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test.py
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# coding=utf-8
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# Copyright 2021 The HuggingFace Datasets Authors and the current dataset script contributor.
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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"""Dataset class for ISIA Food-500 dataset."""
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import datasets
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from datasets.tasks import ImageClassification
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_BASE_URL = "http://123.57.42.89/Dataset_ict/ISIA_Food500_Dir/dataset/ISIA_Food500.zip"
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_METADATA_URL = "http://123.57.42.89/Dataset_ict/ISIA_Food500_Dir/dataset/metadata_ISIAFood_500.zip"
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_HOMEPAGE = "http://123.57.42.89/FoodComputing-Dataset/ISIA-Food500.html"
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_DESCRIPTION = "ABCDescription"
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_CITATION = "ABCCitation"
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_LICENSE = "ABCLicense"
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_NAMES = [
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'Abalone',
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'Aburaage',
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'Æbleflæsk',
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'Agedashi_tofu',
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'Aligot',
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'Almond_biscuit',
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'Aloo_gobi',
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'Ambrosia_(fruit_salad)',
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'Anago',
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'Andong_jjimdak',
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'Ants_climbing_a_tree',
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'Anzac_biscuit',
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'Apple_cobbler',
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'Apple_crisp',
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'Apple_dumpling',
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'Apple_pie',
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'Apple_sauce',
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'Apple_strudel',
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'Applesauce_cake',
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'Arab_salad',
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'Arancini',
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'Arròs_negre',
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'Asam_pedas',
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'Avocado_bread',
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'Avocado_fries',
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'Avocado_key_lime_pie',
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'Avocado_sauce',
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'Avocado_toast',
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'Ayam_bakar',
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'Ayam_betutu',
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'Ayam_goreng',
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'Babi_panggang',
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'Bacon_and_eggs',
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'Bacon_egg_and_cheese_sandwich',
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'Bacon_explosion',
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'Bacon_sandwich',
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'Baingan_bharta',
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'Baked_beans',
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'Banana_bread',
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'Banana_pancakes',
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'Banana_pudding',
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'Banana_salad',
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'Banana_split',
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'Bandeja_paisa',
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'Bangers_and_mash',
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'Banh_bo',
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'Bánh_canh',
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'Bánh_chuối',
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'Bean_pie',
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'Bean_salad',
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'Beef_bun',
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'Beef_chow_fun',
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'Beef_noodle_soup',
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'Beef_Wellington',
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'Beignet',
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'Bibimbap',
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'Bibingka',
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'Biryani',
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'Bisque_food',
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'Bistek',
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'Black_Forest_gateau',
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'Black_pepper_crab',
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'Blackberry_pie',
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'Blancmange',
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'BLT_sandwich',
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'Blueberry_pie',
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'Boiled_beef',
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'Boiled_peanuts',
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'Bon_bon_chicken',
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'Borscht',
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'Botan-ebi',
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'Botifarra',
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'Bouillabaisse',
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'Bourbon_chicken',
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'Bread_roll',
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'Broccoli_slaw',
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'Brown_stew_chicken',
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'Bruschetta',
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'Bubur_ayam',
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'Bubur_kacang_hijau',
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'Bugnes',
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'Bun_bo_hue',
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'Bún_ốc',
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'Bún_riêu',
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'Burrito',
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'Butadon',
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'Butter_cake',
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'Butter_pecan',
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'Butter_pie',
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'Buttercream',
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'Buttery_bread',
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'Cabbage_soup',
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'Caesar_salad',
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'Café_liégeois',
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'Calamari',
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'Caldo_verde',
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'Caprese_salad',
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'Carpaccio',
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'Carrot_bread',
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'Carrot_cake',
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'Carrot_cake_cookie',
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'Carrot_chips',
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'Carrot_juice',
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'Carrot_salad',
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'Carrot_soup',
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'Cassoulet',
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'Cebolada',
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'Ceviche',
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'Chakli',
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'Champurrado',
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'Char_kway_teow',
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'Charqui',
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'Chazuke',
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'Cheese_and_tomato_sandwich',
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'Cheese_bun',
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'Cheese_fries',
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'Cheese_maki',
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'Cheese_pudding',
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'Cheese_roll',
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'Cheesecake',
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'Cherry_cake',
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'Cherry_ice_cream',
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'Cherry_pie',
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'Chicken_and_waffles',
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'Chicken_cacciatore',
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'Chicken_curry',
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'Chicken_fingers',
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'Chicken_Kiev',
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'Chicken_marsala',
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'Chicken_noodle_soup',
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'Chicken_nugget',
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'Chicken_parmigiana',
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'Chicken_salad',
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'Chicken_soup',
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'Chiles_en_nogada',
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'Chili_con_carne',
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'Chilli_crab',
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'Chinese_chicken_salad',
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'Chocolate_covered_strawberries',
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'Chocolate_marshmallow_pie',
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'Chow_mein',
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'Chowder',
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'Christmas_cake',
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'Churro',
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'Ciambelle',
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'Çiğ_köfte',
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'Clam_chowder',
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'Claypot_chicken_rice',
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'Club_sandwich',
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'Cobbler_food',
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'Coconut_cake',
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'Coconut_cream',
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'Coconut_shrimp',
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'Coda_alla_vaccinara',
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'Coffee_jelly',
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'Colcannon',
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'Coleslaw',
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'Congee',
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'Corn_chip',
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'Corn_crab_soup',
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'Corn_dog',
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'Corn_soup',
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'Corn_stew',
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'Corn_tortilla',
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'Corned_beef_sandwich',
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'Cotoletta',
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'Crab_cake',
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'Crab_dip',
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'Crab_in_Padang_sauce',
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'Crab_puff',
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'Crab_rangoon',
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'Cream_of_broccoli_soup',
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'Cream_of_mushroom_soup',
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'Cream_pie',
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'Creamed_eggs_on_toast',
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'Croissant',
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'Crudo',
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'Crumble',
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'Cucumber_soup',
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'Cured_salmon',
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'Curry_goat',
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'Curry_Mee',
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'Curry_rice',
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'Currywurst',
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'Dandan_noodles',
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'Deep-fried_peanuts',
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'Denver_omelette',
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'Denver_sandwich',
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'Dhokla',
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'Di_san_xian',
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'Dinuguan',
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'Dirty_Rice',
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'Dong\'an_chicken',
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'Doufunao',
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'Doughnut',
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'Drunken_chicken',
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'Drunken_shrimp',
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'Duck_soup_noodles',
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'Edamame',
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'Eggplant_omelette',
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'Eisbein',
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'Es_campur',
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'Es_pisang_ijo',
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'Filet_mignon',
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'Fish_ball',
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'Fish_chowder',
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'Fish_head_casserole',
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'Fish_head_curry',
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'Fish_soup',
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'Fish_steak',
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'Fishcake',
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'Fondue',
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'Francesinha',
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'Frappe',
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'French_onion_soup',
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'French_toast',
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'Fricassee',
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'Fried_aubergine',
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'Fried_cheese',
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'Fried_chicken',
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'Fried_noodles',
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'Fried_onion',
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'Fried_rice',
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'Fried_Tofu',
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'Fruit_curd',
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'Fuqi_feipian',
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'Galbi',
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'Garlic_bread',
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'Gejang',
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'Ginger_beef',
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'Gołąbki',
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'Goulash',
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'Gravlax',
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'Greek_salad',
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'Green_bean_casserole',
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'Green_papaya_salad',
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'Grits',
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'Gulai_Ayam',
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'Gyutan',
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'Hae_mee',
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'Hainanese_chicken_rice',
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'Ham_and_cheese_sandwich',
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'Ham_salad',
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'Ham_sandwich',
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'hamburgers',
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'Har_gow',
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'Hiyayakko',
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'Hokkien_mee',
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'Hongshao_rou',
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'Hoppin\'_John',
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'Hot_and_sour_soup',
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'Huangqiao_sesame_cake',
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'Huevos_rancheros',
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'Hummus',
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| 288 |
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'Ikan_bakar',
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'Ikan_goreng',
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'Israeli_salad',
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'Italian_tomato_pie',
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'Jajangmyeon',
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'Jambalaya',
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'Jambonneau',
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'Japchae',
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'Jewish_apple_cake',
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'Jiuniang',
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'Kachori',
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'Kadhi',
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'Kakuni',
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'Katsudon',
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'kebab',
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'Kedgeree',
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'Key_lime_pie',
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'Konnyaku',
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'Korean_fried_chicken',
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'Kung_Pao_chicken',
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| 308 |
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'Kwetiau_goreng',
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'Laddu',
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'Laksa',
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'Lamb_chop',
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'Lasagna',
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'Lebkuchen',
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'Leek_soup',
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'Lemon_chicken',
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'Lemon_ice_box_pie',
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'Lemon_meringue_pie',
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'Lemon_tart',
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'Lemonade',
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'Lentil_soup',
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'Lettuce_soup',
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'Lo_mein',
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'Lobster_bisque',
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'Lohikeitto',
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'Macaron',
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| 326 |
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'Mango_pomelo_sago',
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| 327 |
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'Mango_pudding',
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| 328 |
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'Mapo_doufu',
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| 329 |
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'Meatloaf',
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'Mee_pok',
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'Mee_siam',
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'Melt_sandwich',
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'Menudo',
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'Mì_Quảng',
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'Michigan_hot_dog',
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'Mie_goreng',
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'Milk_Shake',
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'Minestrone',
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| 339 |
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'Mirchi_ka_salan',
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'Mission_burrito',
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'Mongolian_beef',
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'Mousse',
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'Mozzarella_sticks',
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'Mushroom_gravy',
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'Mushy_peas',
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| 346 |
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'Mutton_handi',
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'Mutton_korma',
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'Nachos',
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'Naengmyeon',
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'Nasi_goreng',
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'Nasi_kuning',
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'Nasi_liwet',
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'Nattō',
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'Noodle_soup',
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'Nuomici',
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'Okinawa_soba',
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'Olivier_salad',
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'Onigiri',
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'Onion_ring',
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'Orange_chicken',
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'Oyster_omelette',
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| 362 |
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'Oysters_Rockefeller',
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| 363 |
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'Pączki',
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| 364 |
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'Paella',
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| 365 |
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'Pakora',
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'Panzanella',
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'Pappa_al_pomodoro',
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'Parmigiana',
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| 369 |
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'Pasta',
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'Pasta_al_pomodoro',
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'Pasta_alla_Norma',
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'Pasteis_de_Bacalhau',
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'Paupiette',
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'Payasam',
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'Pea_soup',
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'Peanut_butter_cookie',
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'Peanut_soup',
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'Pho',
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'Pickled_cucumber',
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| 380 |
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'Pig\'s_ear',
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'Pig\'s_organ_soup',
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'Pig\'s_trotters',
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'Pineapple_tart',
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'Pipikaula',
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'Pizza_carbonara',
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| 386 |
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'Pizza_pugliese',
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| 387 |
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'Plateau_de_fruits_de_mer',
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| 388 |
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'Plum_cake',
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| 389 |
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'Pommes_dauphine',
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| 390 |
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'Poori',
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| 391 |
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'Porchetta',
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'Pork_ball',
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| 393 |
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'Pork_blood_soup',
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| 394 |
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'Pork_knuckle',
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| 395 |
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'Pork_Knuckles_and_Ginger_Stew',
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'Pork_ribs',
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'Pork_tenderloin',
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| 398 |
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'Pork_tenderloin_sandwich',
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'Pot_roast',
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'Potato_salad',
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'Poutine',
|
| 402 |
-
'Prawn_cocktail',
|
| 403 |
-
'Prawn_soup',
|
| 404 |
-
'Princess_cake',
|
| 405 |
-
'Profiterole',
|
| 406 |
-
'Pudding_corn',
|
| 407 |
-
'Pulled_pork',
|
| 408 |
-
'Pumpkin_bread',
|
| 409 |
-
'Pumpkin_pie',
|
| 410 |
-
'Quesadilla',
|
| 411 |
-
'Queso_flameado',
|
| 412 |
-
'Quiche_Lorraine',
|
| 413 |
-
'Rack_of_lamb',
|
| 414 |
-
'Raita',
|
| 415 |
-
'Ramen',
|
| 416 |
-
'Red_bean_cake',
|
| 417 |
-
'Red_bean_ice',
|
| 418 |
-
'Red_beans_and_rice',
|
| 419 |
-
'Red_slaw',
|
| 420 |
-
'Refried_beans',
|
| 421 |
-
'Rendang',
|
| 422 |
-
'Rice_and_peas',
|
| 423 |
-
'Rice_ball',
|
| 424 |
-
'Rice_cakes',
|
| 425 |
-
'Rice_pudding',
|
| 426 |
-
'Rogan_josh',
|
| 427 |
-
'Rou_jia_mo',
|
| 428 |
-
'Rouladen',
|
| 429 |
-
'Salmon_pie',
|
| 430 |
-
'Sambar',
|
| 431 |
-
'Samgyetang',
|
| 432 |
-
'Samosa',
|
| 433 |
-
'Sapo_tahu',
|
| 434 |
-
'Sardine',
|
| 435 |
-
'Sashimi',
|
| 436 |
-
'Sauerbraten',
|
| 437 |
-
'Sausage_and_peppers',
|
| 438 |
-
'Sausage_bun',
|
| 439 |
-
'Sausage_roll',
|
| 440 |
-
'Sausage_sandwich',
|
| 441 |
-
'Sauteed_mushrooms',
|
| 442 |
-
'Scampi',
|
| 443 |
-
'Schweinshaxe',
|
| 444 |
-
'Seafood_boil',
|
| 445 |
-
'Seafood_pizza',
|
| 446 |
-
'Sesame_chicken',
|
| 447 |
-
'Shaker_Lemon_Pie',
|
| 448 |
-
'Shanghai_fried_noodles',
|
| 449 |
-
'She-crab_soup',
|
| 450 |
-
'Sheep\'s_trotters',
|
| 451 |
-
'Shrimp_ball',
|
| 452 |
-
'Shrimp_toast',
|
| 453 |
-
'Shuizhu',
|
| 454 |
-
'Sicilian_orange_salad',
|
| 455 |
-
'Sliced_fish_soup',
|
| 456 |
-
'Smoked_salmon',
|
| 457 |
-
'Soba',
|
| 458 |
-
'Soft-shell_crab',
|
| 459 |
-
'Sopa_de_Mandioca',
|
| 460 |
-
'Soused_herring',
|
| 461 |
-
'Spanish_rice',
|
| 462 |
-
'Spatzle',
|
| 463 |
-
'Spiced_beef',
|
| 464 |
-
'Spinach_salad',
|
| 465 |
-
'Spinach_soup',
|
| 466 |
-
'Squash_soup',
|
| 467 |
-
'Steak_tartare',
|
| 468 |
-
'Steamed_clams',
|
| 469 |
-
'Steamed_meatball',
|
| 470 |
-
'Steamed_rice',
|
| 471 |
-
'Stew_peas',
|
| 472 |
-
'Stinky_tofu',
|
| 473 |
-
'Stir-fried_tomato_and_scrambled_eggs',
|
| 474 |
-
'Strawberry_cake',
|
| 475 |
-
'Strawberry_cheesecake',
|
| 476 |
-
'Strawberry_ice_cream',
|
| 477 |
-
'Strawberry_jam',
|
| 478 |
-
'Strawberry_pie',
|
| 479 |
-
'Strawberry_sundae',
|
| 480 |
-
'Strawberry_tart',
|
| 481 |
-
'Stuffed_avocado',
|
| 482 |
-
'Stuffed_eggplant',
|
| 483 |
-
'Stuffed_mushrooms',
|
| 484 |
-
'Stuffed_peppers',
|
| 485 |
-
'Stuffed_tomatoes',
|
| 486 |
-
'Suanmeitang',
|
| 487 |
-
'Succotash',
|
| 488 |
-
'Suckling_pig',
|
| 489 |
-
'Svíčková',
|
| 490 |
-
'Sweet_potato_pie',
|
| 491 |
-
'Sweet_saffron_rice',
|
| 492 |
-
'Syrniki',
|
| 493 |
-
'Tabbouleh',
|
| 494 |
-
'Tacos',
|
| 495 |
-
'Tafelspitz',
|
| 496 |
-
'Takoyaki',
|
| 497 |
-
'Taro_dumpling',
|
| 498 |
-
'Tinga_dish',
|
| 499 |
-
'Tiramisu',
|
| 500 |
-
'Toad_in_the_hole',
|
| 501 |
-
'Tobiko',
|
| 502 |
-
'Tomato_and_egg_soup',
|
| 503 |
-
'Tomato_bredie',
|
| 504 |
-
'Tomato_omelette',
|
| 505 |
-
'Tomato_soup',
|
| 506 |
-
'Tonkatsu',
|
| 507 |
-
'Tonkotsu_ramen',
|
| 508 |
-
'Torta_caprese',
|
| 509 |
-
'Tostada',
|
| 510 |
-
'Tourtière',
|
| 511 |
-
'Tsukemono',
|
| 512 |
-
'Tuna_fish_sandwich',
|
| 513 |
-
'Tuna_salad',
|
| 514 |
-
'Turnip_cake',
|
| 515 |
-
'Twix',
|
| 516 |
-
'Unagi',
|
| 517 |
-
'Vegetarian_chili',
|
| 518 |
-
'Vichyssoise',
|
| 519 |
-
'Vindaloo',
|
| 520 |
-
'Vitello_tonnato',
|
| 521 |
-
'Wakame',
|
| 522 |
-
'Wenchang_chicken',
|
| 523 |
-
'White_boiled_shrimp',
|
| 524 |
-
'White_cut_chicken',
|
| 525 |
-
'Whitebait',
|
| 526 |
-
'Wonton_noodles',
|
| 527 |
-
'Wotou',
|
| 528 |
-
'Yeung_Chow_fried_rice',
|
| 529 |
-
'Youtiao',
|
| 530 |
-
'Yuxiangrousi',
|
| 531 |
-
'Zhajiangmian',
|
| 532 |
-
'Zongzi',
|
| 533 |
-
'Zurcher_Geschnetzeltes',
|
| 534 |
-
]
|
| 535 |
-
|
| 536 |
-
_IMAGES_DIR = "ISIA_Food500/images"
|
| 537 |
-
|
| 538 |
-
_TRAIN_DIR = "/train_feature.txt"
|
| 539 |
-
|
| 540 |
-
_VALID_DIR = "/val_feature.txt"
|
| 541 |
-
|
| 542 |
-
_TEST_DIR = "/test_feature.txt"
|
| 543 |
-
|
| 544 |
-
|
| 545 |
-
class Food500(datasets.GeneratorBasedBuilder):
|
| 546 |
-
"""Food-500 Images dataset."""
|
| 547 |
-
|
| 548 |
-
def _info(self):
|
| 549 |
-
|
| 550 |
-
return datasets.DatasetInfo(
|
| 551 |
-
description=_DESCRIPTION,
|
| 552 |
-
features=datasets.Features(
|
| 553 |
-
{
|
| 554 |
-
"image": datasets.Image(),
|
| 555 |
-
"label": datasets.ClassLabel(names=_NAMES),
|
| 556 |
-
}
|
| 557 |
-
),
|
| 558 |
-
supervised_keys=("image", "label"),
|
| 559 |
-
homepage=_HOMEPAGE,
|
| 560 |
-
citation=_CITATION,
|
| 561 |
-
license=_LICENSE,
|
| 562 |
-
task_templates=[ImageClassification(image_column="image", label_column="label")],
|
| 563 |
-
)
|
| 564 |
-
|
| 565 |
-
def _split_generators(self, dl_manager):
|
| 566 |
-
archive_path = dl_manager.download(_BASE_URL)
|
| 567 |
-
split_metadata_path = dl_manager.download(_METADATA_URL)
|
| 568 |
-
a = dl_manager.iter_archive(split_metadata_path)
|
| 569 |
-
fp = ""
|
| 570 |
-
for file_path, file_obj in a:
|
| 571 |
-
fp = file_path
|
| 572 |
-
break
|
| 573 |
-
return [
|
| 574 |
-
datasets.SplitGenerator(
|
| 575 |
-
name=datasets.Split.TRAIN,
|
| 576 |
-
gen_kwargs={
|
| 577 |
-
"images": dl_manager.iter_archive(archive_path),
|
| 578 |
-
"metadata_path": fp + "?054121",
|
| 579 |
-
},
|
| 580 |
-
),
|
| 581 |
-
datasets.SplitGenerator(
|
| 582 |
-
name=datasets.Split.VALIDATION,
|
| 583 |
-
gen_kwargs={
|
| 584 |
-
"images": dl_manager.iter_archive(archive_path),
|
| 585 |
-
"metadata_path": split_metadata_path + _VALID_DIR,
|
| 586 |
-
},
|
| 587 |
-
),
|
| 588 |
-
datasets.SplitGenerator(
|
| 589 |
-
name=datasets.Split.TEST,
|
| 590 |
-
gen_kwargs={
|
| 591 |
-
"images": dl_manager.iter_archive(archive_path),
|
| 592 |
-
"metadata_path": split_metadata_path + _TEST_DIR,
|
| 593 |
-
},
|
| 594 |
-
),
|
| 595 |
-
]
|
| 596 |
-
|
| 597 |
-
def _generate_examples(self, images, metadata_path):
|
| 598 |
-
"""Generate images and labels for splits."""
|
| 599 |
-
with open(metadata_path, encoding="utf-8") as f:
|
| 600 |
-
files_to_keep = set(f.read().split("\n"))
|
| 601 |
-
for file_path, file_obj in images:
|
| 602 |
-
if file_path.startswith(_IMAGES_DIR):
|
| 603 |
-
if file_path[len(_IMAGES_DIR) : -len(".jpg")] in files_to_keep:
|
| 604 |
-
label = file_path.split("/")[2]
|
| 605 |
-
yield file_path, {
|
| 606 |
-
"image": {"path": file_path, "bytes": file_obj.read()},
|
| 607 |
-
"label": label,
|
| 608 |
-
}
|
|
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