initial commit

app.py

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+
+import json
+import os
+import random
+import string
+import time
+import sys
+import datasets
+import gradio as gr
+import matplotlib.pyplot as plt
+import numpy as np
+import torch
+import pickle
+from PIL import Image
+from torchvision import transforms
+from huggingface_hub import HfApi, login
+from torchvision.datasets import ImageFolder
+from glob import glob
+import gdown
+import torchvision
+import pandas as pd
+from huggingface_hub import HfApi, login, snapshot_download
+
+import matplotlib.pyplot as plt
+import numpy as np
+
+import csv
+csv.field_size_limit(sys.maxsize)
+
+np.random.seed(int(time.time()))
+
+with open('./imagenet_hard_nearest_indices.pkl', 'rb') as f:
+    knn_results  = pickle.load(f)
+
+with open("imagenet-labels.json") as f:
+    wnid_to_label = json.load(f)
+
+with open('id_to_label.json', 'r') as f:
+    id_to_labels = json.load(f)
+
+
+bad_items = open('./ex2.txt', 'r').read().split('\n')
+bad_items = [x.split('.')[0] for x in bad_items]
+bad_items = [int(x) for x in bad_items if x != '']
+
+# download and extract folders
+
+gdown.cached_download(
+    url="https://huggingface.co/datasets/taesiri/imagenet_hard_review_samples/resolve/main/data.zip",
+    path="./data.zip",
+    quiet=False,
+    md5="8666a9b361f6eea79878be6c09701def",
+)
+
+# EXTRACT if needed
+
+if not os.path.exists("./imagenet_traning_samples") or not os.path.exists("./knn_cache_for_imagenet_hard"):
+    torchvision.datasets.utils.extract_archive(
+        from_path="data.zip",
+        to_path="./",
+        remove_finished=False,
+    )
+
+imagenet_hard = datasets.load_dataset("taesiri/imagenet-hard", split="validation")
+
+
+def update_snapshot():
+    output_dir = snapshot_download(
+            repo_id="taesiri/imagenet_hard_review_data", allow_patterns="*.json", repo_type="dataset"
+    )
+    total_size = len(imagenet_hard)
+    files = glob(f"{output_dir}/*.json")
+
+    df = pd.DataFrame()
+    columns = ["id", "user_id", "time", "decision"]
+    rows = []
+    for file in files:
+        with open(file) as f:
+            data = json.load(f)
+            tdf = [data[x] for x in columns]
+
+            # add filename as a column
+            rows.append(tdf)
+
+    df = pd.DataFrame(rows, columns=columns)
+
+    return df, total_size
+
+
+# df = update_snapshot()
+
+NUMBER_OF_IMAGES = 1000
+
+# Function to sample 10 ids based on their usage count
+def sample_ids(df, total_size, sample_size):
+    id_counts = df['id'].value_counts().to_dict()
+    all_ids = bad_items
+
+    for id in all_ids:
+        if id not in id_counts:
+            id_counts[id] = 0
+
+    weights = [id_counts[id] for id in all_ids]
+    inverse_weights = [1 / (count + 1) for count in weights]
+    normalized_weights = [w / sum(inverse_weights) for w in inverse_weights]
+
+    sampled_ids = np.random.choice(all_ids, size=sample_size, replace=False, p=normalized_weights)
+    return sampled_ids
+
+
+def generate_dataset():
+    df, total_size = update_snapshot()
+    random_indices = sample_ids(df, total_size, NUMBER_OF_IMAGES)
+    random_images = [imagenet_hard[int(i)]["image"] for i in random_indices]
+    random_gt_ids = [imagenet_hard[int(i)]["label"] for i in random_indices]
+    random_gt_labels = [imagenet_hard[int(x)]["english_label"]  for x in random_indices]
+
+    data = []
+    for i, image in enumerate(random_images):
+        data.append(
+            {   
+                "id": random_indices[i],
+                "image": image,
+                "correct_label": random_gt_labels[i],
+                "original_id": int(random_indices[i]),
+            }
+        )
+    return data
+
+
+
+def string_to_image(text):
+    text = text.replace('_', ' ').lower().replace(', ', '\n')
+    # Create a blank white square image
+    img = np.ones((220, 75, 3))
+
+    # Create a figure and axis object
+    fig, ax = plt.subplots(figsize=(6, 2.25))
+
+    # Plot the blank white image
+    ax.imshow(img, extent=[0, 1, 0, 1])
+
+    # Set the text in the center
+    ax.text(0.5, 0.75, text, fontsize=18, ha='center', va='center')
+
+    # Remove the axis labels and ticks
+    ax.set_xticks([])
+    ax.set_yticks([])
+    ax.set_xticklabels([])
+    ax.set_yticklabels([])
+
+    # Remove the axis spines
+    for spine in ax.spines.values():
+        spine.set_visible(False)
+
+    # Return the figure
+    return fig
+
+
+
+def label_dist_of_nns(qid):
+
+    with open('./trainingset_filenames.json', 'r') as f:
+        trainingset_filenames = json.load(f)
+
+    nns = knn_results[qid][:15]
+    labels = [wnid_to_label[trainingset_filenames[f"{x}"]] for x in nns]
+    label_counts = {x: labels.count(x) for x in set(labels)}
+    # sort by count
+    label_counts = {k: v for k, v in sorted(label_counts.items(), key=lambda item: item[1], reverse=True)}
+    # percetage
+    label_counts = {k: v/len(labels) for k, v in label_counts.items()}
+    return label_counts
+
+
+from glob import glob
+
+all_samples = glob('./imagenet_traning_samples/*.JPEG')
+qid_to_sample = {int(x.split('/')[-1].split('.')[0].split('_')[0]): x for x in all_samples}
+
+def get_training_samples(qid):
+    labels_id = imagenet_hard[int(qid)]['label']
+    samples = [qid_to_sample[x] for x in labels_id]
+    return samples
+
+
+knn_cache_path = "knn_cache_for_imagenet_hard"
+imagenet_training_samples_path = "imagenet_traning_samples"
+
+def load_sample(data, current_index):
+    image_id = data[current_index]["id"]
+    qimage = data[current_index]["image"]
+    
+    neighbors_path = os.path.join(knn_cache_path, f"{image_id}.JPEG")
+    neighbors_image = Image.open(neighbors_path).convert('RGB')
+    
+    labels = data[current_index]["correct_label"]
+    return qimage, neighbors_image, labels
+    # return qimage, neighbors_image, training_samples_image
+
+
+def update_app(decision, data, current_index, history, username):
+    if current_index == -1:
+        data = generate_dataset()
+        nns = {}
+    
+    if current_index>=0 and current_index < NUMBER_OF_IMAGES-1:
+        time_stamp = int(time.time())
+
+        image_id = data[current_index]["id"]
+        # convert to percentage 
+        dicision_dict = {
+            "id": int(image_id),
+            "user_id": username,
+            "time": time_stamp,
+            "decision": decision,
+        }
+
+        # upload the decision to the server
+        temp_filename = f"results_{username}_{time_stamp}.json"
+        # convert decision_dict to json and save it on the disk
+        with open(temp_filename, "w") as f:
+            json.dump(dicision_dict, f)
+
+        api = HfApi()
+        api.upload_file(
+            path_or_fileobj=temp_filename,
+            path_in_repo=temp_filename,
+            repo_id="taesiri/imagenet_hard_review_data",
+            repo_type="dataset",
+        )
+
+        os.remove(temp_filename)
+
+    elif current_index == NUMBER_OF_IMAGES-1:
+        return None, None, None, current_index, history, data, None, None
+
+    current_index += 1
+    qimage, neighbors_image, labels = load_sample(data, current_index)
+    image_id = data[current_index]["id"]
+    training_samples_image = get_training_samples(image_id)
+    training_samples_image = [Image.open(x).convert('RGB') for x in training_samples_image]
+    nns = label_dist_of_nns(image_id)
+
+    # labels is a list of labels, conver it to a string
+    labels = ", ".join(labels)
+    label_plot = string_to_image(labels)
+
+    return qimage, label_plot, neighbors_image, current_index, history, data, nns, training_samples_image
+
+
+newcss = '''
+#query_image{
+    height: auto !important;
+}
+
+#nn_gallery {
+  height: auto !important;
+}
+
+#sample_gallery {
+    height: auto !important;
+}
+'''
+
+with gr.Blocks(css=newcss) as demo:
+    data_gr = gr.State({})
+    current_index = gr.State(-1)
+    history = gr.State({})
+    
+    gr.Markdown("# Cleaning ImageNet-Hard!")
+
+    random_str = "".join(
+        random.choice(string.ascii_lowercase + string.digits) for _ in range(5)
+    )
+
+    username = gr.Textbox(label="Username", value=f"user-{random_str}")
+
+    with gr.Column():
+        with gr.Row():
+            accept_btn = gr.Button(value="Accept")
+            myabe_btn = gr.Button(value="Not Sure!")
+            reject_btn = gr.Button(value="Reject")
+        with gr.Row():    
+            query_image = gr.Image(type="pil", label="Query", elem_id="query_image")
+            with gr.Column():
+                label_plot = gr.Plot(label='Is this a correct label for this image?', type='fig')
+                training_samples = gr.Gallery(type="pil", label="Training samples" , elem_id="sample_gallery")
+    with gr.Column():
+        gr.Markdown("## Nearest Neighbors Analysis of the Query (ResNet-50)")
+        nn_labels = gr.Label(label="NN-Labels")
+        neighbors_image = gr.Image(type="pil", label="Nearest Neighbors", elem_id="nn_gallery")
+
+    accept_btn.click(
+        update_app,
+        inputs=[accept_btn, data_gr, current_index, history, username],
+        outputs=[query_image, label_plot, neighbors_image, current_index, history, data_gr, nn_labels, training_samples]
+    )
+    myabe_btn.click(
+        update_app,
+        inputs=[myabe_btn, data_gr, current_index, history, username],
+        outputs=[query_image, label_plot, neighbors_image, current_index, history, data_gr, nn_labels, training_samples]
+    )
+
+    reject_btn.click(
+        update_app,
+        inputs=[reject_btn, data_gr, current_index, history, username],
+        outputs=[query_image, label_plot, neighbors_image, current_index, history, data_gr, nn_labels, training_samples]
+    )
+
+demo.launch()

ex2.txt

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id_to_label.json

@@ -0,0 +1 @@
+{"0": "tench", "1": "goldfish", "2": "great_white_shark", "3": "tiger_shark", "4": "hammerhead", "5": "electric_ray", "6": "stingray", "7": "cock", "8": "hen", "9": "ostrich", "10": "brambling", "11": "goldfinch", "12": "house_finch", "13": "junco", "14": "indigo_bunting", "15": "robin", "16": "bulbul", "17": "jay", "18": "magpie", "19": "chickadee", "20": "water_ouzel", "21": "kite", "22": "bald_eagle", "23": "vulture", "24": "great_grey_owl", "25": "European_fire_salamander", "26": "common_newt", "27": "eft", "28": "spotted_salamander", "29": "axolotl", "30": "bullfrog", "31": "tree_frog", "32": "tailed_frog", "33": "loggerhead", "34": "leatherback_turtle", "35": "mud_turtle", "36": "terrapin", "37": "box_turtle", "38": "banded_gecko", "39": "common_iguana", "40": "American_chameleon", "41": "whiptail", "42": "agama", "43": "frilled_lizard", "44": "alligator_lizard", "45": "Gila_monster", "46": "green_lizard", "47": "African_chameleon", "48": "Komodo_dragon", "49": "African_crocodile", "50": "American_alligator", "51": "triceratops", "52": "thunder_snake", "53": "ringneck_snake", "54": "hognose_snake", "55": "green_snake", "56": "king_snake", "57": "garter_snake", "58": "water_snake", "59": "vine_snake", "60": "night_snake", "61": "boa_constrictor", "62": "rock_python", "63": "Indian_cobra", "64": "green_mamba", "65": "sea_snake", "66": "horned_viper", "67": "diamondback", "68": "sidewinder", "69": "trilobite", "70": "harvestman", "71": "scorpion", "72": "black_and_gold_garden_spider", "73": "barn_spider", "74": "garden_spider", "75": "black_widow", "76": "tarantula", "77": "wolf_spider", "78": "tick", "79": "centipede", "80": "black_grouse", "81": "ptarmigan", "82": "ruffed_grouse", "83": "prairie_chicken", "84": "peacock", "85": "quail", "86": "partridge", "87": "African_grey", "88": "macaw", "89": "sulphur-crested_cockatoo", "90": "lorikeet", "91": "coucal", "92": "bee_eater", "93": "hornbill", "94": "hummingbird", "95": "jacamar", "96": "toucan", "97": "drake", "98": "red-breasted_merganser", "99": "goose", "100": "black_swan", "101": "tusker", "102": "echidna", "103": "platypus", "104": "wallaby", "105": "koala", "106": "wombat", "107": "jellyfish", "108": "sea_anemone", "109": "brain_coral", "110": "flatworm", "111": "nematode", "112": "conch", "113": "snail", "114": "slug", "115": "sea_slug", "116": "chiton", "117": "chambered_nautilus", "118": "Dungeness_crab", "119": "rock_crab", "120": "fiddler_crab", "121": "king_crab", "122": "American_lobster", "123": "spiny_lobster", "124": "crayfish", "125": "hermit_crab", "126": "isopod", "127": "white_stork", "128": "black_stork", "129": "spoonbill", "130": "flamingo", "131": "little_blue_heron", "132": "American_egret", "133": "bittern", "134": "crane", "135": "limpkin", "136": "European_gallinule", "137": "American_coot", "138": "bustard", "139": "ruddy_turnstone", "140": "red-backed_sandpiper", "141": "redshank", "142": "dowitcher", "143": "oystercatcher", "144": "pelican", "145": "king_penguin", "146": "albatross", "147": "grey_whale", "148": "killer_whale", "149": "dugong", "150": "sea_lion", "151": "Chihuahua", "152": "Japanese_spaniel", "153": "Maltese_dog", "154": "Pekinese", "155": "Shih-Tzu", "156": "Blenheim_spaniel", "157": "papillon", "158": "toy_terrier", "159": "Rhodesian_ridgeback", "160": "Afghan_hound", "161": "basset", "162": "beagle", "163": "bloodhound", "164": "bluetick", "165": "black-and-tan_coonhound", "166": "Walker_hound", "167": "English_foxhound", "168": "redbone", "169": "borzoi", "170": "Irish_wolfhound", "171": "Italian_greyhound", "172": "whippet", "173": "Ibizan_hound", "174": "Norwegian_elkhound", "175": "otterhound", "176": "Saluki", "177": "Scottish_deerhound", "178": "Weimaraner", "179": "Staffordshire_bullterrier", "180": "American_Staffordshire_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", "191": "Airedale", "192": "cairn", "193": "Australian_terrier", "194": "Dandie_Dinmont", "195": "Boston_bull", "196": "miniature_schnauzer", "197": "giant_schnauzer", "198": "standard_schnauzer", "199": "Scotch_terrier", "200": "Tibetan_terrier", "201": "silky_terrier", "202": "soft-coated_wheaten_terrier", "203": "West_Highland_white_terrier", "204": "Lhasa", "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", "212": "English_setter", "213": "Irish_setter", "214": "Gordon_setter", "215": "Brittany_spaniel", "216": "clumber", "217": "English_springer", "218": "Welsh_springer_spaniel", "219": "cocker_spaniel", "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", "230": "Shetland_sheepdog", "231": "collie", "232": "Border_collie", "233": "Bouvier_des_Flandres", "234": "Rottweiler", "235": "German_shepherd", "236": "Doberman", "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", "248": "Eskimo_dog", "249": "malamute", "250": "Siberian_husky", "251": "dalmatian", "252": "affenpinscher", "253": "basenji", "254": "pug", "255": "Leonberg", "256": "Newfoundland", "257": "Great_Pyrenees", "258": "Samoyed", "259": "Pomeranian", "260": "chow", "261": "keeshond", "262": "Brabancon_griffon", "263": "Pembroke", "264": "Cardigan", "265": "toy_poodle", "266": "miniature_poodle", "267": "standard_poodle", "268": "Mexican_hairless", "269": "timber_wolf", "270": "white_wolf", "271": "red_wolf", "272": "coyote", "273": "dingo", "274": "dhole", "275": "African_hunting_dog", "276": "hyena", "277": "red_fox", "278": "kit_fox", "279": "Arctic_fox", "280": "grey_fox", "281": "tabby", "282": "tiger_cat", "283": "Persian_cat", "284": "Siamese_cat", "285": "Egyptian_cat", "286": "cougar", "287": "lynx", "288": "leopard", "289": "snow_leopard", "290": "jaguar", "291": "lion", "292": "tiger", "293": "cheetah", "294": "brown_bear", "295": "American_black_bear", "296": "ice_bear", "297": "sloth_bear", "298": "mongoose", "299": "meerkat", "300": "tiger_beetle", "301": "ladybug", "302": "ground_beetle", "303": "long-horned_beetle", "304": "leaf_beetle", "305": "dung_beetle", "306": "rhinoceros_beetle", "307": "weevil", "308": "fly", "309": "bee", "310": "ant", "311": "grasshopper", "312": "cricket", "313": "walking_stick", "314": "cockroach", "315": "mantis", "316": "cicada", "317": "leafhopper", "318": "lacewing", "319": "dragonfly", "320": "damselfly", "321": "admiral", "322": "ringlet", "323": "monarch", "324": "cabbage_butterfly", "325": "sulphur_butterfly", "326": "lycaenid", "327": "starfish", "328": "sea_urchin", "329": "sea_cucumber", "330": "wood_rabbit", "331": "hare", "332": "Angora", "333": "hamster", "334": "porcupine", "335": "fox_squirrel", "336": "marmot", "337": "beaver", "338": "guinea_pig", "339": "sorrel", "340": "zebra", "341": "hog", "342": "wild_boar", "343": "warthog", "344": "hippopotamus", "345": "ox", "346": "water_buffalo", "347": "bison", "348": "ram", "349": "bighorn", "350": "ibex", "351": "hartebeest", "352": "impala", "353": "gazelle", "354": "Arabian_camel", "355": "llama", "356": "weasel", "357": "mink", "358": "polecat", "359": "black-footed_ferret", "360": "otter", "361": "skunk", "362": "badger", "363": "armadillo", "364": "three-toed_sloth", "365": "orangutan", "366": "gorilla", "367": "chimpanzee", "368": "gibbon", "369": "siamang", "370": "guenon", "371": "patas", "372": "baboon", "373": "macaque", "374": "langur", "375": "colobus", "376": "proboscis_monkey", "377": "marmoset", "378": "capuchin", "379": "howler_monkey", "380": "titi", "381": "spider_monkey", "382": "squirrel_monkey", "383": "Madagascar_cat", "384": "indri", "385": "Indian_elephant", "386": "African_elephant", "387": "lesser_panda", "388": "giant_panda", "389": "barracouta", "390": "eel", "391": "coho", "392": "rock_beauty", "393": "anemone_fish", "394": "sturgeon", "395": "gar", "396": "lionfish", "397": "puffer", "398": "abacus", "399": "abaya", "400": "academic_gown", "401": "accordion", "402": "acoustic_guitar", "403": "aircraft_carrier", "404": "airliner", "405": "airship", "406": "altar", "407": "ambulance", "408": "amphibian", "409": "analog_clock", "410": "apiary", "411": "apron", "412": "ashcan", "413": "assault_rifle", "414": "backpack", "415": "bakery", "416": "balance_beam", "417": "balloon", "418": "ballpoint", "419": "Band_Aid", "420": "banjo", "421": "bannister", "422": "barbell", "423": "barber_chair", "424": "barbershop", "425": "barn", "426": "barometer", "427": "barrel", "428": "barrow", "429": "baseball", "430": "basketball", "431": "bassinet", "432": "bassoon", "433": "bathing_cap", "434": "bath_towel", "435": "bathtub", "436": "beach_wagon", "437": "beacon", "438": "beaker", "439": "bearskin", "440": "beer_bottle", "441": "beer_glass", "442": "bell_cote", "443": "bib", "444": "bicycle-built-for-two", "445": "bikini", "446": "binder", "447": "binoculars", "448": "birdhouse", "449": "boathouse", "450": "bobsled", "451": "bolo_tie", "452": "bonnet", "453": "bookcase", "454": "bookshop", "455": "bottlecap", "456": "bow", "457": "bow_tie", "458": "brass", "459": "brassiere", "460": "breakwater", "461": "breastplate", "462": "broom", "463": "bucket", "464": "buckle", "465": "bulletproof_vest", "466": "bullet_train", "467": "butcher_shop", "468": "cab", "469": "caldron", "470": "candle", "471": "cannon", "472": "canoe", "473": "can_opener", "474": "cardigan", "475": "car_mirror", "476": "carousel", "477": "carpenter's_kit", "478": "carton", "479": "car_wheel", "480": "cash_machine", "481": "cassette", "482": "cassette_player", "483": "castle", "484": "catamaran", "485": "CD_player", "486": "cello", "487": "cellular_telephone", "488": "chain", "489": "chainlink_fence", "490": "chain_mail", "491": "chain_saw", "492": "chest", "493": "chiffonier", "494": "chime", "495": "china_cabinet", "496": "Christmas_stocking", "497": "church", "498": "cinema", "499": "cleaver", "500": "cliff_dwelling", "501": "cloak", "502": "clog", "503": "cocktail_shaker", "504": "coffee_mug", "505": "coffeepot", "506": "coil", "507": "combination_lock", "508": "computer_keyboard", "509": "confectionery", "510": "container_ship", "511": "convertible", "512": "corkscrew", "513": "cornet", "514": "cowboy_boot", "515": "cowboy_hat", "516": "cradle", "517": "crane", "518": "crash_helmet", "519": "crate", "520": "crib", "521": "Crock_Pot", "522": "croquet_ball", "523": "crutch", "524": "cuirass", "525": "dam", "526": "desk", "527": "desktop_computer", "528": "dial_telephone", "529": "diaper", "530": "digital_clock", "531": "digital_watch", "532": "dining_table", "533": "dishrag", "534": "dishwasher", "535": "disk_brake", "536": "dock", "537": "dogsled", "538": "dome", "539": "doormat", "540": "drilling_platform", "541": "drum", "542": "drumstick", "543": "dumbbell", "544": "Dutch_oven", "545": "electric_fan", "546": "electric_guitar", "547": "electric_locomotive", "548": "entertainment_center", "549": "envelope", "550": "espresso_maker", "551": "face_powder", "552": "feather_boa", "553": "file", "554": "fireboat", "555": "fire_engine", "556": "fire_screen", "557": "flagpole", "558": "flute", "559": "folding_chair", "560": "football_helmet", "561": "forklift", "562": "fountain", "563": "fountain_pen", "564": "four-poster", "565": "freight_car", "566": "French_horn", "567": "frying_pan", "568": "fur_coat", "569": "garbage_truck", "570": "gasmask", "571": "gas_pump", "572": "goblet", "573": "go-kart", "574": "golf_ball", "575": "golfcart", "576": "gondola", "577": "gong", "578": "gown", "579": "grand_piano", "580": "greenhouse", "581": "grille", "582": "grocery_store", "583": "guillotine", "584": "hair_slide", "585": "hair_spray", "586": "half_track", "587": "hammer", "588": "hamper", "589": "hand_blower", "590": "hand-held_computer", "591": "handkerchief", "592": "hard_disc", "593": "harmonica", "594": "harp", "595": "harvester", "596": "hatchet", "597": "holster", "598": "home_theater", "599": "honeycomb", "600": "hook", "601": "hoopskirt", "602": "horizontal_bar", "603": "horse_cart", "604": "hourglass", "605": "iPod", "606": "iron", "607": "jack-o'-lantern", "608": "jean", "609": "jeep", "610": "jersey", "611": "jigsaw_puzzle", "612": "jinrikisha", "613": "joystick", "614": "kimono", "615": "knee_pad", "616": "knot", "617": "lab_coat", "618": "ladle", "619": "lampshade", "620": "laptop", "621": "lawn_mower", "622": "lens_cap", "623": "letter_opener", "624": "library", "625": "lifeboat", "626": "lighter", "627": "limousine", "628": "liner", "629": "lipstick", "630": "Loafer", "631": "lotion", "632": "loudspeaker", "633": "loupe", "634": "lumbermill", "635": "magnetic_compass", "636": "mailbag", "637": "mailbox", "638": "maillot", "639": "maillot", "640": "manhole_cover", "641": "maraca", "642": "marimba", "643": "mask", "644": "matchstick", "645": "maypole", "646": "maze", "647": "measuring_cup", "648": "medicine_chest", "649": "megalith", "650": "microphone", "651": "microwave", "652": "military_uniform", "653": "milk_can", "654": "minibus", "655": "miniskirt", "656": "minivan", "657": "missile", "658": "mitten", "659": "mixing_bowl", "660": "mobile_home", "661": "Model_T", "662": "modem", "663": "monastery", "664": "monitor", "665": "moped", "666": "mortar", "667": "mortarboard", "668": "mosque", "669": "mosquito_net", "670": "motor_scooter", "671": "mountain_bike", "672": "mountain_tent", "673": "mouse", "674": "mousetrap", "675": "moving_van", "676": "muzzle", "677": "nail", "678": "neck_brace", "679": "necklace", "680": "nipple", "681": "notebook", "682": "obelisk", "683": "oboe", "684": "ocarina", "685": "odometer", "686": "oil_filter", "687": "organ", "688": "oscilloscope", "689": "overskirt", "690": "oxcart", "691": "oxygen_mask", "692": "packet", "693": "paddle", "694": "paddlewheel", "695": "padlock", "696": "paintbrush", "697": "pajama", "698": "palace", "699": "panpipe", "700": "paper_towel", "701": "parachute", "702": "parallel_bars", "703": "park_bench", "704": "parking_meter", "705": "passenger_car", "706": "patio", "707": "pay-phone", "708": "pedestal", "709": "pencil_box", "710": "pencil_sharpener", "711": "perfume", "712": "Petri_dish", "713": "photocopier", "714": "pick", "715": "pickelhaube", "716": "picket_fence", "717": "pickup", "718": "pier", "719": "piggy_bank", "720": "pill_bottle", "721": "pillow", "722": "ping-pong_ball", "723": "pinwheel", "724": "pirate", "725": "pitcher", "726": "plane", "727": "planetarium", "728": "plastic_bag", "729": "plate_rack", "730": "plow", "731": "plunger", "732": "Polaroid_camera", "733": "pole", "734": "police_van", "735": "poncho", "736": "pool_table", "737": "pop_bottle", "738": "pot", "739": "potter's_wheel", "740": "power_drill", "741": "prayer_rug", "742": "printer", "743": "prison", "744": "projectile", "745": "projector", "746": "puck", "747": "punching_bag", "748": "purse", "749": "quill", "750": "quilt", "751": "racer", "752": "racket", "753": "radiator", "754": "radio", "755": "radio_telescope", "756": "rain_barrel", "757": "recreational_vehicle", "758": "reel", "759": "reflex_camera", "760": "refrigerator", "761": "remote_control", "762": "restaurant", "763": "revolver", "764": "rifle", "765": "rocking_chair", "766": "rotisserie", "767": "rubber_eraser", "768": "rugby_ball", "769": "rule", "770": "running_shoe", "771": "safe", "772": "safety_pin", "773": "saltshaker", "774": "sandal", "775": "sarong", "776": "sax", "777": "scabbard", "778": "scale", "779": "school_bus", "780": "schooner", "781": "scoreboard", "782": "screen", "783": "screw", "784": "screwdriver", "785": "seat_belt", "786": "sewing_machine", "787": "shield", "788": "shoe_shop", "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", "799": "sliding_door", "800": "slot", "801": "snorkel", "802": "snowmobile", "803": "snowplow", "804": "soap_dispenser", "805": "soccer_ball", "806": "sock", "807": "solar_dish", "808": "sombrero", "809": "soup_bowl", "810": "space_bar", "811": "space_heater", "812": "space_shuttle", "813": "spatula", "814": "speedboat", "815": "spider_web", "816": "spindle", "817": "sports_car", "818": "spotlight", "819": "stage", "820": "steam_locomotive", "821": "steel_arch_bridge", "822": "steel_drum", "823": "stethoscope", "824": "stole", "825": "stone_wall", "826": "stopwatch", "827": "stove", "828": "strainer", "829": "streetcar", "830": "stretcher", "831": "studio_couch", "832": "stupa", "833": "submarine", "834": "suit", "835": "sundial", "836": "sunglass", "837": "sunglasses", "838": "sunscreen", "839": "suspension_bridge", "840": "swab", "841": "sweatshirt", "842": "swimming_trunks", "843": "swing", "844": "switch", "845": "syringe", "846": "table_lamp", "847": "tank", "848": "tape_player", "849": "teapot", "850": "teddy", "851": "television", "852": "tennis_ball", "853": "thatch", "854": "theater_curtain", "855": "thimble", "856": "thresher", "857": "throne", "858": "tile_roof", "859": "toaster", "860": "tobacco_shop", "861": "toilet_seat", "862": "torch", "863": "totem_pole", "864": "tow_truck", "865": "toyshop", "866": "tractor", "867": "trailer_truck", "868": "tray", "869": "trench_coat", "870": "tricycle", "871": "trimaran", "872": "tripod", "873": "triumphal_arch", "874": "trolleybus", "875": "trombone", "876": "tub", "877": "turnstile", "878": "typewriter_keyboard", "879": "umbrella", "880": "unicycle", "881": "upright", "882": "vacuum", "883": "vase", "884": "vault", "885": "velvet", "886": "vending_machine", "887": "vestment", "888": "viaduct", "889": "violin", "890": "volleyball", "891": "waffle_iron", "892": "wall_clock", "893": "wallet", "894": "wardrobe", "895": "warplane", "896": "washbasin", "897": "washer", "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", "912": "worm_fence", "913": "wreck", "914": "yawl", "915": "yurt", "916": "web_site", "917": "comic_book", "918": "crossword_puzzle", "919": "street_sign", "920": "traffic_light", "921": "book_jacket", "922": "menu", "923": "plate", "924": "guacamole", "925": "consomme", "926": "hot_pot", "927": "trifle", "928": "ice_cream", "929": "ice_lolly", "930": "French_loaf", "931": "bagel", "932": "pretzel", "933": "cheeseburger", "934": "hotdog", "935": "mashed_potato", "936": "head_cabbage", "937": "broccoli", "938": "cauliflower", "939": "zucchini", "940": "spaghetti_squash", "941": "acorn_squash", "942": "butternut_squash", "943": "cucumber", "944": "artichoke", "945": "bell_pepper", "946": "cardoon", "947": "mushroom", "948": "Granny_Smith", "949": "strawberry", "950": "orange", "951": "lemon", "952": "fig", "953": "pineapple", "954": "banana", "955": "jackfruit", "956": "custard_apple", "957": "pomegranate", "958": "hay", "959": "carbonara", "960": "chocolate_sauce", "961": "dough", "962": "meat_loaf", "963": "pizza", "964": "potpie", "965": "burrito", "966": "red_wine", "967": "espresso", "968": "cup", "969": "eggnog", "970": "alp", "971": "bubble", "972": "cliff", "973": "coral_reef", "974": "geyser", "975": "lakeside", "976": "promontory", "977": "sandbar", "978": "seashore", "979": "valley", "980": "volcano", "981": "ballplayer", "982": "groom", "983": "scuba_diver", "984": "rapeseed", "985": "daisy", "986": "yellow_lady's_slipper", "987": "corn", "988": "acorn", "989": "hip", "990": "buckeye", "991": "coral_fungus", "992": "agaric", "993": "gyromitra", "994": "stinkhorn", "995": "earthstar", "996": "hen-of-the-woods", "997": "bolete", "998": "ear", "999": "toilet_tissu"}

imagenet-labels.json

@@ -0,0 +1,1002 @@
+{
+    "n01440764" :	"tench",
+    "n01443537" :	"goldfish",
+    "n01484850" :	"great_white_shark",
+    "n01491361" :	"tiger_shark",
+    "n01494475" :	"hammerhead",
+    "n01496331" :	"electric_ray",
+    "n01498041" :	"stingray",
+    "n01514668" :	"cock",
+    "n01514859" :	"hen",
+    "n01518878" :	"ostrich",
+    "n01530575" :	"brambling",
+    "n01531178" :	"goldfinch",
+    "n01532829" :	"house_finch",
+    "n01534433" :	"junco",
+    "n01537544" :	"indigo_bunting",
+    "n01558993" :	"robin",
+    "n01560419" :	"bulbul",
+    "n01580077" :	"jay",
+    "n01582220" :	"magpie",
+    "n01592084" :	"chickadee",
+    "n01601694" :	"water_ouzel",
+    "n01608432" :	"kite",
+    "n01614925" :	"bald_eagle",
+    "n01616318" :	"vulture",
+    "n01622779" :	"great_grey_owl",
+    "n01629819" :	"European_fire_salamander",
+    "n01630670" :	"common_newt",
+    "n01631663" :	"eft",
+    "n01632458" :	"spotted_salamander",
+    "n01632777" :	"axolotl",
+    "n01641577" :	"bullfrog",
+    "n01644373" :	"tree_frog",
+    "n01644900" :	"tailed_frog",
+    "n01664065" :	"loggerhead",
+    "n01665541" :	"leatherback_turtle",
+    "n01667114" :	"mud_turtle",
+    "n01667778" :	"terrapin",
+    "n01669191" :	"box_turtle",
+    "n01675722" :	"banded_gecko",
+    "n01677366" :	"common_iguana",
+    "n01682714" :	"American_chameleon",
+    "n01685808" :	"whiptail",
+    "n01687978" :	"agama",
+    "n01688243" :	"frilled_lizard",
+    "n01689811" :	"alligator_lizard",
+    "n01692333" :	"Gila_monster",
+    "n01693334" :	"green_lizard",
+    "n01694178" :	"African_chameleon",
+    "n01695060" :	"Komodo_dragon",
+    "n01697457" :	"African_crocodile",
+    "n01698640" :	"American_alligator",
+    "n01704323" :	"triceratops",
+    "n01728572" :	"thunder_snake",
+    "n01728920" :	"ringneck_snake",
+    "n01729322" :	"hognose_snake",
+    "n01729977" :	"green_snake",
+    "n01734418" :	"king_snake",
+    "n01735189" :	"garter_snake",
+    "n01737021" :	"water_snake",
+    "n01739381" :	"vine_snake",
+    "n01740131" :	"night_snake",
+    "n01742172" :	"boa_constrictor",
+    "n01744401" :	"rock_python",
+    "n01748264" :	"Indian_cobra",
+    "n01749939" :	"green_mamba",
+    "n01751748" :	"sea_snake",
+    "n01753488" :	"horned_viper",
+    "n01755581" :	"diamondback",
+    "n01756291" :	"sidewinder",
+    "n01768244" :	"trilobite",
+    "n01770081" :	"harvestman",
+    "n01770393" :	"scorpion",
+    "n01773157" :	"black_and_gold_garden_spider",
+    "n01773549" :	"barn_spider",
+    "n01773797" :	"garden_spider",
+    "n01774384" :	"black_widow",
+    "n01774750" :	"tarantula",
+    "n01775062" :	"wolf_spider",
+    "n01776313" :	"tick",
+    "n01784675" :	"centipede",
+    "n01795545" :	"black_grouse",
+    "n01796340" :	"ptarmigan",
+    "n01797886" :	"ruffed_grouse",
+    "n01798484" :	"prairie_chicken",
+    "n01806143" :	"peacock",
+    "n01806567" :	"quail",
+    "n01807496" :	"partridge",
+    "n01817953" :	"African_grey",
+    "n01818515" :	"macaw",
+    "n01819313" :	"sulphur-crested_cockatoo",
+    "n01820546" :	"lorikeet",
+    "n01824575" :	"coucal",
+    "n01828970" :	"bee_eater",
+    "n01829413" :	"hornbill",
+    "n01833805" :	"hummingbird",
+    "n01843065" :	"jacamar",
+    "n01843383" :	"toucan",
+    "n01847000" :	"drake",
+    "n01855032" :	"red-breasted_merganser",
+    "n01855672" :	"goose",
+    "n01860187" :	"black_swan",
+    "n01871265" :	"tusker",
+    "n01872401" :	"echidna",
+    "n01873310" :	"platypus",
+    "n01877812" :	"wallaby",
+    "n01882714" :	"koala",
+    "n01883070" :	"wombat",
+    "n01910747" :	"jellyfish",
+    "n01914609" :	"sea_anemone",
+    "n01917289" :	"brain_coral",
+    "n01924916" :	"flatworm",
+    "n01930112" :	"nematode",
+    "n01943899" :	"conch",
+    "n01944390" :	"snail",
+    "n01945685" :	"slug",
+    "n01950731" :	"sea_slug",
+    "n01955084" :	"chiton",
+    "n01968897" :	"chambered_nautilus",
+    "n01978287" :	"Dungeness_crab",
+    "n01978455" :	"rock_crab",
+    "n01980166" :	"fiddler_crab",
+    "n01981276" :	"king_crab",
+    "n01983481" :	"American_lobster",
+    "n01984695" :	"spiny_lobster",
+    "n01985128" :	"crayfish",
+    "n01986214" :	"hermit_crab",
+    "n01990800" :	"isopod",
+    "n02002556" :	"white_stork",
+    "n02002724" :	"black_stork",
+    "n02006656" :	"spoonbill",
+    "n02007558" :	"flamingo",
+    "n02009229" :	"little_blue_heron",
+    "n02009912" :	"American_egret",
+    "n02011460" :	"bittern",
+    "n02012849" :	"crane",
+    "n02013706" :	"limpkin",
+    "n02017213" :	"European_gallinule",
+    "n02018207" :	"American_coot",
+    "n02018795" :	"bustard",
+    "n02025239" :	"ruddy_turnstone",
+    "n02027492" :	"red-backed_sandpiper",
+    "n02028035" :	"redshank",
+    "n02033041" :	"dowitcher",
+    "n02037110" :	"oystercatcher",
+    "n02051845" :	"pelican",
+    "n02056570" :	"king_penguin",
+    "n02058221" :	"albatross",
+    "n02066245" :	"grey_whale",
+    "n02071294" :	"killer_whale",
+    "n02074367" :	"dugong",
+    "n02077923" :	"sea_lion",
+    "n02085620" :	"Chihuahua",
+    "n02085782" :	"Japanese_spaniel",
+    "n02085936" :	"Maltese_dog",
+    "n02086079" :	"Pekinese",
+    "n02086240" :	"Shih-Tzu",
+    "n02086646" :	"Blenheim_spaniel",
+    "n02086910" :	"papillon",
+    "n02087046" :	"toy_terrier",
+    "n02087394" :	"Rhodesian_ridgeback",
+    "n02088094" :	"Afghan_hound",
+    "n02088238" :	"basset",
+    "n02088364" :	"beagle",
+    "n02088466" :	"bloodhound",
+    "n02088632" :	"bluetick",
+    "n02089078" :	"black-and-tan_coonhound",
+    "n02089867" :	"Walker_hound",
+    "n02089973" :	"English_foxhound",
+    "n02090379" :	"redbone",
+    "n02090622" :	"borzoi",
+    "n02090721" :	"Irish_wolfhound",
+    "n02091032" :	"Italian_greyhound",
+    "n02091134" :	"whippet",
+    "n02091244" :	"Ibizan_hound",
+    "n02091467" :	"Norwegian_elkhound",
+    "n02091635" :	"otterhound",
+    "n02091831" :	"Saluki",
+    "n02092002" :	"Scottish_deerhound",
+    "n02092339" :	"Weimaraner",
+    "n02093256" :	"Staffordshire_bullterrier",
+    "n02093428" :	"American_Staffordshire_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",
+    "n02096051" :	"Airedale",
+    "n02096177" :	"cairn",
+    "n02096294" :	"Australian_terrier",
+    "n02096437" :	"Dandie_Dinmont",
+    "n02096585" :	"Boston_bull",
+    "n02097047" :	"miniature_schnauzer",
+    "n02097130" :	"giant_schnauzer",
+    "n02097209" :	"standard_schnauzer",
+    "n02097298" :	"Scotch_terrier",
+    "n02097474" :	"Tibetan_terrier",
+    "n02097658" :	"silky_terrier",
+    "n02098105" :	"soft-coated_wheaten_terrier",
+    "n02098286" :	"West_Highland_white_terrier",
+    "n02098413" :	"Lhasa",
+    "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",
+    "n02100735" :	"English_setter",
+    "n02100877" :	"Irish_setter",
+    "n02101006" :	"Gordon_setter",
+    "n02101388" :	"Brittany_spaniel",
+    "n02101556" :	"clumber",
+    "n02102040" :	"English_springer",
+    "n02102177" :	"Welsh_springer_spaniel",
+    "n02102318" :	"cocker_spaniel",
+    "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",
+    "n02105855" :	"Shetland_sheepdog",
+    "n02106030" :	"collie",
+    "n02106166" :	"Border_collie",
+    "n02106382" :	"Bouvier_des_Flandres",
+    "n02106550" :	"Rottweiler",
+    "n02106662" :	"German_shepherd",
+    "n02107142" :	"Doberman",
+    "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",
+    "n02109961" :	"Eskimo_dog",
+    "n02110063" :	"malamute",
+    "n02110185" :	"Siberian_husky",
+    "n02110341" :	"dalmatian",
+    "n02110627" :	"affenpinscher",
+    "n02110806" :	"basenji",
+    "n02110958" :	"pug",
+    "n02111129" :	"Leonberg",
+    "n02111277" :	"Newfoundland",
+    "n02111500" :	"Great_Pyrenees",
+    "n02111889" :	"Samoyed",
+    "n02112018" :	"Pomeranian",
+    "n02112137" :	"chow",
+    "n02112350" :	"keeshond",
+    "n02112706" :	"Brabancon_griffon",
+    "n02113023" :	"Pembroke",
+    "n02113186" :	"Cardigan",
+    "n02113624" :	"toy_poodle",
+    "n02113712" :	"miniature_poodle",
+    "n02113799" :	"standard_poodle",
+    "n02113978" :	"Mexican_hairless",
+    "n02114367" :	"timber_wolf",
+    "n02114548" :	"white_wolf",
+    "n02114712" :	"red_wolf",
+    "n02114855" :	"coyote",
+    "n02115641" :	"dingo",
+    "n02115913" :	"dhole",
+    "n02116738" :	"African_hunting_dog",
+    "n02117135" :	"hyena",
+    "n02119022" :	"red_fox",
+    "n02119789" :	"kit_fox",
+    "n02120079" :	"Arctic_fox",
+    "n02120505" :	"grey_fox",
+    "n02123045" :	"tabby",
+    "n02123159" :	"tiger_cat",
+    "n02123394" :	"Persian_cat",
+    "n02123597" :	"Siamese_cat",
+    "n02124075" :	"Egyptian_cat",
+    "n02125311" :	"cougar",
+    "n02127052" :	"lynx",
+    "n02128385" :	"leopard",
+    "n02128757" :	"snow_leopard",
+    "n02128925" :	"jaguar",
+    "n02129165" :	"lion",
+    "n02129604" :	"tiger",
+    "n02130308" :	"cheetah",
+    "n02132136" :	"brown_bear",
+    "n02133161" :	"American_black_bear",
+    "n02134084" :	"ice_bear",
+    "n02134418" :	"sloth_bear",
+    "n02137549" :	"mongoose",
+    "n02138441" :	"meerkat",
+    "n02165105" :	"tiger_beetle",
+    "n02165456" :	"ladybug",
+    "n02167151" :	"ground_beetle",
+    "n02168699" :	"long-horned_beetle",
+    "n02169497" :	"leaf_beetle",
+    "n02172182" :	"dung_beetle",
+    "n02174001" :	"rhinoceros_beetle",
+    "n02177972" :	"weevil",
+    "n02190166" :	"fly",
+    "n02206856" :	"bee",
+    "n02219486" :	"ant",
+    "n02226429" :	"grasshopper",
+    "n02229544" :	"cricket",
+    "n02231487" :	"walking_stick",
+    "n02233338" :	"cockroach",
+    "n02236044" :	"mantis",
+    "n02256656" :	"cicada",
+    "n02259212" :	"leafhopper",
+    "n02264363" :	"lacewing",
+    "n02268443" :	"dragonfly",
+    "n02268853" :	"damselfly",
+    "n02276258" :	"admiral",
+    "n02277742" :	"ringlet",
+    "n02279972" :	"monarch",
+    "n02280649" :	"cabbage_butterfly",
+    "n02281406" :	"sulphur_butterfly",
+    "n02281787" :	"lycaenid",
+    "n02317335" :	"starfish",
+    "n02319095" :	"sea_urchin",
+    "n02321529" :	"sea_cucumber",
+    "n02325366" :	"wood_rabbit",
+    "n02326432" :	"hare",
+    "n02328150" :	"Angora",
+    "n02342885" :	"hamster",
+    "n02346627" :	"porcupine",
+    "n02356798" :	"fox_squirrel",
+    "n02361337" :	"marmot",
+    "n02363005" :	"beaver",
+    "n02364673" :	"guinea_pig",
+    "n02389026" :	"sorrel",
+    "n02391049" :	"zebra",
+    "n02395406" :	"hog",
+    "n02396427" :	"wild_boar",
+    "n02397096" :	"warthog",
+    "n02398521" :	"hippopotamus",
+    "n02403003" :	"ox",
+    "n02408429" :	"water_buffalo",
+    "n02410509" :	"bison",
+    "n02412080" :	"ram",
+    "n02415577" :	"bighorn",
+    "n02417914" :	"ibex",
+    "n02422106" :	"hartebeest",
+    "n02422699" :	"impala",
+    "n02423022" :	"gazelle",
+    "n02437312" :	"Arabian_camel",
+    "n02437616" :	"llama",
+    "n02441942" :	"weasel",
+    "n02442845" :	"mink",
+    "n02443114" :	"polecat",
+    "n02443484" :	"black-footed_ferret",
+    "n02444819" :	"otter",
+    "n02445715" :	"skunk",
+    "n02447366" :	"badger",
+    "n02454379" :	"armadillo",
+    "n02457408" :	"three-toed_sloth",
+    "n02480495" :	"orangutan",
+    "n02480855" :	"gorilla",
+    "n02481823" :	"chimpanzee",
+    "n02483362" :	"gibbon",
+    "n02483708" :	"siamang",
+    "n02484975" :	"guenon",
+    "n02486261" :	"patas",
+    "n02486410" :	"baboon",
+    "n02487347" :	"macaque",
+    "n02488291" :	"langur",
+    "n02488702" :	"colobus",
+    "n02489166" :	"proboscis_monkey",
+    "n02490219" :	"marmoset",
+    "n02492035" :	"capuchin",
+    "n02492660" :	"howler_monkey",
+    "n02493509" :	"titi",
+    "n02493793" :	"spider_monkey",
+    "n02494079" :	"squirrel_monkey",
+    "n02497673" :	"Madagascar_cat",
+    "n02500267" :	"indri",
+    "n02504013" :	"Indian_elephant",
+    "n02504458" :	"African_elephant",
+    "n02509815" :	"lesser_panda",
+    "n02510455" :	"giant_panda",
+    "n02514041" :	"barracouta",
+    "n02526121" :	"eel",
+    "n02536864" :	"coho",
+    "n02606052" :	"rock_beauty",
+    "n02607072" :	"anemone_fish",
+    "n02640242" :	"sturgeon",
+    "n02641379" :	"gar",
+    "n02643566" :	"lionfish",
+    "n02655020" :	"puffer",
+    "n02666196" :	"abacus",
+    "n02667093" :	"abaya",
+    "n02669723" :	"academic_gown",
+    "n02672831" :	"accordion",
+    "n02676566" :	"acoustic_guitar",
+    "n02687172" :	"aircraft_carrier",
+    "n02690373" :	"airliner",
+    "n02692877" :	"airship",
+    "n02699494" :	"altar",
+    "n02701002" :	"ambulance",
+    "n02704792" :	"amphibian",
+    "n02708093" :	"analog_clock",
+    "n02727426" :	"apiary",
+    "n02730930" :	"apron",
+    "n02747177" :	"ashcan",
+    "n02749479" :	"assault_rifle",
+    "n02769748" :	"backpack",
+    "n02776631" :	"bakery",
+    "n02777292" :	"balance_beam",
+    "n02782093" :	"balloon",
+    "n02783161" :	"ballpoint",
+    "n02786058" :	"Band_Aid",
+    "n02787622" :	"banjo",
+    "n02788148" :	"bannister",
+    "n02790996" :	"barbell",
+    "n02791124" :	"barber_chair",
+    "n02791270" :	"barbershop",
+    "n02793495" :	"barn",
+    "n02794156" :	"barometer",
+    "n02795169" :	"barrel",
+    "n02797295" :	"barrow",
+    "n02799071" :	"baseball",
+    "n02802426" :	"basketball",
+    "n02804414" :	"bassinet",
+    "n02804610" :	"bassoon",
+    "n02807133" :	"bathing_cap",
+    "n02808304" :	"bath_towel",
+    "n02808440" :	"bathtub",
+    "n02814533" :	"beach_wagon",
+    "n02814860" :	"beacon",
+    "n02815834" :	"beaker",
+    "n02817516" :	"bearskin",
+    "n02823428" :	"beer_bottle",
+    "n02823750" :	"beer_glass",
+    "n02825657" :	"bell_cote",
+    "n02834397" :	"bib",
+    "n02835271" :	"bicycle-built-for-two",
+    "n02837789" :	"bikini",
+    "n02840245" :	"binder",
+    "n02841315" :	"binoculars",
+    "n02843684" :	"birdhouse",
+    "n02859443" :	"boathouse",
+    "n02860847" :	"bobsled",
+    "n02865351" :	"bolo_tie",
+    "n02869837" :	"bonnet",
+    "n02870880" :	"bookcase",
+    "n02871525" :	"bookshop",
+    "n02877765" :	"bottlecap",
+    "n02879718" :	"bow",
+    "n02883205" :	"bow_tie",
+    "n02892201" :	"brass",
+    "n02892767" :	"brassiere",
+    "n02894605" :	"breakwater",
+    "n02895154" :	"breastplate",
+    "n02906734" :	"broom",
+    "n02909870" :	"bucket",
+    "n02910353" :	"buckle",
+    "n02916936" :	"bulletproof_vest",
+    "n02917067" :	"bullet_train",
+    "n02927161" :	"butcher_shop",
+    "n02930766" :	"cab",
+    "n02939185" :	"caldron",
+    "n02948072" :	"candle",
+    "n02950826" :	"cannon",
+    "n02951358" :	"canoe",
+    "n02951585" :	"can_opener",
+    "n02963159" :	"cardigan",
+    "n02965783" :	"car_mirror",
+    "n02966193" :	"carousel",
+    "n02966687" :	"carpenter's_kit",
+    "n02971356" :	"carton",
+    "n02974003" :	"car_wheel",
+    "n02977058" :	"cash_machine",
+    "n02978881" :	"cassette",
+    "n02979186" :	"cassette_player",
+    "n02980441" :	"castle",
+    "n02981792" :	"catamaran",
+    "n02988304" :	"CD_player",
+    "n02992211" :	"cello",
+    "n02992529" :	"cellular_telephone",
+    "n02999410" :	"chain",
+    "n03000134" :	"chainlink_fence",
+    "n03000247" :	"chain_mail",
+    "n03000684" :	"chain_saw",
+    "n03014705" :	"chest",
+    "n03016953" :	"chiffonier",
+    "n03017168" :	"chime",
+    "n03018349" :	"china_cabinet",
+    "n03026506" :	"Christmas_stocking",
+    "n03028079" :	"church",
+    "n03032252" :	"cinema",
+    "n03041632" :	"cleaver",
+    "n03042490" :	"cliff_dwelling",
+    "n03045698" :	"cloak",
+    "n03047690" :	"clog",
+    "n03062245" :	"cocktail_shaker",
+    "n03063599" :	"coffee_mug",
+    "n03063689" :	"coffeepot",
+    "n03065424" :	"coil",
+    "n03075370" :	"combination_lock",
+    "n03085013" :	"computer_keyboard",
+    "n03089624" :	"confectionery",
+    "n03095699" :	"container_ship",
+    "n03100240" :	"convertible",
+    "n03109150" :	"corkscrew",
+    "n03110669" :	"cornet",
+    "n03124043" :	"cowboy_boot",
+    "n03124170" :	"cowboy_hat",
+    "n03125729" :	"cradle",
+    "n03126707" :	"crane",
+    "n03127747" :	"crash_helmet",
+    "n03127925" :	"crate",
+    "n03131574" :	"crib",
+    "n03133878" :	"Crock_Pot",
+    "n03134739" :	"croquet_ball",
+    "n03141823" :	"crutch",
+    "n03146219" :	"cuirass",
+    "n03160309" :	"dam",
+    "n03179701" :	"desk",
+    "n03180011" :	"desktop_computer",
+    "n03187595" :	"dial_telephone",
+    "n03188531" :	"diaper",
+    "n03196217" :	"digital_clock",
+    "n03197337" :	"digital_watch",
+    "n03201208" :	"dining_table",
+    "n03207743" :	"dishrag",
+    "n03207941" :	"dishwasher",
+    "n03208938" :	"disk_brake",
+    "n03216828" :	"dock",
+    "n03218198" :	"dogsled",
+    "n03220513" :	"dome",
+    "n03223299" :	"doormat",
+    "n03240683" :	"drilling_platform",
+    "n03249569" :	"drum",
+    "n03250847" :	"drumstick",
+    "n03255030" :	"dumbbell",
+    "n03259280" :	"Dutch_oven",
+    "n03271574" :	"electric_fan",
+    "n03272010" :	"electric_guitar",
+    "n03272562" :	"electric_locomotive",
+    "n03290653" :	"entertainment_center",
+    "n03291819" :	"envelope",
+    "n03297495" :	"espresso_maker",
+    "n03314780" :	"face_powder",
+    "n03325584" :	"feather_boa",
+    "n03337140" :	"file",
+    "n03344393" :	"fireboat",
+    "n03345487" :	"fire_engine",
+    "n03347037" :	"fire_screen",
+    "n03355925" :	"flagpole",
+    "n03372029" :	"flute",
+    "n03376595" :	"folding_chair",
+    "n03379051" :	"football_helmet",
+    "n03384352" :	"forklift",
+    "n03388043" :	"fountain",
+    "n03388183" :	"fountain_pen",
+    "n03388549" :	"four-poster",
+    "n03393912" :	"freight_car",
+    "n03394916" :	"French_horn",
+    "n03400231" :	"frying_pan",
+    "n03404251" :	"fur_coat",
+    "n03417042" :	"garbage_truck",
+    "n03424325" :	"gasmask",
+    "n03425413" :	"gas_pump",
+    "n03443371" :	"goblet",
+    "n03444034" :	"go-kart",
+    "n03445777" :	"golf_ball",
+    "n03445924" :	"golfcart",
+    "n03447447" :	"gondola",
+    "n03447721" :	"gong",
+    "n03450230" :	"gown",
+    "n03452741" :	"grand_piano",
+    "n03457902" :	"greenhouse",
+    "n03459775" :	"grille",
+    "n03461385" :	"grocery_store",
+    "n03467068" :	"guillotine",
+    "n03476684" :	"hair_slide",
+    "n03476991" :	"hair_spray",
+    "n03478589" :	"half_track",
+    "n03481172" :	"hammer",
+    "n03482405" :	"hamper",
+    "n03483316" :	"hand_blower",
+    "n03485407" :	"hand-held_computer",
+    "n03485794" :	"handkerchief",
+    "n03492542" :	"hard_disc",
+    "n03494278" :	"harmonica",
+    "n03495258" :	"harp",
+    "n03496892" :	"harvester",
+    "n03498962" :	"hatchet",
+    "n03527444" :	"holster",
+    "n03529860" :	"home_theater",
+    "n03530642" :	"honeycomb",
+    "n03532672" :	"hook",
+    "n03534580" :	"hoopskirt",
+    "n03535780" :	"horizontal_bar",
+    "n03538406" :	"horse_cart",
+    "n03544143" :	"hourglass",
+    "n03584254" :	"iPod",
+    "n03584829" :	"iron",
+    "n03590841" :	"jack-o'-lantern",
+    "n03594734" :	"jean",
+    "n03594945" :	"jeep",
+    "n03595614" :	"jersey",
+    "n03598930" :	"jigsaw_puzzle",
+    "n03599486" :	"jinrikisha",
+    "n03602883" :	"joystick",
+    "n03617480" :	"kimono",
+    "n03623198" :	"knee_pad",
+    "n03627232" :	"knot",
+    "n03630383" :	"lab_coat",
+    "n03633091" :	"ladle",
+    "n03637318" :	"lampshade",
+    "n03642806" :	"laptop",
+    "n03649909" :	"lawn_mower",
+    "n03657121" :	"lens_cap",
+    "n03658185" :	"letter_opener",
+    "n03661043" :	"library",
+    "n03662601" :	"lifeboat",
+    "n03666591" :	"lighter",
+    "n03670208" :	"limousine",
+    "n03673027" :	"liner",
+    "n03676483" :	"lipstick",
+    "n03680355" :	"Loafer",
+    "n03690938" :	"lotion",
+    "n03691459" :	"loudspeaker",
+    "n03692522" :	"loupe",
+    "n03697007" :	"lumbermill",
+    "n03706229" :	"magnetic_compass",
+    "n03709823" :	"mailbag",
+    "n03710193" :	"mailbox",
+    "n03710637" :	"maillot",
+    "n03710721" :	"maillot",
+    "n03717622" :	"manhole_cover",
+    "n03720891" :	"maraca",
+    "n03721384" :	"marimba",
+    "n03724870" :	"mask",
+    "n03729826" :	"matchstick",
+    "n03733131" :	"maypole",
+    "n03733281" :	"maze",
+    "n03733805" :	"measuring_cup",
+    "n03742115" :	"medicine_chest",
+    "n03743016" :	"megalith",
+    "n03759954" :	"microphone",
+    "n03761084" :	"microwave",
+    "n03763968" :	"military_uniform",
+    "n03764736" :	"milk_can",
+    "n03769881" :	"minibus",
+    "n03770439" :	"miniskirt",
+    "n03770679" :	"minivan",
+    "n03773504" :	"missile",
+    "n03775071" :	"mitten",
+    "n03775546" :	"mixing_bowl",
+    "n03776460" :	"mobile_home",
+    "n03777568" :	"Model_T",
+    "n03777754" :	"modem",
+    "n03781244" :	"monastery",
+    "n03782006" :	"monitor",
+    "n03785016" :	"moped",
+    "n03786901" :	"mortar",
+    "n03787032" :	"mortarboard",
+    "n03788195" :	"mosque",
+    "n03788365" :	"mosquito_net",
+    "n03791053" :	"motor_scooter",
+    "n03792782" :	"mountain_bike",
+    "n03792972" :	"mountain_tent",
+    "n03793489" :	"mouse",
+    "n03794056" :	"mousetrap",
+    "n03796401" :	"moving_van",
+    "n03803284" :	"muzzle",
+    "n03804744" :	"nail",
+    "n03814639" :	"neck_brace",
+    "n03814906" :	"necklace",
+    "n03825788" :	"nipple",
+    "n03832673" :	"notebook",
+    "n03837869" :	"obelisk",
+    "n03838899" :	"oboe",
+    "n03840681" :	"ocarina",
+    "n03841143" :	"odometer",
+    "n03843555" :	"oil_filter",
+    "n03854065" :	"organ",
+    "n03857828" :	"oscilloscope",
+    "n03866082" :	"overskirt",
+    "n03868242" :	"oxcart",
+    "n03868863" :	"oxygen_mask",
+    "n03871628" :	"packet",
+    "n03873416" :	"paddle",
+    "n03874293" :	"paddlewheel",
+    "n03874599" :	"padlock",
+    "n03876231" :	"paintbrush",
+    "n03877472" :	"pajama",
+    "n03877845" :	"palace",
+    "n03884397" :	"panpipe",
+    "n03887697" :	"paper_towel",
+    "n03888257" :	"parachute",
+    "n03888605" :	"parallel_bars",
+    "n03891251" :	"park_bench",
+    "n03891332" :	"parking_meter",
+    "n03895866" :	"passenger_car",
+    "n03899768" :	"patio",
+    "n03902125" :	"pay-phone",
+    "n03903868" :	"pedestal",
+    "n03908618" :	"pencil_box",
+    "n03908714" :	"pencil_sharpener",
+    "n03916031" :	"perfume",
+    "n03920288" :	"Petri_dish",
+    "n03924679" :	"photocopier",
+    "n03929660" :	"pick",
+    "n03929855" :	"pickelhaube",
+    "n03930313" :	"picket_fence",
+    "n03930630" :	"pickup",
+    "n03933933" :	"pier",
+    "n03935335" :	"piggy_bank",
+    "n03937543" :	"pill_bottle",
+    "n03938244" :	"pillow",
+    "n03942813" :	"ping-pong_ball",
+    "n03944341" :	"pinwheel",
+    "n03947888" :	"pirate",
+    "n03950228" :	"pitcher",
+    "n03954731" :	"plane",
+    "n03956157" :	"planetarium",
+    "n03958227" :	"plastic_bag",
+    "n03961711" :	"plate_rack",
+    "n03967562" :	"plow",
+    "n03970156" :	"plunger",
+    "n03976467" :	"Polaroid_camera",
+    "n03976657" :	"pole",
+    "n03977966" :	"police_van",
+    "n03980874" :	"poncho",
+    "n03982430" :	"pool_table",
+    "n03983396" :	"pop_bottle",
+    "n03991062" :	"pot",
+    "n03992509" :	"potter's_wheel",
+    "n03995372" :	"power_drill",
+    "n03998194" :	"prayer_rug",
+    "n04004767" :	"printer",
+    "n04005630" :	"prison",
+    "n04008634" :	"projectile",
+    "n04009552" :	"projector",
+    "n04019541" :	"puck",
+    "n04023962" :	"punching_bag",
+    "n04026417" :	"purse",
+    "n04033901" :	"quill",
+    "n04033995" :	"quilt",
+    "n04037443" :	"racer",
+    "n04039381" :	"racket",
+    "n04040759" :	"radiator",
+    "n04041544" :	"radio",
+    "n04044716" :	"radio_telescope",
+    "n04049303" :	"rain_barrel",
+    "n04065272" :	"recreational_vehicle",
+    "n04067472" :	"reel",
+    "n04069434" :	"reflex_camera",
+    "n04070727" :	"refrigerator",
+    "n04074963" :	"remote_control",
+    "n04081281" :	"restaurant",
+    "n04086273" :	"revolver",
+    "n04090263" :	"rifle",
+    "n04099969" :	"rocking_chair",
+    "n04111531" :	"rotisserie",
+    "n04116512" :	"rubber_eraser",
+    "n04118538" :	"rugby_ball",
+    "n04118776" :	"rule",
+    "n04120489" :	"running_shoe",
+    "n04125021" :	"safe",
+    "n04127249" :	"safety_pin",
+    "n04131690" :	"saltshaker",
+    "n04133789" :	"sandal",
+    "n04136333" :	"sarong",
+    "n04141076" :	"sax",
+    "n04141327" :	"scabbard",
+    "n04141975" :	"scale",
+    "n04146614" :	"school_bus",
+    "n04147183" :	"schooner",
+    "n04149813" :	"scoreboard",
+    "n04152593" :	"screen",
+    "n04153751" :	"screw",
+    "n04154565" :	"screwdriver",
+    "n04162706" :	"seat_belt",
+    "n04179913" :	"sewing_machine",
+    "n04192698" :	"shield",
+    "n04200800" :	"shoe_shop",
+    "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",
+    "n04239074" :	"sliding_door",
+    "n04243546" :	"slot",
+    "n04251144" :	"snorkel",
+    "n04252077" :	"snowmobile",
+    "n04252225" :	"snowplow",
+    "n04254120" :	"soap_dispenser",
+    "n04254680" :	"soccer_ball",
+    "n04254777" :	"sock",
+    "n04258138" :	"solar_dish",
+    "n04259630" :	"sombrero",
+    "n04263257" :	"soup_bowl",
+    "n04264628" :	"space_bar",
+    "n04265275" :	"space_heater",
+    "n04266014" :	"space_shuttle",
+    "n04270147" :	"spatula",
+    "n04273569" :	"speedboat",
+    "n04275548" :	"spider_web",
+    "n04277352" :	"spindle",
+    "n04285008" :	"sports_car",
+    "n04286575" :	"spotlight",
+    "n04296562" :	"stage",
+    "n04310018" :	"steam_locomotive",
+    "n04311004" :	"steel_arch_bridge",
+    "n04311174" :	"steel_drum",
+    "n04317175" :	"stethoscope",
+    "n04325704" :	"stole",
+    "n04326547" :	"stone_wall",
+    "n04328186" :	"stopwatch",
+    "n04330267" :	"stove",
+    "n04332243" :	"strainer",
+    "n04335435" :	"streetcar",
+    "n04336792" :	"stretcher",
+    "n04344873" :	"studio_couch",
+    "n04346328" :	"stupa",
+    "n04347754" :	"submarine",
+    "n04350905" :	"suit",
+    "n04355338" :	"sundial",
+    "n04355933" :	"sunglass",
+    "n04356056" :	"sunglasses",
+    "n04357314" :	"sunscreen",
+    "n04366367" :	"suspension_bridge",
+    "n04367480" :	"swab",
+    "n04370456" :	"sweatshirt",
+    "n04371430" :	"swimming_trunks",
+    "n04371774" :	"swing",
+    "n04372370" :	"switch",
+    "n04376876" :	"syringe",
+    "n04380533" :	"table_lamp",
+    "n04389033" :	"tank",
+    "n04392985" :	"tape_player",
+    "n04398044" :	"teapot",
+    "n04399382" :	"teddy",
+    "n04404412" :	"television",
+    "n04409515" :	"tennis_ball",
+    "n04417672" :	"thatch",
+    "n04418357" :	"theater_curtain",
+    "n04423845" :	"thimble",
+    "n04428191" :	"thresher",
+    "n04429376" :	"throne",
+    "n04435653" :	"tile_roof",
+    "n04442312" :	"toaster",
+    "n04443257" :	"tobacco_shop",
+    "n04447861" :	"toilet_seat",
+    "n04456115" :	"torch",
+    "n04458633" :	"totem_pole",
+    "n04461696" :	"tow_truck",
+    "n04462240" :	"toyshop",
+    "n04465501" :	"tractor",
+    "n04467665" :	"trailer_truck",
+    "n04476259" :	"tray",
+    "n04479046" :	"trench_coat",
+    "n04482393" :	"tricycle",
+    "n04483307" :	"trimaran",
+    "n04485082" :	"tripod",
+    "n04486054" :	"triumphal_arch",
+    "n04487081" :	"trolleybus",
+    "n04487394" :	"trombone",
+    "n04493381" :	"tub",
+    "n04501370" :	"turnstile",
+    "n04505470" :	"typewriter_keyboard",
+    "n04507155" :	"umbrella",
+    "n04509417" :	"unicycle",
+    "n04515003" :	"upright",
+    "n04517823" :	"vacuum",
+    "n04522168" :	"vase",
+    "n04523525" :	"vault",
+    "n04525038" :	"velvet",
+    "n04525305" :	"vending_machine",
+    "n04532106" :	"vestment",
+    "n04532670" :	"viaduct",
+    "n04536866" :	"violin",
+    "n04540053" :	"volleyball",
+    "n04542943" :	"waffle_iron",
+    "n04548280" :	"wall_clock",
+    "n04548362" :	"wallet",
+    "n04550184" :	"wardrobe",
+    "n04552348" :	"warplane",
+    "n04553703" :	"washbasin",
+    "n04554684" :	"washer",
+    "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",
+    "n04604644" :	"worm_fence",
+    "n04606251" :	"wreck",
+    "n04612504" :	"yawl",
+    "n04613696" :	"yurt",
+    "n06359193" :	"web_site",
+    "n06596364" :	"comic_book",
+    "n06785654" :	"crossword_puzzle",
+    "n06794110" :	"street_sign",
+    "n06874185" :	"traffic_light",
+    "n07248320" :	"book_jacket",
+    "n07565083" :	"menu",
+    "n07579787" :	"plate",
+    "n07583066" :	"guacamole",
+    "n07584110" :	"consomme",
+    "n07590611" :	"hot_pot",
+    "n07613480" :	"trifle",
+    "n07614500" :	"ice_cream",
+    "n07615774" :	"ice_lolly",
+    "n07684084" :	"French_loaf",
+    "n07693725" :	"bagel",
+    "n07695742" :	"pretzel",
+    "n07697313" :	"cheeseburger",
+    "n07697537" :	"hotdog",
+    "n07711569" :	"mashed_potato",
+    "n07714571" :	"head_cabbage",
+    "n07714990" :	"broccoli",
+    "n07715103" :	"cauliflower",
+    "n07716358" :	"zucchini",
+    "n07716906" :	"spaghetti_squash",
+    "n07717410" :	"acorn_squash",
+    "n07717556" :	"butternut_squash",
+    "n07718472" :	"cucumber",
+    "n07718747" :	"artichoke",
+    "n07720875" :	"bell_pepper",
+    "n07730033" :	"cardoon",
+    "n07734744" :	"mushroom",
+    "n07742313" :	"Granny_Smith",
+    "n07745940" :	"strawberry",
+    "n07747607" :	"orange",
+    "n07749582" :	"lemon",
+    "n07753113" :	"fig",
+    "n07753275" :	"pineapple",
+    "n07753592" :	"banana",
+    "n07754684" :	"jackfruit",
+    "n07760859" :	"custard_apple",
+    "n07768694" :	"pomegranate",
+    "n07802026" :	"hay",
+    "n07831146" :	"carbonara",
+    "n07836838" :	"chocolate_sauce",
+    "n07860988" :	"dough",
+    "n07871810" :	"meat_loaf",
+    "n07873807" :	"pizza",
+    "n07875152" :	"potpie",
+    "n07880968" :	"burrito",
+    "n07892512" :	"red_wine",
+    "n07920052" :	"espresso",
+    "n07930864" :	"cup",
+    "n07932039" :	"eggnog",
+    "n09193705" :	"alp",
+    "n09229709" :	"bubble",
+    "n09246464" :	"cliff",
+    "n09256479" :	"coral_reef",
+    "n09288635" :	"geyser",
+    "n09332890" :	"lakeside",
+    "n09399592" :	"promontory",
+    "n09421951" :	"sandbar",
+    "n09428293" :	"seashore",
+    "n09468604" :	"valley",
+    "n09472597" :	"volcano",
+    "n09835506" :	"ballplayer",
+    "n10148035" :	"groom",
+    "n10565667" :	"scuba_diver",
+    "n11879895" :	"rapeseed",
+    "n11939491" :	"daisy",
+    "n12057211" :	"yellow_lady's_slipper",
+    "n12144580" :	"corn",
+    "n12267677" :	"acorn",
+    "n12620546" :	"hip",
+    "n12768682" :	"buckeye",
+    "n12985857" :	"coral_fungus",
+    "n12998815" :	"agaric",
+    "n13037406" :	"gyromitra",
+    "n13040303" :	"stinkhorn",
+    "n13044778" :	"earthstar",
+    "n13052670" :	"hen-of-the-woods",
+    "n13054560" :	"bolete",
+    "n13133613" :	"ear",
+    "n15075141" :	"toilet_tissu"
+}