 7, 
+      "coucal": 91, 
+      "crane": 134, 
+      "dowitcher": 142, 
+      "drake": 97, 
+      "european gallinule, porphyrio porphyrio": 136, 
+      "flamingo": 130, 
+      "goldfinch, carduelis carduelis": 11, 
+      "goose": 99, 
+      "great grey owl, great gray owl, strix nebulosa": 24, 
+      "hen": 8, 
+      "hornbill": 93, 
+      "house finch, linnet, carpodacus mexicanus": 12, 
+      "hummingbird": 94, 
+      "indigo bunting, indigo finch, indigo bird, passerina cyanea": 14, 
+      "jacamar": 95, 
+      "jay": 17, 
+      "junco, snowbird": 13, 
+      "king penguin, aptenodytes patagonica": 145, 
+      "kite": 21, 
+      "limpkin, aramus pictus": 135, 
+      "little blue heron, egretta caerulea": 131, 
+      "lorikeet": 90, 
+      "macaw": 88, 
+      "magpie": 18, 
+      "ostrich, struthio camelus": 9, 
+      "oystercatcher, oyster catcher": 143, 
+      "partridge": 86, 
+      "peacock": 84, 
+      "pelican": 144, 
+      "prairie chicken, prairie grouse, prairie fowl": 83, 
+      "ptarmigan": 81, 
+      "quail": 85, 
+      "red-backed sandpiper, dunlin, erolia alpina": 140, 
+      "red-breasted merganser, mergus serrator": 98, 
+      "redshank, tringa totanus": 141, 
+      "robin, american robin, turdus migratorius": 15, 
+      "ruddy turnstone, arenaria interpres": 139, 
+      "ruffed grouse, partridge, bonasa umbellus": 82, 
+      "spoonbill": 129, 
+      "sulphur-crested cockatoo, kakatoe galerita, cacatua galerita": 89, 
+      "toucan": 96, 
+      "vulture": 23, 
+      "water ouzel, dipper": 20, 
+      "white stork, ciconia ciconia": 127
+    }, 
+    "butterflies": {
+      "cabbage butterfly": 324, 
+      "lycaenid, lycaenid butterfly": 326, 
+      "monarch, monarch butterfly, milkweed butterfly, danaus plexippus": 323, 
+      "ringlet, ringlet butterfly": 322, 
+      "sulphur butterfly, sulfur butterfly": 325
+    }, 
+    "cats": {
+      "cheetah, chetah, acinonyx jubatus": 293, 
+      "cougar, puma, catamount, mountain lion, painter, panther, felis concolor": 286, 
+      "egyptian cat": 285, 
+      "jaguar, panther, panthera onca, felis onca": 290, 
+      "leopard, panthera pardus": 288, 
+      "lion, king of beasts, panthera leo": 291, 
+      "lynx, catamount": 287, 
+      "persian cat": 283, 
+      "siamese cat, siamese": 284, 
+      "snow leopard, ounce, panthera uncia": 289, 
+      "tabby, tabby cat": 281, 
+      "tiger cat": 282, 
+      "tiger, panthera tigris": 292
+    }, 
+    "crabs": {
+      "american lobster, northern lobster, maine lobster, homarus americanus": 122, 
+      "crayfish, crawfish, crawdad, crawdaddy": 124, 
+      "dungeness crab, cancer magister": 118, 
+      "fiddler crab": 120, 
+      "hermit crab": 125, 
+      "isopod": 126, 
+      "king crab, alaska crab, alaskan king crab, alaska king crab, paralithodes camtschatica": 121, 
+      "rock crab, cancer irroratus": 119, 
+      "spiny lobster, langouste, rock lobster, crawfish, crayfish, sea crawfish": 123
+    }, 
+    "dogs": {
+      "affenpinscher, monkey pinscher, monkey dog": 252, 
+      "afghan hound, afghan": 160, 
+      "airedale, airedale terrier": 191, 
+      "american staffordshire terrier, staffordshire terrier, american pit bull terrier, pit bull terrier": 180, 
+      "appenzeller": 240, 
+      "australian terrier": 193, 
+      "basenji": 253, 
+      "basset, basset hound": 161, 
+      "beagle": 162, 
+      "bedlington terrier": 181, 
+      "bernese mountain dog": 239, 
+      "black-and-tan coonhound": 165, 
+      "blenheim spaniel": 156, 
+      "bloodhound, sleuthhound": 163, 
+      "bluetick": 164, 
+      "border collie": 232, 
+      "border terrier": 182, 
+      "borzoi, russian wolfhound": 169, 
+      "boston bull, boston terrier": 195, 
+      "bouvier des flandres, bouviers des flandres": 233, 
+      "boxer": 242, 
+      "brabancon griffon": 262, 
+      "briard": 226, 
+      "brittany spaniel": 215, 
+      "bull mastiff": 243, 
+      "cairn, cairn terrier": 192, 
+      "cardigan, cardigan welsh corgi": 264, 
+      "chesapeake bay retriever": 209, 
+      "chihuahua": 151, 
+      "chow, chow chow": 260, 
+      "clumber, clumber spaniel": 216, 
+      "cocker spaniel, english cocker spaniel, cocker": 219, 
+      "collie": 231, 
+      "curly-coated retriever": 206, 
+      "dalmatian, coach dog, carriage dog": 251, 
+      "dandie dinmont, dandie dinmont terrier": 194, 
+      "doberman, doberman pinscher": 236, 
+      "english foxhound": 167, 
+      "english setter": 212, 
+      "english springer, english springer spaniel": 217, 
+      "entlebucher": 241, 
+      "eskimo dog, husky": 248, 
+      "flat-coated retriever": 205, 
+      "french bulldog": 245, 
+      "german shepherd, german shepherd dog, german police dog, alsatian": 235, 
+      "german short-haired pointer": 210, 
+      "giant schnauzer": 197, 
+      "golden retriever": 207, 
+      "gordon setter": 214, 
+      "great dane": 246, 
+      "great pyrenees": 257, 
+      "greater swiss mountain dog": 238, 
+      "groenendael": 224, 
+      "ibizan hound, ibizan podenco": 173, 
+      "irish setter, red setter": 213, 
+      "irish terrier": 184, 
+      "irish water spaniel": 221, 
+      "irish wolfhound": 170, 
+      "italian greyhound": 171, 
+      "japanese spaniel": 152, 
+      "keeshond": 261, 
+      "kelpie": 227, 
+      "kerry blue terrier": 183, 
+      "komondor": 228, 
+      "kuvasz": 222, 
+      "labrador retriever": 208, 
+      "lakeland terrier": 189, 
+      "leonberg": 255, 
+      "lhasa, lhasa apso": 204, 
+      "malamute, malemute, alaskan malamute": 249, 
+      "malinois": 225, 
+      "maltese dog, maltese terrier, maltese": 153, 
+      "mexican hairless": 268, 
+      "miniature pinscher": 237, 
+      "miniature poodle": 266, 
+      "miniature schnauzer": 196, 
+      "newfoundland, newfoundland dog": 256, 
+      "norfolk terrier": 185, 
+      "norwegian elkhound, elkhound": 174, 
+      "norwich terrier": 186, 
+      "old english sheepdog, bobtail": 229, 
+      "otterhound, otter hound": 175, 
+      "papillon": 157, 
+      "pekinese, pekingese, peke": 154, 
+      "pembroke, pembroke welsh corgi": 263, 
+      "pomeranian": 259, 
+      "pug, pug-dog": 254, 
+      "redbone": 168, 
+      "rhodesian ridgeback": 159, 
+      "rottweiler": 234, 
+      "saint bernard, st bernard": 247, 
+      "saluki, gazelle hound": 176, 
+      "samoyed, samoyede": 258, 
+      "schipperke": 223, 
+      "scotch terrier, scottish terrier, scottie": 199, 
+      "scottish deerhound, deerhound": 177, 
+      "sealyham terrier, sealyham": 190, 
+      "shetland sheepdog, shetland sheep dog, shetland": 230, 
+      "shih-tzu": 155, 
+      "siberian husky": 250, 
+      "silky terrier, sydney silky": 201, 
+      "soft-coated wheaten terrier": 202, 
+      "staffordshire bullterrier, staffordshire bull terrier": 179, 
+      "standard poodle": 267, 
+      "standard schnauzer": 198, 
+      "sussex spaniel": 220, 
+      "tibetan mastiff": 244, 
+      "tibetan terrier, chrysanthemum dog": 200, 
+      "toy poodle": 265, 
+      "toy terrier": 158, 
+      "vizsla, hungarian pointer": 211, 
+      "walker hound, walker foxhound": 166, 
+      "weimaraner": 178, 
+      "welsh springer spaniel": 218, 
+      "west highland white terrier": 203, 
+      "whippet": 172, 
+      "wire-haired fox terrier": 188, 
+      "yorkshire terrier": 187
+    }, 
+    "fish": {
+      "anemone fish": 393, 
+      "barracouta, snoek": 389, 
+      "coho, cohoe, coho salmon, blue jack, silver salmon, oncorhynchus kisutch": 391, 
+      "eel": 390, 
+      "electric ray, crampfish, numbfish, torpedo": 5, 
+      "gar, garfish, garpike, billfish, lepisosteus osseus": 395, 
+      "goldfish, carassius auratus": 1, 
+      "great white shark, white shark, man-eater, man-eating shark, carcharodon carcharias": 2, 
+      "hammerhead, hammerhead shark": 4, 
+      "lionfish": 396, 
+      "puffer, pufferfish, blowfish, globefish": 397, 
+      "rock beauty, holocanthus tricolor": 392, 
+      "stingray": 6, 
+      "sturgeon": 394, 
+      "tench, tinca tinca": 0, 
+      "tiger shark, galeocerdo cuvieri": 3
+    }, 
+    "flies": {
+      "admiral": 321, 
+      "damselfly": 320, 
+      "dragonfly, darning needle, devil's darning needle, sewing needle, snake feeder, snake doctor, mosquito hawk, skeeter hawk": 319, 
+      "fly": 308, 
+      "lacewing, lacewing fly": 318
+    }, 
+    "foxes": {
+      "arctic fox, white fox, alopex lagopus": 279, 
+      "grey fox, gray fox, urocyon cinereoargenteus": 280, 
+      "kit fox, vulpes macrotis": 278, 
+      "red fox, vulpes vulpes": 277
+    }, 
+    "frogs": {
+      "bullfrog, rana catesbeiana": 30, 
+      "tailed frog, bell toad, ribbed toad, tailed toad, ascaphus trui": 32, 
+      "tree frog, tree-frog": 31
+    }, 
+    "hominids": {
+      "baboon": 372, 
+      "capuchin, ringtail, cebus capucinus": 378, 
+      "chimpanzee, chimp, pan troglodytes": 367, 
+      "colobus, colobus monkey": 375, 
+      "gibbon, hylobates lar": 368, 
+      "gorilla, gorilla gorilla": 366, 
+      "guenon, guenon monkey": 370, 
+      "howler monkey, howler": 379, 
+      "indri, indris, indri indri, indri brevicaudatus": 384, 
+      "langur": 374, 
+      "macaque": 373, 
+      "madagascar cat, ring-tailed lemur, lemur catta": 383, 
+      "marmoset": 377, 
+      "orangutan, orang, orangutang, pongo pygmaeus": 365, 
+      "patas, hussar monkey, erythrocebus patas": 371, 
+      "proboscis monkey, nasalis larvatus": 376, 
+      "siamang, hylobates syndactylus, symphalangus syndactylus": 369, 
+      "spider monkey, ateles geoffroyi": 381, 
+      "squirrel monkey, saimiri sciureus": 382, 
+      "titi, titi monkey": 380
+    }, 
+    "lizards": {
+      "african chameleon, chamaeleo chamaeleon": 47, 
+      "african crocodile, nile crocodile, crocodylus niloticus": 49, 
+      "agama": 42, 
+      "alligator lizard": 44, 
+      "american alligator, alligator mississipiensis": 50, 
+      "american chameleon, anole, anolis carolinensis": 40, 
+      "axolotl, mud puppy, ambystoma mexicanum": 29, 
+      "banded gecko": 38, 
+      "common iguana, iguana, iguana iguana": 39, 
+      "common newt, triturus vulgaris": 26, 
+      "eft": 27, 
+      "european fire salamander, salamandra salamandra": 25, 
+      "frilled lizard, chlamydosaurus kingi": 43, 
+      "gila monster, heloderma suspectum": 45, 
+      "green lizard, lacerta viridis": 46, 
+      "komodo dragon, komodo lizard, dragon lizard, giant lizard, varanus komodoensis": 48, 
+      "spotted salamander, ambystoma maculatum": 28, 
+      "triceratops": 51, 
+      "whiptail, whiptail lizard": 41
+    }, 
+    "mammals (large)": {
+      "african elephant, loxodonta africana": 386, 
+      "arabian camel, dromedary, camelus dromedarius": 354, 
+      "bighorn, bighorn sheep, cimarron, rocky mountain bighorn, rocky mountain sheep, ovis canadensis": 349, 
+      "bison": 347, 
+      "gazelle": 353, 
+      "hartebeest": 351, 
+      "hippopotamus, hippo, river horse, hippopotamus amphibius": 344, 
+      "hog, pig, grunter, squealer, sus scrofa": 341, 
+      "ibex, capra ibex": 350, 
+      "impala, aepyceros melampus": 352, 
+      "indian elephant, elephas maximus": 385, 
+      "llama": 355, 
+      "ox": 345, 
+      "ram, tup": 348, 
+      "tusker": 101, 
+      "warthog": 343, 
+      "water buffalo, water ox, asiatic buffalo, bubalus bubalis": 346, 
+      "wild boar, boar, sus scrofa": 342, 
+      "zebra": 340
+    }, 
+    "mammals (small)": {
+      "angora, angora rabbit": 332, 
+      "armadillo": 363, 
+      "badger": 362, 
+      "beaver": 337, 
+      "black-footed ferret, ferret, mustela nigripes": 359, 
+      "echidna, spiny anteater, anteater": 102, 
+      "fox squirrel, eastern fox squirrel, sciurus niger": 335, 
+      "guinea pig, cavia cobaya": 338, 
+      "hamster": 333, 
+      "hare": 331, 
+      "marmot": 336, 
+      "meerkat, mierkat": 299, 
+      "mink": 357, 
+      "mongoose": 298, 
+      "otter": 360, 
+      "platypus, duckbill, duckbilled platypus, duck-billed platypus, ornithorhynchus anatinus": 103, 
+      "polecat, fitch, foulmart, foumart, mustela putorius": 358, 
+      "porcupine, hedgehog": 334, 
+      "skunk, polecat, wood pussy": 361, 
+      "sorrel": 339, 
+      "three-toed sloth, ai, bradypus tridactylus": 364, 
+      "wallaby, brush kangaroo": 104, 
+      "weasel": 356, 
+      "wombat": 106, 
+      "wood rabbit, cottontail, cottontail rabbit": 330
+    }, 
+    "other invertebrates": {
+      "ant, emmet, pismire": 310, 
+      "bee": 309, 
+      "centipede": 79, 
+      "cicada, cicala": 316, 
+      "cockroach, roach": 314, 
+      "cricket": 312, 
+      "grasshopper, hopper": 311, 
+      "leafhopper": 317, 
+      "mantis, mantid": 315, 
+      "tick": 78, 
+      "trilobite": 69, 
+      "walking stick, walkingstick, stick insect": 313
+    }, 
+    "sea invertebrates": {
+      "brain coral": 109, 
+      "conch": 112, 
+      "flatworm, platyhelminth": 110, 
+      "jellyfish": 107, 
+      "nematode, nematode worm, roundworm": 111, 
+      "sea anemone, anemone": 108, 
+      "sea cucumber, holothurian": 329, 
+      "sea slug, nudibranch": 115, 
+      "sea urchin": 328, 
+      "slug": 114, 
+      "starfish, sea star": 327
+    }, 
+    "snails": {
+      "chambered nautilus, pearly nautilus, nautilus": 117, 
+      "chiton, coat-of-mail shell, sea cradle, polyplacophore": 116, 
+      "snail": 113
+    }, 
+    "snakes": {
+      "boa constrictor, constrictor constrictor": 61, 
+      "diamondback, diamondback rattlesnake, crotalus adamanteus": 67, 
+      "garter snake, grass snake": 57, 
+      "green mamba": 64, 
+      "green snake, grass snake": 55, 
+      "hognose snake, puff adder, sand viper": 54, 
+      "horned viper, cerastes, sand viper, horned asp, cerastes cornutus": 66, 
+      "indian cobra, naja naja": 63, 
+      "king snake, kingsnake": 56, 
+      "night snake, hypsiglena torquata": 60, 
+      "ringneck snake, ring-necked snake, ring snake": 53, 
+      "rock python, rock snake, python sebae": 62, 
+      "sea snake": 65, 
+      "sidewinder, horned rattlesnake, crotalus cerastes": 68, 
+      "thunder snake, worm snake, carphophis amoenus": 52, 
+      "vine snake": 59, 
+      "water snake": 58
+    }, 
+    "spiders": {
+      "barn spider, araneus cavaticus": 73, 
+      "black and gold garden spider, argiope aurantia": 72, 
+      "black widow, latrodectus mactans": 75, 
+      "garden spider, aranea diademata": 74, 
+      "harvestman, daddy longlegs, phalangium opilio": 70, 
+      "scorpion": 71, 
+      "tarantula": 76, 
+      "wolf spider, hunting spider": 77
+    }, 
+    "turtles": {
+      "box turtle, box tortoise": 37, 
+      "leatherback turtle, leatherback, leathery turtle, dermochelys coriacea": 34, 
+      "loggerhead, loggerhead turtle, caretta caretta": 33, 
+      "mud turtle": 35, 
+      "terrapin": 36
+    }, 
+    "whales": {
+      "dugong, dugong dugon": 149, 
+      "grey whale, gray whale, devilfish, eschrichtius gibbosus, eschrichtius robustus": 147, 
+      "killer whale, killer, orca, grampus, sea wolf, orcinus orca": 148, 
+      "sea lion": 150
+    }, 
+    "wolves": {
+      "african hunting dog, hyena dog, cape hunting dog, lycaon pictus": 275, 
+      "coyote, prairie wolf, brush wolf, canis latrans": 272, 
+      "dhole, cuon alpinus": 274, 
+      "dingo, warrigal, warragal, canis dingo": 273, 
+      "hyena, hyaena": 276, 
+      "red wolf, maned wolf, canis rufus, canis niger": 271, 
+      "timber wolf, grey wolf, gray wolf, canis lupus": 269, 
+      "white wolf, arctic wolf, canis lupus tundrarum": 270
+    }
+  },
+  "inanimate": {
+    "buildings": {
+      "apiary, bee house": 410, 
+      "bakery, bakeshop, bakehouse": 415, 
+      "barbershop": 424, 
+      "barn": 425, 
+      "beacon, lighthouse, beacon light, pharos": 437, 
+      "birdhouse": 448, 
+      "boathouse": 449, 
+      "bookshop, bookstore, bookstall": 454, 
+      "breakwater, groin, groyne, mole, bulwark, seawall, jetty": 460, 
+      "butcher shop, meat market": 467, 
+      "carousel, carrousel, merry-go-round, roundabout, whirligig": 476, 
+      "castle": 483, 
+      "chainlink fence": 489, 
+      "cinema, movie theater, movie theatre, movie house, picture palace": 498, 
+      "cliff dwelling": 500, 
+      "confectionery, confectionary, candy store": 509, 
+      "crane": 517, 
+      "dam, dike, dyke": 525, 
+      "dock, dockage, docking facility": 536, 
+      "dome": 538, 
+      "drilling platform, offshore rig": 540, 
+      "fountain": 562, 
+      "greenhouse, nursery, glasshouse": 580, 
+      "grocery store, grocery, food market, market": 582, 
+      "library": 624, 
+      "lumbermill, sawmill": 634, 
+      "mailbox, letter box": 637, 
+      "maze, labyrinth": 646, 
+      "megalith, megalithic structure": 649, 
+      "mobile home, manufactured home": 660, 
+      "mountain tent": 672, 
+      "palace": 698, 
+      "park bench": 703, 
+      "patio, terrace": 706, 
+      "pedestal, plinth, footstall": 708, 
+      "picket fence, paling": 716, 
+      "planetarium": 727, 
+      "restaurant, eating house, eating place, eatery": 762, 
+      "shoe shop, shoe-shop, shoe store": 788, 
+      "shoji": 789, 
+      "steel arch bridge": 821, 
+      "stone wall": 825, 
+      "street sign": 919, 
+      "suspension bridge": 839, 
+      "thatch, thatched roof": 853, 
+      "tile roof": 858, 
+      "tobacco shop, tobacconist shop, tobacconist": 860, 
+      "toyshop": 865, 
+      "traffic light, traffic signal, stoplight": 920, 
+      "triumphal arch": 873, 
+      "viaduct": 888, 
+      "worm fence, snake fence, snake-rail fence, virginia fence": 912, 
+      "yurt": 915
+    }, 
+    "clothing": {
+      "abaya": 399, 
+      "academic gown, academic robe, judge's robe": 400, 
+      "apron": 411, 
+      "bath towel": 434, 
+      "bathing cap, swimming cap": 433, 
+      "bearskin, busby, shako": 439, 
+      "bib": 443, 
+      "bikini, two-piece": 445, 
+      "bolo tie, bolo, bola tie, bola": 451, 
+      "bonnet, poke bonnet": 452, 
+      "bow": 456, 
+      "bow tie, bow-tie, bowtie": 457, 
+      "brassiere, bra, bandeau": 459, 
+      "buckle": 464, 
+      "cardigan": 474, 
+      "christmas stocking": 496, 
+      "cloak": 501, 
+      "clog, geta, patten, sabot": 502, 
+      "cowboy boot": 514, 
+      "cowboy hat, ten-gallon hat": 515, 
+      "crash helmet": 518, 
+      "diaper, nappy, napkin": 529, 
+      "feather boa, boa": 552, 
+      "fur coat": 568, 
+      "gown": 578, 
+      "handkerchief, hankie, hanky, hankey": 591, 
+      "hoopskirt, crinoline": 601, 
+      "jean, blue jean, denim": 608, 
+      "jersey, t-shirt, tee shirt": 610, 
+      "kimono": 614, 
+      "knee pad": 615, 
+      "lab coat, laboratory coat": 617, 
+      "loafer": 630, 
+      "maillot": 638, 
+      "maillot, tank suit": 639, 
+      "mask": 643, 
+      "military uniform": 652, 
+      "miniskirt, mini": 655, 
+      "mitten": 658, 
+      "mortarboard": 667, 
+      "neck brace": 678, 
+      "necklace": 679, 
+      "overskirt": 689, 
+      "oxygen mask": 691, 
+      "pajama, pyjama, pj's, jammies": 697, 
+      "poncho": 735, 
+      "running shoe": 770, 
+      "sandal": 774, 
+      "sarong": 775, 
+      "shower cap": 793, 
+      "sock": 806, 
+      "sombrero": 808, 
+      "stole": 824, 
+      "suit, suit of clothes": 834, 
+      "sunglass": 836, 
+      "sunglasses, dark glasses, shades": 837, 
+      "sweatshirt": 841, 
+      "swimming trunks, bathing trunks": 842, 
+      "trench coat": 869, 
+      "velvet": 885, 
+      "windsor tie": 906, 
+      "wool, woolen, woollen": 911
+    }, 
+    "flowers": {
+      "buckeye, horse chestnut, conker": 990, 
+      "cardoon": 946, 
+      "daisy": 985, 
+      "hip, rose hip, rosehip": 989, 
+      "rapeseed": 984, 
+      "yellow lady's slipper, yellow lady-slipper, cypripedium calceolus, cypripedium parviflorum": 986
+    }, 
+    "fruits": {
+      "banana": 954, 
+      "custard apple": 956, 
+      "fig": 952, 
+      "granny smith": 948, 
+      "jackfruit, jak, jack": 955, 
+      "lemon": 951, 
+      "orange": 950, 
+      "pineapple, ananas": 953, 
+      "pomegranate": 957, 
+      "strawberry": 949
+    }, 
+    "interesting miscellaneous objects": {
+      "balloon": 417, 
+      "bubble": 971, 
+      "car mirror": 475, 
+      "coil, spiral, volute, whorl, helix": 506, 
+      "honeycomb": 599, 
+      "jack-o'-lantern": 607, 
+      "knot": 616, 
+      "lighter, light, igniter, ignitor": 626, 
+      "loupe, jeweler's loupe": 633, 
+      "nipple": 680, 
+      "petri dish": 712, 
+      "spider web, spider's web": 815, 
+      "wreck": 913
+    }, 
+    "land": {
+      "alp": 970, 
+      "cliff, drop, drop-off": 972, 
+      "coral reef": 973, 
+      "geyser": 974, 
+      "lakeside, lakeshore": 975, 
+      "promontory, headland, head, foreland": 976, 
+      "sandbar, sand bar": 977, 
+      "seashore, coast, seacoast, sea-coast": 978, 
+      "valley, vale": 979, 
+      "volcano": 980
+    }, 
+    "liquids": {
+      "cup": 968, 
+      "eggnog": 969, 
+      "espresso": 967, 
+      "red wine": 966
+    }, 
+    "medical": {
+      "band aid": 419, 
+      "crutch": 523, 
+      "pill bottle": 720, 
+      "stethoscope": 823, 
+      "stretcher": 830, 
+      "syringe": 845
+    }, 
+    "mushrooms": {
+      "agaric": 992, 
+      "bolete": 997, 
+      "coral fungus": 991, 
+      "ear, spike, capitulum": 998, 
+      "earthstar": 995, 
+      "gyromitra": 993, 
+      "hen-of-the-woods, hen of the woods, polyporus frondosus, grifola frondosa": 996, 
+      "mushroom": 947, 
+      "stinkhorn, carrion fungus": 994
+    }, 
+    "musical instruments": {
+      "accordion, piano accordion, squeeze box": 401, 
+      "acoustic guitar": 402, 
+      "banjo": 420, 
+      "bassoon": 432, 
+      "cassette": 481, 
+      "cassette player": 482, 
+      "cd player": 485, 
+      "cello, violoncello": 486, 
+      "chime, bell, gong": 494, 
+      "cornet, horn, trumpet, trump": 513, 
+      "drum, membranophone, tympan": 541, 
+      "drumstick": 542, 
+      "electric guitar": 546, 
+      "flute, transverse flute": 558, 
+      "french horn, horn": 566, 
+      "gong, tam-tam": 577, 
+      "grand piano, grand": 579, 
+      "harmonica, mouth organ, harp, mouth harp": 593, 
+      "harp": 594, 
+      "maraca": 641, 
+      "marimba, xylophone": 642, 
+      "microphone, mike": 650, 
+      "oboe, hautboy, hautbois": 683, 
+      "ocarina, sweet potato": 684, 
+      "organ, pipe organ": 687, 
+      "panpipe, pandean pipe, syrinx": 699, 
+      "pick, plectrum, plectron": 714, 
+      "sax, saxophone": 776, 
+      "steel drum": 822, 
+      "trombone": 875, 
+      "upright, upright piano": 881, 
+      "violin, fiddle": 889
+    }, 
+    "people": {
+      "ballplayer, baseball player": 981, 
+      "groom, bridegroom": 982, 
+      "scuba diver": 983
+    }, 
+    "prepared food": {
+      "bagel, beigel": 931, 
+      "burrito": 965, 
+      "carbonara": 959, 
+      "cheeseburger": 933, 
+      "chocolate sauce, chocolate syrup": 960, 
+      "consomme": 925, 
+      "dough": 961, 
+      "french loaf": 930, 
+      "guacamole": 924, 
+      "hot pot, hotpot": 926, 
+      "hotdog, hot dog, red hot": 934, 
+      "ice cream, icecream": 928, 
+      "ice lolly, lolly, lollipop, popsicle": 929, 
+      "mashed potato": 935, 
+      "meat loaf, meatloaf": 962, 
+      "pizza, pizza pie": 963, 
+      "potpie": 964, 
+      "pretzel": 932, 
+      "trifle": 927
+    }, 
+    "religious": {
+      "altar": 406, 
+      "bell cote, bell cot": 442, 
+      "church, church building": 497, 
+      "goblet": 572, 
+      "monastery": 663, 
+      "mosque": 668, 
+      "obelisk": 682, 
+      "prayer rug, prayer mat": 741, 
+      "stupa, tope": 832, 
+      "throne": 857, 
+      "totem pole": 863, 
+      "vestment": 887
+    }, 
+    "small objects": {
+      "ashcan, trash can, garbage can, wastebin, ash bin, ash-bin, ashbin, dustbin, trash barrel, trash bin": 412, 
+      "backpack, back pack, knapsack, packsack, rucksack, haversack": 414, 
+      "ballpoint, ballpoint pen, ballpen, biro": 418, 
+      "bannister, banister, balustrade, balusters, handrail": 421, 
+      "barber chair": 423, 
+      "bathtub, bathing tub, bath, tub": 435, 
+      "beaker": 438, 
+      "binder, ring-binder": 446, 
+      "book jacket, dust cover, dust jacket, dust wrapper": 921, 
+      "bookcase": 453, 
+      "bottlecap": 455, 
+      "brass, memorial tablet, plaque": 458, 
+      "broom": 462, 
+      "bucket, pail": 463, 
+      "caldron, cauldron": 469, 
+      "candle, taper, wax light": 470, 
+      "car wheel": 479, 
+      "carpenter's kit, tool kit": 477, 
+      "carton": 478, 
+      "chest": 492, 
+      "chiffonier, commode": 493, 
+      "china cabinet, china closet": 495, 
+      "combination lock": 507, 
+      "comic book": 917, 
+      "cradle": 516, 
+      "crate": 519, 
+      "crib, cot": 520, 
+      "crossword puzzle, crossword": 918, 
+      "desk": 526, 
+      "dining table, board": 532, 
+      "dishrag, dishcloth": 533, 
+      "disk brake, disc brake": 535, 
+      "doormat, welcome mat": 539, 
+      "envelope": 549, 
+      "face powder": 551, 
+      "file, file cabinet, filing cabinet": 553, 
+      "fire screen, fireguard": 556, 
+      "flagpole, flagstaff": 557, 
+      "folding chair": 559, 
+      "fountain pen": 563, 
+      "four-poster": 564, 
+      "hair slide": 584, 
+      "hair spray": 585, 
+      "hamper": 588, 
+      "jigsaw puzzle": 611, 
+      "lampshade, lamp shade": 619, 
+      "lens cap, lens cover": 622, 
+      "letter opener, paper knife, paperknife": 623, 
+      "lipstick, lip rouge": 629, 
+      "lotion": 631, 
+      "mailbag, postbag": 636, 
+      "manhole cover": 640, 
+      "matchstick": 644, 
+      "maypole": 645, 
+      "medicine chest, medicine cabinet": 648, 
+      "mosquito net": 669, 
+      "nail": 677, 
+      "packet": 692, 
+      "paintbrush": 696, 
+      "paper towel": 700, 
+      "pencil box, pencil case": 709, 
+      "pencil sharpener": 710, 
+      "perfume, essence": 711, 
+      "piggy bank, penny bank": 719, 
+      "pillow": 721, 
+      "pinwheel": 723, 
+      "plastic bag": 728, 
+      "plow, plough": 730, 
+      "plunger, plumber's helper": 731, 
+      "pole": 733, 
+      "pot, flowerpot": 738, 
+      "potter's wheel": 739, 
+      "purse": 748, 
+      "quill, quill pen": 749, 
+      "quilt, comforter, comfort, puff": 750, 
+      "rain barrel": 756, 
+      "rocking chair, rocker": 765, 
+      "rubber eraser, rubber, pencil eraser": 767, 
+      "rule, ruler": 769, 
+      "safety pin": 772, 
+      "screw": 783, 
+      "screwdriver": 784, 
+      "seat belt, seatbelt": 785, 
+      "shopping basket": 790, 
+      "shopping cart": 791, 
+      "shovel": 792, 
+      "shower curtain": 794, 
+      "sleeping bag": 797, 
+      "slide rule, slipstick": 798, 
+      "sliding door": 799, 
+      "soap dispenser": 804, 
+      "spindle": 816, 
+      "stage": 819, 
+      "studio couch, day bed": 831, 
+      "sundial": 835, 
+      "sunscreen, sunblock, sun blocker": 838, 
+      "swab, swob, mop": 840, 
+      "swing": 843, 
+      "table lamp": 846, 
+      "teddy, teddy bear": 850, 
+      "theater curtain, theatre curtain": 854, 
+      "thimble": 855, 
+      "toaster": 859, 
+      "toilet seat": 861, 
+      "toilet tissue, toilet paper, bathroom tissue": 999, 
+      "torch": 862, 
+      "tray": 868, 
+      "tub, vat": 876, 
+      "vase": 883, 
+      "vault": 884, 
+      "wallet, billfold, notecase, pocketbook": 893, 
+      "wardrobe, closet, press": 894, 
+      "washbasin, handbasin, washbowl, lavabo, wash-hand basin": 896, 
+      "water tower": 900, 
+      "whistle": 902, 
+      "wig": 903, 
+      "window screen": 904, 
+      "window shade": 905
+    }, 
+    "small objects - food-related": {
+      "barrel, cask": 427, 
+      "beer bottle": 440, 
+      "beer glass": 441, 
+      "can opener, tin opener": 473, 
+      "cocktail shaker": 503, 
+      "coffee mug": 504, 
+      "coffeepot": 505, 
+      "crock pot": 521, 
+      "dutch oven": 544, 
+      "espresso maker": 550, 
+      "frying pan, frypan, skillet": 567, 
+      "ladle": 618, 
+      "measuring cup": 647, 
+      "menu": 922, 
+      "milk can": 653, 
+      "mixing bowl": 659, 
+      "pitcher, ewer": 725, 
+      "plate": 923, 
+      "plate rack": 729, 
+      "pop bottle, soda bottle": 737, 
+      "saltshaker, salt shaker": 773, 
+      "soup bowl": 809, 
+      "spatula": 813, 
+      "stove": 827, 
+      "strainer": 828, 
+      "teapot": 849, 
+      "water bottle": 898, 
+      "water jug": 899, 
+      "whiskey jug": 901, 
+      "wine bottle": 907, 
+      "wok": 909, 
+      "wooden spoon": 910
+    }, 
+    "sports": {
+      "balance beam, beam": 416, 
+      "barbell": 422, 
+      "baseball": 429, 
+      "basketball": 430, 
+      "croquet ball": 522, 
+      "dumbbell": 543, 
+      "football helmet": 560, 
+      "golf ball": 574, 
+      "half track": 586, 
+      "horizontal bar, high bar": 602, 
+      "parallel bars, bars": 702, 
+      "ping-pong ball": 722, 
+      "pool table, billiard table, snooker table": 736, 
+      "puck, hockey puck": 746, 
+      "punching bag, punch bag, punching ball, punchball": 747, 
+      "racket, racquet": 752, 
+      "rugby ball": 768, 
+      "scoreboard": 781, 
+      "ski": 795, 
+      "snorkel": 801, 
+      "soccer ball": 805, 
+      "tennis ball": 852, 
+      "volleyball": 890
+    }, 
+    "technology": {
+      "abacus": 398, 
+      "analog clock": 409, 
+      "barometer": 426, 
+      "binoculars, field glasses, opera glasses": 447, 
+      "cash machine, cash dispenser, automated teller machine, automatic teller machine, automated teller, automatic teller, atm": 480, 
+      "cellular telephone, cellular phone, cellphone, cell, mobile phone": 487, 
+      "computer keyboard, keypad": 508, 
+      "desktop computer": 527, 
+      "dial telephone, dial phone": 528, 
+      "digital clock": 530, 
+      "digital watch": 531, 
+      "dishwasher, dish washer, dishwashing machine": 534, 
+      "electric fan, blower": 545, 
+      "entertainment center": 548, 
+      "gas pump, gasoline pump, petrol pump, island dispenser": 571, 
+      "grille, radiator grille": 581, 
+      "hand blower, blow dryer, blow drier, hair dryer, hair drier": 589, 
+      "hand-held computer, hand-held microcomputer": 590, 
+      "hard disc, hard disk, fixed disk": 592, 
+      "home theater, home theatre": 598, 
+      "hourglass": 604, 
+      "ipod": 605, 
+      "iron, smoothing iron": 606, 
+      "joystick": 613, 
+      "laptop, laptop computer": 620, 
+      "loudspeaker, speaker, speaker unit, loudspeaker system, speaker system": 632, 
+      "magnetic compass": 635, 
+      "microwave, microwave oven": 651, 
+      "modem": 662, 
+      "monitor": 664, 
+      "mouse, computer mouse": 673, 
+      "notebook, notebook computer": 681, 
+      "odometer, hodometer, mileometer, milometer": 685, 
+      "oil filter": 686, 
+      "oscilloscope, scope, cathode-ray oscilloscope, cro": 688, 
+      "padlock": 695, 
+      "parking meter": 704, 
+      "pay-phone, pay-station": 707, 
+      "photocopier": 713, 
+      "plane, carpenter's plane, woodworking plane": 726, 
+      "polaroid camera, polaroid land camera": 732, 
+      "power drill": 740, 
+      "printer": 742, 
+      "projector": 745, 
+      "radiator": 753, 
+      "radio telescope, radio reflector": 755, 
+      "radio, wireless": 754, 
+      "reel": 758, 
+      "reflex camera": 759, 
+      "refrigerator, icebox": 760, 
+      "remote control, remote": 761, 
+      "rotisserie": 766, 
+      "safe": 771, 
+      "scale, weighing machine": 778, 
+      "screen, crt screen": 782, 
+      "sewing machine": 786, 
+      "slot, one-armed bandit": 800, 
+      "solar dish, solar collector, solar furnace": 807, 
+      "space bar": 810, 
+      "space heater": 811, 
+      "spotlight, spot": 818, 
+      "stopwatch, stop watch": 826, 
+      "switch, electric switch, electrical switch": 844, 
+      "tape player": 848, 
+      "television, television system": 851, 
+      "tripod": 872, 
+      "turnstile": 877, 
+      "typewriter keyboard": 878, 
+      "umbrella": 879, 
+      "vacuum, vacuum cleaner": 882, 
+      "vending machine": 886, 
+      "waffle iron": 891, 
+      "wall clock": 892, 
+      "washer, automatic washer, washing machine": 897, 
+      "web site, website, internet site, site": 916
+    }, 
+    "vegetables": {
+      "acorn": 988, 
+      "acorn squash": 941, 
+      "artichoke, globe artichoke": 944, 
+      "bell pepper": 945, 
+      "broccoli": 937, 
+      "butternut squash": 942, 
+      "cauliflower": 938, 
+      "corn": 987, 
+      "cucumber, cuke": 943, 
+      "hay": 958, 
+      "head cabbage": 936, 
+      "spaghetti squash": 940, 
+      "zucchini, courgette": 939
+    }, 
+    "vehicles - air": {
+      "airliner": 404, 
+      "airship, dirigible": 405, 
+      "parachute, chute": 701, 
+      "space shuttle": 812, 
+      "wing": 908
+    }, 
+    "vehicles - land": {
+      "ambulance": 407, 
+      "barrow, garden cart, lawn cart, wheelbarrow": 428, 
+      "bassinet": 431, 
+      "beach wagon, station wagon, wagon, estate car, beach waggon, station waggon, waggon": 436, 
+      "bicycle-built-for-two, tandem bicycle, tandem": 444, 
+      "bobsled, bobsleigh, bob": 450, 
+      "bullet train, bullet": 466, 
+      "cab, hack, taxi, taxicab": 468, 
+      "convertible": 511, 
+      "dogsled, dog sled, dog sleigh": 537, 
+      "electric locomotive": 547, 
+      "fire engine, fire truck": 555, 
+      "forklift": 561, 
+      "freight car": 565, 
+      "garbage truck, dustcart": 569, 
+      "go-kart": 573, 
+      "golfcart, golf cart": 575, 
+      "gondola": 576, 
+      "harvester, reaper": 595, 
+      "horse cart, horse-cart": 603, 
+      "jeep, landrover": 609, 
+      "jinrikisha, ricksha, rickshaw": 612, 
+      "lawn mower, mower": 621, 
+      "limousine, limo": 627, 
+      "minibus": 654, 
+      "minivan": 656, 
+      "model t": 661, 
+      "moped": 665, 
+      "motor scooter, scooter": 670, 
+      "mountain bike, all-terrain bike, off-roader": 671, 
+      "moving van": 675, 
+      "oxcart": 690, 
+      "passenger car, coach, carriage": 705, 
+      "pickup, pickup truck": 717, 
+      "racer, race car, racing car": 751, 
+      "recreational vehicle, rv, r.v.": 757, 
+      "school bus": 779, 
+      "snowmobile": 802, 
+      "snowplow, snowplough": 803, 
+      "sports car, sport car": 817, 
+      "steam locomotive": 820, 
+      "streetcar, tram, tramcar, trolley, trolley car": 829, 
+      "thresher, thrasher, threshing machine": 856, 
+      "tow truck, tow car, wrecker": 864, 
+      "tractor": 866, 
+      "trailer truck, tractor trailer, trucking rig, rig, articulated lorry, semi": 867, 
+      "tricycle, trike, velocipede": 870, 
+      "trolleybus, trolley coach, trackless trolley": 874, 
+      "unicycle, monocycle": 880
+    }, 
+    "vehicles - water": {
+      "aircraft carrier, carrier, flattop, attack aircraft carrier": 403, 
+      "amphibian, amphibious vehicle": 408, 
+      "canoe": 472, 
+      "catamaran": 484, 
+      "container ship, containership, container vessel": 510, 
+      "fireboat": 554, 
+      "lifeboat": 625, 
+      "liner, ocean liner": 628, 
+      "paddle, boat paddle": 693, 
+      "paddlewheel, paddle wheel": 694, 
+      "pier": 718, 
+      "pirate, pirate ship": 724, 
+      "schooner": 780, 
+      "speedboat": 814, 
+      "trimaran": 871, 
+      "yawl": 914
+    }, 
+    "weapons and armor": {
+      "assault rifle, assault gun": 413, 
+      "breastplate, aegis, egis": 461, 
+      "bulletproof vest": 465, 
+      "cannon": 471, 
+      "chain": 488, 
+      "chain mail, ring mail, mail, chain armor, chain armour, ring armor, ring armour": 490, 
+      "chain saw, chainsaw": 491, 
+      "cleaver, meat cleaver, chopper": 499, 
+      "corkscrew, bottle screw": 512, 
+      "cuirass": 524, 
+      "gasmask, respirator, gas helmet": 570, 
+      "guillotine": 583, 
+      "hammer": 587, 
+      "hatchet": 596, 
+      "holster": 597, 
+      "hook, claw": 600, 
+      "missile": 657, 
+      "mortar": 666, 
+      "mousetrap": 674, 
+      "muzzle": 676, 
+      "pickelhaube": 715, 
+      "police van, police wagon, paddy wagon, patrol wagon, wagon, black maria": 734, 
+      "prison, prison house": 743, 
+      "projectile, missile": 744, 
+      "revolver, six-gun, six-shooter": 763, 
+      "rifle": 764, 
+      "scabbard": 777, 
+      "shield, buckler": 787, 
+      "ski mask": 796, 
+      "submarine, pigboat, sub, u-boat": 833, 
+      "tank, army tank, armored combat vehicle, armoured combat vehicle": 847, 
+      "warplane, military plane": 895
+    }
+  }
diff --git a/inversion/categories/biggan_all_categories.txt b/inversion/categories/biggan_all_categories.txt
index d5dd0ee..a0e37eb 100644
--- a/inversion/categories/biggan_all_categories.txt
+++ b/inversion/categories/biggan_all_categories.txt
@@ -420,7 +420,7 @@ LARGER MAMMALS
 385) Indian elephant, Elephas maximus
 386) African elephant, Loxodonta africana
 
-APES
+HOMINIDS
 365) orangutan, orang, orangutang, Pongo pygmaeus
 366) gorilla, Gorilla gorilla
 367) chimpanzee, chimp, Pan troglodytes
diff --git a/inversion/categories/biggan_animate.json b/inversion/categories/biggan_animate.json
new file mode 100644
index 0000000..35a35b0
--- /dev/null
+++ b/inversion/categories/biggan_animate.json
@@ -0,0 +1,448 @@
+{
+  "animate": {
+    "bears": {
+      "american black bear, black bear, ursus americanus, euarctos americanus": 295, 
+      "brown bear, bruin, ursus arctos": 294, 
+      "giant panda, panda, panda bear, coon bear, ailuropoda melanoleuca": 388, 
+      "ice bear, polar bear, ursus maritimus, thalarctos maritimus": 296, 
+      "koala, koala bear, kangaroo bear, native bear, phascolarctos cinereus": 105, 
+      "lesser panda, red panda, panda, bear cat, cat bear, ailurus fulgens": 387, 
+      "sloth bear, melursus ursinus, ursus ursinus": 297
+    }, 
+    "beetles": {
+      "dung beetle": 305, 
+      "ground beetle, carabid beetle": 302, 
+      "ladybug, ladybeetle, lady beetle, ladybird, ladybird beetle": 301, 
+      "leaf beetle, chrysomelid": 304, 
+      "long-horned beetle, longicorn, longicorn beetle": 303, 
+      "rhinoceros beetle": 306, 
+      "tiger beetle": 300, 
+      "weevil": 307
+    }, 
+    "birds": {
+      "african grey, african gray, psittacus erithacus": 87, 
+      "albatross, mollymawk": 146, 
+      "american coot, marsh hen, mud hen, water hen, fulica americana": 137, 
+      "american egret, great white heron, egretta albus": 132, 
+      "bald eagle, american eagle, haliaeetus leucocephalus": 22, 
+      "bee eater": 92, 
+      "bittern": 133, 
+      "black grouse": 80, 
+      "black stork, ciconia nigra": 128, 
+      "black swan, cygnus atratus": 100, 
+      "brambling, fringilla montifringilla": 10, 
+      "bulbul": 16, 
+      "bustard": 138, 
+      "chickadee": 19, 
+      "cock": 7, 
+      "coucal": 91, 
+      "crane": 134, 
+      "dowitcher": 142, 
+      "drake": 97, 
+      "european gallinule, porphyrio porphyrio": 136, 
+      "flamingo": 130, 
+      "goldfinch, carduelis carduelis": 11, 
+      "goose": 99, 
+      "great grey owl, great gray owl, strix nebulosa": 24, 
+      "hen": 8, 
+      "hornbill": 93, 
+      "house finch, linnet, carpodacus mexicanus": 12, 
+      "hummingbird": 94, 
+      "indigo bunting, indigo finch, indigo bird, passerina cyanea": 14, 
+      "jacamar": 95, 
+      "jay": 17, 
+      "junco, snowbird": 13, 
+      "king penguin, aptenodytes patagonica": 145, 
+      "kite": 21, 
+      "limpkin, aramus pictus": 135, 
+      "little blue heron, egretta caerulea": 131, 
+      "lorikeet": 90, 
+      "macaw": 88, 
+      "magpie": 18, 
+      "ostrich, struthio camelus": 9, 
+      "oystercatcher, oyster catcher": 143, 
+      "partridge": 86, 
+      "peacock": 84, 
+      "pelican": 144, 
+      "prairie chicken, prairie grouse, prairie fowl": 83, 
+      "ptarmigan": 81, 
+      "quail": 85, 
+      "red-backed sandpiper, dunlin, erolia alpina": 140, 
+      "red-breasted merganser, mergus serrator": 98, 
+      "redshank, tringa totanus": 141, 
+      "robin, american robin, turdus migratorius": 15, 
+      "ruddy turnstone, arenaria interpres": 139, 
+      "ruffed grouse, partridge, bonasa umbellus": 82, 
+      "spoonbill": 129, 
+      "sulphur-crested cockatoo, kakatoe galerita, cacatua galerita": 89, 
+      "toucan": 96, 
+      "vulture": 23, 
+      "water ouzel, dipper": 20, 
+      "white stork, ciconia ciconia": 127
+    }, 
+    "butterflies": {
+      "cabbage butterfly": 324, 
+      "lycaenid, lycaenid butterfly": 326, 
+      "monarch, monarch butterfly, milkweed butterfly, danaus plexippus": 323, 
+      "ringlet, ringlet butterfly": 322, 
+      "sulphur butterfly, sulfur butterfly": 325
+    }, 
+    "cats": {
+      "cheetah, chetah, acinonyx jubatus": 293, 
+      "cougar, puma, catamount, mountain lion, painter, panther, felis concolor": 286, 
+      "egyptian cat": 285, 
+      "jaguar, panther, panthera onca, felis onca": 290, 
+      "leopard, panthera pardus": 288, 
+      "lion, king of beasts, panthera leo": 291, 
+      "lynx, catamount": 287, 
+      "persian cat": 283, 
+      "siamese cat, siamese": 284, 
+      "snow leopard, ounce, panthera uncia": 289, 
+      "tabby, tabby cat": 281, 
+      "tiger cat": 282, 
+      "tiger, panthera tigris": 292
+    }, 
+    "crabs": {
+      "american lobster, northern lobster, maine lobster, homarus americanus": 122, 
+      "crayfish, crawfish, crawdad, crawdaddy": 124, 
+      "dungeness crab, cancer magister": 118, 
+      "fiddler crab": 120, 
+      "hermit crab": 125, 
+      "isopod": 126, 
+      "king crab, alaska crab, alaskan king crab, alaska king crab, paralithodes camtschatica": 121, 
+      "rock crab, cancer irroratus": 119, 
+      "spiny lobster, langouste, rock lobster, crawfish, crayfish, sea crawfish": 123
+    }, 
+    "dogs": {
+      "affenpinscher, monkey pinscher, monkey dog": 252, 
+      "afghan hound, afghan": 160, 
+      "airedale, airedale terrier": 191, 
+      "american staffordshire terrier, staffordshire terrier, american pit bull terrier, pit bull terrier": 180, 
+      "appenzeller": 240, 
+      "australian terrier": 193, 
+      "basenji": 253, 
+      "basset, basset hound": 161, 
+      "beagle": 162, 
+      "bedlington terrier": 181, 
+      "bernese mountain dog": 239, 
+      "black-and-tan coonhound": 165, 
+      "blenheim spaniel": 156, 
+      "bloodhound, sleuthhound": 163, 
+      "bluetick": 164, 
+      "border collie": 232, 
+      "border terrier": 182, 
+      "borzoi, russian wolfhound": 169, 
+      "boston bull, boston terrier": 195, 
+      "bouvier des flandres, bouviers des flandres": 233, 
+      "boxer": 242, 
+      "brabancon griffon": 262, 
+      "briard": 226, 
+      "brittany spaniel": 215, 
+      "bull mastiff": 243, 
+      "cairn, cairn terrier": 192, 
+      "cardigan, cardigan welsh corgi": 264, 
+      "chesapeake bay retriever": 209, 
+      "chihuahua": 151, 
+      "chow, chow chow": 260, 
+      "clumber, clumber spaniel": 216, 
+      "cocker spaniel, english cocker spaniel, cocker": 219, 
+      "collie": 231, 
+      "curly-coated retriever": 206, 
+      "dalmatian, coach dog, carriage dog": 251, 
+      "dandie dinmont, dandie dinmont terrier": 194, 
+      "doberman, doberman pinscher": 236, 
+      "english foxhound": 167, 
+      "english setter": 212, 
+      "english springer, english springer spaniel": 217, 
+      "entlebucher": 241, 
+      "eskimo dog, husky": 248, 
+      "flat-coated retriever": 205, 
+      "french bulldog": 245, 
+      "german shepherd, german shepherd dog, german police dog, alsatian": 235, 
+      "german short-haired pointer": 210, 
+      "giant schnauzer": 197, 
+      "golden retriever": 207, 
+      "gordon setter": 214, 
+      "great dane": 246, 
+      "great pyrenees": 257, 
+      "greater swiss mountain dog": 238, 
+      "groenendael": 224, 
+      "ibizan hound, ibizan podenco": 173, 
+      "irish setter, red setter": 213, 
+      "irish terrier": 184, 
+      "irish water spaniel": 221, 
+      "irish wolfhound": 170, 
+      "italian greyhound": 171, 
+      "japanese spaniel": 152, 
+      "keeshond": 261, 
+      "kelpie": 227, 
+      "kerry blue terrier": 183, 
+      "komondor": 228, 
+      "kuvasz": 222, 
+      "labrador retriever": 208, 
+      "lakeland terrier": 189, 
+      "leonberg": 255, 
+      "lhasa, lhasa apso": 204, 
+      "malamute, malemute, alaskan malamute": 249, 
+      "malinois": 225, 
+      "maltese dog, maltese terrier, maltese": 153, 
+      "mexican hairless": 268, 
+      "miniature pinscher": 237, 
+      "miniature poodle": 266, 
+      "miniature schnauzer": 196, 
+      "newfoundland, newfoundland dog": 256, 
+      "norfolk terrier": 185, 
+      "norwegian elkhound, elkhound": 174, 
+      "norwich terrier": 186, 
+      "old english sheepdog, bobtail": 229, 
+      "otterhound, otter hound": 175, 
+      "papillon": 157, 
+      "pekinese, pekingese, peke": 154, 
+      "pembroke, pembroke welsh corgi": 263, 
+      "pomeranian": 259, 
+      "pug, pug-dog": 254, 
+      "redbone": 168, 
+      "rhodesian ridgeback": 159, 
+      "rottweiler": 234, 
+      "saint bernard, st bernard": 247, 
+      "saluki, gazelle hound": 176, 
+      "samoyed, samoyede": 258, 
+      "schipperke": 223, 
+      "scotch terrier, scottish terrier, scottie": 199, 
+      "scottish deerhound, deerhound": 177, 
+      "sealyham terrier, sealyham": 190, 
+      "shetland sheepdog, shetland sheep dog, shetland": 230, 
+      "shih-tzu": 155, 
+      "siberian husky": 250, 
+      "silky terrier, sydney silky": 201, 
+      "soft-coated wheaten terrier": 202, 
+      "staffordshire bullterrier, staffordshire bull terrier": 179, 
+      "standard poodle": 267, 
+      "standard schnauzer": 198, 
+      "sussex spaniel": 220, 
+      "tibetan mastiff": 244, 
+      "tibetan terrier, chrysanthemum dog": 200, 
+      "toy poodle": 265, 
+      "toy terrier": 158, 
+      "vizsla, hungarian pointer": 211, 
+      "walker hound, walker foxhound": 166, 
+      "weimaraner": 178, 
+      "welsh springer spaniel": 218, 
+      "west highland white terrier": 203, 
+      "whippet": 172, 
+      "wire-haired fox terrier": 188, 
+      "yorkshire terrier": 187
+    }, 
+    "fish": {
+      "anemone fish": 393, 
+      "barracouta, snoek": 389, 
+      "coho, cohoe, coho salmon, blue jack, silver salmon, oncorhynchus kisutch": 391, 
+      "eel": 390, 
+      "electric ray, crampfish, numbfish, torpedo": 5, 
+      "gar, garfish, garpike, billfish, lepisosteus osseus": 395, 
+      "goldfish, carassius auratus": 1, 
+      "great white shark, white shark, man-eater, man-eating shark, carcharodon carcharias": 2, 
+      "hammerhead, hammerhead shark": 4, 
+      "lionfish": 396, 
+      "puffer, pufferfish, blowfish, globefish": 397, 
+      "rock beauty, holocanthus tricolor": 392, 
+      "stingray": 6, 
+      "sturgeon": 394, 
+      "tench, tinca tinca": 0, 
+      "tiger shark, galeocerdo cuvieri": 3
+    }, 
+    "flies": {
+      "admiral": 321, 
+      "damselfly": 320, 
+      "dragonfly, darning needle, devil's darning needle, sewing needle, snake feeder, snake doctor, mosquito hawk, skeeter hawk": 319, 
+      "fly": 308, 
+      "lacewing, lacewing fly": 318
+    }, 
+    "foxes": {
+      "arctic fox, white fox, alopex lagopus": 279, 
+      "grey fox, gray fox, urocyon cinereoargenteus": 280, 
+      "kit fox, vulpes macrotis": 278, 
+      "red fox, vulpes vulpes": 277
+    }, 
+    "frogs": {
+      "bullfrog, rana catesbeiana": 30, 
+      "tailed frog, bell toad, ribbed toad, tailed toad, ascaphus trui": 32, 
+      "tree frog, tree-frog": 31
+    }, 
+    "hominids": {
+      "baboon": 372, 
+      "capuchin, ringtail, cebus capucinus": 378, 
+      "chimpanzee, chimp, pan troglodytes": 367, 
+      "colobus, colobus monkey": 375, 
+      "gibbon, hylobates lar": 368, 
+      "gorilla, gorilla gorilla": 366, 
+      "guenon, guenon monkey": 370, 
+      "howler monkey, howler": 379, 
+      "indri, indris, indri indri, indri brevicaudatus": 384, 
+      "langur": 374, 
+      "macaque": 373, 
+      "madagascar cat, ring-tailed lemur, lemur catta": 383, 
+      "marmoset": 377, 
+      "orangutan, orang, orangutang, pongo pygmaeus": 365, 
+      "patas, hussar monkey, erythrocebus patas": 371, 
+      "proboscis monkey, nasalis larvatus": 376, 
+      "siamang, hylobates syndactylus, symphalangus syndactylus": 369, 
+      "spider monkey, ateles geoffroyi": 381, 
+      "squirrel monkey, saimiri sciureus": 382, 
+      "titi, titi monkey": 380
+    }, 
+    "lizards": {
+      "african chameleon, chamaeleo chamaeleon": 47, 
+      "african crocodile, nile crocodile, crocodylus niloticus": 49, 
+      "agama": 42, 
+      "alligator lizard": 44, 
+      "american alligator, alligator mississipiensis": 50, 
+      "american chameleon, anole, anolis carolinensis": 40, 
+      "axolotl, mud puppy, ambystoma mexicanum": 29, 
+      "banded gecko": 38, 
+      "common iguana, iguana, iguana iguana": 39, 
+      "common newt, triturus vulgaris": 26, 
+      "eft": 27, 
+      "european fire salamander, salamandra salamandra": 25, 
+      "frilled lizard, chlamydosaurus kingi": 43, 
+      "gila monster, heloderma suspectum": 45, 
+      "green lizard, lacerta viridis": 46, 
+      "komodo dragon, komodo lizard, dragon lizard, giant lizard, varanus komodoensis": 48, 
+      "spotted salamander, ambystoma maculatum": 28, 
+      "triceratops": 51, 
+      "whiptail, whiptail lizard": 41
+    }, 
+    "mammals (large)": {
+      "african elephant, loxodonta africana": 386, 
+      "arabian camel, dromedary, camelus dromedarius": 354, 
+      "bighorn, bighorn sheep, cimarron, rocky mountain bighorn, rocky mountain sheep, ovis canadensis": 349, 
+      "bison": 347, 
+      "gazelle": 353, 
+      "hartebeest": 351, 
+      "hippopotamus, hippo, river horse, hippopotamus amphibius": 344, 
+      "hog, pig, grunter, squealer, sus scrofa": 341, 
+      "ibex, capra ibex": 350, 
+      "impala, aepyceros melampus": 352, 
+      "indian elephant, elephas maximus": 385, 
+      "llama": 355, 
+      "ox": 345, 
+      "ram, tup": 348, 
+      "tusker": 101, 
+      "warthog": 343, 
+      "water buffalo, water ox, asiatic buffalo, bubalus bubalis": 346, 
+      "wild boar, boar, sus scrofa": 342, 
+      "zebra": 340
+    }, 
+    "mammals (small)": {
+      "angora, angora rabbit": 332, 
+      "armadillo": 363, 
+      "badger": 362, 
+      "beaver": 337, 
+      "black-footed ferret, ferret, mustela nigripes": 359, 
+      "echidna, spiny anteater, anteater": 102, 
+      "fox squirrel, eastern fox squirrel, sciurus niger": 335, 
+      "guinea pig, cavia cobaya": 338, 
+      "hamster": 333, 
+      "hare": 331, 
+      "marmot": 336, 
+      "meerkat, mierkat": 299, 
+      "mink": 357, 
+      "mongoose": 298, 
+      "otter": 360, 
+      "platypus, duckbill, duckbilled platypus, duck-billed platypus, ornithorhynchus anatinus": 103, 
+      "polecat, fitch, foulmart, foumart, mustela putorius": 358, 
+      "porcupine, hedgehog": 334, 
+      "skunk, polecat, wood pussy": 361, 
+      "sorrel": 339, 
+      "three-toed sloth, ai, bradypus tridactylus": 364, 
+      "wallaby, brush kangaroo": 104, 
+      "weasel": 356, 
+      "wombat": 106, 
+      "wood rabbit, cottontail, cottontail rabbit": 330
+    }, 
+    "other invertebrates": {
+      "ant, emmet, pismire": 310, 
+      "bee": 309, 
+      "centipede": 79, 
+      "cicada, cicala": 316, 
+      "cockroach, roach": 314, 
+      "cricket": 312, 
+      "grasshopper, hopper": 311, 
+      "leafhopper": 317, 
+      "mantis, mantid": 315, 
+      "tick": 78, 
+      "trilobite": 69, 
+      "walking stick, walkingstick, stick insect": 313
+    }, 
+    "sea invertebrates": {
+      "brain coral": 109, 
+      "conch": 112, 
+      "flatworm, platyhelminth": 110, 
+      "jellyfish": 107, 
+      "nematode, nematode worm, roundworm": 111, 
+      "sea anemone, anemone": 108, 
+      "sea cucumber, holothurian": 329, 
+      "sea slug, nudibranch": 115, 
+      "sea urchin": 328, 
+      "slug": 114, 
+      "starfish, sea star": 327
+    }, 
+    "snails": {
+      "chambered nautilus, pearly nautilus, nautilus": 117, 
+      "chiton, coat-of-mail shell, sea cradle, polyplacophore": 116, 
+      "snail": 113
+    }, 
+    "snakes": {
+      "boa constrictor, constrictor constrictor": 61, 
+      "diamondback, diamondback rattlesnake, crotalus adamanteus": 67, 
+      "garter snake, grass snake": 57, 
+      "green mamba": 64, 
+      "green snake, grass snake": 55, 
+      "hognose snake, puff adder, sand viper": 54, 
+      "horned viper, cerastes, sand viper, horned asp, cerastes cornutus": 66, 
+      "indian cobra, naja naja": 63, 
+      "king snake, kingsnake": 56, 
+      "night snake, hypsiglena torquata": 60, 
+      "ringneck snake, ring-necked snake, ring snake": 53, 
+      "rock python, rock snake, python sebae": 62, 
+      "sea snake": 65, 
+      "sidewinder, horned rattlesnake, crotalus cerastes": 68, 
+      "thunder snake, worm snake, carphophis amoenus": 52, 
+      "vine snake": 59, 
+      "water snake": 58
+    }, 
+    "spiders": {
+      "barn spider, araneus cavaticus": 73, 
+      "black and gold garden spider, argiope aurantia": 72, 
+      "black widow, latrodectus mactans": 75, 
+      "garden spider, aranea diademata": 74, 
+      "harvestman, daddy longlegs, phalangium opilio": 70, 
+      "scorpion": 71, 
+      "tarantula": 76, 
+      "wolf spider, hunting spider": 77
+    }, 
+    "turtles": {
+      "box turtle, box tortoise": 37, 
+      "leatherback turtle, leatherback, leathery turtle, dermochelys coriacea": 34, 
+      "loggerhead, loggerhead turtle, caretta caretta": 33, 
+      "mud turtle": 35, 
+      "terrapin": 36
+    }, 
+    "whales": {
+      "dugong, dugong dugon": 149, 
+      "grey whale, gray whale, devilfish, eschrichtius gibbosus, eschrichtius robustus": 147, 
+      "killer whale, killer, orca, grampus, sea wolf, orcinus orca": 148, 
+      "sea lion": 150
+    }, 
+    "wolves": {
+      "african hunting dog, hyena dog, cape hunting dog, lycaon pictus": 275, 
+      "coyote, prairie wolf, brush wolf, canis latrans": 272, 
+      "dhole, cuon alpinus": 274, 
+      "dingo, warrigal, warragal, canis dingo": 273, 
+      "hyena, hyaena": 276, 
+      "red wolf, maned wolf, canis rufus, canis niger": 271, 
+      "timber wolf, grey wolf, gray wolf, canis lupus": 269, 
+      "white wolf, arctic wolf, canis lupus tundrarum": 270
+    }
+  }
+}
\ No newline at end of file
diff --git a/inversion/categories/biggan_animate.txt b/inversion/categories/biggan_animate.txt
new file mode 100644
index 0000000..69386c9
--- /dev/null
+++ b/inversion/categories/biggan_animate.txt
@@ -0,0 +1,443 @@
+FISH
+0) tench, Tinca tinca
+1) goldfish, Carassius auratus
+2) great white shark, white shark, man-eater, man-eating shark, Carcharodon carcharias
+3) tiger shark, Galeocerdo cuvieri
+4) hammerhead, hammerhead shark
+5) electric ray, crampfish, numbfish, torpedo
+6) stingray
+389) barracouta, snoek
+390) eel
+391) coho, cohoe, coho salmon, blue jack, silver salmon, Oncorhynchus kisutch
+392) rock beauty, Holocanthus tricolor
+393) anemone fish
+394) sturgeon
+395) gar, garfish, garpike, billfish, Lepisosteus osseus
+396) lionfish
+397) puffer, pufferfish, blowfish, globefish
+
+BIRDS
+7) cock
+8) hen
+9) ostrich, Struthio camelus
+10) brambling, Fringilla montifringilla
+11) goldfinch, Carduelis carduelis
+12) house finch, linnet, Carpodacus mexicanus
+13) junco, snowbird
+14) indigo bunting, indigo finch, indigo bird, Passerina cyanea
+15) robin, American robin, Turdus migratorius
+16) bulbul
+17) jay
+18) magpie
+19) chickadee
+20) water ouzel, dipper
+21) kite
+22) bald eagle, American eagle, Haliaeetus leucocephalus
+23) vulture
+24) great grey owl, great gray owl, Strix nebulosa
+80) black grouse
+81) ptarmigan
+82) ruffed grouse, partridge, Bonasa umbellus
+83) prairie chicken, prairie grouse, prairie fowl
+84) peacock
+85) quail
+86) partridge
+87) African grey, African gray, Psittacus erithacus
+88) macaw
+89) sulphur-crested cockatoo, Kakatoe galerita, Cacatua galerita
+90) lorikeet
+91) coucal
+92) bee eater
+93) hornbill
+94) hummingbird
+95) jacamar
+96) toucan
+97) drake
+98) red-breasted merganser, Mergus serrator
+99) goose
+100) black swan, Cygnus atratus
+127) white stork, Ciconia ciconia
+128) black stork, Ciconia nigra
+129) spoonbill
+130) flamingo
+131) little blue heron, Egretta caerulea
+132) American egret, great white heron, Egretta albus
+133) bittern
+134) crane
+135) limpkin, Aramus pictus
+136) European gallinule, Porphyrio porphyrio
+137) American coot, marsh hen, mud hen, water hen, Fulica americana
+138) bustard
+139) ruddy turnstone, Arenaria interpres
+140) red-backed sandpiper, dunlin, Erolia alpina
+141) redshank, Tringa totanus
+142) dowitcher
+143) oystercatcher, oyster catcher
+144) pelican
+145) king penguin, Aptenodytes patagonica
+146) albatross, mollymawk
+
+LIZARDS
+25) European fire salamander, Salamandra salamandra
+26) common newt, Triturus vulgaris
+27) eft
+28) spotted salamander, Ambystoma maculatum
+29) axolotl, mud puppy, Ambystoma mexicanum
+38) banded gecko
+39) common iguana, iguana, Iguana iguana
+40) American chameleon, anole, Anolis carolinensis
+41) whiptail, whiptail lizard
+42) agama
+43) frilled lizard, Chlamydosaurus kingi
+44) alligator lizard
+45) Gila monster, Heloderma suspectum
+46) green lizard, Lacerta viridis
+47) African chameleon, Chamaeleo chamaeleon
+48) Komodo dragon, Komodo lizard, dragon lizard, giant lizard, Varanus komodoensis
+49) African crocodile, Nile crocodile, Crocodylus niloticus
+50) American alligator, Alligator mississipiensis
+51) triceratops
+
+FROGS
+30) bullfrog, Rana catesbeiana
+31) tree frog, tree-frog
+32) tailed frog, bell toad, ribbed toad, tailed toad, Ascaphus trui
+
+TURTLES
+33) loggerhead, loggerhead turtle, Caretta caretta
+34) leatherback turtle, leatherback, leathery turtle, Dermochelys coriacea
+35) mud turtle
+36) terrapin
+37) box turtle, box tortoise
+
+SNAKES
+52) thunder snake, worm snake, Carphophis amoenus
+53) ringneck snake, ring-necked snake, ring snake
+54) hognose snake, puff adder, sand viper
+55) green snake, grass snake
+56) king snake, kingsnake
+57) garter snake, grass snake
+58) water snake
+59) vine snake
+60) night snake, Hypsiglena torquata
+61) boa constrictor, Constrictor constrictor
+62) rock python, rock snake, Python sebae
+63) Indian cobra, Naja naja
+64) green mamba
+65) sea snake
+66) horned viper, cerastes, sand viper, horned asp, Cerastes cornutus
+67) diamondback, diamondback rattlesnake, Crotalus adamanteus
+68) sidewinder, horned rattlesnake, Crotalus cerastes
+
+SPIDERS
+70) harvestman, daddy longlegs, Phalangium opilio
+71) scorpion
+72) black and gold garden spider, Argiope aurantia
+73) barn spider, Araneus cavaticus
+74) garden spider, Aranea diademata
+75) black widow, Latrodectus mactans
+76) tarantula
+77) wolf spider, hunting spider
+
+SEA INVERTEBRATES
+107) jellyfish
+108) sea anemone, anemone
+109) brain coral
+110) flatworm, platyhelminth
+111) nematode, nematode worm, roundworm
+112) conch
+114) slug
+115) sea slug, nudibranch
+327) starfish, sea star
+328) sea urchin
+329) sea cucumber, holothurian
+
+SNAILS
+116) chiton, coat-of-mail shell, sea cradle, polyplacophore
+117) chambered nautilus, pearly nautilus, nautilus
+113) snail
+
+CRABS
+118) Dungeness crab, Cancer magister
+119) rock crab, Cancer irroratus
+120) fiddler crab
+121) king crab, Alaska crab, Alaskan king crab, Alaska king crab, Paralithodes camtschatica
+122) American lobster, Northern lobster, Maine lobster, Homarus americanus
+123) spiny lobster, langouste, rock lobster, crawfish, crayfish, sea crawfish
+124) crayfish, crawfish, crawdad, crawdaddy
+125) hermit crab
+126) isopod
+
+WHALES
+147) grey whale, gray whale, devilfish, Eschrichtius gibbosus, Eschrichtius robustus
+148) killer whale, killer, orca, grampus, sea wolf, Orcinus orca
+149) dugong, Dugong dugon
+150) sea lion
+
+DOGS
+151) Chihuahua
+152) Japanese spaniel
+153) Maltese dog, Maltese terrier, Maltese
+154) Pekinese, Pekingese, Peke
+155) Shih-Tzu
+156) Blenheim spaniel
+157) papillon
+158) toy terrier
+159) Rhodesian ridgeback
+160) Afghan hound, Afghan
+161) basset, basset hound
+162) beagle
+163) bloodhound, sleuthhound
+164) bluetick
+165) black-and-tan coonhound
+166) Walker hound, Walker foxhound
+167) English foxhound
+168) redbone
+169) borzoi, Russian wolfhound
+170) Irish wolfhound
+171) Italian greyhound
+172) whippet
+173) Ibizan hound, Ibizan Podenco
+174) Norwegian elkhound, elkhound
+175) otterhound, otter hound
+176) Saluki, gazelle hound
+177) Scottish deerhound, deerhound
+178) Weimaraner
+179) Staffordshire bullterrier, Staffordshire bull terrier
+180) American Staffordshire terrier, Staffordshire terrier, American pit bull terrier, pit bull terrier
+181) Bedlington terrier
+182) Border terrier
+183) Kerry blue terrier
+184) Irish terrier
+185) Norfolk terrier
+186) Norwich terrier
+187) Yorkshire terrier
+188) wire-haired fox terrier
+189) Lakeland terrier
+190) Sealyham terrier, Sealyham
+191) Airedale, Airedale terrier
+192) cairn, cairn terrier
+193) Australian terrier
+194) Dandie Dinmont, Dandie Dinmont terrier
+195) Boston bull, Boston terrier
+196) miniature schnauzer
+197) giant schnauzer
+198) standard schnauzer
+199) Scotch terrier, Scottish terrier, Scottie
+200) Tibetan terrier, chrysanthemum dog
+201) silky terrier, Sydney silky
+202) soft-coated wheaten terrier
+203) West Highland white terrier
+204) Lhasa, Lhasa apso
+205) flat-coated retriever
+206) curly-coated retriever
+207) golden retriever
+208) Labrador retriever
+209) Chesapeake Bay retriever
+210) German short-haired pointer
+211) vizsla, Hungarian pointer
+212) English setter
+213) Irish setter, red setter
+214) Gordon setter
+215) Brittany spaniel
+216) clumber, clumber spaniel
+217) English springer, English springer spaniel
+218) Welsh springer spaniel
+219) cocker spaniel, English cocker spaniel, cocker
+220) Sussex spaniel
+221) Irish water spaniel
+222) kuvasz
+223) schipperke
+224) groenendael
+225) malinois
+226) briard
+227) kelpie
+228) komondor
+229) Old English sheepdog, bobtail
+230) Shetland sheepdog, Shetland sheep dog, Shetland
+231) collie
+232) Border collie
+233) Bouvier des Flandres, Bouviers des Flandres
+234) Rottweiler
+235) German shepherd, German shepherd dog, German police dog, alsatian
+236) Doberman, Doberman pinscher
+237) miniature pinscher
+238) Greater Swiss Mountain dog
+239) Bernese mountain dog
+240) Appenzeller
+241) EntleBucher
+242) boxer
+243) bull mastiff
+244) Tibetan mastiff
+245) French bulldog
+246) Great Dane
+247) Saint Bernard, St Bernard
+248) Eskimo dog, husky
+249) malamute, malemute, Alaskan malamute
+250) Siberian husky
+251) dalmatian, coach dog, carriage dog
+252) affenpinscher, monkey pinscher, monkey dog
+253) basenji
+254) pug, pug-dog
+255) Leonberg
+256) Newfoundland, Newfoundland dog
+257) Great Pyrenees
+258) Samoyed, Samoyede
+259) Pomeranian
+260) chow, chow chow
+261) keeshond
+262) Brabancon griffon
+263) Pembroke, Pembroke Welsh corgi
+264) Cardigan, Cardigan Welsh corgi
+265) toy poodle
+266) miniature poodle
+267) standard poodle
+268) Mexican hairless
+
+WOLVES
+269) timber wolf, grey wolf, gray wolf, Canis lupus
+270) white wolf, Arctic wolf, Canis lupus tundrarum
+271) red wolf, maned wolf, Canis rufus, Canis niger
+272) coyote, prairie wolf, brush wolf, Canis latrans
+273) dingo, warrigal, warragal, Canis dingo
+274) dhole, Cuon alpinus
+275) African hunting dog, hyena dog, Cape hunting dog, Lycaon pictus
+276) hyena, hyaena
+
+FOXES
+277) red fox, Vulpes vulpes
+278) kit fox, Vulpes macrotis
+279) Arctic fox, white fox, Alopex lagopus
+280) grey fox, gray fox, Urocyon cinereoargenteus
+
+CATS
+281) tabby, tabby cat
+282) tiger cat
+283) Persian cat
+284) Siamese cat, Siamese
+285) Egyptian cat
+286) cougar, puma, catamount, mountain lion, painter, panther, Felis concolor
+287) lynx, catamount
+288) leopard, Panthera pardus
+289) snow leopard, ounce, Panthera uncia
+290) jaguar, panther, Panthera onca, Felis onca
+291) lion, king of beasts, Panthera leo
+292) tiger, Panthera tigris
+293) cheetah, chetah, Acinonyx jubatus
+
+BEARS
+294) brown bear, bruin, Ursus arctos
+295) American black bear, black bear, Ursus americanus, Euarctos americanus
+296) ice bear, polar bear, Ursus Maritimus, Thalarctos maritimus
+297) sloth bear, Melursus ursinus, Ursus ursinus
+387) lesser panda, red panda, panda, bear cat, cat bear, Ailurus fulgens
+388) giant panda, panda, panda bear, coon bear, Ailuropoda melanoleuca
+105) koala, koala bear, kangaroo bear, native bear, Phascolarctos cinereus
+
+BEETLES
+300) tiger beetle
+301) ladybug, ladybeetle, lady beetle, ladybird, ladybird beetle
+302) ground beetle, carabid beetle
+303) long-horned beetle, longicorn, longicorn beetle
+304) leaf beetle, chrysomelid
+305) dung beetle
+306) rhinoceros beetle
+307) weevil
+
+OTHER INVERTEBRATES
+69) trilobite
+78) tick
+79) centipede
+309) bee
+310) ant, emmet, pismire
+312) cricket
+313) walking stick, walkingstick, stick insect
+314) cockroach, roach
+315) mantis, mantid
+316) cicada, cicala
+317) leafhopper
+311) grasshopper, hopper
+
+FLIES
+308) fly
+318) lacewing, lacewing fly
+319) dragonfly, darning needle, devil's darning needle, sewing needle, snake feeder, snake doctor, mosquito hawk, skeeter hawk
+320) damselfly
+321) admiral
+
+BUTTERFLIES
+322) ringlet, ringlet butterfly
+323) monarch, monarch butterfly, milkweed butterfly, Danaus plexippus
+324) cabbage butterfly
+325) sulphur butterfly, sulfur butterfly
+326) lycaenid, lycaenid butterfly
+
+MAMMALS (small)
+102) echidna, spiny anteater, anteater
+103) platypus, duckbill, duckbilled platypus, duck-billed platypus, Ornithorhynchus anatinus
+104) wallaby, brush kangaroo
+106) wombat
+298) mongoose
+299) meerkat, mierkat
+330) wood rabbit, cottontail, cottontail rabbit
+331) hare
+332) Angora, Angora rabbit
+333) hamster
+334) porcupine, hedgehog
+335) fox squirrel, eastern fox squirrel, Sciurus niger
+336) marmot
+337) beaver
+338) guinea pig, Cavia cobaya
+339) sorrel
+356) weasel
+357) mink
+360) otter
+361) skunk, polecat, wood pussy
+358) polecat, fitch, foulmart, foumart, Mustela putorius
+359) black-footed ferret, ferret, Mustela nigripes
+362) badger
+363) armadillo
+364) three-toed sloth, ai, Bradypus tridactylus
+
+MAMMALS (large)
+101) tusker
+340) zebra
+341) hog, pig, grunter, squealer, Sus scrofa
+342) wild boar, boar, Sus scrofa
+343) warthog
+344) hippopotamus, hippo, river horse, Hippopotamus amphibius
+345) ox
+346) water buffalo, water ox, Asiatic buffalo, Bubalus bubalis
+347) bison
+348) ram, tup
+349) bighorn, bighorn sheep, cimarron, Rocky Mountain bighorn, Rocky Mountain sheep, Ovis canadensis
+350) ibex, Capra ibex
+351) hartebeest
+352) impala, Aepyceros melampus
+353) gazelle
+354) Arabian camel, dromedary, Camelus dromedarius
+355) llama
+385) Indian elephant, Elephas maximus
+386) African elephant, Loxodonta africana
+
+HOMINIDS
+365) orangutan, orang, orangutang, Pongo pygmaeus
+366) gorilla, Gorilla gorilla
+367) chimpanzee, chimp, Pan troglodytes
+368) gibbon, Hylobates lar
+369) siamang, Hylobates syndactylus, Symphalangus syndactylus
+370) guenon, guenon monkey
+371) patas, hussar monkey, Erythrocebus patas
+372) baboon
+373) macaque
+374) langur
+375) colobus, colobus monkey
+376) proboscis monkey, Nasalis larvatus
+377) marmoset
+378) capuchin, ringtail, Cebus capucinus
+379) howler monkey, howler
+380) titi, titi monkey
+381) spider monkey, Ateles geoffroyi
+382) squirrel monkey, Saimiri sciureus
+383) Madagascar cat, ring-tailed lemur, Lemur catta
+384) indri, indris, Indri indri, Indri brevicaudatus
diff --git a/inversion/categories/biggan_inanimate.json b/inversion/categories/biggan_inanimate.json
index f7a2ca3..6a7498c 100644
--- a/inversion/categories/biggan_inanimate.json
+++ b/inversion/categories/biggan_inanimate.json
@@ -1,648 +1,650 @@
 {
-  "buildings": {
-    "apiary, bee house": 410, 
-    "bakery, bakeshop, bakehouse": 415, 
-    "barbershop": 424, 
-    "barn": 425, 
-    "beacon, lighthouse, beacon light, pharos": 437, 
-    "birdhouse": 448, 
-    "boathouse": 449, 
-    "bookshop, bookstore, bookstall": 454, 
-    "breakwater, groin, groyne, mole, bulwark, seawall, jetty": 460, 
-    "butcher shop, meat market": 467, 
-    "carousel, carrousel, merry-go-round, roundabout, whirligig": 476, 
-    "castle": 483, 
-    "chainlink fence": 489, 
-    "cinema, movie theater, movie theatre, movie house, picture palace": 498, 
-    "cliff dwelling": 500, 
-    "confectionery, confectionary, candy store": 509, 
-    "crane": 517, 
-    "dam, dike, dyke": 525, 
-    "dock, dockage, docking facility": 536, 
-    "dome": 538, 
-    "drilling platform, offshore rig": 540, 
-    "fountain": 562, 
-    "greenhouse, nursery, glasshouse": 580, 
-    "grocery store, grocery, food market, market": 582, 
-    "library": 624, 
-    "lumbermill, sawmill": 634, 
-    "mailbox, letter box": 637, 
-    "maze, labyrinth": 646, 
-    "megalith, megalithic structure": 649, 
-    "mobile home, manufactured home": 660, 
-    "mountain tent": 672, 
-    "palace": 698, 
-    "park bench": 703, 
-    "patio, terrace": 706, 
-    "pedestal, plinth, footstall": 708, 
-    "picket fence, paling": 716, 
-    "planetarium": 727, 
-    "restaurant, eating house, eating place, eatery": 762, 
-    "shoe shop, shoe-shop, shoe store": 788, 
-    "shoji": 789, 
-    "steel arch bridge": 821, 
-    "stone wall": 825, 
-    "street sign": 919, 
-    "suspension bridge": 839, 
-    "thatch, thatched roof": 853, 
-    "tile roof": 858, 
-    "tobacco shop, tobacconist shop, tobacconist": 860, 
-    "toyshop": 865, 
-    "traffic light, traffic signal, stoplight": 920, 
-    "triumphal arch": 873, 
-    "viaduct": 888, 
-    "worm fence, snake fence, snake-rail fence, virginia fence": 912, 
-    "yurt": 915
-  }, 
-  "clothing": {
-    "abaya": 399, 
-    "academic gown, academic robe, judge's robe": 400, 
-    "apron": 411, 
-    "bath towel": 434, 
-    "bathing cap, swimming cap": 433, 
-    "bearskin, busby, shako": 439, 
-    "bib": 443, 
-    "bikini, two-piece": 445, 
-    "bolo tie, bolo, bola tie, bola": 451, 
-    "bonnet, poke bonnet": 452, 
-    "bow": 456, 
-    "bow tie, bow-tie, bowtie": 457, 
-    "brassiere, bra, bandeau": 459, 
-    "buckle": 464, 
-    "cardigan": 474, 
-    "christmas stocking": 496, 
-    "cloak": 501, 
-    "clog, geta, patten, sabot": 502, 
-    "cowboy boot": 514, 
-    "cowboy hat, ten-gallon hat": 515, 
-    "crash helmet": 518, 
-    "diaper, nappy, napkin": 529, 
-    "feather boa, boa": 552, 
-    "fur coat": 568, 
-    "gown": 578, 
-    "handkerchief, hankie, hanky, hankey": 591, 
-    "hoopskirt, crinoline": 601, 
-    "jean, blue jean, denim": 608, 
-    "jersey, t-shirt, tee shirt": 610, 
-    "kimono": 614, 
-    "knee pad": 615, 
-    "lab coat, laboratory coat": 617, 
-    "loafer": 630, 
-    "maillot": 638, 
-    "maillot, tank suit": 639, 
-    "mask": 643, 
-    "military uniform": 652, 
-    "miniskirt, mini": 655, 
-    "mitten": 658, 
-    "mortarboard": 667, 
-    "neck brace": 678, 
-    "necklace": 679, 
-    "overskirt": 689, 
-    "oxygen mask": 691, 
-    "pajama, pyjama, pj's, jammies": 697, 
-    "poncho": 735, 
-    "running shoe": 770, 
-    "sandal": 774, 
-    "sarong": 775, 
-    "shower cap": 793, 
-    "sock": 806, 
-    "sombrero": 808, 
-    "stole": 824, 
-    "suit, suit of clothes": 834, 
-    "sunglass": 836, 
-    "sunglasses, dark glasses, shades": 837, 
-    "sweatshirt": 841, 
-    "swimming trunks, bathing trunks": 842, 
-    "trench coat": 869, 
-    "velvet": 885, 
-    "windsor tie": 906, 
-    "wool, woolen, woollen": 911
-  }, 
-  "flowers": {
-    "buckeye, horse chestnut, conker": 990, 
-    "cardoon": 946, 
-    "daisy": 985, 
-    "hip, rose hip, rosehip": 989, 
-    "rapeseed": 984, 
-    "yellow lady's slipper, yellow lady-slipper, cypripedium calceolus, cypripedium parviflorum": 986
-  }, 
-  "fruits": {
-    "banana": 954, 
-    "custard apple": 956, 
-    "fig": 952, 
-    "granny smith": 948, 
-    "jackfruit, jak, jack": 955, 
-    "lemon": 951, 
-    "orange": 950, 
-    "pineapple, ananas": 953, 
-    "pomegranate": 957, 
-    "strawberry": 949
-  }, 
-  "interesting miscellaneous objects": {
-    "balloon": 417, 
-    "bubble": 971, 
-    "car mirror": 475, 
-    "coil, spiral, volute, whorl, helix": 506, 
-    "honeycomb": 599, 
-    "jack-o'-lantern": 607, 
-    "knot": 616, 
-    "lighter, light, igniter, ignitor": 626, 
-    "loupe, jeweler's loupe": 633, 
-    "nipple": 680, 
-    "petri dish": 712, 
-    "spider web, spider's web": 815, 
-    "wreck": 913
-  }, 
-  "land": {
-    "alp": 970, 
-    "cliff, drop, drop-off": 972, 
-    "coral reef": 973, 
-    "geyser": 974, 
-    "lakeside, lakeshore": 975, 
-    "promontory, headland, head, foreland": 976, 
-    "sandbar, sand bar": 977, 
-    "seashore, coast, seacoast, sea-coast": 978, 
-    "valley, vale": 979, 
-    "volcano": 980
-  }, 
-  "liquids": {
-    "cup": 968, 
-    "eggnog": 969, 
-    "espresso": 967, 
-    "red wine": 966
-  }, 
-  "medical": {
-    "band aid": 419, 
-    "crutch": 523, 
-    "pill bottle": 720, 
-    "stethoscope": 823, 
-    "stretcher": 830, 
-    "syringe": 845
-  }, 
-  "mushrooms": {
-    "agaric": 992, 
-    "bolete": 997, 
-    "coral fungus": 991, 
-    "ear, spike, capitulum": 998, 
-    "earthstar": 995, 
-    "gyromitra": 993, 
-    "hen-of-the-woods, hen of the woods, polyporus frondosus, grifola frondosa": 996, 
-    "mushroom": 947, 
-    "stinkhorn, carrion fungus": 994
-  }, 
-  "musical instruments": {
-    "accordion, piano accordion, squeeze box": 401, 
-    "acoustic guitar": 402, 
-    "banjo": 420, 
-    "bassoon": 432, 
-    "cassette": 481, 
-    "cassette player": 482, 
-    "cd player": 485, 
-    "cello, violoncello": 486, 
-    "chime, bell, gong": 494, 
-    "cornet, horn, trumpet, trump": 513, 
-    "drum, membranophone, tympan": 541, 
-    "drumstick": 542, 
-    "electric guitar": 546, 
-    "flute, transverse flute": 558, 
-    "french horn, horn": 566, 
-    "gong, tam-tam": 577, 
-    "grand piano, grand": 579, 
-    "harmonica, mouth organ, harp, mouth harp": 593, 
-    "harp": 594, 
-    "maraca": 641, 
-    "marimba, xylophone": 642, 
-    "microphone, mike": 650, 
-    "oboe, hautboy, hautbois": 683, 
-    "ocarina, sweet potato": 684, 
-    "organ, pipe organ": 687, 
-    "panpipe, pandean pipe, syrinx": 699, 
-    "pick, plectrum, plectron": 714, 
-    "sax, saxophone": 776, 
-    "steel drum": 822, 
-    "trombone": 875, 
-    "upright, upright piano": 881, 
-    "violin, fiddle": 889
-  }, 
-  "people": {
-    "ballplayer, baseball player": 981, 
-    "groom, bridegroom": 982, 
-    "scuba diver": 983
-  }, 
-  "prepared food": {
-    "bagel, beigel": 931, 
-    "burrito": 965, 
-    "carbonara": 959, 
-    "cheeseburger": 933, 
-    "chocolate sauce, chocolate syrup": 960, 
-    "consomme": 925, 
-    "dough": 961, 
-    "french loaf": 930, 
-    "guacamole": 924, 
-    "hot pot, hotpot": 926, 
-    "hotdog, hot dog, red hot": 934, 
-    "ice cream, icecream": 928, 
-    "ice lolly, lolly, lollipop, popsicle": 929, 
-    "mashed potato": 935, 
-    "meat loaf, meatloaf": 962, 
-    "pizza, pizza pie": 963, 
-    "potpie": 964, 
-    "pretzel": 932, 
-    "trifle": 927
-  }, 
-  "religious": {
-    "altar": 406, 
-    "bell cote, bell cot": 442, 
-    "church, church building": 497, 
-    "goblet": 572, 
-    "monastery": 663, 
-    "mosque": 668, 
-    "obelisk": 682, 
-    "prayer rug, prayer mat": 741, 
-    "stupa, tope": 832, 
-    "throne": 857, 
-    "totem pole": 863, 
-    "vestment": 887
-  }, 
-  "small objects": {
-    "ashcan, trash can, garbage can, wastebin, ash bin, ash-bin, ashbin, dustbin, trash barrel, trash bin": 412, 
-    "backpack, back pack, knapsack, packsack, rucksack, haversack": 414, 
-    "ballpoint, ballpoint pen, ballpen, biro": 418, 
-    "bannister, banister, balustrade, balusters, handrail": 421, 
-    "barber chair": 423, 
-    "bathtub, bathing tub, bath, tub": 435, 
-    "beaker": 438, 
-    "binder, ring-binder": 446, 
-    "book jacket, dust cover, dust jacket, dust wrapper": 921, 
-    "bookcase": 453, 
-    "bottlecap": 455, 
-    "brass, memorial tablet, plaque": 458, 
-    "broom": 462, 
-    "bucket, pail": 463, 
-    "caldron, cauldron": 469, 
-    "candle, taper, wax light": 470, 
-    "car wheel": 479, 
-    "carpenter's kit, tool kit": 477, 
-    "carton": 478, 
-    "chest": 492, 
-    "chiffonier, commode": 493, 
-    "china cabinet, china closet": 495, 
-    "combination lock": 507, 
-    "comic book": 917, 
-    "cradle": 516, 
-    "crate": 519, 
-    "crib, cot": 520, 
-    "crossword puzzle, crossword": 918, 
-    "desk": 526, 
-    "dining table, board": 532, 
-    "dishrag, dishcloth": 533, 
-    "disk brake, disc brake": 535, 
-    "doormat, welcome mat": 539, 
-    "envelope": 549, 
-    "face powder": 551, 
-    "file, file cabinet, filing cabinet": 553, 
-    "fire screen, fireguard": 556, 
-    "flagpole, flagstaff": 557, 
-    "folding chair": 559, 
-    "fountain pen": 563, 
-    "four-poster": 564, 
-    "hair slide": 584, 
-    "hair spray": 585, 
-    "hamper": 588, 
-    "jigsaw puzzle": 611, 
-    "lampshade, lamp shade": 619, 
-    "lens cap, lens cover": 622, 
-    "letter opener, paper knife, paperknife": 623, 
-    "lipstick, lip rouge": 629, 
-    "lotion": 631, 
-    "mailbag, postbag": 636, 
-    "manhole cover": 640, 
-    "matchstick": 644, 
-    "maypole": 645, 
-    "medicine chest, medicine cabinet": 648, 
-    "mosquito net": 669, 
-    "nail": 677, 
-    "packet": 692, 
-    "paintbrush": 696, 
-    "paper towel": 700, 
-    "pencil box, pencil case": 709, 
-    "pencil sharpener": 710, 
-    "perfume, essence": 711, 
-    "piggy bank, penny bank": 719, 
-    "pillow": 721, 
-    "pinwheel": 723, 
-    "plastic bag": 728, 
-    "plow, plough": 730, 
-    "plunger, plumber's helper": 731, 
-    "pole": 733, 
-    "pot, flowerpot": 738, 
-    "potter's wheel": 739, 
-    "purse": 748, 
-    "quill, quill pen": 749, 
-    "quilt, comforter, comfort, puff": 750, 
-    "rain barrel": 756, 
-    "rocking chair, rocker": 765, 
-    "rubber eraser, rubber, pencil eraser": 767, 
-    "rule, ruler": 769, 
-    "safety pin": 772, 
-    "screw": 783, 
-    "screwdriver": 784, 
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+      "beer glass": 441, 
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+      "cocktail shaker": 503, 
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+      "dutch oven": 544, 
+      "espresso maker": 550, 
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+      "water jug": 899, 
+      "whiskey jug": 901, 
+      "wine bottle": 907, 
+      "wok": 909, 
+      "wooden spoon": 910
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+      "basketball": 430, 
+      "croquet ball": 522, 
+      "dumbbell": 543, 
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+      "snorkel": 801, 
+      "soccer ball": 805, 
+      "tennis ball": 852, 
+      "volleyball": 890
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+      "barometer": 426, 
+      "binoculars, field glasses, opera glasses": 447, 
+      "cash machine, cash dispenser, automated teller machine, automatic teller machine, automated teller, automatic teller, atm": 480, 
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+      "desktop computer": 527, 
+      "dial telephone, dial phone": 528, 
+      "digital clock": 530, 
+      "digital watch": 531, 
+      "dishwasher, dish washer, dishwashing machine": 534, 
+      "electric fan, blower": 545, 
+      "entertainment center": 548, 
+      "gas pump, gasoline pump, petrol pump, island dispenser": 571, 
+      "grille, radiator grille": 581, 
+      "hand blower, blow dryer, blow drier, hair dryer, hair drier": 589, 
+      "hand-held computer, hand-held microcomputer": 590, 
+      "hard disc, hard disk, fixed disk": 592, 
+      "home theater, home theatre": 598, 
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+      "ipod": 605, 
+      "iron, smoothing iron": 606, 
+      "joystick": 613, 
+      "laptop, laptop computer": 620, 
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+      "microwave, microwave oven": 651, 
+      "modem": 662, 
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+      "notebook, notebook computer": 681, 
+      "odometer, hodometer, mileometer, milometer": 685, 
+      "oil filter": 686, 
+      "oscilloscope, scope, cathode-ray oscilloscope, cro": 688, 
+      "padlock": 695, 
+      "parking meter": 704, 
+      "pay-phone, pay-station": 707, 
+      "photocopier": 713, 
+      "plane, carpenter's plane, woodworking plane": 726, 
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+      "power drill": 740, 
+      "printer": 742, 
+      "projector": 745, 
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+      "radio telescope, radio reflector": 755, 
+      "radio, wireless": 754, 
+      "reel": 758, 
+      "reflex camera": 759, 
+      "refrigerator, icebox": 760, 
+      "remote control, remote": 761, 
+      "rotisserie": 766, 
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+      "scale, weighing machine": 778, 
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+      "space bar": 810, 
+      "space heater": 811, 
+      "spotlight, spot": 818, 
+      "stopwatch, stop watch": 826, 
+      "switch, electric switch, electrical switch": 844, 
+      "tape player": 848, 
+      "television, television system": 851, 
+      "tripod": 872, 
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+      "typewriter keyboard": 878, 
+      "umbrella": 879, 
+      "vacuum, vacuum cleaner": 882, 
+      "vending machine": 886, 
+      "waffle iron": 891, 
+      "wall clock": 892, 
+      "washer, automatic washer, washing machine": 897, 
+      "web site, website, internet site, site": 916
+    }, 
+    "vegetables": {
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+      "acorn squash": 941, 
+      "artichoke, globe artichoke": 944, 
+      "bell pepper": 945, 
+      "broccoli": 937, 
+      "butternut squash": 942, 
+      "cauliflower": 938, 
+      "corn": 987, 
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+      "hay": 958, 
+      "head cabbage": 936, 
+      "spaghetti squash": 940, 
+      "zucchini, courgette": 939
+    }, 
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+      "airship, dirigible": 405, 
+      "parachute, chute": 701, 
+      "space shuttle": 812, 
+      "wing": 908
+    }, 
+    "vehicles - land": {
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+      "barrow, garden cart, lawn cart, wheelbarrow": 428, 
+      "bassinet": 431, 
+      "beach wagon, station wagon, wagon, estate car, beach waggon, station waggon, waggon": 436, 
+      "bicycle-built-for-two, tandem bicycle, tandem": 444, 
+      "bobsled, bobsleigh, bob": 450, 
+      "bullet train, bullet": 466, 
+      "cab, hack, taxi, taxicab": 468, 
+      "convertible": 511, 
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+      "electric locomotive": 547, 
+      "fire engine, fire truck": 555, 
+      "forklift": 561, 
+      "freight car": 565, 
+      "garbage truck, dustcart": 569, 
+      "go-kart": 573, 
+      "golfcart, golf cart": 575, 
+      "gondola": 576, 
+      "harvester, reaper": 595, 
+      "horse cart, horse-cart": 603, 
+      "jeep, landrover": 609, 
+      "jinrikisha, ricksha, rickshaw": 612, 
+      "lawn mower, mower": 621, 
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+      "minivan": 656, 
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+      "motor scooter, scooter": 670, 
+      "mountain bike, all-terrain bike, off-roader": 671, 
+      "moving van": 675, 
+      "oxcart": 690, 
+      "passenger car, coach, carriage": 705, 
+      "pickup, pickup truck": 717, 
+      "racer, race car, racing car": 751, 
+      "recreational vehicle, rv, r.v.": 757, 
+      "school bus": 779, 
+      "snowmobile": 802, 
+      "snowplow, snowplough": 803, 
+      "sports car, sport car": 817, 
+      "steam locomotive": 820, 
+      "streetcar, tram, tramcar, trolley, trolley car": 829, 
+      "thresher, thrasher, threshing machine": 856, 
+      "tow truck, tow car, wrecker": 864, 
+      "tractor": 866, 
+      "trailer truck, tractor trailer, trucking rig, rig, articulated lorry, semi": 867, 
+      "tricycle, trike, velocipede": 870, 
+      "trolleybus, trolley coach, trackless trolley": 874, 
+      "unicycle, monocycle": 880
+    }, 
+    "vehicles - water": {
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+      "amphibian, amphibious vehicle": 408, 
+      "canoe": 472, 
+      "catamaran": 484, 
+      "container ship, containership, container vessel": 510, 
+      "fireboat": 554, 
+      "lifeboat": 625, 
+      "liner, ocean liner": 628, 
+      "paddle, boat paddle": 693, 
+      "paddlewheel, paddle wheel": 694, 
+      "pier": 718, 
+      "pirate, pirate ship": 724, 
+      "schooner": 780, 
+      "speedboat": 814, 
+      "trimaran": 871, 
+      "yawl": 914
+    }, 
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+      "breastplate, aegis, egis": 461, 
+      "bulletproof vest": 465, 
+      "cannon": 471, 
+      "chain": 488, 
+      "chain mail, ring mail, mail, chain armor, chain armour, ring armor, ring armour": 490, 
+      "chain saw, chainsaw": 491, 
+      "cleaver, meat cleaver, chopper": 499, 
+      "corkscrew, bottle screw": 512, 
+      "cuirass": 524, 
+      "gasmask, respirator, gas helmet": 570, 
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+      "holster": 597, 
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+      "muzzle": 676, 
+      "pickelhaube": 715, 
+      "police van, police wagon, paddy wagon, patrol wagon, wagon, black maria": 734, 
+      "prison, prison house": 743, 
+      "projectile, missile": 744, 
+      "revolver, six-gun, six-shooter": 763, 
+      "rifle": 764, 
+      "scabbard": 777, 
+      "shield, buckler": 787, 
+      "ski mask": 796, 
+      "submarine, pigboat, sub, u-boat": 833, 
+      "tank, army tank, armored combat vehicle, armoured combat vehicle": 847, 
+      "warplane, military plane": 895
+    }
   }
 }
\ No newline at end of file