Displays model prediction along with explanation

app.py

@@ -3,11 +3,12 @@ from pyexpat import model
 from statistics import mode
 import numpy as np
 import gradio as gr
-"""An example of generating a gif explanation for an image of my dog."""
+
 import argparse
 import os
 from os.path import exists, dirname
 import sys
+import json
 import flask
 
 parent_dir = dirname(os.path.abspath(os.getcwd()))
@@ -18,19 +19,11 @@ from bayes.data_routines import get_dataset_by_name
 from bayes.models import *
 from image_posterior import create_gif	
 
-BLENHEIM_SPANIEL_CLASS = 156
-
 
 def get_image_data(image_name):
     """Gets the image data and model."""
-    image, model_and_data = [None, None]
-    if (image_name == "imagenet_diego"): 
-        image = get_dataset_by_name("imagenet_diego", get_label=False)
-        model_and_data = process_imagenet_get_model(image)
-    elif (image_name == "imagenet_french_bulldog"): 
-        image = get_dataset_by_name("imagenet_french_bulldog", get_label=False)
-        model_and_data = process_imagenet_get_model(image)
-    
+    image = get_dataset_by_name(image_name, get_label=False)
+    model_and_data = process_imagenet_get_model(image)
 
     return image, model_and_data
 
@@ -67,7 +60,8 @@ def segmentation_generation(image_name, c_width, n_top, n_gif_imgs):
     xtrain = get_xtrain(segments)
 
     prediction = np.argmax(cur_model(xtrain[:1]), axis=1)
-    assert prediction == label, f"Prediction is {prediction} not {label}"
+    if image_name in ["imagenet_diego", "imagenet_french_bulldog"]:
+        assert prediction == label, f"Prediction is {prediction} not {label}"
 
     # Compute explanation
     exp_init = BayesLocalExplanations(training_data=xtrain,
@@ -77,13 +71,13 @@ def segmentation_generation(image_name, c_width, n_top, n_gif_imgs):
                                               verbose=True)
     rout = exp_init.explain(classifier_f=cur_model,
                             data=np.ones_like(xtrain[0]),
-                            label=label,
+                            label=int(prediction),
                             cred_width=c_width,
                             focus_sample=False,
                             l2=False)
 
     # Create the gif of the explanation
-    return create_gif(rout['blr'], image_name, segments, instance, n_gif_imgs, n_top)
+    return create_gif(rout['blr'], image_name, segments, instance, prediction[0], n_gif_imgs, n_top)
 
 def image_mod(image):
     return image.rotate(45)

image_posterior.py

@@ -22,6 +22,7 @@ import ffmpeg
 import lime.lime_tabular as baseline_lime_tabular
 import shap
 import shutil
+import json
 
 # Make sure we can get bayes explanations
 parent_dir = dirname(os.path.abspath(os.getcwd()))
@@ -31,6 +32,11 @@ from bayes.explanations import BayesLocalExplanations, explain_many
 from bayes.data_routines import get_dataset_by_name
 from bayes.models import *
 
+labels_dict = {}
+with open("labels.json") as file:
+    labels_dict = json.load(file)
+
+
 def fill_segmentation(values, segmentation, image, n_max=5):
     max_segs = np.argsort(abs(values))[-n_max:]
     out = np.zeros((224, 224))
@@ -42,7 +48,7 @@ def fill_segmentation(values, segmentation, image, n_max=5):
             c_image[segmentation == i, c] = np.max(image)
     return c_image.astype(int), out.astype(int)
 
-def create_gif(explanation_blr, img_name, segments, image, n_images=20, n_max=5):
+def create_gif(explanation_blr, img_name, segments, image, prediction, n_images=20, n_max=5):
     """Create the gif corresponding to the image explanation.
 
     Arguments:
@@ -54,8 +60,7 @@ def create_gif(explanation_blr, img_name, segments, image, n_images=20, n_max=5)
         n_max: The number of superpixels to draw on the image.
     """
     draws = explanation_blr.draw_posterior_samples(n_images)
-    # Setup temporary directory to store paths in 
-    print("tempfile.tempdir:", tempfile.TemporaryDirectory().name)
+    # remove any existing files
     temp_path = tempfile.TemporaryDirectory().name
     for root, dirs, files in os.walk(temp_path):
         for f in files:
@@ -63,6 +68,7 @@ def create_gif(explanation_blr, img_name, segments, image, n_images=20, n_max=5)
         for d in dirs:
             shutil.rmtree(os.path.join(root, d))
 
+    # Setup temporary directory to store paths in 
     with tempfile.TemporaryDirectory() as tmpdirname:
         paths = []
         for i, d in tqdm(enumerate(draws)):
@@ -87,6 +93,7 @@ def create_gif(explanation_blr, img_name, segments, image, n_images=20, n_max=5)
     html = (
         "<div >"
         f"<img  src='file/{img_name}_explanation.gif' alt='explanation gif'/>"
+        f"<p>Prediction is {prediction}: {labels_dict[prediction]}</p>"
         + "</div>"
     )
     return html

labels.json

@@ -0,0 +1,1000 @@
+{"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"}