eda_utils.py

model_names = [
    'resnet50_deepaugment',
    'resnet50_deepaugment_augmix',
    'resnext101_32x8d_deepaugment_augmix',
    'googlenet/inceptionv1',
    'mnasnet0_5',
    'mnasnet1_0',
    'mobilenet_v2',
    'resnext101_32x8d',
    'resnext50_32x4d',
    'shufflenet_v2_x0_5',
    'shufflenet_v2_x1_0',
    'wide_resnet101_2',
    'wide_resnet50_2',
    'resnet50_aws_baseline',
    'resnet50_with_brightness_aws',
    'resnet50_with_contrast_aws',
    'resnet50_with_defocus_blur_aws',
    'resnet50_with_fog_aws',
    'resnet50_with_frost_aws',
    'resnet50_with_gaussian_noise_aws',
    'resnet50_with_gaussian_noise_contrast_motion_blur_jpeg_compression_aws',
    'resnet50_with_greyscale_aws',
    'resnet50_with_jpeg_compression_aws',
    'resnet50_with_motion_blur_aws',
    'resnet50_with_pixelate_aws',
    'resnet50_with_saturate_aws',
    'resnet50_with_spatter_aws',
    'resnet50_with_zoom_blur_aws',
    'BiT-M-R50x1-ILSVRC2012',
    'BiT-M-R50x3-ILSVRC2012',
    'BiT-M-R101x1-ILSVRC2012',
    'BiT-M-R101x3-ILSVRC2012',
    'BiT-M-R152x4-ILSVRC2012',
    'BiT-M-R50x1-nonfinetuned',
    'BiT-M-R50x3-nonfinetuned',
    'BiT-M-R101x1-nonfinetuned',
    'BiT-M-R101x3-nonfinetuned',
    'BiT-M-R152x4-nonfinetuned',
    'alexnet',
    'bninception',
    'cafferesnet101',
    'densenet121',
    'densenet161',
    'densenet169',
    'densenet201',
    'dpn107',
    'dpn131',
    'dpn68',
    'dpn68b',
    'dpn92',
    'dpn98',
    'fbresnet152',
    'inceptionresnetv2',
    'inceptionv3',
    'inceptionv4',
    'nasnetalarge',
    'nasnetamobile',
    'pnasnet5large',
    'polynet',
    'resnet101',
    'resnet152',
    'resnet18',
    'resnet34',
    'resnet50',
    'resnext101_32x4d',
    'resnext101_64x4d',
    'se_resnet101',
    'se_resnet152',
    'se_resnet50',
    'se_resnext101_32x4d',
    'se_resnext50_32x4d',
    'senet154',
    'vgg11',
    'vgg11_bn',
    'vgg13',
    'vgg13_bn',
    'vgg16',
    'vgg16_bn',
    'vgg19',
    'vgg19_bn',
    'xception',
    'squeezenet1_0',
    'squeezenet1_1',
    'alexnet_lpf2',
    'alexnet_lpf3',
    'alexnet_lpf5',
    'densenet121_lpf2',
    'densenet121_lpf3',
    'densenet121_lpf5',
    'mobilenet_v2_lpf2',
    'mobilenet_v2_lpf3',
    'mobilenet_v2_lpf5',
    'resnet101_lpf2',
    'resnet101_lpf3',
    'resnet101_lpf5',
    'resnet18_lpf2',
    'resnet18_lpf3',
    'resnet18_lpf5',
    'resnet34_lpf2',
    'resnet34_lpf3',
    'resnet34_lpf5',
    'resnet50_lpf2',
    'resnet50_lpf3',
    'resnet50_lpf5',
    'vgg16_bn_lpf2',
    'vgg16_bn_lpf3',
    'vgg16_bn_lpf5',
    'vgg16_lpf2',
    'vgg16_lpf3',
    'vgg16_lpf5',
    'resnet18-rotation-nocrop_40',
    'resnet18-rotation-random_30',
    'resnet18-rotation-random_40',
    'resnet18-rotation-standard_40',
    'resnet18-rotation-worst10_30',
    'resnet18-rotation-worst10_40',
    'resnet50_adv-train-free',
    'bninception-imagenet21k',
    'FixPNASNet',
    'FixResNeXt101_32x48d',
    'FixResNeXt101_32x48d_v2',
    'FixResNet50',
    'FixResNet50CutMix',
    'FixResNet50CutMix_v2',
    'FixResNet50_no_adaptation',
    'FixResNet50_v2',
    'resnet50_trained_on_SIN',
    'resnet50_trained_on_SIN_and_IN',
    'resnet50_trained_on_SIN_and_IN_then_finetuned_on_IN',
    'efficientnet-b0',
    'efficientnet-b1',
    'efficientnet-b2',
    'efficientnet-b3',
    'efficientnet-b4',
    'efficientnet-b5',
    'efficientnet-b0-autoaug',
    'efficientnet-b1-autoaug',
    'efficientnet-b2-autoaug',
    'efficientnet-b3-autoaug',
    'efficientnet-b4-autoaug',
    'efficientnet-b5-autoaug',
    'efficientnet-b6-autoaug',
    'efficientnet-b7-autoaug',
    'efficientnet-b5-randaug',
    'efficientnet-b7-randaug',
    'efficientnet-b0-advprop-autoaug',
    'efficientnet-b1-advprop-autoaug',
    'efficientnet-b2-advprop-autoaug',
    'efficientnet-b3-advprop-autoaug',
    'efficientnet-b4-advprop-autoaug',
    'efficientnet-b5-advprop-autoaug',
    'efficientnet-b6-advprop-autoaug',
    'efficientnet-b7-advprop-autoaug',
    'efficientnet-b8-advprop-autoaug',
    'efficientnet-l2-noisystudent',
    'vit_small_patch16_224',
    'vit_base_patch16_224',
    'vit_base_patch16_384',
    'vit_base_patch32_384',
    'vit_large_patch16_224',
    'vit_large_patch16_384',
    'vit_large_patch32_384',
    'resnet152-imagenet11k',
    'resnet18_ssl',
    'resnet18_swsl',
    'resnet50_ssl',
    'resnet50_swsl',
    'resnext50_32x4d_ssl',
    'resnext50_32x4d_swsl',
    'resnext101_32x4d_ssl',
    'resnext101_32x4d_swsl',
    'resnext101_32x8d_ssl',
    'resnext101_32x8d_swsl',
    'resnext101_32x16d_ssl',
    'resnet101_cutmix',
    'resnet50_cutmix',
    'resnet50_cutout',
    'resnet50_feature_cutmix',
    'resnet50_mixup',
    'instagram-resnext101_32x8d',
    'instagram-resnext101_32x16d',
    'instagram-resnext101_32x32d',
    'instagram-resnext101_32x48d',
    'resnet50-randomized_smoothing_noise_0.00',
    'resnet50-randomized_smoothing_noise_0.25',
    'resnet50-randomized_smoothing_noise_0.50',
    'resnet50-randomized_smoothing_noise_1.00',
    'resnet50-smoothing_adversarial_DNN_2steps_eps_512_noise_0.25',
    'resnet50-smoothing_adversarial_DNN_2steps_eps_512_noise_0.50',
    'resnet50-smoothing_adversarial_DNN_2steps_eps_512_noise_1.00',
    'resnet50-smoothing_adversarial_PGD_1step_eps_512_noise_0.25',
    'resnet50-smoothing_adversarial_PGD_1step_eps_512_noise_0.50',
    'resnet50-smoothing_adversarial_PGD_1step_eps_512_noise_1.00',
    'resnet50_l2_eps3_robust',
    'resnet50_linf_eps4_robust',
    'resnet50_linf_eps8_robust',
    'resnet50_augmix',
    'resnet50_imagenet_100percent_batch64_original_images',
    'resnet50_imagenet_subsample_125_classes_batch64_original_images',
    'resnet50_imagenet_subsample_1_of_16_batch64_original_images',
    'resnet50_imagenet_subsample_1_of_2_batch64_original_images',
    'resnet50_imagenet_subsample_1_of_32_batch64_original_images',
    'resnet50_imagenet_subsample_1_of_4_batch64_original_images',
    'resnet50_imagenet_subsample_1_of_8_batch64_original_images',
    'resnet50_imagenet_subsample_250_classes_batch64_original_images',
    'resnet50_imagenet_subsample_500_classes_batch64_original_images'
]


imagenet_dict = {
    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',
    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',
    25: 'European fire salamander, Salamandra salamandra',
    26: 'common newt, Triturus vulgaris',
    27: 'eft',
    28: 'spotted salamander, Ambystoma maculatum',
    29: 'axolotl, mud puppy, Ambystoma mexicanum',
    30: 'bullfrog, Rana catesbeiana',
    31: 'tree frog, tree-frog',
    32: 'tailed frog, bell toad, ribbed toad, tailed toad, Ascaphus trui',
    33: 'loggerhead, loggerhead turtle, Caretta caretta',
    34: 'leatherback turtle, leatherback, leathery turtle, Dermochelys coriacea',
    35: 'mud turtle',
    36: 'terrapin',
    37: 'box turtle, box tortoise',
    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',
    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',
    69: 'trilobite',
    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',
    78: 'tick',
    79: 'centipede',
    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',
    101: 'tusker',
    102: 'echidna, spiny anteater, anteater',
    103: 'platypus, duckbill, duckbilled platypus, duck-billed platypus, Ornithorhynchus anatinus',
    104: 'wallaby, brush kangaroo',
    105: 'koala, koala bear, kangaroo bear, native bear, Phascolarctos cinereus',
    106: 'wombat',
    107: 'jellyfish',
    108: 'sea anemone, anemone',
    109: 'brain coral',
    110: 'flatworm, platyhelminth',
    111: 'nematode, nematode worm, roundworm',
    112: 'conch',
    113: 'snail',
    114: 'slug',
    115: 'sea slug, nudibranch',
    116: 'chiton, coat-of-mail shell, sea cradle, polyplacophore',
    117: 'chambered nautilus, pearly nautilus, nautilus',
    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',
    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',
    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',
    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',
    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',
    277: 'red fox, Vulpes vulpes',
    278: 'kit fox, Vulpes macrotis',
    279: 'Arctic fox, white fox, Alopex lagopus',
    280: 'grey fox, gray fox, Urocyon cinereoargenteus',
    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',
    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',
    298: 'mongoose',
    299: 'meerkat, mierkat',
    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',
    308: 'fly',
    309: 'bee',
    310: 'ant, emmet, pismire',
    311: 'grasshopper, hopper',
    312: 'cricket',
    313: 'walking stick, walkingstick, stick insect',
    314: 'cockroach, roach',
    315: 'mantis, mantid',
    316: 'cicada, cicala',
    317: 'leafhopper',
    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',
    322: 'ringlet, ringlet butterfly',
    323: 'monarch, monarch butterfly, milkweed butterfly, Danaus plexippus',
    324: 'cabbage butterfly',
    325: 'sulphur butterfly, sulfur butterfly',
    326: 'lycaenid, lycaenid butterfly',
    327: 'starfish, sea star',
    328: 'sea urchin',
    329: 'sea cucumber, holothurian',
    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',
    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',
    356: 'weasel',
    357: 'mink',
    358: 'polecat, fitch, foulmart, foumart, Mustela putorius',
    359: 'black-footed ferret, ferret, Mustela nigripes',
    360: 'otter',
    361: 'skunk, polecat, wood pussy',
    362: 'badger',
    363: 'armadillo',
    364: 'three-toed sloth, ai, Bradypus tridactylus',
    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',
    385: 'Indian elephant, Elephas maximus',
    386: 'African elephant, Loxodonta africana',
    387: 'lesser panda, red panda, panda, bear cat, cat bear, Ailurus fulgens',
    388: 'giant panda, panda, panda bear, coon bear, Ailuropoda melanoleuca',
    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',
    398: 'abacus',
    399: 'abaya',
    400: "academic gown, academic robe, judge's robe",
    401: 'accordion, piano accordion, squeeze box',
    402: 'acoustic guitar',
    403: 'aircraft carrier, carrier, flattop, attack aircraft carrier',
    404: 'airliner',
    405: 'airship, dirigible',
    406: 'altar',
    407: 'ambulance',
    408: 'amphibian, amphibious vehicle',
    409: 'analog clock',
    410: 'apiary, bee house',
    411: 'apron',
    412: 'ashcan, trash can, garbage can, wastebin, ash bin, ash-bin, ashbin, dustbin, trash barrel, trash bin',
    413: 'assault rifle, assault gun',
    414: 'backpack, back pack, knapsack, packsack, rucksack, haversack',
    415: 'bakery, bakeshop, bakehouse',
    416: 'balance beam, beam',
    417: 'balloon',
    418: 'ballpoint, ballpoint pen, ballpen, Biro',
    419: 'Band Aid',
    420: 'banjo',
    421: 'bannister, banister, balustrade, balusters, handrail',
    422: 'barbell',
    423: 'barber chair',
    424: 'barbershop',
    425: 'barn',
    426: 'barometer',
    427: 'barrel, cask',
    428: 'barrow, garden cart, lawn cart, wheelbarrow',
    429: 'baseball',
    430: 'basketball',
    431: 'bassinet',
    432: 'bassoon',
    433: 'bathing cap, swimming cap',
    434: 'bath towel',
    435: 'bathtub, bathing tub, bath, tub',
    436: 'beach wagon, station wagon, wagon, estate car, beach waggon, station waggon, waggon',
    437: 'beacon, lighthouse, beacon light, pharos',
    438: 'beaker',
    439: 'bearskin, busby, shako',
    440: 'beer bottle',
    441: 'beer glass',
    442: 'bell cote, bell cot',
    443: 'bib',
    444: 'bicycle-built-for-two, tandem bicycle, tandem',
    445: 'bikini, two-piece',
    446: 'binder, ring-binder',
    447: 'binoculars, field glasses, opera glasses',
    448: 'birdhouse',
    449: 'boathouse',
    450: 'bobsled, bobsleigh, bob',
    451: 'bolo tie, bolo, bola tie, bola',
    452: 'bonnet, poke bonnet',
    453: 'bookcase',
    454: 'bookshop, bookstore, bookstall',
    455: 'bottlecap',
    456: 'bow',
    457: 'bow tie, bow-tie, bowtie',
    458: 'brass, memorial tablet, plaque',
    459: 'brassiere, bra, bandeau',
    460: 'breakwater, groin, groyne, mole, bulwark, seawall, jetty',
    461: 'breastplate, aegis, egis',
    462: 'broom',
    463: 'bucket, pail',
    464: 'buckle',
    465: 'bulletproof vest',
    466: 'bullet train, bullet',
    467: 'butcher shop, meat market',
    468: 'cab, hack, taxi, taxicab',
    469: 'caldron, cauldron',
    470: 'candle, taper, wax light',
    471: 'cannon',
    472: 'canoe',
    473: 'can opener, tin opener',
    474: 'cardigan',
    475: 'car mirror',
    476: 'carousel, carrousel, merry-go-round, roundabout, whirligig',
    477: "carpenter's kit, tool kit",
    478: 'carton',
    479: 'car wheel',
    480: 'cash machine, cash dispenser, automated teller machine, automatic teller machine, automated teller, automatic teller, ATM',
    481: 'cassette',
    482: 'cassette player',
    483: 'castle',
    484: 'catamaran',
    485: 'CD player',
    486: 'cello, violoncello',
    487: 'cellular telephone, cellular phone, cellphone, cell, mobile phone',
    488: 'chain',
    489: 'chainlink fence',
    490: 'chain mail, ring mail, mail, chain armor, chain armour, ring armor, ring armour',
    491: 'chain saw, chainsaw',
    492: 'chest',
    493: 'chiffonier, commode',
    494: 'chime, bell, gong',
    495: 'china cabinet, china closet',
    496: 'Christmas stocking',
    497: 'church, church building',
    498: 'cinema, movie theater, movie theatre, movie house, picture palace',
    499: 'cleaver, meat cleaver, chopper',
    500: 'cliff dwelling',
    501: 'cloak',
    502: 'clog, geta, patten, sabot',
    503: 'cocktail shaker',
    504: 'coffee mug',
    505: 'coffeepot',
    506: 'coil, spiral, volute, whorl, helix',
    507: 'combination lock',
    508: 'computer keyboard, keypad',
    509: 'confectionery, confectionary, candy store',
    510: 'container ship, containership, container vessel',
    511: 'convertible',
    512: 'corkscrew, bottle screw',
    513: 'cornet, horn, trumpet, trump',
    514: 'cowboy boot',
    515: 'cowboy hat, ten-gallon hat',
    516: 'cradle',
    517: 'crane',
    518: 'crash helmet',
    519: 'crate',
    520: 'crib, cot',
    521: 'Crock Pot',
    522: 'croquet ball',
    523: 'crutch',
    524: 'cuirass',
    525: 'dam, dike, dyke',
    526: 'desk',
    527: 'desktop computer',
    528: 'dial telephone, dial phone',
    529: 'diaper, nappy, napkin',
    530: 'digital clock',
    531: 'digital watch',
    532: 'dining table, board',
    533: 'dishrag, dishcloth',
    534: 'dishwasher, dish washer, dishwashing machine',
    535: 'disk brake, disc brake',
    536: 'dock, dockage, docking facility',
    537: 'dogsled, dog sled, dog sleigh',
    538: 'dome',
    539: 'doormat, welcome mat',
    540: 'drilling platform, offshore rig',
    541: 'drum, membranophone, tympan',
    542: 'drumstick',
    543: 'dumbbell',
    544: 'Dutch oven',
    545: 'electric fan, blower',
    546: 'electric guitar',
    547: 'electric locomotive',
    548: 'entertainment center',
    549: 'envelope',
    550: 'espresso maker',
    551: 'face powder',
    552: 'feather boa, boa',
    553: 'file, file cabinet, filing cabinet',
    554: 'fireboat',
    555: 'fire engine, fire truck',
    556: 'fire screen, fireguard',
    557: 'flagpole, flagstaff',
    558: 'flute, transverse flute',
    559: 'folding chair',
    560: 'football helmet',
    561: 'forklift',
    562: 'fountain',
    563: 'fountain pen',
    564: 'four-poster',
    565: 'freight car',
    566: 'French horn, horn',
    567: 'frying pan, frypan, skillet',
    568: 'fur coat',
    569: 'garbage truck, dustcart',
    570: 'gasmask, respirator, gas helmet',
    571: 'gas pump, gasoline pump, petrol pump, island dispenser',
    572: 'goblet',
    573: 'go-kart',
    574: 'golf ball',
    575: 'golfcart, golf cart',
    576: 'gondola',
    577: 'gong, tam-tam',
    578: 'gown',
    579: 'grand piano, grand',
    580: 'greenhouse, nursery, glasshouse',
    581: 'grille, radiator grille',
    582: 'grocery store, grocery, food market, market',
    583: 'guillotine',
    584: 'hair slide',
    585: 'hair spray',
    586: 'half track',
    587: 'hammer',
    588: 'hamper',
    589: 'hand blower, blow dryer, blow drier, hair dryer, hair drier',
    590: 'hand-held computer, hand-held microcomputer',
    591: 'handkerchief, hankie, hanky, hankey',
    592: 'hard disc, hard disk, fixed disk',
    593: 'harmonica, mouth organ, harp, mouth harp',
    594: 'harp',
    595: 'harvester, reaper',
    596: 'hatchet',
    597: 'holster',
    598: 'home theater, home theatre',
    599: 'honeycomb',
    600: 'hook, claw',
    601: 'hoopskirt, crinoline',
    602: 'horizontal bar, high bar',
    603: 'horse cart, horse-cart',
    604: 'hourglass',
    605: 'iPod',
    606: 'iron, smoothing iron',
    607: "jack-o'-lantern",
    608: 'jean, blue jean, denim',
    609: 'jeep, landrover',
    610: 'jersey, T-shirt, tee shirt',
    611: 'jigsaw puzzle',
    612: 'jinrikisha, ricksha, rickshaw',
    613: 'joystick',
    614: 'kimono',
    615: 'knee pad',
    616: 'knot',
    617: 'lab coat, laboratory coat',
    618: 'ladle',
    619: 'lampshade, lamp shade',
    620: 'laptop, laptop computer',
    621: 'lawn mower, mower',
    622: 'lens cap, lens cover',
    623: 'letter opener, paper knife, paperknife',
    624: 'library',
    625: 'lifeboat',
    626: 'lighter, light, igniter, ignitor',
    627: 'limousine, limo',
    628: 'liner, ocean liner',
    629: 'lipstick, lip rouge',
    630: 'Loafer',
    631: 'lotion',
    632: 'loudspeaker, speaker, speaker unit, loudspeaker system, speaker system',
    633: "loupe, jeweler's loupe",
    634: 'lumbermill, sawmill',
    635: 'magnetic compass',
    636: 'mailbag, postbag',
    637: 'mailbox, letter box',
    638: 'maillot',
    639: 'maillot, tank suit',
    640: 'manhole cover',
    641: 'maraca',
    642: 'marimba, xylophone',
    643: 'mask',
    644: 'matchstick',
    645: 'maypole',
    646: 'maze, labyrinth',
    647: 'measuring cup',
    648: 'medicine chest, medicine cabinet',
    649: 'megalith, megalithic structure',
    650: 'microphone, mike',
    651: 'microwave, microwave oven',
    652: 'military uniform',
    653: 'milk can',
    654: 'minibus',
    655: 'miniskirt, mini',
    656: 'minivan',
    657: 'missile',
    658: 'mitten',
    659: 'mixing bowl',
    660: 'mobile home, manufactured home',
    661: 'Model T',
    662: 'modem',
    663: 'monastery',
    664: 'monitor',
    665: 'moped',
    666: 'mortar',
    667: 'mortarboard',
    668: 'mosque',
    669: 'mosquito net',
    670: 'motor scooter, scooter',
    671: 'mountain bike, all-terrain bike, off-roader',
    672: 'mountain tent',
    673: 'mouse, computer mouse',
    674: 'mousetrap',
    675: 'moving van',
    676: 'muzzle',
    677: 'nail',
    678: 'neck brace',
    679: 'necklace',
    680: 'nipple',
    681: 'notebook, notebook computer',
    682: 'obelisk',
    683: 'oboe, hautboy, hautbois',
    684: 'ocarina, sweet potato',
    685: 'odometer, hodometer, mileometer, milometer',
    686: 'oil filter',
    687: 'organ, pipe organ',
    688: 'oscilloscope, scope, cathode-ray oscilloscope, CRO',
    689: 'overskirt',
    690: 'oxcart',
    691: 'oxygen mask',
    692: 'packet',
    693: 'paddle, boat paddle',
    694: 'paddlewheel, paddle wheel',
    695: 'padlock',
    696: 'paintbrush',
    697: "pajama, pyjama, pj's, jammies",
    698: 'palace',
    699: 'panpipe, pandean pipe, syrinx',
    700: 'paper towel',
    701: 'parachute, chute',
    702: 'parallel bars, bars',
    703: 'park bench',
    704: 'parking meter',
    705: 'passenger car, coach, carriage',
    706: 'patio, terrace',
    707: 'pay-phone, pay-station',
    708: 'pedestal, plinth, footstall',
    709: 'pencil box, pencil case',
    710: 'pencil sharpener',
    711: 'perfume, essence',
    712: 'Petri dish',
    713: 'photocopier',
    714: 'pick, plectrum, plectron',
    715: 'pickelhaube',
    716: 'picket fence, paling',
    717: 'pickup, pickup truck',
    718: 'pier',
    719: 'piggy bank, penny bank',
    720: 'pill bottle',
    721: 'pillow',
    722: 'ping-pong ball',
    723: 'pinwheel',
    724: 'pirate, pirate ship',
    725: 'pitcher, ewer',
    726: "plane, carpenter's plane, woodworking plane",
    727: 'planetarium',
    728: 'plastic bag',
    729: 'plate rack',
    730: 'plow, plough',
    731: "plunger, plumber's helper",
    732: 'Polaroid camera, Polaroid Land camera',
    733: 'pole',
    734: 'police van, police wagon, paddy wagon, patrol wagon, wagon, black Maria',
    735: 'poncho',
    736: 'pool table, billiard table, snooker table',
    737: 'pop bottle, soda bottle',
    738: 'pot, flowerpot',
    739: "potter's wheel",
    740: 'power drill',
    741: 'prayer rug, prayer mat',
    742: 'printer',
    743: 'prison, prison house',
    744: 'projectile, missile',
    745: 'projector',
    746: 'puck, hockey puck',
    747: 'punching bag, punch bag, punching ball, punchball',
    748: 'purse',
    749: 'quill, quill pen',
    750: 'quilt, comforter, comfort, puff',
    751: 'racer, race car, racing car',
    752: 'racket, racquet',
    753: 'radiator',
    754: 'radio, wireless',
    755: 'radio telescope, radio reflector',
    756: 'rain barrel',
    757: 'recreational vehicle, RV, R.V.',
    758: 'reel',
    759: 'reflex camera',
    760: 'refrigerator, icebox',
    761: 'remote control, remote',
    762: 'restaurant, eating house, eating place, eatery',
    763: 'revolver, six-gun, six-shooter',
    764: 'rifle',
    765: 'rocking chair, rocker',
    766: 'rotisserie',
    767: 'rubber eraser, rubber, pencil eraser',
    768: 'rugby ball',
    769: 'rule, ruler',
    770: 'running shoe',
    771: 'safe',
    772: 'safety pin',
    773: 'saltshaker, salt shaker',
    774: 'sandal',
    775: 'sarong',
    776: 'sax, saxophone',
    777: 'scabbard',
    778: 'scale, weighing machine',
    779: 'school bus',
    780: 'schooner',
    781: 'scoreboard',
    782: 'screen, CRT screen',
    783: 'screw',
    784: 'screwdriver',
    785: 'seat belt, seatbelt',
    786: 'sewing machine',
    787: 'shield, buckler',
    788: 'shoe shop, shoe-shop, shoe store',
    789: 'shoji',
    790: 'shopping basket',
    791: 'shopping cart',
    792: 'shovel',
    793: 'shower cap',
    794: 'shower curtain',
    795: 'ski',
    796: 'ski mask',
    797: 'sleeping bag',
    798: 'slide rule, slipstick',
    799: 'sliding door',
    800: 'slot, one-armed bandit',
    801: 'snorkel',
    802: 'snowmobile',
    803: 'snowplow, snowplough',
    804: 'soap dispenser',
    805: 'soccer ball',
    806: 'sock',
    807: 'solar dish, solar collector, solar furnace',
    808: 'sombrero',
    809: 'soup bowl',
    810: 'space bar',
    811: 'space heater',
    812: 'space shuttle',
    813: 'spatula',
    814: 'speedboat',
    815: "spider web, spider's web",
    816: 'spindle',
    817: 'sports car, sport car',
    818: 'spotlight, spot',
    819: 'stage',
    820: 'steam locomotive',
    821: 'steel arch bridge',
    822: 'steel drum',
    823: 'stethoscope',
    824: 'stole',
    825: 'stone wall',
    826: 'stopwatch, stop watch',
    827: 'stove',
    828: 'strainer',
    829: 'streetcar, tram, tramcar, trolley, trolley car',
    830: 'stretcher',
    831: 'studio couch, day bed',
    832: 'stupa, tope',
    833: 'submarine, pigboat, sub, U-boat',
    834: 'suit, suit of clothes',
    835: 'sundial',
    836: 'sunglass',
    837: 'sunglasses, dark glasses, shades',
    838: 'sunscreen, sunblock, sun blocker',
    839: 'suspension bridge',
    840: 'swab, swob, mop',
    841: 'sweatshirt',
    842: 'swimming trunks, bathing trunks',
    843: 'swing',
    844: 'switch, electric switch, electrical switch',
    845: 'syringe',
    846: 'table lamp',
    847: 'tank, army tank, armored combat vehicle, armoured combat vehicle',
    848: 'tape player',
    849: 'teapot',
    850: 'teddy, teddy bear',
    851: 'television, television system',
    852: 'tennis ball',
    853: 'thatch, thatched roof',
    854: 'theater curtain, theatre curtain',
    855: 'thimble',
    856: 'thresher, thrasher, threshing machine',
    857: 'throne',
    858: 'tile roof',
    859: 'toaster',
    860: 'tobacco shop, tobacconist shop, tobacconist',
    861: 'toilet seat',
    862: 'torch',
    863: 'totem pole',
    864: 'tow truck, tow car, wrecker',
    865: 'toyshop',
    866: 'tractor',
    867: 'trailer truck, tractor trailer, trucking rig, rig, articulated lorry, semi',
    868: 'tray',
    869: 'trench coat',
    870: 'tricycle, trike, velocipede',
    871: 'trimaran',
    872: 'tripod',
    873: 'triumphal arch',
    874: 'trolleybus, trolley coach, trackless trolley',
    875: 'trombone',
    876: 'tub, vat',
    877: 'turnstile',
    878: 'typewriter keyboard',
    879: 'umbrella',
    880: 'unicycle, monocycle',
    881: 'upright, upright piano',
    882: 'vacuum, vacuum cleaner',
    883: 'vase',
    884: 'vault',
    885: 'velvet',
    886: 'vending machine',
    887: 'vestment',
    888: 'viaduct',
    889: 'violin, fiddle',
    890: 'volleyball',
    891: 'waffle iron',
    892: 'wall clock',
    893: 'wallet, billfold, notecase, pocketbook',
    894: 'wardrobe, closet, press',
    895: 'warplane, military plane',
    896: 'washbasin, handbasin, washbowl, lavabo, wash-hand basin',
    897: 'washer, automatic washer, washing machine',
    898: 'water bottle',
    899: 'water jug',
    900: 'water tower',
    901: 'whiskey jug',
    902: 'whistle',
    903: 'wig',
    904: 'window screen',
    905: 'window shade',
    906: 'Windsor tie',
    907: 'wine bottle',
    908: 'wing',
    909: 'wok',
    910: 'wooden spoon',
    911: 'wool, woolen, woollen',
    912: 'worm fence, snake fence, snake-rail fence, Virginia fence',
    913: 'wreck',
    914: 'yawl',
    915: 'yurt',
    916: 'web site, website, internet site, site',
    917: 'comic book',
    918: 'crossword puzzle, crossword',
    919: 'street sign',
    920: 'traffic light, traffic signal, stoplight',
    921: 'book jacket, dust cover, dust jacket, dust wrapper',
    922: 'menu',
    923: 'plate',
    924: 'guacamole',
    925: 'consomme',
    926: 'hot pot, hotpot',
    927: 'trifle',
    928: 'ice cream, icecream',
    929: 'ice lolly, lolly, lollipop, popsicle',
    930: 'French loaf',
    931: 'bagel, beigel',
    932: 'pretzel',
    933: 'cheeseburger',
    934: 'hotdog, hot dog, red hot',
    935: 'mashed potato',
    936: 'head cabbage',
    937: 'broccoli',
    938: 'cauliflower',
    939: 'zucchini, courgette',
    940: 'spaghetti squash',
    941: 'acorn squash',
    942: 'butternut squash',
    943: 'cucumber, cuke',
    944: 'artichoke, globe artichoke',
    945: 'bell pepper',
    946: 'cardoon',
    947: 'mushroom',
    948: 'Granny Smith',
    949: 'strawberry',
    950: 'orange',
    951: 'lemon',
    952: 'fig',
    953: 'pineapple, ananas',
    954: 'banana',
    955: 'jackfruit, jak, jack',
    956: 'custard apple',
    957: 'pomegranate',
    958: 'hay',
    959: 'carbonara',
    960: 'chocolate sauce, chocolate syrup',
    961: 'dough',
    962: 'meat loaf, meatloaf',
    963: 'pizza, pizza pie',
    964: 'potpie',
    965: 'burrito',
    966: 'red wine',
    967: 'espresso',
    968: 'cup',
    969: 'eggnog',
    970: 'alp',
    971: 'bubble',
    972: 'cliff, drop, drop-off',
    973: 'coral reef',
    974: 'geyser',
    975: 'lakeside, lakeshore',
    976: 'promontory, headland, head, foreland',
    977: 'sandbar, sand bar',
    978: 'seashore, coast, seacoast, sea-coast',
    979: 'valley, vale',
    980: 'volcano',
    981: 'ballplayer, baseball player',
    982: 'groom, bridegroom',
    983: 'scuba diver',
    984: 'rapeseed',
    985: 'daisy',
    986: "yellow lady's slipper, yellow lady-slipper, Cypripedium calceolus, Cypripedium parviflorum",
    987: 'corn',
    988: 'acorn',
    989: 'hip, rose hip, rosehip',
    990: 'buckeye, horse chestnut, conker',
    991: 'coral fungus',
    992: 'agaric',
    993: 'gyromitra',
    994: 'stinkhorn, carrion fungus',
    995: 'earthstar',
    996: 'hen-of-the-woods, hen of the woods, Polyporus frondosus, Grifola frondosa',
    997: 'bolete',
    998: 'ear, spike, capitulum',
    999: 'toilet tissue, toilet paper, bathroom tissue'
}



imagenet_filename_to_class_dict = {
    'n01440764': 'tench, Tinca tinca',
    'n01443537': 'goldfish, Carassius auratus',
    'n01484850': 'great white shark, white shark, man-eater, man-eating shark, Carcharodon carcharias',
    'n01491361': 'tiger shark, Galeocerdo cuvieri',
    'n01494475': 'hammerhead, hammerhead shark',
    'n01496331': 'electric ray, crampfish, numbfish, torpedo',
    'n01498041': 'stingray',
    'n01514668': 'cock',
    'n01514859': 'hen',
    'n01518878': 'ostrich, Struthio camelus',
    'n01530575': 'brambling, Fringilla montifringilla',
    'n01531178': 'goldfinch, Carduelis carduelis',
    'n01532829': 'house finch, linnet, Carpodacus mexicanus',
    'n01534433': 'junco, snowbird',
    'n01537544': 'indigo bunting, indigo finch, indigo bird, Passerina cyanea',
    'n01558993': 'robin, American robin, Turdus migratorius',
    'n01560419': 'bulbul',
    'n01580077': 'jay',
    'n01582220': 'magpie',
    'n01592084': 'chickadee',
    'n01601694': 'water ouzel, dipper',
    'n01608432': 'kite',
    'n01614925': 'bald eagle, American eagle, Haliaeetus leucocephalus',
    'n01616318': 'vulture',
    'n01622779': 'great grey owl, great gray owl, Strix nebulosa',
    'n01629819': 'European fire salamander, Salamandra salamandra',
    'n01630670': 'common newt, Triturus vulgaris',
    'n01631663': 'eft',
    'n01632458': 'spotted salamander, Ambystoma maculatum',
    'n01632777': 'axolotl, mud puppy, Ambystoma mexicanum',
    'n01641577': 'bullfrog, Rana catesbeiana',
    'n01644373': 'tree frog, tree-frog',
    'n01644900': 'tailed frog, bell toad, ribbed toad, tailed toad, Ascaphus trui',
    'n01664065': 'loggerhead, loggerhead turtle, Caretta caretta',
    'n01665541': 'leatherback turtle, leatherback, leathery turtle, Dermochelys coriacea',
    'n01667114': 'mud turtle',
    'n01667778': 'terrapin',
    'n01669191': 'box turtle, box tortoise',
    'n01675722': 'banded gecko',
    'n01677366': 'common iguana, iguana, Iguana iguana',
    'n01682714': 'American chameleon, anole, Anolis carolinensis',
    'n01685808': 'whiptail, whiptail lizard',
    'n01687978': 'agama',
    'n01688243': 'frilled lizard, Chlamydosaurus kingi',
    'n01689811': 'alligator lizard',
    'n01692333': 'Gila monster, Heloderma suspectum',
    'n01693334': 'green lizard, Lacerta viridis',
    'n01694178': 'African chameleon, Chamaeleo chamaeleon',
    'n01695060': 'Komodo dragon, Komodo lizard, dragon lizard, giant lizard, Varanus komodoensis',
    'n01697457': 'African crocodile, Nile crocodile, Crocodylus niloticus',
    'n01698640': 'American alligator, Alligator mississipiensis',
    'n01704323': 'triceratops',
    'n01728572': 'thunder snake, worm snake, Carphophis amoenus',
    'n01728920': 'ringneck snake, ring-necked snake, ring snake',
    'n01729322': 'hognose snake, puff adder, sand viper',
    'n01729977': 'green snake, grass snake',
    'n01734418': 'king snake, kingsnake',
    'n01735189': 'garter snake, grass snake',
    'n01737021': 'water snake',
    'n01739381': 'vine snake',
    'n01740131': 'night snake, Hypsiglena torquata',
    'n01742172': 'boa constrictor, Constrictor constrictor',
    'n01744401': 'rock python, rock snake, Python sebae',
    'n01748264': 'Indian cobra, Naja naja',
    'n01749939': 'green mamba',
    'n01751748': 'sea snake',
    'n01753488': 'horned viper, cerastes, sand viper, horned asp, Cerastes cornutus',
    'n01755581': 'diamondback, diamondback rattlesnake, Crotalus adamanteus',
    'n01756291': 'sidewinder, horned rattlesnake, Crotalus cerastes',
    'n01768244': 'trilobite',
    'n01770081': 'harvestman, daddy longlegs, Phalangium opilio',
    'n01770393': 'scorpion',
    'n01773157': 'black and gold garden spider, Argiope aurantia',
    'n01773549': 'barn spider, Araneus cavaticus',
    'n01773797': 'garden spider, Aranea diademata',
    'n01774384': 'black widow, Latrodectus mactans',
    'n01774750': 'tarantula',
    'n01775062': 'wolf spider, hunting spider',
    'n01776313': 'tick',
    'n01784675': 'centipede',
    'n01795545': 'black grouse',
    'n01796340': 'ptarmigan',
    'n01797886': 'ruffed grouse, partridge, Bonasa umbellus',
    'n01798484': 'prairie chicken, prairie grouse, prairie fowl',
    'n01806143': 'peacock',
    'n01806567': 'quail',
    'n01807496': 'partridge',
    'n01817953': 'African grey, African gray, Psittacus erithacus',
    'n01818515': 'macaw',
    'n01819313': 'sulphur-crested cockatoo, Kakatoe galerita, Cacatua galerita',
    'n01820546': 'lorikeet',
    'n01824575': 'coucal',
    'n01828970': 'bee eater',
    'n01829413': 'hornbill',
    'n01833805': 'hummingbird',
    'n01843065': 'jacamar',
    'n01843383': 'toucan',
    'n01847000': 'drake',
    'n01855032': 'red-breasted merganser, Mergus serrator',
    'n01855672': 'goose',
    'n01860187': 'black swan, Cygnus atratus',
    'n01871265': 'tusker',
    'n01872401': 'echidna, spiny anteater, anteater',
    'n01873310': 'platypus, duckbill, duckbilled platypus, duck-billed platypus, Ornithorhynchus anatinus',
    'n01877812': 'wallaby, brush kangaroo',
    'n01882714': 'koala, koala bear, kangaroo bear, native bear, Phascolarctos cinereus',
    'n01883070': 'wombat',
    'n01910747': 'jellyfish',
    'n01914609': 'sea anemone, anemone',
    'n01917289': 'brain coral',
    'n01924916': 'flatworm, platyhelminth',
    'n01930112': 'nematode, nematode worm, roundworm',
    'n01943899': 'conch',
    'n01944390': 'snail',
    'n01945685': 'slug',
    'n01950731': 'sea slug, nudibranch',
    'n01955084': 'chiton, coat-of-mail shell, sea cradle, polyplacophore',
    'n01968897': 'chambered nautilus, pearly nautilus, nautilus',
    'n01978287': 'Dungeness crab, Cancer magister',
    'n01978455': 'rock crab, Cancer irroratus',
    'n01980166': 'fiddler crab',
    'n01981276': 'king crab, Alaska crab, Alaskan king crab, Alaska king crab, Paralithodes camtschatica',
    'n01983481': 'American lobster, Northern lobster, Maine lobster, Homarus americanus',
    'n01984695': 'spiny lobster, langouste, rock lobster, crawfish, crayfish, sea crawfish',
    'n01985128': 'crayfish, crawfish, crawdad, crawdaddy',
    'n01986214': 'hermit crab',
    'n01990800': 'isopod',
    'n02002556': 'white stork, Ciconia ciconia',
    'n02002724': 'black stork, Ciconia nigra',
    'n02006656': 'spoonbill',
    'n02007558': 'flamingo',
    'n02009229': 'little blue heron, Egretta caerulea',
    'n02009912': 'American egret, great white heron, Egretta albus',
    'n02011460': 'bittern',
    'n02012849': 'crane',
    'n02013706': 'limpkin, Aramus pictus',
    'n02017213': 'European gallinule, Porphyrio porphyrio',
    'n02018207': 'American coot, marsh hen, mud hen, water hen, Fulica americana',
    'n02018795': 'bustard',
    'n02025239': 'ruddy turnstone, Arenaria interpres',
    'n02027492': 'red-backed sandpiper, dunlin, Erolia alpina',
    'n02028035': 'redshank, Tringa totanus',
    'n02033041': 'dowitcher',
    'n02037110': 'oystercatcher, oyster catcher',
    'n02051845': 'pelican',
    'n02056570': 'king penguin, Aptenodytes patagonica',
    'n02058221': 'albatross, mollymawk',
    'n02066245': 'grey whale, gray whale, devilfish, Eschrichtius gibbosus, Eschrichtius robustus',
    'n02071294': 'killer whale, killer, orca, grampus, sea wolf, Orcinus orca',
    'n02074367': 'dugong, Dugong dugon',
    'n02077923': 'sea lion',
    'n02085620': 'Chihuahua',
    'n02085782': 'Japanese spaniel',
    'n02085936': 'Maltese dog, Maltese terrier, Maltese',
    'n02086079': 'Pekinese, Pekingese, Peke',
    'n02086240': 'Shih-Tzu',
    'n02086646': 'Blenheim spaniel',
    'n02086910': 'papillon',
    'n02087046': 'toy terrier',
    'n02087394': 'Rhodesian ridgeback',
    'n02088094': 'Afghan hound, Afghan',
    'n02088238': 'basset, basset hound',
    'n02088364': 'beagle',
    'n02088466': 'bloodhound, sleuthhound',
    'n02088632': 'bluetick',
    'n02089078': 'black-and-tan coonhound',
    'n02089867': 'Walker hound, Walker foxhound',
    'n02089973': 'English foxhound',
    'n02090379': 'redbone',
    'n02090622': 'borzoi, Russian wolfhound',
    'n02090721': 'Irish wolfhound',
    'n02091032': 'Italian greyhound',
    'n02091134': 'whippet',
    'n02091244': 'Ibizan hound, Ibizan Podenco',
    'n02091467': 'Norwegian elkhound, elkhound',
    'n02091635': 'otterhound, otter hound',
    'n02091831': 'Saluki, gazelle hound',
    'n02092002': 'Scottish deerhound, deerhound',
    'n02092339': 'Weimaraner',
    'n02093256': 'Staffordshire bullterrier, Staffordshire bull terrier',
    'n02093428': 'American Staffordshire terrier, Staffordshire terrier, American pit bull terrier, pit bull terrier',
    'n02093647': 'Bedlington terrier',
    'n02093754': 'Border terrier',
    'n02093859': 'Kerry blue terrier',
    'n02093991': 'Irish terrier',
    'n02094114': 'Norfolk terrier',
    'n02094258': 'Norwich terrier',
    'n02094433': 'Yorkshire terrier',
    'n02095314': 'wire-haired fox terrier',
    'n02095570': 'Lakeland terrier',
    'n02095889': 'Sealyham terrier, Sealyham',
    'n02096051': 'Airedale, Airedale terrier',
    'n02096177': 'cairn, cairn terrier',
    'n02096294': 'Australian terrier',
    'n02096437': 'Dandie Dinmont, Dandie Dinmont terrier',
    'n02096585': 'Boston bull, Boston terrier',
    'n02097047': 'miniature schnauzer',
    'n02097130': 'giant schnauzer',
    'n02097209': 'standard schnauzer',
    'n02097298': 'Scotch terrier, Scottish terrier, Scottie',
    'n02097474': 'Tibetan terrier, chrysanthemum dog',
    'n02097658': 'silky terrier, Sydney silky',
    'n02098105': 'soft-coated wheaten terrier',
    'n02098286': 'West Highland white terrier',
    'n02098413': 'Lhasa, Lhasa apso',
    'n02099267': 'flat-coated retriever',
    'n02099429': 'curly-coated retriever',
    'n02099601': 'golden retriever',
    'n02099712': 'Labrador retriever',
    'n02099849': 'Chesapeake Bay retriever',
    'n02100236': 'German short-haired pointer',
    'n02100583': 'vizsla, Hungarian pointer',
    'n02100735': 'English setter',
    'n02100877': 'Irish setter, red setter',
    'n02101006': 'Gordon setter',
    'n02101388': 'Brittany spaniel',
    'n02101556': 'clumber, clumber spaniel',
    'n02102040': 'English springer, English springer spaniel',
    'n02102177': 'Welsh springer spaniel',
    'n02102318': 'cocker spaniel, English cocker spaniel, cocker',
    'n02102480': 'Sussex spaniel',
    'n02102973': 'Irish water spaniel',
    'n02104029': 'kuvasz',
    'n02104365': 'schipperke',
    'n02105056': 'groenendael',
    'n02105162': 'malinois',
    'n02105251': 'briard',
    'n02105412': 'kelpie',
    'n02105505': 'komondor',
    'n02105641': 'Old English sheepdog, bobtail',
    'n02105855': 'Shetland sheepdog, Shetland sheep dog, Shetland',
    'n02106030': 'collie',
    'n02106166': 'Border collie',
    'n02106382': 'Bouvier des Flandres, Bouviers des Flandres',
    'n02106550': 'Rottweiler',
    'n02106662': 'German shepherd, German shepherd dog, German police dog, alsatian',
    'n02107142': 'Doberman, Doberman pinscher',
    'n02107312': 'miniature pinscher',
    'n02107574': 'Greater Swiss Mountain dog',
    'n02107683': 'Bernese mountain dog',
    'n02107908': 'Appenzeller',
    'n02108000': 'EntleBucher',
    'n02108089': 'boxer',
    'n02108422': 'bull mastiff',
    'n02108551': 'Tibetan mastiff',
    'n02108915': 'French bulldog',
    'n02109047': 'Great Dane',
    'n02109525': 'Saint Bernard, St Bernard',
    'n02109961': 'Eskimo dog, husky',
    'n02110063': 'malamute, malemute, Alaskan malamute',
    'n02110185': 'Siberian husky',
    'n02110341': 'dalmatian, coach dog, carriage dog',
    'n02110627': 'affenpinscher, monkey pinscher, monkey dog',
    'n02110806': 'basenji',
    'n02110958': 'pug, pug-dog',
    'n02111129': 'Leonberg',
    'n02111277': 'Newfoundland, Newfoundland dog',
    'n02111500': 'Great Pyrenees',
    'n02111889': 'Samoyed, Samoyede',
    'n02112018': 'Pomeranian',
    'n02112137': 'chow, chow chow',
    'n02112350': 'keeshond',
    'n02112706': 'Brabancon griffon',
    'n02113023': 'Pembroke, Pembroke Welsh corgi',
    'n02113186': 'Cardigan, Cardigan Welsh corgi',
    'n02113624': 'toy poodle',
    'n02113712': 'miniature poodle',
    'n02113799': 'standard poodle',
    'n02113978': 'Mexican hairless',
    'n02114367': 'timber wolf, grey wolf, gray wolf, Canis lupus',
    'n02114548': 'white wolf, Arctic wolf, Canis lupus tundrarum',
    'n02114712': 'red wolf, maned wolf, Canis rufus, Canis niger',
    'n02114855': 'coyote, prairie wolf, brush wolf, Canis latrans',
    'n02115641': 'dingo, warrigal, warragal, Canis dingo',
    'n02115913': 'dhole, Cuon alpinus',
    'n02116738': 'African hunting dog, hyena dog, Cape hunting dog, Lycaon pictus',
    'n02117135': 'hyena, hyaena',
    'n02119022': 'red fox, Vulpes vulpes',
    'n02119789': 'kit fox, Vulpes macrotis',
    'n02120079': 'Arctic fox, white fox, Alopex lagopus',
    'n02120505': 'grey fox, gray fox, Urocyon cinereoargenteus',
    'n02123045': 'tabby, tabby cat',
    'n02123159': 'tiger cat',
    'n02123394': 'Persian cat',
    'n02123597': 'Siamese cat, Siamese',
    'n02124075': 'Egyptian cat',
    'n02125311': 'cougar, puma, catamount, mountain lion, painter, panther, Felis concolor',
    'n02127052': 'lynx, catamount',
    'n02128385': 'leopard, Panthera pardus',
    'n02128757': 'snow leopard, ounce, Panthera uncia',
    'n02128925': 'jaguar, panther, Panthera onca, Felis onca',
    'n02129165': 'lion, king of beasts, Panthera leo',
    'n02129604': 'tiger, Panthera tigris',
    'n02130308': 'cheetah, chetah, Acinonyx jubatus',
    'n02132136': 'brown bear, bruin, Ursus arctos',
    'n02133161': 'American black bear, black bear, Ursus americanus, Euarctos americanus',
    'n02134084': 'ice bear, polar bear, Ursus Maritimus, Thalarctos maritimus',
    'n02134418': 'sloth bear, Melursus ursinus, Ursus ursinus',
    'n02137549': 'mongoose',
    'n02138441': 'meerkat, mierkat',
    'n02165105': 'tiger beetle',
    'n02165456': 'ladybug, ladybeetle, lady beetle, ladybird, ladybird beetle',
    'n02167151': 'ground beetle, carabid beetle',
    'n02168699': 'long-horned beetle, longicorn, longicorn beetle',
    'n02169497': 'leaf beetle, chrysomelid',
    'n02172182': 'dung beetle',
    'n02174001': 'rhinoceros beetle',
    'n02177972': 'weevil',
    'n02190166': 'fly',
    'n02206856': 'bee',
    'n02219486': 'ant, emmet, pismire',
    'n02226429': 'grasshopper, hopper',
    'n02229544': 'cricket',
    'n02231487': 'walking stick, walkingstick, stick insect',
    'n02233338': 'cockroach, roach',
    'n02236044': 'mantis, mantid',
    'n02256656': 'cicada, cicala',
    'n02259212': 'leafhopper',
    'n02264363': 'lacewing, lacewing fly',
    'n02268443': "dragonfly, darning needle, devil's darning needle, sewing needle, snake feeder, snake doctor, mosquito hawk, skeeter hawk",
    'n02268853': 'damselfly',
    'n02276258': 'admiral',
    'n02277742': 'ringlet, ringlet butterfly',
    'n02279972': 'monarch, monarch butterfly, milkweed butterfly, Danaus plexippus',
    'n02280649': 'cabbage butterfly',
    'n02281406': 'sulphur butterfly, sulfur butterfly',
    'n02281787': 'lycaenid, lycaenid butterfly',
    'n02317335': 'starfish, sea star',
    'n02319095': 'sea urchin',
    'n02321529': 'sea cucumber, holothurian',
    'n02325366': 'wood rabbit, cottontail, cottontail rabbit',
    'n02326432': 'hare',
    'n02328150': 'Angora, Angora rabbit',
    'n02342885': 'hamster',
    'n02346627': 'porcupine, hedgehog',
    'n02356798': 'fox squirrel, eastern fox squirrel, Sciurus niger',
    'n02361337': 'marmot',
    'n02363005': 'beaver',
    'n02364673': 'guinea pig, Cavia cobaya',
    'n02389026': 'sorrel',
    'n02391049': 'zebra',
    'n02395406': 'hog, pig, grunter, squealer, Sus scrofa',
    'n02396427': 'wild boar, boar, Sus scrofa',
    'n02397096': 'warthog',
    'n02398521': 'hippopotamus, hippo, river horse, Hippopotamus amphibius',
    'n02403003': 'ox',
    'n02408429': 'water buffalo, water ox, Asiatic buffalo, Bubalus bubalis',
    'n02410509': 'bison',
    'n02412080': 'ram, tup',
    'n02415577': 'bighorn, bighorn sheep, cimarron, Rocky Mountain bighorn, Rocky Mountain sheep, Ovis canadensis',
    'n02417914': 'ibex, Capra ibex',
    'n02422106': 'hartebeest',
    'n02422699': 'impala, Aepyceros melampus',
    'n02423022': 'gazelle',
    'n02437312': 'Arabian camel, dromedary, Camelus dromedarius',
    'n02437616': 'llama',
    'n02441942': 'weasel',
    'n02442845': 'mink',
    'n02443114': 'polecat, fitch, foulmart, foumart, Mustela putorius',
    'n02443484': 'black-footed ferret, ferret, Mustela nigripes',
    'n02444819': 'otter',
    'n02445715': 'skunk, polecat, wood pussy',
    'n02447366': 'badger',
    'n02454379': 'armadillo',
    'n02457408': 'three-toed sloth, ai, Bradypus tridactylus',
    'n02480495': 'orangutan, orang, orangutang, Pongo pygmaeus',
    'n02480855': 'gorilla, Gorilla gorilla',
    'n02481823': 'chimpanzee, chimp, Pan troglodytes',
    'n02483362': 'gibbon, Hylobates lar',
    'n02483708': 'siamang, Hylobates syndactylus, Symphalangus syndactylus',
    'n02484975': 'guenon, guenon monkey',
    'n02486261': 'patas, hussar monkey, Erythrocebus patas',
    'n02486410': 'baboon',
    'n02487347': 'macaque',
    'n02488291': 'langur',
    'n02488702': 'colobus, colobus monkey',
    'n02489166': 'proboscis monkey, Nasalis larvatus',
    'n02490219': 'marmoset',
    'n02492035': 'capuchin, ringtail, Cebus capucinus',
    'n02492660': 'howler monkey, howler',
    'n02493509': 'titi, titi monkey',
    'n02493793': 'spider monkey, Ateles geoffroyi',
    'n02494079': 'squirrel monkey, Saimiri sciureus',
    'n02497673': 'Madagascar cat, ring-tailed lemur, Lemur catta',
    'n02500267': 'indri, indris, Indri indri, Indri brevicaudatus',
    'n02504013': 'Indian elephant, Elephas maximus',
    'n02504458': 'African elephant, Loxodonta africana',
    'n02509815': 'lesser panda, red panda, panda, bear cat, cat bear, Ailurus fulgens',
    'n02510455': 'giant panda, panda, panda bear, coon bear, Ailuropoda melanoleuca',
    'n02514041': 'barracouta, snoek',
    'n02526121': 'eel',
    'n02536864': 'coho, cohoe, coho salmon, blue jack, silver salmon, Oncorhynchus kisutch',
    'n02606052': 'rock beauty, Holocanthus tricolor',
    'n02607072': 'anemone fish',
    'n02640242': 'sturgeon',
    'n02641379': 'gar, garfish, garpike, billfish, Lepisosteus osseus',
    'n02643566': 'lionfish',
    'n02655020': 'puffer, pufferfish, blowfish, globefish',
    'n02666196': 'abacus',
    'n02667093': 'abaya',
    'n02669723': "academic gown, academic robe, judge's robe",
    'n02672831': 'accordion, piano accordion, squeeze box',
    'n02676566': 'acoustic guitar',
    'n02687172': 'aircraft carrier, carrier, flattop, attack aircraft carrier',
    'n02690373': 'airliner',
    'n02692877': 'airship, dirigible',
    'n02699494': 'altar',
    'n02701002': 'ambulance',
    'n02704792': 'amphibian, amphibious vehicle',
    'n02708093': 'analog clock',
    'n02727426': 'apiary, bee house',
    'n02730930': 'apron',
    'n02747177': 'ashcan, trash can, garbage can, wastebin, ash bin, ash-bin, ashbin, dustbin, trash barrel, trash bin',
    'n02749479': 'assault rifle, assault gun',
    'n02769748': 'backpack, back pack, knapsack, packsack, rucksack, haversack',
    'n02776631': 'bakery, bakeshop, bakehouse',
    'n02777292': 'balance beam, beam',
    'n02782093': 'balloon',
    'n02783161': 'ballpoint, ballpoint pen, ballpen, Biro',
    'n02786058': 'Band Aid',
    'n02787622': 'banjo',
    'n02788148': 'bannister, banister, balustrade, balusters, handrail',
    'n02790996': 'barbell',
    'n02791124': 'barber chair',
    'n02791270': 'barbershop',
    'n02793495': 'barn',
    'n02794156': 'barometer',
    'n02795169': 'barrel, cask',
    'n02797295': 'barrow, garden cart, lawn cart, wheelbarrow',
    'n02799071': 'baseball',
    'n02802426': 'basketball',
    'n02804414': 'bassinet',
    'n02804610': 'bassoon',
    'n02807133': 'bathing cap, swimming cap',
    'n02808304': 'bath towel',
    'n02808440': 'bathtub, bathing tub, bath, tub',
    'n02814533': 'beach wagon, station wagon, wagon, estate car, beach waggon, station waggon, waggon',
    'n02814860': 'beacon, lighthouse, beacon light, pharos',
    'n02815834': 'beaker',
    'n02817516': 'bearskin, busby, shako',
    'n02823428': 'beer bottle',
    'n02823750': 'beer glass',
    'n02825657': 'bell cote, bell cot',
    'n02834397': 'bib',
    'n02835271': 'bicycle-built-for-two, tandem bicycle, tandem',
    'n02837789': 'bikini, two-piece',
    'n02840245': 'binder, ring-binder',
    'n02841315': 'binoculars, field glasses, opera glasses',
    'n02843684': 'birdhouse',
    'n02859443': 'boathouse',
    'n02860847': 'bobsled, bobsleigh, bob',
    'n02865351': 'bolo tie, bolo, bola tie, bola',
    'n02869837': 'bonnet, poke bonnet',
    'n02870880': 'bookcase',
    'n02871525': 'bookshop, bookstore, bookstall',
    'n02877765': 'bottlecap',
    'n02879718': 'bow',
    'n02883205': 'bow tie, bow-tie, bowtie',
    'n02892201': 'brass, memorial tablet, plaque',
    'n02892767': 'brassiere, bra, bandeau',
    'n02894605': 'breakwater, groin, groyne, mole, bulwark, seawall, jetty',
    'n02895154': 'breastplate, aegis, egis',
    'n02906734': 'broom',
    'n02909870': 'bucket, pail',
    'n02910353': 'buckle',
    'n02916936': 'bulletproof vest',
    'n02917067': 'bullet train, bullet',
    'n02927161': 'butcher shop, meat market',
    'n02930766': 'cab, hack, taxi, taxicab',
    'n02939185': 'caldron, cauldron',
    'n02948072': 'candle, taper, wax light',
    'n02950826': 'cannon',
    'n02951358': 'canoe',
    'n02951585': 'can opener, tin opener',
    'n02963159': 'cardigan',
    'n02965783': 'car mirror',
    'n02966193': 'carousel, carrousel, merry-go-round, roundabout, whirligig',
    'n02966687': "carpenter's kit, tool kit",
    'n02971356': 'carton',
    'n02974003': 'car wheel',
    'n02977058': 'cash machine, cash dispenser, automated teller machine, automatic teller machine, automated teller, automatic teller, ATM',
    'n02978881': 'cassette',
    'n02979186': 'cassette player',
    'n02980441': 'castle',
    'n02981792': 'catamaran',
    'n02988304': 'CD player',
    'n02992211': 'cello, violoncello',
    'n02992529': 'cellular telephone, cellular phone, cellphone, cell, mobile phone',
    'n02999410': 'chain',
    'n03000134': 'chainlink fence',
    'n03000247': 'chain mail, ring mail, mail, chain armor, chain armour, ring armor, ring armour',
    'n03000684': 'chain saw, chainsaw',
    'n03014705': 'chest',
    'n03016953': 'chiffonier, commode',
    'n03017168': 'chime, bell, gong',
    'n03018349': 'china cabinet, china closet',
    'n03026506': 'Christmas stocking',
    'n03028079': 'church, church building',
    'n03032252': 'cinema, movie theater, movie theatre, movie house, picture palace',
    'n03041632': 'cleaver, meat cleaver, chopper',
    'n03042490': 'cliff dwelling',
    'n03045698': 'cloak',
    'n03047690': 'clog, geta, patten, sabot',
    'n03062245': 'cocktail shaker',
    'n03063599': 'coffee mug',
    'n03063689': 'coffeepot',
    'n03065424': 'coil, spiral, volute, whorl, helix',
    'n03075370': 'combination lock',
    'n03085013': 'computer keyboard, keypad',
    'n03089624': 'confectionery, confectionary, candy store',
    'n03095699': 'container ship, containership, container vessel',
    'n03100240': 'convertible',
    'n03109150': 'corkscrew, bottle screw',
    'n03110669': 'cornet, horn, trumpet, trump',
    'n03124043': 'cowboy boot',
    'n03124170': 'cowboy hat, ten-gallon hat',
    'n03125729': 'cradle',
    'n03126707': 'crane',
    'n03127747': 'crash helmet',
    'n03127925': 'crate',
    'n03131574': 'crib, cot',
    'n03133878': 'Crock Pot',
    'n03134739': 'croquet ball',
    'n03141823': 'crutch',
    'n03146219': 'cuirass',
    'n03160309': 'dam, dike, dyke',
    'n03179701': 'desk',
    'n03180011': 'desktop computer',
    'n03187595': 'dial telephone, dial phone',
    'n03188531': 'diaper, nappy, napkin',
    'n03196217': 'digital clock',
    'n03197337': 'digital watch',
    'n03201208': 'dining table, board',
    'n03207743': 'dishrag, dishcloth',
    'n03207941': 'dishwasher, dish washer, dishwashing machine',
    'n03208938': 'disk brake, disc brake',
    'n03216828': 'dock, dockage, docking facility',
    'n03218198': 'dogsled, dog sled, dog sleigh',
    'n03220513': 'dome',
    'n03223299': 'doormat, welcome mat',
    'n03240683': 'drilling platform, offshore rig',
    'n03249569': 'drum, membranophone, tympan',
    'n03250847': 'drumstick',
    'n03255030': 'dumbbell',
    'n03259280': 'Dutch oven',
    'n03271574': 'electric fan, blower',
    'n03272010': 'electric guitar',
    'n03272562': 'electric locomotive',
    'n03290653': 'entertainment center',
    'n03291819': 'envelope',
    'n03297495': 'espresso maker',
    'n03314780': 'face powder',
    'n03325584': 'feather boa, boa',
    'n03337140': 'file, file cabinet, filing cabinet',
    'n03344393': 'fireboat',
    'n03345487': 'fire engine, fire truck',
    'n03347037': 'fire screen, fireguard',
    'n03355925': 'flagpole, flagstaff',
    'n03372029': 'flute, transverse flute',
    'n03376595': 'folding chair',
    'n03379051': 'football helmet',
    'n03384352': 'forklift',
    'n03388043': 'fountain',
    'n03388183': 'fountain pen',
    'n03388549': 'four-poster',
    'n03393912': 'freight car',
    'n03394916': 'French horn, horn',
    'n03400231': 'frying pan, frypan, skillet',
    'n03404251': 'fur coat',
    'n03417042': 'garbage truck, dustcart',
    'n03424325': 'gasmask, respirator, gas helmet',
    'n03425413': 'gas pump, gasoline pump, petrol pump, island dispenser',
    'n03443371': 'goblet',
    'n03444034': 'go-kart',
    'n03445777': 'golf ball',
    'n03445924': 'golfcart, golf cart',
    'n03447447': 'gondola',
    'n03447721': 'gong, tam-tam',
    'n03450230': 'gown',
    'n03452741': 'grand piano, grand',
    'n03457902': 'greenhouse, nursery, glasshouse',
    'n03459775': 'grille, radiator grille',
    'n03461385': 'grocery store, grocery, food market, market',
    'n03467068': 'guillotine',
    'n03476684': 'hair slide',
    'n03476991': 'hair spray',
    'n03478589': 'half track',
    'n03481172': 'hammer',
    'n03482405': 'hamper',
    'n03483316': 'hand blower, blow dryer, blow drier, hair dryer, hair drier',
    'n03485407': 'hand-held computer, hand-held microcomputer',
    'n03485794': 'handkerchief, hankie, hanky, hankey',
    'n03492542': 'hard disc, hard disk, fixed disk',
    'n03494278': 'harmonica, mouth organ, harp, mouth harp',
    'n03495258': 'harp',
    'n03496892': 'harvester, reaper',
    'n03498962': 'hatchet',
    'n03527444': 'holster',
    'n03529860': 'home theater, home theatre',
    'n03530642': 'honeycomb',
    'n03532672': 'hook, claw',
    'n03534580': 'hoopskirt, crinoline',
    'n03535780': 'horizontal bar, high bar',
    'n03538406': 'horse cart, horse-cart',
    'n03544143': 'hourglass',
    'n03584254': 'iPod',
    'n03584829': 'iron, smoothing iron',
    'n03590841': "jack-o'-lantern",
    'n03594734': 'jean, blue jean, denim',
    'n03594945': 'jeep, landrover',
    'n03595614': 'jersey, T-shirt, tee shirt',
    'n03598930': 'jigsaw puzzle',
    'n03599486': 'jinrikisha, ricksha, rickshaw',
    'n03602883': 'joystick',
    'n03617480': 'kimono',
    'n03623198': 'knee pad',
    'n03627232': 'knot',
    'n03630383': 'lab coat, laboratory coat',
    'n03633091': 'ladle',
    'n03637318': 'lampshade, lamp shade',
    'n03642806': 'laptop, laptop computer',
    'n03649909': 'lawn mower, mower',
    'n03657121': 'lens cap, lens cover',
    'n03658185': 'letter opener, paper knife, paperknife',
    'n03661043': 'library',
    'n03662601': 'lifeboat',
    'n03666591': 'lighter, light, igniter, ignitor',
    'n03670208': 'limousine, limo',
    'n03673027': 'liner, ocean liner',
    'n03676483': 'lipstick, lip rouge',
    'n03680355': 'Loafer',
    'n03690938': 'lotion',
    'n03691459': 'loudspeaker, speaker, speaker unit, loudspeaker system, speaker system',
    'n03692522': "loupe, jeweler's loupe",
    'n03697007': 'lumbermill, sawmill',
    'n03706229': 'magnetic compass',
    'n03709823': 'mailbag, postbag',
    'n03710193': 'mailbox, letter box',
    'n03710637': 'maillot',
    'n03710721': 'maillot, tank suit',
    'n03717622': 'manhole cover',
    'n03720891': 'maraca',
    'n03721384': 'marimba, xylophone',
    'n03724870': 'mask',
    'n03729826': 'matchstick',
    'n03733131': 'maypole',
    'n03733281': 'maze, labyrinth',
    'n03733805': 'measuring cup',
    'n03742115': 'medicine chest, medicine cabinet',
    'n03743016': 'megalith, megalithic structure',
    'n03759954': 'microphone, mike',
    'n03761084': 'microwave, microwave oven',
    'n03763968': 'military uniform',
    'n03764736': 'milk can',
    'n03769881': 'minibus',
    'n03770439': 'miniskirt, mini',
    'n03770679': 'minivan',
    'n03773504': 'missile',
    'n03775071': 'mitten',
    'n03775546': 'mixing bowl',
    'n03776460': 'mobile home, manufactured home',
    'n03777568': 'Model T',
    'n03777754': 'modem',
    'n03781244': 'monastery',
    'n03782006': 'monitor',
    'n03785016': 'moped',
    'n03786901': 'mortar',
    'n03787032': 'mortarboard',
    'n03788195': 'mosque',
    'n03788365': 'mosquito net',
    'n03791053': 'motor scooter, scooter',
    'n03792782': 'mountain bike, all-terrain bike, off-roader',
    'n03792972': 'mountain tent',
    'n03793489': 'mouse, computer mouse',
    'n03794056': 'mousetrap',
    'n03796401': 'moving van',
    'n03803284': 'muzzle',
    'n03804744': 'nail',
    'n03814639': 'neck brace',
    'n03814906': 'necklace',
    'n03825788': 'nipple',
    'n03832673': 'notebook, notebook computer',
    'n03837869': 'obelisk',
    'n03838899': 'oboe, hautboy, hautbois',
    'n03840681': 'ocarina, sweet potato',
    'n03841143': 'odometer, hodometer, mileometer, milometer',
    'n03843555': 'oil filter',
    'n03854065': 'organ, pipe organ',
    'n03857828': 'oscilloscope, scope, cathode-ray oscilloscope, CRO',
    'n03866082': 'overskirt',
    'n03868242': 'oxcart',
    'n03868863': 'oxygen mask',
    'n03871628': 'packet',
    'n03873416': 'paddle, boat paddle',
    'n03874293': 'paddlewheel, paddle wheel',
    'n03874599': 'padlock',
    'n03876231': 'paintbrush',
    'n03877472': "pajama, pyjama, pj's, jammies",
    'n03877845': 'palace',
    'n03884397': 'panpipe, pandean pipe, syrinx',
    'n03887697': 'paper towel',
    'n03888257': 'parachute, chute',
    'n03888605': 'parallel bars, bars',
    'n03891251': 'park bench',
    'n03891332': 'parking meter',
    'n03895866': 'passenger car, coach, carriage',
    'n03899768': 'patio, terrace',
    'n03902125': 'pay-phone, pay-station',
    'n03903868': 'pedestal, plinth, footstall',
    'n03908618': 'pencil box, pencil case',
    'n03908714': 'pencil sharpener',
    'n03916031': 'perfume, essence',
    'n03920288': 'Petri dish',
    'n03924679': 'photocopier',
    'n03929660': 'pick, plectrum, plectron',
    'n03929855': 'pickelhaube',
    'n03930313': 'picket fence, paling',
    'n03930630': 'pickup, pickup truck',
    'n03933933': 'pier',
    'n03935335': 'piggy bank, penny bank',
    'n03937543': 'pill bottle',
    'n03938244': 'pillow',
    'n03942813': 'ping-pong ball',
    'n03944341': 'pinwheel',
    'n03947888': 'pirate, pirate ship',
    'n03950228': 'pitcher, ewer',
    'n03954731': "plane, carpenter's plane, woodworking plane",
    'n03956157': 'planetarium',
    'n03958227': 'plastic bag',
    'n03961711': 'plate rack',
    'n03967562': 'plow, plough',
    'n03970156': "plunger, plumber's helper",
    'n03976467': 'Polaroid camera, Polaroid Land camera',
    'n03976657': 'pole',
    'n03977966': 'police van, police wagon, paddy wagon, patrol wagon, wagon, black Maria',
    'n03980874': 'poncho',
    'n03982430': 'pool table, billiard table, snooker table',
    'n03983396': 'pop bottle, soda bottle',
    'n03991062': 'pot, flowerpot',
    'n03992509': "potter's wheel",
    'n03995372': 'power drill',
    'n03998194': 'prayer rug, prayer mat',
    'n04004767': 'printer',
    'n04005630': 'prison, prison house',
    'n04008634': 'projectile, missile',
    'n04009552': 'projector',
    'n04019541': 'puck, hockey puck',
    'n04023962': 'punching bag, punch bag, punching ball, punchball',
    'n04026417': 'purse',
    'n04033901': 'quill, quill pen',
    'n04033995': 'quilt, comforter, comfort, puff',
    'n04037443': 'racer, race car, racing car',
    'n04039381': 'racket, racquet',
    'n04040759': 'radiator',
    'n04041544': 'radio, wireless',
    'n04044716': 'radio telescope, radio reflector',
    'n04049303': 'rain barrel',
    'n04065272': 'recreational vehicle, RV, R.V.',
    'n04067472': 'reel',
    'n04069434': 'reflex camera',
    'n04070727': 'refrigerator, icebox',
    'n04074963': 'remote control, remote',
    'n04081281': 'restaurant, eating house, eating place, eatery',
    'n04086273': 'revolver, six-gun, six-shooter',
    'n04090263': 'rifle',
    'n04099969': 'rocking chair, rocker',
    'n04111531': 'rotisserie',
    'n04116512': 'rubber eraser, rubber, pencil eraser',
    'n04118538': 'rugby ball',
    'n04118776': 'rule, ruler',
    'n04120489': 'running shoe',
    'n04125021': 'safe',
    'n04127249': 'safety pin',
    'n04131690': 'saltshaker, salt shaker',
    'n04133789': 'sandal',
    'n04136333': 'sarong',
    'n04141076': 'sax, saxophone',
    'n04141327': 'scabbard',
    'n04141975': 'scale, weighing machine',
    'n04146614': 'school bus',
    'n04147183': 'schooner',
    'n04149813': 'scoreboard',
    'n04152593': 'screen, CRT screen',
    'n04153751': 'screw',
    'n04154565': 'screwdriver',
    'n04162706': 'seat belt, seatbelt',
    'n04179913': 'sewing machine',
    'n04192698': 'shield, buckler',
    'n04200800': 'shoe shop, shoe-shop, shoe store',
    'n04201297': 'shoji',
    'n04204238': 'shopping basket',
    'n04204347': 'shopping cart',
    'n04208210': 'shovel',
    'n04209133': 'shower cap',
    'n04209239': 'shower curtain',
    'n04228054': 'ski',
    'n04229816': 'ski mask',
    'n04235860': 'sleeping bag',
    'n04238763': 'slide rule, slipstick',
    'n04239074': 'sliding door',
    'n04243546': 'slot, one-armed bandit',
    'n04251144': 'snorkel',
    'n04252077': 'snowmobile',
    'n04252225': 'snowplow, snowplough',
    'n04254120': 'soap dispenser',
    'n04254680': 'soccer ball',
    'n04254777': 'sock',
    'n04258138': 'solar dish, solar collector, solar furnace',
    'n04259630': 'sombrero',
    'n04263257': 'soup bowl',
    'n04264628': 'space bar',
    'n04265275': 'space heater',
    'n04266014': 'space shuttle',
    'n04270147': 'spatula',
    'n04273569': 'speedboat',
    'n04275548': "spider web, spider's web",
    'n04277352': 'spindle',
    'n04285008': 'sports car, sport car',
    'n04286575': 'spotlight, spot',
    'n04296562': 'stage',
    'n04310018': 'steam locomotive',
    'n04311004': 'steel arch bridge',
    'n04311174': 'steel drum',
    'n04317175': 'stethoscope',
    'n04325704': 'stole',
    'n04326547': 'stone wall',
    'n04328186': 'stopwatch, stop watch',
    'n04330267': 'stove',
    'n04332243': 'strainer',
    'n04335435': 'streetcar, tram, tramcar, trolley, trolley car',
    'n04336792': 'stretcher',
    'n04344873': 'studio couch, day bed',
    'n04346328': 'stupa, tope',
    'n04347754': 'submarine, pigboat, sub, U-boat',
    'n04350905': 'suit, suit of clothes',
    'n04355338': 'sundial',
    'n04355933': 'sunglass',
    'n04356056': 'sunglasses, dark glasses, shades',
    'n04357314': 'sunscreen, sunblock, sun blocker',
    'n04366367': 'suspension bridge',
    'n04367480': 'swab, swob, mop',
    'n04370456': 'sweatshirt',
    'n04371430': 'swimming trunks, bathing trunks',
    'n04371774': 'swing',
    'n04372370': 'switch, electric switch, electrical switch',
    'n04376876': 'syringe',
    'n04380533': 'table lamp',
    'n04389033': 'tank, army tank, armored combat vehicle, armoured combat vehicle',
    'n04392985': 'tape player',
    'n04398044': 'teapot',
    'n04399382': 'teddy, teddy bear',
    'n04404412': 'television, television system',
    'n04409515': 'tennis ball',
    'n04417672': 'thatch, thatched roof',
    'n04418357': 'theater curtain, theatre curtain',
    'n04423845': 'thimble',
    'n04428191': 'thresher, thrasher, threshing machine',
    'n04429376': 'throne',
    'n04435653': 'tile roof',
    'n04442312': 'toaster',
    'n04443257': 'tobacco shop, tobacconist shop, tobacconist',
    'n04447861': 'toilet seat',
    'n04456115': 'torch',
    'n04458633': 'totem pole',
    'n04461696': 'tow truck, tow car, wrecker',
    'n04462240': 'toyshop',
    'n04465501': 'tractor',
    'n04467665': 'trailer truck, tractor trailer, trucking rig, rig, articulated lorry, semi',
    'n04476259': 'tray',
    'n04479046': 'trench coat',
    'n04482393': 'tricycle, trike, velocipede',
    'n04483307': 'trimaran',
    'n04485082': 'tripod',
    'n04486054': 'triumphal arch',
    'n04487081': 'trolleybus, trolley coach, trackless trolley',
    'n04487394': 'trombone',
    'n04493381': 'tub, vat',
    'n04501370': 'turnstile',
    'n04505470': 'typewriter keyboard',
    'n04507155': 'umbrella',
    'n04509417': 'unicycle, monocycle',
    'n04515003': 'upright, upright piano',
    'n04517823': 'vacuum, vacuum cleaner',
    'n04522168': 'vase',
    'n04523525': 'vault',
    'n04525038': 'velvet',
    'n04525305': 'vending machine',
    'n04532106': 'vestment',
    'n04532670': 'viaduct',
    'n04536866': 'violin, fiddle',
    'n04540053': 'volleyball',
    'n04542943': 'waffle iron',
    'n04548280': 'wall clock',
    'n04548362': 'wallet, billfold, notecase, pocketbook',
    'n04550184': 'wardrobe, closet, press',
    'n04552348': 'warplane, military plane',
    'n04553703': 'washbasin, handbasin, washbowl, lavabo, wash-hand basin',
    'n04554684': 'washer, automatic washer, washing machine',
    'n04557648': 'water bottle',
    'n04560804': 'water jug',
    'n04562935': 'water tower',
    'n04579145': 'whiskey jug',
    'n04579432': 'whistle',
    'n04584207': 'wig',
    'n04589890': 'window screen',
    'n04590129': 'window shade',
    'n04591157': 'Windsor tie',
    'n04591713': 'wine bottle',
    'n04592741': 'wing',
    'n04596742': 'wok',
    'n04597913': 'wooden spoon',
    'n04599235': 'wool, woolen, woollen',
    'n04604644': 'worm fence, snake fence, snake-rail fence, Virginia fence',
    'n04606251': 'wreck',
    'n04612504': 'yawl',
    'n04613696': 'yurt',
    'n06359193': 'web site, website, internet site, site',
    'n06596364': 'comic book',
    'n06785654': 'crossword puzzle, crossword',
    'n06794110': 'street sign',
    'n06874185': 'traffic light, traffic signal, stoplight',
    'n07248320': 'book jacket, dust cover, dust jacket, dust wrapper',
    'n07565083': 'menu',
    'n07579787': 'plate',
    'n07583066': 'guacamole',
    'n07584110': 'consomme',
    'n07590611': 'hot pot, hotpot',
    'n07613480': 'trifle',
    'n07614500': 'ice cream, icecream',
    'n07615774': 'ice lolly, lolly, lollipop, popsicle',
    'n07684084': 'French loaf',
    'n07693725': 'bagel, beigel',
    'n07695742': 'pretzel',
    'n07697313': 'cheeseburger',
    'n07697537': 'hotdog, hot dog, red hot',
    'n07711569': 'mashed potato',
    'n07714571': 'head cabbage',
    'n07714990': 'broccoli',
    'n07715103': 'cauliflower',
    'n07716358': 'zucchini, courgette',
    'n07716906': 'spaghetti squash',
    'n07717410': 'acorn squash',
    'n07717556': 'butternut squash',
    'n07718472': 'cucumber, cuke',
    'n07718747': 'artichoke, globe artichoke',
    'n07720875': 'bell pepper',
    'n07730033': 'cardoon',
    'n07734744': 'mushroom',
    'n07742313': 'Granny Smith',
    'n07745940': 'strawberry',
    'n07747607': 'orange',
    'n07749582': 'lemon',
    'n07753113': 'fig',
    'n07753275': 'pineapple, ananas',
    'n07753592': 'banana',
    'n07754684': 'jackfruit, jak, jack',
    'n07760859': 'custard apple',
    'n07768694': 'pomegranate',
    'n07802026': 'hay',
    'n07831146': 'carbonara',
    'n07836838': 'chocolate sauce, chocolate syrup',
    'n07860988': 'dough',
    'n07871810': 'meat loaf, meatloaf',
    'n07873807': 'pizza, pizza pie',
    'n07875152': 'potpie',
    'n07880968': 'burrito',
    'n07892512': 'red wine',
    'n07920052': 'espresso',
    'n07930864': 'cup',
    'n07932039': 'eggnog',
    'n09193705': 'alp',
    'n09229709': 'bubble',
    'n09246464': 'cliff, drop, drop-off',
    'n09256479': 'coral reef',
    'n09288635': 'geyser',
    'n09332890': 'lakeside, lakeshore',
    'n09399592': 'promontory, headland, head, foreland',
    'n09421951': 'sandbar, sand bar',
    'n09428293': 'seashore, coast, seacoast, sea-coast',
    'n09468604': 'valley, vale',
    'n09472597': 'volcano',
    'n09835506': 'ballplayer, baseball player',
    'n10148035': 'groom, bridegroom',
    'n10565667': 'scuba diver',
    'n11879895': 'rapeseed',
    'n11939491': 'daisy',
    'n12057211': "yellow lady's slipper, yellow lady-slipper, Cypripedium calceolus, Cypripedium parviflorum",
    'n12144580': 'corn',
    'n12267677': 'acorn',
    'n12620546': 'hip, rose hip, rosehip',
    'n12768682': 'buckeye, horse chestnut, conker',
    'n12985857': 'coral fungus',
    'n12998815': 'agaric',
    'n13037406': 'gyromitra',
    'n13040303': 'stinkhorn, carrion fungus',
    'n13044778': 'earthstar',
    'n13052670': 'hen-of-the-woods, hen of the woods, Polyporus frondosus, Grifola frondosa',
    'n13054560': 'bolete',
    'n13133613': 'ear, spike, capitulum',
    'n15075141': 'toilet tissue, toilet paper, bathroom tissue'
}

val_train_10percent_targets = [173, 180, 363, 267, 546, 331, 826, 331, 490, 388, 947, 513, 248, 103, 828, 664, 827, 128, 176, 248, 665, 346, 390, 232, 846, 989, 728, 205, 992, 779, 995, 363, 45, 120, 144, 822, 879, 79, 450, 326, 642, 296, 345, 737, 990, 608, 943, 122, 572, 386, 509, 295, 828, 936, 945, 965, 619, 58, 444, 355, 282, 518, 773, 597, 343, 911, 546, 394, 485, 440, 353, 403, 211, 197, 16, 630, 204, 594, 942, 289, 768, 857, 979, 723, 390, 525, 658, 371, 541, 71, 6, 386, 97, 559, 975, 359, 341, 562, 469, 620, 527, 22, 422, 275, 476, 617, 48, 644, 965, 728, 929, 131, 687, 207, 897, 230, 724, 387, 663, 487, 695, 633, 623, 190, 631, 286, 666, 621, 371, 218, 850, 873, 102, 0, 904, 753, 441, 449, 871, 732, 929, 513, 1, 736, 231, 638, 749, 322, 270, 559, 524, 792, 290, 734, 650, 687, 709, 137, 918, 289, 231, 591, 972, 588, 771, 188, 249, 66, 848, 913, 509, 108, 186, 559, 532, 113, 5, 892, 22, 724, 271, 188, 765, 378, 337, 796, 160, 149, 131, 690, 231, 281, 970, 509, 342, 343, 712, 324, 613, 494, 360, 330, 461, 538, 292, 49, 130, 449, 409, 372, 21, 553, 809, 382, 645, 967, 241, 419, 572, 297, 681, 695, 910, 913, 182, 396, 925, 703, 969, 234, 851, 980, 88, 225, 80, 143, 450, 435, 720, 4, 917, 147, 953, 708, 792, 301, 798, 170, 600, 404, 69, 863, 513, 871, 975, 302, 215, 398, 947, 992, 498, 331, 390, 748, 580, 239, 417, 434, 18, 852, 678, 793, 682, 107, 929, 938, 388, 398, 81, 246, 704, 160, 530, 416, 647, 309, 469, 44, 120, 810, 965, 770, 966, 358, 280, 687, 733, 283, 396, 550, 798, 326, 240, 847, 375, 140, 134, 831, 384, 647, 395, 314, 497, 408, 379, 555, 682, 406, 976, 275, 612, 523, 411, 465, 714, 129, 391, 275, 578, 529, 778, 707, 932, 138, 649, 114, 848, 187, 49, 920, 896, 632, 828, 718, 341, 687, 132, 505, 363, 92, 613, 905, 580, 828, 363, 800, 810, 795, 576, 289, 287, 657, 359, 359, 879, 765, 640, 493, 44, 956, 117, 658, 882, 568, 37, 526, 230, 814, 406, 226, 844, 546, 264, 250, 534, 772, 500, 647, 438, 758, 362, 7, 231, 666, 791, 173, 507, 906, 52, 695, 573, 497, 968, 705, 567, 364, 974, 302, 207, 380, 231, 544, 503, 50, 39, 541, 563, 640, 347, 124, 896, 582, 954, 320, 92, 632, 180, 885, 747, 446, 187, 360, 467, 561, 322, 185, 187, 722, 524, 325, 396, 945, 710, 519, 523, 950, 571, 144, 907, 845, 870, 812, 483, 469, 792, 386, 494, 544, 290, 645, 124, 439, 195, 134, 789, 329, 310, 754, 362, 956, 637, 512, 812, 8, 742, 88, 960, 376, 807, 134, 151, 298, 669, 974, 660, 994, 913, 249, 293, 815, 716, 281, 723, 816, 871, 11, 709, 781, 75, 314, 215, 404, 470, 616, 791, 177, 208, 641, 927, 488, 575, 580, 856, 448, 466, 982, 452, 526, 606, 812, 687, 448, 876, 802, 162, 589, 997, 742, 459, 575, 780, 470, 88, 4, 147, 345, 605, 742, 22, 170, 29, 862, 82, 774, 399, 319, 919, 59, 208, 437, 148, 599, 45, 386, 118, 427, 233, 334, 844, 760, 845, 714, 804, 258, 790, 308, 543, 459, 436, 33, 713, 603, 547, 599, 731, 208, 767, 338, 581, 51, 656, 344, 870, 146, 97, 355, 9, 98, 593, 493, 932, 595, 952, 970, 907, 380, 815, 739, 354, 713, 238, 584, 451, 352, 509, 650, 149, 19, 734, 189, 584, 343, 820, 245, 893, 320, 433, 919, 95, 99, 286, 595, 955, 697, 258, 467, 826, 841, 381, 559, 481, 321, 255, 720, 204, 275, 351, 4, 601, 534, 46, 576, 643, 975, 839, 852, 186, 720, 481, 938, 920, 354, 884, 638, 867, 933, 366, 597, 926, 902, 687, 417, 354, 567, 521, 806, 868, 363, 172, 227, 386, 45, 725, 945, 710, 765, 620, 956, 539, 865, 105, 579, 744, 833, 432, 530, 917, 872, 928, 705, 673, 463, 672, 279, 271, 586, 576, 169, 326, 562, 375, 25, 652, 107, 952, 413, 767, 327, 26, 157, 743, 693, 597, 512, 790, 523, 93, 503, 21, 582, 358, 278, 308, 917, 341, 56, 478, 595, 662, 246, 521, 752, 420, 705, 936, 476, 473, 138, 475, 631, 934, 483, 190, 330, 855, 110, 225, 790, 591, 590, 646, 393, 253, 481, 393, 795, 329, 764, 114, 391, 783, 981, 134, 838, 183, 265, 431, 236, 72, 140, 355, 70, 652, 45, 249, 735, 568, 917, 906, 950, 383, 39, 37, 650, 479, 273, 573, 240, 899, 960, 965, 157, 95, 477, 313, 861, 625, 960, 456, 926, 204, 284, 216, 62, 20, 277, 219, 430, 532, 278, 576, 445, 576, 176, 694, 173, 186, 365, 966, 658, 394, 292, 319, 25, 280, 160, 493, 791, 28, 28, 725, 385, 431, 149, 409, 319, 808, 961, 84, 500, 22, 560, 963, 481, 362, 737, 485, 119, 910, 984, 116, 78, 938, 672, 943, 889, 753, 648, 843, 105, 247, 577, 142, 482, 889, 907, 752, 322, 30, 694, 443, 394, 408, 457, 689, 456, 789, 975, 727, 891, 564, 959, 661, 254, 340, 180, 140, 34, 721, 613, 652, 516, 457, 959, 495, 615, 892, 921, 251, 869, 412, 238, 153, 99, 706, 30, 420, 199, 938, 915, 258, 618, 966, 436, 899, 777, 119, 163, 818, 804, 681, 370, 93, 969, 160, 705, 252, 994, 250, 145, 365, 59, 760, 936, 854, 247, 294, 999, 373, 828, 415, 965, 964, 246, 262, 153, 931, 232, 430, 975, 819, 414, 994, 748, 881, 879, 431, 442, 631, 286, 403, 900, 708, 209, 875, 665, 387, 191, 818, 166, 251, 510, 665, 573, 222, 651, 463, 496, 616, 141, 657, 280, 929, 421, 329, 705, 672, 216, 861, 601, 628, 111, 149, 410, 953, 534, 439, 473, 807, 608, 273, 191, 413, 406, 274, 942, 948, 680, 651, 216, 690, 364, 379, 574, 856, 73, 830, 247, 837, 527, 745, 140, 379, 639, 336, 713, 228, 295, 458, 778, 615, 577, 781, 311, 581, 627, 159, 641, 522, 761, 853, 88, 823, 355, 590, 426, 721, 312, 853, 858, 890, 797, 854, 247, 971, 254, 184, 808, 324, 197, 565, 463, 803, 72, 45, 138, 97, 575, 861, 58, 543, 120, 112, 682, 574, 207, 349, 106, 487, 73, 602, 987, 150, 196, 614, 771, 232, 586, 732, 900, 147, 785, 438, 820, 968, 654, 222, 511, 15, 232, 1, 668, 95, 317, 247, 682, 735, 688, 551, 469, 850, 19, 589, 704, 762, 893, 593, 367, 197, 981, 588, 312, 171, 947, 209, 621, 509, 30, 28, 747, 189, 705, 267, 673, 254, 361, 487, 171, 757, 84, 884, 946, 78, 826, 163, 876, 546, 284, 455, 916, 606, 290, 53, 335, 555, 313, 356, 704, 969, 97, 922, 965, 898, 784, 132, 510, 189, 896, 477, 649, 418, 59, 819, 25, 338, 729, 707, 588, 670, 756, 766, 699, 452, 889, 134, 794, 753, 473, 455, 42, 435, 566, 229, 665, 106, 353, 239, 684, 739, 671, 571, 493, 419, 417, 774, 283, 350, 255, 935, 714, 855, 790, 658, 437, 419, 919, 419, 632, 342, 645, 453, 812, 30, 127, 26, 695, 7, 32, 237, 614, 354, 34, 250, 231, 412, 429, 970, 519, 137, 855, 540, 153, 416, 54, 836, 444, 411, 266, 526, 706, 916, 550, 457, 556, 703, 721, 803, 231, 156, 77, 615, 297, 484, 679, 342, 322, 606, 729, 4, 151, 373, 773, 565, 41, 593, 830, 626, 611, 805, 249, 21, 439, 571, 728, 350, 966, 879, 632, 900, 248, 981, 411, 20, 836, 244, 780, 796, 536, 99, 266, 726, 896, 750, 865, 285, 453, 685, 508, 174, 81, 500, 143, 218, 821, 405, 807, 691, 991, 787, 62, 354, 362, 48, 797, 271, 359, 958, 584, 674, 979, 323, 109, 460, 583, 540, 215, 326, 747, 925, 114, 378, 403, 224, 584, 132, 408, 561, 612, 549, 363, 816, 267, 246, 733, 164, 263, 635, 626, 267, 62, 795, 84, 261, 617, 7, 43, 449, 930, 10, 344, 617, 800, 651, 227, 194, 425, 631, 236, 905, 307, 447, 824, 422, 508, 752, 288, 70, 810, 935, 838, 302, 618, 810, 318, 422, 413, 64, 832, 26, 953, 532, 109, 413, 110, 138, 27, 411, 962, 538, 886, 42, 877, 449, 623, 919, 549, 345, 477, 538, 379, 1, 331, 73, 199, 944, 448, 13, 959, 644, 444, 780, 290, 666, 161, 820, 747, 197, 965, 316, 733, 47, 320, 624, 236, 980, 22, 476, 431, 580, 533, 856, 942, 621, 412, 588, 977, 841, 352, 370, 345, 795, 30, 368, 631, 323, 750, 527, 426, 623, 426, 746, 676, 751, 635, 807, 65, 550, 127, 697, 113, 675, 442, 916, 755, 997, 616, 516, 644, 596, 873, 342, 620, 314, 611, 170, 165, 97, 830, 447, 432, 717, 564, 557, 236, 659, 214, 83, 636, 566, 484, 776, 934, 783, 760, 260, 126, 429, 160, 946, 329, 913, 315, 422, 848, 47, 957, 680, 761, 281, 810, 61, 731, 711, 327, 605, 639, 736, 990, 681, 442, 838, 78, 382, 665, 614, 235, 972, 796, 510, 52, 195, 618, 634, 805, 226, 506, 424, 512, 17, 832, 933, 664, 232, 867, 673, 463, 3, 400, 56, 228, 683, 806, 239, 716, 995, 963, 939, 200, 238, 144, 352, 751, 659, 333, 170, 787, 952, 907, 331, 437, 753, 915, 498, 597, 177, 967, 655, 491, 604, 121, 23, 290, 108, 917, 497, 737, 697, 703, 937, 575, 918, 974, 526, 170, 323, 874, 443, 391, 168, 427, 985, 86, 297, 285, 225, 919, 416, 362, 778, 590, 234, 3, 532, 428, 198, 65, 459, 195, 493, 970, 544, 755, 610, 776, 684, 50, 738, 266, 975, 209, 405, 401, 178, 182, 204, 595, 927, 842, 372, 936, 730, 561, 833, 431, 764, 28, 396, 209, 35, 855, 112, 845, 71, 519, 298, 589, 531, 201, 31, 443, 320, 616, 580, 133, 836, 807, 232, 789, 240, 656, 995, 83, 480, 362, 797, 993, 935, 995, 793, 329, 658, 782, 692, 954, 922, 847, 424, 228, 44, 784, 906, 827, 107, 275, 392, 954, 70, 926, 806, 908, 863, 437, 872, 232, 56, 368, 855, 480, 807, 402, 392, 735, 477, 32, 480, 898, 367, 439, 748, 317, 207, 71, 56, 668, 729, 87, 534, 649, 128, 589, 347, 157, 203, 682, 988, 711, 829, 526, 257, 335, 638, 888, 350, 822, 411, 345, 920, 64, 270, 358, 27, 307, 6, 246, 485, 753, 687, 17, 198, 152, 234, 438, 894, 475, 412, 77, 456, 893, 129, 455, 37, 458, 932, 133, 380, 387, 890, 873, 530, 761, 671, 670, 519, 584, 388, 367, 454, 649, 398, 106, 706, 815, 416, 186, 308, 102, 493, 208, 769, 648, 851, 910, 940, 589, 879, 131, 770, 133, 949, 396, 714, 882, 193, 204, 252, 820, 116, 964, 755, 655, 423, 971, 774, 236, 340, 303, 220, 619, 97, 458, 348, 656, 883, 594, 588, 952, 743, 449, 329, 596, 915, 642, 94, 478, 896, 460, 558, 866, 2, 732, 131, 9, 391, 48, 747, 614, 933, 42, 485, 370, 93, 839, 487, 343, 445, 831, 972, 778, 618, 785, 700, 358, 944, 658, 607, 423, 217, 646, 297, 913, 822, 670, 779, 382, 356, 678, 453, 74, 882, 634, 260, 760, 123, 672, 485, 730, 852, 651, 168, 756, 519, 203, 813, 214, 321, 283, 544, 690, 707, 82, 230, 130, 845, 5, 977, 165, 370, 889, 170, 870, 180, 612, 892, 856, 442, 126, 518, 794, 315, 9, 329, 736, 332, 387, 710, 774, 157, 957, 315, 264, 854, 906, 975, 484, 332, 933, 622, 600, 505, 748, 157, 743, 227, 782, 197, 220, 142, 390, 539, 566, 993, 590, 617, 906, 3, 270, 679, 825, 475, 90, 365, 558, 925, 823, 710, 116, 424, 128, 10, 508, 372, 93, 166, 535, 496, 357, 545, 775, 179, 106, 150, 626, 827, 312, 374, 226, 916, 877, 222, 861, 843, 51, 525, 934, 852, 80, 909, 613, 36, 483, 955, 7, 670, 967, 91, 169, 408, 25, 986, 702, 594, 955, 437, 491, 945, 8, 808, 49, 928, 96, 419, 78, 414, 681, 992, 344, 608, 80, 290, 655, 223, 734, 12, 326, 469, 682, 628, 173, 862, 801, 819, 460, 268, 453, 275, 485, 865, 860, 49, 242, 185, 53, 430, 179, 14, 707, 366, 907, 696, 829, 868, 290, 992, 234, 688, 908, 477, 199, 631, 900, 107, 884, 46, 975, 195, 310, 169, 800, 455, 234, 748, 370, 196, 528, 387, 534, 947, 306, 738, 12, 123, 877, 492, 654, 10, 389, 366, 107, 599, 558, 247, 85, 724, 525, 925, 813, 344, 411, 777, 808, 338, 104, 641, 572, 566, 629, 334, 682, 980, 259, 702, 974, 361, 138, 164, 415, 691, 574, 634, 627, 424, 106, 923, 628, 62, 348, 134, 356, 410, 587, 384, 851, 15, 556, 256, 652, 408, 31, 481, 254, 601, 987, 875, 444, 434, 707, 262, 983, 120, 891, 996, 525, 773, 8, 538, 560, 278, 847, 993, 905, 813, 226, 768, 958, 553, 584, 769, 228, 704, 904, 986, 684, 247, 894, 861, 51, 93, 176, 72, 824, 48, 586, 434, 977, 21, 407, 561, 360, 721, 695, 362, 489, 826, 706, 642, 974, 779, 597, 842, 520, 721, 734, 438, 639, 213, 98, 367, 413, 327, 725, 132, 356, 113, 162, 684, 500, 666, 170, 510, 404, 555, 160, 52, 204, 999, 677, 59, 544, 65, 531, 400, 622, 230, 542, 851, 891, 601, 741, 661, 848, 22, 74, 966, 494, 112, 142, 54, 552, 266, 931, 825, 842, 163, 800, 13, 369, 536, 329, 245, 866, 41, 552, 980, 444, 389, 677, 391, 977, 413, 369, 968, 620, 369, 300, 163, 229, 730, 778, 459, 358, 942, 542, 679, 551, 964, 201, 955, 306, 150, 823, 503, 887, 521, 205, 715, 492, 302, 70, 557, 94, 770, 339, 482, 480, 630, 617, 472, 840, 846, 314, 572, 665, 493, 541, 519, 311, 816, 345, 743, 381, 299, 764, 119, 325, 820, 26, 53, 309, 822, 595, 68, 341, 5, 965, 496, 136, 328, 397, 635, 750, 913, 90, 735, 397, 221, 891, 554, 302, 379, 101, 628, 900, 53, 770, 604, 404, 355, 53, 922, 879, 763, 909, 195, 665, 201, 976, 782, 264, 363, 583, 512, 339, 137, 488, 633, 280, 737, 173, 676, 935, 627, 844, 548, 970, 803, 817, 574, 464, 438, 395, 60, 317, 659, 677, 705, 780, 657, 27, 858, 383, 191, 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886, 36, 269, 563, 279, 532, 704, 193, 655, 380, 817, 847, 688, 94, 368, 858, 578, 635, 662, 645, 667, 419, 514, 404, 342, 25, 372, 882, 612, 488, 894, 84, 565, 973, 542, 399, 300, 68, 910, 422, 972, 161, 152, 608, 86, 993, 528, 805, 546, 49, 724, 731, 908, 271, 962, 140, 9, 876, 560, 895, 297, 895, 968, 344, 118, 134, 177, 253, 648, 242, 688, 244, 282, 316, 543, 311, 630, 502, 583, 613, 883, 603, 732, 541, 719, 893, 234, 709, 924, 956, 75, 643, 703, 168, 217, 16, 547, 685, 576, 523, 172, 457, 485, 614, 29, 563, 676, 546, 509, 340, 9, 957, 883, 242, 564, 671, 404, 643, 58, 749, 187, 565, 304, 913, 753, 756, 554, 2, 896, 447, 972, 737, 492, 508, 867, 675, 885, 282, 6, 699, 841, 107, 98, 603, 520, 729, 46]


val_train_1percent_targets = [513, 558, 923, 33, 854, 754, 556, 800, 917, 886, 127, 131, 611, 445, 535, 988, 110, 26, 553, 461, 547, 726, 254, 274, 490, 406, 100, 934, 498, 725, 719, 558, 671, 439, 48, 15, 923, 916, 900, 315, 581, 804, 392, 531, 306, 397, 758, 970, 706, 179, 390, 934, 912, 888, 49, 811, 205, 627, 642, 92, 416, 515, 963, 775, 597, 15, 964, 204, 406, 136, 887, 368, 754, 222, 31, 706, 642, 458, 541, 60, 556, 745, 745, 889, 227, 626, 948, 84, 898, 78, 707, 890, 763, 247, 11, 520, 363, 727, 407, 554, 547, 740, 514, 419, 486, 981, 412, 303, 479, 944, 988, 430, 634, 109, 469, 415, 881, 655, 560, 803, 787, 548, 787, 667, 921, 127, 266, 433, 301, 347, 796, 716, 596, 818, 329, 607, 161, 959, 726, 933, 756, 321, 780, 406, 720, 436, 893, 755, 341, 480, 578, 481, 152, 202, 808, 68, 720, 688, 133, 761, 349, 893, 222, 159, 132, 486, 411, 992, 413, 536, 580, 435, 421, 76, 361, 889, 498, 526, 86, 70, 235, 985, 51, 840, 323, 536, 98, 334, 757, 281, 459, 303, 795, 44, 257, 432, 184, 710, 457, 332, 904, 628, 58, 983, 111, 383, 911, 492, 777, 691, 906, 424, 966, 302, 993, 17, 131, 579, 159, 78, 217, 733, 247, 737, 296, 412, 409, 230, 767, 331, 62, 714, 734, 244, 788, 751, 906, 830, 920, 821, 608, 164, 65, 977, 263, 766, 380, 683, 624, 235, 838, 341, 684, 133, 180, 93, 121, 823, 688, 313, 841, 254, 466, 415, 955, 892, 381, 246, 954, 337, 797, 335, 291, 932, 906, 114, 740, 327, 559, 821, 249, 692, 611, 791, 628, 761, 308, 859, 143, 885, 219, 598, 78, 44, 842, 908, 407, 170, 577, 992, 16, 851, 795, 202, 247, 236, 935, 861, 810, 388, 177, 940, 389, 957, 771, 397, 191, 382, 331, 769, 52, 4, 288, 6, 538, 498, 828, 769, 151, 406, 542, 596, 311, 365, 488, 460, 294, 642, 965, 181, 723, 514, 304, 11, 645, 243, 378, 769, 558, 698, 439, 819, 344, 537, 121, 617, 737, 523, 210, 876, 401, 797, 77, 679, 38, 410, 370, 901, 279, 826, 808, 906, 687, 862, 548, 884, 551, 945, 351, 748, 917, 697, 847, 397, 936, 152, 627, 519, 653, 902, 693, 194, 290, 112, 113, 62, 14, 420, 470, 324, 329, 195, 95, 136, 171, 117, 908, 916, 718, 966, 852, 555, 930, 49, 543, 699, 173, 846, 617, 415, 360, 295, 778, 352, 993, 709, 356, 85, 444, 431, 959, 527, 450, 370, 994, 681, 369, 230, 895, 844, 322, 193, 937, 181, 692, 824, 472, 415, 872, 480, 212, 640, 275, 815, 909, 775, 464, 342, 862, 55, 219, 482, 627, 309, 482, 534, 399, 945, 340, 404, 405, 525, 162, 409, 907, 9, 445, 593, 567, 949, 272, 202, 665, 861, 122, 311, 86, 815, 194, 429, 430, 366, 147, 171, 779, 122, 519, 405, 101, 546, 133, 265, 490, 70, 364, 424, 913, 683, 644, 492, 907, 885, 891, 838, 619, 51, 821, 828, 458, 762, 874, 428, 8, 521, 711, 699, 700, 882, 130, 401, 171, 562, 607, 980, 708, 168, 418, 201, 93, 663, 320, 953, 142, 52, 441, 807, 131, 414, 464, 184, 944, 307, 818, 261, 452, 205, 64, 861, 547, 230, 437, 969, 819, 417, 286, 605, 201, 761, 92, 602, 591, 901, 501, 658, 889, 365, 278, 671, 203, 437, 936, 723, 415, 123, 465, 498, 453, 140, 290, 354, 318, 971, 709, 73, 552, 448, 900, 419, 582, 25, 931, 417, 1, 745, 718, 358, 54, 22, 846, 642, 58, 439, 242, 197, 411, 783, 278, 914, 596, 996, 555, 446, 822, 742, 26, 609, 513, 238, 725, 272, 200, 95, 773, 953, 863, 907, 77, 74, 558, 314, 445, 931, 411, 503, 483, 562, 435, 824, 328, 131, 764, 552, 172, 68, 90, 589, 605, 699, 6, 703, 93, 305, 671, 365, 733, 201, 442, 210, 982, 842, 384, 625, 706, 207, 764, 28, 888, 514, 19, 95, 821, 90, 331, 929, 234, 680, 378, 639, 391, 805, 665, 157, 533, 200, 254, 657, 226, 117, 373, 890, 100, 296, 593, 872, 536, 913, 115, 116, 307, 810, 682, 604, 513, 445, 928, 996, 133, 522, 60, 814, 202, 445, 255, 805, 797, 582, 78, 175, 750, 650, 875, 594, 432, 345, 214, 118, 176, 76, 30, 493, 896, 405, 82, 44, 995, 680, 532, 31, 483, 103, 530, 77, 816, 649, 299, 784, 473, 354, 341, 844, 176, 939, 186, 519, 135, 155, 670, 468, 802, 603, 15, 932, 162, 839, 42, 190, 916, 458, 653, 377, 790, 4, 134, 505, 50, 634, 247, 96, 450, 359, 750, 960, 198, 479, 916, 26, 498, 68, 416, 644, 633, 966, 44, 484, 495, 859, 252, 393, 85, 310, 863, 89, 876, 240, 222, 401, 861, 947, 439, 205, 38, 917, 873, 22, 380, 689, 260, 323, 594, 343, 77, 161, 656, 129, 56, 956, 386, 873, 988, 925, 444, 65, 794, 284, 264, 441, 940, 613, 648, 815, 654, 14, 227, 49, 335, 109, 584, 392, 938, 311, 597, 312, 589, 656, 462, 72, 895, 424, 831, 528, 125, 52, 764, 796, 209, 107, 387, 847, 793, 652, 98, 29, 227, 819, 98, 121, 590, 924, 311, 654, 143, 466, 906, 606, 257, 124, 42, 951, 730, 219, 64, 160, 428, 753, 128, 892, 626, 155, 942, 910, 281, 720, 427, 316, 310, 225, 576, 149, 252, 437, 380, 497, 570, 694, 624, 800, 208, 26, 629, 420, 827, 280, 291, 752, 144, 177, 57, 94, 606, 331, 7, 525, 160, 459, 929, 961, 277, 869, 714, 521, 38, 127, 64, 945, 228, 432, 455, 657, 140, 702, 125, 650, 731, 936, 263, 396, 893, 893, 721, 348, 702, 399, 47, 604, 34, 585, 938, 623, 864, 513, 392, 366, 924, 940, 40, 66, 981, 901, 550, 664, 814, 40, 919, 51, 512, 306, 773, 45, 422, 770, 199, 833, 518, 788, 67, 390, 326, 223, 735, 782, 24, 553, 653, 89, 614, 741, 125, 219, 937, 461, 285, 214, 784, 336, 259, 762, 588, 31, 507, 156, 662, 38, 430, 446, 667, 919, 180, 714, 457, 955, 363, 497, 278, 379, 694, 241, 888, 714, 462, 868, 206, 971, 175, 404, 701, 957, 919, 671, 858, 24, 53, 942, 344, 988, 186, 17, 137, 750, 435, 978, 975, 911, 631, 876, 496, 516, 865, 700, 639, 965, 905, 988, 548, 84, 385, 49, 435, 863, 438, 165, 508, 749, 588, 104, 343, 515, 211, 99, 289, 699, 656, 63, 377, 369, 843, 670, 798, 505, 700, 485, 157, 82, 515, 944, 313, 521, 999, 411, 744, 883, 154, 55, 321, 117, 442, 873, 355, 372, 35, 979, 33, 852, 895, 968, 945, 730, 436, 116, 684, 966, 832, 541, 559, 188, 809, 867, 977, 878, 443, 163, 162, 459, 894, 870, 677, 757, 839, 154, 589, 738, 674, 94, 606, 700, 153, 590, 373, 778, 841, 320, 623, 783, 718, 633, 672, 710, 783, 544, 367, 581, 262, 185, 24, 673, 373, 566, 461, 61, 643, 740, 770, 284, 837, 465, 776, 507, 833, 294, 573, 58, 471, 322, 667, 94, 470, 871, 605, 813, 976, 378, 199, 338, 497, 312, 181, 439, 666, 234, 796, 444, 783, 811, 504, 716, 734, 675, 524, 585, 542, 38, 720, 578, 251, 71, 258, 220, 607, 841, 725, 840, 839, 932, 797, 343, 677, 310, 853, 955, 544, 174, 448, 646, 458, 909, 389, 987, 35, 943, 743, 482, 116, 485, 750, 5, 151, 984, 822, 695, 907, 460, 657, 177, 442, 808, 400, 545, 853, 494, 948, 460, 978, 726, 795, 225, 819, 912, 970, 452, 486, 798, 222, 692, 159, 899, 720, 613, 134, 9, 568, 181, 501, 77, 137, 357, 130, 716, 270, 534, 836, 545, 432, 953, 462, 617, 575, 602, 183, 173, 93, 941, 627, 11, 486, 143, 758, 55, 425, 526, 217, 519, 161, 900, 58, 765, 757, 700, 790, 882, 255, 903, 551, 487, 215, 789, 905, 763, 710, 330, 810, 884, 538, 272, 580, 302, 503, 356, 869, 224, 734, 587, 700, 46, 918, 610, 41, 455, 426, 244, 465, 425, 239, 216, 42, 78, 170, 406, 817, 925, 98, 950, 350, 665, 329, 798, 284, 672, 721, 530, 193, 394, 255, 603, 874, 851, 559, 429, 782, 76, 501, 181, 838, 572, 31, 324, 391, 200, 213, 469, 231, 364, 493, 925, 216, 880, 166, 325, 565, 88, 564, 656, 6, 246, 315, 948, 321, 847, 702, 318, 463, 755, 322, 634, 17, 149, 23, 244, 169, 163, 195, 254, 175, 896, 938, 526, 632, 626, 222, 770, 277, 447, 918, 949, 503, 392, 965, 836, 587, 419, 306, 716, 382, 379, 148, 92, 608, 816, 180, 886, 952, 951, 846, 162, 146, 103, 234, 56, 303, 963, 619, 682, 88, 652, 620, 136, 380, 106, 481, 587, 289, 804, 92, 348, 591, 249, 841, 414, 727, 455, 658, 999, 629, 459, 556, 662, 309, 374, 675, 509, 99, 668, 822, 220, 321, 343, 158, 182, 838, 418, 754, 193, 70, 594, 707, 484, 675, 165, 818, 654, 779, 804, 239, 637, 829, 820, 785, 969, 455, 674, 412, 546, 240, 672, 189, 520, 281, 319, 111, 627, 607, 757, 257, 938, 809, 378, 375, 103, 689, 596, 668, 262, 432, 660, 733, 37, 662, 946, 301, 301, 756, 827, 476, 8, 385, 748, 107, 868, 743, 406, 215, 725, 519, 454, 668, 226, 256, 220, 775, 427, 9, 273, 333, 875, 965, 622, 970, 920, 938, 641, 851, 542, 627, 15, 959, 929, 411, 661, 772, 973, 807, 622, 918, 807, 210, 2, 245, 500, 613, 881, 528, 478, 746, 814, 109, 818, 927, 816, 515, 600, 846, 349, 551, 350, 354, 111, 812, 929, 185, 340, 43, 253, 574, 804, 339, 474, 321, 169, 309, 204, 830, 670, 2, 313, 921, 420, 602, 930, 39, 820, 951, 437, 72, 496, 654, 877, 358, 252, 479, 863, 661, 211, 245, 680, 287, 405, 193, 908, 823, 143, 411, 777, 968, 735, 92, 553, 457, 549, 505, 47, 953, 947, 256, 276, 136, 733, 689, 909, 772, 402, 123, 493, 737, 859, 826, 362, 767, 142, 74, 939, 866, 133, 50, 592, 875, 729, 824, 661, 975, 353, 819, 371, 377, 505, 3, 532, 673, 669, 227, 334, 152, 505, 651, 621, 58, 193, 79, 684, 298, 480, 364, 913, 52, 929, 644, 297, 434, 645, 845, 384, 708, 765, 16, 918, 353, 816, 521, 452, 290, 879, 909, 10, 120, 279, 318, 834, 749, 440, 566, 196, 74, 15, 191, 503, 113, 459, 232, 500, 843, 409, 844, 703, 933, 676, 735, 198, 554, 626, 183, 247, 210, 674, 32, 212, 858, 136, 563, 866, 595, 510, 18, 571, 21, 831, 436, 69, 461, 889, 185, 564, 485, 404, 655, 532, 774, 168, 13, 887, 377, 307, 555, 528, 593, 214, 213, 792, 694, 539, 943, 331, 44, 292, 381, 30, 348, 419, 287, 26, 824, 615, 502, 224, 607, 502, 644, 433, 460, 840, 928, 990, 163, 378, 445, 763, 171, 870, 477, 872, 57, 268, 525, 704, 494, 587, 403, 935, 484, 241, 190, 106, 727, 802, 996, 941, 779, 216, 564, 57, 332, 386, 342, 860, 70, 440, 84, 676, 643, 673, 551, 608, 220, 492, 511, 874, 461, 172, 285, 495, 789, 987, 814, 448, 38, 311, 643, 328, 270, 307, 567, 858, 624, 595, 277, 262, 154, 583, 464, 508, 240, 358, 239, 410, 592, 268, 781, 814, 636, 7, 604, 666, 684, 746, 729, 414, 186, 849, 963, 14, 586, 681, 162, 976, 52, 379, 341, 683, 695, 61, 615, 183, 307, 600, 638, 877, 775, 150, 477, 250, 203, 471, 949, 3, 926, 353, 785, 424, 192, 993, 172, 703, 541, 156, 245, 168, 108, 892, 572, 554, 860, 899, 526, 816, 598, 95, 77, 280, 850, 104, 328, 448, 11, 573, 265, 849, 781, 926, 50, 619, 821, 611, 677, 604, 535, 970, 490, 343, 722, 213, 847, 23, 0, 751, 366, 998, 150, 373, 24, 157, 812, 79, 818, 121, 865, 788, 836, 308, 439, 535, 310, 426, 448, 30, 755, 916, 927, 212, 282, 885, 484, 290, 387, 653, 357, 786, 302, 762, 952, 523, 398, 735, 432, 358, 861, 747, 886, 492, 500, 638, 985, 261, 922, 233, 476, 171, 870, 60, 216, 780, 245, 429, 89, 97, 269, 647, 748, 79, 974, 789, 724, 503, 338, 214, 463, 801, 823, 343, 570, 689, 388, 267, 159, 198, 171, 836, 975, 863, 852, 2, 413, 70, 742, 812, 494, 690, 904, 226, 783, 110, 615, 455, 790, 329, 887, 139, 201, 859, 770, 451, 137, 37, 348, 229, 205, 229, 835, 316, 679, 463, 286, 269, 214, 871, 429, 102, 897, 166, 15, 765, 263, 649, 850, 350, 851, 686, 627, 499, 558, 640, 335, 429, 651, 221, 80, 631, 366, 299, 576, 200, 183, 655, 425, 707, 328, 164, 839, 7, 3, 749, 275, 610, 979, 279, 964, 678, 533, 725, 804, 591, 704, 485, 105, 734, 832, 265, 640, 134, 268, 78, 983, 655, 880, 620, 768, 22, 739, 567, 550, 178, 887, 355, 119, 161, 784, 142, 104, 302, 665, 651, 598, 488, 95, 532, 632, 108, 743, 592, 641, 549, 320, 111, 382, 155, 703, 936, 182, 290, 994, 157, 152, 658, 475, 999, 173, 216, 268, 55, 671, 925, 532, 693, 974, 991, 665, 475, 760, 121, 114, 506, 5, 615, 710, 722, 518, 225, 934, 976, 179, 258, 144, 637, 659, 163, 699, 887, 23, 127, 895, 142, 433, 483, 460, 926, 588, 601, 42, 180, 349, 661, 206, 452, 98, 46, 7, 314, 534, 722, 711, 442, 911, 981, 562, 345, 741, 792, 296, 954, 955, 891, 912, 631, 996, 430, 542, 287, 664, 846, 564, 586, 556, 664, 587, 364, 986, 798, 530, 4, 186, 604, 55, 295, 69, 158, 987, 825, 647, 71, 970, 356, 456, 546, 577, 28, 763, 456, 926, 328, 277, 756, 278, 494, 880, 415, 749, 490, 933, 941, 186, 164, 781, 772, 901, 775, 991, 942, 579, 137, 598, 930, 266, 421, 15, 846, 39, 59, 329, 440, 227, 989, 408, 480, 831, 921, 923, 591, 530, 677, 102, 360, 315, 180, 498, 586, 334, 601, 126, 636, 198, 85, 819, 219, 150, 99, 400, 337, 165, 820, 683, 324, 136, 205, 963, 712, 813, 979, 361, 240, 425, 659, 172, 233, 67, 794, 956, 288, 34, 139, 561, 29, 949, 987, 716, 733, 29, 944, 909, 380, 543, 533, 784, 287, 768, 576, 263, 472, 914, 372, 543, 157, 977, 196, 113, 378, 586, 789, 869, 449, 467, 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