joegaudet · September 7, 2019 16:57
diff --git a/clustering.py b/clustering.py
 from pprint import pprint

 import numpy as np
 from pandas import DataFrame, read_csv
 from sklearn.cluster import KMeans

 data = read_csv('features.csv').to_numpy()
 matrix = data.transpose()
 matrix = np.delete(matrix, 0, 0)

 labels = [
    "Middle Eastern",
    "Happy Hour",
    "Healthy",
    "BBQ",
    "Greek",
    "Indian",
    "Mexican",
    "Thai",
    "Asian",
    "American",
    "Wraps",
    "Sushi",
    "BBQ",
    "Pizza",
    "Pad Thai",
    "Muffins",
    "Boxed Lunch",
    "Cake",
    "Bagel",
    "Bowl",
    "Burger",
    "Burrito",
    "Chip",
    "Crepe",
    "Coffee",
    "Cookie",
    "Cupcake",
    "Curry",
    "Fruit",
    "Hot Dog",
    "Dumpling",
    "Doughnut",
    "Ice Cream",
    "Noodle",
    "Muffin",
    "Pasta",
    "Pho",
    "Platter",
    "Popcorn",
    "Ramen",
    "Rice",
    "Pastry",
    "Salads & Small Plates",
    "Salad",
    "Pie",
    "Sandwich",
    "Seafood",
    "Smoothies",
    "Snacks",
    "Taco",
    "Juice",
    "Wings",
    "Ice Cream",
    "Yogurt",
    "Stir Fry",
    "Soup"
 ]

 Data = {}

 for index, label in enumerate(labels):
    Data[label] = matrix[index]

 df = DataFrame(Data, columns=labels)
 # Optimize clustering
 # range_n_clusters = [2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24]
 #
 # x = []
 # y = []
 #
 # for n_clusters in range_n_clusters:
 #     cluster_labels = KMeans(n_clusters=n_clusters, random_state=10).fit_predict(df)
 #     score = silhouette_score(df, cluster_labels)
 #
 #     x.append(n_clusters)
 #     y.append(score)
 #
 # plt.scatter(x, y)
 # plt.show()


 kmeans = KMeans(n_clusters=7, random_state=10).fit(df)

 results = {}

 centers = kmeans.cluster_centers_

 for index, cluster in enumerate(kmeans.labels_):
    results.setdefault(cluster, {
        'restaurants': [],
        'composition': []
    })

    results[cluster]['restaurants'].append(data[index][0])

 for cluster, dimensions in enumerate(centers):

    for dimension_index, dimension in enumerate(dimensions):

        if dimension > 0.10:
            results[cluster]['composition'].append("%s%%: %s" % (round(dimension * 100, 2), labels[dimension_index]))

 pprint(results)


 {0: {'composition': ['22.06%: Happy Hour',
                     '38.24%: Healthy',
                     '100.0%: American',
                     '10.29%: Bowl',
                     '10.29%: Cookie',
                     '26.47%: Sandwich'],
     'restaurants': ['Lowry Hill Meats',
                     'Duck Donuts',
                     'Egg Bae',
                     'The Dirty Bird',
                     'HashTAG',
                     'CLUCK CLUCKS',
                     'JonnyPops',
                     'ProsperOats',
                     'The Wedge',
                     'The Walrus Kitchen',
                     'Yellowbelly Chicken | Arvada',
                     "Burger's Priest",
                     'Yellowbelly Chicken | Stanley Market',
                     'Flowers u0026 Bread',
                     'Whole Sum Kitchen',
                     'Evil Wiener',
                     'Unique Dining Catering',
                     'LeRoy & Lewis Barbecue',
                     'Parka Food Co.',
                     'Kerlin Kolaches',
                     'Nom Nom Nom Poutine',
                     'Yellowbelly Chicken',
                     'Smoked on High BBQ',
                     'Crock Spot',
                     'Brizio Pizza',
                     'Burnt Crumbs',
                     'Dai Due',
                     'Mission Dogs',
                     'Baguette Me',
                     'Oakwood BBQ',
                     'PG Clucks',
                     'The Denver Wing Shop',
                     'Supreme Burger',
                     'FRITES',
                     'The Hot Box Diner',
                     'Reel Popcorn',
                     'Forte Foodhall',
                     'Old School',
                     'Dew Haus',
                     'Paintbox',
                     'Aziza Cafe',
                     'Kiros Catering',
                     'Tokyo Hot Fried Chicken',
                     'Ranch Hand',
                     'PONKO Chicken',
                     'Burntzilla',
                     "Little Lucy's Mini Donuts",
                     'Lahuna Poke',
                     'ProsperOats',
                     'Russet Shack ',
                     'South Side BBQ Company',
                     'Bold BBQ',
                     'The Parlour Restaurant',
                     'FitBites Grill',
                     'Yours Truly Cupcake',
                     'Kerlin BBQ',
                     'Vert Kitchen',
                     'Mezcla Maggie',
                     'Onefold',
                     'Paperboy',
                     'Curtis Park Deli',
                     'Dough Mama',
                     'UpRooted',
                     'Mint & Limone',
                     'MadeWithLove Catering',
                     'Yolks',
                     'Bark and the Bite',
                     'BRIM']},
 1: {'composition': ['12.73%: Happy Hour',
                     '16.36%: Healthy',
                     '21.82%: American',
                     '10.91%: Wraps',
                     '80.0%: Muffins',
                     '89.09%: Cake',
                     '14.55%: Bagel',
                     '12.73%: Bowl',
                     '10.91%: Burrito',
                     '18.18%: Coffee',
                     '94.55%: Cookie',
                     '85.45%: Cupcake',
                     '96.36%: Pastry',
                     '52.73%: Salad',
                     '70.91%: Pie',
                     '38.18%: Sandwich',
                     '21.82%: Snacks'],
     'restaurants': ["Shamane's Bake Shoppe",
                     'Waterfront Gourmet Cafe',
                     "DiFranco's",
                     'Tacofino Oasis',
                     'The Chocolate Messenger',
                     'Pantry Catering',
                     "Tommy's Diner",
                     'Lemonade',
                     'Get Fruity Cafe',
                     'Kupfert & Kim',
                     'TuckShop Kitchen',
                     'Wholy Bagel',
                     "FARM'R Catering",
                     'Fox in the Snow',
                     'BitterSweet Kitchen',
                     'The Rolling Pin Bakeshop',
                     'Pour la France! Catering',
                     'Fuji Cafe & Bar',
                     'Woodgrain Bagels ',
                     'Milagro Cantina',
                     'Citizen Eatery',
                     "Kittie's Cakes - German Village",
                     'The Bagel Place',
                     'Kanga',
                     'Woodgrain Bagels',
                     'Uncle Smoke Cookhouse',
                     'Rosemary Rocksalt',
                     'Peqish',
                     'SOPRA SOTTO',
                     'Impact Kitchen',
                     'The Bench Bakehouse',
                     'Smiling Moose ',
                     'Assembli',
                     'Delights by Dawn',
                     'Sweet Freedom Bakery',
                     'Tabule',
                     "Kafka's Coffee",
                     'Greek Express West 5th',
                     'T&Cakes',
                     'To Die For Fine Foods',
                     'Verdura',
                     'Le Petit Chocolat & Cafe',
                     'Nut Merchant',
                     'The Uncommon Cafe: Catering',
                     'Lost + Found',
                     'iQ FOOD CO.',
                     "Quack's 43rd Street Bakery",
                     "Bunner's Bake Shop",
                     'Dufflet Pastries',
                     'Quantum Coffee Vancouver',
                     'Nadège ',
                     'Greek Express - North High',
                     'Cornerstone Deli',
                     "Jack's Pizza and Wings",
                     'Sud Forno']},
 2: {'composition': ['10.05%: Happy Hour',
                     '13.88%: Healthy',
                     '10.53%: Indian',
                     '26.79%: Asian',
                     '16.75%: Bowl',
                     '11.96%: Pastry',
                     '13.4%: Sandwich',
                     '12.44%: Snacks'],
     'restaurants': ['Miya Bhai',
                     'Schmaltz Appetizing',
                     'Sssdude-Nutz',
                     'Marimba',
                     'Chunk-N-Chip',
                     'Asian Box Palo Alto',
                     'Heritage Asian Eatery',
                     'Philadelphia Chutney Co.',
                     'Cupzilla',
                     "C'est Si Bon",
                     'Little Pebbles',
                     'Fior Gelato',
                     'Namaste Cafe',
                     'Nighthawks Diner',
                     "Deiter's Chocolates",
                     'North Poke',
                     'Pokeworks',
                     'Graze',
                     'Tübify: Craft Freezies',
                     'Philly Poké',
                     'Noodles and Things',
                     'Tacos And Company',
                     'Greenhouse Juice Co',
                     'DD Mau',
                     'Roaming Dragon Catering',
                     'Nook',
                     'Poke Burri',
                     'Mademoiselle Colette',
                     'Amazing Wok',
                     'Brezel',
                     'Sajj Street Eats',
                     'The Pantry in Toronto',
                     'Blueprint',
                     'Le Tigre',
                     'Tiffin',
                     'Standing Order',
                     'Nu Bugel',
                     'Stokes Poké',
                     'Bestie',
                     'Postmark Brewing',
                     'Coco Cat Bakery & Chocolates',
                     'Le Pops',
                     'Belly Buster Submarines',
                     'Tacofino Ocho',
                     'Mast Coffee',
                     'Gushi',
                     'Basil Box',
                     'Woko Loco',
                     'True Confections',
                     'NaMì',
                     'The Famous 4th St Cookie Company',
                     'Taste of India',
                     "Anthony's Pizzeria",
                     'MACHINO',
                     'Food Dudes',
                     'The Host',
                     'Puyero',
                     'Poke House',
                     'Grinning Face',
                     'Virtuous Pie',
                     '6ixTriangles',
                     'Nom Nom Asian Grill',
                     'Brock Sandwiches',
                     "Biju's Little Curry Shop",
                     'Bonchaz Bakery',
                     'Ramen Station',
                     'Kinara Indian Cuisine',
                     "Chubby's Jamaican Kitchen",
                     'Mumbai Local',
                     'Margaritas',
                     'Pacific Poke',
                     'Heirs Pears',
                     'Porrovita Juice Bar',
                     'Havana Restaurant',
                     'Woodside Deli',
                     'Dragonbeard Kitchen',
                     'Poke House',
                     'Aussie Pie Guy',
                     'Rolltation',
                     'Crave',
                     'Sherpa Restaurant',
                     "Bougie's Donuts & Coffee",
                     'Superbaba Food Truck',
                     'Philly Pretzel Factory',
                     'Thai Room',
                     'Caveman Cafe',
                     'Arbor',
                     'Istanbul Cafe and Bakery',
                     'Mise en Place & Co',
                     "Dal Moro's Fresh Pasta",
                     'Pokerrito',
                     'JJ Bean',
                     'Pie Hole',
                     'Relish Gourmet Burgers',
                     'Pokeatery',
                     'Gobble',
                     'Golden 9th Deli',
                     'The Daily Dumpling Wonton Co.',
                     'KoJa Kitchen: Irvine',
                     'Basil Box',
                     'Cookies Of Course',
                     'Bar Rail',
                     'Juana Taco',
                     'HI TIDE',
                     'The Dirty Apron',
                     'Ampersand Bakehouse',
                     'Five on Black',
                     'Le Politique',
                     "Jane G's Sichuan Cuisine",
                     'Bombay Bistro',
                     'Two Triangles',
                     'HOM Korean Kitchen',
                     'Verde Taqueria',
                     'Chai Pani',
                     'Dolce Neve',
                     'Station Cold Brew Coffee Co',
                     'Blended For You',
                     'Jai Ho',
                     'Pukka Restaurant',
                     'TAKO',
                     'Cookie Martinez',
                     'Fluff Meringues & More',
                     'Slider Bar',
                     'Lotus Chinese',
                     "Noni's",
                     'Pinch',
                     'Mac Mart',
                     'KURRY KORNER',
                     'Oh My Gyro',
                     'Mayur',
                     'Neptune Chinese Kitchen',
                     'Pita Hub',
                     'Labora',
                     'Pokenoya',
                     'Varsity Japanese & Korean Restaurant',
                     'Ba Le',
                     'Clay Oven',
                     'Enat Buna',
                     "Allwyn's on Queen",
                     'Kyosho japanese restaurant',
                     'Miss Siam',
                     "Tokyo Joe's",
                     'Bizzy Coffee',
                     'Dlish Cupcakes',
                     'Sadie Baby Sweets',
                     'Breaking Bread Cafe',
                     'Maker Pizza',
                     'Vellee Deli',
                     'Rustica',
                     "Lucky's Doughnuts",
                     'Black Camel',
                     'PHL Supply Store',
                     'La Belle Crepe',
                     'SotaRol Uptown',
                     'Aromaku',
                     'Rebel Bread',
                     'Ninja Bowl',
                     '33 Acres Brewing Co.',
                     'MMELO Boutique Confections',
                     'Their There',
                     'LITTLE BRAZIL',
                     'Juke Fried Chicken',
                     'TOR Supply Store',
                     'Muy Rico',
                     'Fish Bowl Poke',
                     'Toronto Popcorn Company',
                     'Bistro Hatzu',
                     'Meat And Bread',
                     'Minami',
                     'House Special',
                     'Sweet Box',
                     'Cartems',
                     'Tiffin Catering',
                     'Bovine Rice Bowls',
                     'Jamjar Canteen',
                     'ATL Supply Store',
                     'Westcoast Poké',
                     'Bellina Alimentari',
                     'Austin Occasions',
                     'AUS Supply Store',
                     'Wokworks Catering',
                     'Moti Raja',
                     'Sai Woo',
                     'OX Coffee',
                     'Bubu',
                     'Soho Taco',
                     'Miss Mini Donuts',
                     'Glory Hole Doughnuts',
                     'Buns & Brews ',
                     'Butter Avenue',
                     'Rasta Pasta',
                     'Mister',
                     'Liquid Assets Hospitality',
                     'Cadeaux Bakery',
                     'Take Thai Home',
                     'Rolling Cashew',
                     'Pie Commission',
                     'Chatime',
                     "Otto's Berlin Doner",
                     'Five Points Hot Chicken',
                     'Flock Rotisserie & Greens',
                     'Quantum Coffee',
                     'Jambo Grill',
                     'Banana Leaf',
                     'Muddy Paws Cheesecake',
                     'Bar Ape',
                     'Kome Sushi Kitchen',
                     "Vij's Railway",
                     'shibui japanese eatery']},
 3: {'composition': ['96.94%: Healthy',
                     '11.22%: Asian',
                     '38.78%: American',
                     '27.55%: Wraps',
                     '15.31%: Boxed Lunch',
                     '41.84%: Bowl',
                     '10.2%: Chip',
                     '18.37%: Cookie',
                     '17.35%: Fruit',
                     '23.47%: Pastry',
                     '11.22%: Salads & Small Plates',
                     '94.9%: Salad',
                     '64.29%: Sandwich',
                     '10.2%: Smoothies',
                     '21.43%: Snacks'],
     'restaurants': ['The Grow Op Juice Bar & Eatery',
                     'Sprout Salad Company',
                     'Nectar',
                     'Deja Vu',
                     'Alchemy South Side',
                     'Hapa Sushi Grill',
                     'Feast Peace',
                     'Olive and Finch - 17th Street',
                     'Just Panini',
                     'Alchemy Catering',
                     'Moxie Eatery',
                     'Bandidas Food Truck',
                     'Olive and Finch - Cherry Creek',
                     'Two Peas Variety',
                     'Kayu',
                     'Real Food Eatery',
                     'Asian Box',
                     'Brider',
                     'Bloomsday Cafe',
                     'The Juice Truck',
                     'Sa-Ten',
                     'Shawarma Point',
                     'Field & Social',
                     'Fuel',
                     "NOLO's Kitchen & Bar",
                     'Palm Lane',
                     'Broadway Market',
                     "Walton's Fancy &  Staple",
                     'The Table',
                     'Cuban Kitchen',
                     'Organic Sandwich CO.',
                     'Cenote',
                     'The Bird',
                     "Gigi's Cafe",
                     'Motomaki',
                     'Swiss Bakery',
                     'Village Juicery',
                     'Hapa Sushi',
                     'Twisted Kitchen',
                     'Conscious Cravings',
                     'Virtuous Pie',
                     'The Gold Standard Cafe',
                     'Salus Fresh Foods',
                     'Mazeh Catering',
                     'Arepazo Tapas Bar Grille',
                     'Agra Culture Uptown',
                     'Recess',
                     'Daikon',
                     'Lemonade - Irvine',
                     'Edge',
                     'Calii Love',
                     'Fishbonz',
                     'Morso Me',
                     'Ya Hayati',
                     'Balila Hummus - Helmcken St',
                     'Bezoria',
                     'Garden Gangsters',
                     'Kale Me Crazy',
                     "Lindsay's Boulder Deli",
                     'Henbit',
                     'Chook Chicken',
                     'Kabob Republic',
                     'Kale Me Crazy Buckhead',
                     'Mad Radish',
                     'MezzeMe Turkish Kitchen',
                     'juicydrop',
                     'Rawesome Juicery',
                     'EatUnique',
                     'Lemonade - Palo Alto',
                     'La Matta',
                     'Ni-Kome Sushi',
                     'Pita Chip',
                     'TRISM',
                     'Next Door American Eatery',
                     'Bitar’s',
                     'Kali Greek Kitchen',
                     'Avocado Cafe',
                     'Cafe Neon',
                     'Sumac Mediterranean Grill',
                     'Burgoo',
                     'West Park Farm and Sea',
                     'Mustard Cafe',
                     'Texas French Bread',
                     'Next Door American Eatery | Union Station',
                     'Si Senor',
                     'Chickpea',
                     'FuegoMundo',
                     'Monkey Nest',
                     'The Tuck Shoppe',
                     'Mazah Eatery',
                     "Chachi's",
                     'East Side King',
                     'Copious',
                     'MAD Greens',
                     'Zen Cha Cafe & Tea',
                     'Birds & the Beets',
                     'AAamazing Salad',
                     'Fit Camp Foods Inc.']},
 4: {'composition': ['32.73%: Thai',
                     '81.82%: Asian',
                     '14.55%: Sushi',
                     '10.91%: Pad Thai',
                     '38.18%: Bowl',
                     '27.27%: Curry',
                     '23.64%: Dumpling',
                     '85.45%: Noodle',
                     '87.27%: Rice',
                     '10.91%: Salads & Small Plates',
                     '49.09%: Salad',
                     '14.55%: Sandwich',
                     '12.73%: Snacks',
                     '10.91%: Stir Fry',
                     '18.18%: Soup'],
     'restaurants': ['Pijiu Belly',
                     '6-1-PHO',
                     'Domo Gastro',
                     'Lan Restaurant',
                     'Banana Leaf',
                     'DFG Noodles Food Truck',
                     'Circles Thai',
                     "Uncle Joe's Hong Kong Bistro",
                     'Top Spice',
                     'Dua Vietnamese Noodle House',
                     'DD Mau Chinatown',
                     'Szechuan Chili Restaurant',
                     'Indochine Thai',
                     'Bao Down - Olympic Village',
                     'Sap’s',
                     'Sway',
                     'Carabao Express',
                     '26 Thai Kitchen and Bar',
                     'Zaika',
                     'Flower Pepper',
                     'Raku Sushi & Asian Bistro',
                     'BE MORE PACIFIC',
                     'THAI TAMARIND',
                     'BASIL RESTAURANT ',
                     'Kita No Donburi',
                     'Banh Mi & Ti',
                     'Pho Saigon Pearl',
                     'Bento Picnic',
                     'Xian Noodles',
                     'Stock Rittenhouse',
                     'Square on Square',
                     'Swing Thai',
                     'Dua Vietnamese Noodle House - Midtown',
                     'Wara Thai Eatery',
                     'Urban Thai',
                     "Gu's Dumplings",
                     'Blue Basil',
                     'Tso Chinese Delivery',
                     'Chix & Bowls',
                     'Seasons Kitchen',
                     'Chi Dim Sum',
                     'Thai Home',
                     'Kin Kao',
                     'Thai Away Home',
                     'Rue 909 Sushi',
                     'Social House 7',
                     'Thai Kun',
                     'Fuji Mountain',
                     'Freshbowl',
                     'DUMPLING HOUSE',
                     'Lee Chen Bistro',
                     'Wow Thai Food',
                     'Gyoza Bar',
                     'Japango',
                     'Nikkyu Sushi']},
 5: {'composition': ['11.68%: Happy Hour',
                     '37.06%: American',
                     '14.72%: Wraps',
                     '20.3%: Pizza',
                     '10.15%: Cake',
                     '15.23%: Bowl',
                     '13.2%: Burger',
                     '16.75%: Pasta',
                     '14.21%: Pastry',
                     '100.0%: Salad',
                     '53.3%: Sandwich',
                     '12.18%: Snacks'],
     'restaurants': ['Shine',
                     'Whiskey Six BBQ',
                     'Home Slice Pizza',
                     'Harvest Pizzeria',
                     'Hops & Pie',
                     "Broders' Cucina Italiana",
                     'Dijlah',
                     'Five on Black',
                     "Top Hat's Aaamazing Salad Bar",
                     "Dunn's Famous",
                     'Motomaki',
                     'Shondiz',
                     'Lemongrass Fusion Bistro',
                     'Parlour',
                     'Way South Philly',
                     'The Saucy Noodle',
                     'TURKISH CHEF ',
                     'Broken Rice',
                     'On Point Bistro',
                     'Loaded Pierogi',
                     'ALL STAR BURGER',
                     'Dolce Carini',
                     'Chop Shop Casual Urban Eatery',
                     'Tayybeh',
                     "Cumbrae's",
                     'Half Fast Subs',
                     'Byblos Cafe',
                     'Smok',
                     "Finch's Teahouse",
                     'Via 313 Oak Hill',
                     'North Of Brooklyn',
                     'Botiwalla',
                     'Bronx Sandwich Company',
                     'Red Stag Supperclub',
                     'NXNW',
                     'Peaked Pies',
                     'Baraonda Ristorante and Bar',
                     'City Fresh Pasta',
                     'The Uncommon Cafe',
                     'Market Street Grocery',
                     'Hudson Grille',
                     'La Cubana',
                     "AJ's  Brooklyn Pizza Joint",
                     'College Falafel',
                     'Nonna’s Italian Kitchen',
                     'Attic Bar u0026 Bistro',
                     'Lucky Lab ',
                     '330 Takeout by Mercatto',
                     'The Empanada Maker',
                     'Barque',
                     'Spartan Pizza',
                     'Via 313 East Side',
                     'Las Brasas',
                     'Detox Kitchen & Juice Bar',
                     'General Assembly',
                     'The Reef',
                     'Disco Cheetah Davie Village',
                     'Barra Rossa',
                     'Subculture',
                     'G. C. BBQ',
                     'Lazo Empanadas',
                     'Calabash',
                     '360 UNO Pizzeria Espresso Vino',
                     'Mondo Market',
                     'Rex 1516',
                     'Joe & Pie Café Pizzeria',
                     'Late Night Slice',
                     'Greek & Co',
                     'EDO Sushi',
                     'Cafe Aion',
                     'Blondies',
                     "Panbury's Double Crust Pies",
                     'Top Tomato Pizza Kitchen',
                     'Contigo Fareground',
                     'Kasa Indian Eatery',
                     'PizzaRev',
                     'Cleavers ',
                     'Rogue Kitchen',
                     'Hubbub',
                     "Reuben's Deli",
                     'Amici’s East Coast Pizzeria',
                     'PIADINA',
                     "Pugel's Original Hot Dogs",
                     "Smokin Yard's BBQ",
                     "Daddy's Kitchen",
                     "Tela's Market Catering",
                     'Happy Chicks - 6th Street',
                     'Pi Co',
                     'Sawyer & Co.',
                     'Revival ',
                     "Milo's Catering",
                     'saba',
                     'Rocky Mountain Flatbread',
                     'Happy Chicks - Nueces Street',
                     'Maman Bakery & Café',
                     'Best Falafel',
                     'Amazing Thailand',
                     'Chopped & Skewed',
                     'Waterloo Ice House',
                     'Naan Stop',
                     'Me Va Me',
                     'Mordimi Bite of Italy',
                     'Cypress Grill',
                     "Woodrow's Sandwich Shop",
                     'Curry N Kebob',
                     'The Front Page',
                     'Cuba Cuba Sandwicheria',
                     "KT's BBQ",
                     'Assembli Toronto',
                     'Basil Pasta Bar',
                     'Tacos and Tequilas',
                     'Otherside Deli',
                     'Nuba',
                     'Just BE Kitchen',
                     'Taj Palace Indian Restaurant',
                     'Cazba',
                     "Tootie's Famous Italian Beef",
                     'Flying Biscuit Cafe',
                     'Patty Shack',
                     'HOBNOB',
                     'Cafe Ybor Food Truck',
                     'Nammos Estiatorio',
                     'Little Juke',
                     'Torteria San Cosme',
                     'The Brothers Deli',
                     'Publik Draft House',
                     'RV’s Butter Kitchen',
                     "Muro's",
                     'Gyros Gyros',
                     'Venga! Empanadas',
                     'Magic Oven',
                     'Ten Asian Bistro',
                     'Einsteins',
                     'Milkhouse',
                     'NeWorlDeli',
                     'Bhojanic',
                     'The Vanilla Orchid',
                     'Empanada Papa',
                     'Aioli',
                     "Matt & Marie's",
                     'Arancini House',
                     "Caffrey's",
                     'SORRENTO PIZZA & PASTA',
                     'Local Bar + Kitchen',
                     'Via 313 Guadalupe Street',
                     'Pizzeria Vetri',
                     'Grindhouse Killer Burgers',
                     "Bao'd Up",
                     'Franktuary',
                     'Tannour Grill',
                     'Wildleaf',
                     'Chaupain Bakery',
                     'Bosscat Kitchen+Libations',
                     'Spoleto Italian Kitchen',
                     'Kawa Sushi',
                     'BierCraft - Tap and Tapas',
                     'Banter Room',
                     'Say Hey Cafe',
                     'Insomnia',
                     "Cameli's Gourmet Pizza Joint",
                     'Crush Pizza & Tap',
                     "Tony P's Bar & Pizzeria",
                     'Brava! Pizzeria',
                     'The Old Mohawk',
                     'The Crest',
                     "Jack's Uptown Grille",
                     'Euro Crepes',
                     'Salam Bombay',
                     'DBA BBQ',
                     'Parma Trattoria Mozzarella Bar',
                     'Belgard Kitchen',
                     'Sandwich De Paris',
                     "Fusaro's",
                     'Balila Taste Kitchen',
                     'Duffeyroll Cafe Bakery',
                     'Charles Bar',
                     'The Holy Crab',
                     'Ten Penny',
                     "Otto's Bierhalle",
                     'Market Bar-B-Que',
                     'Bareburger',
                     "Printer's Cafe",
                     'Phancy Food & Catering',
                     'Zeps Epiq Sandwiches',
                     'Northern Coffeeworks',
                     "Manny's Tortas",
                     'The Copper Hen',
                     'Sweetery Cafe',
                     'Chau',
                     'Levetto Liberty Village',
                     'Pai',
                     'Le French Cafe',
                     'IL FORNELLO on King',
                     "Darby's",
                     'Esters Neighborhood Pub',
                     'Kokomo',
                     'Miku']},
 6: {'composition': ['14.29%: Happy Hour',
                     '11.9%: Healthy',
                     '88.1%: Mexican',
                     '40.48%: Bowl',
                     '71.43%: Burrito',
                     '23.81%: Chip',
                     '11.9%: Rice',
                     '57.14%: Salad',
                     '16.67%: Sandwich',
                     '19.05%: Snacks',
                     '95.24%: Taco'],
     'restaurants': ['Sancho’s Taqueria',
                     'Holi Masala Food Truck',
                     "Roxie's Tacos",
                     'Tortilleria Mixteca ',
                     "Romer's",
                     'Burrito Loco U of M',
                     "Chihuahua's Mexican Grill",
                     'Buena Onda',
                     'Hula Hut',
                     "Maria's Taco Xpress",
                     'Z-teca  Mexican Eatery',
                     'Tacomio',
                     'Pelons Tex Mex',
                     "Teresa's Mesa",
                     'Dos Hermanos',
                     "Lulu's on Laurel",
                     'Tamale House East',
                     'Changos Taqueria',
                     "Tela's Market",
                     "Illegal Pete's",
                     'Kesos Tacos',
                     'Catrinas',
                     'Pico De Gallo',
                     'Yumbii',
                     "Maruca's Mexican Kitchen",
                     'Tacofino Hastings',
                     'Dos Batos',
                     'Taco Junky',
                     'Tacofino Yaletown',
                     'Las Tortas',
                     'Cafe Ynez',
                     'Los Chingones - DTC',
                     'Tacofino Food Truck',
                     'Cazuelas Grill',
                     "Pica's Taqueria",
                     'Tacofino Gastown',
                     'Hot Indian Foods',
                     'Steel Cactus',
                     'La Taqueria: Hastings',
                     'Bell Street Burritos',
                     'Los Chingones - RiNo',
                     'Distrito']}}
diff --git a/features.csv b/features.csv
	from pprint import pprint

	import numpy as np
	from pandas import DataFrame, read_csv
	from sklearn.cluster import KMeans

	data = read_csv('features.csv').to_numpy()
	matrix = data.transpose()
	matrix = np.delete(matrix, 0, 0)

	labels = [
	"Middle Eastern",
	"Happy Hour",
	"Healthy",
	"BBQ",
	"Greek",
	"Indian",
	"Mexican",
	"Thai",
	"Asian",
	"American",
	"Wraps",
	"Sushi",
	"BBQ",
	"Pizza",
	"Pad Thai",
	"Muffins",
	"Boxed Lunch",
	"Cake",
	"Bagel",
	"Bowl",
	"Burger",
	"Burrito",
	"Chip",
	"Crepe",
	"Coffee",
	"Cookie",
	"Cupcake",
	"Curry",
	"Fruit",
	"Hot Dog",
	"Dumpling",
	"Doughnut",
	"Ice Cream",
	"Noodle",
	"Muffin",
	"Pasta",
	"Pho",
	"Platter",
	"Popcorn",
	"Ramen",
	"Rice",
	"Pastry",
	"Salads & Small Plates",
	"Salad",
	"Pie",
	"Sandwich",
	"Seafood",
	"Smoothies",
	"Snacks",
	"Taco",
	"Juice",
	"Wings",
	"Ice Cream",
	"Yogurt",
	"Stir Fry",
	"Soup"
	]

	Data = {}

	for index, label in enumerate(labels):
	Data[label] = matrix[index]

	df = DataFrame(Data, columns=labels)
	# Optimize clustering
	# range_n_clusters = [2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24]
	#
	# x = []
	# y = []
	#
	# for n_clusters in range_n_clusters:
	# cluster_labels = KMeans(n_clusters=n_clusters, random_state=10).fit_predict(df)
	# score = silhouette_score(df, cluster_labels)
	#
	# x.append(n_clusters)
	# y.append(score)
	#
	# plt.scatter(x, y)
	# plt.show()


	kmeans = KMeans(n_clusters=7, random_state=10).fit(df)

	results = {}

	centers = kmeans.cluster_centers_

	for index, cluster in enumerate(kmeans.labels_):
	results.setdefault(cluster, {
	'restaurants': [],
	'composition': []
	})

	results[cluster]['restaurants'].append(data[index][0])

	for cluster, dimensions in enumerate(centers):

	for dimension_index, dimension in enumerate(dimensions):

	if dimension > 0.10:
	results[cluster]['composition'].append("%s%%: %s" % (round(dimension * 100, 2), labels[dimension_index]))

	pprint(results)


	{0: {'composition': ['22.06%: Happy Hour',
	'38.24%: Healthy',
	'100.0%: American',
	'10.29%: Bowl',
	'10.29%: Cookie',
	'26.47%: Sandwich'],
	'restaurants': ['Lowry Hill Meats',
	'Duck Donuts',
	'Egg Bae',
	'The Dirty Bird',
	'HashTAG',
	'CLUCK CLUCKS',
	'JonnyPops',
	'ProsperOats',
	'The Wedge',
	'The Walrus Kitchen',
	'Yellowbelly Chicken \| Arvada',
	"Burger's Priest",
	'Yellowbelly Chicken \| Stanley Market',
	'Flowers u0026 Bread',
	'Whole Sum Kitchen',
	'Evil Wiener',
	'Unique Dining Catering',
	'LeRoy & Lewis Barbecue',
	'Parka Food Co.',
	'Kerlin Kolaches',
	'Nom Nom Nom Poutine',
	'Yellowbelly Chicken',
	'Smoked on High BBQ',
	'Crock Spot',
	'Brizio Pizza',
	'Burnt Crumbs',
	'Dai Due',
	'Mission Dogs',
	'Baguette Me',
	'Oakwood BBQ',
	'PG Clucks',
	'The Denver Wing Shop',
	'Supreme Burger',
	'FRITES',
	'The Hot Box Diner',
	'Reel Popcorn',
	'Forte Foodhall',
	'Old School',
	'Dew Haus',
	'Paintbox',
	'Aziza Cafe',
	'Kiros Catering',
	'Tokyo Hot Fried Chicken',
	'Ranch Hand',
	'PONKO Chicken',
	'Burntzilla',
	"Little Lucy's Mini Donuts",
	'Lahuna Poke',
	'ProsperOats',
	'Russet Shack ',
	'South Side BBQ Company',
	'Bold BBQ',
	'The Parlour Restaurant',
	'FitBites Grill',
	'Yours Truly Cupcake',
	'Kerlin BBQ',
	'Vert Kitchen',
	'Mezcla Maggie',
	'Onefold',
	'Paperboy',
	'Curtis Park Deli',
	'Dough Mama',
	'UpRooted',
	'Mint & Limone',
	'MadeWithLove Catering',
	'Yolks',
	'Bark and the Bite',
	'BRIM']},
	1: {'composition': ['12.73%: Happy Hour',
	'16.36%: Healthy',
	'21.82%: American',
	'10.91%: Wraps',
	'80.0%: Muffins',
	'89.09%: Cake',
	'14.55%: Bagel',
	'12.73%: Bowl',
	'10.91%: Burrito',
	'18.18%: Coffee',
	'94.55%: Cookie',
	'85.45%: Cupcake',
	'96.36%: Pastry',
	'52.73%: Salad',
	'70.91%: Pie',
	'38.18%: Sandwich',
	'21.82%: Snacks'],
	'restaurants': ["Shamane's Bake Shoppe",
	'Waterfront Gourmet Cafe',
	"DiFranco's",
	'Tacofino Oasis',
	'The Chocolate Messenger',
	'Pantry Catering',
	"Tommy's Diner",
	'Lemonade',
	'Get Fruity Cafe',
	'Kupfert & Kim',
	'TuckShop Kitchen',
	'Wholy Bagel',
	"FARM'R Catering",
	'Fox in the Snow',
	'BitterSweet Kitchen',
	'The Rolling Pin Bakeshop',
	'Pour la France! Catering',
	'Fuji Cafe & Bar',
	'Woodgrain Bagels ',
	'Milagro Cantina',
	'Citizen Eatery',
	"Kittie's Cakes - German Village",
	'The Bagel Place',
	'Kanga',
	'Woodgrain Bagels',
	'Uncle Smoke Cookhouse',
	'Rosemary Rocksalt',
	'Peqish',
	'SOPRA SOTTO',
	'Impact Kitchen',
	'The Bench Bakehouse',
	'Smiling Moose ',
	'Assembli',
	'Delights by Dawn',
	'Sweet Freedom Bakery',
	'Tabule',
	"Kafka's Coffee",
	'Greek Express West 5th',
	'T&Cakes',
	'To Die For Fine Foods',
	'Verdura',
	'Le Petit Chocolat & Cafe',
	'Nut Merchant',
	'The Uncommon Cafe: Catering',
	'Lost + Found',
	'iQ FOOD CO.',
	"Quack's 43rd Street Bakery",
	"Bunner's Bake Shop",
	'Dufflet Pastries',
	'Quantum Coffee Vancouver',
	'Nadège ',
	'Greek Express - North High',
	'Cornerstone Deli',
	"Jack's Pizza and Wings",
	'Sud Forno']},
	2: {'composition': ['10.05%: Happy Hour',
	'13.88%: Healthy',
	'10.53%: Indian',
	'26.79%: Asian',
	'16.75%: Bowl',
	'11.96%: Pastry',
	'13.4%: Sandwich',
	'12.44%: Snacks'],
	'restaurants': ['Miya Bhai',
	'Schmaltz Appetizing',
	'Sssdude-Nutz',
	'Marimba',
	'Chunk-N-Chip',
	'Asian Box Palo Alto',
	'Heritage Asian Eatery',
	'Philadelphia Chutney Co.',
	'Cupzilla',
	"C'est Si Bon",
	'Little Pebbles',
	'Fior Gelato',
	'Namaste Cafe',
	'Nighthawks Diner',
	"Deiter's Chocolates",
	'North Poke',
	'Pokeworks',
	'Graze',
	'Tübify: Craft Freezies',
	'Philly Poké',
	'Noodles and Things',
	'Tacos And Company',
	'Greenhouse Juice Co',
	'DD Mau',
	'Roaming Dragon Catering',
	'Nook',
	'Poke Burri',
	'Mademoiselle Colette',
	'Amazing Wok',
	'Brezel',
	'Sajj Street Eats',
	'The Pantry in Toronto',
	'Blueprint',
	'Le Tigre',
	'Tiffin',
	'Standing Order',
	'Nu Bugel',
	'Stokes Poké',
	'Bestie',
	'Postmark Brewing',
	'Coco Cat Bakery & Chocolates',
	'Le Pops',
	'Belly Buster Submarines',
	'Tacofino Ocho',
	'Mast Coffee',
	'Gushi',
	'Basil Box',
	'Woko Loco',
	'True Confections',
	'NaMì',
	'The Famous 4th St Cookie Company',
	'Taste of India',
	"Anthony's Pizzeria",
	'MACHINO',
	'Food Dudes',
	'The Host',
	'Puyero',
	'Poke House',
	'Grinning Face',
	'Virtuous Pie',
	'6ixTriangles',
	'Nom Nom Asian Grill',
	'Brock Sandwiches',
	"Biju's Little Curry Shop",
	'Bonchaz Bakery',
	'Ramen Station',
	'Kinara Indian Cuisine',
	"Chubby's Jamaican Kitchen",
	'Mumbai Local',
	'Margaritas',
	'Pacific Poke',
	'Heirs Pears',
	'Porrovita Juice Bar',
	'Havana Restaurant',
	'Woodside Deli',
	'Dragonbeard Kitchen',
	'Poke House',
	'Aussie Pie Guy',
	'Rolltation',
	'Crave',
	'Sherpa Restaurant',
	"Bougie's Donuts & Coffee",
	'Superbaba Food Truck',
	'Philly Pretzel Factory',
	'Thai Room',
	'Caveman Cafe',
	'Arbor',
	'Istanbul Cafe and Bakery',
	'Mise en Place & Co',
	"Dal Moro's Fresh Pasta",
	'Pokerrito',
	'JJ Bean',
	'Pie Hole',
	'Relish Gourmet Burgers',
	'Pokeatery',
	'Gobble',
	'Golden 9th Deli',
	'The Daily Dumpling Wonton Co.',
	'KoJa Kitchen: Irvine',
	'Basil Box',
	'Cookies Of Course',
	'Bar Rail',
	'Juana Taco',
	'HI TIDE',
	'The Dirty Apron',
	'Ampersand Bakehouse',
	'Five on Black',
	'Le Politique',
	"Jane G's Sichuan Cuisine",
	'Bombay Bistro',
	'Two Triangles',
	'HOM Korean Kitchen',
	'Verde Taqueria',
	'Chai Pani',
	'Dolce Neve',
	'Station Cold Brew Coffee Co',
	'Blended For You',
	'Jai Ho',
	'Pukka Restaurant',
	'TAKO',
	'Cookie Martinez',
	'Fluff Meringues & More',
	'Slider Bar',
	'Lotus Chinese',
	"Noni's",
	'Pinch',
	'Mac Mart',
	'KURRY KORNER',
	'Oh My Gyro',
	'Mayur',
	'Neptune Chinese Kitchen',
	'Pita Hub',
	'Labora',
	'Pokenoya',
	'Varsity Japanese & Korean Restaurant',
	'Ba Le',
	'Clay Oven',
	'Enat Buna',
	"Allwyn's on Queen",
	'Kyosho japanese restaurant',
	'Miss Siam',
	"Tokyo Joe's",
	'Bizzy Coffee',
	'Dlish Cupcakes',
	'Sadie Baby Sweets',
	'Breaking Bread Cafe',
	'Maker Pizza',
	'Vellee Deli',
	'Rustica',
	"Lucky's Doughnuts",
	'Black Camel',
	'PHL Supply Store',
	'La Belle Crepe',
	'SotaRol Uptown',
	'Aromaku',
	'Rebel Bread',
	'Ninja Bowl',
	'33 Acres Brewing Co.',
	'MMELO Boutique Confections',
	'Their There',
	'LITTLE BRAZIL',
	'Juke Fried Chicken',
	'TOR Supply Store',
	'Muy Rico',
	'Fish Bowl Poke',
	'Toronto Popcorn Company',
	'Bistro Hatzu',
	'Meat And Bread',
	'Minami',
	'House Special',
	'Sweet Box',
	'Cartems',
	'Tiffin Catering',
	'Bovine Rice Bowls',
	'Jamjar Canteen',
	'ATL Supply Store',
	'Westcoast Poké',
	'Bellina Alimentari',
	'Austin Occasions',
	'AUS Supply Store',
	'Wokworks Catering',
	'Moti Raja',
	'Sai Woo',
	'OX Coffee',
	'Bubu',
	'Soho Taco',
	'Miss Mini Donuts',
	'Glory Hole Doughnuts',
	'Buns & Brews ',
	'Butter Avenue',
	'Rasta Pasta',
	'Mister',
	'Liquid Assets Hospitality',
	'Cadeaux Bakery',
	'Take Thai Home',
	'Rolling Cashew',
	'Pie Commission',
	'Chatime',
	"Otto's Berlin Doner",
	'Five Points Hot Chicken',
	'Flock Rotisserie & Greens',
	'Quantum Coffee',
	'Jambo Grill',
	'Banana Leaf',
	'Muddy Paws Cheesecake',
	'Bar Ape',
	'Kome Sushi Kitchen',
	"Vij's Railway",
	'shibui japanese eatery']},
	3: {'composition': ['96.94%: Healthy',
	'11.22%: Asian',
	'38.78%: American',
	'27.55%: Wraps',
	'15.31%: Boxed Lunch',
	'41.84%: Bowl',
	'10.2%: Chip',
	'18.37%: Cookie',
	'17.35%: Fruit',
	'23.47%: Pastry',
	'11.22%: Salads & Small Plates',
	'94.9%: Salad',
	'64.29%: Sandwich',
	'10.2%: Smoothies',
	'21.43%: Snacks'],
	'restaurants': ['The Grow Op Juice Bar & Eatery',
	'Sprout Salad Company',
	'Nectar',
	'Deja Vu',
	'Alchemy South Side',
	'Hapa Sushi Grill',
	'Feast Peace',
	'Olive and Finch - 17th Street',
	'Just Panini',
	'Alchemy Catering',
	'Moxie Eatery',
	'Bandidas Food Truck',
	'Olive and Finch - Cherry Creek',
	'Two Peas Variety',
	'Kayu',
	'Real Food Eatery',
	'Asian Box',
	'Brider',
	'Bloomsday Cafe',
	'The Juice Truck',
	'Sa-Ten',
	'Shawarma Point',
	'Field & Social',
	'Fuel',
	"NOLO's Kitchen & Bar",
	'Palm Lane',
	'Broadway Market',
	"Walton's Fancy & Staple",
	'The Table',
	'Cuban Kitchen',
	'Organic Sandwich CO.',
	'Cenote',
	'The Bird',
	"Gigi's Cafe",
	'Motomaki',
	'Swiss Bakery',
	'Village Juicery',
	'Hapa Sushi',
	'Twisted Kitchen',
	'Conscious Cravings',
	'Virtuous Pie',
	'The Gold Standard Cafe',
	'Salus Fresh Foods',
	'Mazeh Catering',
	'Arepazo Tapas Bar Grille',
	'Agra Culture Uptown',
	'Recess',
	'Daikon',
	'Lemonade - Irvine',
	'Edge',
	'Calii Love',
	'Fishbonz',
	'Morso Me',
	'Ya Hayati',
	'Balila Hummus - Helmcken St',
	'Bezoria',
	'Garden Gangsters',
	'Kale Me Crazy',
	"Lindsay's Boulder Deli",
	'Henbit',
	'Chook Chicken',
	'Kabob Republic',
	'Kale Me Crazy Buckhead',
	'Mad Radish',
	'MezzeMe Turkish Kitchen',
	'juicydrop',
	'Rawesome Juicery',
	'EatUnique',
	'Lemonade - Palo Alto',
	'La Matta',
	'Ni-Kome Sushi',
	'Pita Chip',
	'TRISM',
	'Next Door American Eatery',
	'Bitar’s',
	'Kali Greek Kitchen',
	'Avocado Cafe',
	'Cafe Neon',
	'Sumac Mediterranean Grill',
	'Burgoo',
	'West Park Farm and Sea',
	'Mustard Cafe',
	'Texas French Bread',
	'Next Door American Eatery \| Union Station',
	'Si Senor',
	'Chickpea',
	'FuegoMundo',
	'Monkey Nest',
	'The Tuck Shoppe',
	'Mazah Eatery',
	"Chachi's",
	'East Side King',
	'Copious',
	'MAD Greens',
	'Zen Cha Cafe & Tea',
	'Birds & the Beets',
	'AAamazing Salad',
	'Fit Camp Foods Inc.']},
	4: {'composition': ['32.73%: Thai',
	'81.82%: Asian',
	'14.55%: Sushi',
	'10.91%: Pad Thai',
	'38.18%: Bowl',
	'27.27%: Curry',
	'23.64%: Dumpling',
	'85.45%: Noodle',
	'87.27%: Rice',
	'10.91%: Salads & Small Plates',
	'49.09%: Salad',
	'14.55%: Sandwich',
	'12.73%: Snacks',
	'10.91%: Stir Fry',
	'18.18%: Soup'],
	'restaurants': ['Pijiu Belly',
	'6-1-PHO',
	'Domo Gastro',
	'Lan Restaurant',
	'Banana Leaf',
	'DFG Noodles Food Truck',
	'Circles Thai',
	"Uncle Joe's Hong Kong Bistro",
	'Top Spice',
	'Dua Vietnamese Noodle House',
	'DD Mau Chinatown',
	'Szechuan Chili Restaurant',
	'Indochine Thai',
	'Bao Down - Olympic Village',
	'Sap’s',
	'Sway',
	'Carabao Express',
	'26 Thai Kitchen and Bar',
	'Zaika',
	'Flower Pepper',
	'Raku Sushi & Asian Bistro',
	'BE MORE PACIFIC',
	'THAI TAMARIND',
	'BASIL RESTAURANT ',
	'Kita No Donburi',
	'Banh Mi & Ti',
	'Pho Saigon Pearl',
	'Bento Picnic',
	'Xian Noodles',
	'Stock Rittenhouse',
	'Square on Square',
	'Swing Thai',
	'Dua Vietnamese Noodle House - Midtown',
	'Wara Thai Eatery',
	'Urban Thai',
	"Gu's Dumplings",
	'Blue Basil',
	'Tso Chinese Delivery',
	'Chix & Bowls',
	'Seasons Kitchen',
	'Chi Dim Sum',
	'Thai Home',
	'Kin Kao',
	'Thai Away Home',
	'Rue 909 Sushi',
	'Social House 7',
	'Thai Kun',
	'Fuji Mountain',
	'Freshbowl',
	'DUMPLING HOUSE',
	'Lee Chen Bistro',
	'Wow Thai Food',
	'Gyoza Bar',
	'Japango',
	'Nikkyu Sushi']},
	5: {'composition': ['11.68%: Happy Hour',
	'37.06%: American',
	'14.72%: Wraps',
	'20.3%: Pizza',
	'10.15%: Cake',
	'15.23%: Bowl',
	'13.2%: Burger',
	'16.75%: Pasta',
	'14.21%: Pastry',
	'100.0%: Salad',
	'53.3%: Sandwich',
	'12.18%: Snacks'],
	'restaurants': ['Shine',
	'Whiskey Six BBQ',
	'Home Slice Pizza',
	'Harvest Pizzeria',
	'Hops & Pie',
	"Broders' Cucina Italiana",
	'Dijlah',
	'Five on Black',
	"Top Hat's Aaamazing Salad Bar",
	"Dunn's Famous",
	'Motomaki',
	'Shondiz',
	'Lemongrass Fusion Bistro',
	'Parlour',
	'Way South Philly',
	'The Saucy Noodle',
	'TURKISH CHEF ',
	'Broken Rice',
	'On Point Bistro',
	'Loaded Pierogi',
	'ALL STAR BURGER',
	'Dolce Carini',
	'Chop Shop Casual Urban Eatery',
	'Tayybeh',
	"Cumbrae's",
	'Half Fast Subs',
	'Byblos Cafe',
	'Smok',
	"Finch's Teahouse",
	'Via 313 Oak Hill',
	'North Of Brooklyn',
	'Botiwalla',
	'Bronx Sandwich Company',
	'Red Stag Supperclub',
	'NXNW',
	'Peaked Pies',
	'Baraonda Ristorante and Bar',
	'City Fresh Pasta',
	'The Uncommon Cafe',
	'Market Street Grocery',
	'Hudson Grille',
	'La Cubana',
	"AJ's Brooklyn Pizza Joint",
	'College Falafel',
	'Nonna’s Italian Kitchen',
	'Attic Bar u0026 Bistro',
	'Lucky Lab ',
	'330 Takeout by Mercatto',
	'The Empanada Maker',
	'Barque',
	'Spartan Pizza',
	'Via 313 East Side',
	'Las Brasas',
	'Detox Kitchen & Juice Bar',
	'General Assembly',
	'The Reef',
	'Disco Cheetah Davie Village',
	'Barra Rossa',
	'Subculture',
	'G. C. BBQ',
	'Lazo Empanadas',
	'Calabash',
	'360 UNO Pizzeria Espresso Vino',
	'Mondo Market',
	'Rex 1516',
	'Joe & Pie Café Pizzeria',
	'Late Night Slice',
	'Greek & Co',
	'EDO Sushi',
	'Cafe Aion',
	'Blondies',
	"Panbury's Double Crust Pies",
	'Top Tomato Pizza Kitchen',
	'Contigo Fareground',
	'Kasa Indian Eatery',
	'PizzaRev',
	'Cleavers ',
	'Rogue Kitchen',
	'Hubbub',
	"Reuben's Deli",
	'Amici’s East Coast Pizzeria',
	'PIADINA',
	"Pugel's Original Hot Dogs",
	"Smokin Yard's BBQ",
	"Daddy's Kitchen",
	"Tela's Market Catering",
	'Happy Chicks - 6th Street',
	'Pi Co',
	'Sawyer & Co.',
	'Revival ',
	"Milo's Catering",
	'saba',
	'Rocky Mountain Flatbread',
	'Happy Chicks - Nueces Street',
	'Maman Bakery & Café',
	'Best Falafel',
	'Amazing Thailand',
	'Chopped & Skewed',
	'Waterloo Ice House',
	'Naan Stop',
	'Me Va Me',
	'Mordimi Bite of Italy',
	'Cypress Grill',
	"Woodrow's Sandwich Shop",
	'Curry N Kebob',
	'The Front Page',
	'Cuba Cuba Sandwicheria',
	"KT's BBQ",
	'Assembli Toronto',
	'Basil Pasta Bar',
	'Tacos and Tequilas',
	'Otherside Deli',
	'Nuba',
	'Just BE Kitchen',
	'Taj Palace Indian Restaurant',
	'Cazba',
	"Tootie's Famous Italian Beef",
	'Flying Biscuit Cafe',
	'Patty Shack',
	'HOBNOB',
	'Cafe Ybor Food Truck',
	'Nammos Estiatorio',
	'Little Juke',
	'Torteria San Cosme',
	'The Brothers Deli',
	'Publik Draft House',
	'RV’s Butter Kitchen',
	"Muro's",
	'Gyros Gyros',
	'Venga! Empanadas',
	'Magic Oven',
	'Ten Asian Bistro',
	'Einsteins',
	'Milkhouse',
	'NeWorlDeli',
	'Bhojanic',
	'The Vanilla Orchid',
	'Empanada Papa',
	'Aioli',
	"Matt & Marie's",
	'Arancini House',
	"Caffrey's",
	'SORRENTO PIZZA & PASTA',
	'Local Bar + Kitchen',
	'Via 313 Guadalupe Street',
	'Pizzeria Vetri',
	'Grindhouse Killer Burgers',
	"Bao'd Up",
	'Franktuary',
	'Tannour Grill',
	'Wildleaf',
	'Chaupain Bakery',
	'Bosscat Kitchen+Libations',
	'Spoleto Italian Kitchen',
	'Kawa Sushi',
	'BierCraft - Tap and Tapas',
	'Banter Room',
	'Say Hey Cafe',
	'Insomnia',
	"Cameli's Gourmet Pizza Joint",
	'Crush Pizza & Tap',
	"Tony P's Bar & Pizzeria",
	'Brava! Pizzeria',
	'The Old Mohawk',
	'The Crest',
	"Jack's Uptown Grille",
	'Euro Crepes',
	'Salam Bombay',
	'DBA BBQ',
	'Parma Trattoria Mozzarella Bar',
	'Belgard Kitchen',
	'Sandwich De Paris',
	"Fusaro's",
	'Balila Taste Kitchen',
	'Duffeyroll Cafe Bakery',
	'Charles Bar',
	'The Holy Crab',
	'Ten Penny',
	"Otto's Bierhalle",
	'Market Bar-B-Que',
	'Bareburger',
	"Printer's Cafe",
	'Phancy Food & Catering',
	'Zeps Epiq Sandwiches',
	'Northern Coffeeworks',
	"Manny's Tortas",
	'The Copper Hen',
	'Sweetery Cafe',
	'Chau',
	'Levetto Liberty Village',
	'Pai',
	'Le French Cafe',
	'IL FORNELLO on King',
	"Darby's",
	'Esters Neighborhood Pub',
	'Kokomo',
	'Miku']},
	6: {'composition': ['14.29%: Happy Hour',
	'11.9%: Healthy',
	'88.1%: Mexican',
	'40.48%: Bowl',
	'71.43%: Burrito',
	'23.81%: Chip',
	'11.9%: Rice',
	'57.14%: Salad',
	'16.67%: Sandwich',
	'19.05%: Snacks',
	'95.24%: Taco'],
	'restaurants': ['Sancho’s Taqueria',
	'Holi Masala Food Truck',
	"Roxie's Tacos",
	'Tortilleria Mixteca ',
	"Romer's",
	'Burrito Loco U of M',
	"Chihuahua's Mexican Grill",
	'Buena Onda',
	'Hula Hut',
	"Maria's Taco Xpress",
	'Z-teca Mexican Eatery',
	'Tacomio',
	'Pelons Tex Mex',
	"Teresa's Mesa",
	'Dos Hermanos',
	"Lulu's on Laurel",
	'Tamale House East',
	'Changos Taqueria',
	"Tela's Market",
	"Illegal Pete's",
	'Kesos Tacos',
	'Catrinas',
	'Pico De Gallo',
	'Yumbii',
	"Maruca's Mexican Kitchen",
	'Tacofino Hastings',
	'Dos Batos',
	'Taco Junky',
	'Tacofino Yaletown',
	'Las Tortas',
	'Cafe Ynez',
	'Los Chingones - DTC',
	'Tacofino Food Truck',
	'Cazuelas Grill',
	"Pica's Taqueria",
	'Tacofino Gastown',
	'Hot Indian Foods',
	'Steel Cactus',
	'La Taqueria: Hastings',
	'Bell Street Burritos',
	'Los Chingones - RiNo',
	'Distrito']}}
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